diff --git a/.gitignore b/.gitignore new file mode 100644 index 00000000..fff3decb --- /dev/null +++ b/.gitignore @@ -0,0 +1,10 @@ +# from compiling the model +*.o +*.mod + +# compiled code +/SOURCE_CODE/casaclm_mimics_corpse_test +/SOURCE_CODE/casaclm_mimics-cn_corpse + +# model output +*.nc diff --git a/GRID_CN/CASACNP_mod5_GSWP3_JAMES/co2delta_control.txt b/GRID_CN/CASACNP_mod5_GSWP3_JAMES/co2delta_control.txt new file mode 100644 index 00000000..637bf81a --- /dev/null +++ b/GRID_CN/CASACNP_mod5_GSWP3_JAMES/co2delta_control.txt @@ -0,0 +1,2 @@ +CO2 ppm, dtSoil, dtAir, year to start, NPP_mult +360.0 0.0 0.0 10000 1.0 diff --git a/GRID_CN/CASACNP_mod5_GSWP3_JAMES/fcasacnp_clm_HIST_1901_2014_STEP_3of4.lst b/GRID_CN/CASACNP_mod5_GSWP3_JAMES/fcasacnp_clm_HIST_1901_2014_STEP_3of4.lst new file mode 100644 index 00000000..8fd987a7 --- /dev/null +++ b/GRID_CN/CASACNP_mod5_GSWP3_JAMES/fcasacnp_clm_HIST_1901_2014_STEP_3of4.lst @@ -0,0 +1,93 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +1 !! mloop, number of times to cycle through met file +1 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +2 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +1901 2014 !! Transient years, contents of this line are ignored if initcasa < 2 +1 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4_exud0.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_GSWP3_CLM5dev110_hist/met_1901_1901.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_end_spin_1901-1920_x500b.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_1901_2014_hist.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_1901_2014_hist.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/HIST/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv !! 18) MIMICS input parameter file +./mimicspool_end_spin_1901-1920_x500b.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_1901_2014_hist.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/HIST/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_1901_1920_spin_x499a.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.06.2017.nml !! 24) CORPSE input parameter file +../OUTPUT_GRID_CRU_NCEP/CORPSE_SPIN_a/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +./co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +/project/bgc01/melannie/PointSimulations/ !! 27) Location to write point files (if applicable) +1 !! 29) netCDF output interval (years) + + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/CASACNP_mod5_GSWP3_JAMES/fcasacnp_clm_SSP370_2015_2100_STEP_4of4.lst b/GRID_CN/CASACNP_mod5_GSWP3_JAMES/fcasacnp_clm_SSP370_2015_2100_STEP_4of4.lst new file mode 100644 index 00000000..4b5311ff --- /dev/null +++ b/GRID_CN/CASACNP_mod5_GSWP3_JAMES/fcasacnp_clm_SSP370_2015_2100_STEP_4of4.lst @@ -0,0 +1,93 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +1 !! mloop, number of times to cycle through met file +1 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +2 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +2015 2100 !! Transient years, contents of this line are ignored if initcasa < 2 +1 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4_exud0.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_MET_clm50_dev110_spSSP370/met_2015_2015.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_end_1901_2014_hist.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_2015_2100_ssp370.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_2015_2100_ssp370.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/SSP370/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv !! 18) MIMICS input parameter file +./mimicspool_end_1901_2014_hist.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_2015_2100_ssp370.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/SSP370/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_1901_1920_spin_x499a.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.06.2017.nml !! 24) CORPSE input parameter file +../OUTPUT_GRID_CRU_NCEP/CORPSE_SPIN_a/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +./co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +/project/bgc01/melannie/PointSimulations/ !! 27) Location to write point files (if applicable) +1 !! 29) netCDF output interval (years) + + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/CASACNP_mod5_GSWP3_JAMES/fcasacnp_clm_prespin_1901_x100_STEP_1of4.lst b/GRID_CN/CASACNP_mod5_GSWP3_JAMES/fcasacnp_clm_prespin_1901_x100_STEP_1of4.lst new file mode 100644 index 00000000..a465621d --- /dev/null +++ b/GRID_CN/CASACNP_mod5_GSWP3_JAMES/fcasacnp_clm_prespin_1901_x100_STEP_1of4.lst @@ -0,0 +1,92 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +100 !! mloop, number of times to cycle through met file +0 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +0 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +1901 1901 !! Transient years, contents of this line are ignored if initcasa < 2 +2 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4_borealNfix.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_GSWP3_CLM5dev110_hist/met_1901_1901.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_init.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_prespin_1901_x100.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_prespin_1901_x100.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/PRESPIN/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO6.csv !! 18) MIMICS input parameter file +./mimicspool_init_CN.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_prespin_1901_x100.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/PRESPIN/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_prespin_1901_x100.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.18d.2017.nml !! 24) CORPSE input parameter file +./OUTPUT_CN/PRESPIN/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +../co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +/project/bgc01/melannie/PointSimulations/ !! 27) Location to write point files (if applicable) + + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2 or 3), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/CASACNP_mod5_GSWP3_JAMES/fcasacnp_clm_spin_1901-1920_x500_STEP_2bof4.lst b/GRID_CN/CASACNP_mod5_GSWP3_JAMES/fcasacnp_clm_spin_1901-1920_x500_STEP_2bof4.lst new file mode 100644 index 00000000..ddb1b04a --- /dev/null +++ b/GRID_CN/CASACNP_mod5_GSWP3_JAMES/fcasacnp_clm_spin_1901-1920_x500_STEP_2bof4.lst @@ -0,0 +1,95 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +499 !! mloop, number of times to cycle through met file +0 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +3 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +1901 1920 !! Transient years, contents of this line are ignored if initcasa < 2 +1 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4_exud0.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_GSWP3_CLM5dev110_hist/met_1901_1901.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_end_spin_1901-1920_x500postAD.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_spin_1901-1920_x500b.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_spin_1901-1920_x500b.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/SPIN2/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv !! 18) MIMICS input parameter file +./mimicspool_end_spin_1901-1920_x500.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_spin_1901-1920_x500b.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/SPIN2/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_spin_1901-1920_x500.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.18d.2017.nml !! 24) CORPSE input parameter file +./OUTPUT_CN/SPIN/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +../co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +./OUTPUT_CN/SPIN2/ !! 28) Location to write point files (if applicable) +10 !! 29) netCDF output interval (years) + + + + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2 or 3), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/CASACNP_mod5_GSWP3_JAMES/fcasacnp_clm_spin_1901-1920_x500_STEP_2of4.lst b/GRID_CN/CASACNP_mod5_GSWP3_JAMES/fcasacnp_clm_spin_1901-1920_x500_STEP_2of4.lst new file mode 100644 index 00000000..453f1d38 --- /dev/null +++ b/GRID_CN/CASACNP_mod5_GSWP3_JAMES/fcasacnp_clm_spin_1901-1920_x500_STEP_2of4.lst @@ -0,0 +1,92 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +499 !! mloop, number of times to cycle through met file +0 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +3 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +1901 1920 !! Transient years, contents of this line are ignored if initcasa < 2 +1 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4_exud0AD.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_GSWP3_CLM5dev110_hist/met_1901_1901.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_end_prespin_1901_x100.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_spin_1901-1920_x500AD.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_spin_1901-1920_x500AD.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/SPIN/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv !! 18) MIMICS input parameter file +./mimicspool_end_prespin_1901_x100.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_spin_1901-1920_x500.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/SPIN/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_spin_1901-1920_x500.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.18d.2017.nml !! 24) CORPSE input parameter file +./OUTPUT_CN/SPIN/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +../co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +/project/bgc01/melannie/PointSimulations/ !! 27) Location to write point files (if applicable) +10 !! 29) netCDF output interval (years) + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2 or 3), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/CASACNP_mod5_GSWP3_JAMES/fcasacnp_clm_testbed.lst b/GRID_CN/CASACNP_mod5_GSWP3_JAMES/fcasacnp_clm_testbed.lst new file mode 100644 index 00000000..4b5311ff --- /dev/null +++ b/GRID_CN/CASACNP_mod5_GSWP3_JAMES/fcasacnp_clm_testbed.lst @@ -0,0 +1,93 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +1 !! mloop, number of times to cycle through met file +1 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +2 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +2015 2100 !! Transient years, contents of this line are ignored if initcasa < 2 +1 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4_exud0.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_MET_clm50_dev110_spSSP370/met_2015_2015.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_end_1901_2014_hist.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_2015_2100_ssp370.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_2015_2100_ssp370.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/SSP370/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv !! 18) MIMICS input parameter file +./mimicspool_end_1901_2014_hist.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_2015_2100_ssp370.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/SSP370/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_1901_1920_spin_x499a.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.06.2017.nml !! 24) CORPSE input parameter file +../OUTPUT_GRID_CRU_NCEP/CORPSE_SPIN_a/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +./co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +/project/bgc01/melannie/PointSimulations/ !! 27) Location to write point files (if applicable) +1 !! 29) netCDF output interval (years) + + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/CASACNP_mod5_GSWP3_JAMES/module-load.txt b/GRID_CN/CASACNP_mod5_GSWP3_JAMES/module-load.txt new file mode 100644 index 00000000..ccc9dfe3 --- /dev/null +++ b/GRID_CN/CASACNP_mod5_GSWP3_JAMES/module-load.txt @@ -0,0 +1,2 @@ +module load compiler/gnu/8.1.0 +module load tool/netcdf/4.6.1/gcc diff --git a/GRID_CN/CASACNP_mod5_GSWP3_JAMES/pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv b/GRID_CN/CASACNP_mod5_GSWP3_JAMES/pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv new file mode 100644 index 00000000..3d000896 --- /dev/null +++ b/GRID_CN/CASACNP_mod5_GSWP3_JAMES/pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv @@ -0,0 +1,134 @@ +vegtype,Description (for reference),,,,,,,,,,,,,, +1,Evergreen Needleleaf Forest,,,,,,,,,,,,,, +2,Evergreen Broadleaf Forest,,,,,,,,,,,,,, +3,Deciduous Needleleaf Forest,,,,,,,,,,,,,, +4,Deciduous Broadleaf Forest,,,,,,,,,,,,,, +5,Mixed forest,,,,,,,,,,,,,, +6,Close shrublands,,,,,,,,,,,,,, +7,Open shrublands,,,,,,,,,,,,,, +8,woody savannas,,,,,,,,,,,,,, +9,savannas,,,,,,,,,,,,,, +10,grasslands,,,,,,,,,,,,,, +11,permanent wetlands,,,,,,,,,,,,,, +12,croplands,,,,,,,,,,,,,, +13,urban and built-up ,,,,,,,,,,,,,, +14,cropland mosaic (as 12),,,,,,,,,,,,,, +15,permanent snow and ice ,,,,,,,,,,,,,, +16,barren or sparsely vegetated,,,,,,,,,,,,,, +17,"ice, water",,,,,,,,,,,,,, +18,tundra,,,,,,,,,,,,,, +Fixed Parameters,,,,,,,,,,,,,,, +0.063,Vslope(r1) ,Vslope[1]: LITm to MICr,regression coefficients (ln(mg Cs (mg MIC)-1 h-1) ¡C-1),,,,,,,,,,,, +0.063,Vslope(r2) ,Vslope[2]: LITs to MICr,,,,,,,,,,,,, +0.063,Vslope(r3),Vslope[3]: SOMa to MICr,,,,,,,,,,,,, +0.063,Vslope(k1),Vslope[4]: LITm to MICk,,,,,,,,,,,,, +0.063,Vslope(k2),Vslope[5]: LITs to MICk,,,,,,,,,,,,, +0.063,Vslope(k3) ,Vslope[6]: SOMa to MICk,,,,,,,,,,,,, +5.47,Vint(r1),regression intercept (5.47 ln(mg Cs (mg MIC)-1 h-1) ),,,,,,,,,,,,, +5.47,Vint(r2),regression intercept (5.47 ln(mg Cs (mg MIC)-1 h-1) ),,,,,,,,,,,,, +5.47,Vint(r3),regression intercept (5.47 ln(mg Cs (mg MIC)-1 h-1) ),,,,,,,,,,,,, +5.47,Vint(k1),regression intercept (5.47 ln(mg Cs (mg MIC)-1 h-1) ),,,,,,,,,,,,, +5.47,Vint(k2),regression intercept (5.47 ln(mg Cs (mg MIC)-1 h-1) ),,,,,,,,,,,,, +5.47,Vint(k3),regression intercept (5.47 ln(mg Cs (mg MIC)-1 h-1) ),,,,,,,,,,,,, +1.25E-08,av(r1) ,tuning coefficient (8.0*10-6),,,,,,,,,,,,, +1.25E-08,av(r2) ,tuning coefficient (8.0*10-6),,,,,,,,,,,,, +1.25E-08,av(r3) ,tuning coefficient (8.0*10-6),,,,,,,,,,,,, +1.25E-08,av(k1) ,tuning coefficient (8.0*10-6),,,,,,,,,,,,, +1.25E-08,av(k2) ,tuning coefficient (8.0*10-6),,,,,,,,,,,,, +1.25E-08,av(k3) ,tuning coefficient (8.0*10-6),,,,,,,,,,,,, +0.02,Kslope(r1) ,Kslope[1]: LITm to MICr,,,reverseMM,,,,,,,,,, +0.02,Kslope(r2) ,Kslope[2]: LITs to MICr,,,reverseMM,,,,,,,,,, +0.02,Kslope(r3) ,Kslope[3]: SOMa to MICr,,,reverseMM,,,,,,,,,, +0.02,Kslope(k1) ,Kslope[4]: LITm to MICk,,,reverseMM,,,,,,,,,, +0.02,Kslope(k2) ,Kslope[5]: LITs to MICk,,,reverseMM,,,,,,,,,, +0.02,Kslope(k3) ,Kslope[6]: SOMa to MICk,,,reverseMM,,,,,,,,,, +3.19,Kint(r1),regression intercept (3.19),,,,,,,,,,,,, +3.19,Kint(r2),regression intercept (3.19),,,,,,,,,,,,, +3.19,Kint(r3),regression intercept (3.19),,,,,,,,,,,,, +3.19,Kint(k1),regression intercept (3.19),,,,,,,,,,,,, +3.19,Kint(k2),regression intercept (3.19),,,,,,,,,,,,, +3.19,Kint(k3),regression intercept (3.19),,,,,,,,,,,,, +0.015625,ak(r1),tuning coefficient (10.0),,,,,,,,,,,,, +0.015625,ak(r2),tuning coefficient (10.0),,,,,,,,,,,,, +0.015625,ak(r3),tuning coefficient (10.0),,,,,,,,,,,,, +0.015625,ak(k1),tuning coefficient (10.0),,,,,,,,,,,,, +0.015625,ak(k2),tuning coefficient (10.0),,,,,,,,,,,,, +0.015625,ak(k3),tuning coefficient (10.0),,,,,,,,,,,,, +10,Vmod(r1),modifies Vmax[r1] for fluxes from LITm to MICr (10.0),,,,,,,,,,,,, +2,Vmod(r2),modifies Vmax [r2] for fluxes from LITs to MICr (2.0),,,,,,,,,,,,, +10,Vmod(r3),modifies Vmax [r3] for fluxes from SOMa to MICr (10.0),,,,,,,,,,,,, +3,Vmod(k1),modifies Vmax [k1] for fluxes from LITm to MICk (3.0),,,,,,,,,,,,, +3,Vmod(k2),modifies Vmax [k2] for fluxes from LITs MICk (3.0),,,,,,,,,,,,, +2,Vmod(k3),modifies Vmax [k3] for fluxes from SOMa to MICk (2.0),,,,,,,,,,,,, +8,Kmod(r1),modifies Km[r1] for fluxes from LITm to MICr,,,,,,,,,,,,, +2,Kmod(r2),modifies Km[r2] for fluxes from LITs to MICr,,,,,,,,,,,,, +4,Kmod(r3),modifies Km[r3] for fluxes from SOMa to MICr (*Pscalar),,,,,,,,,,,,, +2,Kmod(k1),modifies Km[k1] for fluxes from LITm to MICk,,,,,,,,,,,2,, +4,Kmod(k2),modifies Km[k2] for fluxes from LITs MICk ,,,,,,,,,,,4,, +6,Kmod(k3),modifies Km[k3] for fluxes from SOMa to MICk (*Pscalar),,,,,,,,,,,2,, +4,KO(1), Further modifies Km[r2] for oxidation of SOMc (4.0),,,,,,,,,,,2,, +4,KO(2), Further modifies Km[k2] for oxidation of SOMc (4.0),,,,,,,,,,,2,, +0.5,MGE(1),"microbial growth efficiency for C fluxes from LITm or SOMa into MICr (0.55, mg mg-1)",,,,,,,,,,,,, +0.25,MGE(2),"microbial growth efficiency for C fluxes from LITs into MICr (0.25,ÊmgÊmg-1)",,,,,,,,,,,,, +0.7,MGE(3),"microbial growth efficiency for C fluxes from LITm or SOMa into MICk (0.75, mg mg-1)",,,,,,,,,,,,, +0.35,MGE(4),"microbial growth efficiency for C fluxes from LITs into MICk (0.35,ÊmgÊmg-1)",,,,,,,,,,,,, +0.00052,tau_r(1),mimicsbiome%tauR(npt) = 5.2 * 0.0001 * exp(0.4 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt),,,,,,,,,,,,, +0.3,tau_r(2),mimicsbiome%tauR(npt) = 5.2 * 0.0001 * exp(0.4 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt),,,,,,,,,,,,, +0.00024,tau_k(1),mimicsbiome%tauK(npt) = 2.4 * 0.0001 * exp(0.1 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt),,,,,,,,,,,0.00024,, +0.1,tau_k(2),mimicsbiome%tauK(npt) = 2.4 * 0.0001 * exp(0.1 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt),,,,,,,,,,,,, +100,tauModDenom,mimicsbiome%tauMod(npt) = SQRT(casaflux%CnppAn(npt)/mimicsbiome%tauModDenom),,,,,,,,,,,,, +0.6,tauMod_MIN,"mimicsbiome%tauMod(npt) = MAX(0.8, mimicsbiome%tauMod(npt))",,,,,,,,,,,,, +1.3,tauMod_MAX,"mimicsbiome%tauMod(npt) = MIN(1.2, mimicsbiome%tauMod(npt))",,,,,,,,,,,,, +0.03,fPHYS_r(1),"mimicsbiome%fPHYS(npt,1) = 0.3 * exp(1.3 * soil%clay(npt))",,,,,,,,,,,,, +1.3,fPHYS_r(2),"mimicsbiome%fPHYS(npt,1) = 0.3 * exp(1.3 * soil%clay(npt))",,,,,,,,,,,,, +0.02,fPHYS_K(1),"mimicsbiome%fPHYS(npt,2) = 0.2 * exp(0.8 * soil%clay(npt))",,,,,,,,,,,,, +0.8,fPHYS_K(2),"mimicsbiome%fPHYS(npt,2) = 0.2 * exp(0.8 * soil%clay(npt))",,,,,,,,,,,,, +0.1,fCHEM_r(1),"mimicsbiome%fCHEM(npt,1) = 0.1 * exp(-3.0 * mimicsbiome%fmet(npt)) * 4.0",,,,,,,,,,,,, +-3,fCHEM_r(2),"mimicsbiome%fCHEM(npt,1) = 0.1 * exp(-3.0 * mimicsbiome%fmet(npt)) * 4.0",,,,,,,,,,,,, +3,fCHEM_r(3),"mimicsbiome%fCHEM(npt,2) = 0.3 * exp(-3.0 * mimicsbiome%fmet(npt)) * 4.0",,,,,,,,,,,,, +0.3,fCHEM_K(1),"mimicsbiome%fCHEM(npt,2) = 0.3 * exp(-3.0 * mimicsbiome%fmet(npt)) * 4.0",,,,,,,,,,,,, +-3,fCHEM_K(2),"mimicsbiome%fCHEM(npt,2) = 0.3 * exp(-3.0 * mimicsbiome%fmet(npt)) * 4.0",,,,,,,,,,,,, +3,fCHEM_K(3),"mimicsbiome%fCHEM(npt,2) = 0.3 * exp(-3.0 * mimicsbiome%fmet(npt)) * 4.0",,,,,,,,,,,,, +1.05E-06,fSOM_p(1),mimicsbiome%desorb(npt) = 1.00* 0.00001 * exp(-3.5 * soil%clay(npt)),,,,,,! desorbsion rate from SOMp to SOMa (hr-1),was 2e-5 updated 11/09/2016,,,,,, +-2,fSOM_p(2),mimicsbiome%desorb(npt) = 1.00* 0.00001 * exp(-3.5 * soil%clay(npt)),,,,,,,,,,,! returned to 2.0, 11/28/2017, WW +3,phys_scalar(1),Pscalar =3.0 * exp(-2.0*SQRT(soil%clay(npt))),,,,,,,,,,,,, +-2,phys_scalar(2),Pscalar =3.0 * exp(-2.0*SQRT(soil%clay(npt))),,,,,,,,,,,,, +0.005,FI(metb),fraction of metabolic litter inputs transferred to SOMp (0.05),,,,,,,,,,,,, +0.30,FI(struc) ,fraction of structural litter inputs transferred to SOMc (0.05),,,,,,,,,,,,, +0.75,fmet_p(1),mimicsbiome%fmet(npt) = 0.75* (0.85 - 0.013 * mimicsbiome%ligninNratioAvg(npt)),,,,,,,,,"(was 0.75, updated 11/09/2016)",,,, +0.85,fmet_p(2),mimicsbiome%fmet(npt) = 0.75* (0.85 - 0.013 * mimicsbiome%ligninNratioAvg(npt)),,,,,,,,,,,,, +0.013,fmet_p(3),mimicsbiome%fmet(npt) = 0.75* (0.85 - 0.013 * mimicsbiome%ligninNratioAvg(npt)),,,,,,,,,,,,, +1, densDep #This exponent controls the density dependence of microbial turnover.,e.g. MICtrn[1] = MIC_1^densDep * turnover[1] * fPHYS[1] #MIC_1 turnover to PHYSICAL SOM,,,,,,,,,,,,, +0, fracNImport_r <<- 0 #No N import for r strategists (Tracer Tier only?),,,,,,,,,,,,,, +0.2, fracNImport_k <<- 0.2 #Only K strategists can import N (Tracer Tier only?),,,,,,,,,,,,,, +0.85,NUE(1),"microbial nitrogen use efficiency for N fluxes from LITmN or SOMaN into MICrN (0.85, mg mg-1)",,,,,,,,,,,,, +0.85,NUE(2),"microbial nitrogen use efficiency for N fluxes from LITsN into MICrN (0.85, mg mg-1)",,,,,,,,,,,,, +0.85,NUE(3),"microbial nitrogen use efficiency for N fluxes from LITmN or SOMaN into MICkN (0.85, mg mg-1)",,,,,,,,,,,,, +0.85,NUE(4),"microbial nitrogen use efficiency for N fluxes from LITsN into MICkN (0.85, mg mg-1)",,,,,,,,,,,,, +6, CNr,C:N of MICr,,,,,,,,,,,,, +10, CNk,C:N of MICk,,,,,,,,,,,,, +0.5,fracDINavailMIC,fraction of DIN available to Microbes,,,,,,,,,,,,, +0.40,cnModNum,adjusts microbial CN based on fmet CN*sqrt(cnModNum/fmet),,,,,,,,,,,,,, +-1,desorpQ10,"when <0.0, not used. desorption = mimicsbiome%desorp(npt) * (mimicsbiome%desorpQ10 * exp((Tsoil-mimicsbiome%desorpTref)/10.0))",,,,,,,,,,,,, +25,desorpTref,"when desorpQ10 <0, not used. desorption = mimicsbiome%desorp(npt) * (mimicsbiome%desorpQ10 * exp((Tsoil-mimicsbiome%desorpTref)/10.0))",,,,,,,,,,,,, +Biome-Specific Parameters,,,,,,,,,,,,,,, +vegtype,SOM depth (cm),,,,,,,,,,,,,, +1,100,,,,,,,,,,,,,, +2,100,,,,,,,,,,,,,, +3,100,,,,,,,,,,,,,, +4,100,,,,,,,,,,,,,, +5,100,,,,,,,,,,,,,, +6,100,,,,,,,,,,,,,, +7,100,,,,,,,,,,,,,, +8,100,,,,,,,,,,,,,, +9,100,,,,,,,,,,,,,, +10,100,,,,,,,,,,,,,, +11,100,,,,,,,,,,,,,, +12,100,,,,,,,,,,,,,, +13,100,,,,,,,,,,,,,, +14,100,,,,,,,,,,,,,, +15,100,,,,,,,,,,,,,, +16,100,,,,,,,,,,,,,, +17,100,,,,,,,,,,,,,, +18,100,,,,,,,,,,,,,, +3,mimicsbiome%fWFunction (1=CASACNP; 2=MIMICS f(W)=1.0; 3=CORPSE),,,,,,,,,,,,,, diff --git a/GRID_CN/MIMICS_mod5_GSWP3_JAMES/co2delta_control.txt b/GRID_CN/MIMICS_mod5_GSWP3_JAMES/co2delta_control.txt new file mode 100644 index 00000000..637bf81a --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_JAMES/co2delta_control.txt @@ -0,0 +1,2 @@ +CO2 ppm, dtSoil, dtAir, year to start, NPP_mult +360.0 0.0 0.0 10000 1.0 diff --git a/GRID_CN/MIMICS_mod5_GSWP3_JAMES/fcasacnp_clm_HIST_1901_2014_STEP_3of4.lst b/GRID_CN/MIMICS_mod5_GSWP3_JAMES/fcasacnp_clm_HIST_1901_2014_STEP_3of4.lst new file mode 100644 index 00000000..f8affa87 --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_JAMES/fcasacnp_clm_HIST_1901_2014_STEP_3of4.lst @@ -0,0 +1,93 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +1 !! mloop, number of times to cycle through met file +1 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +2 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +1901 2014 !! Transient years, contents of this line are ignored if initcasa < 2 +2 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4_exud0.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_GSWP3_CLM5dev110_hist/met_1901_1901.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_end_spin_1901-1920_x500b.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_1901_2014_hist.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_1901_2014_hist.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/HIST/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv !! 18) MIMICS input parameter file +./mimicspool_end_spin_1901-1920_x500b.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_1901_2014_hist.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/HIST/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_1901_1920_spin_x499a.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.06.2017.nml !! 24) CORPSE input parameter file +../OUTPUT_GRID_CRU_NCEP/CORPSE_SPIN_a/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +./co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +/project/bgc01/melannie/PointSimulations/ !! 27) Location to write point files (if applicable) +1 !! 29) netCDF output interval (years) + + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/MIMICS_mod5_GSWP3_JAMES/fcasacnp_clm_SSP370_2015_2100_STEP_4of4.lst b/GRID_CN/MIMICS_mod5_GSWP3_JAMES/fcasacnp_clm_SSP370_2015_2100_STEP_4of4.lst new file mode 100644 index 00000000..57b65c2c --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_JAMES/fcasacnp_clm_SSP370_2015_2100_STEP_4of4.lst @@ -0,0 +1,93 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +1 !! mloop, number of times to cycle through met file +1 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +2 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +2015 2100 !! Transient years, contents of this line are ignored if initcasa < 2 +2 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4_exud0.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_MET_clm50_dev110_spSSP370/met_2015_2015.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_end_1901_2014_hist.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_2015_2100_ssp370.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_2015_2100_ssp370.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/SSP370/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv !! 18) MIMICS input parameter file +./mimicspool_end_1901_2014_hist.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_2015_2100_ssp370.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/SSP370/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_1901_1920_spin_x499a.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.06.2017.nml !! 24) CORPSE input parameter file +../OUTPUT_GRID_CRU_NCEP/CORPSE_SPIN_a/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +./co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +/project/bgc01/melannie/PointSimulations/ !! 27) Location to write point files (if applicable) +1 !! 29) netCDF output interval (years) + + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/MIMICS_mod5_GSWP3_JAMES/fcasacnp_clm_prespin_1901_x100_STEP_1of4.lst b/GRID_CN/MIMICS_mod5_GSWP3_JAMES/fcasacnp_clm_prespin_1901_x100_STEP_1of4.lst new file mode 100644 index 00000000..a465621d --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_JAMES/fcasacnp_clm_prespin_1901_x100_STEP_1of4.lst @@ -0,0 +1,92 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +100 !! mloop, number of times to cycle through met file +0 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +0 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +1901 1901 !! Transient years, contents of this line are ignored if initcasa < 2 +2 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4_borealNfix.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_GSWP3_CLM5dev110_hist/met_1901_1901.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_init.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_prespin_1901_x100.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_prespin_1901_x100.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/PRESPIN/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO6.csv !! 18) MIMICS input parameter file +./mimicspool_init_CN.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_prespin_1901_x100.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/PRESPIN/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_prespin_1901_x100.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.18d.2017.nml !! 24) CORPSE input parameter file +./OUTPUT_CN/PRESPIN/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +../co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +/project/bgc01/melannie/PointSimulations/ !! 27) Location to write point files (if applicable) + + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2 or 3), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/MIMICS_mod5_GSWP3_JAMES/fcasacnp_clm_spin_1901-1920_x500_STEP_2bof4.lst b/GRID_CN/MIMICS_mod5_GSWP3_JAMES/fcasacnp_clm_spin_1901-1920_x500_STEP_2bof4.lst new file mode 100644 index 00000000..bdaf66a4 --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_JAMES/fcasacnp_clm_spin_1901-1920_x500_STEP_2bof4.lst @@ -0,0 +1,95 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +499 !! mloop, number of times to cycle through met file +0 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +3 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +1901 1920 !! Transient years, contents of this line are ignored if initcasa < 2 +2 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4_exud0.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_GSWP3_CLM5dev110_hist/met_1901_1901.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_end_spin_1901-1920_x500.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_spin_1901-1920_x500b.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_spin_1901-1920_x500b.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/SPIN2/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv !! 18) MIMICS input parameter file +./mimicspool_end_spin_1901-1920_x500.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_spin_1901-1920_x500b.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/SPIN2/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_spin_1901-1920_x500.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.18d.2017.nml !! 24) CORPSE input parameter file +./OUTPUT_CN/SPIN/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +../co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +./OUTPUT_CN/SPIN2/ !! 28) Location to write point files (if applicable) +10 !! 29) netCDF output interval (years) + + + + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2 or 3), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/MIMICS_mod5_GSWP3_JAMES/fcasacnp_clm_spin_1901-1920_x500_STEP_2of4.lst b/GRID_CN/MIMICS_mod5_GSWP3_JAMES/fcasacnp_clm_spin_1901-1920_x500_STEP_2of4.lst new file mode 100644 index 00000000..9b0e6467 --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_JAMES/fcasacnp_clm_spin_1901-1920_x500_STEP_2of4.lst @@ -0,0 +1,92 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +499 !! mloop, number of times to cycle through met file +0 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +3 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +1901 1920 !! Transient years, contents of this line are ignored if initcasa < 2 +2 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4_exud0.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_GSWP3_CLM5dev110_hist/met_1901_1901.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_end_prespin_1901_x100.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_spin_1901-1920_x500.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_spin_1901-1920_x500.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/SPIN/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv !! 18) MIMICS input parameter file +./mimicspool_end_prespin_1901_x100.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_spin_1901-1920_x500.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/SPIN/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_spin_1901-1920_x500.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.18d.2017.nml !! 24) CORPSE input parameter file +./OUTPUT_CN/SPIN/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +../co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +/project/bgc01/melannie/PointSimulations/ !! 27) Location to write point files (if applicable) +10 + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2 or 3), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/MIMICS_mod5_GSWP3_JAMES/fcasacnp_clm_testbed.lst b/GRID_CN/MIMICS_mod5_GSWP3_JAMES/fcasacnp_clm_testbed.lst new file mode 100644 index 00000000..57b65c2c --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_JAMES/fcasacnp_clm_testbed.lst @@ -0,0 +1,93 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +1 !! mloop, number of times to cycle through met file +1 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +2 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +2015 2100 !! Transient years, contents of this line are ignored if initcasa < 2 +2 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4_exud0.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_MET_clm50_dev110_spSSP370/met_2015_2015.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_end_1901_2014_hist.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_2015_2100_ssp370.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_2015_2100_ssp370.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/SSP370/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv !! 18) MIMICS input parameter file +./mimicspool_end_1901_2014_hist.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_2015_2100_ssp370.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/SSP370/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_1901_1920_spin_x499a.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.06.2017.nml !! 24) CORPSE input parameter file +../OUTPUT_GRID_CRU_NCEP/CORPSE_SPIN_a/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +./co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +/project/bgc01/melannie/PointSimulations/ !! 27) Location to write point files (if applicable) +1 !! 29) netCDF output interval (years) + + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/MIMICS_mod5_GSWP3_JAMES/module-load.txt b/GRID_CN/MIMICS_mod5_GSWP3_JAMES/module-load.txt new file mode 100644 index 00000000..ccc9dfe3 --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_JAMES/module-load.txt @@ -0,0 +1,2 @@ +module load compiler/gnu/8.1.0 +module load tool/netcdf/4.6.1/gcc diff --git a/GRID_CN/MIMICS_mod5_GSWP3_JAMES/pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv b/GRID_CN/MIMICS_mod5_GSWP3_JAMES/pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv new file mode 100644 index 00000000..3d000896 --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_JAMES/pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv @@ -0,0 +1,134 @@ +vegtype,Description (for reference),,,,,,,,,,,,,, +1,Evergreen Needleleaf Forest,,,,,,,,,,,,,, +2,Evergreen Broadleaf Forest,,,,,,,,,,,,,, +3,Deciduous Needleleaf Forest,,,,,,,,,,,,,, +4,Deciduous Broadleaf Forest,,,,,,,,,,,,,, +5,Mixed forest,,,,,,,,,,,,,, +6,Close shrublands,,,,,,,,,,,,,, +7,Open shrublands,,,,,,,,,,,,,, +8,woody savannas,,,,,,,,,,,,,, +9,savannas,,,,,,,,,,,,,, +10,grasslands,,,,,,,,,,,,,, +11,permanent wetlands,,,,,,,,,,,,,, +12,croplands,,,,,,,,,,,,,, +13,urban and built-up ,,,,,,,,,,,,,, +14,cropland mosaic (as 12),,,,,,,,,,,,,, +15,permanent snow and ice ,,,,,,,,,,,,,, +16,barren or sparsely vegetated,,,,,,,,,,,,,, +17,"ice, water",,,,,,,,,,,,,, +18,tundra,,,,,,,,,,,,,, +Fixed Parameters,,,,,,,,,,,,,,, +0.063,Vslope(r1) ,Vslope[1]: LITm to MICr,regression coefficients (ln(mg Cs (mg MIC)-1 h-1) ¡C-1),,,,,,,,,,,, +0.063,Vslope(r2) ,Vslope[2]: LITs to MICr,,,,,,,,,,,,, +0.063,Vslope(r3),Vslope[3]: SOMa to MICr,,,,,,,,,,,,, +0.063,Vslope(k1),Vslope[4]: LITm to MICk,,,,,,,,,,,,, +0.063,Vslope(k2),Vslope[5]: LITs to MICk,,,,,,,,,,,,, +0.063,Vslope(k3) ,Vslope[6]: SOMa to MICk,,,,,,,,,,,,, +5.47,Vint(r1),regression intercept (5.47 ln(mg Cs (mg MIC)-1 h-1) ),,,,,,,,,,,,, +5.47,Vint(r2),regression intercept (5.47 ln(mg Cs (mg MIC)-1 h-1) ),,,,,,,,,,,,, +5.47,Vint(r3),regression intercept (5.47 ln(mg Cs (mg MIC)-1 h-1) ),,,,,,,,,,,,, +5.47,Vint(k1),regression intercept (5.47 ln(mg Cs (mg MIC)-1 h-1) ),,,,,,,,,,,,, +5.47,Vint(k2),regression intercept (5.47 ln(mg Cs (mg MIC)-1 h-1) ),,,,,,,,,,,,, +5.47,Vint(k3),regression intercept (5.47 ln(mg Cs (mg MIC)-1 h-1) ),,,,,,,,,,,,, +1.25E-08,av(r1) ,tuning coefficient (8.0*10-6),,,,,,,,,,,,, +1.25E-08,av(r2) ,tuning coefficient (8.0*10-6),,,,,,,,,,,,, +1.25E-08,av(r3) ,tuning coefficient (8.0*10-6),,,,,,,,,,,,, +1.25E-08,av(k1) ,tuning coefficient (8.0*10-6),,,,,,,,,,,,, +1.25E-08,av(k2) ,tuning coefficient (8.0*10-6),,,,,,,,,,,,, +1.25E-08,av(k3) ,tuning coefficient (8.0*10-6),,,,,,,,,,,,, +0.02,Kslope(r1) ,Kslope[1]: LITm to MICr,,,reverseMM,,,,,,,,,, +0.02,Kslope(r2) ,Kslope[2]: LITs to MICr,,,reverseMM,,,,,,,,,, +0.02,Kslope(r3) ,Kslope[3]: SOMa to MICr,,,reverseMM,,,,,,,,,, +0.02,Kslope(k1) ,Kslope[4]: LITm to MICk,,,reverseMM,,,,,,,,,, +0.02,Kslope(k2) ,Kslope[5]: LITs to MICk,,,reverseMM,,,,,,,,,, +0.02,Kslope(k3) ,Kslope[6]: SOMa to MICk,,,reverseMM,,,,,,,,,, +3.19,Kint(r1),regression intercept (3.19),,,,,,,,,,,,, +3.19,Kint(r2),regression intercept (3.19),,,,,,,,,,,,, +3.19,Kint(r3),regression intercept (3.19),,,,,,,,,,,,, +3.19,Kint(k1),regression intercept (3.19),,,,,,,,,,,,, +3.19,Kint(k2),regression intercept (3.19),,,,,,,,,,,,, +3.19,Kint(k3),regression intercept (3.19),,,,,,,,,,,,, +0.015625,ak(r1),tuning coefficient (10.0),,,,,,,,,,,,, +0.015625,ak(r2),tuning coefficient (10.0),,,,,,,,,,,,, +0.015625,ak(r3),tuning coefficient (10.0),,,,,,,,,,,,, +0.015625,ak(k1),tuning coefficient (10.0),,,,,,,,,,,,, +0.015625,ak(k2),tuning coefficient (10.0),,,,,,,,,,,,, +0.015625,ak(k3),tuning coefficient (10.0),,,,,,,,,,,,, +10,Vmod(r1),modifies Vmax[r1] for fluxes from LITm to MICr (10.0),,,,,,,,,,,,, +2,Vmod(r2),modifies Vmax [r2] for fluxes from LITs to MICr (2.0),,,,,,,,,,,,, +10,Vmod(r3),modifies Vmax [r3] for fluxes from SOMa to MICr (10.0),,,,,,,,,,,,, +3,Vmod(k1),modifies Vmax [k1] for fluxes from LITm to MICk (3.0),,,,,,,,,,,,, +3,Vmod(k2),modifies Vmax [k2] for fluxes from LITs MICk (3.0),,,,,,,,,,,,, +2,Vmod(k3),modifies Vmax [k3] for fluxes from SOMa to MICk (2.0),,,,,,,,,,,,, +8,Kmod(r1),modifies Km[r1] for fluxes from LITm to MICr,,,,,,,,,,,,, +2,Kmod(r2),modifies Km[r2] for fluxes from LITs to MICr,,,,,,,,,,,,, +4,Kmod(r3),modifies Km[r3] for fluxes from SOMa to MICr (*Pscalar),,,,,,,,,,,,, +2,Kmod(k1),modifies Km[k1] for fluxes from LITm to MICk,,,,,,,,,,,2,, +4,Kmod(k2),modifies Km[k2] for fluxes from LITs MICk ,,,,,,,,,,,4,, +6,Kmod(k3),modifies Km[k3] for fluxes from SOMa to MICk (*Pscalar),,,,,,,,,,,2,, +4,KO(1), Further modifies Km[r2] for oxidation of SOMc (4.0),,,,,,,,,,,2,, +4,KO(2), Further modifies Km[k2] for oxidation of SOMc (4.0),,,,,,,,,,,2,, +0.5,MGE(1),"microbial growth efficiency for C fluxes from LITm or SOMa into MICr (0.55, mg mg-1)",,,,,,,,,,,,, +0.25,MGE(2),"microbial growth efficiency for C fluxes from LITs into MICr (0.25,ÊmgÊmg-1)",,,,,,,,,,,,, +0.7,MGE(3),"microbial growth efficiency for C fluxes from LITm or SOMa into MICk (0.75, mg mg-1)",,,,,,,,,,,,, +0.35,MGE(4),"microbial growth efficiency for C fluxes from LITs into MICk (0.35,ÊmgÊmg-1)",,,,,,,,,,,,, +0.00052,tau_r(1),mimicsbiome%tauR(npt) = 5.2 * 0.0001 * exp(0.4 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt),,,,,,,,,,,,, +0.3,tau_r(2),mimicsbiome%tauR(npt) = 5.2 * 0.0001 * exp(0.4 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt),,,,,,,,,,,,, +0.00024,tau_k(1),mimicsbiome%tauK(npt) = 2.4 * 0.0001 * exp(0.1 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt),,,,,,,,,,,0.00024,, +0.1,tau_k(2),mimicsbiome%tauK(npt) = 2.4 * 0.0001 * exp(0.1 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt),,,,,,,,,,,,, +100,tauModDenom,mimicsbiome%tauMod(npt) = SQRT(casaflux%CnppAn(npt)/mimicsbiome%tauModDenom),,,,,,,,,,,,, +0.6,tauMod_MIN,"mimicsbiome%tauMod(npt) = MAX(0.8, mimicsbiome%tauMod(npt))",,,,,,,,,,,,, +1.3,tauMod_MAX,"mimicsbiome%tauMod(npt) = MIN(1.2, mimicsbiome%tauMod(npt))",,,,,,,,,,,,, +0.03,fPHYS_r(1),"mimicsbiome%fPHYS(npt,1) = 0.3 * exp(1.3 * soil%clay(npt))",,,,,,,,,,,,, +1.3,fPHYS_r(2),"mimicsbiome%fPHYS(npt,1) = 0.3 * exp(1.3 * soil%clay(npt))",,,,,,,,,,,,, +0.02,fPHYS_K(1),"mimicsbiome%fPHYS(npt,2) = 0.2 * exp(0.8 * soil%clay(npt))",,,,,,,,,,,,, +0.8,fPHYS_K(2),"mimicsbiome%fPHYS(npt,2) = 0.2 * exp(0.8 * soil%clay(npt))",,,,,,,,,,,,, +0.1,fCHEM_r(1),"mimicsbiome%fCHEM(npt,1) = 0.1 * exp(-3.0 * mimicsbiome%fmet(npt)) * 4.0",,,,,,,,,,,,, +-3,fCHEM_r(2),"mimicsbiome%fCHEM(npt,1) = 0.1 * exp(-3.0 * mimicsbiome%fmet(npt)) * 4.0",,,,,,,,,,,,, +3,fCHEM_r(3),"mimicsbiome%fCHEM(npt,2) = 0.3 * exp(-3.0 * mimicsbiome%fmet(npt)) * 4.0",,,,,,,,,,,,, +0.3,fCHEM_K(1),"mimicsbiome%fCHEM(npt,2) = 0.3 * exp(-3.0 * mimicsbiome%fmet(npt)) * 4.0",,,,,,,,,,,,, +-3,fCHEM_K(2),"mimicsbiome%fCHEM(npt,2) = 0.3 * exp(-3.0 * mimicsbiome%fmet(npt)) * 4.0",,,,,,,,,,,,, +3,fCHEM_K(3),"mimicsbiome%fCHEM(npt,2) = 0.3 * exp(-3.0 * mimicsbiome%fmet(npt)) * 4.0",,,,,,,,,,,,, +1.05E-06,fSOM_p(1),mimicsbiome%desorb(npt) = 1.00* 0.00001 * exp(-3.5 * soil%clay(npt)),,,,,,! desorbsion rate from SOMp to SOMa (hr-1),was 2e-5 updated 11/09/2016,,,,,, +-2,fSOM_p(2),mimicsbiome%desorb(npt) = 1.00* 0.00001 * exp(-3.5 * soil%clay(npt)),,,,,,,,,,,! returned to 2.0, 11/28/2017, WW +3,phys_scalar(1),Pscalar =3.0 * exp(-2.0*SQRT(soil%clay(npt))),,,,,,,,,,,,, +-2,phys_scalar(2),Pscalar =3.0 * exp(-2.0*SQRT(soil%clay(npt))),,,,,,,,,,,,, +0.005,FI(metb),fraction of metabolic litter inputs transferred to SOMp (0.05),,,,,,,,,,,,, +0.30,FI(struc) ,fraction of structural litter inputs transferred to SOMc (0.05),,,,,,,,,,,,, +0.75,fmet_p(1),mimicsbiome%fmet(npt) = 0.75* (0.85 - 0.013 * mimicsbiome%ligninNratioAvg(npt)),,,,,,,,,"(was 0.75, updated 11/09/2016)",,,, +0.85,fmet_p(2),mimicsbiome%fmet(npt) = 0.75* (0.85 - 0.013 * mimicsbiome%ligninNratioAvg(npt)),,,,,,,,,,,,, +0.013,fmet_p(3),mimicsbiome%fmet(npt) = 0.75* (0.85 - 0.013 * mimicsbiome%ligninNratioAvg(npt)),,,,,,,,,,,,, +1, densDep #This exponent controls the density dependence of microbial turnover.,e.g. MICtrn[1] = MIC_1^densDep * turnover[1] * fPHYS[1] #MIC_1 turnover to PHYSICAL SOM,,,,,,,,,,,,, +0, fracNImport_r <<- 0 #No N import for r strategists (Tracer Tier only?),,,,,,,,,,,,,, +0.2, fracNImport_k <<- 0.2 #Only K strategists can import N (Tracer Tier only?),,,,,,,,,,,,,, +0.85,NUE(1),"microbial nitrogen use efficiency for N fluxes from LITmN or SOMaN into MICrN (0.85, mg mg-1)",,,,,,,,,,,,, +0.85,NUE(2),"microbial nitrogen use efficiency for N fluxes from LITsN into MICrN (0.85, mg mg-1)",,,,,,,,,,,,, +0.85,NUE(3),"microbial nitrogen use efficiency for N fluxes from LITmN or SOMaN into MICkN (0.85, mg mg-1)",,,,,,,,,,,,, +0.85,NUE(4),"microbial nitrogen use efficiency for N fluxes from LITsN into MICkN (0.85, mg mg-1)",,,,,,,,,,,,, +6, CNr,C:N of MICr,,,,,,,,,,,,, +10, CNk,C:N of MICk,,,,,,,,,,,,, +0.5,fracDINavailMIC,fraction of DIN available to Microbes,,,,,,,,,,,,, +0.40,cnModNum,adjusts microbial CN based on fmet CN*sqrt(cnModNum/fmet),,,,,,,,,,,,,, +-1,desorpQ10,"when <0.0, not used. desorption = mimicsbiome%desorp(npt) * (mimicsbiome%desorpQ10 * exp((Tsoil-mimicsbiome%desorpTref)/10.0))",,,,,,,,,,,,, +25,desorpTref,"when desorpQ10 <0, not used. desorption = mimicsbiome%desorp(npt) * (mimicsbiome%desorpQ10 * exp((Tsoil-mimicsbiome%desorpTref)/10.0))",,,,,,,,,,,,, +Biome-Specific Parameters,,,,,,,,,,,,,,, +vegtype,SOM depth (cm),,,,,,,,,,,,,, +1,100,,,,,,,,,,,,,, +2,100,,,,,,,,,,,,,, +3,100,,,,,,,,,,,,,, +4,100,,,,,,,,,,,,,, +5,100,,,,,,,,,,,,,, +6,100,,,,,,,,,,,,,, +7,100,,,,,,,,,,,,,, +8,100,,,,,,,,,,,,,, +9,100,,,,,,,,,,,,,, +10,100,,,,,,,,,,,,,, +11,100,,,,,,,,,,,,,, +12,100,,,,,,,,,,,,,, +13,100,,,,,,,,,,,,,, +14,100,,,,,,,,,,,,,, +15,100,,,,,,,,,,,,,, +16,100,,,,,,,,,,,,,, +17,100,,,,,,,,,,,,,, +18,100,,,,,,,,,,,,,, +3,mimicsbiome%fWFunction (1=CASACNP; 2=MIMICS f(W)=1.0; 3=CORPSE),,,,,,,,,,,,,, diff --git a/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/README.txt b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/README.txt new file mode 100644 index 00000000..f0744795 --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/README.txt @@ -0,0 +1,234 @@ +reverts to orig Nfix to try and avoid oscilations + + +decreased desorb 10x from default +decreased fPHYS 5x from default +also reduced FI_phys to 0.005, 10x lower +increased FI_chem to 0.10, 2x higher +increased KO from 6 to 9 to increase SOMc stocks + + +increased KO from 6 to 12 to increase SOMc stocks +increase microbial turnover 50% to reduce biomass and increase SOM stocks. +- branched from MIMICS_desorb2_GSWP3 after 2300 years, which had increased KO from 6 to 9 but only had ~850 PgC and high MIC:SOC ratio + + +increased boreal nfix from 0.08 to 0.21 (same as larches) +- continued from MIMICS_mod3_GSWP3, after 900 years + + +switched so leaching is a function of soil DIN, not just microbialDIN pool +continued from MIMICS_mod3_borealNfix_GSWP3 afdter 3500 years + + +set density dependend explnend to 1 (previously 2 for CN model) +clean restart to compare with C-only run.... +may need to revert to MIMICS_desorb2_GSWP3 (but use KO=6) if SOMc looks better + + +as above, but point to REV_CN_desorb2xKO6 parameter file +reverts many previos changes to increase SOMc and decrease microbial biomass +similar to MIMICS_desorb2_GSWP3 (which used KO=9) + +Will Wieder +December 6, 2017 + +All water scalars now capped at max 1.0, previously values were > 1 +MIMICS now uses the CORPSE water scalar, scaled to a max value of 1 and a min value of 0.05 +-- this is controled in the paramter file +MIMCS parameterization has lower physical protaction than GCB paper, +CASA & CORPSE uses fMET parameterization from MIMICS, gives lower metabolic fraction, esp w/ high litter quality +CORPSE, all litter inputs are delivered belowground, to be consistent with other models +-- this is controlled in the corpse parameter file +CORPSE parameterization adjusted from CGB paper to increase low latitude C & protected fraction. + + +The version of casaclm_corpse_mimics in this directory reads N deposition from met.nc files now instead of +from the gridinfo_igbpz.csv file. + +Melannie Hartman +9/24/2016 + +==================================================================================================== +Run spinups and 20th century transient runs for all three models +Melannie Hartman +October 17-24, 2016 + +---------------------------------------------------------------------------------------------------- +CASACNP (prespin, spin, transient) + +1) Run the prespin to initialize vegetation pools for all models. This prespin is actaully only needed for + MIMICS and CORPSE, but I'm doing it for CASACNP also for consistency. + + cd GRID/EXAMPLE_GRID + cp fcasacnp_clm_prespin_1901_x100_STEP_1of4.lst fcasacnp_clm_testbed.lst + ./casaclm_mimics_corpse & + +2) Run the CASACNP accelerated spinup, which accelerated decomposition of passive pool 10x + * Note, the restart file has to be manually updated, with passive SOC multiplied 10x for step 3 + + cd GRID/EXAMPLE_GRID + cp fcasacnp_clm_casacnp_ADspin_1901_1920_x499_STEP_2of4.lst fcasacnp_clm_testbed.lst + ./casaclm_mimics_corpse & + + * Concatenate the annual spinup files to be used with NCL scripts later to view time series data. + + cd GRID/OUTPUT_GRID_CRU_NCEP/CASACNP_ADSPIN_test3 + ncrcat casaclm_pool_flux_9???.nc casaclm_pool_flux_9000_9980.nc & + ls -lrt *_pool_flux_????_????.nc + rm *_pool_flux_????.nc + + * Run NCL scripts to look at spinup results + + cd /GRID/NCL_GRID/CASACNP_SPIN + ncl globalCTimeseries.ncl + + * Check that SOM pools are spunup, + 1) dSOC < 0.01 Pg C globally, + 2) > 98% of grid cells changed less than 1 g C m-2 + 3) > 98% of grid cells changed less than 0.1% + + * these scripts also provide a visual look at results, but have not been updated in some time + ncl casaclm_byVegCat.ncl + ncl casaclm_map.ncl + ncl globalGPPTimeseries.ncl + +3) Run the CASACNP post accelerated spinup + returns to default parameterization + * Note, the restart file has to be manually updated, with passive SOC (column u) multiplied 10x + * I did this in excel, but save the new files a a wondow, formatted .csv + + cd GRID/EXAMPLE_GRID + cp fcasacnp_clm_casacnp_postADspin_1901_1920_x200_STEP_3of4.lst fcasacnp_clm_testbed.lst + ./casaclm_mimics_corpse & + + * Concatenate the annual spinup files to be used with NCL scripts later to view time series data. + + cd GRID/OUTPUT_GRID_CRU_NCEP/CASACNP_SPIN_test3 + ncrcat casaclm_pool_flux_3???.nc casaclm_pool_flux_3000_3999.nc & + ls -lrt *_pool_flux_????_????.nc + rm *_pool_flux_????.nc + + * Run NCL scripts to look at spinup results + + cd GRID/NCL_GRID/CASACNP_SPIN + ncl globalCTimeseries.ncl + +4) Run the CASACNP transient simulation 1901-2010 + + cd GRID/EXAMPLE_GRID + cp fcasacnp_clm_casacnp_trans_1901_2010_STEP_4of4.lst fcasacnp_clm_testbed.lst + ./casaclm_mimics_corpse & + + * Concatenate the netcdf files for time series analysis. + cacluclate annual averages of stocks & fluxes for times series analyses + + cd GRID/NCL_GRID/ + ncl daily_to_annual_3.ncl + + * instructions below are depreciated, but retained + Note that daily files are too large to concatenate for all 110 years. + This example shows how to look at a subset of years. + + cd GRID/OUTPUT_GRID/CASACNP_TRANS + rm *yyyy*.nc + ncrcat casaclm_pool_flux_2???_daily.nc casaclm_pool_flux_2000_2010_daily.nc + + * Run NCL scripts to look at transient results + + cd GRID/NCL_GRID/CASACNP_TRANS + ncl globalCTimeseries_daily.ncl + ncl globalGPPTimeseries_daily.ncl + + +---------------------------------------------------------------------------------------------------- +MIMICS (prespin, spin, transient) + +ncrcat mimics_pool_flux_????.nc mimics_pool_flux_0001_2100.nc + +1) Run the prespin to initialize vegetation pools for all models. This same prespin is + used for all three SOM models. + + cd GRID/EXAMPLE_GRID + cp fcasacnp_clm_prespin_1901_x100_STEP_1of4.lst fcasacnp_clm_testbed.lst + ./casaclm_mimics_corpse & + +2) Run the MIMICS spinup + + cd GRID/EXAMPLE_GRID + cp Rfcsacnp_clm_mimics_spin_1901_1920_x499_STEP_2of4.lst fcasacnp_clm_testbed.lst + ./casaclm_mimics_corpse & + + * Concatenate the netcdf files for time series analysis. + + cd GRID/OUTPUT_GRID/MIMICS_SPIN_test3 + ncrcat casaclm_pool_flux_9???.nc casaclm_pool_flux_9000_9980.nc & + ncrcat mimics_pool_flux_9???.nc mimics_pool_flux_9000_9980.nc & + ls -lrt *_pool_flux_????_????.nc + rm *_pool_flux_????.nc + + * Run NCL scripts to look at spinup results + + cd /GRID/NCL_GRID/CASACNP_SPIN + ncl globalCTimeseries.ncl + + * Check that SOM pools are spunup, + 1) dSOC < 0.01 Pg C globally, + 2) > 98% of grid cells changed less than 1 g C m-2 + 3) > 98% of grid cells changed less than 0.1% + + * Users may need to run multiple spinup simulations, pointing to old restart files for all models + +3) Run the MIMICS transient simulation 1901-2010 + + cd GRID/EXAMPLE_GRID + cp fcasacnp_clm_mimics_trans_1901_2010_STEP_4of4.lst fcasacnp_clm_testbed.lst + ./casaclm_mimics_corpse & + + * Concatenate the netcdf files for time series analysis as with CASA, above. + +---------------------------------------------------------------------------------------------------- +CORPSE (prespin, spin, transient) + +1) Run the prespin to initialize vegetation pools for all models. This same prespin is + used for all three SOM models. + + cd GRID/EXAMPLE_GRID + cp fcasacnp_clm_prespin_1901_x100_STEP_1of4.lst fcasacnp_clm_testbed.lst + ./casaclm_mimics_corpse & + + +2) Run the CORPSE spinup + + cd GRID/EXAMPLE_GRID + cp fcasacnp_clm_corpse_spin_1901_1920_x499_STEP_2aof4.lst fcasacnp_clm_testbed.lst + ./casaclm_mimics_corpse & + + * Concatenate the netcdf files for time series analysis. + + cd GRID/OUTPUT_GRID/CORPSE_SPIN_test3a + ncrcat casaclm_pool_flux_9???.nc casaclm_pool_flux_9000_9980.nc & + ncrcat corpse_pool_flux_9???.nc corpse_pool_flux_9000_9980.nc + + ls -lrt c*_pool_flux_????_????.nc + rm c*_pool_flux_????.nc + + * Run NCL scripts to look at spinup results + + cd GRID/NCL_GRID/CORPSE_SPIN + ncl globalCTimeseries.ncl + + * Check that SOM pools are spunup, + 1) dSOC < 0.01 Pg C globally, + 2) > 98% of grid cells changed less than 1 g C m-2 + 3) > 98% of grid cells changed less than 0.1% + + * Users may need to run multiple spinup simulations, pointing to old restart files for all models + + 3) Run the MIMICS transient simulation 1901-2010 + + cd GRID/EXAMPLE_GRID + cp fcasacnp_clm_corpse_trans_1901_2010_STEP_4of4lst fcasacnp_clm_testbed.lst + ./casaclm_mimics_corpse & + + * Concatenate the netcdf files for time series analysis as with CASA, above. diff --git a/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/co2delta_control.txt b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/co2delta_control.txt new file mode 100644 index 00000000..637bf81a --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/co2delta_control.txt @@ -0,0 +1,2 @@ +CO2 ppm, dtSoil, dtAir, year to start, NPP_mult +360.0 0.0 0.0 10000 1.0 diff --git a/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/errors.txt b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/errors.txt new file mode 100644 index 00000000..140fe6b1 --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/errors.txt @@ -0,0 +1 @@ + WARNING NEGATIVE RESPIRATION: mimicsflux%Chresp( 2860 ) = -8.2816430984422856E-004 cwd2co2( 2860 ) = 4.4109308750038489E-002 diff --git a/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_HIST2_1901_1910_STEP_3of4.lst b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_HIST2_1901_1910_STEP_3of4.lst new file mode 100644 index 00000000..52f05c14 --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_HIST2_1901_1910_STEP_3of4.lst @@ -0,0 +1,93 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +1 !! mloop, number of times to cycle through met file +1 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +2 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +1901 1910 !! Transient years, contents of this line are ignored if initcasa < 2 +2 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_GSWP3_CLM5dev110_hist/met_1901_1901.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_end_spin_1901-1920_x500b.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_1901_1910_hist.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_1901_1910_hist.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/HIST2/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO6_micCN_FI30.csv !! 18) MIMICS input parameter file +./mimicspool_end_spin_1901-1920_x500b.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_1901_1910_hist.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/HIST2/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_1901_1920_spin_x499a.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.06.2017.nml !! 24) CORPSE input parameter file +../OUTPUT_GRID_CRU_NCEP/CORPSE_SPIN_a/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +./co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +/project/bgc01/melannie/PointSimulations/ !! 27) Location to write point files (if applicable) +1 !! 29) netCDF output interval (years) + + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_HIST3_1901_2014_STEP_3of4.lst b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_HIST3_1901_2014_STEP_3of4.lst new file mode 100644 index 00000000..28836ada --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_HIST3_1901_2014_STEP_3of4.lst @@ -0,0 +1,93 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +1 !! mloop, number of times to cycle through met file +1 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +2 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +1901 2014 !! Transient years, contents of this line are ignored if initcasa < 2 +2 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_GSWP3_CLM5dev110_hist/met_1901_1901.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_end_1901_1910_hist.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_1901_2014_histB.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_1901_2014_histB.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/HIST3/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO6_micCN_FI30.csv !! 18) MIMICS input parameter file +./mimicspool_end_1901_1910_hist.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_1901_2014_histB.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/HIST3/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_1901_1920_spin_x499a.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.06.2017.nml !! 24) CORPSE input parameter file +../OUTPUT_GRID_CRU_NCEP/CORPSE_SPIN_a/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +./co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +/project/bgc01/melannie/PointSimulations/ !! 27) Location to write point files (if applicable) +1 !! 29) netCDF output interval (years) + + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_HIST_1901_2014_STEP_3of4.lst b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_HIST_1901_2014_STEP_3of4.lst new file mode 100644 index 00000000..01afbff5 --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_HIST_1901_2014_STEP_3of4.lst @@ -0,0 +1,93 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +1 !! mloop, number of times to cycle through met file +1 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +2 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +1901 2014 !! Transient years, contents of this line are ignored if initcasa < 2 +2 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_GSWP3_CLM5dev110_hist/met_1901_1901.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_end_spin_1901-1920_x500b.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_1901_2014_hist.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_1901_2014_hist.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/HIST/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv !! 18) MIMICS input parameter file +./mimicspool_end_spin_1901-1920_x500b.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_1901_2014_hist.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/HIST/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_1901_1920_spin_x499a.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.06.2017.nml !! 24) CORPSE input parameter file +../OUTPUT_GRID_CRU_NCEP/CORPSE_SPIN_a/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +./co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +/project/bgc01/melannie/PointSimulations/ !! 27) Location to write point files (if applicable) +1 !! 29) netCDF output interval (years) + + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_SSP370_2015_2100_STEP_4of4.lst b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_SSP370_2015_2100_STEP_4of4.lst new file mode 100644 index 00000000..51a9d4b3 --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_SSP370_2015_2100_STEP_4of4.lst @@ -0,0 +1,93 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +1 !! mloop, number of times to cycle through met file +1 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +2 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +2015 2100 !! Transient years, contents of this line are ignored if initcasa < 2 +2 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_MET_clm50_dev110_spSSP370/met_2015_2015.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_end_1901_2014_hist.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_2015_2100_ssp370.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_2015_2100_ssp370.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/SSP370/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv !! 18) MIMICS input parameter file +./mimicspool_end_1901_2014_hist.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_2015_2100_ssp370.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/SSP370/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_1901_1920_spin_x499a.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.06.2017.nml !! 24) CORPSE input parameter file +../OUTPUT_GRID_CRU_NCEP/CORPSE_SPIN_a/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +./co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +/project/bgc01/melannie/PointSimulations/ !! 27) Location to write point files (if applicable) +1 !! 29) netCDF output interval (years) + + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_prespin_1901_x100_STEP_1of4.lst b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_prespin_1901_x100_STEP_1of4.lst new file mode 100644 index 00000000..a465621d --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_prespin_1901_x100_STEP_1of4.lst @@ -0,0 +1,92 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +100 !! mloop, number of times to cycle through met file +0 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +0 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +1901 1901 !! Transient years, contents of this line are ignored if initcasa < 2 +2 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4_borealNfix.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_GSWP3_CLM5dev110_hist/met_1901_1901.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_init.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_prespin_1901_x100.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_prespin_1901_x100.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/PRESPIN/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO6.csv !! 18) MIMICS input parameter file +./mimicspool_init_CN.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_prespin_1901_x100.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/PRESPIN/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_prespin_1901_x100.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.18d.2017.nml !! 24) CORPSE input parameter file +./OUTPUT_CN/PRESPIN/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +../co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +/project/bgc01/melannie/PointSimulations/ !! 27) Location to write point files (if applicable) + + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2 or 3), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_spin_1901-1920_x500_STEP_2bof4.lst b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_spin_1901-1920_x500_STEP_2bof4.lst new file mode 100644 index 00000000..772b127d --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_spin_1901-1920_x500_STEP_2bof4.lst @@ -0,0 +1,95 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +499 !! mloop, number of times to cycle through met file +0 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +3 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +1901 1920 !! Transient years, contents of this line are ignored if initcasa < 2 +2 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_GSWP3_CLM5dev110_hist/met_1901_1901.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_end_spin_1901-1920_x500.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_spin_1901-1920_x500b.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_spin_1901-1920_x500b.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/SPIN2/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv !! 18) MIMICS input parameter file +./mimicspool_end_spin_1901-1920_x500.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_spin_1901-1920_x500b.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/SPIN2/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_spin_1901-1920_x500.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.18d.2017.nml !! 24) CORPSE input parameter file +./OUTPUT_CN/SPIN/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +../co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +./OUTPUT_CN/SPIN2/ !! 28) Location to write point files (if applicable) +10 !! 29) netCDF output interval (years) + + + + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2 or 3), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_spin_1901-1920_x500_STEP_2of4.lst b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_spin_1901-1920_x500_STEP_2of4.lst new file mode 100644 index 00000000..fd78853e --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_spin_1901-1920_x500_STEP_2of4.lst @@ -0,0 +1,92 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +499 !! mloop, number of times to cycle through met file +0 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +3 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +1901 1920 !! Transient years, contents of this line are ignored if initcasa < 2 +2 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_GSWP3_CLM5dev110_hist/met_1901_1901.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_end_prespin_1901_x100.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_spin_1901-1920_x500.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_spin_1901-1920_x500.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/SPIN/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv !! 18) MIMICS input parameter file +./mimicspool_end_prespin_1901_x100.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_spin_1901-1920_x500.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/SPIN/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_spin_1901-1920_x500.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.18d.2017.nml !! 24) CORPSE input parameter file +./OUTPUT_CN/SPIN/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +../co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +/project/bgc01/melannie/PointSimulations/ !! 27) Location to write point files (if applicable) +10 + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2 or 3), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_testbed.lst b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_testbed.lst new file mode 100644 index 00000000..51a9d4b3 --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/fcasacnp_clm_testbed.lst @@ -0,0 +1,93 @@ +4263 !! mp, number of points to simulate (formerly 3864) +18 !! mvt, number of vegetation types, =13 for CASA, =18 for IGBP+tundra +1 !! mloop, number of times to cycle through met file +1 !! mdaily, =1 output daily and annual fluxes, =0 output annual fluxes only +2 !! initcasa, =0 spin; =1 read restart file; =2 transient (mloop=1); 3= repeated transient (mloop>1) +2015 2100 !! Transient years, contents of this line are ignored if initcasa < 2 +2 !! isomModel, SOM model: 1=CASACNP, 2=MIMICS, 3=CORPSE +2 !! icycle, =1 for C only, =2 for C+N; =3 for C+N+P +../gridinfo_igbpz_CLM5_GSWP3.csv !! 9) Input file with grid info +../pftlookup_igbp_updated4.csv !! 10) Input file with CASA PFT parameters +../modis_phenology_wtundra.txt !! 11) Input file with CASA phenonlogy +../gridinfo_soil_CLM5_GSWP3.csv !! 12) Input file with soil properties for each grid cell +../INPUT_MET_clm50_dev110_spSSP370/met_2015_2015.nc !! 13) Input File for met data, for transient one file per yea +./cnppool_end_1901_2014_hist.csv !! 14) CASA initial conditions (initcasa > 0 only) +./cnppool_end_2015_2100_ssp370.csv !! 15) CASA end-of-simulation output file (pools) +./cnpflux_end_2015_2100_ssp370.csv !! 16) CASA end-of-simulation output file (fluxes) +./OUTPUT_CN/SSP370/casaclm_pool_flux_yyyy.nc !! 17) CASA annual/daily netcdf output file +./pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv !! 18) MIMICS input parameter file +./mimicspool_end_1901_2014_hist.csv !! 19) MIMICS initial conditions (initcasa > 0 only) +./mimicspool_end_2015_2100_ssp370.csv !! 20) MIMICS end-of-simulation output file (pools) +./OUTPUT_CN/SSP370/mimics_pool_flux_yyyy.nc !! 21) MIMICS annual/daily netcdf output file +./corpsepool_init_litopt_1.csv !! 22) CORPSE initial conditions (initcasa > 0 only) +./corpsepool_end_1901_1920_spin_x499a.csv !! 23) CORPSE end-of-simulation output file (pools) +./corpse_params_12.06.2017.nml !! 24) CORPSE input parameter file +../OUTPUT_GRID_CRU_NCEP/CORPSE_SPIN_a/corpse_pool_flux_yyyy.nc !! 25) CORPSE annual/daily netcdf output file +./co2delta_control.txt !! 26) Input file for perturbations (Tair, Tsoil, NPP) +-1 !! Save daily output for this point. Set to -1 if no daily point file is to be generated. +/project/bgc01/melannie/PointSimulations/ !! 27) Location to write point files (if applicable) +1 !! 29) netCDF output interval (years) + + +!--------------------------------------------------------------------------------------------------------- +!NOTES: text below line 27 is not read by casaclm_mimics_corpse +!Any text following a ' ' or '!' on Lines 9-27 is considered a comment and is not part of the filename +Line 9: Input File. Location of gridinfo file that assigns PFT and area to + each grid cell. Includes annual N fixation. N deposition amount in this file is ignored + (N deposition is read from met.nc files now). + Internally named filename_cnppoint. +Line 10: Input File. Contains CASACNP parameters for each PFT. + Internally named filename_cnpbiome. +Line 11: Input File. Describes phenological stages for each grid cell. + Internally named filename_phen. +Line 12: Input File. Contains soil properties for each grid cell. + Internally named filename_soilprop. +Line 13: Input File. The name of the met file that drives CASACNP. + For transient runs (initcasa=2), the year in the filename is + replaced by the transient year so N deposition can change over time. + Internally named filename_cnpmet. +Line 14: Input (startup) file. Contains initial values for the CASACNP pools + when initcasa > 0. + Internally named filename_cnpipool. +Line 15: Output file. End-of-simulation pool values for CASACNP. + Can be used to initialize subsequent runs. + Internally named filename_cnpepool. +Line 16: Output file. Average annual CASACNP fluxes during the last "myear" + years of the simulation, where myear is the number of years in the + met.nc file. Can be used to initialize subsequent runs. + Internally named filename_cnpflux. +Line 17: Output file. NetCDF file that contains the average daily CASACNP pools + during the last "myear" years plus average annual CASACNP fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut. +Line 18: Input File. Contains MIMICS parameters, some are PFT-specific. + Internally named filename_mimicsbiome. +Line 19: Input (startup) file. Initial values for MIMICS pools when initcasa > 0. + Internally named filename_mimicsipool. +Line 20: Output file. End-of-simulation pool values for MIMICS. + Can be used to initialize subsequent runs. + Internally named filename_mimicsepool. +Line 21: Output file. NetCDF file that contains the average daily MIMICS pools + during the last "myear" years plus average annual MIMICS fluxes during + the last "myear" years of the simulation, where myear is the number of + years in the met.nc file. Each year of the transient run will have an + output file with 1901 replaced by the transient year, 1901 ... 2100 in + this case. Note: for transient simulations, myear = 1. + Internally named filename_ncOut_mimics. +Line 22: Input File. Initial CORPSE pool values. Contains initial values for the CORPSE pools + when initcasa > 0. When initcasa=0 use initial_C values (LABILE,RECALCITRANT,PROTECTED) + in corpse_param.nml (filename_corpsenamelist) file. + Internally named filename_corpseipool. +Line 23: Output file. End-of-simulation pool values for CASACNP. + Internally named filename_corpseepool. +Line 24: Input file. Namelist parameters for CORPSE. + Internally named filename_corpsenamelist. +Line 25: Output file. NetCDF file that contains end-of-simulation CORPSE pools and fluxes. + Internally named filename_ncOut_corpse. +Line 26: Input file. Controls changes in air/soil temperature and NPP during the simulation (formerly co2delta.tx) +Line 27: Save daily output for this point. Set to -1 if no daily point file is to be generated. + TEST_daily_casa_pt.csv and (TEST_daily_mimics_pt.csv or TEST_daily_corpse_pt.csv) +Line 28: Directory for point file. diff --git a/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/gridinfo_igbpz_CLM5_GSWP3.csv b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/gridinfo_igbpz_CLM5_GSWP3.csv new file mode 100644 index 00000000..b8a6e514 --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/gridinfo_igbpz_CLM5_GSWP3.csv @@ -0,0 +1,4264 @@ +ijcam,lat,lon,ivt_igbp,ist,iso,landarea,Ndep,Nfix,Pwea,Pdust,doyP1,doyP2,doyP3,doyP4,Phase(1),ivcasa,ilat,ilon + 10, -72.95, 0.00, 15, 1, 1, 17175409664.0000, 0.00178, 0.10000, 0.00000, 0.00000, -99, -99, -99, -99, -99, -99, 10, 1, + 12, -69.16, 0.00, 17, 1, 1, 2480204288.0000, 0.00389, 0.10000, 0.00000, 0.00000, -99, -99, -99, -99, -99, -99, 12, 1, + 51, 4.74, 0.00, 17, 1, 1, 6659755520.0000, 0.31982, 0.10000, 0.00000, 0.00000, -99, -99, -99, -99, -99, -99, 51, 1, + 52, 6.63, 0.00, 8, 1, 1, 54444019712.0000, 0.52942, 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274 267 269 264 185 0 0 0 0 0 0 0 0 0 0 0 +6.75 107 96 96 53 79 86 93 85 119 89 79 284 271 274 238 178 273 273 267 270 262 178 0 0 0 0 0 0 0 0 0 0 0 +6.25 103 93 93 45 70 83 89 80 115 87 70 283 272 271 223 162 273 273 266 271 257 162 0 0 0 0 0 0 0 0 0 0 0 +5.75 102 91 89 37 62 81 86 75 110 85 62 278 272 269 205 148 272 273 266 272 253 148 0 0 0 0 0 0 0 0 0 0 0 +5.25 96 88 84 34 52 78 82 69 105 84 52 276 269 269 199 133 272 272 265 271 249 133 0 0 0 0 0 0 0 0 0 0 0 +4.75 93 84 77 31 41 75 73 61 96 83 41 276 267 264 183 117 270 272 265 269 246 117 0 0 0 0 0 0 0 0 0 0 0 +4.25 93 71 71 26 34 72 65 55 85 82 34 276 266 263 168 102 269 272 264 267 243 102 0 0 0 0 0 0 0 0 0 0 0 +3.75 90 58 63 24 32 66 58 48 79 74 32 259 266 256 155 87 269 271 265 267 239 87 0 0 0 0 0 0 0 0 0 0 0 +3.25 90 51 57 22 13 60 50 38 67 67 13 259 264 254 146 84 269 271 265 266 233 84 0 0 0 0 0 0 0 0 0 0 0 +2.75 81 42 51 21 8 56 44 34 57 67 8 251 253 251 140 83 255 270 241 258 228 83 0 0 0 0 0 0 0 0 0 0 0 +2.25 67 35 44 17 3 47 42 26 48 56 3 245 240 239 141 88 244 256 226 249 212 88 0 0 0 0 0 0 0 0 0 0 0 +1.75 51 24 34 13 363 38 40 19 38 45 363 231 226 225 139 87 232 241 210 242 199 87 0 0 0 0 2 0 0 0 0 0 2 +1.25 58 15 28 10 360 28 38 10 30 33 360 231 211 210 131 91 219 226 194 233 187 91 0 0 0 0 2 0 0 0 0 0 2 +0.75 67 5 20 7 358 21 29 4 21 22 358 207 196 197 122 95 206 210 176 222 181 95 0 0 0 0 2 0 0 0 0 0 2 +0.25 67 365 18 6 357 13 20 364 15 12 357 207 179 180 122 85 192 193 157 213 164 85 0 2 0 0 2 0 0 2 0 0 2 +-0.25 67 359 14 4 355 4 12 360 13 5 355 207 164 174 124 86 177 176 140 202 160 86 0 2 0 0 2 0 0 2 0 0 2 +-0.75 67 345 6 2 353 359 4 358 5 358 353 207 148 169 117 90 163 159 124 192 150 90 0 2 0 0 2 2 0 2 0 2 2 +-1.25 67 329 365 1 353 348 358 356 363 348 353 207 143 163 118 93 146 142 124 187 142 93 0 2 2 0 2 2 2 2 2 2 2 +-1.75 48 314 359 1 353 336 348 355 354 337 353 187 139 152 118 95 129 125 124 177 139 95 0 2 2 0 2 2 2 2 2 2 2 +-2.25 48 297 359 364 351 325 346 355 345 325 351 187 135 144 120 97 126 124 124 164 129 97 0 2 2 2 2 2 2 2 2 2 2 +-2.75 33 293 359 363 349 313 344 351 336 313 349 162 131 135 122 98 123 122 123 152 127 98 0 2 2 2 2 2 2 2 2 2 2 +-3.25 26 289 352 357 347 301 343 347 327 302 347 151 119 129 119 100 121 120 122 142 115 100 0 2 2 2 2 2 2 2 2 2 2 +-3.75 26 285 336 352 347 299 339 345 323 302 347 151 108 116 120 102 110 119 121 132 114 102 0 2 2 2 2 2 2 2 2 2 2 +-4.25 26 281 320 351 345 290 334 343 320 302 345 151 106 114 122 104 108 117 120 123 113 104 0 2 2 2 2 2 2 2 2 2 2 +-4.75 362 278 310 348 344 284 329 341 320 299 344 133 104 105 123 107 107 115 119 122 111 107 2 2 2 2 2 2 2 2 2 2 2 +-5.25 362 271 298 346 347 279 326 343 318 295 347 133 102 103 122 110 105 114 119 122 111 110 2 2 2 2 2 2 2 2 2 2 2 +-5.75 355 265 289 343 348 274 321 339 316 295 348 131 97 102 118 112 103 113 120 118 109 112 2 2 2 2 2 2 2 2 2 2 2 +-6.25 349 260 281 343 349 274 319 338 316 295 349 131 92 97 114 109 100 110 117 116 107 109 2 2 2 2 2 2 2 2 2 2 2 +-6.75 349 257 279 342 350 274 318 338 316 294 350 131 89 93 112 111 97 107 115 114 105 111 2 2 2 2 2 2 2 2 2 2 2 +-7.25 349 255 272 340 349 274 317 337 316 294 349 131 86 90 110 109 94 104 113 112 103 109 2 2 2 2 2 2 2 2 2 2 2 +-7.75 344 253 268 337 346 272 315 334 315 294 346 127 84 88 108 107 91 101 111 110 100 107 2 2 2 2 2 2 2 2 2 2 2 +-8.25 344 254 268 333 342 271 313 331 315 294 342 127 81 86 106 107 89 99 110 106 98 107 2 2 2 2 2 2 2 2 2 2 2 +-8.75 343 254 267 329 339 271 310 327 314 293 339 125 78 84 104 106 88 97 108 105 95 106 2 2 2 2 2 2 2 2 2 2 2 +-9.25 343 254 263 325 335 271 307 324 313 293 335 125 76 81 101 103 86 95 106 103 93 103 2 2 2 2 2 2 2 2 2 2 2 +-9.75 343 255 265 321 331 273 305 321 311 292 331 125 74 79 98 101 85 94 104 98 91 101 2 2 2 2 2 2 2 2 2 2 2 +-10.25 337 255 267 316 327 275 303 318 311 292 327 118 72 78 95 99 84 92 102 95 89 99 2 2 2 2 2 2 2 2 2 2 2 +-10.75 333 258 269 312 323 277 302 315 311 292 323 112 71 78 93 97 83 91 101 92 88 97 2 2 2 2 2 2 2 2 2 2 2 +-11.25 333 262 272 308 321 280 301 313 310 292 321 112 71 79 91 96 82 90 99 90 87 96 2 2 2 2 2 2 2 2 2 2 2 +-11.75 328 266 275 305 319 282 300 311 309 291 319 104 72 81 89 95 82 88 98 89 86 95 2 2 2 2 2 2 2 2 2 2 2 +-12.25 328 269 280 303 317 285 299 310 308 291 317 104 72 83 88 94 82 88 97 87 85 94 2 2 2 2 2 2 2 2 2 2 2 +-12.75 328 272 284 301 316 286 299 309 307 289 316 104 72 83 88 94 82 87 96 85 84 94 2 2 2 2 2 2 2 2 2 2 2 +-13.25 326 275 288 301 316 288 300 309 306 287 316 105 72 83 87 94 82 86 95 83 83 94 2 2 2 2 2 2 2 2 2 2 2 +-13.75 321 277 291 302 317 289 301 311 305 286 317 97 73 84 88 93 81 86 94 80 82 93 2 2 2 2 2 2 2 2 2 2 2 +-14.25 320 279 294 303 318 290 302 313 304 285 318 93 74 85 88 93 81 85 93 79 81 93 2 2 2 2 2 2 2 2 2 2 2 +-14.75 320 282 295 303 321 291 302 316 303 284 321 93 75 86 87 92 81 84 93 78 81 92 2 2 2 2 2 2 2 2 2 2 2 +-15.25 320 284 296 303 324 292 302 318 302 284 324 93 75 86 87 92 81 84 92 77 81 92 2 2 2 2 2 2 2 2 2 2 2 +-15.75 320 287 298 304 328 294 302 321 301 283 328 93 76 86 87 92 81 83 91 76 81 92 2 2 2 2 2 2 2 2 2 2 2 +-16.25 322 289 300 305 332 295 302 325 300 283 332 94 77 86 87 92 82 84 90 77 81 92 2 2 2 2 2 2 2 2 2 2 2 +-16.75 325 292 302 307 337 296 303 329 298 283 337 96 78 86 88 91 82 84 90 77 81 91 2 2 2 2 2 2 2 2 2 2 2 +-17.25 328 294 303 308 343 297 303 331 297 283 343 93 79 87 88 91 83 85 90 78 81 91 2 2 2 2 2 2 2 2 2 2 2 +-17.75 329 296 301 309 348 298 303 333 296 283 348 97 80 86 89 91 84 85 90 79 82 91 2 2 2 2 2 2 2 2 2 2 2 +-18.25 326 298 300 310 352 298 304 333 295 282 352 94 81 85 89 91 84 86 90 79 82 91 2 2 2 2 2 2 2 2 2 2 2 +-18.75 327 299 299 311 357 298 304 333 294 282 357 92 82 85 90 93 85 87 90 80 82 93 2 2 2 2 2 2 2 2 2 2 2 +-19.25 330 299 297 311 361 298 304 332 294 282 361 94 82 84 90 93 86 88 90 80 83 93 2 2 2 2 2 2 2 2 2 2 2 +-19.75 330 298 294 311 364 298 304 331 294 282 364 99 82 81 90 94 87 88 90 80 83 94 2 2 2 2 2 2 2 2 2 2 2 +-20.25 328 297 291 310 2 298 304 330 293 282 2 101 82 80 90 95 87 89 90 80 82 95 2 2 2 2 0 2 2 2 2 2 0 +-20.75 328 296 288 308 5 298 303 330 292 283 5 101 82 77 90 96 87 89 90 80 82 96 2 2 2 2 0 2 2 2 2 2 0 +-21.25 321 296 287 306 8 298 303 328 293 284 8 99 82 76 89 98 88 89 89 81 82 98 2 2 2 2 0 2 2 2 2 2 0 +-21.75 321 295 285 305 11 298 302 325 292 284 11 96 82 75 88 101 88 89 89 82 81 101 2 2 2 2 0 2 2 2 2 2 0 +-22.25 326 293 283 303 14 297 301 322 292 285 14 106 81 73 87 104 88 89 88 82 81 104 2 2 2 2 0 2 2 2 2 2 0 +-22.75 326 292 281 301 17 296 300 319 292 285 17 106 81 72 86 107 87 88 88 82 81 107 2 2 2 2 0 2 2 2 2 2 0 +-23.25 321 290 279 300 20 295 300 316 293 285 20 107 81 71 85 111 87 88 88 82 81 111 2 2 2 2 0 2 2 2 2 2 0 +-23.75 320 289 279 299 23 294 300 313 291 284 23 108 81 72 85 114 87 89 89 82 81 114 2 2 2 2 0 2 2 2 2 2 0 +-24.25 321 288 279 297 26 293 299 310 290 284 26 109 81 73 84 119 87 89 90 82 81 119 2 2 2 2 0 2 2 2 2 2 0 +-24.75 313 286 278 296 29 292 298 307 289 283 29 104 80 73 84 125 86 89 90 82 81 125 2 2 2 2 0 2 2 2 2 2 0 +-25.25 305 285 276 295 33 290 297 304 281 283 33 106 80 72 83 131 85 89 91 82 81 131 2 2 2 2 0 2 2 2 2 2 0 +-25.75 291 283 276 294 37 289 295 301 274 283 37 106 80 71 82 138 85 89 91 81 82 138 2 2 2 2 0 2 2 2 2 2 0 +-26.25 291 282 277 293 41 288 295 298 266 282 41 102 79 72 82 145 84 88 92 81 82 145 2 2 2 2 0 2 2 2 2 2 0 +-26.75 289 281 277 292 47 287 293 296 257 281 47 105 79 73 83 154 84 88 93 81 82 154 2 2 2 2 0 2 2 2 2 2 0 +-27.25 292 280 277 291 52 285 292 294 249 280 52 105 79 74 83 161 83 87 93 81 81 161 2 2 2 2 0 2 2 2 2 2 0 +-27.75 292 279 276 289 58 285 290 292 241 279 58 105 79 76 83 169 83 87 93 81 81 169 2 2 2 2 0 2 2 2 2 2 0 +-28.25 292 279 277 289 64 284 289 287 233 277 64 102 78 77 84 179 82 87 93 82 81 179 2 2 2 2 0 2 2 2 2 2 0 +-28.75 292 278 278 289 70 283 287 286 225 275 70 102 78 78 84 188 81 87 94 83 80 188 2 2 2 2 0 2 2 2 2 2 0 +-29.25 297 278 277 288 75 276 287 284 218 274 75 97 78 78 85 196 81 86 93 83 79 196 2 2 2 2 0 2 2 2 2 2 0 +-29.75 290 277 275 288 79 273 286 281 210 273 79 96 77 79 85 204 80 85 93 82 79 204 2 2 2 2 0 2 2 2 2 2 0 +-30.25 290 276 275 289 82 272 281 280 203 270 82 94 77 79 86 211 79 85 92 80 79 211 2 2 2 2 0 2 2 2 2 2 0 +-30.75 285 275 273 288 85 271 281 280 196 271 85 90 77 79 87 216 79 84 91 83 78 216 2 2 2 2 0 2 2 2 2 2 0 +-31.25 284 274 272 288 81 271 280 281 188 270 81 88 76 79 89 213 79 83 91 86 77 213 2 2 2 2 0 2 2 2 2 2 0 +-31.75 282 273 271 288 75 270 279 280 180 270 75 85 76 79 90 212 80 82 90 83 76 212 2 2 2 2 0 2 2 2 2 2 0 +-32.25 279 272 270 287 68 266 276 279 174 269 68 81 75 77 92 211 79 82 89 83 75 211 2 2 2 2 0 2 2 2 2 2 0 +-32.75 273 270 269 287 61 263 274 276 173 267 61 77 73 75 92 208 77 80 88 83 72 208 2 2 2 2 0 2 2 2 2 2 0 +-33.25 273 269 268 286 52 260 271 274 172 266 52 79 73 72 92 207 77 79 87 83 69 207 2 2 2 2 0 2 2 2 2 2 0 +-33.75 274 269 268 284 41 258 269 271 177 264 41 73 73 71 93 199 78 79 82 83 65 199 2 2 2 2 0 2 2 2 2 2 0 +-34.25 277 268 268 284 33 256 266 270 182 261 33 73 73 68 90 198 78 78 81 83 63 198 2 2 2 2 0 2 2 2 2 2 0 +-34.75 270 267 267 283 23 252 263 262 187 260 23 69 72 68 87 197 76 77 79 83 62 197 2 2 2 2 0 2 2 2 2 2 0 +-35.25 273 265 267 282 14 250 260 261 193 258 14 68 69 66 86 193 59 72 75 21 61 193 2 2 2 2 0 2 2 2 2 2 0 +-35.75 272 264 267 281 7 248 257 261 194 256 7 68 64 64 86 191 41 66 74 21 59 191 2 2 2 2 0 2 2 2 2 2 0 +-36.25 276 262 267 281 363 247 255 259 196 253 363 68 59 62 85 187 41 60 72 21 54 187 2 2 2 2 2 2 2 2 2 2 2 +-36.75 272 259 267 281 347 247 251 262 198 253 347 68 58 60 84 181 33 52 70 21 51 181 2 2 2 2 2 2 2 2 2 2 2 +-37.25 273 257 266 277 329 246 247 260 199 253 329 67 53 58 83 171 28 45 68 21 50 171 2 2 2 2 2 2 2 2 2 2 2 +-37.75 270 255 266 275 310 250 247 258 199 251 310 69 48 57 80 160 30 40 61 21 49 160 2 2 2 2 2 2 2 2 2 2 2 +-38.25 274 255 266 271 307 252 247 260 202 249 307 67 45 56 78 151 30 35 59 21 47 151 2 2 2 2 2 2 2 2 2 2 2 +-38.75 273 253 265 263 304 252 248 260 202 248 304 67 43 55 75 141 30 32 58 14 44 141 2 2 2 2 2 2 2 2 2 2 2 +-39.25 274 254 265 260 299 252 246 255 201 238 299 66 40 53 72 141 32 30 56 14 40 141 2 2 2 2 2 2 2 2 2 2 2 +-39.75 275 253 265 257 293 250 243 250 205 236 293 65 38 52 67 136 32 26 53 14 36 136 2 2 2 2 2 2 2 2 2 2 2 +-40.25 276 254 266 256 288 250 242 246 211 234 288 64 36 50 65 133 35 25 53 11 30 133 2 2 2 2 2 2 2 2 2 2 2 +-40.75 277 255 266 254 285 251 242 245 217 232 285 64 34 49 61 128 33 27 53 11 20 128 2 2 2 2 2 2 2 2 2 2 2 +-41.25 279 256 267 253 280 252 242 244 217 232 280 65 33 49 58 116 35 25 52 15 16 116 2 2 2 2 2 2 2 2 2 2 2 +-41.75 280 256 267 253 278 252 242 244 217 234 278 62 34 49 56 108 35 27 52 18 16 108 2 2 2 2 2 2 2 2 2 2 2 +-42.25 281 257 267 255 276 253 243 245 218 235 276 60 35 49 53 107 37 30 55 21 25 107 2 2 2 2 2 2 2 2 2 2 2 +-42.75 281 258 265 257 272 253 245 247 220 238 272 60 36 51 58 107 39 32 56 27 32 107 2 2 2 2 2 2 2 2 2 2 2 +-43.25 284 260 265 257 268 255 247 256 224 238 268 62 37 50 57 99 39 33 54 30 32 99 2 2 2 2 2 2 2 2 2 2 2 +-43.75 282 262 267 258 263 256 249 258 229 238 263 62 38 51 55 83 41 35 55 35 32 83 2 2 2 2 2 2 2 2 2 2 2 +-44.25 279 263 268 260 264 258 252 260 234 237 264 61 41 52 55 64 43 37 55 35 32 64 2 2 2 2 2 2 2 2 2 2 2 +-44.75 274 266 268 261 265 261 255 263 237 240 265 59 44 53 54 64 44 40 53 39 37 64 2 2 2 2 2 2 2 2 2 2 2 +-45.25 282 271 271 265 263 266 260 265 237 240 263 59 46 55 56 64 48 44 53 39 37 64 2 2 2 2 2 2 2 2 2 2 2 +-45.75 280 276 274 267 263 270 265 265 244 240 263 59 50 56 56 56 52 48 53 39 37 56 2 2 2 2 2 2 2 2 2 2 2 +-46.25 280 276 274 268 262 271 267 266 251 243 262 59 52 56 55 44 53 49 53 39 34 44 2 2 2 2 2 2 2 2 2 2 2 +-46.75 280 277 275 269 262 272 268 266 253 245 262 59 51 55 53 41 53 51 50 41 31 41 2 2 2 2 2 2 2 2 2 2 2 +-47.25 280 279 277 272 263 273 271 266 260 249 263 59 51 56 55 38 53 52 48 44 29 38 2 2 2 2 2 2 2 2 2 2 2 +-47.75 280 280 278 276 265 276 274 268 267 260 265 59 52 56 57 35 55 56 45 43 29 35 2 2 2 2 2 2 2 2 2 2 2 +-48.25 280 282 280 278 267 278 276 269 269 263 267 59 51 56 58 34 56 60 46 43 32 34 2 2 2 2 2 2 2 2 2 2 2 +-48.75 280 282 281 279 268 279 278 271 271 266 268 59 51 56 58 30 56 60 44 46 33 30 2 2 2 2 2 2 2 2 2 2 2 +-49.25 280 283 282 281 269 280 279 272 273 269 269 59 51 55 58 28 55 60 42 47 36 28 2 2 2 2 2 2 2 2 2 2 2 +-49.75 280 284 284 282 270 282 281 274 275 271 270 59 51 55 58 32 56 60 41 48 38 32 2 2 2 2 2 2 2 2 2 2 2 +-50.25 280 286 285 284 272 284 283 276 277 273 272 59 52 56 59 32 56 60 41 50 38 32 2 2 2 2 2 2 2 2 2 2 2 +-50.75 280 288 286 285 273 286 285 278 278 273 273 59 53 56 59 31 57 59 42 50 38 31 2 2 2 2 2 2 2 2 2 2 2 +-51.25 280 289 288 287 275 287 287 279 278 273 275 59 53 56 57 34 56 58 42 50 38 34 2 2 2 2 2 2 2 2 2 2 2 +-51.75 280 290 289 289 276 288 288 280 278 273 276 59 54 56 58 34 57 60 42 50 38 34 2 2 2 2 2 2 2 2 2 2 2 +-52.25 280 290 290 290 276 289 289 280 278 273 276 59 54 56 58 35 57 60 42 50 38 35 2 2 2 2 2 2 2 2 2 2 2 +-52.75 280 290 290 290 276 289 289 280 278 273 276 59 54 56 58 35 57 60 42 50 38 35 2 2 2 2 2 2 2 2 2 2 2 +-53.25 280 290 290 290 276 289 289 280 278 273 276 59 54 56 58 35 57 60 42 50 38 35 2 2 2 2 2 2 2 2 2 2 2 +-53.75 280 290 290 290 276 289 289 280 278 273 276 59 54 56 58 35 57 60 42 50 38 35 2 2 2 2 2 2 2 2 2 2 2 +-54.25 280 290 290 290 276 289 289 280 278 273 276 59 54 56 58 35 57 60 42 50 38 35 2 2 2 2 2 2 2 2 2 2 2 +-54.75 280 290 290 290 276 289 289 280 278 273 276 59 54 56 58 35 57 60 42 50 38 35 2 2 2 2 2 2 2 2 2 2 2 +-55.25 280 290 290 290 276 289 289 280 278 273 276 59 54 56 58 35 57 60 42 50 38 35 2 2 2 2 2 2 2 2 2 2 2 diff --git a/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/module-load.txt b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/module-load.txt new file mode 100644 index 00000000..ccc9dfe3 --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/module-load.txt @@ -0,0 +1,2 @@ +module load compiler/gnu/8.1.0 +module load tool/netcdf/4.6.1/gcc diff --git a/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/ncrcat_trans.txt b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/ncrcat_trans.txt new file mode 100644 index 00000000..a630b5a6 --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/ncrcat_trans.txt @@ -0,0 +1,44 @@ +; ---- CASA --------- +ncrcat casaclm_pool_flux_2* casaclm_pool_flux_2000_cat.nc & +ncrcat casaclm_pool_flux_190* casaclm_pool_flux_1910* casaclm_pool_flux_1900_cat.nc & +ncra casaclm_pool_flux_1900_cat.nc casaclm_pool_flux_1900_mean.nc & +ncra casaclm_pool_flux_2000_cat.nc casaclm_pool_flux_2000_mean.nc +ncdiff casaclm_pool_flux_2000_mean.nc casaclm_pool_flux_1900_mean.nc casaclm_pool_diff_mean.nc + +; ---- MIMICS ---- +ncrcat mimics_pool_flux_2* mimics_pool_flux_2000_cat.nc & +ncrcat mimics_pool_flux_190* mimics_pool_flux_1910* mimics_pool_flux_1900_cat.nc & +ncra mimics_pool_flux_1900_cat.nc mimics_pool_flux_1900_mean.nc & +ncra mimics_pool_flux_2000_cat.nc mimics_pool_flux_2000_mean.nc +ncdiff mimics_pool_flux_2000_mean.nc mimics_pool_flux_1900_mean.nc mimics_pool_diff_mean.nc + +; ---- CORPSE ---- +ncrcat corpse_pool_flux_2* corpse_pool_flux_2000_cat.nc & +ncrcat corpse_pool_flux_190* corpse_pool_flux_1910* corpse_pool_flux_1900_cat.nc +ncra corpse_pool_flux_1900_cat.nc corpse_pool_flux_1900_mean.nc & +ncra corpse_pool_flux_2000_cat.nc corpse_pool_flux_2000_mean.nc +ncdiff corpse_pool_flux_2000_mean.nc corpse_pool_flux_1900_mean.nc corpse_pool_diff_mean.nc + + +; for NEE fluxes +ncrcat -v cresp,cnpp casaclm_pool_flux_190?_daily.nc casaclm_pool_flux_1910_daily.nc nee_1900.nc +ncrcat -v cresp,cnpp casaclm_pool_flux_2???_daily.nc nee_2000.nc +ncap2 -A -s 'cas_nee=cresp-cnpp' nee_1900.nc nee_1900.nc +ncap2 -A -s 'cas_nee=cresp-cnpp' nee_2000.nc nee_2000.nc + +; copy flux file from casa to mimics directory, then... +ncrcat -A -v cHresp mimics_pool_flux_190?_daily.nc mimics_pool_flux_1910_daily.nc nee_1900.nc +ncrcat -A -v cHresp mimics_pool_flux_2???_daily.nc nee_2000.nc +ncap2 -A -s 'mim_nee=cHresp-cnpp' nee_1900.nc +ncap2 -A -s 'mim_nee=cHresp-cnpp' nee_2000.nc + +ncrcat -v LitterLayer_CO2,Soil_CO2 corpse_pool_flux_190?_daily.nc corpse_pool_flux_1910_daily.nc temp_1900.nc +ncap -s 'Soil_CO2=float(Soil_CO2);LitterLayer_CO2=float(LitterLayer_CO2);lat=float(lat);lon=float(lon);time=float(time)' temp_1900.nc temp2_1900.nc +ncks -A temp2_1900.nc nee_1900.nc +ncap2 -A -s 'cor_nee=LitterLayer_CO2+Soil_CO2-cnpp' nee_1900.nc + + +ncap2 -A -s 'cor_nee=LitterLayer_CO2+Soil_CO2-cnpp' nee_2000.nc + + + diff --git a/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv new file mode 100644 index 00000000..1d4e460d --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv @@ -0,0 +1,132 @@ +vegtype,Description (for reference),,,,,,,,,,,,,, +1,Evergreen Needleleaf Forest,,,,,,,,,,,,,, +2,Evergreen Broadleaf Forest,,,,,,,,,,,,,, +3,Deciduous Needleleaf Forest,,,,,,,,,,,,,, +4,Deciduous Broadleaf Forest,,,,,,,,,,,,,, +5,Mixed forest,,,,,,,,,,,,,, +6,Close shrublands,,,,,,,,,,,,,, +7,Open shrublands,,,,,,,,,,,,,, +8,woody savannas,,,,,,,,,,,,,, +9,savannas,,,,,,,,,,,,,, +10,grasslands,,,,,,,,,,,,,, +11,permanent wetlands,,,,,,,,,,,,,, +12,croplands,,,,,,,,,,,,,, +13,urban and built-up ,,,,,,,,,,,,,, +14,cropland mosaic (as 12),,,,,,,,,,,,,, +15,permanent snow and ice ,,,,,,,,,,,,,, +16,barren or sparsely vegetated,,,,,,,,,,,,,, +17,"ice, water",,,,,,,,,,,,,, +18,tundra,,,,,,,,,,,,,, +Fixed Parameters,,,,,,,,,,,,,,, +0.063,Vslope(r1) ,Vslope[1]: LITm to MICr,regression coefficients (ln(mg Cs (mg MIC)-1 h-1) ¡C-1),,,,,,,,,,,, +0.063,Vslope(r2) ,Vslope[2]: LITs to MICr,,,,,,,,,,,,, +0.063,Vslope(r3),Vslope[3]: SOMa to MICr,,,,,,,,,,,,, +0.063,Vslope(k1),Vslope[4]: LITm to MICk,,,,,,,,,,,,, +0.063,Vslope(k2),Vslope[5]: LITs to MICk,,,,,,,,,,,,, +0.063,Vslope(k3) ,Vslope[6]: SOMa to MICk,,,,,,,,,,,,, +5.47,Vint(r1),regression intercept (5.47 ln(mg Cs (mg MIC)-1 h-1) ),,,,,,,,,,,,, +5.47,Vint(r2),regression intercept (5.47 ln(mg Cs (mg MIC)-1 h-1) ),,,,,,,,,,,,, +5.47,Vint(r3),regression intercept (5.47 ln(mg Cs (mg MIC)-1 h-1) ),,,,,,,,,,,,, +5.47,Vint(k1),regression intercept (5.47 ln(mg Cs (mg MIC)-1 h-1) ),,,,,,,,,,,,, +5.47,Vint(k2),regression intercept (5.47 ln(mg Cs (mg MIC)-1 h-1) ),,,,,,,,,,,,, +5.47,Vint(k3),regression intercept (5.47 ln(mg Cs (mg MIC)-1 h-1) ),,,,,,,,,,,,, +1.25E-08,av(r1) ,tuning coefficient (8.0*10-6),,,,,,,,,,,,, +1.25E-08,av(r2) ,tuning coefficient (8.0*10-6),,,,,,,,,,,,, +1.25E-08,av(r3) ,tuning coefficient (8.0*10-6),,,,,,,,,,,,, +1.25E-08,av(k1) ,tuning coefficient (8.0*10-6),,,,,,,,,,,,, +1.25E-08,av(k2) ,tuning coefficient (8.0*10-6),,,,,,,,,,,,, +1.25E-08,av(k3) ,tuning coefficient (8.0*10-6),,,,,,,,,,,,, +0.02,Kslope(r1) ,Kslope[1]: LITm to MICr,,,reverseMM,,,,,,,,,, +0.02,Kslope(r2) ,Kslope[2]: LITs to MICr,,,reverseMM,,,,,,,,,, +0.02,Kslope(r3) ,Kslope[3]: SOMa to MICr,,,reverseMM,,,,,,,,,, +0.02,Kslope(k1) ,Kslope[4]: LITm to MICk,,,reverseMM,,,,,,,,,, +0.02,Kslope(k2) ,Kslope[5]: LITs to MICk,,,reverseMM,,,,,,,,,, +0.02,Kslope(k3) ,Kslope[6]: SOMa to MICk,,,reverseMM,,,,,,,,,, +3.19,Kint(r1),regression intercept (3.19),,,,,,,,,,,,, +3.19,Kint(r2),regression intercept (3.19),,,,,,,,,,,,, +3.19,Kint(r3),regression intercept (3.19),,,,,,,,,,,,, +3.19,Kint(k1),regression intercept (3.19),,,,,,,,,,,,, +3.19,Kint(k2),regression intercept (3.19),,,,,,,,,,,,, +3.19,Kint(k3),regression intercept (3.19),,,,,,,,,,,,, +0.015625,ak(r1),tuning coefficient (10.0),,,,,,,,,,,,, +0.015625,ak(r2),tuning coefficient (10.0),,,,,,,,,,,,, +0.015625,ak(r3),tuning coefficient (10.0),,,,,,,,,,,,, +0.015625,ak(k1),tuning coefficient (10.0),,,,,,,,,,,,, +0.015625,ak(k2),tuning coefficient (10.0),,,,,,,,,,,,, +0.015625,ak(k3),tuning coefficient (10.0),,,,,,,,,,,,, +10,Vmod(r1),modifies Vmax[r1] for fluxes from LITm to MICr (10.0),,,,,,,,,,,,, +2,Vmod(r2),modifies Vmax [r2] for fluxes from LITs to MICr (2.0),,,,,,,,,,,,, +10,Vmod(r3),modifies Vmax [r3] for fluxes from SOMa to MICr (10.0),,,,,,,,,,,,, +3,Vmod(k1),modifies Vmax [k1] for fluxes from LITm to MICk (3.0),,,,,,,,,,,,, +3,Vmod(k2),modifies Vmax [k2] for fluxes from LITs MICk (3.0),,,,,,,,,,,,, +2,Vmod(k3),modifies Vmax [k3] for fluxes from SOMa to MICk (2.0),,,,,,,,,,,,, +8,Kmod(r1),modifies Km[r1] for fluxes from LITm to MICr,,,,,,,,,,,,, +2,Kmod(r2),modifies Km[r2] for fluxes from LITs to MICr,,,,,,,,,,,,, +4,Kmod(r3),modifies Km[r3] for fluxes from SOMa to MICr (*Pscalar),,,,,,,,,,,,, +2,Kmod(k1),modifies Km[k1] for fluxes from LITm to MICk,,,,,,,,,,,2,, +4,Kmod(k2),modifies Km[k2] for fluxes from LITs MICk ,,,,,,,,,,,4,, +6,Kmod(k3),modifies Km[k3] for fluxes from SOMa to MICk (*Pscalar),,,,,,,,,,,2,, +4,KO(1), Further modifies Km[r2] for oxidation of SOMc (4.0),,,,,,,,,,,2,, +4,KO(2), Further modifies Km[k2] for oxidation of SOMc (4.0),,,,,,,,,,,2,, +0.5,MGE(1),"microbial growth efficiency for C fluxes from LITm or SOMa into MICr (0.55, mg mg-1)",,,,,,,,,,,,, +0.25,MGE(2),"microbial growth efficiency for C fluxes from LITs into MICr (0.25,ÊmgÊmg-1)",,,,,,,,,,,,, +0.7,MGE(3),"microbial growth efficiency for C fluxes from LITm or SOMa into MICk (0.75, mg mg-1)",,,,,,,,,,,,, +0.35,MGE(4),"microbial growth efficiency for C fluxes from LITs into MICk (0.35,ÊmgÊmg-1)",,,,,,,,,,,,, +0.00052,tau_r(1),mimicsbiome%tauR(npt) = 5.2 * 0.0001 * exp(0.4 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt),,,,,,,,,,,,, +0.3,tau_r(2),mimicsbiome%tauR(npt) = 5.2 * 0.0001 * exp(0.4 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt),,,,,,,,,,,,, +0.00024,tau_k(1),mimicsbiome%tauK(npt) = 2.4 * 0.0001 * exp(0.1 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt),,,,,,,,,,,0.00024,, +0.1,tau_k(2),mimicsbiome%tauK(npt) = 2.4 * 0.0001 * exp(0.1 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt),,,,,,,,,,,,, +100,tauModDenom,mimicsbiome%tauMod(npt) = SQRT(casaflux%CnppAn(npt)/mimicsbiome%tauModDenom),,,,,,,,,,,,, +0.6,tauMod_MIN,"mimicsbiome%tauMod(npt) = MAX(0.8, mimicsbiome%tauMod(npt))",,,,,,,,,,,,, +1.3,tauMod_MAX,"mimicsbiome%tauMod(npt) = MIN(1.2, mimicsbiome%tauMod(npt))",,,,,,,,,,,,, +0.03,fPHYS_r(1),"mimicsbiome%fPHYS(npt,1) = 0.3 * exp(1.3 * soil%clay(npt))",,,,,,,,,,,,, +1.3,fPHYS_r(2),"mimicsbiome%fPHYS(npt,1) = 0.3 * exp(1.3 * soil%clay(npt))",,,,,,,,,,,,, +0.02,fPHYS_K(1),"mimicsbiome%fPHYS(npt,2) = 0.2 * exp(0.8 * soil%clay(npt))",,,,,,,,,,,,, +0.8,fPHYS_K(2),"mimicsbiome%fPHYS(npt,2) = 0.2 * exp(0.8 * soil%clay(npt))",,,,,,,,,,,,, +0.1,fCHEM_r(1),"mimicsbiome%fCHEM(npt,1) = 0.1 * exp(-3.0 * mimicsbiome%fmet(npt)) * 4.0",,,,,,,,,,,,, +-3,fCHEM_r(2),"mimicsbiome%fCHEM(npt,1) = 0.1 * exp(-3.0 * mimicsbiome%fmet(npt)) * 4.0",,,,,,,,,,,,, +3,fCHEM_r(3),"mimicsbiome%fCHEM(npt,2) = 0.3 * exp(-3.0 * mimicsbiome%fmet(npt)) * 4.0",,,,,,,,,,,,, +0.3,fCHEM_K(1),"mimicsbiome%fCHEM(npt,2) = 0.3 * exp(-3.0 * mimicsbiome%fmet(npt)) * 4.0",,,,,,,,,,,,, +-3,fCHEM_K(2),"mimicsbiome%fCHEM(npt,2) = 0.3 * exp(-3.0 * mimicsbiome%fmet(npt)) * 4.0",,,,,,,,,,,,, +3,fCHEM_K(3),"mimicsbiome%fCHEM(npt,2) = 0.3 * exp(-3.0 * mimicsbiome%fmet(npt)) * 4.0",,,,,,,,,,,,, +1.05E-06,fSOM_p(1),mimicsbiome%desorb(npt) = 1.00* 0.00001 * exp(-3.5 * soil%clay(npt)),,,,,,! desorbsion rate from SOMp to SOMa (hr-1),was 2e-5 updated 11/09/2016,,,,,, +-2,fSOM_p(2),mimicsbiome%desorb(npt) = 1.00* 0.00001 * exp(-3.5 * soil%clay(npt)),,,,,,,,,,,! returned to 2.0, 11/28/2017, WW +3,phys_scalar(1),Pscalar =3.0 * exp(-2.0*SQRT(soil%clay(npt))),,,,,,,,,,,,, +-2,phys_scalar(2),Pscalar =3.0 * exp(-2.0*SQRT(soil%clay(npt))),,,,,,,,,,,,, +0.005,FI(metb),fraction of metabolic litter inputs transferred to SOMp (0.05),,,,,,,,,,,,, +0.30,FI(struc) ,fraction of structural litter inputs transferred to SOMc (0.05),,,,,,,,,,,,, +0.75,fmet_p(1),mimicsbiome%fmet(npt) = 0.75* (0.85 - 0.013 * mimicsbiome%ligninNratioAvg(npt)),,,,,,,,,"(was 0.75, updated 11/09/2016)",,,, +0.85,fmet_p(2),mimicsbiome%fmet(npt) = 0.75* (0.85 - 0.013 * mimicsbiome%ligninNratioAvg(npt)),,,,,,,,,,,,, +0.013,fmet_p(3),mimicsbiome%fmet(npt) = 0.75* (0.85 - 0.013 * mimicsbiome%ligninNratioAvg(npt)),,,,,,,,,,,,, +1, densDep #This exponent controls the density dependence of microbial turnover.,e.g. MICtrn[1] = MIC_1^densDep * turnover[1] * fPHYS[1] #MIC_1 turnover to PHYSICAL SOM,,,,,,,,,,,,, +0, fracNImport_r <<- 0 #No N import for r strategists (Tracer Tier only?),,,,,,,,,,,,,, +0.2, fracNImport_k <<- 0.2 #Only K strategists can import N (Tracer Tier only?),,,,,,,,,,,,,, +0.85,NUE(1),"microbial nitrogen use efficiency for N fluxes from LITmN or SOMaN into MICrN (0.85, mg mg-1)",,,,,,,,,,,,, +0.85,NUE(2),"microbial nitrogen use efficiency for N fluxes from LITsN into MICrN (0.85, mg mg-1)",,,,,,,,,,,,, +0.85,NUE(3),"microbial nitrogen use efficiency for N fluxes from LITmN or SOMaN into MICkN (0.85, mg mg-1)",,,,,,,,,,,,, +0.85,NUE(4),"microbial nitrogen use efficiency for N fluxes from LITsN into MICkN (0.85, mg mg-1)",,,,,,,,,,,,, +6, CNr,C:N of MICr,,,,,,,,,,,,, +10, CNk,C:N of MICk,,,,,,,,,,,,, +0.5,fracDINavailMIC,fraction of DIN available to Microbes,,,,,,,,,,,,, +0.40,cnModNum,adjusts microbial CN based on fmet CN*sqrt(cnModNum/fmet),,,,,,,,,,,,,, +Biome-Specific Parameters,,,,,,,,,,,,,,, +vegtype,SOM depth (cm),,,,,,,,,,,,,, +1,100,,,,,,,,,,,,,, +2,100,,,,,,,,,,,,,, +3,100,,,,,,,,,,,,,, +4,100,,,,,,,,,,,,,, +5,100,,,,,,,,,,,,,, +6,100,,,,,,,,,,,,,, +7,100,,,,,,,,,,,,,, +8,100,,,,,,,,,,,,,, +9,100,,,,,,,,,,,,,, +10,100,,,,,,,,,,,,,, +11,100,,,,,,,,,,,,,, +12,100,,,,,,,,,,,,,, +13,100,,,,,,,,,,,,,, +14,100,,,,,,,,,,,,,, +15,100,,,,,,,,,,,,,, +16,100,,,,,,,,,,,,,, +17,100,,,,,,,,,,,,,, +18,100,,,,,,,,,,,,,, +3,mimicsbiome%fWFunction (1=CASACNP; 2=MIMICS f(W)=1.0; 3=CORPSE),,,,,,,,,,,,,, diff --git a/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/pftlookup_igbp_updated4.csv b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/pftlookup_igbp_updated4.csv new file mode 100644 index 00000000..e84e273a --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/pftlookup_igbp_updated4.csv @@ -0,0 +1,235 @@ +IGBP vegetation type,,,,,,,,,,,,,,,,,,,, +IGBP,"(ice,water,urban:0)/grass:1/shrub:2/woody:3",,,,,,,,,,,,,,,,,,, +vegtype,,,,,,,,,,,,,,,,,,,, +1,3,Evergreen Needleleaf Forest,,,,,,,,,,,,,,,,,, +2,3,Evergreen Broadleaf Forest,,,,,,,,,,,,,,,,,, +3,3,Deciduous Needleleaf Forest,,,,,,,,,,,,,,,,,, +4,3,Deciduous Broadleaf Forest,,,,,,,,,,,,,,,,,, +5,3,Mixed forest,,,,,,,,,,,,,,,,,, +6,2,Close shrublands,,,,,,,,,,,,,,,,,, +7,2,Open shrublands,,,,,,,,,,,,,,,,,, +8,3,woody savannas,,,,,,,,,,,,,,,,,, +9,3,savannas,,,,,,,,,,,,,,,,,, +10,1,grasslands,,,,,,,,,,,,,,,,,, +11,0,permanent wetlands,,,,,,,,,,,,,,,,,, +12,1,croplands,,,,,,,,,,,,,,,,,, +13,0,urban and built-up ,,,,,,,,,,,,,,,,,, +14,1,cropland mosaic (as 12),,,,,,,,,,,,,,,,,, +15,0,permanent snow and ice ,,,,,,,,,,,,,,,,,, +16,1,barren or sparsely vegetated,,,,,,,,,,,,,,,,,, +17,0,"ice, water",,,,,,,,,,,,,,,,,, +18,1,tundra,,,,,,,,,,,,,,,,,, +nv1,Kroot,rootdepth,kuptake,Krootlen,KminN,Kuplabp,Fracherb,leaf age,wood age,froot age,met age,str age,cwd age,mic age,slow age,pass age,klabile,SLA,, +vegtype,1/m,m,,m/g C,gN/m2,gP/m2,,year,year,year,year,year,year,year,year,year,,,, +1,5.5,1.5,2,14.87804878,2,0.5,0.068,2,70,18,0.04,0.23,0.824,0.137,5,222.22,0.2,0.00718,, +2,3.9,1.5,1.9,14.38596491,2,0.5,0.406,1.5,60,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.01532,, +3,5.5,1.5,2,14.02597403,2,0.5,0.068,0.8,80,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.0231,, +4,3.9,1.5,2,18.94736842,2,0.5,0.134,0.8,40,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02646,, +5,2,1.5,2,16.71641791,2,0.5,0.137,1.2,50,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.01682,, +6,2,0.5,1.9,0,2,0.5,0,1,40,5,0.04,0.23,0.824,0.137,5,222.22,0.2,0.00992,, +7,2,0.5,1.8,32.30769231,2,0.5,0.022,1,40,5,0.04,0.23,0.824,0.137,5,222.22,0.2,0.00992,, +8,2,1.5,1.9,120.8,2,0.5,0.35,1.5,40,5,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026308333,, +9,2,1.5,1.9,120.8,2,0.5,0.35,1.5,40,3,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026156667,, +10,5.5,0.5,2,84,2,0.5,0.109,1,1,3,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026005,, +11,5.5,0.5,1.6,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02,, +12,5.5,0.5,1.6,120.5,2,0.5,0.14,1,1,0.884227423,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026005,, +13,2,0.5,1.8,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02,, +14,5.5,0.5,1.6,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026005,, +15,5.5,0.5,1.8,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02,, +16,2,0.5,1.8,30.76923077,2,0.5,0.01,1,5,4,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02447,, +17,5.5,1.5,1.8,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02,, +18,5.5,0.5,2,84,2,0.5,0.109,1,1,3,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026005,, +NV2,Calloc_leaf,Calloc_wood,Calloc_froot,rmleaf,rmwood,rmfroot,rmclabile,,,,,,,,,,,,, +vegtype,fraction,fraction,fraction,1/year,1/year,1/year,1/year,,,,,,,,,,,,, +1,0.42,0.33,0.25,0.1,6,6,0.5,,,,,,,,,,,,, +2,0.25,0.1,0.65,0.1,6,6,0.5,,,,,,,,,,,,, +3,0.4,0.3,0.3,0.1,6,6,0.5,,,,,,,,,,,,, +4,0.3,0.2,0.5,0.1,6,6,0.5,,,,,,,,,,,,, +5,0.35,0.4,0.25,0.1,6,6,0.5,,,,,,,,,,,,, +6,0.52,0.15,0.33,0.1,6,6,0.5,,,,,,,,,,,,, +7,0.4,0.15,0.45,0.1,6,6,0.5,,,,,,,,,,,,, +8,0.3,0.1,0.6,0.1,6,6,0.5,,,,,,,,,,,,, +9,0.2,0.1,0.7,0.1,6,6,0.5,,,,,,,,,,,,, +10,0.3,0,0.7,0.1,1,10,0.5,,,,,,,,,,,,, +11,0.5,0,0.5,0.1,1,10,0.5,,,,,,,,,,,,, +12,0.3,0,0.7,0.1,1,10,0.5,,,,,,,,,,,,, +13,0.5,0,0.5,0.1,1,10,0.5,,,,,,,,,,,,, +14,0.35,0,0.65,0.1,1,10,0.5,,,,,,,,,,,,, +15,0.5,0,0.5,0.1,1,10,0.5,,,,,,,,,,,,, +16,0.2,0.2,0.6,0.1,1,10,0.5,,,,,,,,,,,,, +17,0.6,0.4,0,0.1,1,10,0.5,,,,,,,,,,,,, +18,0.3,0,0.7,0.1,1,10,0.5,,,,,,,,,,,,, +nv3,C:N leaf ,C:N wood,C:N froot,Ntrans_leaf,Ntrans_wood,Ntrans_frt,lignin leaf,lignin CWD,lignin froot,C:N mic,C:N slow,C:N pass,C:Nmic_min,C:Nslow_min,C:Npass_min,C:Nmic_max,C:Nslow_max,C:Npass_max,Laimax,Laimin +vegtype,gc/gn,g C/gN,gC/gN,fraction,fraction,fraction,g lignin/gC,g lignin/gC,g lignin/gC,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,m2/m2,m2/m2 +1,50,250,78,0.5,0.95,0.9,0.25,0.4,0.25,8,16.1,16.1,5.4,26.91,26.91,8,30,30,7,3 +2,25,150,68,0.5,0.95,0.9,0.2,0.4,0.2,8,12.8,12.8,7.71,13.54,13.54,8,30,30,7,3 +3,60,250,41,0.5,0.95,0.9,0.2,0.4,0.2,8,24.8,24.8,7.11,26.91,26.91,8,30,30,7,0.5 +4,50,175,41,0.5,0.95,0.9,0.2,0.4,0.2,8,30,30,6.69,16.2,16.2,8,30,30,7,0.5 +5,50,175,41,0.5,0.95,0.9,0.22,0.4,0.22,8,10.1,10.1,6.045,21.555,21.555,8,30,30,7,0.5 +6,45,150,41,0.5,0.95,0.9,0.2,0.4,0.2,8,19.3,19.3,6.17,16.63,16.63,8,20,20,3,0.5 +7,40,150,41,0.5,0.95,0.9,0.2,0.4,0.2,8,19.3,19.3,6.17,16.63,16.63,8,20,20,3,0.1 +8,25,150,41,0.5,0.95,0.9,0.15,0.4,0.15,8,15,15,6.403333333,14.915,14.915,8,28.33333333,28.33333333,4,0.5 +9,25,150,41,0.5,0.95,0.9,0.15,0.4,0.15,8,15,15,6.116666667,13.63,13.63,8,26.66666667,26.66666667,4,0.3 +10,50,150,41,0.5,0.95,0.9,0.1,0.4,0.1,8,13.1,13.1,5.83,12.345,12.345,8,25,25,3,0.2 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+,xnpmax,q01soil,xkoplitter,xkoptsoil,prodptase,cosnpup,maxfineL,maxcwd,nintercept,"nslope(only this will be optimized, not the intercept)",,,,,,,,,, +vegtype,unitless,unitless,unitless,unitless,??,gN/gP,gC/m2,gC/m2,micromol/m2/s,micromol/m2/s/(gN/m2),,,,,,,,,, +1,1.51086,1.72,0.33,0.33,0.5,40,1524,1795,3.16,9.07,,,,,,,,,, +2,1.27916,1.72,0.6,0.6,0.2,25,384,613,4.19,26.19,,,,,,,,,, +3,1.59108,1.72,0.15,0.15,0.5,40,1527,1918,6.32,18.15,,,,,,,,,, +4,1.42066584,1.72,0.6,0.6,0.5,40,887,1164,5.73,29.81,,,,,,,,,, +5,1.422381577,1.72,0.4,0.495,0.5,40,1205.5,1479.5,4.445,19.44,,,,,,,,,, +6,1.422381577,1.72,0.4,0.5,0.5,40,157,107,14.71,23.15,,,,,,,,,, +7,1.358075681,1.72,0.4,0.10343498,0.5,40,157,107,14.71,23.15,,,,,,,,,, +8,1.303616589,1.72,0.4,0.46494,0.5,25,689,884,5.96,28.36666667,,,,,,,,,, +9,1.259345709,1.72,0.4,0.168633,0.5,25,491,604,6.19,26.92333333,,,,,,,,,, +10,1.45621905,1.72,0.4,0.25,0.5,40,293,324,6.42,25.48,,,,,,,,,, +11,1.45621905,1.72,0.4,1,0.5,40,100,100,14.71,23.15,,,,,,,,,, +12,1.210382326,1.72,0.4,10,0.5,40,380,455.5,9.71,41.19,,,,,,,,,, +13,1.39965,1.72,0.4,0.5,0.5,40,100,100,12.80014,20.14434,,,,,,,,,, +14,1.210382326,1.72,0.4,0.5,0.5,40,380,455.5,9.71,41.19,,,,,,,,,, +15,1,1.72,0.4,1,0.5,40,100,100,14.71,23.15,,,,,,,,,, +16,1,1.72,2,2,0.5,40,83,23,14.71,23.15,,,,,,,,,, +17,1,1.72,0.4,1,0.5,40,100,100,14.71,23.15,,,,,,,,,, +18,1.45621905,1.72,0.4,0.25,0.5,40,293,324,6.42,25.48,,,,,,,,,, diff --git a/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/pftlookup_igbp_updated4_AD.csv b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/pftlookup_igbp_updated4_AD.csv new file mode 100644 index 00000000..22f6bb75 --- /dev/null +++ b/GRID_CN/MIMICS_mod5_GSWP3_KO4_push/pftlookup_igbp_updated4_AD.csv @@ -0,0 +1,235 @@ +IGBP vegetation type,,,,,,,,,,,,,,,,,,,, +IGBP,"(ice,water,urban:0)/grass:1/shrub:2/woody:3",,,,,,,,,,,,,,,,,,, +vegtype,,,,,,,,,,,,,,,,,,,, +1,3,Evergreen Needleleaf Forest,,,,,,,,,,,,,,,,,, +2,3,Evergreen Broadleaf Forest,,,,,,,,,,,,,,,,,, +3,3,Deciduous Needleleaf Forest,,,,,,,,,,,,,,,,,, +4,3,Deciduous Broadleaf Forest,,,,,,,,,,,,,,,,,, +5,3,Mixed forest,,,,,,,,,,,,,,,,,, +6,2,Close shrublands,,,,,,,,,,,,,,,,,, +7,2,Open shrublands,,,,,,,,,,,,,,,,,, +8,3,woody savannas,,,,,,,,,,,,,,,,,, +9,3,savannas,,,,,,,,,,,,,,,,,, +10,1,grasslands,,,,,,,,,,,,,,,,,, +11,0,permanent wetlands,,,,,,,,,,,,,,,,,, +12,1,croplands,,,,,,,,,,,,,,,,,, +13,0,urban and built-up ,,,,,,,,,,,,,,,,,, +14,1,cropland mosaic (as 12),,,,,,,,,,,,,,,,,, +15,0,permanent snow and ice ,,,,,,,,,,,,,,,,,, +16,1,barren or sparsely vegetated,,,,,,,,,,,,,,,,,, +17,0,"ice, water",,,,,,,,,,,,,,,,,, +18,1,tundra,,,,,,,,,,,,,,,,,, +nv1,Kroot,rootdepth,kuptake,Krootlen,KminN,Kuplabp,Fracherb,leaf age,wood age,froot age,met age,str age,cwd age,mic age,slow age,pass age,klabile,SLA,, +vegtype,1/m,m,,m/g C,gN/m2,gP/m2,,year,year,year,year,year,year,year,year,year,,,, +1,5.5,1.5,2,14.87804878,2,0.5,0.068,2,70,18,0.04,0.23,0.824,0.137,5,22.222,0.2,0.00718,, +2,3.9,1.5,1.9,14.38596491,2,0.5,0.406,1.5,60,10,0.04,0.23,0.824,0.137,5,22.222,0.2,0.01532,, +3,5.5,1.5,2,14.02597403,2,0.5,0.068,0.8,80,10,0.04,0.23,0.824,0.137,5,22.222,0.2,0.0231,, +4,3.9,1.5,2,18.94736842,2,0.5,0.134,0.8,40,10,0.04,0.23,0.824,0.137,5,22.222,0.2,0.02646,, +5,2,1.5,2,16.71641791,2,0.5,0.137,1.2,50,10,0.04,0.23,0.824,0.137,5,22.222,0.2,0.01682,, +6,2,0.5,1.9,0,2,0.5,0,1,40,5,0.04,0.23,0.824,0.137,5,22.222,0.2,0.00992,, +7,2,0.5,1.8,32.30769231,2,0.5,0.022,1,40,5,0.04,0.23,0.824,0.137,5,22.222,0.2,0.00992,, +8,2,1.5,1.9,120.8,2,0.5,0.35,1.5,40,5,0.04,0.23,0.824,0.137,5,22.222,0.2,0.026308333,, +9,2,1.5,1.9,120.8,2,0.5,0.35,1.5,40,3,0.04,0.23,0.824,0.137,5,22.222,0.2,0.026156667,, +10,5.5,0.5,2,84,2,0.5,0.109,1,1,3,0.04,0.23,0.824,0.137,5,22.222,0.2,0.026005,, +11,5.5,0.5,1.6,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,22.222,0.2,0.02,, +12,5.5,0.5,1.6,120.5,2,0.5,0.14,1,1,0.884227423,0.04,0.23,0.824,0.137,5,22.222,0.2,0.026005,, +13,2,0.5,1.8,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,22.222,0.2,0.02,, +14,5.5,0.5,1.6,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,22.222,0.2,0.026005,, +15,5.5,0.5,1.8,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,22.222,0.2,0.02,, +16,2,0.5,1.8,30.76923077,2,0.5,0.01,1,5,4,0.04,0.23,0.824,0.137,5,22.222,0.2,0.02447,, +17,5.5,1.5,1.8,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,22.222,0.2,0.02,, +18,5.5,0.5,2,84,2,0.5,0.109,1,1,3,0.04,0.23,0.824,0.137,5,22.222,0.2,0.026005,, +NV2,Calloc_leaf,Calloc_wood,Calloc_froot,rmleaf,rmwood,rmfroot,rmclabile,,,,,,,,,,,,, +vegtype,fraction,fraction,fraction,1/year,1/year,1/year,1/year,,,,,,,,,,,,, +1,0.42,0.33,0.25,0.1,6,6,0.5,,,,,,,,,,,,, +2,0.25,0.1,0.65,0.1,6,6,0.5,,,,,,,,,,,,, +3,0.4,0.3,0.3,0.1,6,6,0.5,,,,,,,,,,,,, +4,0.3,0.2,0.5,0.1,6,6,0.5,,,,,,,,,,,,, +5,0.35,0.4,0.25,0.1,6,6,0.5,,,,,,,,,,,,, +6,0.52,0.15,0.33,0.1,6,6,0.5,,,,,,,,,,,,, +7,0.4,0.15,0.45,0.1,6,6,0.5,,,,,,,,,,,,, +8,0.3,0.1,0.6,0.1,6,6,0.5,,,,,,,,,,,,, +9,0.2,0.1,0.7,0.1,6,6,0.5,,,,,,,,,,,,, +10,0.3,0,0.7,0.1,1,10,0.5,,,,,,,,,,,,, +11,0.5,0,0.5,0.1,1,10,0.5,,,,,,,,,,,,, +12,0.3,0,0.7,0.1,1,10,0.5,,,,,,,,,,,,, +13,0.5,0,0.5,0.1,1,10,0.5,,,,,,,,,,,,, +14,0.35,0,0.65,0.1,1,10,0.5,,,,,,,,,,,,, +15,0.5,0,0.5,0.1,1,10,0.5,,,,,,,,,,,,, +16,0.2,0.2,0.6,0.1,1,10,0.5,,,,,,,,,,,,, +17,0.6,0.4,0,0.1,1,10,0.5,,,,,,,,,,,,, +18,0.3,0,0.7,0.1,1,10,0.5,,,,,,,,,,,,, +nv3,C:N leaf ,C:N wood,C:N froot,Ntrans_leaf,Ntrans_wood,Ntrans_frt,lignin leaf,lignin CWD,lignin froot,C:N mic,C:N slow,C:N pass,C:Nmic_min,C:Nslow_min,C:Npass_min,C:Nmic_max,C:Nslow_max,C:Npass_max,Laimax,Laimin +vegtype,gc/gn,g C/gN,gC/gN,fraction,fraction,fraction,g lignin/gC,g lignin/gC,g lignin/gC,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,m2/m2,m2/m2 +1,50,250,78,0.5,0.95,0.9,0.25,0.4,0.25,8,16.1,16.1,5.4,26.91,26.91,8,30,30,7,3 +2,25,150,68,0.5,0.95,0.9,0.2,0.4,0.2,8,12.8,12.8,7.71,13.54,13.54,8,30,30,7,3 +3,60,250,41,0.5,0.95,0.9,0.2,0.4,0.2,8,24.8,24.8,7.11,26.91,26.91,8,30,30,7,0.5 +4,50,175,41,0.5,0.95,0.9,0.2,0.4,0.2,8,30,30,6.69,16.2,16.2,8,30,30,7,0.5 +5,50,175,41,0.5,0.95,0.9,0.22,0.4,0.22,8,10.1,10.1,6.045,21.555,21.555,8,30,30,7,0.5 +6,45,150,41,0.5,0.95,0.9,0.2,0.4,0.2,8,19.3,19.3,6.17,16.63,16.63,8,20,20,3,0.5 +7,40,150,41,0.5,0.95,0.9,0.2,0.4,0.2,8,19.3,19.3,6.17,16.63,16.63,8,20,20,3,0.1 +8,25,150,41,0.5,0.95,0.9,0.15,0.4,0.15,8,15,15,6.403333333,14.915,14.915,8,28.33333333,28.33333333,4,0.5 +9,25,150,41,0.5,0.95,0.9,0.15,0.4,0.15,8,15,15,6.116666667,13.63,13.63,8,26.66666667,26.66666667,4,0.3 +10,50,150,41,0.5,0.95,0.9,0.1,0.4,0.1,8,13.1,13.1,5.83,12.345,12.345,8,25,25,3,0.2 +11,30,150,41,0.5,0.95,0.9,0.15,0.4,0.15,8,13.1,13.1,6.51,14.06,14.06,8,20,20,5,0.1 +12,50,125,41,0.5,0.95,0.9,0.2,0.4,0.2,8,13.2,13.2,6.34,12.385,12.385,8,20,20,6,0.5 +13,40,150,41,0.5,0.95,0.9,0.15,0.4,0.15,8,20,20,6.51,14.06,14.06,8,20,20,6,0.5 +14,30,125,41,0.5,0.95,0.9,0.1,0.4,0.1,8,20,20,6.34,12.385,12.385,8,20,20,6,0.5 +15,40,150,41,0.5,0.95,0.9,0.1,0.4,0.1,8,20,20,6.51,14.06,14.06,8,20,20,0,0 +16,40,150,41,0.5,0.95,0.9,0.15,0.4,0.15,8,26.8,26.8,6.51,14.06,14.06,8,20,20,1,0.05 +17,40,135,41,0.5,0.95,0.9,0.25,0.4,0.25,8,20,20,6.51,14.06,14.06,8,20,20,1,0.1 +18,47.6,150,41,0.5,0.95,0.9,0.166,0.4,0.166,8,13.1,13.1,5.83,12.345,12.345,8,25,25,3,0.2 +,Leaf C,Wood C,Froot C,met C,str C,CWD C,mic C,slow C,pass C,,,,,,,,,,, +vegtype,g C/m2,g C/m2,g C/m2,g C/m2,g C/m2,g C/m2,g C/m2,g C/m2,g C/m2,,,,,,,,,,, +1,384.6036921,7865.396308,250,6.577021277,209.172766,606.0255319,528.6639776,13795.93978,4425.396244,,,,,,,,,,, +2,273,11451,2586,44.6345733,433.7625821,1150.76477,11.37765442,311.8092321,13201.81311,,,,,,,,,,, +3,96.59813663,5683.401863,220,7.127118644,277.7733051,776.7330508,597.0785149,16121.1199,5081.801584,,,,,,,,,,, +4,150.2637681,10833.73623,220,10.9779661,312.5491525,888.5694915,405.5553953,11153.25218,5041.19242,,,,,,,,,,, +5,166.5076575,9583.492343,250,14.56340426,377.7089362,1060.544681,467.4272937,11896.79405,5485.778656,,,,,,,,,,, +6,0,0,0,3.22937365,39.44449244,111.5863931,0,0,0,,,,,,,,,,, +7,88,372,140,3.22937365,39.44449244,111.5863931,168.0450549,4465.477951,1386.476994,,,,,,,,,,, +8,177.0965838,1972.903416,250,31.19319149,206.893617,813.0919149,174.5109109,4782.379293,2268.109796,,,,,,,,,,, +9,177.0965838,1972.903416,250,31.19319149,206.893617,813.0919149,174.5109109,4782.379293,2268.109796,,,,,,,,,,, +10,137.1714256,0,263,28.57245081,50.91091234,0,425.6431308,5694.436626,4179.920244,,,,,,,,,,, +11,0,0,0,0,0,0,0,0,0,,,,,,,,,,, +12,160,0,240,28.57245081,50.91091234,0,512.4247399,6855.438268,5032.136992,,,,,,,,,,, +13,0,0,0,0,0,0,0,0,0,,,,,,,,,,, +14,0,0,0,28.57245081,50.91091234,0,0.041324576,0.552857925,0.405817499,,,,,,,,,,, +15,0,0,0,0,0,0,0,0,0,,,,,,,,,,, +16,20,17,63,1.457746479,4.956338028,28.44084507,57.77584708,1325.052246,517.1719068,,,,,,,,,,, +17,0,0,0,0,0,0,0,0,0,,,,,,,,,,, +18,137.1714256,0,263,28.57245081,50.91091234,0,425.6431308,5694.436626,4179.920244,,,,,,,,,,, +IGBP:,Tkshed,xkleafcoldmax,xkleafcoldexp,xkleafdrymax,xkleafdryexp,,Tkchill,Tkwarm,GDD2stdy,nd2onset,nd2grow,nd2dorm,phena,phenb,,,,,, +vegtype,K,1/year,1/year,1/year,1/year,,K,K,DDK,day,day,day,??,??,phenc,,,,, +1,268,0.2,3,0.1,3,,273.15,268.15,200,30,15,10,667,-0.0304,68,,,,, +2,260,0.1,3,0.1,3,,260,260,200,30,15,10,667,-0.0304,0,,,,, +3,263.15,0.1,3,0.1,3,,273.15,268.15,200,30,15,10,667,-0.0304,0,,,,, +4,268.15,0.6,3,1,3,,273.15,268.15,200,30,15,10,667,-0.0304,0,,,,, +5,277.15,0.4,3,0.1,3,,273.15,268.15,200,30,15,10,854,-0.0172,0,,,,, +6,268.15,0.1,3,0.1,3,,273.15,268.15,100,30,15,10,638,-0.01,0,,,,, +7,277.15,1,3,0.1,3,,273.15,268.15,100,30,15,10,638,-0.01,68,,,,, +8,275.15,3,3,1.5,3,,273.15,268.15,100,30,15,10,638,-0.01,68,,,,, 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+9,20,20,15,15,15,15,0.5,0.95,0.9,,,,,,,,,,, +10,15,15,15,15,15,15,0.5,0.95,0.9,,,,,,,,,,, +11,15,15,15,15,15,15,0.5,0.95,0.9,,,,,,,,,,, +12,10,10,15,15,15,15,0.5,0.95,0.9,,,,,,,,,,, +13,10,10,15,15,15,15,0.5,0.95,0.9,,,,,,,,,,, +14,10,10,15,15,15,15,0.5,0.95,0.9,,,,,,,,,,, +15,10,10,15,15,15,15,0.5,0.95,0.9,,,,,,,,,,, +16,10,10,15,15,15,15,0.5,0.95,0.9,,,,,,,,,,, +17,10,10,15,15,15,15,0.5,0.95,0.9,,,,,,,,,,, +18,15,15,15,15,15,15,0.5,0.95,0.9,,,,,,,,,,, +,xkmlabp,xpsorbmax,xfpleach,N:Psoil,N:Psoil,N:Psoil,kplab,xkpsorb,kpocc,,,,,,,,,,, +soilorder,gP/m2,gP/m2,no_dimen,mic,slow,pass,1/year,1/year,1/year,,,,,,,,,,, +1,74.5408,439.46057,0.0005,0.00137,0.00002,0.00003,2.5,8,8,,,,,,,,,,, +2,68.1584,937.17798,0.0005,0.00137,0.00002,0.00003,2.5,8,8,,,,,,,,,,, +3,77.952,915.3808,0.0005,0.00137,0.00001,0.00003,2.5,8,8,,,,,,,,,,, +4,64.41918,600.88434,0.0005,0.00137,0.00001,0.00003,2.5,8,8,,,,,,,,,,, +5,64.41918,446.90811,0.0005,0.00137,0.00002,0.00003,2.5,8,8,,,,,,,,,,, +6,70.5856,160.58224,0.0005,0.00137,0.00002,0.00003,2.5,8,8,,,,,,,,,,, +7,64.5888,249.53581,0.0005,0.00137,0.00002,0.00003,2.5,8,8,,,,,,,,,,, +8,54.1692,461.30975,0.0005,0.00137,0.00002,0.00003,2.5,8,8,,,,,,,,,,, +9,9.7704,43.63956,0.0005,0.00137,0.00003,0.00003,2.5,8,8,,,,,,,,,,, +10,28.29,175.49261,0.0005,0.00137,0.00002,0.00003,2.5,8,8,,,,,,,,,,, +11,63.963,227.50909,0.0005,0.00137,0.00003,0.00003,2.5,8,8,,,,,,,,,,, +12,32.402,377.26175,0.0005,0.00137,0.00002,0.00003,2.5,8,8,,,,,,,,,,, +,Pleaf,Pwood,Pfroot,Pmet,Pstr,Pcwd,Pmic,Pslow,Ppass,Plab,Psorb,Pocc,,,,,,,, +vegtype,gP/m2,gP/m2,gP/m2,gP/m2,gP/m2,gP/m2,gP/m2,gP/m2,gP/m2,gP/m2,gP/m2,gP/m2,,,,,,,, +1,0.1916475,0.953978667,0.076659,0.004384681,0.069724255,0.101004255,6.872631709,119.5648114,38.35343411,26.737,126.73,138.571,,,,,,,, +2,0.415,5.88,1.95,0.029756382,0.144587527,0.191794128,0.147909507,2.702346678,114.4157136,19.947,92.263,120.374,,,,,,,, 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+10,0.15125,0,0.15125,0.019048301,0.016970304,0,5.5333607,49.35178409,36.22597545,25.538,186.207,145.163,,,,,,,, +11,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,,, +12,0.15125,0,0.15125,0.019048301,0.016970304,0,6.661521619,59.41379831,43.61185394,27.729,155.518,158.884,,,,,,,, +13,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,,, +14,0.15125,0,0.15125,0.019048301,0.016970304,0,0.00053722,0.004791435,0.003517085,0,0,0,,,,,,,, +15,0,0,0,0,0,0,0,0,0,0.103,1.176,0.688,,,,,,,, +16,0.007,0,0.00875,0.000971831,0.001652113,0,0.751086012,11.48378613,4.482156526,21.038,255.79,108.897,,,,,,,, +17,0,0,0,0,0,0,0,0,0,0,0,0,,,,,,,, +18,0.15125,0,0.15125,0.019048301,0.016970304,0,5.5333607,49.35178409,36.22597545,25.538,186.207,145.163,,,,,,,, +,xnpmax,q01soil,xkoplitter,xkoptsoil,prodptase,cosnpup,maxfineL,maxcwd,nintercept,"nslope(only this will be optimized, not the intercept)",,,,,,,,,, +vegtype,unitless,unitless,unitless,unitless,??,gN/gP,gC/m2,gC/m2,micromol/m2/s,micromol/m2/s/(gN/m2),,,,,,,,,, +1,1.51086,1.72,0.33,0.33,0.5,40,1524,1795,3.16,9.07,,,,,,,,,, +2,1.27916,1.72,0.6,0.6,0.2,25,384,613,4.19,26.19,,,,,,,,,, +3,1.59108,1.72,0.15,0.15,0.5,40,1527,1918,6.32,18.15,,,,,,,,,, +4,1.42066584,1.72,0.6,0.6,0.5,40,887,1164,5.73,29.81,,,,,,,,,, +5,1.422381577,1.72,0.4,0.495,0.5,40,1205.5,1479.5,4.445,19.44,,,,,,,,,, +6,1.422381577,1.72,0.4,0.5,0.5,40,157,107,14.71,23.15,,,,,,,,,, +7,1.358075681,1.72,0.4,0.10343498,0.5,40,157,107,14.71,23.15,,,,,,,,,, +8,1.303616589,1.72,0.4,0.46494,0.5,25,689,884,5.96,28.36666667,,,,,,,,,, +9,1.259345709,1.72,0.4,0.168633,0.5,25,491,604,6.19,26.92333333,,,,,,,,,, +10,1.45621905,1.72,0.4,0.25,0.5,40,293,324,6.42,25.48,,,,,,,,,, +11,1.45621905,1.72,0.4,1,0.5,40,100,100,14.71,23.15,,,,,,,,,, +12,1.210382326,1.72,0.4,10,0.5,40,380,455.5,9.71,41.19,,,,,,,,,, +13,1.39965,1.72,0.4,0.5,0.5,40,100,100,12.80014,20.14434,,,,,,,,,, +14,1.210382326,1.72,0.4,0.5,0.5,40,380,455.5,9.71,41.19,,,,,,,,,, +15,1,1.72,0.4,1,0.5,40,100,100,14.71,23.15,,,,,,,,,, +16,1,1.72,2,2,0.5,40,83,23,14.71,23.15,,,,,,,,,, +17,1,1.72,0.4,1,0.5,40,100,100,14.71,23.15,,,,,,,,,, +18,1.45621905,1.72,0.4,0.25,0.5,40,293,324,6.42,25.48,,,,,,,,,, \ No newline at end of file diff --git a/GRID_CN/co2delta_control.txt b/GRID_CN/co2delta_control.txt new file mode 100644 index 00000000..637bf81a --- /dev/null +++ b/GRID_CN/co2delta_control.txt @@ -0,0 +1,2 @@ +CO2 ppm, dtSoil, dtAir, year to start, NPP_mult +360.0 0.0 0.0 10000 1.0 diff --git a/GRID_CN/daily_to_annual.ncl b/GRID_CN/daily_to_annual.ncl new file mode 100644 index 00000000..b9fc74af --- /dev/null +++ b/GRID_CN/daily_to_annual.ncl @@ -0,0 +1,36 @@ +; averages and concatinates daily output into annual files + + +begin + + dir = (/"/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN/OUTPUT_CN/HIST/"/) +; dir = (/"/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN/OUTPUT_CN/SSP370/"/) + yrStrt = 1901 + yrLast = 2014 + year = ispan(yrStrt, yrLast, 1) + nyear = dimsizes(year) + + print(dir) + + do y = 0, nyear-1 + YEAR = year(y) + ncocmd="ncra -O "+dir+"casaclm_pool_flux_"+YEAR+"_daily.nc "+dir+"casaclm_pool_flux_"+YEAR+"_ann.nc" + system (ncocmd) + + ncocmd="ncra -O "+dir+"mimics_pool_flux_"+YEAR+"_daily.nc "+dir+"mimics_pool_flux_"+YEAR+"_ann.nc" + system (ncocmd) + print("finished "+YEAR) + end do + + ncocmd = "ncrcat -O "+dir+"casaclm_pool_flux_????_ann.nc "+dir+"ann_casaclm_pool_flux_"+yrStrt+"_"+yrLast+".nc" + system (ncocmd) + + ncocmd = "ncrcat -O "+dir+"mimics_pool_flux_????_ann.nc "+dir+"ann_mimics_pool_flux_"+yrStrt+"_"+yrLast+".nc" + system (ncocmd) + + ncocmd = "rm "+dir+"*_pool_flux_????_ann.nc" + system (ncocmd) + print("finished annual averaging and cat files") + +end + diff --git a/GRID_CN/daily_to_annual_cas.ncl b/GRID_CN/daily_to_annual_cas.ncl new file mode 100644 index 00000000..b5f9da77 --- /dev/null +++ b/GRID_CN/daily_to_annual_cas.ncl @@ -0,0 +1,36 @@ +; averages and concatinates daily output into annual files + + +begin + +; dir = (/"/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/CASACNP_mod4_Conly/OUTPUT_C/SSP370/"/) + dir = (/"/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/CASACNP_mod5_GSWP3_exudate0_cwdN/OUTPUT_CN/SSP370/"/) +; dir = (/"/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/CASACNP_mod5_GSWP3_Conly/OUTPUT_C/SSP370/"/) + yrStrt = 2015 + yrLast = 2100 + year = ispan(yrStrt, yrLast, 1) + nyear = dimsizes(year) + + print(dir) + + do y = 0, nyear-1 + YEAR = year(y) + ncocmd="ncra -O "+dir+"casaclm_pool_flux_"+YEAR+"_daily.nc "+dir+"casaclm_pool_flux_"+YEAR+"_ann.nc" + system (ncocmd) + + system (ncocmd) + print("finished "+YEAR) + end do + + ncocmd = "ncrcat -O "+dir+"casaclm_pool_flux_*_ann.nc "+dir+"ann_casaclm_pool_flux_"+yrStrt+"_"+yrLast+".nc" + system (ncocmd) + + ncocmd = "ncrcat -O "+dir+"mimics_pool_flux_????_ann.nc "+dir+"ann_mimics_pool_flux_"+yrStrt+"_"+yrLast+".nc" + system (ncocmd) + + ncocmd = "rm "+dir+"*_pool_flux_????_ann.nc" + system (ncocmd) + print("finished annual averaging and cat files") + +end + diff --git a/GRID_CN/gridinfo_igbpz_CLM5_GSWP3.csv b/GRID_CN/gridinfo_igbpz_CLM5_GSWP3.csv new file mode 100644 index 00000000..b8a6e514 --- /dev/null +++ b/GRID_CN/gridinfo_igbpz_CLM5_GSWP3.csv @@ -0,0 +1,4264 @@ +ijcam,lat,lon,ivt_igbp,ist,iso,landarea,Ndep,Nfix,Pwea,Pdust,doyP1,doyP2,doyP3,doyP4,Phase(1),ivcasa,ilat,ilon + 10, -72.95, 0.00, 15, 1, 1, 17175409664.0000, 0.00178, 0.10000, 0.00000, 0.00000, -99, -99, -99, -99, -99, -99, 10, 1, + 12, -69.16, 0.00, 17, 1, 1, 2480204288.0000, 0.00389, 0.10000, 0.00000, 0.00000, -99, -99, -99, -99, -99, -99, 12, 1, + 51, 4.74, 0.00, 17, 1, 1, 6659755520.0000, 0.31982, 0.10000, 0.00000, 0.00000, -99, -99, -99, -99, -99, -99, 51, 1, + 52, 6.63, 0.00, 8, 1, 1, 54444019712.0000, 0.52942, 0.10000, 0.00000, 0.00000, -99, -99, -99, -99, -99, -99, 52, 1, + 53, 8.53, 0.00, 8, 1, 1, 57921855488.0000, 0.49327, 0.10000, 0.00000, 0.00000, -99, 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274 272 288 81 271 280 281 188 270 81 88 76 79 89 213 79 83 91 86 77 213 2 2 2 2 0 2 2 2 2 2 0 +-31.75 282 273 271 288 75 270 279 280 180 270 75 85 76 79 90 212 80 82 90 83 76 212 2 2 2 2 0 2 2 2 2 2 0 +-32.25 279 272 270 287 68 266 276 279 174 269 68 81 75 77 92 211 79 82 89 83 75 211 2 2 2 2 0 2 2 2 2 2 0 +-32.75 273 270 269 287 61 263 274 276 173 267 61 77 73 75 92 208 77 80 88 83 72 208 2 2 2 2 0 2 2 2 2 2 0 +-33.25 273 269 268 286 52 260 271 274 172 266 52 79 73 72 92 207 77 79 87 83 69 207 2 2 2 2 0 2 2 2 2 2 0 +-33.75 274 269 268 284 41 258 269 271 177 264 41 73 73 71 93 199 78 79 82 83 65 199 2 2 2 2 0 2 2 2 2 2 0 +-34.25 277 268 268 284 33 256 266 270 182 261 33 73 73 68 90 198 78 78 81 83 63 198 2 2 2 2 0 2 2 2 2 2 0 +-34.75 270 267 267 283 23 252 263 262 187 260 23 69 72 68 87 197 76 77 79 83 62 197 2 2 2 2 0 2 2 2 2 2 0 +-35.25 273 265 267 282 14 250 260 261 193 258 14 68 69 66 86 193 59 72 75 21 61 193 2 2 2 2 0 2 2 2 2 2 0 +-35.75 272 264 267 281 7 248 257 261 194 256 7 68 64 64 86 191 41 66 74 21 59 191 2 2 2 2 0 2 2 2 2 2 0 +-36.25 276 262 267 281 363 247 255 259 196 253 363 68 59 62 85 187 41 60 72 21 54 187 2 2 2 2 2 2 2 2 2 2 2 +-36.75 272 259 267 281 347 247 251 262 198 253 347 68 58 60 84 181 33 52 70 21 51 181 2 2 2 2 2 2 2 2 2 2 2 +-37.25 273 257 266 277 329 246 247 260 199 253 329 67 53 58 83 171 28 45 68 21 50 171 2 2 2 2 2 2 2 2 2 2 2 +-37.75 270 255 266 275 310 250 247 258 199 251 310 69 48 57 80 160 30 40 61 21 49 160 2 2 2 2 2 2 2 2 2 2 2 +-38.25 274 255 266 271 307 252 247 260 202 249 307 67 45 56 78 151 30 35 59 21 47 151 2 2 2 2 2 2 2 2 2 2 2 +-38.75 273 253 265 263 304 252 248 260 202 248 304 67 43 55 75 141 30 32 58 14 44 141 2 2 2 2 2 2 2 2 2 2 2 +-39.25 274 254 265 260 299 252 246 255 201 238 299 66 40 53 72 141 32 30 56 14 40 141 2 2 2 2 2 2 2 2 2 2 2 +-39.75 275 253 265 257 293 250 243 250 205 236 293 65 38 52 67 136 32 26 53 14 36 136 2 2 2 2 2 2 2 2 2 2 2 +-40.25 276 254 266 256 288 250 242 246 211 234 288 64 36 50 65 133 35 25 53 11 30 133 2 2 2 2 2 2 2 2 2 2 2 +-40.75 277 255 266 254 285 251 242 245 217 232 285 64 34 49 61 128 33 27 53 11 20 128 2 2 2 2 2 2 2 2 2 2 2 +-41.25 279 256 267 253 280 252 242 244 217 232 280 65 33 49 58 116 35 25 52 15 16 116 2 2 2 2 2 2 2 2 2 2 2 +-41.75 280 256 267 253 278 252 242 244 217 234 278 62 34 49 56 108 35 27 52 18 16 108 2 2 2 2 2 2 2 2 2 2 2 +-42.25 281 257 267 255 276 253 243 245 218 235 276 60 35 49 53 107 37 30 55 21 25 107 2 2 2 2 2 2 2 2 2 2 2 +-42.75 281 258 265 257 272 253 245 247 220 238 272 60 36 51 58 107 39 32 56 27 32 107 2 2 2 2 2 2 2 2 2 2 2 +-43.25 284 260 265 257 268 255 247 256 224 238 268 62 37 50 57 99 39 33 54 30 32 99 2 2 2 2 2 2 2 2 2 2 2 +-43.75 282 262 267 258 263 256 249 258 229 238 263 62 38 51 55 83 41 35 55 35 32 83 2 2 2 2 2 2 2 2 2 2 2 +-44.25 279 263 268 260 264 258 252 260 234 237 264 61 41 52 55 64 43 37 55 35 32 64 2 2 2 2 2 2 2 2 2 2 2 +-44.75 274 266 268 261 265 261 255 263 237 240 265 59 44 53 54 64 44 40 53 39 37 64 2 2 2 2 2 2 2 2 2 2 2 +-45.25 282 271 271 265 263 266 260 265 237 240 263 59 46 55 56 64 48 44 53 39 37 64 2 2 2 2 2 2 2 2 2 2 2 +-45.75 280 276 274 267 263 270 265 265 244 240 263 59 50 56 56 56 52 48 53 39 37 56 2 2 2 2 2 2 2 2 2 2 2 +-46.25 280 276 274 268 262 271 267 266 251 243 262 59 52 56 55 44 53 49 53 39 34 44 2 2 2 2 2 2 2 2 2 2 2 +-46.75 280 277 275 269 262 272 268 266 253 245 262 59 51 55 53 41 53 51 50 41 31 41 2 2 2 2 2 2 2 2 2 2 2 +-47.25 280 279 277 272 263 273 271 266 260 249 263 59 51 56 55 38 53 52 48 44 29 38 2 2 2 2 2 2 2 2 2 2 2 +-47.75 280 280 278 276 265 276 274 268 267 260 265 59 52 56 57 35 55 56 45 43 29 35 2 2 2 2 2 2 2 2 2 2 2 +-48.25 280 282 280 278 267 278 276 269 269 263 267 59 51 56 58 34 56 60 46 43 32 34 2 2 2 2 2 2 2 2 2 2 2 +-48.75 280 282 281 279 268 279 278 271 271 266 268 59 51 56 58 30 56 60 44 46 33 30 2 2 2 2 2 2 2 2 2 2 2 +-49.25 280 283 282 281 269 280 279 272 273 269 269 59 51 55 58 28 55 60 42 47 36 28 2 2 2 2 2 2 2 2 2 2 2 +-49.75 280 284 284 282 270 282 281 274 275 271 270 59 51 55 58 32 56 60 41 48 38 32 2 2 2 2 2 2 2 2 2 2 2 +-50.25 280 286 285 284 272 284 283 276 277 273 272 59 52 56 59 32 56 60 41 50 38 32 2 2 2 2 2 2 2 2 2 2 2 +-50.75 280 288 286 285 273 286 285 278 278 273 273 59 53 56 59 31 57 59 42 50 38 31 2 2 2 2 2 2 2 2 2 2 2 +-51.25 280 289 288 287 275 287 287 279 278 273 275 59 53 56 57 34 56 58 42 50 38 34 2 2 2 2 2 2 2 2 2 2 2 +-51.75 280 290 289 289 276 288 288 280 278 273 276 59 54 56 58 34 57 60 42 50 38 34 2 2 2 2 2 2 2 2 2 2 2 +-52.25 280 290 290 290 276 289 289 280 278 273 276 59 54 56 58 35 57 60 42 50 38 35 2 2 2 2 2 2 2 2 2 2 2 +-52.75 280 290 290 290 276 289 289 280 278 273 276 59 54 56 58 35 57 60 42 50 38 35 2 2 2 2 2 2 2 2 2 2 2 +-53.25 280 290 290 290 276 289 289 280 278 273 276 59 54 56 58 35 57 60 42 50 38 35 2 2 2 2 2 2 2 2 2 2 2 +-53.75 280 290 290 290 276 289 289 280 278 273 276 59 54 56 58 35 57 60 42 50 38 35 2 2 2 2 2 2 2 2 2 2 2 +-54.25 280 290 290 290 276 289 289 280 278 273 276 59 54 56 58 35 57 60 42 50 38 35 2 2 2 2 2 2 2 2 2 2 2 +-54.75 280 290 290 290 276 289 289 280 278 273 276 59 54 56 58 35 57 60 42 50 38 35 2 2 2 2 2 2 2 2 2 2 2 +-55.25 280 290 290 290 276 289 289 280 278 273 276 59 54 56 58 35 57 60 42 50 38 35 2 2 2 2 2 2 2 2 2 2 2 diff --git a/GRID_CN/ncrcat_trans.txt b/GRID_CN/ncrcat_trans.txt new file mode 100644 index 00000000..a630b5a6 --- /dev/null +++ b/GRID_CN/ncrcat_trans.txt @@ -0,0 +1,44 @@ +; ---- CASA --------- +ncrcat casaclm_pool_flux_2* casaclm_pool_flux_2000_cat.nc & +ncrcat casaclm_pool_flux_190* casaclm_pool_flux_1910* casaclm_pool_flux_1900_cat.nc & +ncra casaclm_pool_flux_1900_cat.nc casaclm_pool_flux_1900_mean.nc & +ncra casaclm_pool_flux_2000_cat.nc casaclm_pool_flux_2000_mean.nc +ncdiff casaclm_pool_flux_2000_mean.nc casaclm_pool_flux_1900_mean.nc casaclm_pool_diff_mean.nc + +; ---- MIMICS ---- +ncrcat mimics_pool_flux_2* mimics_pool_flux_2000_cat.nc & +ncrcat mimics_pool_flux_190* mimics_pool_flux_1910* mimics_pool_flux_1900_cat.nc & +ncra mimics_pool_flux_1900_cat.nc mimics_pool_flux_1900_mean.nc & +ncra mimics_pool_flux_2000_cat.nc mimics_pool_flux_2000_mean.nc +ncdiff mimics_pool_flux_2000_mean.nc mimics_pool_flux_1900_mean.nc mimics_pool_diff_mean.nc + +; ---- CORPSE ---- +ncrcat corpse_pool_flux_2* corpse_pool_flux_2000_cat.nc & +ncrcat corpse_pool_flux_190* corpse_pool_flux_1910* corpse_pool_flux_1900_cat.nc +ncra corpse_pool_flux_1900_cat.nc corpse_pool_flux_1900_mean.nc & +ncra corpse_pool_flux_2000_cat.nc corpse_pool_flux_2000_mean.nc +ncdiff corpse_pool_flux_2000_mean.nc corpse_pool_flux_1900_mean.nc corpse_pool_diff_mean.nc + + +; for NEE fluxes +ncrcat -v cresp,cnpp casaclm_pool_flux_190?_daily.nc casaclm_pool_flux_1910_daily.nc nee_1900.nc +ncrcat -v cresp,cnpp casaclm_pool_flux_2???_daily.nc nee_2000.nc +ncap2 -A -s 'cas_nee=cresp-cnpp' nee_1900.nc nee_1900.nc +ncap2 -A -s 'cas_nee=cresp-cnpp' nee_2000.nc nee_2000.nc + +; copy flux file from casa to mimics directory, then... +ncrcat -A -v cHresp mimics_pool_flux_190?_daily.nc mimics_pool_flux_1910_daily.nc nee_1900.nc +ncrcat -A -v cHresp mimics_pool_flux_2???_daily.nc nee_2000.nc +ncap2 -A -s 'mim_nee=cHresp-cnpp' nee_1900.nc +ncap2 -A -s 'mim_nee=cHresp-cnpp' nee_2000.nc + +ncrcat -v LitterLayer_CO2,Soil_CO2 corpse_pool_flux_190?_daily.nc corpse_pool_flux_1910_daily.nc temp_1900.nc +ncap -s 'Soil_CO2=float(Soil_CO2);LitterLayer_CO2=float(LitterLayer_CO2);lat=float(lat);lon=float(lon);time=float(time)' temp_1900.nc temp2_1900.nc +ncks -A temp2_1900.nc nee_1900.nc +ncap2 -A -s 'cor_nee=LitterLayer_CO2+Soil_CO2-cnpp' nee_1900.nc + + +ncap2 -A -s 'cor_nee=LitterLayer_CO2+Soil_CO2-cnpp' nee_2000.nc + + + diff --git a/GRID_CN/pftlookup_igbp_updated4.csv b/GRID_CN/pftlookup_igbp_updated4.csv new file mode 100644 index 00000000..e84e273a --- /dev/null +++ b/GRID_CN/pftlookup_igbp_updated4.csv @@ -0,0 +1,235 @@ +IGBP vegetation type,,,,,,,,,,,,,,,,,,,, +IGBP,"(ice,water,urban:0)/grass:1/shrub:2/woody:3",,,,,,,,,,,,,,,,,,, +vegtype,,,,,,,,,,,,,,,,,,,, +1,3,Evergreen Needleleaf Forest,,,,,,,,,,,,,,,,,, +2,3,Evergreen Broadleaf Forest,,,,,,,,,,,,,,,,,, +3,3,Deciduous Needleleaf Forest,,,,,,,,,,,,,,,,,, +4,3,Deciduous Broadleaf Forest,,,,,,,,,,,,,,,,,, +5,3,Mixed forest,,,,,,,,,,,,,,,,,, +6,2,Close shrublands,,,,,,,,,,,,,,,,,, +7,2,Open shrublands,,,,,,,,,,,,,,,,,, +8,3,woody savannas,,,,,,,,,,,,,,,,,, +9,3,savannas,,,,,,,,,,,,,,,,,, +10,1,grasslands,,,,,,,,,,,,,,,,,, +11,0,permanent wetlands,,,,,,,,,,,,,,,,,, +12,1,croplands,,,,,,,,,,,,,,,,,, +13,0,urban and built-up ,,,,,,,,,,,,,,,,,, +14,1,cropland mosaic (as 12),,,,,,,,,,,,,,,,,, +15,0,permanent snow and ice ,,,,,,,,,,,,,,,,,, +16,1,barren or sparsely vegetated,,,,,,,,,,,,,,,,,, +17,0,"ice, water",,,,,,,,,,,,,,,,,, +18,1,tundra,,,,,,,,,,,,,,,,,, +nv1,Kroot,rootdepth,kuptake,Krootlen,KminN,Kuplabp,Fracherb,leaf age,wood age,froot age,met age,str age,cwd age,mic age,slow age,pass age,klabile,SLA,, +vegtype,1/m,m,,m/g C,gN/m2,gP/m2,,year,year,year,year,year,year,year,year,year,,,, +1,5.5,1.5,2,14.87804878,2,0.5,0.068,2,70,18,0.04,0.23,0.824,0.137,5,222.22,0.2,0.00718,, +2,3.9,1.5,1.9,14.38596491,2,0.5,0.406,1.5,60,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.01532,, +3,5.5,1.5,2,14.02597403,2,0.5,0.068,0.8,80,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.0231,, +4,3.9,1.5,2,18.94736842,2,0.5,0.134,0.8,40,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02646,, +5,2,1.5,2,16.71641791,2,0.5,0.137,1.2,50,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.01682,, +6,2,0.5,1.9,0,2,0.5,0,1,40,5,0.04,0.23,0.824,0.137,5,222.22,0.2,0.00992,, +7,2,0.5,1.8,32.30769231,2,0.5,0.022,1,40,5,0.04,0.23,0.824,0.137,5,222.22,0.2,0.00992,, +8,2,1.5,1.9,120.8,2,0.5,0.35,1.5,40,5,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026308333,, +9,2,1.5,1.9,120.8,2,0.5,0.35,1.5,40,3,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026156667,, +10,5.5,0.5,2,84,2,0.5,0.109,1,1,3,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026005,, +11,5.5,0.5,1.6,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02,, +12,5.5,0.5,1.6,120.5,2,0.5,0.14,1,1,0.884227423,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026005,, +13,2,0.5,1.8,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02,, +14,5.5,0.5,1.6,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026005,, +15,5.5,0.5,1.8,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02,, +16,2,0.5,1.8,30.76923077,2,0.5,0.01,1,5,4,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02447,, +17,5.5,1.5,1.8,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02,, +18,5.5,0.5,2,84,2,0.5,0.109,1,1,3,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026005,, +NV2,Calloc_leaf,Calloc_wood,Calloc_froot,rmleaf,rmwood,rmfroot,rmclabile,,,,,,,,,,,,, +vegtype,fraction,fraction,fraction,1/year,1/year,1/year,1/year,,,,,,,,,,,,, +1,0.42,0.33,0.25,0.1,6,6,0.5,,,,,,,,,,,,, +2,0.25,0.1,0.65,0.1,6,6,0.5,,,,,,,,,,,,, +3,0.4,0.3,0.3,0.1,6,6,0.5,,,,,,,,,,,,, +4,0.3,0.2,0.5,0.1,6,6,0.5,,,,,,,,,,,,, +5,0.35,0.4,0.25,0.1,6,6,0.5,,,,,,,,,,,,, +6,0.52,0.15,0.33,0.1,6,6,0.5,,,,,,,,,,,,, +7,0.4,0.15,0.45,0.1,6,6,0.5,,,,,,,,,,,,, +8,0.3,0.1,0.6,0.1,6,6,0.5,,,,,,,,,,,,, +9,0.2,0.1,0.7,0.1,6,6,0.5,,,,,,,,,,,,, +10,0.3,0,0.7,0.1,1,10,0.5,,,,,,,,,,,,, +11,0.5,0,0.5,0.1,1,10,0.5,,,,,,,,,,,,, +12,0.3,0,0.7,0.1,1,10,0.5,,,,,,,,,,,,, +13,0.5,0,0.5,0.1,1,10,0.5,,,,,,,,,,,,, +14,0.35,0,0.65,0.1,1,10,0.5,,,,,,,,,,,,, +15,0.5,0,0.5,0.1,1,10,0.5,,,,,,,,,,,,, +16,0.2,0.2,0.6,0.1,1,10,0.5,,,,,,,,,,,,, +17,0.6,0.4,0,0.1,1,10,0.5,,,,,,,,,,,,, +18,0.3,0,0.7,0.1,1,10,0.5,,,,,,,,,,,,, +nv3,C:N leaf ,C:N wood,C:N froot,Ntrans_leaf,Ntrans_wood,Ntrans_frt,lignin leaf,lignin CWD,lignin froot,C:N mic,C:N slow,C:N pass,C:Nmic_min,C:Nslow_min,C:Npass_min,C:Nmic_max,C:Nslow_max,C:Npass_max,Laimax,Laimin +vegtype,gc/gn,g C/gN,gC/gN,fraction,fraction,fraction,g lignin/gC,g lignin/gC,g lignin/gC,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,m2/m2,m2/m2 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savannas,,,,,,,,,,,,,,,,,, +9,3,savannas,,,,,,,,,,,,,,,,,, +10,1,grasslands,,,,,,,,,,,,,,,,,, +11,0,permanent wetlands,,,,,,,,,,,,,,,,,, +12,1,croplands,,,,,,,,,,,,,,,,,, +13,0,urban and built-up ,,,,,,,,,,,,,,,,,, +14,1,cropland mosaic (as 12),,,,,,,,,,,,,,,,,, +15,0,permanent snow and ice ,,,,,,,,,,,,,,,,,, +16,1,barren or sparsely vegetated,,,,,,,,,,,,,,,,,, +17,0,"ice, water",,,,,,,,,,,,,,,,,, +18,1,tundra,,,,,,,,,,,,,,,,,, +nv1,Kroot,rootdepth,kuptake,Krootlen,KminN,Kuplabp,Fracherb,leaf age,wood age,froot age,met age,str age,cwd age,mic age,slow age,pass age,klabile,SLA,, +vegtype,1/m,m,,m/g C,gN/m2,gP/m2,,year,year,year,year,year,year,year,year,year,,,, +1,5.5,1.5,2,14.87804878,2,0.5,0.068,2,70,18,0.04,0.23,0.824,0.137,5,22.222,0.2,0.00718,, +2,3.9,1.5,1.9,14.38596491,2,0.5,0.406,1.5,60,10,0.04,0.23,0.824,0.137,5,22.222,0.2,0.01532,, +3,5.5,1.5,2,14.02597403,2,0.5,0.068,0.8,80,10,0.04,0.23,0.824,0.137,5,22.222,0.2,0.0231,, 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+6,1.422381577,1.72,0.4,0.5,0.5,40,157,107,14.71,23.15,,,,,,,,,, +7,1.358075681,1.72,0.4,0.10343498,0.5,40,157,107,14.71,23.15,,,,,,,,,, +8,1.303616589,1.72,0.4,0.46494,0.5,25,689,884,5.96,28.36666667,,,,,,,,,, +9,1.259345709,1.72,0.4,0.168633,0.5,25,491,604,6.19,26.92333333,,,,,,,,,, +10,1.45621905,1.72,0.4,0.25,0.5,40,293,324,6.42,25.48,,,,,,,,,, +11,1.45621905,1.72,0.4,1,0.5,40,100,100,14.71,23.15,,,,,,,,,, +12,1.210382326,1.72,0.4,10,0.5,40,380,455.5,9.71,41.19,,,,,,,,,, +13,1.39965,1.72,0.4,0.5,0.5,40,100,100,12.80014,20.14434,,,,,,,,,, +14,1.210382326,1.72,0.4,0.5,0.5,40,380,455.5,9.71,41.19,,,,,,,,,, +15,1,1.72,0.4,1,0.5,40,100,100,14.71,23.15,,,,,,,,,, +16,1,1.72,2,2,0.5,40,83,23,14.71,23.15,,,,,,,,,, +17,1,1.72,0.4,1,0.5,40,100,100,14.71,23.15,,,,,,,,,, +18,1.45621905,1.72,0.4,0.25,0.5,40,293,324,6.42,25.48,,,,,,,,,, \ No newline at end of file diff --git a/GRID_CN/pftlookup_igbp_updated4_exud.csv b/GRID_CN/pftlookup_igbp_updated4_exud.csv new file mode 100644 index 00000000..81355b85 --- /dev/null +++ b/GRID_CN/pftlookup_igbp_updated4_exud.csv @@ -0,0 +1,255 @@ +IGBP vegetation type,,,,,,,,,,,,,,,,,,,, +IGBP,"(ice,water,urban:0)/grass:1/shrub:2/woody:3",,,,,,,,,,,,,,,,,,, +vegtype,,,,,,,,,,,,,,,,,,,, +1,3,Evergreen Needleleaf Forest,,,,,,,,,,,,,,,,,, +2,3,Evergreen Broadleaf Forest,,,,,,,,,,,,,,,,,, +3,3,Deciduous Needleleaf Forest,,,,,,,,,,,,,,,,,, +4,3,Deciduous Broadleaf Forest,,,,,,,,,,,,,,,,,, +5,3,Mixed forest,,,,,,,,,,,,,,,,,, +6,2,Close shrublands,,,,,,,,,,,,,,,,,, +7,2,Open shrublands,,,,,,,,,,,,,,,,,, +8,3,woody savannas,,,,,,,,,,,,,,,,,, +9,3,savannas,,,,,,,,,,,,,,,,,, +10,1,grasslands,,,,,,,,,,,,,,,,,, +11,0,permanent wetlands,,,,,,,,,,,,,,,,,, +12,1,croplands,,,,,,,,,,,,,,,,,, +13,0,urban and built-up ,,,,,,,,,,,,,,,,,, +14,1,cropland mosaic (as 12),,,,,,,,,,,,,,,,,, +15,0,permanent snow and ice ,,,,,,,,,,,,,,,,,, +16,1,barren or sparsely vegetated,,,,,,,,,,,,,,,,,, +17,0,"ice, water",,,,,,,,,,,,,,,,,, +18,1,tundra,,,,,,,,,,,,,,,,,, +nv1,Kroot,rootdepth,kuptake,Krootlen,KminN,Kuplabp,Fracherb,leaf age,wood age,froot age,met age,str age,cwd age,mic age,slow age,pass age,klabile,SLA,, +vegtype,1/m,m,,m/g C,gN/m2,gP/m2,,year,year,year,year,year,year,year,year,year,,,, +1,5.5,1.5,2,14.87804878,2,0.5,0.068,2,70,18,0.04,0.23,0.824,0.137,5,222.22,0.2,0.00718,, +2,3.9,1.5,1.9,14.38596491,2,0.5,0.406,1.5,60,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.01532,, +3,5.5,1.5,2,14.02597403,2,0.5,0.068,0.8,80,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.0231,, +4,3.9,1.5,2,18.94736842,2,0.5,0.134,0.8,40,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02646,, +5,2,1.5,2,16.71641791,2,0.5,0.137,1.2,50,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.01682,, +6,2,0.5,1.9,0,2,0.5,0,1,40,5,0.04,0.23,0.824,0.137,5,222.22,0.2,0.00992,, +7,2,0.5,1.8,32.30769231,2,0.5,0.022,1,40,5,0.04,0.23,0.824,0.137,5,222.22,0.2,0.00992,, +8,2,1.5,1.9,120.8,2,0.5,0.35,1.5,40,5,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026308333,, 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+2,273,11451,2586,44.6345733,433.7625821,1150.76477,11.37765442,311.8092321,13201.81311,,,,,,,,,,, +3,96.59813663,5683.401863,220,7.127118644,277.7733051,776.7330508,597.0785149,16121.1199,5081.801584,,,,,,,,,,, +4,150.2637681,10833.73623,220,10.9779661,312.5491525,888.5694915,405.5553953,11153.25218,5041.19242,,,,,,,,,,, +5,166.5076575,9583.492343,250,14.56340426,377.7089362,1060.544681,467.4272937,11896.79405,5485.778656,,,,,,,,,,, +6,0,0,0,3.22937365,39.44449244,111.5863931,0,0,0,,,,,,,,,,, +7,88,372,140,3.22937365,39.44449244,111.5863931,168.0450549,4465.477951,1386.476994,,,,,,,,,,, +8,177.0965838,1972.903416,250,31.19319149,206.893617,813.0919149,174.5109109,4782.379293,2268.109796,,,,,,,,,,, +9,177.0965838,1972.903416,250,31.19319149,206.893617,813.0919149,174.5109109,4782.379293,2268.109796,,,,,,,,,,, +10,137.1714256,0,263,28.57245081,50.91091234,0,425.6431308,5694.436626,4179.920244,,,,,,,,,,, +11,0,0,0,0,0,0,0,0,0,,,,,,,,,,, +12,160,0,240,28.57245081,50.91091234,0,512.4247399,6855.438268,5032.136992,,,,,,,,,,, +13,0,0,0,0,0,0,0,0,0,,,,,,,,,,, +14,0,0,0,28.57245081,50.91091234,0,0.041324576,0.552857925,0.405817499,,,,,,,,,,, +15,0,0,0,0,0,0,0,0,0,,,,,,,,,,, +16,20,17,63,1.457746479,4.956338028,28.44084507,57.77584708,1325.052246,517.1719068,,,,,,,,,,, +17,0,0,0,0,0,0,0,0,0,,,,,,,,,,, +18,137.1714256,0,263,28.57245081,50.91091234,0,425.6431308,5694.436626,4179.920244,,,,,,,,,,, +IGBP:,Tkshed,xkleafcoldmax,xkleafcoldexp,xkleafdrymax,xkleafdryexp,,Tkchill,Tkwarm,GDD2stdy,nd2onset,nd2grow,nd2dorm,phena,phenb,,,,,, +vegtype,K,1/year,1/year,1/year,1/year,,K,K,DDK,day,day,day,??,??,phenc,,,,, +1,268,0.2,3,0.1,3,,273.15,268.15,200,30,15,10,667,-0.0304,68,,,,, +2,260,0.1,3,0.1,3,,260,260,200,30,15,10,667,-0.0304,0,,,,, +3,263.15,0.1,3,0.1,3,,273.15,268.15,200,30,15,10,667,-0.0304,0,,,,, +4,268.15,0.6,3,1,3,,273.15,268.15,200,30,15,10,667,-0.0304,0,,,,, 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+,N/Cleafmi,N/Cleafmx,N/Cwdmin,N/Cwdmax,N/Cfrtmin,N/Cfrtmax,xNminloss,xNleach,nfixrate,,,,,,,,,,, +vegtype,g N/g C,g N/g C,g N/g C,g N/g C,g N/g C,g N/g C,fraction,1/year,gn/m2/yr,,,,,,,,,,, +1,0.02,0.024,0.004,0.0048,0.012820513,0.015384615,0.05,0.05,0.08,,,,,,,,,,, +2,0.025,0.048,0.006666667,0.008,0.014705882,0.017647059,0.05,0.05,2.6,,,,,,,,,,, +3,0.016666667,0.02,0.004,0.0048,0.024390244,0.029268293,0.05,0.05,0.21,,,,,,,,,,, +4,0.02,0.024,0.005714286,0.006857143,0.024390244,0.029268293,0.05,0.05,1.64,,,,,,,,,,, +5,0.02,0.024,0.005714286,0.006857143,0.024390244,0.029268293,0.05,0.05,1.06,,,,,,,,,,, +6,0.02,0.026666667,0.006666667,0.008,0.024390244,0.029268293,0.05,0.05,0.37,,,,,,,,,,, +7,0.02,0.03,0.006666667,0.008,0.024390244,0.029268293,0.05,0.05,0.37,,,,,,,,,,, +8,0.04,0.048,0.006666667,0.008,0.024390244,0.029268293,0.05,0.05,4.06,,,,,,,,,,, +9,0.04,0.048,0.006666667,0.008,0.024390244,0.029268293,0.05,0.05,4.06,,,,,,,,,,, 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+1,0.1916475,0.953978667,0.076659,0.004384681,0.069724255,0.101004255,6.872631709,119.5648114,38.35343411,26.737,126.73,138.571,,,,,,,, +2,0.415,5.88,1.95,0.029756382,0.144587527,0.191794128,0.147909507,2.702346678,114.4157136,19.947,92.263,120.374,,,,,,,, +3,0.1159884,0.64438,0.0805475,0.004751412,0.092591102,0.129455508,7.762020694,139.7163725,44.04228039,29.107,134.639,138.22,,,,,,,, +4,0.13545312,2.424778074,0.141097,0.007318644,0.104183051,0.148094915,5.272220139,96.66151893,43.69033431,30.509,132.012,148.083,,,,,,,, +5,0.113219446,2.634798222,0.153318,0.009708936,0.125902979,0.176757447,6.076554818,103.1055484,47.54341501,25.954,143.468,138.823,,,,,,,, +6,0.022820513,0,0.037083333,0.002152916,0.013148164,0.018597732,0,0,0,0,0,0,,,,,,,, +7,0.022820513,0,0.037083333,0.002152916,0.013148164,0.018597732,2.184585714,38.7008089,12.01613395,23.206,173.47,114.496,,,,,,,, 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+,xnpmax,q01soil,xkoplitter,xkoptsoil,prodptase,cosnpup,maxfineL,maxcwd,nintercept,"nslope(only this will be optimized, not the intercept)",,,,,,,,,, +vegtype,unitless,unitless,unitless,unitless,??,gN/gP,gC/m2,gC/m2,micromol/m2/s,micromol/m2/s/(gN/m2),,,,,,,,,, +1,1.51086,1.72,0.33,0.33,0.5,40,1524,1795,3.16,9.07,,,,,,,,,, +2,1.27916,1.72,0.6,0.6,0.2,25,384,613,4.19,26.19,,,,,,,,,, +3,1.59108,1.72,0.15,0.15,0.5,40,1527,1918,6.32,18.15,,,,,,,,,, +4,1.42066584,1.72,0.6,0.6,0.5,40,887,1164,5.73,29.81,,,,,,,,,, +5,1.422381577,1.72,0.4,0.495,0.5,40,1205.5,1479.5,4.445,19.44,,,,,,,,,, +6,1.422381577,1.72,0.4,0.5,0.5,40,157,107,14.71,23.15,,,,,,,,,, +7,1.358075681,1.72,0.4,0.10343498,0.5,40,157,107,14.71,23.15,,,,,,,,,, +8,1.303616589,1.72,0.4,0.46494,0.5,25,689,884,5.96,28.36666667,,,,,,,,,, +9,1.259345709,1.72,0.4,0.168633,0.5,25,491,604,6.19,26.92333333,,,,,,,,,, +10,1.45621905,1.72,0.4,0.25,0.5,40,293,324,6.42,25.48,,,,,,,,,, +11,1.45621905,1.72,0.4,1,0.5,40,100,100,14.71,23.15,,,,,,,,,, +12,1.210382326,1.72,0.4,10,0.5,40,380,455.5,9.71,41.19,,,,,,,,,, +13,1.39965,1.72,0.4,0.5,0.5,40,100,100,12.80014,20.14434,,,,,,,,,, +14,1.210382326,1.72,0.4,0.5,0.5,40,380,455.5,9.71,41.19,,,,,,,,,, +15,1,1.72,0.4,1,0.5,40,100,100,14.71,23.15,,,,,,,,,, +16,1,1.72,2,2,0.5,40,83,23,14.71,23.15,,,,,,,,,, +17,1,1.72,0.4,1,0.5,40,100,100,14.71,23.15,,,,,,,,,, +18,1.45621905,1.72,0.4,0.25,0.5,40,293,324,6.42,25.48,,,,,,,,,, +,xkNlimit_min,xkNlimit_max,fracRootExudate,CUE(metb->fast),CUE(struc->fast),CUE(struc->slow),CUE(cwd->fast),CUE(cwd->slow),CUE(fast->slow),CUE(fast->pass),CUE(pass->slow),,,,,,,,, +vegtype,gN/m2,gN/m2,fraction,0.45,0.45(1-fracLigninLeaf),0.7*fracLigninLeaf,0.4*(1-fracLigninWood) ,0.7*fracLigninWood,1.0*(0.85-0.68*(clay+silt))*(0.997-0.032*clay),1.0*(0.85-0.68*(clay+silt))*(0.003+0.032*clay),0.45*(0.003+0.009*clay),,,,,,,,, +1,0.5,2,0.1,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +2,0.5,2,0.1,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +3,0.5,2,0.1,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +4,0.5,2,0.1,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +5,0.5,2,0.1,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +6,0.5,2,0.1,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +7,0.5,2,0.1,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +8,0.5,2,0.1,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +9,0.5,2,0.1,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +10,0.5,2,0.1,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +11,0.5,2,0.1,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +12,0.5,2,0.1,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +13,0.5,2,0.1,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +14,0.5,2,0.1,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +15,0.5,2,0.1,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +16,0.5,2,0.1,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +17,0.5,2,0.1,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +18,0.5,2,0.1,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, \ No newline at end of file diff --git a/GRID_CN/pftlookup_igbp_updated4_exud0.csv b/GRID_CN/pftlookup_igbp_updated4_exud0.csv new file mode 100644 index 00000000..da842774 --- /dev/null +++ b/GRID_CN/pftlookup_igbp_updated4_exud0.csv @@ -0,0 +1,255 @@ +IGBP vegetation type,,,,,,,,,,,,,,,,,,,, +IGBP,"(ice,water,urban:0)/grass:1/shrub:2/woody:3",,,,,,,,,,,,,,,,,,, +vegtype,,,,,,,,,,,,,,,,,,,, +1,3,Evergreen Needleleaf Forest,,,,,,,,,,,,,,,,,, +2,3,Evergreen Broadleaf Forest,,,,,,,,,,,,,,,,,, +3,3,Deciduous Needleleaf Forest,,,,,,,,,,,,,,,,,, +4,3,Deciduous Broadleaf Forest,,,,,,,,,,,,,,,,,, +5,3,Mixed forest,,,,,,,,,,,,,,,,,, +6,2,Close shrublands,,,,,,,,,,,,,,,,,, +7,2,Open shrublands,,,,,,,,,,,,,,,,,, +8,3,woody savannas,,,,,,,,,,,,,,,,,, +9,3,savannas,,,,,,,,,,,,,,,,,, +10,1,grasslands,,,,,,,,,,,,,,,,,, +11,0,permanent wetlands,,,,,,,,,,,,,,,,,, +12,1,croplands,,,,,,,,,,,,,,,,,, +13,0,urban and built-up ,,,,,,,,,,,,,,,,,, +14,1,cropland mosaic (as 12),,,,,,,,,,,,,,,,,, +15,0,permanent snow and ice ,,,,,,,,,,,,,,,,,, +16,1,barren or sparsely vegetated,,,,,,,,,,,,,,,,,, +17,0,"ice, water",,,,,,,,,,,,,,,,,, +18,1,tundra,,,,,,,,,,,,,,,,,, +nv1,Kroot,rootdepth,kuptake,Krootlen,KminN,Kuplabp,Fracherb,leaf age,wood age,froot age,met age,str age,cwd age,mic age,slow age,pass age,klabile,SLA,, +vegtype,1/m,m,,m/g C,gN/m2,gP/m2,,year,year,year,year,year,year,year,year,year,,,, +1,5.5,1.5,2,14.87804878,2,0.5,0.068,2,70,18,0.04,0.23,0.824,0.137,5,222.22,0.2,0.00718,, +2,3.9,1.5,1.9,14.38596491,2,0.5,0.406,1.5,60,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.01532,, +3,5.5,1.5,2,14.02597403,2,0.5,0.068,0.8,80,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.0231,, +4,3.9,1.5,2,18.94736842,2,0.5,0.134,0.8,40,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02646,, +5,2,1.5,2,16.71641791,2,0.5,0.137,1.2,50,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.01682,, +6,2,0.5,1.9,0,2,0.5,0,1,40,5,0.04,0.23,0.824,0.137,5,222.22,0.2,0.00992,, +7,2,0.5,1.8,32.30769231,2,0.5,0.022,1,40,5,0.04,0.23,0.824,0.137,5,222.22,0.2,0.00992,, +8,2,1.5,1.9,120.8,2,0.5,0.35,1.5,40,5,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026308333,, 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00000000..a805d69b --- /dev/null +++ b/GRID_CN/pftlookup_igbp_updated4_exud0AD.csv @@ -0,0 +1,255 @@ +IGBP vegetation type,,,,,,,,,,,,,,,,,,,, +IGBP,"(ice,water,urban:0)/grass:1/shrub:2/woody:3",,,,,,,,,,,,,,,,,,, +vegtype,,,,,,,,,,,,,,,,,,,, +1,3,Evergreen Needleleaf Forest,,,,,,,,,,,,,,,,,, +2,3,Evergreen Broadleaf Forest,,,,,,,,,,,,,,,,,, +3,3,Deciduous Needleleaf Forest,,,,,,,,,,,,,,,,,, +4,3,Deciduous Broadleaf Forest,,,,,,,,,,,,,,,,,, +5,3,Mixed forest,,,,,,,,,,,,,,,,,, +6,2,Close shrublands,,,,,,,,,,,,,,,,,, +7,2,Open shrublands,,,,,,,,,,,,,,,,,, +8,3,woody savannas,,,,,,,,,,,,,,,,,, +9,3,savannas,,,,,,,,,,,,,,,,,, +10,1,grasslands,,,,,,,,,,,,,,,,,, +11,0,permanent wetlands,,,,,,,,,,,,,,,,,, +12,1,croplands,,,,,,,,,,,,,,,,,, +13,0,urban and built-up ,,,,,,,,,,,,,,,,,, +14,1,cropland mosaic (as 12),,,,,,,,,,,,,,,,,, +15,0,permanent snow and ice ,,,,,,,,,,,,,,,,,, +16,1,barren or sparsely vegetated,,,,,,,,,,,,,,,,,, +17,0,"ice, water",,,,,,,,,,,,,,,,,, +18,1,tundra,,,,,,,,,,,,,,,,,, +nv1,Kroot,rootdepth,kuptake,Krootlen,KminN,Kuplabp,Fracherb,leaf age,wood age,froot age,met age,str age,cwd age,mic age,slow age,pass age,klabile,SLA,, +vegtype,1/m,m,,m/g C,gN/m2,gP/m2,,year,year,year,year,year,year,year,year,year,,,, +1,5.5,1.5,2,14.87804878,2,0.5,0.068,2,70,18,0.04,0.23,0.824,0.137,5,22.222,0.2,0.00718,, +2,3.9,1.5,1.9,14.38596491,2,0.5,0.406,1.5,60,10,0.04,0.23,0.824,0.137,5,22.222,0.2,0.01532,, +3,5.5,1.5,2,14.02597403,2,0.5,0.068,0.8,80,10,0.04,0.23,0.824,0.137,5,22.222,0.2,0.0231,, +4,3.9,1.5,2,18.94736842,2,0.5,0.134,0.8,40,10,0.04,0.23,0.824,0.137,5,22.222,0.2,0.02646,, +5,2,1.5,2,16.71641791,2,0.5,0.137,1.2,50,10,0.04,0.23,0.824,0.137,5,22.222,0.2,0.01682,, +6,2,0.5,1.9,0,2,0.5,0,1,40,5,0.04,0.23,0.824,0.137,5,22.222,0.2,0.00992,, +7,2,0.5,1.8,32.30769231,2,0.5,0.022,1,40,5,0.04,0.23,0.824,0.137,5,22.222,0.2,0.00992,, +8,2,1.5,1.9,120.8,2,0.5,0.35,1.5,40,5,0.04,0.23,0.824,0.137,5,22.222,0.2,0.026308333,, 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+,xnpmax,q01soil,xkoplitter,xkoptsoil,prodptase,cosnpup,maxfineL,maxcwd,nintercept,"nslope(only this will be optimized, not the intercept)",,,,,,,,,, +vegtype,unitless,unitless,unitless,unitless,??,gN/gP,gC/m2,gC/m2,micromol/m2/s,micromol/m2/s/(gN/m2),,,,,,,,,, +1,1.51086,1.72,0.33,0.33,0.5,40,1524,1795,3.16,9.07,,,,,,,,,, +2,1.27916,1.72,0.6,0.6,0.2,25,384,613,4.19,26.19,,,,,,,,,, +3,1.59108,1.72,0.15,0.15,0.5,40,1527,1918,6.32,18.15,,,,,,,,,, +4,1.42066584,1.72,0.6,0.6,0.5,40,887,1164,5.73,29.81,,,,,,,,,, +5,1.422381577,1.72,0.4,0.495,0.5,40,1205.5,1479.5,4.445,19.44,,,,,,,,,, +6,1.422381577,1.72,0.4,0.5,0.5,40,157,107,14.71,23.15,,,,,,,,,, +7,1.358075681,1.72,0.4,0.10343498,0.5,40,157,107,14.71,23.15,,,,,,,,,, +8,1.303616589,1.72,0.4,0.46494,0.5,25,689,884,5.96,28.36666667,,,,,,,,,, +9,1.259345709,1.72,0.4,0.168633,0.5,25,491,604,6.19,26.92333333,,,,,,,,,, +10,1.45621905,1.72,0.4,0.25,0.5,40,293,324,6.42,25.48,,,,,,,,,, +11,1.45621905,1.72,0.4,1,0.5,40,100,100,14.71,23.15,,,,,,,,,, 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+3,0.5,2,0,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +4,0.5,2,0,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +5,0.5,2,0,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +6,0.5,2,0,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +7,0.5,2,0,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +8,0.5,2,0,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +9,0.5,2,0,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +10,0.5,2,0,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +11,0.5,2,0,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +12,0.5,2,0,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +13,0.5,2,0,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +14,0.5,2,0,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +15,0.5,2,0,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +16,0.5,2,0,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +17,0.5,2,0,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +18,0.5,2,0,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, \ No newline at end of file diff --git a/GRID_CN/pftlookup_igbp_updated4_exud2.csv b/GRID_CN/pftlookup_igbp_updated4_exud2.csv new file mode 100644 index 00000000..b84898f8 --- /dev/null +++ b/GRID_CN/pftlookup_igbp_updated4_exud2.csv @@ -0,0 +1,255 @@ +IGBP vegetation type,,,,,,,,,,,,,,,,,,,, +IGBP,"(ice,water,urban:0)/grass:1/shrub:2/woody:3",,,,,,,,,,,,,,,,,,, +vegtype,,,,,,,,,,,,,,,,,,,, +1,3,Evergreen Needleleaf Forest,,,,,,,,,,,,,,,,,, +2,3,Evergreen Broadleaf Forest,,,,,,,,,,,,,,,,,, +3,3,Deciduous Needleleaf Forest,,,,,,,,,,,,,,,,,, +4,3,Deciduous Broadleaf Forest,,,,,,,,,,,,,,,,,, +5,3,Mixed forest,,,,,,,,,,,,,,,,,, +6,2,Close shrublands,,,,,,,,,,,,,,,,,, +7,2,Open shrublands,,,,,,,,,,,,,,,,,, +8,3,woody savannas,,,,,,,,,,,,,,,,,, +9,3,savannas,,,,,,,,,,,,,,,,,, +10,1,grasslands,,,,,,,,,,,,,,,,,, +11,0,permanent wetlands,,,,,,,,,,,,,,,,,, +12,1,croplands,,,,,,,,,,,,,,,,,, +13,0,urban and built-up ,,,,,,,,,,,,,,,,,, +14,1,cropland mosaic (as 12),,,,,,,,,,,,,,,,,, +15,0,permanent snow and ice ,,,,,,,,,,,,,,,,,, +16,1,barren or sparsely vegetated,,,,,,,,,,,,,,,,,, +17,0,"ice, water",,,,,,,,,,,,,,,,,, +18,1,tundra,,,,,,,,,,,,,,,,,, +nv1,Kroot,rootdepth,kuptake,Krootlen,KminN,Kuplabp,Fracherb,leaf age,wood age,froot age,met age,str age,cwd age,mic age,slow age,pass age,klabile,SLA,, +vegtype,1/m,m,,m/g C,gN/m2,gP/m2,,year,year,year,year,year,year,year,year,year,,,, +1,5.5,1.5,2,14.87804878,2,0.5,0.068,2,70,18,0.04,0.23,0.824,0.137,5,222.22,0.2,0.00718,, +2,3.9,1.5,1.9,14.38596491,2,0.5,0.406,1.5,60,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.01532,, +3,5.5,1.5,2,14.02597403,2,0.5,0.068,0.8,80,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.0231,, +4,3.9,1.5,2,18.94736842,2,0.5,0.134,0.8,40,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02646,, +5,2,1.5,2,16.71641791,2,0.5,0.137,1.2,50,10,0.04,0.23,0.824,0.137,5,222.22,0.2,0.01682,, +6,2,0.5,1.9,0,2,0.5,0,1,40,5,0.04,0.23,0.824,0.137,5,222.22,0.2,0.00992,, +7,2,0.5,1.8,32.30769231,2,0.5,0.022,1,40,5,0.04,0.23,0.824,0.137,5,222.22,0.2,0.00992,, +8,2,1.5,1.9,120.8,2,0.5,0.35,1.5,40,5,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026308333,, +9,2,1.5,1.9,120.8,2,0.5,0.35,1.5,40,3,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026156667,, +10,5.5,0.5,2,84,2,0.5,0.109,1,1,3,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026005,, +11,5.5,0.5,1.6,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02,, +12,5.5,0.5,1.6,120.5,2,0.5,0.14,1,1,0.884227423,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026005,, +13,2,0.5,1.8,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02,, +14,5.5,0.5,1.6,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026005,, +15,5.5,0.5,1.8,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02,, +16,2,0.5,1.8,30.76923077,2,0.5,0.01,1,5,4,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02447,, +17,5.5,1.5,1.8,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,222.22,0.2,0.02,, +18,5.5,0.5,2,84,2,0.5,0.109,1,1,3,0.04,0.23,0.824,0.137,5,222.22,0.2,0.026005,, +NV2,Calloc_leaf,Calloc_wood,Calloc_froot,rmleaf,rmwood,rmfroot,rmclabile,,,,,,,,,,,,, +vegtype,fraction,fraction,fraction,1/year,1/year,1/year,1/year,,,,,,,,,,,,, +1,0.42,0.33,0.25,0.1,6,6,0.5,,,,,,,,,,,,, +2,0.25,0.1,0.65,0.1,6,6,0.5,,,,,,,,,,,,, +3,0.4,0.3,0.3,0.1,6,6,0.5,,,,,,,,,,,,, +4,0.3,0.2,0.5,0.1,6,6,0.5,,,,,,,,,,,,, +5,0.35,0.4,0.25,0.1,6,6,0.5,,,,,,,,,,,,, +6,0.52,0.15,0.33,0.1,6,6,0.5,,,,,,,,,,,,, +7,0.4,0.15,0.45,0.1,6,6,0.5,,,,,,,,,,,,, +8,0.3,0.1,0.6,0.1,6,6,0.5,,,,,,,,,,,,, +9,0.2,0.1,0.7,0.1,6,6,0.5,,,,,,,,,,,,, +10,0.3,0,0.7,0.1,1,10,0.5,,,,,,,,,,,,, +11,0.5,0,0.5,0.1,1,10,0.5,,,,,,,,,,,,, +12,0.3,0,0.7,0.1,1,10,0.5,,,,,,,,,,,,, +13,0.5,0,0.5,0.1,1,10,0.5,,,,,,,,,,,,, +14,0.35,0,0.65,0.1,1,10,0.5,,,,,,,,,,,,, +15,0.5,0,0.5,0.1,1,10,0.5,,,,,,,,,,,,, +16,0.2,0.2,0.6,0.1,1,10,0.5,,,,,,,,,,,,, +17,0.6,0.4,0,0.1,1,10,0.5,,,,,,,,,,,,, +18,0.3,0,0.7,0.1,1,10,0.5,,,,,,,,,,,,, +nv3,C:N leaf ,C:N wood,C:N froot,Ntrans_leaf,Ntrans_wood,Ntrans_frt,lignin leaf,lignin CWD,lignin froot,C:N mic,C:N slow,C:N pass,C:Nmic_min,C:Nslow_min,C:Npass_min,C:Nmic_max,C:Nslow_max,C:Npass_max,Laimax,Laimin +vegtype,gc/gn,g 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+,xnpmax,q01soil,xkoplitter,xkoptsoil,prodptase,cosnpup,maxfineL,maxcwd,nintercept,"nslope(only this will be optimized, not the intercept)",,,,,,,,,, +vegtype,unitless,unitless,unitless,unitless,??,gN/gP,gC/m2,gC/m2,micromol/m2/s,micromol/m2/s/(gN/m2),,,,,,,,,, +1,1.51086,1.72,0.33,0.33,0.5,40,1524,1795,3.16,9.07,,,,,,,,,, +2,1.27916,1.72,0.6,0.6,0.2,25,384,613,4.19,26.19,,,,,,,,,, +3,1.59108,1.72,0.15,0.15,0.5,40,1527,1918,6.32,18.15,,,,,,,,,, +4,1.42066584,1.72,0.6,0.6,0.5,40,887,1164,5.73,29.81,,,,,,,,,, +5,1.422381577,1.72,0.4,0.495,0.5,40,1205.5,1479.5,4.445,19.44,,,,,,,,,, +6,1.422381577,1.72,0.4,0.5,0.5,40,157,107,14.71,23.15,,,,,,,,,, +7,1.358075681,1.72,0.4,0.10343498,0.5,40,157,107,14.71,23.15,,,,,,,,,, +8,1.303616589,1.72,0.4,0.46494,0.5,25,689,884,5.96,28.36666667,,,,,,,,,, +9,1.259345709,1.72,0.4,0.168633,0.5,25,491,604,6.19,26.92333333,,,,,,,,,, +10,1.45621905,1.72,0.4,0.25,0.5,40,293,324,6.42,25.48,,,,,,,,,, +11,1.45621905,1.72,0.4,1,0.5,40,100,100,14.71,23.15,,,,,,,,,, +12,1.210382326,1.72,0.4,10,0.5,40,380,455.5,9.71,41.19,,,,,,,,,, +13,1.39965,1.72,0.4,0.5,0.5,40,100,100,12.80014,20.14434,,,,,,,,,, +14,1.210382326,1.72,0.4,0.5,0.5,40,380,455.5,9.71,41.19,,,,,,,,,, +15,1,1.72,0.4,1,0.5,40,100,100,14.71,23.15,,,,,,,,,, +16,1,1.72,2,2,0.5,40,83,23,14.71,23.15,,,,,,,,,, +17,1,1.72,0.4,1,0.5,40,100,100,14.71,23.15,,,,,,,,,, +18,1.45621905,1.72,0.4,0.25,0.5,40,293,324,6.42,25.48,,,,,,,,,, +,xkNlimit_min,xkNlimit_max,fracRootExudate,CUE(metb->fast),CUE(struc->fast),CUE(struc->slow),CUE(cwd->fast),CUE(cwd->slow),CUE(fast->slow),CUE(fast->pass),CUE(pass->slow),,,,,,,,, +vegtype,gN/m2,gN/m2,fraction,0.45,0.45(1-fracLigninLeaf),0.7*fracLigninLeaf,0.4*(1-fracLigninWood) ,0.7*fracLigninWood,1.0*(0.85-0.68*(clay+silt))*(0.997-0.032*clay),1.0*(0.85-0.68*(clay+silt))*(0.003+0.032*clay),0.45*(0.003+0.009*clay),,,,,,,,, +1,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +2,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +3,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +4,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +5,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +6,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +7,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +8,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +9,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +10,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +11,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +12,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +13,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +14,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +15,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +16,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +17,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +18,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, diff --git a/GRID_CN/pftlookup_igbp_updated4_exud2AD.csv b/GRID_CN/pftlookup_igbp_updated4_exud2AD.csv new file mode 100644 index 00000000..8c957e67 --- /dev/null +++ b/GRID_CN/pftlookup_igbp_updated4_exud2AD.csv @@ -0,0 +1,255 @@ +IGBP vegetation type,,,,,,,,,,,,,,,,,,,, +IGBP,"(ice,water,urban:0)/grass:1/shrub:2/woody:3",,,,,,,,,,,,,,,,,,, +vegtype,,,,,,,,,,,,,,,,,,,, +1,3,Evergreen Needleleaf Forest,,,,,,,,,,,,,,,,,, +2,3,Evergreen Broadleaf Forest,,,,,,,,,,,,,,,,,, +3,3,Deciduous Needleleaf Forest,,,,,,,,,,,,,,,,,, +4,3,Deciduous Broadleaf Forest,,,,,,,,,,,,,,,,,, +5,3,Mixed forest,,,,,,,,,,,,,,,,,, +6,2,Close shrublands,,,,,,,,,,,,,,,,,, +7,2,Open shrublands,,,,,,,,,,,,,,,,,, +8,3,woody savannas,,,,,,,,,,,,,,,,,, +9,3,savannas,,,,,,,,,,,,,,,,,, +10,1,grasslands,,,,,,,,,,,,,,,,,, +11,0,permanent wetlands,,,,,,,,,,,,,,,,,, +12,1,croplands,,,,,,,,,,,,,,,,,, +13,0,urban and built-up ,,,,,,,,,,,,,,,,,, +14,1,cropland mosaic (as 12),,,,,,,,,,,,,,,,,, +15,0,permanent snow and ice ,,,,,,,,,,,,,,,,,, +16,1,barren or sparsely vegetated,,,,,,,,,,,,,,,,,, +17,0,"ice, water",,,,,,,,,,,,,,,,,, +18,1,tundra,,,,,,,,,,,,,,,,,, +nv1,Kroot,rootdepth,kuptake,Krootlen,KminN,Kuplabp,Fracherb,leaf age,wood age,froot age,met age,str age,cwd age,mic age,slow age,pass age,klabile,SLA,, +vegtype,1/m,m,,m/g C,gN/m2,gP/m2,,year,year,year,year,year,year,year,year,year,,,, +1,5.5,1.5,2,14.87804878,2,0.5,0.068,2,70,18,0.04,0.23,0.824,0.137,5,22.222,0.2,0.00718,, +2,3.9,1.5,1.9,14.38596491,2,0.5,0.406,1.5,60,10,0.04,0.23,0.824,0.137,5,22.222,0.2,0.01532,, +3,5.5,1.5,2,14.02597403,2,0.5,0.068,0.8,80,10,0.04,0.23,0.824,0.137,5,22.222,0.2,0.0231,, +4,3.9,1.5,2,18.94736842,2,0.5,0.134,0.8,40,10,0.04,0.23,0.824,0.137,5,22.222,0.2,0.02646,, +5,2,1.5,2,16.71641791,2,0.5,0.137,1.2,50,10,0.04,0.23,0.824,0.137,5,22.222,0.2,0.01682,, +6,2,0.5,1.9,0,2,0.5,0,1,40,5,0.04,0.23,0.824,0.137,5,22.222,0.2,0.00992,, +7,2,0.5,1.8,32.30769231,2,0.5,0.022,1,40,5,0.04,0.23,0.824,0.137,5,22.222,0.2,0.00992,, +8,2,1.5,1.9,120.8,2,0.5,0.35,1.5,40,5,0.04,0.23,0.824,0.137,5,22.222,0.2,0.026308333,, +9,2,1.5,1.9,120.8,2,0.5,0.35,1.5,40,3,0.04,0.23,0.824,0.137,5,22.222,0.2,0.026156667,, +10,5.5,0.5,2,84,2,0.5,0.109,1,1,3,0.04,0.23,0.824,0.137,5,22.222,0.2,0.026005,, +11,5.5,0.5,1.6,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,22.222,0.2,0.02,, +12,5.5,0.5,1.6,120.5,2,0.5,0.14,1,1,0.884227423,0.04,0.23,0.824,0.137,5,22.222,0.2,0.026005,, +13,2,0.5,1.8,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,22.222,0.2,0.02,, +14,5.5,0.5,1.6,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,22.222,0.2,0.026005,, +15,5.5,0.5,1.8,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,22.222,0.2,0.02,, +16,2,0.5,1.8,30.76923077,2,0.5,0.01,1,5,4,0.04,0.23,0.824,0.137,5,22.222,0.2,0.02447,, +17,5.5,1.5,1.8,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,22.222,0.2,0.02,, +18,5.5,0.5,2,84,2,0.5,0.109,1,1,3,0.04,0.23,0.824,0.137,5,22.222,0.2,0.026005,, +NV2,Calloc_leaf,Calloc_wood,Calloc_froot,rmleaf,rmwood,rmfroot,rmclabile,,,,,,,,,,,,, +vegtype,fraction,fraction,fraction,1/year,1/year,1/year,1/year,,,,,,,,,,,,, +1,0.42,0.33,0.25,0.1,6,6,0.5,,,,,,,,,,,,, +2,0.25,0.1,0.65,0.1,6,6,0.5,,,,,,,,,,,,, +3,0.4,0.3,0.3,0.1,6,6,0.5,,,,,,,,,,,,, +4,0.3,0.2,0.5,0.1,6,6,0.5,,,,,,,,,,,,, +5,0.35,0.4,0.25,0.1,6,6,0.5,,,,,,,,,,,,, +6,0.52,0.15,0.33,0.1,6,6,0.5,,,,,,,,,,,,, +7,0.4,0.15,0.45,0.1,6,6,0.5,,,,,,,,,,,,, +8,0.3,0.1,0.6,0.1,6,6,0.5,,,,,,,,,,,,, +9,0.2,0.1,0.7,0.1,6,6,0.5,,,,,,,,,,,,, +10,0.3,0,0.7,0.1,1,10,0.5,,,,,,,,,,,,, +11,0.5,0,0.5,0.1,1,10,0.5,,,,,,,,,,,,, +12,0.3,0,0.7,0.1,1,10,0.5,,,,,,,,,,,,, +13,0.5,0,0.5,0.1,1,10,0.5,,,,,,,,,,,,, +14,0.35,0,0.65,0.1,1,10,0.5,,,,,,,,,,,,, +15,0.5,0,0.5,0.1,1,10,0.5,,,,,,,,,,,,, +16,0.2,0.2,0.6,0.1,1,10,0.5,,,,,,,,,,,,, +17,0.6,0.4,0,0.1,1,10,0.5,,,,,,,,,,,,, +18,0.3,0,0.7,0.1,1,10,0.5,,,,,,,,,,,,, +nv3,C:N leaf ,C:N wood,C:N froot,Ntrans_leaf,Ntrans_wood,Ntrans_frt,lignin leaf,lignin CWD,lignin froot,C:N mic,C:N slow,C:N pass,C:Nmic_min,C:Nslow_min,C:Npass_min,C:Nmic_max,C:Nslow_max,C:Npass_max,Laimax,Laimin +vegtype,gc/gn,g C/gN,gC/gN,fraction,fraction,fraction,g lignin/gC,g lignin/gC,g lignin/gC,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,m2/m2,m2/m2 +1,50,250,78,0.5,0.95,0.9,0.25,0.4,0.25,8,16.1,16.1,5.4,26.91,26.91,8,30,30,7,3 +2,25,150,68,0.5,0.95,0.9,0.2,0.4,0.2,8,12.8,12.8,7.71,13.54,13.54,8,30,30,7,3 +3,60,250,41,0.5,0.95,0.9,0.2,0.4,0.2,8,24.8,24.8,7.11,26.91,26.91,8,30,30,7,0.5 +4,50,175,41,0.5,0.95,0.9,0.2,0.4,0.2,8,30,30,6.69,16.2,16.2,8,30,30,7,0.5 +5,50,175,41,0.5,0.95,0.9,0.22,0.4,0.22,8,10.1,10.1,6.045,21.555,21.555,8,30,30,7,0.5 +6,45,150,41,0.5,0.95,0.9,0.2,0.4,0.2,8,19.3,19.3,6.17,16.63,16.63,8,20,20,3,0.5 +7,40,150,41,0.5,0.95,0.9,0.2,0.4,0.2,8,19.3,19.3,6.17,16.63,16.63,8,20,20,3,0.1 +8,25,150,41,0.5,0.95,0.9,0.15,0.4,0.15,8,15,15,6.403333333,14.915,14.915,8,28.33333333,28.33333333,4,0.5 +9,25,150,41,0.5,0.95,0.9,0.15,0.4,0.15,8,15,15,6.116666667,13.63,13.63,8,26.66666667,26.66666667,4,0.3 +10,50,150,41,0.5,0.95,0.9,0.1,0.4,0.1,8,13.1,13.1,5.83,12.345,12.345,8,25,25,3,0.2 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+3,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +4,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +5,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +6,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +7,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +8,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +9,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +10,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +11,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +12,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +13,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +14,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +15,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +16,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +17,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, +18,0.5,2,0.02,0.45,0.45,0.7,0.4,0.7,1,1,0.45,,,,,,,,, diff --git a/GRID_CN/pftlookup_igbp_updated4_exudAD.csv b/GRID_CN/pftlookup_igbp_updated4_exudAD.csv new file mode 100644 index 00000000..56476c2f --- /dev/null +++ b/GRID_CN/pftlookup_igbp_updated4_exudAD.csv @@ -0,0 +1,255 @@ +IGBP vegetation type,,,,,,,,,,,,,,,,,,,, +IGBP,"(ice,water,urban:0)/grass:1/shrub:2/woody:3",,,,,,,,,,,,,,,,,,, +vegtype,,,,,,,,,,,,,,,,,,,, +1,3,Evergreen Needleleaf Forest,,,,,,,,,,,,,,,,,, +2,3,Evergreen Broadleaf Forest,,,,,,,,,,,,,,,,,, +3,3,Deciduous Needleleaf Forest,,,,,,,,,,,,,,,,,, +4,3,Deciduous Broadleaf Forest,,,,,,,,,,,,,,,,,, +5,3,Mixed forest,,,,,,,,,,,,,,,,,, +6,2,Close shrublands,,,,,,,,,,,,,,,,,, +7,2,Open shrublands,,,,,,,,,,,,,,,,,, +8,3,woody savannas,,,,,,,,,,,,,,,,,, +9,3,savannas,,,,,,,,,,,,,,,,,, +10,1,grasslands,,,,,,,,,,,,,,,,,, +11,0,permanent wetlands,,,,,,,,,,,,,,,,,, +12,1,croplands,,,,,,,,,,,,,,,,,, +13,0,urban and built-up ,,,,,,,,,,,,,,,,,, +14,1,cropland mosaic (as 12),,,,,,,,,,,,,,,,,, +15,0,permanent snow and ice ,,,,,,,,,,,,,,,,,, +16,1,barren or sparsely vegetated,,,,,,,,,,,,,,,,,, +17,0,"ice, water",,,,,,,,,,,,,,,,,, +18,1,tundra,,,,,,,,,,,,,,,,,, +nv1,Kroot,rootdepth,kuptake,Krootlen,KminN,Kuplabp,Fracherb,leaf age,wood age,froot age,met age,str age,cwd age,mic age,slow age,pass age,klabile,SLA,, +vegtype,1/m,m,,m/g C,gN/m2,gP/m2,,year,year,year,year,year,year,year,year,year,,,, +1,5.5,1.5,2,14.87804878,2,0.5,0.068,2,70,18,0.04,0.23,0.824,0.137,5,22.222,0.2,0.00718,, +2,3.9,1.5,1.9,14.38596491,2,0.5,0.406,1.5,60,10,0.04,0.23,0.824,0.137,5,22.222,0.2,0.01532,, +3,5.5,1.5,2,14.02597403,2,0.5,0.068,0.8,80,10,0.04,0.23,0.824,0.137,5,22.222,0.2,0.0231,, +4,3.9,1.5,2,18.94736842,2,0.5,0.134,0.8,40,10,0.04,0.23,0.824,0.137,5,22.222,0.2,0.02646,, +5,2,1.5,2,16.71641791,2,0.5,0.137,1.2,50,10,0.04,0.23,0.824,0.137,5,22.222,0.2,0.01682,, +6,2,0.5,1.9,0,2,0.5,0,1,40,5,0.04,0.23,0.824,0.137,5,22.222,0.2,0.00992,, +7,2,0.5,1.8,32.30769231,2,0.5,0.022,1,40,5,0.04,0.23,0.824,0.137,5,22.222,0.2,0.00992,, +8,2,1.5,1.9,120.8,2,0.5,0.35,1.5,40,5,0.04,0.23,0.824,0.137,5,22.222,0.2,0.026308333,, +9,2,1.5,1.9,120.8,2,0.5,0.35,1.5,40,3,0.04,0.23,0.824,0.137,5,22.222,0.2,0.026156667,, +10,5.5,0.5,2,84,2,0.5,0.109,1,1,3,0.04,0.23,0.824,0.137,5,22.222,0.2,0.026005,, +11,5.5,0.5,1.6,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,22.222,0.2,0.02,, +12,5.5,0.5,1.6,120.5,2,0.5,0.14,1,1,0.884227423,0.04,0.23,0.824,0.137,5,22.222,0.2,0.026005,, +13,2,0.5,1.8,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,22.222,0.2,0.02,, +14,5.5,0.5,1.6,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,22.222,0.2,0.026005,, +15,5.5,0.5,1.8,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,22.222,0.2,0.02,, +16,2,0.5,1.8,30.76923077,2,0.5,0.01,1,5,4,0.04,0.23,0.824,0.137,5,22.222,0.2,0.02447,, +17,5.5,1.5,1.8,0,2,0.5,0,1,1,1,0.04,0.23,0.824,0.137,5,22.222,0.2,0.02,, +18,5.5,0.5,2,84,2,0.5,0.109,1,1,3,0.04,0.23,0.824,0.137,5,22.222,0.2,0.026005,, +NV2,Calloc_leaf,Calloc_wood,Calloc_froot,rmleaf,rmwood,rmfroot,rmclabile,,,,,,,,,,,,, +vegtype,fraction,fraction,fraction,1/year,1/year,1/year,1/year,,,,,,,,,,,,, +1,0.42,0.33,0.25,0.1,6,6,0.5,,,,,,,,,,,,, +2,0.25,0.1,0.65,0.1,6,6,0.5,,,,,,,,,,,,, +3,0.4,0.3,0.3,0.1,6,6,0.5,,,,,,,,,,,,, +4,0.3,0.2,0.5,0.1,6,6,0.5,,,,,,,,,,,,, +5,0.35,0.4,0.25,0.1,6,6,0.5,,,,,,,,,,,,, +6,0.52,0.15,0.33,0.1,6,6,0.5,,,,,,,,,,,,, +7,0.4,0.15,0.45,0.1,6,6,0.5,,,,,,,,,,,,, +8,0.3,0.1,0.6,0.1,6,6,0.5,,,,,,,,,,,,, +9,0.2,0.1,0.7,0.1,6,6,0.5,,,,,,,,,,,,, +10,0.3,0,0.7,0.1,1,10,0.5,,,,,,,,,,,,, +11,0.5,0,0.5,0.1,1,10,0.5,,,,,,,,,,,,, +12,0.3,0,0.7,0.1,1,10,0.5,,,,,,,,,,,,, +13,0.5,0,0.5,0.1,1,10,0.5,,,,,,,,,,,,, +14,0.35,0,0.65,0.1,1,10,0.5,,,,,,,,,,,,, +15,0.5,0,0.5,0.1,1,10,0.5,,,,,,,,,,,,, +16,0.2,0.2,0.6,0.1,1,10,0.5,,,,,,,,,,,,, +17,0.6,0.4,0,0.1,1,10,0.5,,,,,,,,,,,,, +18,0.3,0,0.7,0.1,1,10,0.5,,,,,,,,,,,,, +nv3,C:N leaf ,C:N wood,C:N froot,Ntrans_leaf,Ntrans_wood,Ntrans_frt,lignin leaf,lignin CWD,lignin froot,C:N mic,C:N slow,C:N pass,C:Nmic_min,C:Nslow_min,C:Npass_min,C:Nmic_max,C:Nslow_max,C:Npass_max,Laimax,Laimin +vegtype,gc/gn,g C/gN,gC/gN,fraction,fraction,fraction,g lignin/gC,g lignin/gC,g lignin/gC,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,gC/gN,m2/m2,m2/m2 +1,50,250,78,0.5,0.95,0.9,0.25,0.4,0.25,8,16.1,16.1,5.4,26.91,26.91,8,30,30,7,3 +2,25,150,68,0.5,0.95,0.9,0.2,0.4,0.2,8,12.8,12.8,7.71,13.54,13.54,8,30,30,7,3 +3,60,250,41,0.5,0.95,0.9,0.2,0.4,0.2,8,24.8,24.8,7.11,26.91,26.91,8,30,30,7,0.5 +4,50,175,41,0.5,0.95,0.9,0.2,0.4,0.2,8,30,30,6.69,16.2,16.2,8,30,30,7,0.5 +5,50,175,41,0.5,0.95,0.9,0.22,0.4,0.22,8,10.1,10.1,6.045,21.555,21.555,8,30,30,7,0.5 +6,45,150,41,0.5,0.95,0.9,0.2,0.4,0.2,8,19.3,19.3,6.17,16.63,16.63,8,20,20,3,0.5 +7,40,150,41,0.5,0.95,0.9,0.2,0.4,0.2,8,19.3,19.3,6.17,16.63,16.63,8,20,20,3,0.1 +8,25,150,41,0.5,0.95,0.9,0.15,0.4,0.15,8,15,15,6.403333333,14.915,14.915,8,28.33333333,28.33333333,4,0.5 +9,25,150,41,0.5,0.95,0.9,0.15,0.4,0.15,8,15,15,6.116666667,13.63,13.63,8,26.66666667,26.66666667,4,0.3 +10,50,150,41,0.5,0.95,0.9,0.1,0.4,0.1,8,13.1,13.1,5.83,12.345,12.345,8,25,25,3,0.2 +11,30,150,41,0.5,0.95,0.9,0.15,0.4,0.15,8,13.1,13.1,6.51,14.06,14.06,8,20,20,5,0.1 +12,50,125,41,0.5,0.95,0.9,0.2,0.4,0.2,8,13.2,13.2,6.34,12.385,12.385,8,20,20,6,0.5 +13,40,150,41,0.5,0.95,0.9,0.15,0.4,0.15,8,20,20,6.51,14.06,14.06,8,20,20,6,0.5 +14,30,125,41,0.5,0.95,0.9,0.1,0.4,0.1,8,20,20,6.34,12.385,12.385,8,20,20,6,0.5 +15,40,150,41,0.5,0.95,0.9,0.1,0.4,0.1,8,20,20,6.51,14.06,14.06,8,20,20,0,0 +16,40,150,41,0.5,0.95,0.9,0.15,0.4,0.15,8,26.8,26.8,6.51,14.06,14.06,8,20,20,1,0.05 +17,40,135,41,0.5,0.95,0.9,0.25,0.4,0.25,8,20,20,6.51,14.06,14.06,8,20,20,1,0.1 +18,47.6,150,41,0.5,0.95,0.9,0.166,0.4,0.166,8,13.1,13.1,5.83,12.345,12.345,8,25,25,3,0.2 +,Leaf C,Wood C,Froot C,met C,str C,CWD C,mic C,slow C,pass C,,,,,,,,,,, +vegtype,g C/m2,g C/m2,g C/m2,g C/m2,g C/m2,g C/m2,g C/m2,g C/m2,g C/m2,,,,,,,,,,, +1,384.6036921,7865.396308,250,6.577021277,209.172766,606.0255319,528.6639776,13795.93978,4425.396244,,,,,,,,,,, +2,273,11451,2586,44.6345733,433.7625821,1150.76477,11.37765442,311.8092321,13201.81311,,,,,,,,,,, +3,96.59813663,5683.401863,220,7.127118644,277.7733051,776.7330508,597.0785149,16121.1199,5081.801584,,,,,,,,,,, +4,150.2637681,10833.73623,220,10.9779661,312.5491525,888.5694915,405.5553953,11153.25218,5041.19242,,,,,,,,,,, +5,166.5076575,9583.492343,250,14.56340426,377.7089362,1060.544681,467.4272937,11896.79405,5485.778656,,,,,,,,,,, +6,0,0,0,3.22937365,39.44449244,111.5863931,0,0,0,,,,,,,,,,, +7,88,372,140,3.22937365,39.44449244,111.5863931,168.0450549,4465.477951,1386.476994,,,,,,,,,,, +8,177.0965838,1972.903416,250,31.19319149,206.893617,813.0919149,174.5109109,4782.379293,2268.109796,,,,,,,,,,, +9,177.0965838,1972.903416,250,31.19319149,206.893617,813.0919149,174.5109109,4782.379293,2268.109796,,,,,,,,,,, +10,137.1714256,0,263,28.57245081,50.91091234,0,425.6431308,5694.436626,4179.920244,,,,,,,,,,, +11,0,0,0,0,0,0,0,0,0,,,,,,,,,,, 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+144,95,0,357.5,88.1,17,0 +144,96,0,357.5,90,17,0 diff --git a/NetCDFTools/gpp.csv b/NetCDFTools/gpp.csv new file mode 100644 index 00000000..44a54c9c --- /dev/null +++ b/NetCDFTools/gpp.csv @@ -0,0 +1 @@ + lat, lon, year, day,daylen, tmin, tmax, rad,lwpmin, swp, tlai, gpp, diff --git a/NetCDFTools/netcdfTools b/NetCDFTools/netcdfTools new file mode 100755 index 00000000..1daf7e51 Binary files /dev/null and b/NetCDFTools/netcdfTools differ diff --git a/NetCDFTools/run-netcdftools.pl b/NetCDFTools/run-netcdftools.pl index a9661754..a157c44d 100644 --- a/NetCDFTools/run-netcdftools.pl +++ b/NetCDFTools/run-netcdftools.pl @@ -14,7 +14,9 @@ # Run the netcdfTools program from $startYr to $endYr to create met*.nc files # for the CASACNP model. Meterologcial and GPP values written to the met*.nc files # come from for CLM daily climate files. -# Daily CLM history files (NetCDF) are available for years 1901-2011. +# Daily CLM history files (NetCDF) are available for years +# 1901-2014 (GSWP3) or +# 1901-2019 w/ CRUJRA (TRENDY) # # DESCRIPTION: # This script runs netcdfTools repeatedly, one year at a time, from $startYr to $endYr. @@ -54,40 +56,21 @@ # Executable program $exefile = "./netcdfTools"; - # Directory where input NetCDF CLM DAILY history files -#$inNcDir = "/project/bgc01/bonan/casa-cnp/clm/"; -#$inNcDir = "/project/tss/wwieder/CASACLM/clm_forcing/CRU_hist/"; -#$inNcDir = "/project/tss/wwieder/CASACLM/clm_forcing/GSWP3_hist/"; -#$inNcDir = "/project/tss/wwieder/CASACLM/clm_forcing/CRU_RCP45/"; -#$inNcDir = "/project/tss/wwieder/CASACLM/clm_forcing/CRU_RCP85/"; -$inNcDir = "/project/tss/wwieder/CASACLM/clm_forcing/CLM5sp_GSWP3_hist/"; +$inNcDir = "/project/tss/wwieder/biogeochem_testbed_1.1/clm_forcing/clm50_dev110_spHIST/"; # Directory where surface data set and N deposition are stored -$inNcDir2 = "/project/tss/wwieder/CASACLM/"; -$inNcDir3 = "/project/tss/wwieder/CASACLM/"; +$inNcDir2 = "/project/tss/wwieder/biogeochem_testbed_1.1/clm_forcing/"; +$inNcDir3 = "/project/tss/wwieder/biogeochem_testbed_1.1/clm_forcing/"; # Directory where output NetCDF met*.nc files will be stored -#$outNcDir = "/project/bgc01/melannie/CASACLM/GRID/INPUT_MET_GRID"; -#$outNcDir = "/project/bgc01/melannie/CASACLM/GRID/INPUT_MET_GRID_CRU_NCEP_SOILLIQ"; -#$outNcDir = "/project/tss/wwieder/CASACLM/GRID/INPUT_MET_GRID_CRU_NCEP_SOILLIQ"; -#$outNcDir = "/project/bgc01/melannie/CASACLM/GRID/INPUT_MET_GRID_GSWP3"; -#$outNcDir = "/project/tss/bgc01/melannie/CASACLM/GRID/INPUT_MET_GRID_CRU_RCP85"; -#$outNcDir = "/project/tss/wwieder/CASACLM/GRID/INPUT_MET_GRID_GSWP3_SOILLIQ"; -#$outNcDir = "/project/tss/wwieder/CASACLM/GRID/INPUT_MET_GRID_CRU_RCP45"; -$outNcDir = "/project/tss/wwieder/CASACLM/GRID/INPUT_MET_GRID_GSWP3_CLM5_hist"; -# Directory where output NetCDF GPP*.nc files will be stored -# $outNcDir2 = "/project/bgc01/melannie/CanopyModel/"; +$outNcDir = "/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/INPUT_MET_GRID_GSWP3_CLM5dev110_hist"; $filesin = "./files.ini"; -#$histNcFile = "${inNcDir}clm45sp_2deg4506_hist.clm2.h1.1901-01-01-00000.nc"; -#$histNcFile = "${inNcDir}clm4_5_12_r191_CLM45spHIST_CRU.clm2.h1.1901-01-01-00000.nc"; -#$histNcFile = "${inNcDir}clm4_5_12_r191_CLM45spHIST_GSWP3.clm2.h1.1901-01-01-00000.nc"; -$histNcFile = "${inNcDir}CLM5sp_HIST_GSWP3.clm2.h1.1901-01-01-00000.nc"; -#$histNcFile = "${inNcDir}clm4_5_12_r191_CLM45sp_RCP85.clm2.h1.2011-01-01-00000.nc"; - -$surfDataNcFile = "${inNcDir3}surfdata_1.9x2.5_16pfts_Irrig_CMIP6_simyr1850_c170824.nc"; -$ndepNcFile = "${inNcDir2}fndep_clm_rcp4.5_simyr1849-2106_1.9x2.5_c100428.nc"; +$histNcFile = "${inNcDir}clm50_dev110_spHIST.clm2.h1.1901-01-01-00000.nc"; + +$surfDataNcFile = "${inNcDir3}surfdata_1.9x2.5_hist_16pfts_Irrig_CMIP6_simyr1850_c190304.nc"; +$ndepNcFile = "${inNcDir2}fndep_clm_rcp8.5_simyr1849-2106_1.9x2.5_c100428.nc"; $co2file = "./CO2_1768-2100.txt"; system("cp clmGrid_IGBP_grid.csv clmGrid_IGBP.csv"); diff --git a/README.md b/README.md index bd46eea7..8322cf24 100644 --- a/README.md +++ b/README.md @@ -3,16 +3,22 @@ Soil biogeochemical testbed Code Repository -Created by Will Wieder, Melannie Hartman, & Ben Sulman: +Created by Will Wieder, Melannie Hartman, Ben Sulman, Emily Kyker-Snowman, Brooke Eastman: -Updated Aug. 29, 2018 +Updated +Aug. 29, 2018 +Feb 10, 2023 User’s manual and technical documentation for the biogeochemical testbed accepted in Global Change Biology, Oct 2017. The biogeochemical testbed code base used in these simulations is included (commit 26b4630). Updates to the code base address issues documented here and include modifications to CORPSE parameterization and the addition of a soil moisture scalar to MIMICS. Updates to the Example_Grid also simulate RCP4.5 and 8.5 through 2100 for each model. -For questions, comments, or inquiries, please contact Will Wieder wwieder@ucar.edu +Feb 2023 updates include:  +- Representation of coupled C-N biogeochemistry for MIMICS,  +- Representation of root exudation, currently set to zero for all simulation +- Switch to using input data from CLM5-SP with GSWP3 forcing +- This code base was used in single point simulations at the Fernow Experimental Forest by Eastman et al (2023) and global simulations by Wieder et al. (2023). # Licence diff --git a/SOURCE_CODE/Makefile.txt b/SOURCE_CODE/Makefile.txt index 15bc8a32..70c2e623 100644 --- a/SOURCE_CODE/Makefile.txt +++ b/SOURCE_CODE/Makefile.txt @@ -1,30 +1,48 @@ # Makefile for offline CASACNP: # -# f95 -v -# gcc version 4.4.7 20120313 (Red Hat 4.4.7-4) (GCC) +# module load compiler/gnu/8.1.0 +# gfortran -v +# gcc version 8.1.0 (GCC) - -PROG = ./casaclm_mimics_corpse_test +# For profiling (use -pg instead of -g): +#PROG = ./casaclm_mimics_corpse_test +#PROG = ./casaclm_mimics-cn_corpse.p +PROG = ./casaclm_mimics-cn_corpse #FC = ifort # compiler on both cherax and shine (-CB = check bounds) #FFLAGS = -O0 -CB -FC = f95 +#FC = f95 +FC = gfortran + #FFLAGS = -g -C -fbacktrace -fbounds-check #FFLAGS = -g -C -fbacktrace -fbounds-check -fdefault-real-8 -fdefault-double-8 -fcheck=all -Wall -FFLAGS = -g -C -fbacktrace -fbounds-check -fdefault-real-8 -fdefault-double-8 +#FFLAGS = -g -C -fbacktrace -fbounds-check -fdefault-real-8 -fdefault-double-8 +# For profiling (use -pg instead of -g): +#FFLAGS = -pg -C -fbacktrace -fbounds-check -fdefault-real-8 -fdefault-double-8 -fcheck=all -Wall +#FFLAGS = -g -C -fbacktrace -fbounds-check -fdefault-real-8 -fdefault-double-8 -fcheck=all -Wall +# Turn off debugging option and compile with optimization at level 1 (~4x speedup) +FFLAGS = -O1 -C -fbacktrace -fbounds-check -fdefault-real-8 -fdefault-double-8 -fcheck=all -Wall + +#LIB_NETCDF= /usr/local/netcdf/lib +#INCS= /usr/local/include -LIB_NETCDF= /usr/local/netcdf/lib -INCS= /usr/local/include +# Updated the paths 8/6/2018 +#LIB_NETCDF= /usr/local/netcdf-c-4.6.1-f-4.4.4-gcc-g++-gfortran-4.8.5/lib +#INCS= /usr/local/netcdf-c-4.6.1-f-4.4.4-gcc-g++-gfortran-4.8.5/include -$(PROG): casaoffline_driver_clm.o - $(FC) $(FFLAGS) -o $(PROG) casaoffline_driver_clm.o casa_inout.o mimics_inout.o \ - casa_cnp.o mimics_cycle.o casa_vegsoil.o casa_variable.o mimics_variable.o \ - corpse_variable.o corpse_soil_carbon.o corpse_inout.o corpse_cycle.o -L$(LIB_NETCDF) -lnetcdff +# Updated the paths (8/20/2018) +LIB_NETCDF= /usr/local/netcdf-c-4.6.1-f-4.4.4-gcc-g++-gfortran-8.1.0/lib +INCS= /usr/local/netcdf-c-4.6.1-f-4.4.4-gcc-g++-gfortran-8.1.0/include -casaoffline_driver_clm.o: casaoffline_driver_clm.f90 casa_vegsoil.o casa_cnp.o mimics_cycle.o \ - casa_variable.o mimics_variable.o corpse_variable.o casa_inout.o mimics_inout.o corpse_inout.o corpse_cycle.o - $(FC) $(FFLAGS) -c casaoffline_driver_clm.f90 +$(PROG): casaoffline_driver_clm_CN.o + $(FC) $(FFLAGS) -o $(PROG) casaoffline_driver_clm_CN.o casa_inout.o mimics_inout_CN.o \ + casa_cnp.o casa_nlim.o mimics_cycle_CN.o casa_vegsoil.o casa_variable.o mimics_variable_CN.o \ + corpse_variable.o corpse_soil_carbon.o corpse_inout.o corpse_cycle.o -L$(LIB_NETCDF) -lnetcdff -lm + +casaoffline_driver_clm_CN.o: casaoffline_driver_clm_CN.f90 casa_vegsoil.o casa_cnp.o mimics_cycle_CN.o \ + casa_variable.o mimics_variable_CN.o corpse_variable.o casa_inout.o mimics_inout_CN.o corpse_inout.o corpse_cycle.o + $(FC) $(FFLAGS) -c casaoffline_driver_clm_CN.f90 casa_vegsoil.o: casa_vegsoil.f90 casa_variable.o $(FC) $(FFLAGS) -c casa_vegsoil.f90 @@ -32,18 +50,21 @@ casa_vegsoil.o: casa_vegsoil.f90 casa_variable.o casa_variable.o: casa_variable.f90 $(FC) $(FFLAGS) -c casa_variable.f90 -mimics_variable.o: mimics_variable.f90 - $(FC) $(FFLAGS) -c mimics_variable.f90 +casa_nlim.o: casa_nlim.f90 casa_vegsoil.o casa_variable.o + $(FC) $(FFLAGS) -c casa_nlim.f90 + +mimics_variable_CN.o: mimics_variable_CN.f90 + $(FC) $(FFLAGS) -c mimics_variable_CN.f90 -casa_inout.o: casa_inout.f90 casa_vegsoil.o casa_variable.o casa_cnp.o mimics_cycle.o mimics_inout.o corpse_inout.o \ - corpse_cycle.o corpse_inout.o +casa_inout.o: casa_inout.f90 casa_vegsoil.o casa_variable.o casa_cnp.o mimics_cycle_CN.o mimics_inout_CN.o corpse_inout.o \ + corpse_cycle.o corpse_inout.o casa_nlim.o $(FC) $(FFLAGS) -c -I$(INCS) casa_inout.f90 -mimics_inout.o: mimics_inout.f90 casa_variable.o mimics_variable.o - $(FC) $(FFLAGS) -c -I$(INCS) mimics_inout.f90 +mimics_inout_CN.o: mimics_inout_CN.f90 casa_variable.o mimics_variable_CN.o + $(FC) $(FFLAGS) -c -I$(INCS) mimics_inout_CN.f90 -mimics_cycle.o: mimics_cycle.f90 casa_variable.o mimics_variable.o - $(FC) $(FFLAGS) -c -I$(INCS) mimics_cycle.f90 +mimics_cycle_CN.o: mimics_cycle_CN.f90 casa_variable.o mimics_variable_CN.o + $(FC) $(FFLAGS) -c -I$(INCS) mimics_cycle_CN.f90 casa_cnp.o: casa_cnp.f90 casa_vegsoil.o casa_variable.o $(FC) $(FFLAGS) -c casa_cnp.f90 diff --git a/SOURCE_CODE/README.txt b/SOURCE_CODE/README.txt index cd113a96..35ecedc3 100644 --- a/SOURCE_CODE/README.txt +++ b/SOURCE_CODE/README.txt @@ -1,6 +1,8 @@ -module load tool/netcdf/4.3.2/gcc +module load compiler/gnu/8.1.0 +module load tool/netcdf/4.6.1/gcc rm *.o *.mod -make -f Makefile.txt casaclm_mimics_corpse_test +make -f Makefile.txt casaclm_mimics-cn_corpse + Code Updates 11/07/2016 Melannie Hartman diff --git a/SOURCE_CODE/casa_cnp.f90 b/SOURCE_CODE/casa_cnp.f90 index 4c415d4f..28ac2160 100644 --- a/SOURCE_CODE/casa_cnp.f90 +++ b/SOURCE_CODE/casa_cnp.f90 @@ -35,13 +35,18 @@ ! casa_xnp ! casa_allocation ! casa_rplant -! casa_xrateplant, casa_xratesoil -! casa_coeffplant, casa_coeffsoil -! casa_delplant, casa_delsoil +! casa_xrateplant, +! casa_xratesoil +! casa_coeffplant, +! casa_coeffsoil +! casa_delplant, +! casa_delsoil ! avgsoil -! casa_xkN -! casa_nuptake, casa_puptake -! casa_Nrequire, casa_Prequire +! casa_xkN (moved to casa_nlim.f90 on 11/11/2019 -mdh) +! casa_nuptake, +! casa_puptake +! casa_Nrequire, +! casa_Prequire ! casa_cnpcycle ! casa_poolzero ! casa_cnpbal @@ -85,6 +90,9 @@ SUBROUTINE casa_xnp(xnplimit,xNPuptake,veg,casabiome,casapool,casaflux,casamet) xplimit = 1.0 xnplimit = 1.0 casaflux%fracClabile(:) = 0.0 + ! WW added, as C exudate is now a function of GPP + ! Moved to biogeochem subroutine in casa_input + ! casaflux%Cexudate = 0.0 !print *, 'xnp:icycle', icycle SELECT CASE(icycle) @@ -159,6 +167,7 @@ SUBROUTINE casa_xnp(xnplimit,xNPuptake,veg,casabiome,casapool,casaflux,casamet) if(casamet%iveg2(np)/=icewater.and.casaflux%Cnpp(np) > 0.0.and.xNPuptake(np) < 1.0) then ! write(*,*) 'NPP BEFORE REDUCTION casaflux%Cnpp(',np,')=', casaflux%Cnpp(np) casaflux%fracClabile(np) =min(1.0,max(0.0,(1.0- xNPuptake(np)))) * max(0.0,casaflux%Cnpp(np))/(casaflux%Cgpp(np) +1.0e-10) + ! WW moving Cexudate flux to the biogeochem sub routine in casa_input casaflux%Cnpp(np) = casaflux%Cnpp(np) - casaflux%fracClabile(np) * casaflux%Cgpp(np) ! write(*,*) 'NPP REDUCED casaflux%Cnpp(',np,')=', casaflux%Cnpp(np) endif @@ -196,10 +205,10 @@ SUBROUTINE casa_allocation(veg,soil,casabiome,casaflux,casapool,casamet,phen) TYPE (phen_variable), INTENT(INOUT) :: phen ! local variables - INTEGER :: npt,ns,is,iv + !INTEGER :: npt,ns,is,iv REAL(r_2), DIMENSION(mp,mplant) :: fracCallocx - REAL(r_2), DIMENSION(mp,mplant) :: delc - REAL(r_2), DIMENSION(mp) :: ctotal + !REAL(r_2), DIMENSION(mp,mplant) :: delc + !REAL(r_2), DIMENSION(mp) :: ctotal REAL(r_2), DIMENSION(mp) :: xLalloc,xwsalloc,xTalloc REAL(r_2), DIMENSION(mp) :: xWorNalloc,xNalloc,xWalloc REAL(r_2), DIMENSION(mp) :: totfracCalloc @@ -336,8 +345,8 @@ SUBROUTINE casa_wolf(veg,casabiome,casaflux,casapool,casamet) real, parameter :: wolf_c1=-wolf_alpha1/(1+wolf_beta) real, parameter :: wolf_c2=1.0/(1.0+wolf_beta) - real totleaf,totwood,totcroot,totfroot,totnpp - real fracleaf,fracwood,fraccroot,fracfroot + !real totleaf,totwood,totcroot,totfroot,totnpp + !real fracleaf,fracwood,fraccroot,fracfroot ! ! local variables integer npt @@ -391,7 +400,7 @@ SUBROUTINE casa_rplant(veg,casabiome,casapool,casaflux,casamet) TYPE (casa_pool), INTENT(INOUT) :: casapool TYPE (casa_flux), INTENT(INOUT) :: casaflux TYPE (casa_met), INTENT(INOUT) :: casamet - INTEGER :: npt + !INTEGER :: npt real(r_2), dimension(mp) :: Ygrow ! growth efficiency Q.Zhang 22/02/2011 real(r_2), dimension(mp,mplant) :: ratioPNplant ! Q.Zhang 22/02/2011 @@ -406,67 +415,66 @@ SUBROUTINE casa_rplant(veg,casabiome,casapool,casaflux,casamet) Ygrow(:) = 0.65+0.2*ratioPNplant(:,leaf)/(ratioPNplant(:,leaf)+1.0/15.0) - casaflux%crmplant(:,wood) = 0.0 - casaflux%crmplant(:,froot) = 0.0 + casaflux%Crmplant(:,wood) = 0.0 + casaflux%Crmplant(:,froot) = 0.0 delcrmwood = 0.0 delcrmfroot = 0.0 - casaflux%crgplant = 0.0 - casaflux%clabloss = 0.0 + casaflux%Crgplant = 0.0 + casaflux%Clabloss = 0.0 WHERE(casamet%iveg2/=icewater) WHERE(casamet%tairk >250.0) WHERE(casapool%cplant(:,wood)>1.0e-6) - casaflux%crmplant(:,wood) = casabiome%rmplant(veg%iveg(:),wood) & + casaflux%Crmplant(:,wood) = casabiome%rmplant(veg%iveg(:),wood) & * casapool%nplant(:,wood) & * exp(308.56*(1.0/56.02-1.0 & / (casamet%tairk(:)+46.02-tkzeroc))) ENDWHERE - casaflux%clabloss(:) = casabiome%kclabrate(veg%iveg(:)) & + casaflux%Clabloss(:) = casabiome%kclabrate(veg%iveg(:)) & * max(0.0,casapool%Clabile(:)) & * exp(308.56*(1.0/56.02-1.0 & / (casamet%tairk(:)+46.02-tkzeroc))) ENDWHERE WHERE(casamet%tsoilavg >250.0.and.casapool%cplant(:,froot)>1.0e-6) - casaflux%crmplant(:,froot) = casabiome%rmplant(veg%iveg(:),froot) & + casaflux%Crmplant(:,froot) = casabiome%rmplant(veg%iveg(:),froot) & * casapool%nplant(:,froot) & * exp(308.56*(1.0/56.02-1.0 & / (casamet%tsoilavg(:)+46.02-tkzeroc))) ENDWHERE -! casaflux%crmplant(:,leaf) = casaflux%crmplant(:,leaf) + casaflux%clabloss(:) +! casaflux%Crmplant(:,leaf) = casaflux%Crmplant(:,leaf) + casaflux%Clabloss(:) - WHERE((casaflux%Cgpp-SUM(casaflux%crmplant,2))>0.0) - !casaflux%crgplant(:) = 0.25* max(0.0,casaflux%Cgpp(:)-SUM(casaflux%crmplant(:,:),2)) + WHERE((casaflux%Cgpp-SUM(casaflux%Crmplant,2))>0.0) + !casaflux%crgplant(:) = 0.25* max(0.0,casaflux%Cgpp(:)-SUM(casaflux%Crmplant(:,:),2)) ! Growth efficiency correlated to leaf N:P ratio. Q.Zhang @ 22/02/2011 - casaflux%crgplant(:) = (1.0-Ygrow(:))* max(0.0,casaflux%Cgpp(:)-SUM(casaflux%crmplant(:,:),2)) + casaflux%crgplant(:) = (1.0-Ygrow(:))* max(0.0,casaflux%Cgpp(:)-SUM(casaflux%Crmplant(:,:),2)) ELSEWHERE casaflux%crgplant(:) = 0.0 ENDWHERE ! changes made by yp wang 5 april 2013 - casaflux%Cnpp(:) = casaflux%Cgpp(:)-SUM(casaflux%crmplant(:,:),2) - casaflux%crgplant(:) + casaflux%Cnpp(:) = casaflux%Cgpp(:)-SUM(casaflux%Crmplant(:,:),2) - casaflux%crgplant(:) !! Added plant respiration calculation here because the Crp variable is not set anywhere else (-MDH 7/21/2014) - casaflux%Crp(:) = SUM(casaflux%crmplant(:,:),2) + casaflux%crgplant(:) + casaflux%Crp(:) = SUM(casaflux%Crmplant(:,:),2) + casaflux%crgplant(:) ENDWHERE -! write(57,*) 'rplant', casaflux%Cgpp(243),casaflux%crmplant(243,:),casamet%tsoilavg(243),casamet%tairk(243) +! write(57,*) 'rplant', casaflux%Cgpp(243),casaflux%Crmplant(243,:),casamet%tsoilavg(243),casamet%tairk(243) !$$$$$$$$$$$$$$$$$$$$$$ ! WHERE(casaflux%Cnpp < 0.0) -! delcrmwood(:) = casaflux%Cnpp(:) * casaflux%crmplant(:,wood)/ (1.0e-10+ casaflux%crmplant(:,wood) + casaflux%crmplant(:,froot)) -! delcrmfroot(:) = casaflux%Cnpp(:) * casaflux%crmplant(:,froot)/(1.0e-10+ casaflux%crmplant(:,wood) + casaflux%crmplant(:,froot)) -! casaflux%crmplant(:,wood) = casaflux%crmplant(:,wood) + delcrmwood(:) -! casaflux%crmplant(:,froot) = casaflux%crmplant(:,froot) + delcrmfroot(:) +! delcrmwood(:) = casaflux%Cnpp(:) * casaflux%Crmplant(:,wood)/ (1.0e-10+ casaflux%Crmplant(:,wood) + casaflux%Crmplant(:,froot)) +! delcrmfroot(:) = casaflux%Cnpp(:) * casaflux%Crmplant(:,froot)/(1.0e-10+ casaflux%Crmplant(:,wood) + casaflux%Crmplant(:,froot)) +! casaflux%Crmplant(:,wood) = casaflux%Crmplant(:,wood) + delcrmwood(:) +! casaflux%Crmplant(:,froot) = casaflux%Crmplant(:,froot) + delcrmfroot(:) ! casaflux%Cnpp(:) = casaflux%Cnpp(:) -delcrmwood(:)-delcrmfroot(:) ! ENDWHERE !$$$$$$$$$$$$$$$$$$$$$$$ ! ENDWHERE ! print *, 'calling rplant',veg%iveg(1),casamet%tairk(1) -!,tkzeroc,casapool%nplant(1,:),casaflux%crmplant(1,:),casaflux%crgplant(1) +!,tkzeroc,casapool%nplant(1,:),casaflux%Crmplant(1,:),casaflux%crgplant(1) ! npt =290 -! write(77,*) npt,casaflux%Cgpp(npt),casaflux%Cnpp(npt), casaflux%crmplant(npt,:),casaflux%Crgplant(npt),casapool%cplant(npt,:),casapool%nplant(npt,:) - -701 format('point ',i6,100(f10.3,2x)) +! write(77,*) npt,casaflux%Cgpp(npt),casaflux%Cnpp(npt), casaflux%Crmplant(npt,:),casaflux%Crgplant(npt),casapool%cplant(npt,:),casapool%nplant(npt,:) +!701 format('point ',i6,100(f10.3,2x)) END SUBROUTINE casa_rplant @@ -570,7 +578,7 @@ SUBROUTINE casa_xratesoil(xklitter,xksoil,veg,soil,casamet,casabiome) TYPE (casa_biome), INTENT(INOUT) :: casabiome ! local variables - INTEGER nland,np + !INTEGER np REAL(r_2), parameter :: wfpscoefa=0.55 ! Kelly et al. (2000) JGR, Figure 2b), optimal wfps REAL(r_2), parameter :: wfpscoefb=1.70 ! Kelly et al. (2000) JGR, Figure 2b) REAL(r_2), parameter :: wfpscoefc=-0.007 ! Kelly et al. (2000) JGR, Figure 2b) @@ -633,6 +641,8 @@ SUBROUTINE casa_coeffplant(xkleafcold,xkleafdry,xkleaf,veg,casabiome,casapool, & casaflux,casamet) ! calculate the plant litter fall rate, litter fall and sOM decomposition rate (1/day) ! and the transfer coefficients between different pools +! NOTE: this subroutine is not called when MIMICS or CORPSE are the SOM model. +! See mimics_coeffplant. ! ! inputs: ! xkleafcold(mp): cold stress induced leaf senescence rate (1/day) @@ -652,7 +662,7 @@ SUBROUTINE casa_coeffplant(xkleafcold,xkleafdry,xkleaf,veg,casabiome,casapool, & TYPE (casa_met), INTENT(INOUT) :: casamet ! local variables - REAL(r_2), DIMENSION(mp) :: xk + !REAL(r_2), DIMENSION(mp) :: xk REAL(r_2), DIMENSION(mp,mplant) :: ratioLignintoN INTEGER npt @@ -691,6 +701,8 @@ END SUBROUTINE casa_coeffplant SUBROUTINE casa_coeffsoil(xklitter,xksoil,veg,soil,casabiome,casaflux,casamet) ! calculate the plant litter fall rate, litter fall and sOM decomposition rate (1/day) ! and the transfer coefficients between different pools +! NOTE: this subroutine is not called when MIMICS or CORPSE are the SOM model. +! See mimics_soil_forwardMM and mimics_soil_reverseMM. ! ! inputs: ! xk(mp): modifier of soil litter decomposition rate (dimensionless) @@ -712,7 +724,7 @@ SUBROUTINE casa_coeffsoil(xklitter,xksoil,veg,soil,casabiome,casaflux,casamet) TYPE (casa_met), INTENT(INOUT) :: casamet ! local variables - INTEGER j,k,kk,nland !i: for plant pool, j for litter, k for soil + INTEGER j,k,kk,nland,nv !i: for plant pool, j for litter, k for soil casaflux%fromLtoS(:,:,:) = 0.0 casaflux%fromStoS(:,:,:) = 0.0 @@ -747,27 +759,50 @@ SUBROUTINE casa_coeffsoil(xklitter,xksoil,veg,soil,casabiome,casaflux,casamet) casaflux%ksoil(:,pass) = casaflux%ksoil(:,pass)* 1.5 ENDWHERE ! - ! flow from litter to soil - casaflux%fromLtoS(:,mic,metb) = 0.45 + !! Allow carbon use efficiencies to be read from the casa pft parameter file. -MDH 12/23/2019 +! ! flow from litter to soil +! casaflux%fromLtoS(:,mic,metb) = 0.45 +! ! metb -> mic +! casaflux%fromLtoS(:,mic,str) = 0.45*(1.0-casabiome%fracLigninplant(veg%iveg(:),leaf)) +! ! str -> mic +! casaflux%fromLtoS(:,slow,str) = 0.7 * casabiome%fracLigninplant(veg%iveg(:),leaf) +! ! str -> slow +! casaflux%fromLtoS(:,mic,cwd) = 0.40*(1.0 - casabiome%fracLigninplant(veg%iveg(:),wood)) +! ! CWD -> fmic +! casaflux%fromLtoS(:,slow,cwd) = 0.7 * casabiome%fracLigninplant(veg%iveg(:),wood) +! ! CWD -> slow +! +!! set the following two backflow to set (see Bolker 199x) +! casaflux%fromStoS(:,mic,slow) = 0.45 * (0.997 - 0.009 *soil%clay(:)) +! casaflux%fromStoS(:,mic,pass) = 0.45 +! +! casaflux%fromStoS(:,slow,mic) = (0.85 - 0.68 * (soil%clay(:)+soil%silt(:))) & +! * (0.997 - 0.032*soil%clay(:)) +! casaflux%fromStoS(:,pass,mic) = (0.85 - 0.68 * (soil%clay(:)+soil%silt(:))) & +! * (0.003 + 0.032*soil%clay(:)) +! casaflux%fromStoS(:,pass,slow) = 0.45 * (0.003 + 0.009 * soil%clay(:)) + + + casaflux%fromLtoS(:,mic,metb) = casabiome%CUEmetbmic(veg%iveg(:)) ! metb -> mic - casaflux%fromLtoS(:,mic,str) = 0.45*(1.0-casabiome%fracLigninplant(veg%iveg(:),leaf)) + casaflux%fromLtoS(:,mic,str) = casabiome%CUEstrmic(veg%iveg(:)) * (1.0-casabiome%fracLigninplant(veg%iveg(:),leaf)) ! str -> mic - casaflux%fromLtoS(:,slow,str) = 0.7 * casabiome%fracLigninplant(veg%iveg(:),leaf) + casaflux%fromLtoS(:,slow,str) = casabiome%CUEstrslow(veg%iveg(:)) * casabiome%fracLigninplant(veg%iveg(:),leaf) ! str -> slow - casaflux%fromLtoS(:,mic,cwd) = 0.40*(1.0 - casabiome%fracLigninplant(veg%iveg(:),wood)) + casaflux%fromLtoS(:,mic,cwd) = casabiome%CUEcwdmic(veg%iveg(:)) * (1.0-casabiome%fracLigninplant(veg%iveg(:),wood)) ! CWD -> fmic - casaflux%fromLtoS(:,slow,cwd) = 0.7 * casabiome%fracLigninplant(veg%iveg(:),wood) + casaflux%fromLtoS(:,slow,cwd) = casabiome%CUEcwdslow(veg%iveg(:)) * casabiome%fracLigninplant(veg%iveg(:),wood) ! CWD -> slow -!! set the following two backflow to set (see Bolker 199x) -! casaflux%fromStoS(:,mic,slow) = 0.45 * (0.997 - 0.009 *soil%clay(:)) -! casaflux%fromStoS(:,mic,pass) = 0.45 + !! set the following two backflow to set (see Bolker 199x) + !casaflux%fromStoS(nv,mic,slow) = 0.0 + !casaflux%fromStoS(nv,mic,pass) = 0.0 - casaflux%fromStoS(:,slow,mic) = (0.85 - 0.68 * (soil%clay(:)+soil%silt(:))) & + casaflux%fromStoS(:,slow,mic) = casabiome%CUEmicslow(veg%iveg(:)) * (0.85 - 0.68*(soil%clay(:)+soil%silt(:))) & * (0.997 - 0.032*soil%clay(:)) - casaflux%fromStoS(:,pass,mic) = (0.85 - 0.68 * (soil%clay(:)+soil%silt(:))) & + casaflux%fromStoS(:,pass,mic) = casabiome%CUEmicpass(veg%iveg(:)) * (0.85 - 0.68*(soil%clay(:)+soil%silt(:))) & * (0.003 + 0.032*soil%clay(:)) - casaflux%fromStoS(:,pass,slow) = 0.45 * (0.003 + 0.009 * soil%clay(:) ) + casaflux%fromStoS(:,pass,slow) = casabiome%CUEpassslow(veg%iveg(:)) * (0.003 + 0.009*soil%clay(:)) ENDWHERE @@ -812,6 +847,8 @@ SUBROUTINE casa_delplant(veg,casabiome,casapool,casaflux,casamet, & ! calculate the chnage in plant C, N and P pools ! uptake of N and P will be computed in casa_uptake ! labile C pool will be computed casa_labile +! NOTE: this subroutine is not called when MIMICS or CORPSE are the SOM model. +! See mimics_delplant (C only) and mimics_delplant_CN (C&N). IMPLICIT NONE TYPE (veg_parameter_type), INTENT(INOUT) :: veg ! vegetation parameters @@ -821,15 +858,20 @@ SUBROUTINE casa_delplant(veg,casabiome,casapool,casaflux,casamet, & TYPE (casa_met), INTENT(INOUT) :: casamet ! added by ypwang following Chris Lu 5/nov/2012 - real, dimension(mp),INTENT(OUT) :: cleaf2met,cleaf2str,croot2met,croot2str,cwood2cwd, & + real(r_2), dimension(mp),INTENT(OUT) :: cleaf2met,cleaf2str,croot2met,croot2str,cwood2cwd, & nleaf2met,nleaf2str,nroot2met,nroot2str,nwood2cwd, & pleaf2met,pleaf2str,proot2met,proot2str,pwood2cwd - INTEGER npt,nL,nP,nland + INTEGER npt,nL,nP casaflux%FluxCtolitter = 0.0 casaflux%FluxNtolitter = 0.0 casaflux%FluxPtolitter = 0.0 + ! Added root exudate flux -mdh 1/13/2020 + ! WW C fluxes now calcualted above + !casaflux%Cexudate = 0.0 + casaflux%Nexudate = 0.0 + casaflux%Pexudate = 0.0 ! added by ypwang following Chris Lu 5/nov/2012 @@ -856,16 +898,25 @@ SUBROUTINE casa_delplant(veg,casabiome,casapool,casaflux,casamet, & IF(casamet%iveg2(npt)/=icewater) THEN ! PRINT *, 'npt = ', npt ! PRINT *, 'casapool%cplant(npt,:) = ', casapool%cplant(npt,:) - casapool%dcplantdt(npt,:) = casaflux%Cnpp(npt) * casaflux%fracCalloc(npt,:) & + casapool%dCplantdt(npt,:) = casaflux%Cnpp(npt) * casaflux%fracCalloc(npt,:) & - casaflux%kplant(npt,:) * casapool%cplant(npt,:) + + ! Compute root exudate C flux as a fraction of froot NPP. -mdh 1/13/2020 + ! WW turning this off for exudate comes from GPP flux +! casaflux%Cexudate(npt) = max(0.0, casabiome%fracRootExud(veg%iveg(npt)) * casaflux%Cnpp(npt) * casaflux%fracCalloc(npt,froot)) +! casapool%dCplantdt(npt,froot) = casapool%dCplantdt(npt,froot) - casaflux%Cexudate(npt) + ! change here made by ypw on 26august 2011 ! calculate fraction c to labile pool as a fraction of gpp, not npp ! casapool%dClabiledt(npt) = casaflux%Cnpp(npt) * casaflux%fracClabile(npt) - casapool%dClabiledt(npt) = casaflux%Cgpp(npt) * casaflux%fracClabile(npt) - casaflux%clabloss(npt) + casapool%dClabiledt(npt) = casaflux%Cgpp(npt) * casaflux%fracClabile(npt) - casaflux%Clabloss(npt) ! added by ypwang 5/nov/2012 cleaf2met(npt) = casaflux%fromPtoL(npt,metb,leaf) * casaflux%kplant(npt,leaf) * casapool%cplant(npt,leaf) cleaf2str(npt) = casaflux%fromPtoL(npt,str,leaf) * casaflux%kplant(npt,leaf) * casapool%cplant(npt,leaf) - croot2met(npt) = casaflux%fromPtoL(npt,metb,froot) * casaflux%kplant(npt,froot) * casapool%cplant(npt,froot) + ! Add casaflux%Cexudate(npt) to metabolic litter. -mdh 1/13/2019 + !croot2met(npt) = casaflux%fromPtoL(npt,metb,froot) * casaflux%kplant(npt,froot) * casapool%cplant(npt,froot) + croot2met(npt) = casaflux%fromPtoL(npt,metb,froot) * casaflux%kplant(npt,froot) * casapool%cplant(npt,froot) & + + casaflux%Cexudate(npt) croot2str(npt) = casaflux%fromPtoL(npt,str,froot) * casaflux%kplant(npt,froot) * casapool%cplant(npt,froot) cwood2cwd(npt) = casaflux%fromPtoL(npt,cwd,wood) * casaflux%kplant(npt,wood) * casapool%cplant(npt,wood) @@ -876,15 +927,24 @@ SUBROUTINE casa_delplant(veg,casabiome,casapool,casaflux,casamet, & IF(icycle > 1) THEN ! PRINT *, 'casapool%Nplant(npt,:) = ', casapool%Nplant(npt,:) IF(casaflux%fracNalloc(npt,leaf)==0.0) THEN - casapool%dNplantdt(npt,leaf) = - casaflux%kplant(npt,leaf) * casapool%Nplant(npt,leaf) + casapool%dNplantdt(npt,leaf) = -casaflux%kplant(npt,leaf) * casapool%Nplant(npt,leaf) else - casapool%dNplantdt(npt,leaf) = - casaflux%kplant(npt,leaf) * casapool%Nplant(npt,leaf) & + casapool%dNplantdt(npt,leaf) = -casaflux%kplant(npt,leaf) * casapool%Nplant(npt,leaf) & * casabiome%ftransNPtoL(veg%iveg(npt),leaf) ENDIF - casapool%dNplantdt(npt,wood) = - casaflux%kplant(npt,wood) * casapool%Nplant(npt,wood) & + casapool%dNplantdt(npt,wood) = -casaflux%kplant(npt,wood) * casapool%Nplant(npt,wood) & * casabiome%ftransNPtoL(veg%iveg(npt),wood) - casapool%dNplantdt(npt,froot) = - casaflux%kplant(npt,froot) * casapool%Nplant(npt,froot) & + casapool%dNplantdt(npt,froot) = -casaflux%kplant(npt,froot) * casapool%Nplant(npt,froot) & * casabiome%ftransNPtoL(veg%iveg(npt),froot) + + ! Compute root exudate N flux as a fraction of froot N uptake. -mdh 1/13/2020 + ! WW removed for exudate test + !if (casaflux%Cexudate(npt) > 0.0) then + ! casaflux%Nexudate(npt) = max(0.0,casabiome%fracRootExud(veg%iveg(npt)) * casaflux%Nminuptake(npt) & + ! * casaflux%fracNalloc(npt,froot)) + ! casapool%dNplantdt(npt,froot) = casapool%dNplantdt(npt,froot) - casaflux%Nexudate(npt) + !endif + ! added by ypwang 5/nov/2012 nleaf2str(npt) = casaflux%fromPtoL(npt,str,leaf) * casaflux%kplant(npt,leaf) & @@ -892,10 +952,14 @@ SUBROUTINE casa_delplant(veg,casabiome,casapool,casaflux,casamet, & nroot2str(npt) = casaflux%fromPtoL(npt,str,froot)* casaflux%kplant(npt,froot) & * casapool%cplant(npt,froot) * ratioNCstrfix - nleaf2met(npt) = - casapool%dNplantdt(npt,leaf) - nleaf2str(npt) - nroot2met(npt) = - casapool%dNplantdt(npt,froot) - nroot2str(npt) + nleaf2met(npt) = -casapool%dNplantdt(npt,leaf) - nleaf2str(npt) + ! dNplantdt includes casaflux%Nexudate. -mdh 1/13/2020 + nroot2met(npt) = -casapool%dNplantdt(npt,froot) - nroot2str(npt) nwood2cwd(npt) = -casapool%dNplantdt(npt,wood) + casaflux%NlitInptMet(npt) = nleaf2met(npt) + nroot2met(npt) + casaflux%NlitInptStruc(npt) = nleaf2str(npt) + nroot2str(npt) + ENDIF ! PRINT *, 'before icycle >2; npt, mp', npt, mp @@ -908,10 +972,20 @@ SUBROUTINE casa_delplant(veg,casabiome,casapool,casaflux,casamet, & * casabiome%ftransPPtoL(veg%iveg(npt),leaf) ENDIF + casapool%dPplantdt(npt,wood) = - casaflux%kplant(npt,wood) * casapool%Pplant(npt,wood) & * casabiome%ftransPPtoL(veg%iveg(npt),wood) casapool%dPplantdt(npt,froot) = - casaflux%kplant(npt,froot) * casapool%Pplant(npt,froot) & * casabiome%ftransPPtoL(veg%iveg(npt),froot) + + ! Compute root exudate P flux as a fraction of froot P uptake. -mdh 1/13/2020 + ! WW removed for exudate test + !if (casaflux%Cexudate(npt) > 0.0) then + ! casaflux%Pexudate(npt) = max(0.0,casabiome%fracRootExud(veg%iveg(npt)) * casaflux%Plabuptake(npt) & + ! * casaflux%fracPalloc(npt,froot)) + ! casapool%dPplantdt(npt,froot) = casapool%dPplantdt(npt,froot) - casaflux%Pexudate(npt) + !endif + ! added by ypwang 5/nov/2012 pleaf2str(npt) = casaflux%fromPtoL(npt,str,leaf) * casaflux%kplant(npt,leaf) & @@ -919,10 +993,11 @@ SUBROUTINE casa_delplant(veg,casabiome,casapool,casaflux,casamet, & proot2str(npt) = casaflux%fromPtoL(npt,str,froot)* casaflux%kplant(npt,froot) & * casapool%cplant(npt,froot) * ratioNCstrfix/ratioNPstrfix pleaf2met(npt) = -casapool%dPplantdt(npt,leaf) - pleaf2str(npt) + ! dPplantdt includes casaflux%Pexudate. -mdh 1/13/2020 proot2met(npt) = -casapool%dPplantdt(npt,froot) - proot2str(npt) pwood2cwd(npt) = -casapool%dPplantdt(npt,wood) - + ENDIF @@ -934,6 +1009,9 @@ SUBROUTINE casa_delplant(veg,casabiome,casapool,casaflux,casamet, & * casapool%cplant(npt,nP) ENDDO ENDDO + + ! It appears that the calculation above did not account for Cexudate from froot to metb. -mdh 1/13/2020 + casaflux%FluxCtolitter(npt,metb) = casaflux%FluxCtolitter(npt,metb) + casaflux%Cexudate(npt) ! PRINT *, 'before 2nd icycle >1; npt, mp', npt, mp IF(icycle > 1) THEN @@ -941,13 +1019,16 @@ SUBROUTINE casa_delplant(veg,casabiome,casapool,casaflux,casamet, & * casapool%cplant(npt,leaf) * ratioNCstrfix & + casaflux%fromPtoL(npt,str,froot)* casaflux%kplant(npt,froot) & * casapool%cplant(npt,froot) * ratioNCstrfix - casaflux%FluxNtolitter(npt,metb) = - casapool%dNplantdt(npt,leaf)-casapool%dNplantdt(npt,froot) & + ! FluxNtolitter includes Nexudate in dNplantdt calculation. -mdh 1/13/2019 + casaflux%FluxNtolitter(npt,metb) = -casapool%dNplantdt(npt,leaf)-casapool%dNplantdt(npt,froot) & - casaflux%FluxNtolitter(npt,str) casaflux%FluxNtolitter(npt,CWD) = -casapool%dNplantdt(npt,wood) ! adding N uptake casapool%dNplantdt(npt,:) = casapool%dNplantdt(npt,:) & + casaflux%Nminuptake(npt)*casaflux%fracNalloc(npt,:) +! Note: This calculation was commented out because Nsoilmin is reduced by Nminuptake (== Nupland) +! in casa_delsoil instead. ! casapool%Nsoilmin(npt) = casapool%Nsoilmin(npt) - casaflux%Nminuptake(npt) *deltpool ENDIF !end "icycle >1" @@ -957,6 +1038,7 @@ SUBROUTINE casa_delplant(veg,casabiome,casapool,casaflux,casamet, & * casapool%cplant(npt,leaf) * ratioNCstrfix/ratioNPstrfix & + casaflux%fromPtoL(npt,str,froot)* casaflux%kplant(npt,froot) & * casapool%cplant(npt,froot) * ratioNCstrfix/ratioNPstrfix + ! FluxPtolitter includes Pexudate in dPplantdt calculation. -mdh 1/13/2019 casaflux%FluxPtolitter(npt,metb) = -casapool%dPplantdt(npt,leaf)-casapool%dPplantdt(npt,froot) & - casaflux%FluxPtolitter(npt,str) casaflux%FluxPtolitter(npt,CWD) = -casapool%dPplantdt(npt,wood) @@ -975,6 +1057,8 @@ END SUBROUTINE casa_delplant SUBROUTINE casa_delsoil(veg,casapool,casaflux,casamet,casabiome) ! calculate changes in litter and soil pools +! NOTE: this subroutine not called when MIMICS or CORPSE are the SOM model. +! See mimics_soil_forwardMM and mimics_soil_reverseMM. IMPLICIT NONE TYPE (veg_parameter_type), INTENT(INOUT) :: veg ! vegetation parameters @@ -985,14 +1069,15 @@ SUBROUTINE casa_delsoil(veg,casapool,casaflux,casamet,casabiome) ! local variables REAL(r_2), DIMENSION(mp) :: xdplabsorb, fluxptase - REAL(r_2), DIMENSION(mp) :: cwd2str - INTEGER i,j,jj,k,kk,kkk,n,iv,npt,nL,nS,nSS,nland + REAL(r_2), DIMENSION(mp) :: cwd2str, nwd2str + INTEGER j,jj,k,kk,kkk,nL,nS,nSS,nland - casaflux%fluxCtoCO2 = 0.0 - casaflux%fluxCtosoil = 0.0 - casaflux%fluxNtosoil = 0.0 - casaflux%fluxPtosoil = 0.0 + casaflux%FluxCtoCO2 = 0.0 + casaflux%FluxCtosoil = 0.0 + casaflux%FluxNtosoil = 0.0 + casaflux%FluxPtosoil = 0.0 casaflux%Crsoil = 0.0 ! initialization added by BP jul2010 + casaflux%CpassInpt = 0.0 ! -mdh 12/3/2018 casapool%dClitterdt = 0.0 casapool%dCsoildt = 0.0 @@ -1024,7 +1109,7 @@ SUBROUTINE casa_delsoil(veg,casapool,casaflux,casamet,casabiome) DO nland=1,mp IF(casamet%iveg2(nland)/=icewater) THEN DO nL=1,mlitter - casaflux%fluxCtoCO2(nland) = casaflux%fluxCtoCO2(nland) & + casaflux%FluxCtoCO2(nland) = casaflux%FluxCtoCO2(nland) & + casaflux%fromLtoCO2(nland,nL) & * casaflux%klitter(nland,nL) & * casapool%clitter(nland,nL) @@ -1032,20 +1117,25 @@ SUBROUTINE casa_delsoil(veg,casapool,casaflux,casamet,casabiome) DO nS=1,msoil DO nL=1,mlitter - casaflux%fluxCtosoil(nland,nS) = casaflux%fluxCtosoil(nland,nS) & + casaflux%FluxCtosoil(nland,nS) = casaflux%FluxCtosoil(nland,nS) & + casaflux%fromLtoS(nland,nS,nL) & * casaflux%klitter(nland,nL) & * casapool%clitter(nland,nL) ENDDO DO nSS=1,msoil IF(nSS/=nS) THEN - casaflux%fluxCtosoil(nland,nS) = casaflux%fluxCtosoil(nland,nS) & + casaflux%FluxCtosoil(nland,nS) = casaflux%FluxCtosoil(nland,nS) & + casaflux%fromStoS(nland,nS,nSS) & * casaflux%ksoil(nland,nSS) & * casapool%csoil(nland,nSS) + ! nS is destination pool. Save inputs to the passive pool. -mdh 12/3/2018 + if (nS == PASS) then + casaflux%CpassInpt(nland) = casaflux%FluxCtosoil(nland,nS) + endif + ENDIF ENDDO - casaflux%fluxCtoCO2(nland) = casaflux%fluxCtoCO2(nland) & + casaflux%FluxCtoCO2(nland) = casaflux%FluxCtoCO2(nland) & + casaflux%fromStoCO2(nland,nS) & * casaflux%ksoil(nland,nS) & * casapool%csoil(nland,nS) @@ -1063,8 +1153,18 @@ SUBROUTINE casa_delsoil(veg,casapool,casaflux,casamet,casabiome) cwd2str(nland) = cwd2str(nland) + casaflux%fromLtoS(nland,nS,cwd) & * casaflux%klitter(nland,cwd) & * casapool%clitter(nland,cwd) + ENDDO + ! Added nwd2str. -mdh 7/15/2019 + ! removed this N loop from soil loop above since we're assuming all N in this + ! diagnostics is passed to litter (or soil) + IF(icycle>1) THEN + nwd2str(nland) = nwd2str(nland) + casaflux%klitter(nland,cwd) & + * casapool%Nlitter(nland,cwd) + ENDIF casaflux%ClitInptStruc(nland) = casaflux%ClitInptStruc(nland) + cwd2str(nland) + ! Added nwd2str. -mdh 7/15/2019 + casaflux%NlitInptStruc(nland) = casaflux%NlitInptStruc(nland) + nwd2str(nland) !----------------------------------------------------------------------------------------------- IF(icycle>1) THEN @@ -1113,6 +1213,28 @@ SUBROUTINE casa_delsoil(veg,casapool,casaflux,casamet,casabiome) * MAX(0.0,casapool%Nsoilmin(nland)) & * MAX(0.0,casapool%Nsoilmin(nland)/2.0) ENDIF + +! IF(casapool%Nsoilmin(nland)>2.0.AND.casamet%tsoilavg(nland)>273.12) THEN +! casaflux%Nminloss(nland) = casaflux%fNminloss(nland) & +! * MAX(0.0,casaflux%Nsnet(nland)) +! casaflux%Nminleach(nland) = casaflux%fNminleach(nland) & +! * MAX(0.0,casapool%Nsoilmin(nland)) +! ELSE +!! ! ATTENTION: these calculations doesn't look right. Why the products? +!! ! I am updating the code. The Nminloss calculation also resides in subroutine +!! ! mimics_soil_reverseMM_CN (mimics_cycle_CN.f90) -mdh 7/29/2019 +!! casaflux%Nminloss(nland) = casaflux%fNminloss(nland) & +!! * MAX(0.0,casaflux%Nsnet(nland)) & +!! * MAX(0.0,casapool%Nsoilmin(nland)/2.0) +!! casaflux%Nminleach(nland) = casaflux%fNminleach(nland) & +!! * MAX(0.0,casapool%Nsoilmin(nland)) & +!! * MAX(0.0,casapool%Nsoilmin(nland)/2.0) +! +! casaflux%Nminloss(nland) = casaflux%fNminloss(nland) & +! * MAX(0.0,casapool%Nsoilmin(nland)/2.0) +! casaflux%Nminleach(nland) = casaflux%fNminleach(nland) & +! * MAX(0.0,casapool%Nsoilmin(nland)/2.0) +! ENDIF DO k=1,msoil DO j=1,mlitter casaflux%FluxNtosoil(nland,k) = casaflux%FluxNtosoil(nland,k) & @@ -1232,11 +1354,11 @@ SUBROUTINE casa_delsoil(veg,casapool,casaflux,casamet,casabiome) DO nland=1,mp IF(casamet%iveg2(nland)/=icewater) THEN - casapool%dClitterdt(nland,:) = casaflux%fluxCtolitter(nland,:) - casaflux%klitter(nland,:) * casapool%clitter(nland,:) - casapool%dCsoildt(nland,:) = casaflux%fluxCtosoil(nland,:) - casaflux%ksoil(nland,:) * casapool%csoil(nland,:) - casaflux%Crsoil(nland) = casaflux%fluxCtoCO2(nland) + casapool%dClitterdt(nland,:) = casaflux%FluxCtolitter(nland,:) - casaflux%klitter(nland,:) * casapool%clitter(nland,:) + casapool%dCsoildt(nland,:) = casaflux%FluxCtosoil(nland,:) - casaflux%ksoil(nland,:) * casapool%csoil(nland,:) + casaflux%Crsoil(nland) = casaflux%FluxCtoCO2(nland) IF(icycle > 1) THEN - casapool%dNlitterdt(nland,:) = casaflux%fluxNtolitter(nland,:) & + casapool%dNlitterdt(nland,:) = casaflux%FluxNtolitter(nland,:) & - casaflux%klitter(nland,:) & * max(0.0,casapool%Nlitter(nland,:)) @@ -1307,8 +1429,7 @@ SUBROUTINE casa_delsoil(veg,casapool,casaflux,casamet,casabiome) ! write(76,701) nland, casapool%Nsoilmin(nland),casaflux%Nlittermin(nland),casaflux%nsmin(nland),casaflux%nsimm(nland),casaflux%Nmindep(nland), & ! casaflux%Nminfix(nland),casaflux%Nminloss(nland),casaflux%Nminleach(nland),casaflux%Nupland(nland),casaflux%Cnpp(nland), & ! casapool%ratioNCsoilmin(nland,:),casapool%ratioNCsoilmax(nland,:),casapool%ratioNCsoilnew(nland,:) - -701 format(i6,100(f10.5,2x)) +!701 format(i6,100(f10.5,2x)) END SUBROUTINE casa_delsoil SUBROUTINE avgsoil(veg,soil,casamet) @@ -1353,116 +1474,6 @@ SUBROUTINE avgsoil(veg,soil,casamet) END SUBROUTINE avgsoil -SUBROUTINE casa_xkN(xkNlimiting,casapool,casaflux,casamet,casabiome,veg) -! computing the reduction in litter and SOM decomposition -! when decomposition rate is N-limiting - IMPLICIT NONE - REAL(r_2), DIMENSION(mp), INTENT(INOUT) :: xkNlimiting - TYPE (casa_pool), INTENT(INOUT) :: casapool - TYPE (casa_flux), INTENT(INOUT) :: casaflux - TYPE (casa_met), INTENT(INOUT) :: casamet - TYPE (casa_biome), INTENT(INOUT) :: casabiome -! - TYPE (veg_parameter_type), INTENT(IN) :: veg ! vegetation parameters - - ! local variables - INTEGER i,j,k,kk,iv,thepoint,nland - REAL(r_2), DIMENSION(mp) :: xFluxNlittermin - REAL(r_2), DIMENSION(mp) :: xFluxNsoilmin - REAL(r_2), DIMENSION(mp) :: xFluxNsoilimm - REAL(r_2), DIMENSION(mp) :: xFluxNsoilminnet -! A maximum Clitter set to avoid positive feedback for litter accumulation -! when N mode is activated. (Q.Zhang 23/05/2011) -! real(r_2), dimension(17) :: xClitter -! data xClitter/100.0,100.0,100.0,100.0,50.0,150.0,150.0,100.0,& -! 150.0,150.0,100.0, 20.0,20.0, 20.0, 20.0, 20.0,20.0/ - - xkNlimiting = 1.0 -! set N mineral N fluxes to zero - xFluxNlittermin(:) = 0.0 - xFluxNsoilmin(:) = 0.0 - xFluxNsoilimm(:) = 0.0 !negative for microbial upatek and postive for release of mineral N - xFluxNsoilminnet(:) = 0.0 -! PRINT *, 'within casa_xkN' - -! calculate gross mineralisation - DO nland=1,mp - IF (casamet%iveg2(nland)/=icewater) THEN - - ! calculate C:N ratio of newly formed SOM as function of soil mineral N pool - IF (casapool%Nsoilmin(nland) < 2.0) THEN - casapool%ratioNCsoilnew(nland,:) = casapool%ratioNCsoilmin(nland,:) & - + (casapool%ratioNCsoilmax(nland,:) & - -casapool%ratioNCsoilmin(nland,:)) & - * max(0.0,casapool%Nsoilmin(nland)) / 2.0 - ELSE - casapool%ratioNCsoilnew(nland,:) = casapool%ratioNCsoilmax(nland,:) - ENDIF - - DO j=1,mlitter - xFluxNlittermin(nland) = xFluxNlittermin(nland) & - + casaflux%klitter(nland,j) * casapool%Nlitter(nland,j) - ENDDO - DO k=1,msoil - xFluxNsoilmin(nland) = xFluxNsoilmin(nland) & - + casaflux%ksoil(nland,k) * casapool%Nsoil(nland,k) - ENDDO - - ! calculate N immobilisation from L to S and S to S - DO kk=1,msoil - DO j=1,mlitter ! immobilisation from litter to soil - xFluxNsoilimm(nland) = xFluxNsoilimm(nland) & - - casaflux%fromLtoS(nland,kk,j) * casaflux%klitter(nland,j) & - * casapool%Clitter(nland,j) * casapool%ratioNCsoilnew(nland,kk) - ENDDO - DO k=1,msoil ! immobilisation from soil to soil - IF(k.ne.kk) THEN - xFluxNsoilimm(nland) = xFluxNsoilimm(nland) & - - casaflux%fromStoS(nland,kk,k) * casaflux%ksoil(nland,k) & - * casapool%Csoil(nland,k) * casapool%ratioNCsoilnew(nland,kk) - ENDIF - ENDDO - ENDDO - ENDIF - ENDDO - - ! now check if there is sufficient mineral N - xFluxNsoilminnet(:) = xFluxNlittermin(:) + xFluxNsoilmin(:) + xFluxNsoilimm(:) -! PRINT *, 'casamet%iveg2 = ', casamet%iveg2 -! PRINT *, 'deltpool = ',deltpool -! PRINT *, 'xFluxNsoilminnet = ', xFluxNsoilminnet -! WHERE(casamet%iveg2(:)/=icewater) -! WHERE((xFluxNsoilminnet(:)*deltpool + (casapool%Nsoilmin(:)-2.0)) > 0.0) -! xkNlimiting(:) =1.0 -! ELSEWHERE -! xkNlimiting(:) =max(0.0, - (casapool%Nsoilmin(:)-2.0)/(deltpool*xFluxNsoilminnet(:))) -! xkNlimiting(:) =MIN(1.0,xkNlimiting(:)) -! ENDWHERE -! ENDWHERE - -! Q.Zhang 23/05/2011 test code according to YPW - WHERE(casamet%iveg2(:)/=icewater) - WHERE((xFluxNsoilminnet(:)*deltpool + (casapool%Nsoilmin(:)-2.0)) > 0.0 & - .OR. xFluxNsoilminnet(:) > 0.0) - xkNlimiting(:) =1.0 - ELSEWHERE - xkNlimiting(:) =MAX(0.0, - (casapool%Nsoilmin(:)-0.5) & - /(deltpool*xFluxNsoilminnet(:))) - xkNlimiting(:) =MIN(1.0,xkNlimiting(:)) - ENDWHERE -! Q.Zhang 23/05/2011 test -! If pool size larger than xClitter, turnover rate will not constrained by Nsoilmin. -! where(casapool%clitter(:,1) > xClitter(veg%iveg(:))) -! xkNlimiting(:) = 1.0 -! end where -! end (Q.Zhang 23/05/2011) - where(sum(casapool%clitter,2) > casabiome%maxfinelitter(veg%iveg(:)) + casabiome%maxcwd(veg%iveg(:))) - xkNlimiting(:) = 1.0 - end where - ENDWHERE - -END SUBROUTINE casa_xkN - SUBROUTINE casa_nuptake(veg,xkNlimiting,casabiome,casapool,casaflux,casamet) ! (1) compute (1)N uptake by plants; ! (2) allocation of uptaken N to plants @@ -1474,9 +1485,10 @@ SUBROUTINE casa_nuptake(veg,xkNlimiting,casabiome,casapool,casaflux,casamet) TYPE (casa_flux), INTENT(INOUT) :: casaflux TYPE (casa_met), INTENT(INOUT) :: casamet REAL(r_2), DIMENSION(mp), INTENT(IN) :: xkNlimiting + !INTEGER, INTENT(IN) :: mp ! local variables - INTEGER nland,np,ip + INTEGER :: np REAL(r_2), DIMENSION(mp,mplant) :: Nreqmax, Nreqmin, NtransPtoP, xnuptake REAL(r_2), DIMENSION(mp) :: totNreqmax,totNreqmin REAL(r_2), DIMENSION(mp) :: xnCnpp @@ -1515,10 +1527,10 @@ SUBROUTINE casa_nuptake(veg,xkNlimiting,casabiome,casapool,casaflux,casamet) ! np=1 ! write(*,911) casapool%nsoilmin(np),casaflux%Nminuptake(np),xnuptake(np,leaf), xnuptake(np,wood), xnuptake(np,froot), & ! casaflux%fracNalloc(np,leaf),casaflux%fracNalloc(np,wood),casaflux%fracNalloc(np,froot) +!911 format('N uptake:',100(f8.3,2x)) casaflux%Nupland = casaflux%Nminuptake -911 format('N uptake:',100(f8.3,2x)) END SUBROUTINE casa_nuptake SUBROUTINE casa_Nrequire(xnCnpp,Nreqmin,Nreqmax,NtransPtoP,veg, & @@ -1537,14 +1549,23 @@ SUBROUTINE casa_Nrequire(xnCnpp,Nreqmin,Nreqmax,NtransPtoP,veg, & ! local variable INTEGER :: np REAL(r_2), DIMENSION(mp,mplant) :: ncplantmax + REAL(r_2) :: fNC Nreqmin(:,:) = 0.0 Nreqmax(:,:) = 0.0 NtransPtoP(:,:) = 0.0 + ! It appears that the new parameters casabiome%xkNlimitmin and casabiome%xkNlimitmax should + ! replace 0.5 and 2.0 below. The multiplier is 0.0 <= max(0.0,2.0**(0.5*casapool%Nsoilmin(np))-1.0) <= 1.0, + ! and therefore casabiome%ratioNCplantmin <= ncplantmax <= casabiome%ratioNCplantmax, + ! but changing values 0.5 and 2.0 alters the range of this multiplier. + ! This 0.0-1.0 multiplier is a near linear function so I replaced it with a linear + ! function that uses casabiome%xkNlimitmin and casabiome%xkNlimitmax. -mdh 12/31/2019. + DO np=1,mp IF(casamet%iveg2(np)/=icewater) THEN - if(casapool%Nsoilmin(np)<2.0) then + !if(casapool%Nsoilmin(np)<2.0) then + if (casapool%Nsoilmin(np)< casabiome%xkNlimitmax(veg%iveg(np))) then ! ncplantmax(np,leaf) =casabiome%ratioNCplantmin(veg%iveg(np),leaf) & ! +(casabiome%ratioNCplantmax(veg%iveg(np),leaf)-casabiome%ratioNCplantmin(veg%iveg(np),leaf)) & ! * min(1.0,max(0.0,casapool%Nsoilmin(np)*0.5)) @@ -1555,16 +1576,39 @@ SUBROUTINE casa_Nrequire(xnCnpp,Nreqmin,Nreqmax,NtransPtoP,veg, & ! +(casabiome%ratioNCplantmax(veg%iveg(np),froot)-casabiome%ratioNCplantmin(veg%iveg(np),froot)) & ! * min(1.0,max(0.0,casapool%Nsoilmin(np)*0.5)) + ! Code replaced. -mdh 12/31/2019 + ! ncplantmax(np,leaf) =casabiome%ratioNCplantmin(veg%iveg(np),leaf) & + ! +(casabiome%ratioNCplantmax(veg%iveg(np),leaf)-casabiome%ratioNCplantmin(veg%iveg(np),leaf)) & + ! * min(1.0,max(0.0,2.0**(0.5*casapool%Nsoilmin(np))-1.0)) + ! ncplantmax(np,wood) =casabiome%ratioNCplantmin(veg%iveg(np),wood) & + ! +(casabiome%ratioNCplantmax(veg%iveg(np),wood)-casabiome%ratioNCplantmin(veg%iveg(np),wood)) & + ! * min(1.0,max(0.0,2.0**(0.5*casapool%Nsoilmin(np))-1.0)) + ! ncplantmax(np,froot) =casabiome%ratioNCplantmin(veg%iveg(np),froot) & + ! +(casabiome%ratioNCplantmax(veg%iveg(np),froot)-casabiome%ratioNCplantmin(veg%iveg(np),froot)) & + ! * min(1.0,max(0.0,2.0**(0.5*casapool%Nsoilmin(np))-1.0)) + + ! N limitation, so use plant N:C ratio that is between the min N:C and max N:C to compute N demand. + ! Linear ramp from 0.0 to 1.0 for casabiome%xkNlimitmin < casapool%Nsoilmin(:) < casabiome%xkNlimitmax + ! y = (y2 - y1) / (x2 - x1) * (x - x2) + y2 + ! max(0.0,fNC) = 0 when casapool%Nsoilmin <= casabiome%xkNlimitmin, low N + ! ncplantmax(np,:) = casabiome%ratioNCplantmin(veg%iveg(np),:) + ! max(0.0,fNC) = 1 when casapool%Nsoilmin >= casabiome%xkNlimitmax, ample N + ! ncplantmax(np,:) = casabiome%ratioNCplantmin(veg%iveg(np),:)) + NC ratio difference + + fNC = (1.0 - 0.0) / (casabiome%xkNlimitmax(veg%iveg(np)) - casabiome%xkNlimitmin(veg%iveg(np))) & + * (casapool%Nsoilmin(np) - casabiome%xkNlimitmax(veg%iveg(np))) + 1.0 + ncplantmax(np,leaf) =casabiome%ratioNCplantmin(veg%iveg(np),leaf) & +(casabiome%ratioNCplantmax(veg%iveg(np),leaf)-casabiome%ratioNCplantmin(veg%iveg(np),leaf)) & - * min(1.0,max(0.0,2.0**(0.5*casapool%Nsoilmin(np))-1.0)) + * min(1.0,max(0.0,fNC)) ncplantmax(np,wood) =casabiome%ratioNCplantmin(veg%iveg(np),wood) & +(casabiome%ratioNCplantmax(veg%iveg(np),wood)-casabiome%ratioNCplantmin(veg%iveg(np),wood)) & - * min(1.0,max(0.0,2.0**(0.5*casapool%Nsoilmin(np))-1.0)) + * min(1.0,max(0.0,fNC)) ncplantmax(np,froot) =casabiome%ratioNCplantmin(veg%iveg(np),froot) & +(casabiome%ratioNCplantmax(veg%iveg(np),froot)-casabiome%ratioNCplantmin(veg%iveg(np),froot)) & - * min(1.0,max(0.0,2.0**(0.5*casapool%Nsoilmin(np))-1.0)) + * min(1.0,max(0.0,fNC)) else + ! No N limitation, so use maximum plant N:C ratio to compute N demand. ncplantmax(np,leaf) = casabiome%ratioNCplantmax(veg%iveg(np),leaf) ncplantmax(np,wood) = casabiome%ratioNCplantmax(veg%iveg(np),wood) ncplantmax(np,froot) = casabiome%ratioNCplantmax(veg%iveg(np),froot) @@ -1615,7 +1659,7 @@ SUBROUTINE casa_Nrequire(xnCnpp,Nreqmin,Nreqmax,NtransPtoP,veg, & ! write(77,701) np,1.0/casabiome%rationcplantmin(veg%iveg(np),:),1.0/casabiome%rationcplantmax(veg%iveg(np),:),casapool%Nsoilmin(np), & ! 1.0/ncplantmax(np,:),Nreqmin(np,:),Nreqmax(np,:),casapool%cplant(np,:)/casapool%nplant(np,:), & ! casapool%cplant(np,:),casapool%nplant(np,:), xnCnpp(np),casaflux%fracCalloc(np,:), min(1.0,max(0.0,2.0**(0.5*casapool%Nsoilmin(np))-1.0)) -701 format(i6,100(f12.5,2x)) +!701 format(i6,100(f12.5,2x)) END SUBROUTINE casa_Nrequire SUBROUTINE casa_puptake(veg,xkNlimiting,casabiome,casapool,casaflux,casamet) @@ -1632,7 +1676,7 @@ SUBROUTINE casa_puptake(veg,xkNlimiting,casabiome,casapool,casaflux,casamet) ! local variables - INTEGER nland,np,ip + !INTEGER :: np REAL(r_2), DIMENSION(mp,mplant) :: Preqmax,Preqmin,PtransPtoP,xPuptake REAL(r_2), DIMENSION(mp) :: totPreqmax,totPreqmin REAL(r_2), DIMENSION(mp) :: xpCnpp @@ -1699,7 +1743,8 @@ SUBROUTINE casa_Prequire(xpCnpp,Preqmin,Preqmax,PtransPtoP,veg, & TYPE (casa_met), INTENT(INOUT) :: casamet ! local variables - INTEGER :: nland,np,ip + !INTEGER :: nland,ip + INTEGER :: np,mp Preqmin(:,:) = 0.0 Preqmax(:,:) = 0.0 @@ -1752,7 +1797,7 @@ SUBROUTINE casa_Prequire(xpCnpp,Preqmin,Preqmax,PtransPtoP,veg, & endif ENDDO - ! yow +! yow ! ip=1921 ! write(77,791) ip,veg%iveg(ip),xpCnpp(ip) , casaflux%fracCalloc(ip,wood), & ! casapool%Nplant(ip,wood), casapool%Cplant(ip,wood), casabiome%ratioNPplantmax(veg%iveg(ip),wood) @@ -1772,15 +1817,15 @@ SUBROUTINE casa_cnpcycle(veg,casabiome,casapool,casaflux,casamet) TYPE (casa_met), INTENT(INOUT) :: casamet ! local variables - REAL(r_2), DIMENSION(mp) :: plabsorb,deltap - INTEGER i,j,k,np,nland + !REAL(r_2), DIMENSION(mp) :: plabsorb,deltap + INTEGER i,j,k,np DO np=1,mp IF(casamet%iveg2(np) == icewater) THEN casamet%glai(np) = 0.0 ELSE casapool%cplant(np,:) = casapool%cplant(np,:) & - + casapool%dcplantdt(np,:) * deltpool + + casapool%dCplantdt(np,:) * deltpool casapool%clabile(np) = casapool%clabile(np) & + casapool%dclabiledt(np) * deltpool IF(casapool%cplant(np,leaf) > 0.0) THEN @@ -1918,10 +1963,10 @@ SUBROUTINE casa_cnpbal(casapool,casaflux,casabal) TYPE (casa_balance), INTENT(INOUT) :: casabal ! local variables - INTEGER :: npt + !INTEGER :: npt REAL(r_2), DIMENSION(mp) :: cbalplant, nbalplant, pbalplant REAL(r_2), DIMENSION(mp) :: cbalsoil, nbalsoil, pbalsoil - REAL(r_2), DIMENSION(mp) :: cbalplantx, nbalplantx, pbalplantx + !REAL(r_2), DIMENSION(mp) :: cbalplantx, nbalplantx, pbalplantx cbalplant(:) = 0.0 @@ -1950,26 +1995,26 @@ SUBROUTINE casa_cnpbal(casapool,casaflux,casabal) ! casabal%cbalance(:) = sum(casapool%cplant,2)+casapool%clabile+sum(casapool%clitter,2)+sum(casapool%csoil,2) & ! - sum(casabal%cplantlast,2)-casabal%clabilelast-sum(casabal%clitterlast,2)-sum(casabal%csoillast,2) & ! - (casaflux%Cnpp(:)+casapool%dClabiledt(:)-casaflux%Crsoil(:))*deltpool - +! ! npt=243 - +! ! write(77,91) casabal%cbalance(npt),Cbalplant(npt),Cbalsoil(npt), & -! casapool%cplant(npt,:),casabal%cplantlast(npt,:),casapool%dcplantdt(npt,:), & +! casapool%cplant(npt,:),casabal%cplantlast(npt,:),casapool%dCplantdt(npt,:), & ! casaflux%kplant(npt,:)*casabal%cplantlast(npt,:), & ! casaflux%fraccalloc(npt,:), & ! casaflux%Cnpp(npt)*casaflux%fraccalloc(npt,1)-casaflux%kplant(npt,1)*casabal%cplantlast(npt,1), & ! casaflux%Cnpp(npt)*casaflux%fraccalloc(npt,2)-casaflux%kplant(npt,2)*casabal%cplantlast(npt,2), & ! casaflux%Cnpp(npt)*casaflux%fraccalloc(npt,3)-casaflux%kplant(npt,3)*casabal%cplantlast(npt,3), & ! casapool%clitter(npt,:),casabal%clitterlast(npt,:),casapool%dClitterdt(npt,:), & -! sum(casaflux%kplant(npt,:)*casabal%cplantlast(npt,:)),sum(casaflux%fluxCtolitter(npt,:)), & -! sum(casaflux%fluxCtolitter(npt,:)-casaflux%klitter(npt,:)*casabal%clitterlast(npt,:)), & +! sum(casaflux%kplant(npt,:)*casabal%cplantlast(npt,:)),sum(casaflux%FluxCtolitter(npt,:)), & +! sum(casaflux%FluxCtolitter(npt,:)-casaflux%klitter(npt,:)*casabal%clitterlast(npt,:)), & ! casapool%csoil(npt,:),casabal%csoillast(npt,:),casapool%dCsoildt(npt,:), & -! sum(casaflux%fluxctosoil(npt,:))-casaflux%Crsoil(npt), & +! sum(casaflux%FluxCtosoil(npt,:))-casaflux%Crsoil(npt), & ! sum(casapool%dCsoildt(npt,:)),casapool%csoil(npt,2)-casabal%csoillast(npt,2)-casapool%dCsoildt(npt,2), & ! casaflux%ksoil(npt,2)*casabal%csoillast(npt,2), & ! casapool%clabile(npt), casabal%clabilelast(npt),casapool%dClabiledt(npt), & ! casaflux%Cnpp(npt), casaflux%Crsoil(npt) - +!91 format('balance= ',100(f12.5,2x)) casabal%cplantlast = casapool%cplant casabal%clabilelast = casapool%clabile @@ -2017,8 +2062,6 @@ SUBROUTINE casa_cnpbal(casapool,casaflux,casabal) casabal%psoilocclast = casapool%psoilocc casabal%sumpbal = casabal%sumpbal + casabal%pbalance ENDIF - -91 format('balance= ',100(f12.5,2x)) END SUBROUTINE casa_cnpbal diff --git a/SOURCE_CODE/casa_inout.f90 b/SOURCE_CODE/casa_inout.f90 index 820e7aea..7e0f425a 100644 --- a/SOURCE_CODE/casa_inout.f90 +++ b/SOURCE_CODE/casa_inout.f90 @@ -44,10 +44,12 @@ ! for each grid cell are read directly from a file rather than assigned ! from soil type (1-7). ! -! Melannie D. Hartman, March 2014 - November 2017 +! Melannie D. Hartman, March 2014 - December 2019 ! Removed NPP and LAI from met.nc files. -mdh 11/6/2017 ! Echo CASA parameter values as they are read in (subroutine casa_readbiome). -mdh 11/6/2017 ! Echo restart file contents (subroutine casa_init). -mdh 11/6/2017 +! Add N fluxes to netCDF output. -mdh 11/25/2019 +! Added new set of parameters to the botton of the CASA PFT parameter file. -mdh 12/23/2019 !-------------------------------------------------------------------------------- SUBROUTINE casa_readbiome(fname_cnpbiome,filename_soilprop,mvt,mst) @@ -60,9 +62,9 @@ SUBROUTINE casa_readbiome(fname_cnpbiome,filename_soilprop,mvt,mst) implicit none character(len=100) fname_cnpbiome character(len=100) filename_soilprop - character(len=200) buffer + character(len=300) buffer integer mvt,mst - integer i,iv1,nv,ns,nv0,nv1,nv2,nv3,nv4,nv5,nv6,nv7,nv8,nv9,nv10,nv11,npt,iv,is,iso + integer i,iv1,nv,ns,nv0,nv1,nv2,nv3,nv4,nv5,nv6,nv7,nv8,nv9,nv10,nv11,nv12,npt,iv,is,iso real(r_2), dimension(mvt) :: leafage,frootage,woodage real(r_2), dimension(mvt) :: totroot real(r_2), dimension(mvt) :: cwdage,metage,strage @@ -143,8 +145,8 @@ SUBROUTINE casa_readbiome(fname_cnpbiome,filename_soilprop,mvt,mst) print *, "An error occurred while reading file ", TRIM(filename_soilprop) STOP endif -! write(*,122) ipt,lat,lon,soil%sand(i),soil%clay(i),soil%silt(i),soil%swilt(i),soil%sfc(i),soil%ssat(i) -! 122 format(i6,',',2(f10.4,','),6(f8.4,',')) + write(*,122) ipt,lat,lon,soil%sand(i),soil%clay(i),soil%silt(i),soil%swilt(i),soil%sfc(i),soil%ssat(i) + 122 format(i6,',',2(f10.4,','),6(f8.4,',')) enddo write(*,*) "Done reading soil properties from file ", filename_soilprop, "..." @@ -389,6 +391,45 @@ SUBROUTINE casa_readbiome(fname_cnpbiome,filename_soilprop,mvt,mst) ENDDO !@@@@@@@@@@@@@@@@@@@@@ +!!------------------------------------------------------------------------------------------- +!! Added this section (-MDH 12/23/2019) + + ! Set default values + casabiome%xkNlimitmin(:) = 0.50 + casabiome%xkNlimitmax(:) = 2.0 + casabiome%fracRootExud(:) = 0.0 +! casabiome%CNRootExud(:) = 15.0 + casabiome%CUEmetbmic(:) = 0.45 + casabiome%CUEstrmic(:) = 0.45 + casabiome%CUEstrslow(:) = 0.70 + casabiome%CUEcwdmic(:) = 0.40 + casabiome%CUEcwdslow(:) = 0.70 + casabiome%CUEmicslow(:) = 1.0 + casabiome%CUEmicpass(:) = 1.0 + casabiome%CUEpassslow(:) = 0.45 + + ! Handle unexpected end of file + read(101,'(a)', end=999) buffer + write(*,*) trim(buffer) + read(101,'(a)',end=999) buffer + write(*,*) trim(buffer) + DO nv=1,mvt + read(101,*,end=999) nv12, & + casabiome%xkNlimitmin(nv),casabiome%xkNlimitmax(nv),casabiome%fracRootExud(nv), & + casabiome%CUEmetbmic(nv),casabiome%CUEstrmic(nv), & + casabiome%CUEstrslow(nv),casabiome%CUEcwdmic(nv),casabiome%CUEcwdslow(nv), & + casabiome%CUEmicslow(nv),casabiome%CUEmicpass(nv),casabiome%CUEpassslow(nv) + write(*,'(i2,1x,12(f7.4,1x))') nv12, & + casabiome%xkNlimitmin(nv),casabiome%xkNlimitmax(nv),casabiome%fracRootExud(nv), & + casabiome%CUEmetbmic(nv),casabiome%CUEstrmic(nv), & + casabiome%CUEstrslow(nv),casabiome%CUEcwdmic(nv),casabiome%CUEcwdslow(nv), & + casabiome%CUEmicslow(nv),casabiome%CUEmicpass(nv),casabiome%CUEpassslow(nv) + !print *, 'nv12',nv12 + + ENDDO +!!------------------------------------------------------------------------------------------- + +999 continue close(101) write(*,*) "Done reading CASA biome-specific parameters from file ", fname_cnpbiome, "..." @@ -423,7 +464,7 @@ SUBROUTINE casa_readbiome(fname_cnpbiome,filename_soilprop,mvt,mst) !! casabiome%soilrate(nv,pass) = deltcasa/passage(nv) !! casabiome%xkleafcoldmax(nv) = deltcasa * xxkleafcoldmax(nv) !! casabiome%xkleafdrymax(nv) = deltcasa * xxkleafdrymax(nv) -!! casabiome%kuplabp(nv) = xkuplabp(nv) +!!! casabiome%kuplabp(nv) = xkuplabp(nv) !! casabiome%rmplant(nv,:) = casabiome%rmplant(nv,:)*deltcasa !! !! totroot(nv) = (1.0-exp(-casabiome%kroot(nv)*casabiome%rootdepth(nv))) @@ -572,6 +613,7 @@ SUBROUTINE casa_readbiome(fname_cnpbiome,filename_soilprop,mvt,mst) casaflux%psorbmax(npt) = xpsorbmax(iso) casaflux%fpleach(npt) = xfPleach(iso) casaflux%Nminfix(npt) = xnfixrate(iv1)/365.0 +! write(*,*) 'casa_readbiome: casaflux%Nminfix(',npt,') =', casaflux%Nminfix(npt) !! !! Commented out this section (-MDH 6/9/2014) !! casapool%rationcplant(npt,:) = 1.0/ratioCNplant(iv1,:) @@ -808,7 +850,11 @@ SUBROUTINE casa_readpoint(filename_cnppoint,mvt) veg%iveg(np) = vtypex(np) soil%isoilm(np) = stypex(np) ! casaflux%Nminfix(np) = annNfix/365.0 - casaflux%Nminfix(np) = 0.0 +! Commented out the statement "casaflux%Nminfix(np) = 0.0". Nminfix is read from CASA PFT file (casa_readbiome). +! This subroutine gets called multiple times in repeated transient runs (spinups), thus was +! eliminating Nfixation, contributing to plant N limitation and severely reduced NPP in global runs. -mdh 4/6/2020 +! casaflux%Nminfix(np) = 0.0 +! write(*,*) 'WARNING readpoint: casaflux%Nminfix(',np,') =', casaflux%Nminfix(np) if(veg%iveg(np)==12.or.veg%iveg(np)==14) casaflux%Pdep(np)=casaflux%Pdep(np)+0.7/365.0 ! for P fertilizer =13 Mt P globally in 1994 enddo ! print * ,'veg type', veg%iveg @@ -1043,15 +1089,18 @@ SUBROUTINE write_cnpflux_header(icycle, nout, filename_cnpflux) WRITE(nout,'(a58$)') 'clitterinput(LEAF),clitterinput(WOOD),clitterinput(FROOT),' WRITE(nout,'(a50)') 'csoilinput(METB),csoilinput(METB),csoilinput(METB)' -!ATTENTION: Update for N and P - ! Case(2) - ! write(nout,??) myear,npt,veg%iveg(npt),soil%isoilm(npt),casamet%isorder(npt), & - ! casamet%lat(npt),casamet%lon(npt),casamet%areacell(npt)*(1.0e-9), & - ! casabal%FCnppyear(npt),casabal%FCrsyear(npt),casabal%FCneeyear(npt),casabal%FCrpyear(npt),& - ! clitterinput(npt,:),csoilinput(npt,:), & - ! casabal%FNdepyear(npt),casabal%FNfixyear(npt), casabal%FNsnetyear(npt), & - ! casabal%FNupyear(npt), casabal%FNleachyear(npt),casabal%FNlossyear(npt) + Case(2) + ! 10 20 30 40 50 60 70 80 + ! 123456789012345678901234567890123456789012345678901234567890123456789012345678901234567890 + WRITE(nout,'(a47$)') 'myear,npt,veg%iveg,soil%isoilm,casamet%isorder,' + WRITE(nout,'(a41$)') 'casamet%lat,casamet%lon,casamet%areacell,' + WRITE(nout,'(a70$)') 'casabal%Fcnppyear,casabal%FCrsyear,casabal%FCneeyear,casabal%FCrpyear,' + WRITE(nout,'(a58$)') 'clitterinput(LEAF),clitterinput(WOOD),clitterinput(FROOT),' + WRITE(nout,'(a51$)') 'csoilinput(METB),csoilinput(METB),csoilinput(METB),' + WRITE(nout,'(a55$)') 'casabal%FNdepyear,casabal%FNfixyear,casabal%FNsnetyear,' + WRITE(nout,'(a55)') 'casabal%FNupyear,casabal%FNleachyear,casabal%FNlossyear' + !ATTENTION: Update for P ! Case(3) ! write(nout,??) myear,npt,veg%iveg(npt),soil%isoilm(npt),casamet%isorder(npt), & ! casamet%lat(npt),casamet%lon(npt),casamet%areacell(npt)*(1.0e-9), & @@ -1068,7 +1117,7 @@ end SUBROUTINE write_cnpflux_header !-------------------------------------------------------------------------------- -SUBROUTINE casa_poolout(filename_cnpepool,iYrCnt,myear,writeToRestartCSVfile) +SUBROUTINE casa_poolout(filename_cnpepool,iYrCnt,myear,writeRestartCSVfile) use define_dimensions use define_types use casadimension @@ -1082,18 +1131,18 @@ SUBROUTINE casa_poolout(filename_cnpepool,iYrCnt,myear,writeToRestartCSVfile) !Soiltype soilnumber soil P(g P/m2) -!Alfisol 1 61.3 -!Andisol 2 103.9 -!Aridisol 3 92.8 -!Entisol 4 136.9 -!Gellisol 5 98.2 -!Histosol 6 107.6 -!Inceptisol 7 84.1 -!Mollisol 8 110.1 -!Oxisol 9 35.4 -!Spodosol 10 41.0 -!Ultisol 11 51.5 -!Vertisol 12 190.6 +!Alfisol 1 61.3 +!Andisol 2 103.9 +!Aridisol 3 92.8 +!Entisol 4 136.9 +!Gellisol 5 98.2 +!Histosol 6 107.6 +!Inceptisol 7 84.1 +!Mollisol 8 110.1 +!Oxisol 9 35.4 +!Spodosol 10 41.0 +!Ultisol 11 51.5 +!Vertisol 12 190.6 !Soil order specific parameters... data psorder/61.3,103.9,92.8,136.9,98.2,107.6,84.1,110.1,35.4,41.0,51.5,190.6/ data pweasoil/0.05,0.04,0.03,0.02,0.01,0.009,0.008,0.007,0.006,0.005,0.004,0.003/ !P weathering rate (gP/m2/yr) @@ -1106,7 +1155,7 @@ SUBROUTINE casa_poolout(filename_cnpepool,iYrCnt,myear,writeToRestartCSVfile) integer npt,nout,iYrCnt,nso,myear character(len=100) filename_cnpepool real(r_2) xyear - logical writeToRestartCSVfile + logical writeRestartCSVfile !-------------------------------------------------------------------------- ! Added calculations for average annual pool values @@ -1132,6 +1181,7 @@ SUBROUTINE casa_poolout(filename_cnpepool,iYrCnt,myear,writeToRestartCSVfile) casapoolAn%NsoilAn=casapoolAn%NsoilAn * xyear casapoolAn%NplantAn=casapoolAn%NplantAn * xyear casapoolAn%NlitterAn=casapoolAn%NlitterAn * xyear + casapoolAn%NsoilminAn=casapoolAn%NsoilminAn * xyear endif if (icycle > 2) then @@ -1141,7 +1191,7 @@ SUBROUTINE casa_poolout(filename_cnpepool,iYrCnt,myear,writeToRestartCSVfile) endif !-------------------------------------------------------------------------- - if (writeToRestartCSVfile) then + if (writeRestartCSVfile) then nout=103 open(nout,file=filename_cnpepool) @@ -1258,7 +1308,7 @@ end SUBROUTINE casa_poolout !-------------------------------------------------------------------------------- -SUBROUTINE casa_fluxout(filename_cnpflux,myear,clitterinput,csoilinput,writeToRestartCSVfile) +SUBROUTINE casa_fluxout(filename_cnpflux,myear,clitterinput,csoilinput,writeRestartCSVfile) use define_dimensions use define_types use casadimension @@ -1270,7 +1320,7 @@ SUBROUTINE casa_fluxout(filename_cnpflux,myear,clitterinput,csoilinput,writeToRe integer npt,nout,myear real(r_2) xyear character(len=100) filename_cnpflux - logical :: writeToRestartCSVfile + logical :: writeRestartCSVfile !xyear=1.0/real(myear) @@ -1298,7 +1348,7 @@ SUBROUTINE casa_fluxout(filename_cnpflux,myear,clitterinput,csoilinput,writeToRe csoilinput = csoilinput * xyear - if (writeToRestartCSVfile) then + if (writeRestartCSVfile) then nout=104 open(nout,file=filename_cnpflux) ! Write a header to the casacnp end-of-simulation flux file. -mdh 1/30/2018 @@ -1350,7 +1400,7 @@ SUBROUTINE casa_cnpflux() use casavariable implicit none !!real(r_2), dimension(mp,3) :: clitterinput,csoilinput -integer n +!integer n casabal%FCgppyear(:) = casabal%FCgppyear(:) + casaflux%Cgpp(:) * deltpool casabal%FCrpyear = casabal%FCrpyear + casaflux%Crp * deltpool @@ -1368,6 +1418,26 @@ SUBROUTINE casa_cnpflux() ! Added this section (-MDH 11/14/2016) casaflux%ClitInptMetAn = casaflux%ClitInptMetAn + casaflux%ClitInptMet casaflux%ClitInptStrucAn = casaflux%ClitInptStrucAn + casaflux%ClitInptStruc + casaflux%CpassInptAn = casaflux%CpassInptAn + casaflux%CpassInpt + +! Added annual autotrophic respiration fluxes. -mdh 11/18/2020 + casaflux%CrmplantAn = casaflux%CrmplantAn + casaflux%Crmplant + casaflux%CrgplantAn = casaflux%CrgplantAn + casaflux%Crgplant + + ! Added this along with MIMICS-CN (-MDH 6/22/2019) + casaflux%NlitInptMetAn = casaflux%NlitInptMetAn + casaflux%NlitInptMet + casaflux%NlitInptStrucAn = casaflux%NlitInptStrucAn + casaflux%NlitInptStruc + + ! Added annual N fluxes (-MDH 11/25/2019) + casaflux%NmindepAn = casaflux%NmindepAn + casaflux%Nmindep + casaflux%NminfixAn = casaflux%NminfixAn + casaflux%Nminfix + casaflux%NminleachAn = casaflux%NminleachAn + casaflux%Nminleach + casaflux%NminlossAn = casaflux%NminlossAn + casaflux%Nminloss + casaflux%NminuptakeAn = casaflux%NminuptakeAn + casaflux%Nminuptake + casaflux%NlitterminAn = casaflux%NlitterminAn + casaflux%Nlittermin + casaflux%NsminAn = casaflux%NsminAn + casaflux%Nsmin + casaflux%NsimmAn = casaflux%NsimmAn + casaflux%Nsimm + casaflux%NsnetAn = casaflux%NsnetAn + casaflux%Nsnet if(icycle >1) then casabal%FNdepyear = casabal%FNdepyear + casaflux%Nmindep * deltpool @@ -1406,6 +1476,7 @@ SUBROUTINE casa_cnppool() casapoolAn%fTAn(:) = casapoolAn%fTAn(:) + casapool%fT(:) casapoolAn%fWAn(:) = casapoolAn%fWAn(:) + casapool%fW(:) casapoolAn%thetaLiqAn(:) = casapoolAn%thetaLiqAn(:) + casapool%thetaLiq(:) +casapoolAn%NsoilminAn(:) = casapoolAn%NsoilminAn(:) + casapool%Nsoilmin(:) do n=1,3 casapoolAn%CsoilAn(:,n) = casapoolAn%CsoilAn(:,n) + casapool%Csoil(:,n) @@ -1430,7 +1501,7 @@ END SUBROUTINE casa_cnppool !-------------------------------------------------------------------------------- ! Run all vegetation, litter, and soil subroutines for each point in the -! grid of one day. +! grid for one day. ! Added arguments cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd ! so the call to WritePointCASA call could be moved out of this subroutine and into ! casacnddriver. -mdh 5/14/2018. @@ -1441,6 +1512,7 @@ SUBROUTINE biogeochem(iYrCnt,idoy,mdaily,nppScalar,cleaf2met,cleaf2str,croot2met USE define_types USE casadimension USE casa_cnp_module + USE casa_nlim_module USE mimics_cycle_module USE corpse_cycle_module IMPLICIT NONE @@ -1448,18 +1520,20 @@ SUBROUTINE biogeochem(iYrCnt,idoy,mdaily,nppScalar,cleaf2met,cleaf2str,croot2met INTEGER, INTENT(IN) :: iYrCnt, idoy, mdaily REAL(r_2), INTENT(IN) :: nppScalar - real, dimension(mp),INTENT(OUT) :: cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd - - real, dimension(mp) :: nleaf2met,nleaf2str,nroot2met,nroot2str,nwood2cwd, & - pleaf2met,pleaf2str,proot2met,proot2str,pwood2cwd + real(r_2), dimension(mp),INTENT(OUT) :: cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd + real(r_2), dimension(mp) :: nleaf2met,nleaf2str,nroot2met,nroot2str,nwood2cwd, & + pleaf2met,pleaf2str,proot2met,proot2str,pwood2cwd,nwd2str ! local variables REAL(r_2), DIMENSION(mp) :: xnplimit,xNPuptake REAL(r_2), DIMENSION(mp) :: xklitter,xksoil,xkNlimiting REAL(r_2), DIMENSION(mp) :: xkleafcold,xkleafdry,xkleaf - INTEGER j, npt + INTEGER j, np xKNlimiting = 1.0 + ! WW added, as C exudate is now a function of GPP + casaflux%Cexudate = 0.0 + call phenology(idoy,veg,phen) call avgsoil(veg,soil,casamet) call casa_rplant(veg,casabiome,casapool,casaflux,casamet) @@ -1472,10 +1546,15 @@ SUBROUTINE biogeochem(iYrCnt,idoy,mdaily,nppScalar,cleaf2met,cleaf2str,croot2met casapool%fW(:) = 0.0 casapool%thetaLiq(:) = 0.0 - mimicspool%fT(:) = 0.0 - mimicspool%fW(:) = 0.0 - mimicspool%thetaLiq(:) = 0.0 - mimicspool%thetaFrzn(:) = 0.0 + !WW added for exudate test + do np =1, mp +! if(casamet%iveg2(np)/=icewater.and.casaflux%Cnpp(np) > 0.0.and.xNPuptake(np) < 1.0) then + if(casamet%iveg2(np)/=icewater.and.casaflux%Cgpp(np) > 0.0) then + casaflux%Cexudate(np) = max(0.0, casabiome%fracRootExud(veg%iveg(np)) * casaflux%Cgpp(np) ) + casaflux%Cgpp(np) = casaflux%Cgpp(np) - casaflux%Cexudate(np) + + endif + enddo if (isomModel == CASACNP) then @@ -1490,7 +1569,16 @@ SUBROUTINE biogeochem(iYrCnt,idoy,mdaily,nppScalar,cleaf2met,cleaf2str,croot2met call casa_coeffsoil(xklitter,xksoil,veg,soil,casabiome,casaflux,casamet) IF (icycle>1) THEN - call casa_xkN(xkNlimiting,casapool,casaflux,casamet,casabiome,veg) + !call casa_xkN(xkNlimiting,casapool,casaflux,casamet,casabiome,veg) + ! Subroutine casa_xkN2 is similar to subroutine casa_xkN, but + ! it does a simple linear ramp of xkNlimiting between 0.0 and 1.0 + ! when xkNlimitmin < casapool%Nsoilmin < xkNlimitmax. + ! (formerly when 0.5 < casapool%Nsoilmin < 2.0). + + ! Added isomModel argument to the casa_xkN2 function call. -mdh 3/23/2020. + !!call casa_xkN2(xkNlimiting,casapool,casaflux,casamet,casabiome,veg) + call casa_xkN2(xkNlimiting,casapool,casaflux,casamet,casabiome,veg,isomModel) + DO j=1,mlitter casaflux%klitter(:,j) = casaflux%klitter(:,j)* xkNlimiting(:) ENDDO @@ -1500,40 +1588,100 @@ SUBROUTINE biogeochem(iYrCnt,idoy,mdaily,nppScalar,cleaf2met,cleaf2str,croot2met ENDIF ! changed by ypwang following Chris Lu on 5/nov/2012 + ! Calculate the deltas for plant CNP, but don't update pools call casa_delplant(veg,casabiome,casapool,casaflux,casamet, & cleaf2met,cleaf2str,croot2met,croot2str,cwood2cwd, & nleaf2met,nleaf2str,nroot2met,nroot2str,nwood2cwd, & pleaf2met,pleaf2str,proot2met,proot2str,pwood2cwd) - + ! Calculate the deltas for soil CNP, but don't update pools call casa_delsoil(veg,casapool,casaflux,casamet,casabiome) + ! Update plant and soil CNP pools call casa_cnpcycle(veg,casabiome,casapool,casaflux,casamet) else if (isomModel == MIMICS) then ! Run MIMICS code + mimicspool%fT(:) = 0.0 + mimicspool%fW(:) = 0.0 + mimicspool%thetaLiq(:) = 0.0 + mimicspool%thetaFrzn(:) = 0.0 + call mimics_coeffplant(xkleafcold,xkleafdry,xkleaf,veg,casabiome,casapool, & casaflux,casamet) + if (icycle > 1) then + call casa_xnp(xnplimit,xNPuptake,veg,casabiome,casapool,casaflux,casamet) + endif ! Compute klitter(mp,cwd) (-mdh 4/26/2015) call mimics_xratesoil(veg,soil,casamet,casabiome) - call mimics_delplant(veg,casabiome,casapool,casaflux,casamet, & +!! mimics_xratesoil replaces casa_xratesoil and casa_coeffsoil when MIMICS or CORPSE are used. +!! This call to casa_coeffsoil was not removed as it should have been, +!! and was resetting casaflux%klitter(npt,cwd). -mdh 9/30/2019 +!! Go over this code and determine what is needed for MIMICS-CN. -mdh 6/23/2019 +!! call casa_coeffsoil(xklitter,xksoil,veg,soil,casabiome,casaflux,casamet) + + IF (icycle>1) THEN + !call casa_xkN(xkNlimiting,casapool,casaflux,casamet,casabiome,veg) + ! Subroutine casa_xkN2 is similar to subroutine casa_xkN, but + ! it does a simple linear ramp of xkNlimiting between 0.0 and 1.0 + ! when xkNlimitmin < casapool%Nsoilmin < xkNlimitmax. + ! (formerly when 0.5 < casapool%Nsoilmin < 2.0). + + ! Added isomModel argument to the casa_xkN2 function call. -mdh 3/23/2020. + !!call casa_xkN2(xkNlimiting,casapool,casaflux,casamet,casabiome,veg) + call casa_xkN2(xkNlimiting,casapool,casaflux,casamet,casabiome,veg,isomModel) + ! is this where wood decomp is slowed by xkNlimiting, even for MIMICS? + ! instead of looping through each litter, we'll just do this for leaves, roots + ! should only be done for MIMICS, as here, see also line 1565? - ww 11/23/20 + DO j=1,mlitter + casaflux%klitter(:,j) = casaflux%klitter(:,j) ! * xkNlimiting(:) +! write(*,*) 'biogeochem:' +! write(*,'(a24,3(f6.4,2x))') 'xkNlimiting(1) = ', xkNlimiting(1) +! write(*,'(a17,3(f10.6,2x))') 'casaflux%klitter(1,:) = ', casaflux%klitter(1,:) + ENDDO + call casa_nuptake(veg,xkNlimiting,casabiome,casapool,casaflux,casamet) + ENDIF + +! write(*,*) 'iYrCnt = ', iYrCnt, ' DOY = ', idoy + if (icycle == 1) then + call mimics_delplant(veg,casabiome,casapool,casaflux,casamet, & cleaf2met,cleaf2str,croot2met,croot2str,cwood2cwd, & nleaf2met,nleaf2str,nroot2met,nroot2str,nwood2cwd, & pleaf2met,pleaf2str,proot2met,proot2str,pwood2cwd, & cwd2co2,cwd2str) + else + call mimics_delplant_CN(veg,casabiome,casapool,casaflux,casamet, & + cleaf2met,cleaf2str,croot2met,croot2str,cwood2cwd, & + nleaf2met,nleaf2str,nroot2met,nroot2str,nwood2cwd, & + pleaf2met,pleaf2str,proot2met,proot2str,pwood2cwd, & + cwd2co2,cwd2str,nwd2str) + endif -! call mimics_soil_forwardMM(mp,iYrCnt,idoy,cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd) -! call mimics_soil_reverseMM(mp,iYrCnt,idoy,cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd) - call mimics_soil_reverseMM(mp,iYrCnt,idoy,mdaily,cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd) + if (icycle == 1) then + call mimics_soil_reverseMM(mp,iYrCnt,idoy,mdaily,cleaf2met,cleaf2str,& + croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd) + else + call mimics_soil_reverseMM_CN(mp,iYrCnt,idoy,mdaily,cleaf2met,cleaf2str, & + croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd, & + nleaf2met,nleaf2str,nroot2met,nroot2str,nwd2str,nwood2cwd) + endif - call mimics_ccycle(veg,casabiome,casapool,casaflux,casamet) + if (icycle == 1) then + call mimics_ccycle(veg,casabiome,casapool,casaflux,casamet) + else + call mimics_cncycle(veg,casabiome,casapool,casaflux,casamet) + endif ! Accumulate C output variables call mimics_caccum(mp,cwd2co2) + if (icycle > 1) then + ! Accumulate N output variables + call mimics_naccum(mp) + endif else if (isomModel == CORPSE) then @@ -1559,7 +1707,7 @@ SUBROUTINE biogeochem(iYrCnt,idoy,mdaily,nppScalar,cleaf2met,cleaf2str,croot2met else write(*,*) 'Unexpected value for isomModel =', isomModel - write(*,*) 'Expecting 1, 2, or 3 in lst file' + write(*,*) 'Expecting 1, 2, or 3 in .lst file' STOP endif @@ -1590,20 +1738,20 @@ SUBROUTINE GetMetNcFileDim(filename_cnpmet, ms, myear) include 'netcdf.inc' ! !ARGUMENTS - character(len=100), intent(in) :: filename_cnpmet ! NetCDF file name meteorological file - integer, intent(in) :: ms ! number of soil layers - integer, intent(out) :: myear ! number of years in the met file + character(len=100), intent(in) :: filename_cnpmet ! NetCDF file name meteorological file + integer, intent(in) :: ms ! number of soil layers + integer, intent(out) :: myear ! number of years in the met file ! !LOCAL VARIABLES: - integer :: ncid ! netcdf file ID - integer :: status ! function return status - integer :: myear_dimid ! netcdf dimension id - integer :: lat_dimid ! netcdf dimension id - integer :: lon_dimid ! netcdf dimension id - integer :: time_dimid ! netcdf dimension id - integer :: nsoil_dimid ! netcdf dimension id - integer :: nlon, nlat, ndays, nsoilyrs ! Dimension sizes read from NetCDf file + integer :: ncid ! netcdf file ID + integer :: status ! function return status + integer :: myear_dimid ! netcdf dimension id + integer :: lat_dimid ! netcdf dimension id + integer :: lon_dimid ! netcdf dimension id + integer :: time_dimid ! netcdf dimension id + integer :: nsoil_dimid ! netcdf dimension id + integer :: nlon, nlat, ndays, nsoilyrs ! Dimension sizes read from NetCDf file integer :: verbose=2 if (verbose .ge. 0) print *, "Reading dimensions from met file ", trim(filename_cnpmet), "..." @@ -1693,44 +1841,44 @@ SUBROUTINE ReadMetNcFile(filename_cnpmet, mp, ms, myear, xcgpp, xtairk, & include 'netcdf.inc' ! !ARGUMENTS - character(len=100), intent(in) :: filename_cnpmet ! NetCDF file name meteorological file - integer, intent(in) :: mp ! number of points with valid data - integer, intent(in) :: ms ! number of soil layers - integer, intent(inout) :: myear ! number of years in the met file -! real(r_2), intent(inout), dimension(mp,mdyear*myear) :: xlai ! xlai(mp,ndays) daily LAI (m2/m2) -! real(r_2), intent(inout), dimension(mp,mdyear*myear) :: xcnpp ! xcnpp(mp,ndays) daily NPP (gC/m2/day) - real(r_2), intent(inout), dimension(mp,mdyear*myear) :: xcgpp ! xcgpp(mp,ndays) daily GPP (gC/m2/day) - real(r_2), intent(inout), dimension(mp,mdyear*myear) :: xndepDay ! xndepDay(mp,ndays) daily N deposition (gN/m2/day) - real(r_2), intent(inout), dimension(mp,mdyear*myear) :: xtairk ! xtairk(mp,ndays) daily average air temperature (K) - real(r_2), intent(inout), dimension(mp,ms,mdyear*myear) :: xtsoil ! xtsoil(mp,ms,ndays) daily soil temperature (K) - real(r_2), intent(inout), dimension(mp,ms,mdyear*myear) :: xmoist ! xmoist(mp,ms,ndays) daily volumetric liquid soil moisture (m3/m3) + character(len=100), intent(in) :: filename_cnpmet ! NetCDF file name meteorological file + integer, intent(in) :: mp ! number of points with valid data + integer, intent(in) :: ms ! number of soil layers + integer, intent(inout) :: myear ! number of years in the met file +! real(r_2), intent(inout), dimension(mp,mdyear*myear) :: xlai ! xlai(mp,ndays) daily LAI (m2/m2) +! real(r_2), intent(inout), dimension(mp,mdyear*myear) :: xcnpp ! xcnpp(mp,ndays) daily NPP (gC/m2/day) + real(r_2), intent(inout), dimension(mp,mdyear*myear) :: xcgpp ! xcgpp(mp,ndays) daily GPP (gC/m2/day) + real(r_2), intent(inout), dimension(mp,mdyear*myear) :: xndepDay ! xndepDay(mp,ndays) daily N deposition (gN/m2/day) + real(r_2), intent(inout), dimension(mp,mdyear*myear) :: xtairk ! xtairk(mp,ndays) daily average air temperature (K) + real(r_2), intent(inout), dimension(mp,ms,mdyear*myear) :: xtsoil ! xtsoil(mp,ms,ndays) daily soil temperature (K) + real(r_2), intent(inout), dimension(mp,ms,mdyear*myear) :: xmoist ! xmoist(mp,ms,ndays) daily volumetric liquid soil moisture (m3/m3) real(r_2), intent(inout), dimension(mp,ms,mdyear*myear) :: xfrznmoist ! xfrznmoist(mp,ms,ndays) daily volumetric frozen soil moisture (m3/m3) ! !LOCAL VARIABLES: - integer :: i, j, cellCnt, npt, ims ! Loop indices - integer :: iday, ndoy1, ndoy2, nyear ! Loop indices - integer :: ncid ! netcdf file ID - integer :: status ! function return status - integer :: myear_dimid ! netcdf dimension id - integer :: lat_dimid ! netcdf dimension id - integer :: lon_dimid ! netcdf dimension id - integer :: time_dimid ! netcdf dimension id - integer :: nsoil_dimid ! netcdf dimension id - integer :: nlon, nlat, ndays, nsoilyrs ! Dimension sizes read from NetCDf file - integer :: varid ! netcdf variable id - integer :: start1(1), count1(1) ! start and count arrays for reading 1-D data from netcdf files - integer :: start2(2), count2(2) ! start and count arrays for reading 2-D data from netcdf files - integer :: start3(3), count3(3) ! start and count arrays for reading 3-D data from netcdf files - integer :: start4(4), count4(4) ! start and count arrays for reading 4-D data from netcdf files + integer :: i, j, cellCnt, npt, ims ! Loop indices + integer :: iday, ndoy1, ndoy2, nyear ! Loop indices + integer :: ncid ! netcdf file ID + integer :: status ! function return status + integer :: myear_dimid ! netcdf dimension id + integer :: lat_dimid ! netcdf dimension id + integer :: lon_dimid ! netcdf dimension id + integer :: time_dimid ! netcdf dimension id + integer :: nsoil_dimid ! netcdf dimension id + integer :: nlon, nlat, ndays, nsoilyrs ! Dimension sizes read from NetCDf file + integer :: varid ! netcdf variable id + integer :: start1(1), count1(1) ! start and count arrays for reading 1-D data from netcdf files + integer :: start2(2), count2(2) ! start and count arrays for reading 2-D data from netcdf files + integer :: start3(3), count3(3) ! start and count arrays for reading 3-D data from netcdf files + integer :: start4(4), count4(4) ! start and count arrays for reading 4-D data from netcdf files !Arrays read from NetCDF file (including cells with missing data) - real(4), allocatable :: lai(:,:,:) ! lai(nlon,nlat,ndays) total projected LAI - real(4), allocatable :: cnpp(:,:,:) ! cnpp(nlon,nlat,ndays) Net Primary Production (gC/m2/day) - real(4), allocatable :: cgpp(:,:,:) ! cnpp(nlon,nlat,ndays) Gross Primary Production (gC/m2/day) - real(4), allocatable :: tairk(:,:,:) ! tairk(nlon,nlat,ndays) daily average air temperature (K) - real(4), allocatable :: ndep(:,:,:) ! ndep(nlon,nlat,ndays) daily N deposition (gN/m2/day) - real(4), allocatable :: tsoil(:,:,:,:) ! tsoil(nlon,nlat,ms,ndays), CASACNP soil temperature by layer (K) - real(4), allocatable :: moist(:,:,:,:) ! moist(nlon,nlat,ms,ndays), CASACNP volumetric soil liquid water content by layer + real(4), allocatable :: lai(:,:,:) ! lai(nlon,nlat,ndays) total projected LAI + real(4), allocatable :: Cnpp(:,:,:) ! Cnpp(nlon,nlat,ndays) Net Primary Production (gC/m2/day) + real(4), allocatable :: Cgpp(:,:,:) ! Cgpp(nlon,nlat,ndays) Gross Primary Production (gC/m2/day) + real(4), allocatable :: tairk(:,:,:) ! tairk(nlon,nlat,ndays) daily average air temperature (K) + real(4), allocatable :: ndep(:,:,:) ! ndep(nlon,nlat,ndays) daily N deposition (gN/m2/day) + real(4), allocatable :: tsoil(:,:,:,:) ! tsoil(nlon,nlat,ms,ndays), CASACNP soil temperature by layer (K) + real(4), allocatable :: moist(:,:,:,:) ! moist(nlon,nlat,ms,ndays), CASACNP volumetric soil liquid water content by layer real(4), allocatable :: frznmoist(:,:,:,:) ! frznmoist(nlon,nlat,ms,ndays), CASACNP volumetric soil frozen water content by layer integer :: verbose=2 @@ -1807,12 +1955,12 @@ SUBROUTINE ReadMetNcFile(filename_cnpmet, mp, ms, myear, xcgpp, xtairk, & ! clmgrid%lat1d(nlat) coordinate latitude (degrees north) ! clmgrid%cellMissing(nlon,nlat) 0=no missing data, 1=missing data ! clmgrid%cellid(nlon,nlat) grid cell ids (1..nlat*nlon) - call Alloc_CLMgridVariable(nlon, nlat) + call alloc_CLMgridVariable(nlon, nlat) !Allocate local variables read from NetCDF file (full grid including cells with missing data) allocate(lai(1:nlon,1:nlat,1:ndays)) - allocate(cnpp(1:nlon,1:nlat,1:ndays)) - allocate(cgpp(1:nlon,1:nlat,1:ndays)) + allocate(Cnpp(1:nlon,1:nlat,1:ndays)) + allocate(Cgpp(1:nlon,1:nlat,1:ndays)) allocate(tairk(1:nlon,1:nlat,1:ndays)) allocate(ndep(1:nlon,1:nlat,1:ndays)) allocate(tsoil(1:nlon,1:nlat,1:ms,1:ndays)) @@ -1883,13 +2031,13 @@ SUBROUTINE ReadMetNcFile(filename_cnpmet, mp, ms, myear, xcgpp, xtairk, & ! if (status /= nf_noerr) call handle_err(status, "xlai") - ! cnpp(nlon, nlat, ndays) + ! Cnpp(nlon, nlat, ndays) ! if (verbose .ge. 1) print *, " Reading xcnpp..." ! status = nf_inq_varid(ncid, "xcnpp", varid) ! if (status /= nf_noerr) call handle_err(status, "xcnpp") ! -! status = nf_get_var(ncid, varid, cnpp, start3, count3) +! status = nf_get_var(ncid, varid, Cnpp, start3, count3) ! if (status /= nf_noerr) call handle_err(status, "xcnpp") @@ -1968,13 +2116,15 @@ SUBROUTINE ReadMetNcFile(filename_cnpmet, mp, ms, myear, xcgpp, xtairk, & cellCnt = 0 npt = 0 !Count the number of grid cells with valid data - do i = 1, nlon - do j = 1, nlat - if (clmgrid%cellMissing(i,j) .eq. 0) then - npt = npt + 1 - endif - enddo - enddo + !Optimize here. Use COUNT function. -mdh 7/22/2019 +! do i = 1, nlon +! do j = 1, nlat +! if (clmgrid%cellMissing(i,j) .eq. 0) then +! npt = npt + 1 +! endif +! enddo +! enddo + npt = COUNT(clmgrid%cellMissing(1:nlon,1:nlat) == 0) !Make sure dimensions in netCDF file are consistent with casacnp if (mp .ne. npt) then @@ -1985,6 +2135,7 @@ SUBROUTINE ReadMetNcFile(filename_cnpmet, mp, ms, myear, xcgpp, xtairk, & cellCnt = 0 npt = 0 !Fill xcgpp, xtairk, xndepDay, xtsoil, xmoist, and xfrznmoist with non-missing data only + !Optimize here? Switch order of do i,j loops? Can't because of npt. do i = 1, nlon do j = 1, nlat cellCnt = cellCnt+1 @@ -1998,8 +2149,8 @@ SUBROUTINE ReadMetNcFile(filename_cnpmet, mp, ms, myear, xcgpp, xtairk, & ! Segmentation fault was occurring on next assignment until ! I passed in the dimensions to these variables. -MDH 2/17/2014 !xlai(npt,iday) = lai(i,j,iday) - !xcnpp(npt,iday) = cnpp(i,j,iday) - xcgpp(npt,iday) = cgpp(i,j,iday) + !xcnpp(npt,iday) = Cnpp(i,j,iday) + xcgpp(npt,iday) = Cgpp(i,j,iday) xtairk(npt,iday) = tairk(i,j,iday) xndepDay(npt,iday) = ndep(i,j,iday) do ims = 1, nsoilyrs @@ -2097,14 +2248,21 @@ SUBROUTINE PutVariableAttributeReal(ncid, varid, attr_name, attr_units, missing_ include 'netcdf.inc' ! ARGUMENTS - integer, intent(in) :: ncid ! netcdf file id - integer, intent(in) :: varid ! netcdf variable id - character*100, intent(in) :: attr_name ! String for assigning variable "long_name" attribute - character*100, intent(in) :: attr_units ! String for assigning variable "units" attribute + integer, intent(in) :: ncid ! netcdf file id + integer, intent(in) :: varid ! netcdf variable id + character(len=100), intent(in) :: attr_name ! String for assigning variable "long_name" attribute + character(len=100), intent(in) :: attr_units ! String for assigning variable "units" attribute real(4), intent(in) :: missing_value ! LOCAL VARIABLES - integer status ! NetCDF error status + integer status ! NetCDF error status + +! write(*,*) +! write(*,*) 'PutVariableAttributeReal: ncid = ', ncid +! write(*,*) 'PutVariableAttributeReal: varid = ', varid +! write(*,*) 'PutVariableAttributeReal: attr_name = ', trim(attr_name) +! write(*,*) 'PutVariableAttributeReal: attr_units = ', trim(attr_units) +! write(*,*) 'PutVariableAttributeReal: missing_value = ', missing_value status = nf_put_att_text(ncid, varid, 'long_name', len(trim(attr_name)), trim(attr_name)) if (status /= nf_noerr) call handle_err(status, "long_name") @@ -2127,14 +2285,14 @@ SUBROUTINE PutVariableAttributeDouble(ncid, varid, attr_name, attr_units, missin include 'netcdf.inc' ! ARGUMENTS - integer, intent(in) :: ncid ! netcdf file id - integer, intent(in) :: varid ! netcdf variable id - character*100, intent(in) :: attr_name ! String for assigning variable "long_name" attribute - character*100, intent(in) :: attr_units ! String for assigning variable "units" attribute + integer, intent(in) :: ncid ! netcdf file id + integer, intent(in) :: varid ! netcdf variable id + character(len=100), intent(in) :: attr_name ! String for assigning variable "long_name" attribute + character(len=100), intent(in) :: attr_units ! String for assigning variable "units" attribute real(8), intent(in) :: missing_value ! LOCAL VARIABLES - integer status ! NetCDF error status + integer status ! NetCDF error status status = nf_put_att_text(ncid, varid, 'long_name', len(trim(attr_name)), trim(attr_name)) if (status /= nf_noerr) call handle_err(status, "long_name") @@ -2165,108 +2323,123 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_annual(filename_ncOut_casa, mp, year) USE casavariable USE casaparm USE define_types - implicit none + implicit none include 'netcdf.inc' real(4), parameter :: MISSING_VALUE = 1.e+36 integer, parameter :: MISSING_INT = -9999 ! ARGUMENTS - character(len=*), intent(in) :: filename_ncOut_casa ! NetCDF output file name - integer, intent(in) :: mp ! number of points with valid data - integer, intent(in) :: year ! output year + character(len=*), intent(in) :: filename_ncOut_casa ! NetCDF output file name + integer, intent(in) :: mp ! number of points with valid data + integer, intent(in) :: year ! output year ! LOCAL VARIABLES - integer :: i - integer :: ncid ! netcdf file ID - integer :: status ! function return status -! integer :: dimid_mp ! netcdf dimension id - integer :: dimid_lat ! netcdf dimension id - integer :: dimid_lon ! netcdf dimension id - integer :: dimid_time ! netcdf dimension id - integer :: nlon, nlat, ntimes ! Dimension sizes for NetCDf file - integer :: dims(3) ! Array of NetCDF dimension IDs for defining variables - integer :: start1(1), count1(1) ! start and count arrays for writing 1-D data from netcdf files - integer :: start2(2), count2(2) ! start and count arrays for writing 2-D data from netcdf files - integer :: start3(3), count3(3) ! start and count arrays for writing 3-D data from netcdf files - integer :: varid_lon, varid_lat ! NetCDF variable ID for latitude and longitude - integer :: varid_time ! NetCDF variable ID for time -! integer :: varid_year ! NetCDF variable ID for year - integer :: varid_mask ! NetCDF variable ID for cellMissing(nlon,nlat) - integer :: varid_cellid ! NetCDF variable ID for cellid(nlon,nlat) - integer :: varid_igbp ! NetCDF variable ID for IGBP_PFT(nlon,nlat) - integer :: varid_landarea ! NetCDF variable ID for land area - integer :: varid_cleaf ! NetCDF variable ID for leaf C - integer :: varid_cwood ! NetCDF variable ID for wood C - integer :: varid_cfroot ! NetCDF variable ID for fine root C - integer :: varid_nleaf ! NetCDF variable ID for leaf N - integer :: varid_nwood ! NetCDF variable ID for wood N - integer :: varid_nfroot ! NetCDF variable ID for fine root N - integer :: varid_clitmetb ! NetCDF variable ID for metablic litter C - integer :: varid_clitstr ! NetCDF variable ID for structural litter C - integer :: varid_clitcwd ! NetCDF variable ID for coarse weeody debris C - integer :: varid_nlitmetb ! NetCDF variable ID for metablic litter N - integer :: varid_nlitstr ! NetCDF variable ID for structural litter N - integer :: varid_nlitcwd ! NetCDF variable ID for coarse weeody debris N - integer :: varid_csoilmic ! NetCDF variable ID for microbial soil C - integer :: varid_csoilslow ! NetCDF variable ID for slow soil C - integer :: varid_csoilpass ! NetCDF variable ID for passive soil C - integer :: varid_nsoilmic ! NetCDF variable ID for microbial soil N - integer :: varid_nsoilslow ! NetCDF variable ID for slow soil N - integer :: varid_nsoilpass ! NetCDF variable ID for passive soil N - integer :: varid_cnpp ! NetCDF variable ID for NPP C - integer :: varid_cgpp ! NetCDF variable ID for GPP C - integer :: varid_cresp ! NetCDF variable ID for soil respiration C - integer :: varid_tairC ! NetCDF variable ID for air temperature (C) - integer :: varid_tsoilC ! NetCDF variable ID for soil temperature (C) - integer :: varid_litInptMet ! NetCDF variable ID for metabolic litter inputs - integer :: varid_litInptStruc ! NetCDF variable ID for structural litter inputs - integer :: varid_fT, varid_fW ! NetCDF variable ID soil temperature and moisture decomposition rate multipliers - integer :: varid_thetaLiq ! NetCDF variable ID liquid soil moisture fraction - character(len=100) :: attr_name ! String for assigning global and variable attributes - character(len=100) :: attr_units ! String for assigning global and variable attributes - character(len=10) :: date_string ! String for assigning date to global attributes - character(len=8) :: time_string ! String for assigning time to global attributes + !integer :: i + integer :: ncid ! netcdf file ID + integer :: status ! function return status +! integer :: dimid_mp ! netcdf dimension id + integer :: dimid_lat ! netcdf dimension id + integer :: dimid_lon ! netcdf dimension id + integer :: dimid_time ! netcdf dimension id + integer :: nlon, nlat, ntimes ! Dimension sizes for NetCDf file + integer :: dims(3) ! Array of NetCDF dimension IDs for defining variables + integer :: start1(1), count1(1) ! start and count arrays for writing 1-D data from netcdf files + !integer :: start2(2), count2(2) ! start and count arrays for writing 2-D data from netcdf files + integer :: start3(3), count3(3) ! start and count arrays for writing 3-D data from netcdf files + integer :: varid_lon, varid_lat ! NetCDF variable ID for latitude and longitude + integer :: varid_time ! NetCDF variable ID for time +! integer :: varid_year ! NetCDF variable ID for year + integer :: varid_mask ! NetCDF variable ID for cellMissing(nlon,nlat) + integer :: varid_cellid ! NetCDF variable ID for cellid(nlon,nlat) + integer :: varid_igbp ! NetCDF variable ID for IGBP_PFT(nlon,nlat) + integer :: varid_landarea ! NetCDF variable ID for land area + integer :: varid_cleaf ! NetCDF variable ID for leaf C + integer :: varid_cwood ! NetCDF variable ID for wood C + integer :: varid_cfroot ! NetCDF variable ID for fine root C + integer :: varid_nleaf ! NetCDF variable ID for leaf N + integer :: varid_nwood ! NetCDF variable ID for wood N + integer :: varid_nfroot ! NetCDF variable ID for fine root N + integer :: varid_clitmetb ! NetCDF variable ID for metablic litter C + integer :: varid_clitstr ! NetCDF variable ID for structural litter C + integer :: varid_clitcwd ! NetCDF variable ID for coarse weeody debris C + integer :: varid_nlitmetb ! NetCDF variable ID for metablic litter N + integer :: varid_nlitstr ! NetCDF variable ID for structural litter N + integer :: varid_nlitcwd ! NetCDF variable ID for coarse weeody debris N + integer :: varid_csoilmic ! NetCDF variable ID for microbial soil C + integer :: varid_csoilslow ! NetCDF variable ID for slow soil C + integer :: varid_csoilpass ! NetCDF variable ID for passive soil C + integer :: varid_nsoilmic ! NetCDF variable ID for microbial soil N + integer :: varid_nsoilslow ! NetCDF variable ID for slow soil N + integer :: varid_nsoilpass ! NetCDF variable ID for passive soil N + integer :: varid_cnpp ! NetCDF variable ID for NPP C + integer :: varid_cgpp ! NetCDF variable ID for GPP C + integer :: varid_cresp ! NetCDF variable ID for soil respiration C + integer :: varid_tairC ! NetCDF variable ID for air temperature (C) + integer :: varid_tsoilC ! NetCDF variable ID for soil temperature (C) + integer :: varid_clitInptMet ! NetCDF variable ID for metabolic litter C inputs + integer :: varid_clitInptStruc ! NetCDF variable ID for structural litter C inputs + integer :: varid_cpassInpt ! NetCDF variable ID for passive pool C inputs + integer :: varid_fT, varid_fW ! NetCDF variable ID soil temperature and moisture decomposition rate multipliers + integer :: varid_thetaLiq ! NetCDF variable ID liquid soil moisture fraction + !! Added N fluxes and pools -mdh 11/25/2019 + integer :: varid_nlitInptMet ! NetCDF variable ID for metabolic litter N inputs + integer :: varid_nlitInptStruc ! NetCDF variable ID for structural litter N inputs + integer :: varid_nmindep ! NetCDF variable ID for N deposition + integer :: varid_nminfix ! NetCDF variable ID for N fixation + integer :: varid_nminuptake ! NetCDF variable ID for plant N uptake + integer :: varid_nminleach ! NetCDF variable ID for mineral N leaching + integer :: varid_nminloss ! NetCDF variable ID for mineral N loss (N2O) + integer :: varid_nlittermin ! NetCDF variable ID for litter N mineralization + integer :: varid_nsmin ! NetCDF variable ID for soil N mineralization + integer :: varid_nsimm ! NetCDF variable ID for soil N immobilization + integer :: varid_nsnet ! NetCDF variable ID for net N mineralization + integer :: varid_nminrl ! NetCDF variable ID for mineral soil N + character(len=100) :: attr_name ! String for assigning global and variable attributes + character(len=100) :: attr_units ! String for assigning global and variable attributes + character(len=10) :: date_string ! String for assigning date to global attributes + character(len=8) :: time_string ! String for assigning time to global attributes integer :: verbose=0 integer :: npt, ilon, ilat, itime - integer, allocatable :: IGBP_PFT(:,:) ! IGBP_PFT(nlon,nlat) IGBP PFT classification (1-18) - real(4), allocatable :: landarea(:,:) ! landarea(nlon,nlat) km^2 - real(4), allocatable :: var1(:,:,:) ! gridded output variable - real(4), allocatable :: var2(:,:,:) ! gridded output variable - real(4), allocatable :: var3(:,:,:) ! gridded output variable - real(4), allocatable :: var4(:,:,:) ! gridded output variable - real(4), allocatable :: var5(:,:,:) ! gridded output variable - real(4), allocatable :: var6(:,:,:) ! gridded output variable - real(4), allocatable :: var7(:,:,:) ! gridded output variable - real(4) :: time ! time to write to netcdf file + integer, allocatable :: IGBP_PFT(:,:) ! IGBP_PFT(nlon,nlat) IGBP PFT classification (1-18) + real(4), allocatable :: landarea(:,:) ! landarea(nlon,nlat) km^2 + real(4), allocatable :: var1(:,:,:) ! gridded output variable + real(4), allocatable :: var2(:,:,:) ! gridded output variable + real(4), allocatable :: var3(:,:,:) ! gridded output variable + real(4), allocatable :: var4(:,:,:) ! gridded output variable + real(4), allocatable :: var5(:,:,:) ! gridded output variable + real(4), allocatable :: var6(:,:,:) ! gridded output variable + real(4), allocatable :: var7(:,:,:) ! gridded output variable + real(4), allocatable :: var8(:,:,:) ! gridded output variable + real(4) :: time ! time to write to netcdf file if (verbose .ge. 0) print *, "Writing output to file ", trim(filename_ncOut_casa), "..." !Output these variables in NetCDF file: -! veg%iveg(npt) - IGBP PFTs -! casamet%lat(npt) - latitudes -! casamet%lon(npt) - longitudes -! casamet%areacell(npt)*(1.0e-6) - landarea (km^2) -! casabal%FCnppyear(npt) - NPP (gC/m2/yr) -! casabal%FCrsyear(npt) - soil respiration (gC/m2/yr) -! casabal%FCrpyear(npt) - plant respiration (gC/m2/yr) -! casapool%cplantAn(npt,LEAF) - plant leaf C (gC/m2) -! casapool%cplantAn(npt,WOOD) - plant wood C (gC/m2) -! casapool%cplantAn(npt,FROOT) - plant fine root C (gC/m2) -! casapool%clitterAn(npt,METB) - metabolic litter C (gC/m2) -! casapool%clitterAn(npt,STR) - structural litter C (gC/m2) -! casapool%clitterAn(npt,CWD) - coarse woody debris C (gC/m2) -! casapool%csoilAn(npt,MIC) - microbial soil C (gC/m2) -! casapool%csoilAn(npt,SLOW) - slow soil C (gC/m2) -! casapool%csoilAn(npt,PASS) - passive soil C (gC/m2) -! casapool%nplantAn(npt,LEAF) - plant leaf N (gN/m2) -! casapool%nplantAn(npt,WOOD) - plant wood N (gN/m2) -! casapool%nplantAn(npt,FROOT) - plant fine root N (gN/m2) -! casapool%nlitterAn(npt,METB) - metabolic litter N (gN/m2) -! casapool%nlitterAn(npt,STR) - structural litter N (gN/m2) -! casapool%nlitterAn(npt,CWD) - coarse woody debris N (gN/m2) -! casapool%nsoilAn(npt,MIC) - microbial soil N (gN/m2) -! casapool%nsoilAn(npt,SLOW) - slow soil N (gN/m2) -! casapool%nsoilAn(npt,PASS) - passive soil N (gN/m2) +! veg%iveg(npt) - IGBP PFTs +! casamet%lat(npt) - latitudes +! casamet%lon(npt) - longitudes +! casamet%areacell(npt)*(1.0e-6) - landarea (km^2) +! casabal%FCnppyear(npt) - NPP (gC/m2/yr) +! casabal%FCrsyear(npt) - soil respiration (gC/m2/yr) +! casabal%FCrpyear(npt) - plant respiration (gC/m2/yr) +! casapool%cplantAn(npt,LEAF) - plant leaf C (gC/m2) +! casapool%cplantAn(npt,WOOD) - plant wood C (gC/m2) +! casapool%cplantAn(npt,FROOT) - plant fine root C (gC/m2) +! casapool%clitterAn(npt,METB) - metabolic litter C (gC/m2) +! casapool%clitterAn(npt,STR) - structural litter C (gC/m2) +! casapool%clitterAn(npt,CWD) - coarse woody debris C (gC/m2) +! casapool%csoilAn(npt,MIC) - microbial soil C (gC/m2) +! casapool%csoilAn(npt,SLOW) - slow soil C (gC/m2) +! casapool%csoilAn(npt,PASS) - passive soil C (gC/m2) +! casapool%nplantAn(npt,LEAF) - plant leaf N (gN/m2) +! casapool%nplantAn(npt,WOOD) - plant wood N (gN/m2) +! casapool%nplantAn(npt,FROOT) - plant fine root N (gN/m2) +! casapool%nlitterAn(npt,METB) - metabolic litter N (gN/m2) +! casapool%nlitterAn(npt,STR) - structural litter N (gN/m2) +! casapool%nlitterAn(npt,CWD) - coarse woody debris N (gN/m2) +! casapool%nsoilAn(npt,MIC) - microbial soil N (gN/m2) +! casapool%nsoilAn(npt,SLOW) - slow soil N (gN/m2) +! casapool%nsoilAn(npt,PASS) - passive soil N (gN/m2) dims(1) = 0 dims(2) = 0 @@ -2418,11 +2591,14 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_annual(filename_ncOut_casa, mp, year) status = nf_def_var(ncid, 'tsoilC', NF_REAL, 3, dims, varid_tsoilC) if (status /= nf_noerr) call handle_err(status, "tsoilC") - status = nf_def_var(ncid, 'litInptMet', NF_REAL, 3, dims, varid_litInptMet) - if (status /= nf_noerr) call handle_err(status, "litInptMet") + status = nf_def_var(ncid, 'cLitInptMet', NF_REAL, 3, dims, varid_clitInptMet) + if (status /= nf_noerr) call handle_err(status, "cLitInptMet") + + status = nf_def_var(ncid, 'cLitInptStruc', NF_REAL, 3, dims, varid_clitInptStruc) + if (status /= nf_noerr) call handle_err(status, "cLitInptStruc") - status = nf_def_var(ncid, 'litInptStruc', NF_REAL, 3, dims, varid_litInptStruc) - if (status /= nf_noerr) call handle_err(status, "litInptStruc") + status = nf_def_var(ncid, 'cpassInpt', NF_REAL, 3, dims, varid_cpassInpt) + if (status /= nf_noerr) call handle_err(status, "cpassInpt") status = nf_def_var(ncid, 'thetaLiq', NF_REAL, 3, dims, varid_thetaLiq) if (status /= nf_noerr) call handle_err(status, "thetaLiq") @@ -2433,6 +2609,44 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_annual(filename_ncOut_casa, mp, year) status = nf_def_var(ncid, 'fW', NF_REAL, 3, dims, varid_fW) if (status /= nf_noerr) call handle_err(status, "f(W)") + !! Added N fluxes and pools -mdh 11/25/2019 + + status = nf_def_var(ncid, 'nLitInptMet', NF_REAL, 3, dims, varid_nlitInptMet) + if (status /= nf_noerr) call handle_err(status, "nLitInptMet") + + status = nf_def_var(ncid, 'nLitInptStruc', NF_REAL, 3, dims, varid_nlitInptStruc) + if (status /= nf_noerr) call handle_err(status, "nLitInptStruc") + + status = nf_def_var(ncid, 'nMinDep', NF_REAL, 3, dims, varid_nmindep) + if (status /= nf_noerr) call handle_err(status, "nMinDep") + + status = nf_def_var(ncid, 'nMinFix', NF_REAL, 3, dims, varid_nminfix) + if (status /= nf_noerr) call handle_err(status, "nMinFix") + + status = nf_def_var(ncid, 'nMinUptake', NF_REAL, 3, dims, varid_nminuptake) + if (status /= nf_noerr) call handle_err(status, "nMinUptake") + + status = nf_def_var(ncid, 'nMinLeach', NF_REAL, 3, dims, varid_nminleach) + if (status /= nf_noerr) call handle_err(status, "nMinLeach") + + status = nf_def_var(ncid, 'nMinLoss', NF_REAL, 3, dims, varid_nminloss) + if (status /= nf_noerr) call handle_err(status, "nMinLoss") + + status = nf_def_var(ncid, 'nLitMineralization', NF_REAL, 3, dims, varid_nlittermin) + if (status /= nf_noerr) call handle_err(status, "nLitMineralization") + + status = nf_def_var(ncid, 'nSoilMineralization', NF_REAL, 3, dims, varid_nsmin) + if (status /= nf_noerr) call handle_err(status, "nSoilMineralization") + + status = nf_def_var(ncid, 'nSoilImmob', NF_REAL, 3, dims, varid_nsimm) + if (status /= nf_noerr) call handle_err(status, "nSoilImmob") + + status = nf_def_var(ncid, 'nNetMineralization', NF_REAL, 3, dims, varid_nsnet) + if (status /= nf_noerr) call handle_err(status, "nNetMineralization") + + status = nf_def_var(ncid, 'nMineral', NF_REAL, 3, dims, varid_nminrl) + if (status /= nf_noerr) call handle_err(status, "nMineral") + ! Global attributes attr_name = 'CASACNP model output' @@ -2648,15 +2862,20 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_annual(filename_ncOut_casa, mp, year) attr_units = 'degrees C' call PutVariableAttributeReal(ncid, varid_tsoilC, attr_name, attr_units, MISSING_VALUE) - ! Attributes of litInptMet variable - attr_name = 'Metabolic Litter Inputs' + ! Attributes of cLitInptMet variable + attr_name = 'Metabolic Litter C Inputs' + attr_units = 'gC m-2 yr-1' + call PutVariableAttributeReal(ncid, varid_clitInptMet, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cLitInptStruc variable + attr_name = 'Structural Litter C Inputs' attr_units = 'gC m-2 yr-1' - call PutVariableAttributeReal(ncid, varid_litInptMet, attr_name, attr_units, MISSING_VALUE) + call PutVariableAttributeReal(ncid, varid_clitInptStruc, attr_name, attr_units, MISSING_VALUE) - ! Attributes of litInptStruc variable - attr_name = 'Structural Litter Inputs' + ! Attributes of cpassInpt variable + attr_name = 'Passive Pool C Inputs' attr_units = 'gC m-2 yr-1' - call PutVariableAttributeReal(ncid, varid_litInptStruc, attr_name, attr_units, MISSING_VALUE) + call PutVariableAttributeReal(ncid, varid_cpassInpt, attr_name, attr_units, MISSING_VALUE) ! Attributes of thetaLiq variable attr_name = 'Fraction of liquid soil water saturation (0.0-1.0)' @@ -2673,6 +2892,68 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_annual(filename_ncOut_casa, mp, year) attr_units = 'multiplier' call PutVariableAttributeReal(ncid, varid_fW, attr_name, attr_units, MISSING_VALUE) + !! Added annual N flux and pools -mdh 11/25/2019 + + ! Attributes of nLitInptMet variable + attr_name = 'Metabolic Litter N Inputs' + attr_units = 'gN m-2 yr-1' + call PutVariableAttributeReal(ncid, varid_nlitInptMet, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nLitInptStruc variable + attr_name = 'Structural Litter N Inputs' + attr_units = 'gN m-2 yr-1' + call PutVariableAttributeReal(ncid, varid_nlitInptStruc, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nMinDep variable + attr_name = 'N deposition' + attr_units = 'gN m-2 yr-1' + call PutVariableAttributeReal(ncid, varid_nmindep, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nMinFix variable + attr_name = 'N Fixation' + attr_units = 'gN m-2 yr-1' + call PutVariableAttributeReal(ncid, varid_nminfix, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nMinUptake variable + attr_name = 'Plant Mineral N Uptake' + attr_units = 'gN m-2 yr-1' + call PutVariableAttributeReal(ncid, varid_nminuptake, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nMinLeach variable + attr_name = 'Mineral N Leaching' + attr_units = 'gN m-2 yr-1' + call PutVariableAttributeReal(ncid, varid_nminleach, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nMinLoss variable + attr_name = 'Mineral N Loss (N2O)' + attr_units = 'gN m-2 yr-1' + call PutVariableAttributeReal(ncid, varid_nminloss, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nLitMineralization variable + attr_name = 'Litter N Mineralization' + attr_units = 'gN m-2 yr-1' + call PutVariableAttributeReal(ncid, varid_nlittermin, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nSoilMineralization variable + attr_name = 'Soil N Mineralization' + attr_units = 'gN m-2 yr-1' + call PutVariableAttributeReal(ncid, varid_nsmin, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nSoilImmob variable + attr_name = 'Soil N Immobilization' + attr_units = 'gN m-2 yr-1' + call PutVariableAttributeReal(ncid, varid_nsimm, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nNetMineralization variable + attr_name = 'Net N mineralization' + attr_units = 'gN m-2 yr-1' + call PutVariableAttributeReal(ncid, varid_nsnet, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nMineral variable + attr_name = 'Mineral Soil N' + attr_units = 'gN m-2' + call PutVariableAttributeReal(ncid, varid_nminrl, attr_name, attr_units, MISSING_VALUE) + ! --------------- End the definition phase so that variables can be written to the file --------------- status = nf_enddef(ncid) @@ -2725,12 +3006,13 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_annual(filename_ncOut_casa, mp, year) allocate(var5(1:clmgrid%nlon,1:clmgrid%nlat,1:ntimes)) allocate(var6(1:clmgrid%nlon,1:clmgrid%nlat,1:ntimes)) allocate(var7(1:clmgrid%nlon,1:clmgrid%nlat,1:ntimes)) + allocate(var8(1:clmgrid%nlon,1:clmgrid%nlat,1:ntimes)) -! casabal%FCnppyear(npt) - NPP (gC/m2/yr) -! casabal%FCgppyear(npt) - GPP (gC/m2/yr) -! casabal%FCrsyear(npt) - soil respiration (gC/m2/yr)? -! casabal%FCrpyear(npt) - plant respiration (gC/m2/yr)? +! casabal%FCnppyear(npt) - NPP (gC/m2/yr) +! casabal%FCgppyear(npt) - GPP (gC/m2/yr) +! casabal%FCrsyear(npt) - soil respiration (gC/m2/yr)? +! casabal%FCrpyear(npt) - plant respiration (gC/m2/yr)? ! casapoolAn%cplantAn(npt,LEAF) - average annual plant leaf C (gC/m2) ! casapoolAn%cplantAn(npt,WOOD) - average annual plant wood C (gC/m2) ! casapoolAn%cplantAn(npt,FROOT) - average annual plant fine root C (gC/m2) @@ -2803,12 +3085,12 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_annual(filename_ncOut_casa, mp, year) if (status /= nf_noerr) call handle_err(status, "put_var(cfroot)") -! casapoolAn%clitterAn(npt,METB) - average annual metabolic litter C (gC/m2) -! casapoolAn%clitterAn(npt,STR) - average annual structural litter C (gC/m2) -! casapoolAn%clitterAn(npt,CWD) - average annual coarse woody debris C (gC/m2) -! casapoolAn%csoilAn(npt,MIC) - average annual microbial soil C (gC/m2) -! casapoolAn%csoilAn(npt,SLOW) - average annual slow soil C (gC/m2) -! casapoolAn%csoilAn(npt,PASS) - average annual passive soil C (gC/m2) +! casapoolAn%clitterAn(npt,METB) - average annual metabolic litter C (gC/m2) +! casapoolAn%clitterAn(npt,STR) - average annual structural litter C (gC/m2) +! casapoolAn%clitterAn(npt,CWD) - average annual coarse woody debris C (gC/m2) +! casapoolAn%csoilAn(npt,MIC) - average annual microbial soil C (gC/m2) +! casapoolAn%csoilAn(npt,SLOW) - average annual slow soil C (gC/m2) +! casapoolAn%csoilAn(npt,PASS) - average annual passive soil C (gC/m2) var1(:,:,:) = MISSING_VALUE var2(:,:,:) = MISSING_VALUE @@ -2853,12 +3135,12 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_annual(filename_ncOut_casa, mp, year) if (status /= nf_noerr) call handle_err(status, "put_var(csoilpass)") -! casapoolAn%nplantAn(npt,LEAF) - average annual plant leaf N (gN/m2) -! casapoolAn%nplantAn(npt,WOOD) - average annual plant wood N (gN/m2) -! casapoolAn%nplantAn(npt,FROOT) - average annual plant fine root N (gN/m2) -! casapoolAn%nlitterAn(npt,METB) - average annual metabolic litter N (gN/m2) -! casapoolAn%nlitterAn(npt,STR) - average annual structural litter N (gN/m2) -! casapoolAn%nlitterAn(npt,CWD) - average annual coarse woody debris N (gN/m2) +! casapoolAn%nplantAn(npt,LEAF) - average annual plant leaf N (gN/m2) +! casapoolAn%nplantAn(npt,WOOD) - average annual plant wood N (gN/m2) +! casapoolAn%nplantAn(npt,FROOT) - average annual plant fine root N (gN/m2) +! casapoolAn%nlitterAn(npt,METB) - average annual metabolic litter N (gN/m2) +! casapoolAn%nlitterAn(npt,STR) - average annual structural litter N (gN/m2) +! casapoolAn%nlitterAn(npt,CWD) - average annual coarse woody debris N (gN/m2) var1(:,:,:) = MISSING_VALUE var2(:,:,:) = MISSING_VALUE @@ -2903,13 +3185,14 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_annual(filename_ncOut_casa, mp, year) if (status /= nf_noerr) call handle_err(status, "put_var(nlitcwd)") -! casapoolAn%nsoilAn(npt,MIC) - average annual microbial soil N (gN/m2) -! casapoolAn%nsoilAn(npt,SLOW) - average annual slow soil N (gN/m2) +! casapoolAn%nsoilAn(npt,MIC) - average annual microbial soil N (gN/m2) +! casapoolAn%nsoilAn(npt,SLOW) - average annual slow soil N (gN/m2) ! casapoolAn%nsoilAn(npt,PASS) - average annual passive soil N (gN/m2) ! casapoolAn%tairAn(npt) - average annual air temperature (C) ! casapoolAn%tsoilAn(npt) - average annual soil temperature (C) ! casaflux%ClitInptMetAn(npt) - metabolic litter inputs (gC/m2/yr) ! casaflux%ClitInptStrucAn(npt) - structural litter inputs (gC/m2/yr) +! casaflux%CpassInptAn(npt) - inputs to passive soil pool (gC/m2/yr) var1(:,:,:) = MISSING_VALUE var2(:,:,:) = MISSING_VALUE @@ -2918,6 +3201,7 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_annual(filename_ncOut_casa, mp, year) var5(:,:,:) = MISSING_VALUE var6(:,:,:) = MISSING_VALUE var7(:,:,:) = MISSING_VALUE + var8(:,:,:) = MISSING_VALUE itime = 1 do npt = 1, mp @@ -2935,6 +3219,7 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_annual(filename_ncOut_casa, mp, year) var5(ilon,ilat,itime) = casapoolAn%tsoilAn(npt) var6(ilon,ilat,itime) = casaflux%ClitInptMetAn(npt) var7(ilon,ilat,itime) = casaflux%ClitInptStrucAn(npt) + var8(ilon,ilat,itime) = casaflux%CpassInptAn(npt) !write(*,*) 'var7(',ilon,ilat,itime,')=', var7(ilon,ilat,itime) enddo @@ -2953,21 +3238,34 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_annual(filename_ncOut_casa, mp, year) status = nf_put_var(ncid, varid_tsoilC, var5, start3, count3) if (status /= nf_noerr) call handle_err(status, "put_var(tsoilC)") - status = nf_put_var(ncid, varid_litInptMet, var6, start3, count3) - if (status /= nf_noerr) call handle_err(status, "put_var(litInptMet)") + status = nf_put_var(ncid, varid_clitInptMet, var6, start3, count3) + if (status /= nf_noerr) call handle_err(status, "put_var(cLitInptMet)") + + status = nf_put_var(ncid, varid_clitInptStruc, var7, start3, count3) + if (status /= nf_noerr) call handle_err(status, "put_var(cLitInptStruc)") - status = nf_put_var(ncid, varid_litInptStruc, var7, start3, count3) - if (status /= nf_noerr) call handle_err(status, "put_var(litInptStruc)") + status = nf_put_var(ncid, varid_cpassInpt, var8, start3, count3) + if (status /= nf_noerr) call handle_err(status, "put_var(cpassInpt)") ! f(T) and f(W) output added 11/20/2017. ThetaLiq added 11/27/2017. ! casaflux%fTAn(npt) - mean annual soil temperature multiplier on decomposition rate (0.0-1.0+) ! casaflux%fWAn(npt) - mean annual soil moisure multiplier on decomposition rate (0.0-1.0) ! casaflux%thetaLiqAn(npt) - mean annual fraction of liquid water saturation (0.0-1.0) +! casapoolAn%NsoilminAn(npt) - mean annual mineral soil N (gN/m2) +! casaflux%NlitInptMetAn(npt) - total annual metabolic litter N inputs (gN/m2/yr) +! casaflux%NlitInptStrucAn(npt) - total annual structural litter N inputs (gN/m2/yr) +! casaflux%NmindepAn(npt) - total annual N deposition (gN/m2/yr) +! casaflux%NminfixAn(npt) - total annual N fixation (gN/m2/yr) var1(:,:,:) = MISSING_VALUE var2(:,:,:) = MISSING_VALUE var3(:,:,:) = MISSING_VALUE + var4(:,:,:) = MISSING_VALUE + var5(:,:,:) = MISSING_VALUE + var6(:,:,:) = MISSING_VALUE + var7(:,:,:) = MISSING_VALUE + var8(:,:,:) = MISSING_VALUE itime = 1 do npt = 1, mp @@ -2981,22 +3279,97 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_annual(filename_ncOut_casa, mp, year) var1(ilon,ilat,itime) = casapoolAn%fTAn(npt) var2(ilon,ilat,itime) = casapoolAn%fWAn(npt) var3(ilon,ilat,itime) = casapoolAn%thetaLiqAn(npt) + + var4(ilon,ilat,itime) = casapoolAn%NsoilminAn(npt) + var5(ilon,ilat,itime) = casaflux%NlitInptMetAn(npt) + var6(ilon,ilat,itime) = casaflux%NlitInptStrucAn(npt) + var7(ilon,ilat,itime) = casaflux%NmindepAn(npt) + var8(ilon,ilat,itime) = casaflux%NminfixAn(npt) enddo !! status = nf_put_var(ncid, varid_fT, var1, start3, count3) status = nf_put_vara_real(ncid, varid_fT, start3, count3, var1) if (status /= nf_noerr) call handle_err(status, "put_var(fT)") -!! status = nf_put_var(ncid, varid_fW, var2, start3, count3) status = nf_put_vara_real(ncid, varid_fW, start3, count3, var2) if (status /= nf_noerr) call handle_err(status, "put_var(fW)") -!! status = nf_put_var(ncid, varid_thetaLiq, var3, start3, count3) status = nf_put_vara_real(ncid, varid_thetaLiq, start3, count3, var3) if (status /= nf_noerr) call handle_err(status, "put_var(thetaLiq)") + status = nf_put_vara_real(ncid, varid_nminrl, start3, count3, var4) + if (status /= nf_noerr) call handle_err(status, "put_var(nMineral)") + + status = nf_put_vara_real(ncid, varid_nlitinptmet, start3, count3, var5) + if (status /= nf_noerr) call handle_err(status, "put_var(NlitInptMet)") + + status = nf_put_vara_real(ncid, varid_nlitinptstruc, start3, count3, var6) + if (status /= nf_noerr) call handle_err(status, "put_var(NlitInptStruc)") - deallocate(var1,var2,var3,var4,var5,var6,var7,IGBP_PFT,landarea) + status = nf_put_vara_real(ncid, varid_nmindep, start3, count3, var7) + if (status /= nf_noerr) call handle_err(status, "put_var(nMinDep)") + + status = nf_put_vara_real(ncid, varid_nminfix, start3, count3, var8) + if (status /= nf_noerr) call handle_err(status, "put_var(nMinFix)") + + +! casaflux%NminuptakeAn(npt) - total annual Plant N uptake (gN/m2/yr) +! casaflux%NminleachAn(npt) - total annual Mineral N Leaching (gN/m2/yr) +! casaflux%NminlossAn(npt) - total annual Mineral N Loss (gN/m2/yr) +! casaflux%NlitterminAn(npt) - total annual Litter N mineralization (gN/m2/yr) +! casaflux%NsminAn(npt) - total annual Soil N mineralization (gN/m2/yr) +! casaflux%NsimmAn(npt) - total annual Soil N Immobilization (gN/m2/yr) +! casaflux%NsnetAn(npt) - total annual Net N mineralization (gN/m2/yr) + + var1(:,:,:) = MISSING_VALUE + var2(:,:,:) = MISSING_VALUE + var3(:,:,:) = MISSING_VALUE + var4(:,:,:) = MISSING_VALUE + var5(:,:,:) = MISSING_VALUE + var6(:,:,:) = MISSING_VALUE + var7(:,:,:) = MISSING_VALUE + + itime = 1 + do npt = 1, mp + ilon = casamet%ilon(npt) + ilat = casamet%ilat(npt) + if (casamet%ijgcm(npt) .ne. clmgrid%cellid(ilon,ilat)) then + print *, 'WritePoolFluxNcFile_casacnp_annual: casamet%ijgcm(', npt, ')=', casamet%ijgcm(npt) + print *, ' clmgrid%cellid(', ilon, ',', ilat, ')=', clmgrid%cellid(ilon,ilat) + STOP + endif + var1(ilon,ilat,itime) = casaflux%NminuptakeAn(npt) + var2(ilon,ilat,itime) = casaflux%NminleachAn(npt) + var3(ilon,ilat,itime) = casaflux%NminlossAn(npt) + var4(ilon,ilat,itime) = casaflux%NlitterminAn(npt) + var5(ilon,ilat,itime) = casaflux%NsminAn(npt) + var6(ilon,ilat,itime) = casaflux%NsimmAn(npt) + var7(ilon,ilat,itime) = casaflux%NsnetAn(npt) + enddo + + status = nf_put_vara_real(ncid, varid_nminuptake, start3, count3, var1) + if (status /= nf_noerr) call handle_err(status, "put_var(nMinUptake)") + + status = nf_put_vara_real(ncid, varid_nminleach, start3, count3, var2) + if (status /= nf_noerr) call handle_err(status, "put_var(nMinLeach)") + + status = nf_put_vara_real(ncid, varid_nminloss, start3, count3, var3) + if (status /= nf_noerr) call handle_err(status, "put_var(nMinLoss)") + + status = nf_put_vara_real(ncid, varid_nlittermin, start3, count3, var4) + if (status /= nf_noerr) call handle_err(status, "put_var(nLitMineralization)") + + status = nf_put_vara_real(ncid, varid_nsmin, start3, count3, var5) + if (status /= nf_noerr) call handle_err(status, "put_var(nSoilMineralization)") + + status = nf_put_vara_real(ncid, varid_nsimm, start3, count3, var6) + if (status /= nf_noerr) call handle_err(status, "put_var(nSoilImmob)") + + status = nf_put_vara_real(ncid, varid_nsnet, start3, count3, var7) + if (status /= nf_noerr) call handle_err(status, "put_var(nNetMineralization)") + + + deallocate(var1,var2,var3,var4,var5,var6,var7,var8,IGBP_PFT,landarea) status = nf_close(ncid) @@ -3026,109 +3399,124 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_daily(filename_ncOut_casa, mp, year, iday integer, parameter :: MISSING_INT = -9999 ! ARGUMENTS - character(len=*), intent(in) :: filename_ncOut_casa ! NetCDF output file name - integer, intent(in) :: mp ! number of points with valid data - integer, intent(in) :: year ! output year - integer, intent(in) :: iday ! output day + character(len=*), intent(in) :: filename_ncOut_casa ! NetCDF output file name + integer, intent(in) :: mp ! number of points with valid data + integer, intent(in) :: year ! output year + integer, intent(in) :: iday ! output day ! LOCAL VARIABLES integer :: i - integer :: ncid ! netcdf file ID - integer :: status ! function return status -! integer :: dimid_mp ! netcdf dimension id - integer :: dimid_lat ! netcdf dimension id - integer :: dimid_lon ! netcdf dimension id - integer :: dimid_time ! netcdf dimension id - integer :: nlon, nlat, ntimes ! Dimension sizes for NetCDf file - integer :: nwrtimes ! Number of times that will be written when this subroutine is called - integer :: dims(3) ! Array of NetCDF dimension IDs for defining variables - integer :: start1(1), count1(1) ! start and count arrays for writing 1-D data from netcdf files - integer :: start2(2), count2(2) ! start and count arrays for writing 2-D data from netcdf files - integer :: start3(3), count3(3) ! start and count arrays for writing 3-D data from netcdf files - integer :: varid_lon, varid_lat ! NetCDF variable ID for latitude and longitude - integer :: varid_time ! NetCDF variable ID for time - integer :: varid_day ! NetCDF variable ID for day - integer :: varid_mask ! NetCDF variable ID for cellMissing(nlon,nlat) - integer :: varid_cellid ! NetCDF variable ID for cellid(nlon,nlat) - integer :: varid_igbp ! NetCDF variable ID for IGBP_PFT(nlon,nlat) - integer :: varid_landarea ! NetCDF variable ID for land area - integer :: varid_cleaf ! NetCDF variable ID for leaf C - integer :: varid_cwood ! NetCDF variable ID for wood C - integer :: varid_cfroot ! NetCDF variable ID for fine root C - integer :: varid_nleaf ! NetCDF variable ID for leaf N - integer :: varid_nwood ! NetCDF variable ID for wood N - integer :: varid_nfroot ! NetCDF variable ID for fine root N - integer :: varid_clitmetb ! NetCDF variable ID for metablic litter C - integer :: varid_clitstr ! NetCDF variable ID for structural litter C - integer :: varid_clitcwd ! NetCDF variable ID for coarse weeody debris C - integer :: varid_nlitmetb ! NetCDF variable ID for metablic litter N - integer :: varid_nlitstr ! NetCDF variable ID for structural litter N - integer :: varid_nlitcwd ! NetCDF variable ID for coarse weeody debris N - integer :: varid_csoilmic ! NetCDF variable ID for microbial soil C - integer :: varid_csoilslow ! NetCDF variable ID for slow soil C - integer :: varid_csoilpass ! NetCDF variable ID for passive soil C - integer :: varid_nsoilmic ! NetCDF variable ID for microbial soil N - integer :: varid_nsoilslow ! NetCDF variable ID for slow soil N - integer :: varid_nsoilpass ! NetCDF variable ID for passive soil N - integer :: varid_cnpp ! NetCDF variable ID for NPP C - integer :: varid_cgpp ! NetCDF variable ID for GPP C - integer :: varid_cresp ! NetCDF variable ID for soil respiration C - integer :: varid_tairC ! NetCDF variable ID for air temperature (C) - integer :: varid_tsoilC ! NetCDF variable ID for soil temperature (C) - integer :: varid_litInptMet ! NetCDF variable ID for metabolic litter inputs - integer :: varid_litInptStruc ! NetCDF variable ID for structural litter inputs - integer :: varid_fT, varid_fW ! NetCDF variable ID for soil temperature and moisture decomposition rate modifiers - integer :: varid_thetaLiq ! NetCDF variable ID for fraction of liquid soil water saturation - character*100 :: attr_name ! String for assigning global and variable attributes - character*100 :: attr_units ! String for assigning global and variable attributes - character*10 :: date_string ! String for assigning date to global attributes - character*8 :: time_string ! String for assigning time to global attributes + integer :: ncid ! netcdf file ID + integer :: status ! function return status +! integer :: dimid_mp ! netcdf dimension id + integer :: dimid_lat ! netcdf dimension id + integer :: dimid_lon ! netcdf dimension id + integer :: dimid_time ! netcdf dimension id + integer :: nlon, nlat, ntimes ! Dimension sizes for NetCDf file + integer :: nwrtimes ! Number of times that will be written when this subroutine is called + integer :: dims(3) ! Array of NetCDF dimension IDs for defining variables + integer :: start1(1), count1(1) ! start and count arrays for writing 1-D data from netcdf files + !!integer :: start2(2), count2(2) ! start and count arrays for writing 2-D data from netcdf files + integer :: start3(3), count3(3) ! start and count arrays for writing 3-D data from netcdf files + integer :: varid_lon, varid_lat ! NetCDF variable ID for latitude and longitude + integer :: varid_time ! NetCDF variable ID for time + integer :: varid_day ! NetCDF variable ID for day + integer :: varid_mask ! NetCDF variable ID for cellMissing(nlon,nlat) + integer :: varid_cellid ! NetCDF variable ID for cellid(nlon,nlat) + integer :: varid_igbp ! NetCDF variable ID for IGBP_PFT(nlon,nlat) + integer :: varid_landarea ! NetCDF variable ID for land area + integer :: varid_cleaf ! NetCDF variable ID for leaf C + integer :: varid_cwood ! NetCDF variable ID for wood C + integer :: varid_cfroot ! NetCDF variable ID for fine root C + integer :: varid_nleaf ! NetCDF variable ID for leaf N + integer :: varid_nwood ! NetCDF variable ID for wood N + integer :: varid_nfroot ! NetCDF variable ID for fine root N + integer :: varid_clitmetb ! NetCDF variable ID for metablic litter C + integer :: varid_clitstr ! NetCDF variable ID for structural litter C + integer :: varid_clitcwd ! NetCDF variable ID for coarse weeody debris C + integer :: varid_nlitmetb ! NetCDF variable ID for metablic litter N + integer :: varid_nlitstr ! NetCDF variable ID for structural litter N + integer :: varid_nlitcwd ! NetCDF variable ID for coarse weeody debris N + integer :: varid_csoilmic ! NetCDF variable ID for microbial soil C + integer :: varid_csoilslow ! NetCDF variable ID for slow soil C + integer :: varid_csoilpass ! NetCDF variable ID for passive soil C + integer :: varid_nsoilmic ! NetCDF variable ID for microbial soil N + integer :: varid_nsoilslow ! NetCDF variable ID for slow soil N + integer :: varid_nsoilpass ! NetCDF variable ID for passive soil N + integer :: varid_cnpp ! NetCDF variable ID for NPP C + integer :: varid_cgpp ! NetCDF variable ID for GPP C + integer :: varid_cresp ! NetCDF variable ID for soil respiration C + integer :: varid_tairC ! NetCDF variable ID for air temperature (C) + integer :: varid_tsoilC ! NetCDF variable ID for soil temperature (C) + integer :: varid_clitInptMet ! NetCDF variable ID for metabolic litter inputs + integer :: varid_clitInptStruc ! NetCDF variable ID for structural litter inputs + integer :: varid_cpassInpt ! NetCDF variable ID for passive pool C inputs + integer :: varid_fT, varid_fW ! NetCDF variable ID for soil temperature and moisture decomposition rate modifiers + integer :: varid_thetaLiq ! NetCDF variable ID for fraction of liquid soil water saturation + !! Added N fluxes and pools -mdh 11/25/2019 + integer :: varid_nlitInptMet ! NetCDF variable ID for metabolic litter N inputs + integer :: varid_nlitInptStruc ! NetCDF variable ID for structural litter N inputs + integer :: varid_nmindep ! NetCDF variable ID for N deposition + integer :: varid_nminfix ! NetCDF variable ID for N fixation + integer :: varid_nminuptake ! NetCDF variable ID for plant N uptake + integer :: varid_nminleach ! NetCDF variable ID for mineral N leaching + integer :: varid_nminloss ! NetCDF variable ID for mineral N loss (N2O) + integer :: varid_nlittermin ! NetCDF variable ID for litter N mineralization + integer :: varid_nsmin ! NetCDF variable ID for soil N mineralization + integer :: varid_nsimm ! NetCDF variable ID for soil N immobilization + integer :: varid_nsnet ! NetCDF variable ID for net N mineralization + integer :: varid_nminrl ! NetCDF variable ID for mineral soil N + character*100 :: attr_name ! String for assigning global and variable attributes + character*100 :: attr_units ! String for assigning global and variable attributes + character*10 :: date_string ! String for assigning date to global attributes + character*8 :: time_string ! String for assigning time to global attributes integer :: verbose=0 integer :: npt, ilon, ilat, itime - integer, allocatable :: IGBP_PFT(:,:) ! IGBP_PFT(nlon,nlat) IGBP PFT classification (1-18) - real(4), allocatable :: time(:) ! time array (1..ntimes) - integer, allocatable :: days(:) ! day array (1..ntimes) - real(4), allocatable :: landarea(:,:) ! landarea(nlon,nlat) km^2 - real(4), allocatable :: var1(:,:,:) ! gridded output variable - real(4), allocatable :: var2(:,:,:) ! gridded output variable - real(4), allocatable :: var3(:,:,:) ! gridded output variable - real(4), allocatable :: var4(:,:,:) ! gridded output variable - real(4), allocatable :: var5(:,:,:) ! gridded output variable - real(4), allocatable :: var6(:,:,:) ! gridded output variable - real(4), allocatable :: var7(:,:,:) ! gridded output variable + integer, allocatable :: IGBP_PFT(:,:) ! IGBP_PFT(nlon,nlat) IGBP PFT classification (1-18) + real(4), allocatable :: time(:) ! time array (1..ntimes) + integer, allocatable :: days(:) ! day array (1..ntimes) + real(4), allocatable :: landarea(:,:) ! landarea(nlon,nlat) km^2 + real(4), allocatable :: var1(:,:,:) ! gridded output variable + real(4), allocatable :: var2(:,:,:) ! gridded output variable + real(4), allocatable :: var3(:,:,:) ! gridded output variable + real(4), allocatable :: var4(:,:,:) ! gridded output variable + real(4), allocatable :: var5(:,:,:) ! gridded output variable + real(4), allocatable :: var6(:,:,:) ! gridded output variable + real(4), allocatable :: var7(:,:,:) ! gridded output variable + real(4), allocatable :: var8(:,:,:) ! gridded output variable if (verbose .ge. 1) print *, "Writing output to file ", trim(filename_ncOut_casa), " on day", iday, "..." !Output these variables in NetCDF file: -! veg%iveg(npt) - IGBP PFTs -! casamet%lat(npt) - latitudes -! casamet%lon(npt) - longitudes -! casamet%areacell(npt)*(1.0e-6) - landarea (km^2) -! casaflux%Cnpp(npt) - NPP (gC/m2/day) -! casaflux%Cgpp(npt) - GPP (gC/m2/day) -! casaflux%Crsoil(npt) - soil respiration (gC/m2/day) -! casaflux%Crp(npt) - plant respiration (gC/m2/day) -! casapool%cplant(npt,LEAF) - plant leaf C (gC/m2) -! casapool%cplant(npt,WOOD) - plant wood C (gC/m2) -! casapool%cplant(npt,FROOT) - plant fine root C (gC/m2) -! casapool%clitter(npt,METB) - metabolic litter C (gC/m2) -! casapool%clitter(npt,STR) - structural litter C (gC/m2) -! casapool%clitter(npt,CWD) - coarse woody debris C (gC/m2) -! casapool%csoil(npt,MIC) - microbial soil C (gC/m2) -! casapool%csoil(npt,SLOW) - slow soil C (gC/m2) -! casapool%csoil(npt,PASS) - passive soil C (gC/m2) -! casapool%nplant(npt,LEAF) - plant leaf N (gN/m2) -! casapool%nplant(npt,WOOD) - plant wood N (gN/m2) -! casapool%nplant(npt,FROOT) - plant fine root N (gN/m2) -! casapool%nlitter(npt,METB) - metabolic litter N (gN/m2) -! casapool%nlitter(npt,STR) - structural litter N (gN/m2) -! casapool%nlitter(npt,CWD) - coarse woody debris N (gN/m2) -! casapool%nsoil(npt,MIC) - microbial soil N (gN/m2) -! casapool%nsoil(npt,SLOW) - slow soil N (gN/m2) -! casapool%nsoil(npt,PASS) - passive soil N (gN/m2) -! casaflux%fT(npt) - temperature effect on soil decomposition rate -! casaflux%fW(npt) - moisture effect on soil decomposition rate -! casaflux%thetaLiq(npt) - fraction of liquid soil water saturation (0.0-1.0) +! veg%iveg(npt) - IGBP PFTs +! casamet%lat(npt) - latitudes +! casamet%lon(npt) - longitudes +! casamet%areacell(npt)*(1.0e-6) - landarea (km^2) +! casaflux%Cnpp(npt) - NPP (gC/m2/day) +! casaflux%Cgpp(npt) - GPP (gC/m2/day) +! casaflux%Crsoil(npt) - soil respiration (gC/m2/day) +! casaflux%Crp(npt) - plant respiration (gC/m2/day) +! casapool%cplant(npt,LEAF) - plant leaf C (gC/m2) +! casapool%cplant(npt,WOOD) - plant wood C (gC/m2) +! casapool%cplant(npt,FROOT) - plant fine root C (gC/m2) +! casapool%clitter(npt,METB) - metabolic litter C (gC/m2) +! casapool%clitter(npt,STR) - structural litter C (gC/m2) +! casapool%clitter(npt,CWD) - coarse woody debris C (gC/m2) +! casapool%csoil(npt,MIC) - microbial soil C (gC/m2) +! casapool%csoil(npt,SLOW) - slow soil C (gC/m2) +! casapool%csoil(npt,PASS) - passive soil C (gC/m2) +! casapool%nplant(npt,LEAF) - plant leaf N (gN/m2) +! casapool%nplant(npt,WOOD) - plant wood N (gN/m2) +! casapool%nplant(npt,FROOT) - plant fine root N (gN/m2) +! casapool%nlitter(npt,METB) - metabolic litter N (gN/m2) +! casapool%nlitter(npt,STR) - structural litter N (gN/m2) +! casapool%nlitter(npt,CWD) - coarse woody debris N (gN/m2) +! casapool%nsoil(npt,MIC) - microbial soil N (gN/m2) +! casapool%nsoil(npt,SLOW) - slow soil N (gN/m2) +! casapool%nsoil(npt,PASS) - passive soil N (gN/m2) +! casaflux%fT(npt) - temperature effect on soil decomposition rate +! casaflux%fW(npt) - moisture effect on soil decomposition rate +! casaflux%thetaLiq(npt) - fraction of liquid soil water saturation (0.0-1.0) dims(1) = 0 dims(2) = 0 @@ -3280,11 +3668,14 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_daily(filename_ncOut_casa, mp, year, iday status = nf_def_var(ncid, 'tsoilC', NF_REAL, 3, dims, varid_tsoilC) if (status /= nf_noerr) call handle_err(status, "tsoilC") - status = nf_def_var(ncid, 'litInptMet', NF_REAL, 3, dims, varid_litInptMet) - if (status /= nf_noerr) call handle_err(status, "litInptMet") + status = nf_def_var(ncid, 'cLitInptMet', NF_REAL, 3, dims, varid_clitInptMet) + if (status /= nf_noerr) call handle_err(status, "cLitInptMet") - status = nf_def_var(ncid, 'litInptStruc', NF_REAL, 3, dims, varid_litInptStruc) - if (status /= nf_noerr) call handle_err(status, "litInptStruc") + status = nf_def_var(ncid, 'cLitInptStruc', NF_REAL, 3, dims, varid_clitInptStruc) + if (status /= nf_noerr) call handle_err(status, "cLitInptStruc") + + status = nf_def_var(ncid, 'cpassInpt', NF_REAL, 3, dims, varid_cpassInpt) + if (status /= nf_noerr) call handle_err(status, "cpassInpt") status = nf_def_var(ncid, 'thetaLiq', NF_REAL, 3, dims, varid_thetaLiq) if (status /= nf_noerr) call handle_err(status, "thetaLiq") @@ -3296,6 +3687,44 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_daily(filename_ncOut_casa, mp, year, iday if (status /= nf_noerr) call handle_err(status, "fW") + !! Added daily N fluxes and pools -mdh 11/25/2019 + + status = nf_def_var(ncid, 'nLitInptMet', NF_REAL, 3, dims, varid_nlitInptMet) + if (status /= nf_noerr) call handle_err(status, "nLitInptMet") + + status = nf_def_var(ncid, 'nLitInptStruc', NF_REAL, 3, dims, varid_nlitInptStruc) + if (status /= nf_noerr) call handle_err(status, "nLitInptStruc") + + status = nf_def_var(ncid, 'nMinDep', NF_REAL, 3, dims, varid_nmindep) + if (status /= nf_noerr) call handle_err(status, "nMinDep") + + status = nf_def_var(ncid, 'nMinFix', NF_REAL, 3, dims, varid_nminfix) + if (status /= nf_noerr) call handle_err(status, "nMinFix") + + status = nf_def_var(ncid, 'nMinUptake', NF_REAL, 3, dims, varid_nminuptake) + if (status /= nf_noerr) call handle_err(status, "nMinUptake") + + status = nf_def_var(ncid, 'nMinLeach', NF_REAL, 3, dims, varid_nminleach) + if (status /= nf_noerr) call handle_err(status, "nMinLeach") + + status = nf_def_var(ncid, 'nMinLoss', NF_REAL, 3, dims, varid_nminloss) + if (status /= nf_noerr) call handle_err(status, "nMinLoss") + + status = nf_def_var(ncid, 'nLitMineralization', NF_REAL, 3, dims, varid_nlittermin) + if (status /= nf_noerr) call handle_err(status, "nLitMineralization") + + status = nf_def_var(ncid, 'nSoilMineralization', NF_REAL, 3, dims, varid_nsmin) + if (status /= nf_noerr) call handle_err(status, "nSoilMineralization") + + status = nf_def_var(ncid, 'nSoilImmob', NF_REAL, 3, dims, varid_nsimm) + if (status /= nf_noerr) call handle_err(status, "nSoilImmob") + + status = nf_def_var(ncid, 'nNetMineralization', NF_REAL, 3, dims, varid_nsnet) + if (status /= nf_noerr) call handle_err(status, "nNetMineralization") + + status = nf_def_var(ncid, 'nMineral', NF_REAL, 3, dims, varid_nminrl) + if (status /= nf_noerr) call handle_err(status, "nMineral") + ! Global attributes attr_name = 'CASACNP model output' status = nf_put_att_text(ncid, NF_GLOBAL, 'title', len(trim(attr_name)), trim(attr_name)) @@ -3510,15 +3939,20 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_daily(filename_ncOut_casa, mp, year, iday attr_units = 'degrees C' call PutVariableAttributeReal(ncid, varid_tsoilC, attr_name, attr_units, MISSING_VALUE) - ! Attributes of litInptMet variable - attr_name = 'Metabolic Litter Inputs' + ! Attributes of cLitInptMet variable + attr_name = 'Metabolic Litter C Inputs' attr_units = 'gC m-2 day-1' - call PutVariableAttributeReal(ncid, varid_litInptMet, attr_name, attr_units, MISSING_VALUE) + call PutVariableAttributeReal(ncid, varid_clitInptMet, attr_name, attr_units, MISSING_VALUE) - ! Attributes of litInptStruc variable - attr_name = 'Structural Litter Inputs' + ! Attributes of cLitInptStruc variable + attr_name = 'Structural Litter C Inputs' + attr_units = 'gC m-2 day-1' + call PutVariableAttributeReal(ncid, varid_clitInptStruc, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cpassInpt variable + attr_name = 'Passive Pool C Inputs' attr_units = 'gC m-2 day-1' - call PutVariableAttributeReal(ncid, varid_litInptStruc, attr_name, attr_units, MISSING_VALUE) + call PutVariableAttributeReal(ncid, varid_cpassInpt, attr_name, attr_units, MISSING_VALUE) ! Attributes of thetaLiq variable attr_name = 'fraction of liquid soil water saturation (0.0-1.0)' @@ -3535,7 +3969,70 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_daily(filename_ncOut_casa, mp, year, iday attr_units = 'multiplier' call PutVariableAttributeReal(ncid, varid_fW, attr_name, attr_units, MISSING_VALUE) - + + !! Added daily N flux and pools -mdh 11/25/2019 + + ! Attributes of nLitInptMet variable + attr_name = 'Metabolic Litter N Inputs' + attr_units = 'gN m-2 day-1' + call PutVariableAttributeReal(ncid, varid_nlitInptMet, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nLitInptStruc variable + attr_name = 'Structural Litter N Inputs' + attr_units = 'gN m-2 day-1' + call PutVariableAttributeReal(ncid, varid_nlitInptStruc, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nMinDep variable + attr_name = 'N deposition' + attr_units = 'gN m-2 day-1' + call PutVariableAttributeReal(ncid, varid_nmindep, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nMinFix variable + attr_name = 'N Fixation' + attr_units = 'gN m-2 day-1' + call PutVariableAttributeReal(ncid, varid_nminfix, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nMinUptake variable + attr_name = 'Plant Mineral N Uptake' + attr_units = 'gN m-2 day-1' + call PutVariableAttributeReal(ncid, varid_nminuptake, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nMinLeach variable + attr_name = 'Mineral N Leaching' + attr_units = 'gN m-2 day-1' + call PutVariableAttributeReal(ncid, varid_nminleach, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nMinLoss variable + attr_name = 'Mineral N Loss (N2O)' + attr_units = 'gN m-2 day-1' + call PutVariableAttributeReal(ncid, varid_nminloss, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nLitMineralization variable + attr_name = 'Litter N Mineralization' + attr_units = 'gN m-2 day-1' + call PutVariableAttributeReal(ncid, varid_nlittermin, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nSoilMineralization variable + attr_name = 'Soil N Mineralization' + attr_units = 'gN m-2 day-1' + call PutVariableAttributeReal(ncid, varid_nsmin, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nSoilImmob variable + attr_name = 'Soil N Immobilization' + attr_units = 'gN m-2 day-1' + call PutVariableAttributeReal(ncid, varid_nsimm, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nNetMineralization variable + attr_name = 'Net N mineralization' + attr_units = 'gN m-2 day-1' + call PutVariableAttributeReal(ncid, varid_nsnet, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nMineral variable + attr_name = 'Mineral Soil N' + attr_units = 'gN m-2' + call PutVariableAttributeReal(ncid, varid_nminrl, attr_name, attr_units, MISSING_VALUE) + + ! --------------- End the definition phase so that variables can be written to the file --------------- status = nf_enddef(ncid) if (status /= nf_noerr) call handle_err(status, "enddef") @@ -3684,11 +4181,14 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_daily(filename_ncOut_casa, mp, year, iday status = nf_inq_varid(ncid, 'tsoilC',varid_tsoilC) if (status /= nf_noerr) call handle_err(status, "tsoilC") - status = nf_inq_varid(ncid, 'litInptMet',varid_litInptMet) - if (status /= nf_noerr) call handle_err(status, "litInptMet") + status = nf_inq_varid(ncid, 'cLitInptMet',varid_clitInptMet) + if (status /= nf_noerr) call handle_err(status, "cLitInptMet") - status = nf_inq_varid(ncid, 'litInptStruc',varid_litInptStruc) - if (status /= nf_noerr) call handle_err(status, "litInptStruc") + status = nf_inq_varid(ncid, 'cLitInptStruc',varid_clitInptStruc) + if (status /= nf_noerr) call handle_err(status, "cLitInptStruc") + + status = nf_inq_varid(ncid, 'cpassInpt',varid_cpassInpt) + if (status /= nf_noerr) call handle_err(status, "cpassInpt") status = nf_inq_varid(ncid, 'thetaLiq',varid_thetaLiq) if (status /= nf_noerr) call handle_err(status, "thetaLiq") @@ -3699,6 +4199,45 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_daily(filename_ncOut_casa, mp, year, iday status = nf_inq_varid(ncid, 'fW',varid_fW) if (status /= nf_noerr) call handle_err(status, "f(W)") + + !! Added daily N fluxes and pools -mdh 11/14/2019 + + status = nf_inq_varid(ncid, 'nLitInptMet',varid_nlitInptMet) + if (status /= nf_noerr) call handle_err(status, "nLitInptMet") + + status = nf_inq_varid(ncid, 'nLitInptStruc',varid_nlitInptStruc) + if (status /= nf_noerr) call handle_err(status, "nLitInptStruc") + + status = nf_inq_varid(ncid, 'nMinDep',varid_nmindep) + if (status /= nf_noerr) call handle_err(status, "nMinDep") + + status = nf_inq_varid(ncid, 'nMinFix',varid_nminfix) + if (status /= nf_noerr) call handle_err(status, "nMinFix") + + status = nf_inq_varid(ncid, 'nMinUptake',varid_nminuptake) + if (status /= nf_noerr) call handle_err(status, "nMinUptake") + + status = nf_inq_varid(ncid, 'nMinLeach',varid_nminleach) + if (status /= nf_noerr) call handle_err(status, "nMinLeach") + + status = nf_inq_varid(ncid, 'nMinLoss',varid_nminloss) + if (status /= nf_noerr) call handle_err(status, "nMinLoss") + + status = nf_inq_varid(ncid, 'nLitMineralization',varid_nlittermin) + if (status /= nf_noerr) call handle_err(status, "nLitMineralization") + + status = nf_inq_varid(ncid, 'nSoilMineralization',varid_nsmin) + if (status /= nf_noerr) call handle_err(status, "nSoilMineralization") + + status = nf_inq_varid(ncid, 'nSoilImmob',varid_nsimm) + if (status /= nf_noerr) call handle_err(status, "nSoilImmob") + + status = nf_inq_varid(ncid, 'nNetMineralization',varid_nsnet) + if (status /= nf_noerr) call handle_err(status, "nNetMineralization") + + status = nf_inq_varid(ncid, 'nMineral',varid_nminrl) + if (status /= nf_noerr) call handle_err(status, "nMineral") + endif !end iday==1 ! Define start3 and count3 for record variables (those with unlimited time dimension) @@ -3716,12 +4255,13 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_daily(filename_ncOut_casa, mp, year, iday allocate(var5(1:clmgrid%nlon,1:clmgrid%nlat,1:nwrtimes)) allocate(var6(1:clmgrid%nlon,1:clmgrid%nlat,1:nwrtimes)) allocate(var7(1:clmgrid%nlon,1:clmgrid%nlat,1:nwrtimes)) + allocate(var8(1:clmgrid%nlon,1:clmgrid%nlat,1:nwrtimes)) ! casaflux%Cnpp(npt) - NPP (gC/m2/day) ! casaflux%Cgpp(npt) - GPP (gC/m2/day) -! casaflux%Crsoil(npt) - soil respiration (gC/m2/day) -! casaflux%Crp(npt) - plant respiration (gC/m2/day) +! casaflux%Crsoil(npt) - soil respiration (gC/m2/day) +! casaflux%Crp(npt) - plant respiration (gC/m2/day) ! casapool%cplant(npt,LEAF) - plant leaf C (gC/m2) ! casapool%cplant(npt,WOOD) - plant wood C (gC/m2) ! casapool%cplant(npt,FROOT) - plant fine root C (gC/m2) @@ -3785,12 +4325,12 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_daily(filename_ncOut_casa, mp, year, iday if (status /= nf_noerr) call handle_err(status, "put_var(cfroot)") -! casapool%clitter(npt,METB) - metabolic litter C (gC/m2) -! casapool%clitter(npt,STR) - structural litter C (gC/m2) -! casapool%clitter(npt,CWD) - coarse woody debris C (gC/m2) -! casapool%csoil(npt,MIC) - microbial soil C (gC/m2) -! casapool%csoil(npt,SLOW) - slow soil C (gC/m2) -! casapool%csoil(npt,PASS) - passive soil C (gC/m2) +! casapool%clitter(npt,METB) - metabolic litter C (gC/m2) +! casapool%clitter(npt,STR) - structural litter C (gC/m2) +! casapool%clitter(npt,CWD) - coarse woody debris C (gC/m2) +! casapool%csoil(npt,MIC) - microbial soil C (gC/m2) +! casapool%csoil(npt,SLOW) - slow soil C (gC/m2) +! casapool%csoil(npt,PASS) - passive soil C (gC/m2) var1(:,:,:) = MISSING_VALUE var2(:,:,:) = MISSING_VALUE @@ -3841,12 +4381,12 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_daily(filename_ncOut_casa, mp, year, iday if (status /= nf_noerr) call handle_err(status, "put_var(csoilpass)") -! casapool%nplant(npt,LEAF) - plant leaf N (gN/m2) -! casapool%nplant(npt,WOOD) - plant wood N (gN/m2) -! casapool%nplant(npt,FROOT) - plant fine root N (gN/m2) -! casapool%nlitter(npt,METB) - metabolic litter N (gN/m2) -! casapool%nlitter(npt,STR) - structural litter N (gN/m2) -! casapool%nlitter(npt,CWD) - coarse woody debris N (gN/m2) +! casapool%nplant(npt,LEAF) - plant leaf N (gN/m2) +! casapool%nplant(npt,WOOD) - plant wood N (gN/m2) +! casapool%nplant(npt,FROOT) - plant fine root N (gN/m2) +! casapool%nlitter(npt,METB) - metabolic litter N (gN/m2) +! casapool%nlitter(npt,STR) - structural litter N (gN/m2) +! casapool%nlitter(npt,CWD) - coarse woody debris N (gN/m2) var1(:,:,:) = MISSING_VALUE var2(:,:,:) = MISSING_VALUE @@ -3897,13 +4437,14 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_daily(filename_ncOut_casa, mp, year, iday if (status /= nf_noerr) call handle_err(status, "put_var(nlitcwd)") -! casapool%nsoil(npt,MIC) - microbial soil N (gN/m2) -! casapool%nsoil(npt,SLOW) - slow soil N (gN/m2) -! casapool%nsoil(npt,PASS) - passive soil N (gN/m2) +! casapool%nsoil(npt,MIC) - microbial soil N (gN/m2) +! casapool%nsoil(npt,SLOW) - slow soil N (gN/m2) +! casapool%nsoil(npt,PASS) - passive soil N (gN/m2) ! casamet%tairk(npt) - air temperature (K) ! casamet%tsoilavg(npt) - soil temperature (K) ! casaflux%ClitInptMet(npt) - metabolic litter inputs (gC/m2/dy) ! casaflux%ClitInptStruc(npt) - structural litter inputs (gC/m2/dy) +! casaflux%CpassInpt(npt) - inputs to passive soil pool (gC/m2/dy) var1(:,:,:) = MISSING_VALUE var2(:,:,:) = MISSING_VALUE @@ -3912,6 +4453,7 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_daily(filename_ncOut_casa, mp, year, iday var5(:,:,:) = MISSING_VALUE var6(:,:,:) = MISSING_VALUE var7(:,:,:) = MISSING_VALUE + var8(:,:,:) = MISSING_VALUE itime = 1 do npt = 1, mp @@ -3929,6 +4471,7 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_daily(filename_ncOut_casa, mp, year, iday var5(ilon,ilat,itime) = casamet%tsoilavg(npt) - tkzeroc var6(ilon,ilat,itime) = casaflux%ClitInptMet(npt) var7(ilon,ilat,itime) = casaflux%ClitInptStruc(npt) + var8(ilon,ilat,itime) = casaflux%CpassInpt(npt) ! write(*,*) 'casaflux%ClitInptStruc(',npt,')=', casaflux%ClitInptStruc(npt) ! write(*,*) 'var7(',ilon,ilat,itime,')=', var7(ilon,ilat,itime) enddo @@ -3953,21 +4496,34 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_daily(filename_ncOut_casa, mp, year, iday status = nf_put_vara_real(ncid, varid_tsoilC, start3, count3, var5) if (status /= nf_noerr) call handle_err(status, "put_var(tsoilC)") - status = nf_put_vara_real(ncid, varid_litInptMet, start3, count3, var6) - if (status /= nf_noerr) call handle_err(status, "put_var(litInptMet)") + status = nf_put_vara_real(ncid, varid_clitInptMet, start3, count3, var6) + if (status /= nf_noerr) call handle_err(status, "put_var(cLitInptMet)") - status = nf_put_vara_real(ncid, varid_litInptStruc, start3, count3, var7) - if (status /= nf_noerr) call handle_err(status, "put_var(litInptStruc)") + status = nf_put_vara_real(ncid, varid_clitInptStruc, start3, count3, var7) + if (status /= nf_noerr) call handle_err(status, "put_var(cLitInptStruc)") + + status = nf_put_vara_real(ncid, varid_cpassInpt, start3, count3, var8) + if (status /= nf_noerr) call handle_err(status, "put_var(cpassInpt)") ! f(T) and f(W) output added 11/20/2017. ThetaLiq added 11/27/2017 ! casapool%fT(npt) - daily soil temperature multiplier on decomposition rate (0.0-1.0+) -! casapool%fW(npt) - daily soil moisure multiplier on decomposition rate (0.0-1.0) +! casapool%fW(npt) - daily soil moisture multiplier on decomposition rate (0.0-1.0) ! casapool%thetaLiq(npt) - fraction of liquid soil water saturation (0.0-1.0) +! casapoolAn%Nsoilmin(npt) - daily mineral soil N (gN/m2) +! casaflux%NlitInptMet(npt) - daily metabolic litter N inputs (gN/m2/yr) +! casaflux%NlitInptStruc(npt) - daily structural litter N inputs (gN/m2/yr) +! casaflux%Nmindep(npt) - daily N deposition (gN/m2/yr) +! casaflux%Nminfix(npt) - daily N fixation (gN/m2/yr) var1(:,:,:) = MISSING_VALUE var2(:,:,:) = MISSING_VALUE var3(:,:,:) = MISSING_VALUE + var4(:,:,:) = MISSING_VALUE + var5(:,:,:) = MISSING_VALUE + var6(:,:,:) = MISSING_VALUE + var7(:,:,:) = MISSING_VALUE + var8(:,:,:) = MISSING_VALUE itime = 1 do npt = 1, mp @@ -3981,21 +4537,97 @@ SUBROUTINE WritePoolFluxNcFile_casacnp_daily(filename_ncOut_casa, mp, year, iday var1(ilon,ilat,itime) = casapool%fT(npt) var2(ilon,ilat,itime) = casapool%fW(npt) var3(ilon,ilat,itime) = casapool%thetaLiq(npt) + + var4(ilon,ilat,itime) = casapool%Nsoilmin(npt) + var5(ilon,ilat,itime) = casaflux%NlitInptMet(npt) + var6(ilon,ilat,itime) = casaflux%NlitInptStruc(npt) + var7(ilon,ilat,itime) = casaflux%Nmindep(npt) + var8(ilon,ilat,itime) = casaflux%Nminfix(npt) enddo !! status = nf_put_var(ncid, varid_fT, var1, start3, count3) status = nf_put_vara_real(ncid, varid_fT, start3, count3, var1) if (status /= nf_noerr) call handle_err(status, "put_var(fT)") -!! status = nf_put_var(ncid, varid_fW, var2, start3, count3) status = nf_put_vara_real(ncid, varid_fW, start3, count3, var2) if (status /= nf_noerr) call handle_err(status, "put_var(fW)") -!! status = nf_put_var(ncid, varid_thetaLiq, var3, start3, count3) status = nf_put_vara_real(ncid, varid_thetaLiq, start3, count3, var3) if (status /= nf_noerr) call handle_err(status, "put_var(thetaLiq)") - deallocate(var1,var2,var3,var4,var5,var6,var7) + status = nf_put_vara_real(ncid, varid_nminrl, start3, count3, var4) + if (status /= nf_noerr) call handle_err(status, "put_var(nMineral)") + + status = nf_put_vara_real(ncid, varid_nlitinptmet, start3, count3, var5) + if (status /= nf_noerr) call handle_err(status, "put_var(NlitInptMet)") + + status = nf_put_vara_real(ncid, varid_nlitinptstruc, start3, count3, var6) + if (status /= nf_noerr) call handle_err(status, "put_var(NlitInptStruc)") + + status = nf_put_vara_real(ncid, varid_nmindep, start3, count3, var7) + if (status /= nf_noerr) call handle_err(status, "put_var(nMinDep)") + + status = nf_put_vara_real(ncid, varid_nminfix, start3, count3, var8) + if (status /= nf_noerr) call handle_err(status, "put_var(nMinFix)") + + +! casaflux%Nminuptake(npt) - Plant N uptake (gN/m2/day) +! casaflux%Nminleach(npt) - Mineral N Leaching (gN/m2/day) +! casaflux%Nminloss(npt) - Mineral N Loss (gN/m2/day) +! casaflux%Nlittermin(npt) - Litter N mineralization (gN/m2/day) +! casaflux%Nsmin(npt) - Soil N mineralization (gN/m2/day) +! casaflux%Nsimm(npt) - Soil N Immobilization (gN/m2/day) +! casaflux%Nsnet(npt) - Net N mineralization (gN/m2/day) + + var1(:,:,:) = MISSING_VALUE + var2(:,:,:) = MISSING_VALUE + var3(:,:,:) = MISSING_VALUE + var4(:,:,:) = MISSING_VALUE + var5(:,:,:) = MISSING_VALUE + var6(:,:,:) = MISSING_VALUE + var7(:,:,:) = MISSING_VALUE + + itime = 1 + do npt = 1, mp + ilon = casamet%ilon(npt) + ilat = casamet%ilat(npt) + if (casamet%ijgcm(npt) .ne. clmgrid%cellid(ilon,ilat)) then + print *, 'WritePoolFluxNcFile_casacnp_annual: casamet%ijgcm(', npt, ')=', casamet%ijgcm(npt) + print *, ' clmgrid%cellid(', ilon, ',', ilat, ')=', clmgrid%cellid(ilon,ilat) + STOP + endif + var1(ilon,ilat,itime) = casaflux%Nminuptake(npt) + var2(ilon,ilat,itime) = casaflux%Nminleach(npt) + var3(ilon,ilat,itime) = casaflux%Nminloss(npt) + var4(ilon,ilat,itime) = casaflux%Nlittermin(npt) + var5(ilon,ilat,itime) = casaflux%Nsmin(npt) + var6(ilon,ilat,itime) = casaflux%Nsimm(npt) + var7(ilon,ilat,itime) = casaflux%Nsnet(npt) + enddo + + status = nf_put_vara_real(ncid, varid_nminuptake, start3, count3, var1) + if (status /= nf_noerr) call handle_err(status, "put_var(nMinUptake)") + + status = nf_put_vara_real(ncid, varid_nminleach, start3, count3, var2) + if (status /= nf_noerr) call handle_err(status, "put_var(nMinLeach)") + + status = nf_put_vara_real(ncid, varid_nminloss, start3, count3, var3) + if (status /= nf_noerr) call handle_err(status, "put_var(nMinLoss)") + + status = nf_put_vara_real(ncid, varid_nlittermin, start3, count3, var4) + if (status /= nf_noerr) call handle_err(status, "put_var(nLitMineralization)") + + status = nf_put_vara_real(ncid, varid_nsmin, start3, count3, var5) + if (status /= nf_noerr) call handle_err(status, "put_var(nSoilMineralization)") + + status = nf_put_vara_real(ncid, varid_nsimm, start3, count3, var6) + if (status /= nf_noerr) call handle_err(status, "put_var(nSoilImmob)") + + status = nf_put_vara_real(ncid, varid_nsnet, start3, count3, var7) + if (status /= nf_noerr) call handle_err(status, "put_var(nNetMineralization)") + + + deallocate(var1,var2,var3,var4,var5,var6,var7,var8) status = nf_close(ncid) @@ -4026,17 +4658,31 @@ SUBROUTINE casacnpdriver(filename_cnpmet, filename_cnpepool, filename_cnpflux, f character(len=100), INTENT(IN) :: filename_ncOut_mimics character(len=100), INTENT(IN) :: filename_corpseepool character(len=100), INTENT(IN) :: filename_ncOut_corpse + + ! mloop = sumber of times to cycle through the current met.nc file. + ! mdaily = 0 for annual output, =1 for daily output + ! deltYr = the value of casafile%iYrCnt (defined below) to begin using deltsoil and deltair + ! calyr = the calendar year (transient runs only) + integer, INTENT(IN) :: mloop, mdaily, deltYr, calyr + + ! co2air = atmospheric CO2 concentration (ppm) + ! deltsoil = add this to soil temperature when casafile%iYrCnt >= deltYr + ! deltair = add this to air temperature when casafile%iYrCnt >= deltYr + ! nppMult = multiple NPP by this when casafile%iYrCnt >= deltYr + real(r_2), INTENT(IN) :: co2air, deltsoil, deltair, nppMult !Local Variables integer :: nloop,npt,nyear,nday,ns,iyear,imon,iday,iday1,iday2,ndoy,idoy - integer :: ndoy1,ndoy2,npoint - integer :: myear,m - integer :: iYrCnt, wrtYr - integer :: linesWritten - character(len=4) syear - logical writeAnSpinNcOutput, writeToRestartCSVfile + integer :: ndoy1,ndoy2 + integer :: myear ! Number of years in met.nc file + integer :: wrtYr ! Time variable value in the output NetCDF files associated with current simulation year + integer :: linesWritten ! For CORPSE, used to determine the the position to write the current year's daily values in NetCDF file. + integer :: nctime ! year label in netCDF output file name + logical writeNcOutput, writeRestartCSVfile + + ! Names of daily and annual NetCDF output files for the 3 SOM models character(len=100) :: filename_ncOut_casa_spin_yr character(len=100) :: filename_ncOut_mimics_spin_yr character(len=100) :: filename_ncOut_corpse_spin_yr @@ -4044,24 +4690,27 @@ SUBROUTINE casacnpdriver(filename_cnpmet, filename_cnpepool, filename_cnpflux, f character(len=100) :: filename_ncOut_casa_day character(len=100) :: filename_ncOut_mimics_day character(len=100) :: filename_ncOut_corpse_day - real(r_2), dimension(:,:,:), allocatable :: xtsoil,xmoist,xfrznmoist - real(r_2), dimension(:,:), allocatable :: xtairk - real(r_2), dimension(:,:), allocatable :: xndepDay - real(r_2), dimension(:,:), allocatable :: xcnpp - real(r_2), dimension(:,:), allocatable :: xcgpp + + real(r_2), dimension(:,:,:), allocatable :: xtsoil ! daily soil temperature (K) (read from met.nc file) + real(r_2), dimension(:,:,:), allocatable :: xmoist ! daily volumetric liquid soil moisture (read from met.nc file) + real(r_2), dimension(:,:,:), allocatable :: xfrznmoist ! daily volumetric frozen soil moisture (read from met.nc file) + real(r_2), dimension(:,:), allocatable :: xtairk ! daily air temperature (K) (read from met.nc file) + real(r_2), dimension(:,:), allocatable :: xndepDay ! daily atmospheric N deposition (read from met.nc file) + real(r_2), dimension(:,:), allocatable :: xcnpp ! daily NPP for the current simulation year (calculated day by day) + real(r_2), dimension(:,:), allocatable :: xcgpp ! daily GPP for the current simulation year (read from met.nc) ! real(r_2), dimension(:,:), allocatable :: xlai - character(len=100) fnpp,fwb,ftgg,ftairk +! character(len=100) fnpp,fwb,ftgg,ftairk ! real(r_2), dimension(:), allocatable :: totynpp real(r_2), dimension(:,:), allocatable :: monlai integer mdoy(12),middoy(12) - real(r_2), dimension(mp,12) :: Fcgppmon,FCnppmon,FCrsmon,FCneemon +! real(r_2), dimension(mp,12) :: FCgppmon,FCnppmon,FCrsmon,FCneemon real(r_2), dimension(mp,3) :: clitterinput,csoilinput real(r_2), dimension(mp) :: xnlimit,xplimit,xnplimit,xnuptake,xpuptake,xnpuptake real(r_2), dimension(mp) :: yavgtair,betaco2 integer, dimension(mp) :: nyavgtair - real(r_2) xratio,co2cp - real(r_2) nppScalar - real, dimension(mp) :: cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd + real(r_2) :: xratio,co2cp + real(r_2) :: nppScalar ! Multiplier on NPP: this is set to 1.0 or the value nppMult + real(r_2), dimension(mp) :: cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd,nwd2str data mdoy/31,59,90,120,151,181,212,243,273,304,334,365/ data middoy/15,46,74,105,135,166,196,227,258,288,319,349/ @@ -4106,7 +4755,7 @@ SUBROUTINE casacnpdriver(filename_cnpmet, filename_cnpepool, filename_cnpflux, f xtairk, xndepDay, xtsoil, xmoist, xfrznmoist) xcnpp = xcgpp / 2.0 !Initialization only - ! Compute the average air temperature over the entre simulation period. + ! Compute the average air temperature (C) over the entire simulation cycle. yavgtair(:) = 0.0 nyavgtair(:) = 0 do nyear=1,myear @@ -4114,9 +4763,9 @@ SUBROUTINE casacnpdriver(filename_cnpmet, filename_cnpepool, filename_cnpflux, f ndoy2=nyear*365 do npt=1,mp do iday=ndoy1,ndoy2 - if(xtairk(npt,iday) > 273.12) then + if(xtairk(npt,iday) > tkzeroc) then nyavgtair(npt) = nyavgtair(npt) + 1 - yavgtair(npt) = yavgtair(npt) + xtairk(npt,iday) - 273.12 + yavgtair(npt) = yavgtair(npt) + (xtairk(npt,iday) - tkzeroc) endif enddo enddo @@ -4141,7 +4790,7 @@ SUBROUTINE casacnpdriver(filename_cnpmet, filename_cnpepool, filename_cnpflux, f betaco2(npt) = betaco2(npt)*0.5 endif -! write(*,717) npt,veg%iveg(npt),yavgtair(npt),casamet%lat(npt),casamet%lon(npt),betaco2(npt) +! write(*,717) npt,veg%iveg(npt),yavgtair(npt),casamet%lat(npt),casamet%lon(npt),betaco2(npt) enddo 717 format(i4,2x,i3,2x,4(f10.3,2x)) @@ -4149,17 +4798,34 @@ SUBROUTINE casacnpdriver(filename_cnpmet, filename_cnpepool, filename_cnpflux, f xnplimit = 1.0 xnpuptake = 1.0 - Fcgppmon=0.0;Fcnppmon=0.0;Fcrsmon=0.0;Fcneemon=0.0 + !!The monthly values are not used anywhere. -mdh 3/9/2020 + !FCgppmon=0.0;FCnppmon=0.0;FCrsmon=0.0;FCneemon=0.0 - iYrCnt = 0 ! Count the number of years (mloop*myear) DO nloop=1,mloop - ! If writeAnSpinNcOutput == .true, write to netcdf files each year during a spinup - ! Eventually I will need to make writeAnSpinNcOutput an option in the .lst file - writeAnSpinNcOutput = .true. - do iyear=1,myear + ! casafile%iYrCnt, the simulation year count, has already been set in main program + ! (offline_casacnp) when initcasa >=2. -mdh 10/6/2020 + if (initcasa < 2) casafile%iYrCnt = casafile%iYrCnt + 1 + + ! Write netcdf files on the first and last simulation years, plus each output interval. + ! -mdh 10/6/2020 + if (casafile%iYrCnt == 1 .or. MOD(casafile%iYrCnt,casafile%ncOutputInterval) == 0 & + .or. casafile%iYrCnt == casafile%totYrCnt) then + writeNcOutput = .true. + else + writeNcOutput = .false. + endif + + ! Write to output restart CSV files every 100 years or at end of the simulation. + if (MOD(casafile%iYrCnt,100) == 0 .or. casafile%iYrCnt == casafile%totYrCnt) then + writeRestartCSVfile = .true. + write(*,*) 'Writing to restart files year: ', casafile%iYrCnt + else + writeRestartCSVfile = .false. + endif + !! Initialize average annual fluxes for the year. !! For output only. These are accumulated in casa_cnpflux. !! The annual means are computed in casa_fluxout. @@ -4177,261 +4843,267 @@ SUBROUTINE casacnpdriver(filename_cnpmet, filename_cnpepool, filename_cnpflux, f casapoolAn%CsoilAn=0.0; casapoolAn%CplantAn=0.0; casapoolAn%ClitterAn=0.0 casapoolAn%NsoilAn=0.0; casapoolAn%NplantAn=0.0; casapoolAn%NlitterAn=0.0 casapoolAn%PsoilAn=0.0; casapoolAn%PplantAn=0.0; casapoolAn%PlitterAn=0.0 - casaflux%ClitInptMetAn = 0.0; casaflux%ClitInptStrucAn = 0.0 + casaflux%ClitInptMetAn = 0.0; casaflux%ClitInptStrucAn = 0.0; casaflux%CpassInptAn = 0.0 + casaflux%NlitInptMetAn = 0.0; casaflux%NlitInptStrucAn = 0.0 + casaflux%CrmplantAn = 0.0; casaflux%Crgplant = 0.0 casapoolAn%tairAn=0.0; casapoolAn%tsoilAn=0.0 casapoolAn%fTAn=0.0; casapoolAn%fWAn=0.0; casapoolAn%thetaLiqAn=0.0; + !! Added annual N pools and fluxes 11/25/2019 -mdh + casapoolAn%NsoilminAn = 0.0; casaflux%NmindepAn = 0.0; casaflux%NminfixAn = 0.0 + casaflux%NminuptakeAn = 0.0; casaflux%NminlossAn = 0.0; casaflux%NminleachAn = 0.0 + casaflux%NlitterminAn = 0.0; casaflux%NsminAn = 0.0; casaflux%NsimmAn = 0.0; casaflux%NsnetAn = 0.0 - !! Initialize average annual fluxes and average daily pool values over the - !! most recent myear years for MIMICS. For output only. These fluxes and pools - !! are accumulated in mimics_caccum (mimics_cycle.f90). The means are computed - !! in mimics_poolfluxout (mimics_cycle.f90). -MDH 01/26/2015 - mimicsfluxAn%ClitInputAn=0.0; mimicsfluxAn%ChrespAn=0.0 - mimicspoolAn%ClitterAn=0.0; mimicspoolAn%CmicrobeAn=0.0; mimicspoolAn%CsoilAn=0.0 - mimicspoolAn%fTAn=0.0; mimicspoolAn%fWAn=0.0; mimicspoolAn%thetaLiqAn=0.0; mimicspoolAn%thetaFrznAn=0.0 + if (isomModel == MIMICS) then + !! Initialize average annual fluxes and average daily pool values over the + !! most recent myear years for MIMICS. For output only. These fluxes and pools + !! are accumulated in mimics_caccum (mimics_cycle.f90). The means are computed + !! in mimics_poolfluxout (mimics_cycle.f90). -MDH 01/26/2015 + mimicsfluxAn%ClitInputAn=0.0; mimicsfluxAn%ChrespAn=0.0 ; mimicsfluxAn%CSOMpInputAn=0.0 + mimicsfluxAn%Overflow_rAn=0.0; mimicsfluxAn%Overflow_kAn=0.0 + mimicspoolAn%ClitterAn=0.0; mimicspoolAn%CmicrobeAn=0.0; mimicspoolAn%CsoilAn=0.0 + mimicspoolAn%NlitterAn=0.0; mimicspoolAn%NmicrobeAn=0.0; mimicspoolAn%NsoilAn=0.0; + mimicsfluxAn%NlitInputAn=0.0; mimicspoolAn%fTAn=0.0; mimicspoolAn%fWAn=0.0; + mimicspoolAn%thetaLiqAn=0.0; mimicspoolAn%thetaFrznAn=0.0 + endif - iYrCnt = iYrCnt + 1 if (initcasa < 2) then - wrtYr = iYrCnt + wrtYr = casafile%iYrCnt else - wrtyr = calyr + wrtYr = calyr endif - if (iYrCnt >= deltYr) then - write(*,34) 'Soil Temperature Increment for year', iYrCnt, ' = ', deltsoil - write(*,34) 'Air Temperature Increment for year', iYrCnt, ' = ', deltair - write(*,34) 'NPP multiplier', iYrCnt, ' = ', nppMult + if (casafile%iYrCnt >= deltYr) then + write(*,34) 'Soil Temperature Increment for year', casafile%iYrCnt, ' = ', deltsoil + write(*,34) 'Air Temperature Increment for year', casafile%iYrCnt, ' = ', deltair + write(*,34) 'NPP multiplier', casafile%iYrCnt, ' = ', nppMult 34 format(a30,1x,i4,a3,f6.2) endif - if(mdaily == 1) then + if(mdaily == 1 .and. writeNcOutput) then ! This is the beginning of another simulation year. ! Determine the names of the daily .nc output files for the current year. ! The daily names are derived from the annual names. if (initcasa < 2) then - !Non-transint run. Use iYrCnt for simulation year - call CreateDailyNcFileName(filename_ncOut_casa_day, filename_ncOut_casa, iYrCnt) - if (isomModel == MIMICS) then - call CreateDailyNcFileName(filename_ncOut_mimics_day, filename_ncOut_mimics, iYrCnt) - endif - if (isomModel == CORPSE) then - call CreateDailyNcFileName(filename_ncOut_corpse_day, filename_ncOut_corpse, iYrCnt) - endif + !Non-transient run. Use casafile%iYrCnt for simulation year + nctime = casafile%iYrCnt else - ! Transient file names already include calendar year so do not replace year with iYrCnt. - call CreateDailyNcFileName(filename_ncOut_casa_day, filename_ncOut_casa, -1) - if (isomModel == MIMICS) then - call CreateDailyNcFileName(filename_ncOut_mimics_day, filename_ncOut_mimics, -1) - endif - if (isomModel == CORPSE) then - call CreateDailyNcFileName(filename_ncOut_corpse_day, filename_ncOut_corpse, -1) - endif + !Transient file names already include the calendar year. Don't replace it. + nctime = -1 endif - endif ! if (mdaily==1) - + call CreateDailyNcFileName(filename_ncOut_casa_day, filename_ncOut_casa, nctime) + if (isomModel == MIMICS) then + call CreateDailyNcFileName(filename_ncOut_mimics_day, filename_ncOut_mimics, nctime) + endif + if (isomModel == CORPSE) then + call CreateDailyNcFileName(filename_ncOut_corpse_day, filename_ncOut_corpse, nctime) + endif + endif ! endif (mdaily==1 .and. writeNcOutput) + monlai = -1.0 - do imon=1,12 - if(imon==1) then - iday1=1 - else - iday1=mdoy(imon-1)+1 - endif - iday2=mdoy(imon) - - !Annual NPP from the previous year is needed for MIMICS and CORPSE models - do npt=1,mp - casaflux%CnppAn(npt) = SUM(xcnpp(npt,(iyear-1)*365+1:(iyear-1)*365+365)) - enddo + + !Annual NPP from the previous year is needed for MIMICS and CORPSE models + !Only do this calculation if CnppAn has not yet been initialized. -mdh 3/9/2020 + do npt=1,mp + if (casaflux%CnppAn(npt) <= -99.0) then + casaflux%CnppAn(npt) = SUM(xcnpp(npt,(iyear-1)*365+1:(iyear-1)*365+365)) + endif + enddo - do iday=iday1,iday2 + do imon=1,12 + if(imon==1) then + iday1=1 + else + iday1=mdoy(imon-1)+1 + endif + iday2=mdoy(imon) + + do iday=iday1,iday2 - ndoy=(iyear-1)*365+iday - casaflux%Cgpp(:) = xcgpp(:,ndoy) !Added -mdh 3/24/2014 - casaflux%Cnpp(:) = xcnpp(:,ndoy) * xnplimit(:) ! casaflux%Cnpp(:) is reassigned in SUBROUTINE casa_rplant - if (iYrCnt >= deltYr) then + ndoy=(iyear-1)*365+iday + casaflux%Cgpp(:) = xcgpp(:,ndoy) ! Added -mdh 3/24/2014 + casaflux%Cnpp(:) = xcnpp(:,ndoy) * xnplimit(:) ! casaflux%Cnpp(:) is reassigned in SUBROUTINE casa_rplant + if (casafile%iYrCnt >= deltYr) then casamet%tairk(:) = xtairk(:,ndoy) + deltair casamet%tsoil(:,:)= xtsoil(:,:,ndoy) + deltsoil - else + else casamet%tairk(:) = xtairk(:,ndoy) casamet%tsoil(:,:)= xtsoil(:,:,ndoy) - endif - casamet%moist(:,:)= xmoist(:,:,ndoy) - casamet%frznmoist(:,:)= xfrznmoist(:,:,ndoy) ! Added 3/13/2017 - casaflux%Nmindep(:) = xndepDay(:,ndoy) ! Added 8/22/2016 -mdh. Overwrites value read from gridinfo_igbpz.csv + endif + casamet%moist(:,:)= xmoist(:,:,ndoy) + casamet%frznmoist(:,:)= xfrznmoist(:,:,ndoy) ! Added 3/13/2017 + casaflux%Nmindep(:) = xndepDay(:,ndoy) ! Added 8/22/2016 -mdh. Overwrites value read from gridinfo_igbpz.csv - !! Updated the call to biogeochem (-MDH 6/9/2014) - !!call biogeochem(iday,xnlimit,xplimit,xnplimit,xnuptake,xpuptake,xnpuptake) - !!call biogeochem(iday,veg,soil,casabiome,casapool,casaflux, & - !! casamet,casabal,phen) - if (iYrCnt >= deltYr) then + !! Updated the call to biogeochem (-MDH 6/9/2014) + !!call biogeochem(iday,xnlimit,xplimit,xnplimit,xnuptake,xpuptake,xnpuptake) + !!call biogeochem(iday,veg,soil,casabiome,casapool,casaflux, & + !! casamet,casabal,phen) + if (casafile%iYrCnt >= deltYr) then nppScalar = nppMult - else + else nppScalar = 1.0 - endif + endif - !call biogeochem(iYrCnt,iday,nppScalar) - !When calling biogeochem, pass back plant litter fluxes for daily output. -mdh 5/14/2018 - call biogeochem(iYrCnt,iday,mdaily,nppScalar,cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd) + !call biogeochem(casafile%iYrCnt,iday,nppScalar) + !When calling biogeochem, pass back plant litter fluxes for daily output. -mdh 5/14/2018 + call biogeochem(casafile%iYrCnt,iday,mdaily,nppScalar, & + cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd) - if (casafile%iptToSaveIndx > 0) then + if (casafile%iptToSaveIndx > 0) then ! Write point-specific output. Write end-of-year values only when mdaily==0. -mdh 5/14/2018 if ((mdaily == 1) .or. (iday == 365)) then - call WritePointCASA(iYrCnt,iday,mp,cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd) + call WritePointCASA(casafile%iYrCnt,iday,mp,cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd) endif - endif - - !! casa_cnpflux is called in biogeochem now (-MDH 6/30/2014) - !!call casa_cnpflux(clitterinput,csoilinput) - !casapool%Nsoilmin(:) = max(0.1,casapool%Nsoilmin(:)) - !casapool%Psoillab(:) = max(0.01,casapool%Psoillab(:)) - if(nloop==mloop) then - Fcnppmon(:,imon) = Fcnppmon(:,imon) + casaflux%Cnpp(:) * deltpool - Fcrsmon(:,imon) = Fcrsmon(:,imon) + casaflux%Crsoil(:) * deltpool - Fcneemon(:,imon) = Fcneemon(:,imon) + (-casaflux%Cnpp(:)+casaflux%Crsoil(:)) * deltpool - if(iday==middoy(imon)) monlai(:,imon) = casamet%glai(:) - endif - - if(mdaily == 1) then - !Write current day's values to NetCDF output file - !Annual output occurs below, after the year loop. - if (initcasa > 1) then - ! Write daily output to NetCDF file each year for transient runs - call WritePoolFluxNcFile_casacnp_daily(filename_ncOut_casa_day, mp, wrtYr, iday) - if (isomModel == MIMICS) then - call WritePoolFluxNcFile_mimics_daily(filename_ncOut_mimics_day, mp, wrtYr, iday) - else if (isomModel == CORPSE) then - ! CORPSE daily NetCDF output occurs at the end year, all 365 days at once - endif - !!else if (iyear == myear .and. writeAnSpinNcOutput) then - else if (writeAnSpinNcOutput) then - ! Write daily spinup files each year, not just every myear years. -mdh 9/19/2016 - call WritePoolFluxNcFile_casacnp_daily(filename_ncOut_casa_day, mp, wrtYr, iday) - if (isomModel == MIMICS) then - call WritePoolFluxNcFile_mimics_daily(filename_ncOut_mimics_day, mp, wrtYr, iday) - else if (isomModel == CORPSE) then - ! CORPSE daily NetCDF output occurs at the end year, all 365 days at once - endif - endif - endif + endif - enddo !end of iday - enddo ! end of imon + !! casa_cnpflux is called in biogeochem now (-MDH 6/30/2014) + !!call casa_cnpflux(clitterinput,csoilinput) + !casapool%Nsoilmin(:) = max(0.1,casapool%Nsoilmin(:)) + !casapool%Psoillab(:) = max(0.01,casapool%Psoillab(:)) + if(nloop==mloop) then + !! FCnppmon, FCrsmon, and FCneemon are not being used anywhere. -mdh 3/9/2020 + !FCnppmon(:,imon) = FCnppmon(:,imon) + casaflux%Cnpp(:) * deltpool + !FCrsmon(:,imon) = FCrsmon(:,imon) + casaflux%Crsoil(:) * deltpool + !FCneemon(:,imon) = FCneemon(:,imon) + (-casaflux%Cnpp(:)+casaflux%Crsoil(:)) * deltpool + if(iday==middoy(imon)) monlai(:,imon) = casamet%glai(:) + endif + + if(mdaily == 1 .and. writeNcOutput) then + !Write current day's values to NetCDF output file + !Annual output occurs below, after the year loop. + call WritePoolFluxNcFile_casacnp_daily(filename_ncOut_casa_day, mp, wrtYr, iday) + if (isomModel == MIMICS) then + call WritePoolFluxNcFile_mimics_daily(filename_ncOut_mimics_day, mp, wrtYr, iday) + else if (isomModel == CORPSE) then + ! CORPSE daily NetCDF output occurs at the end year, all 365 days at once + endif + endif ! endif (mdaily==1 .and. writeNcOutput) -! END OF SIMULATION YEAR + enddo !end do iday + enddo ! end do imon + !END OF SIMULATION YEAR ! !Write to laimonth_mod.csv ! if(nloop==mloop) then ! do npt=1,mp -! write(98,981) npt,iyear,veg%iveg(npt),soil%isoilm(npt), & -! casamet%lat(npt),casamet%lon(npt),casamet%areacell(npt)*(1.0e-9), & -! monlai(npt,:) +! write(98,981) npt,iyear,veg%iveg(npt),soil%isoilm(npt), & +! casamet%lat(npt),casamet%lon(npt),casamet%areacell(npt)*(1.0e-9), & +! monlai(npt,:) ! enddo ! endif - - !!if (initcasa < 2 .and. writeAnSpinNcOutput .and. iyear .eq. myear) then - ! Write annual spinup files each year, not just every myear years. -mdh 9/19/2016 ! Daily output occurs above, within the day loop. - ! Output for transient runs occurs "at the end of the simulation" since transient - ! simulations are one year long. - if (initcasa < 2 .and. writeAnSpinNcOutput) then + ! Output for transient runs(inticasa >=2) occurs at the end of this subroutine since transient + ! simulations are run one year at a time. + + if (initcasa < 2 .and. writeNcOutput) then filename_ncOut_casa_spin_yr = filename_ncOut_casa filename_ncOut_mimics_spin_yr = filename_ncOut_mimics filename_ncOut_corpse_spin_yr = filename_ncOut_corpse - call InsertYearInNcFileName(filename_ncOut_casa_spin_yr, iYrCnt) - call InsertYearInNcFileName(filename_ncOut_mimics_spin_yr, iYrCnt) - call InsertYearInNcFileName(filename_ncOut_corpse_spin_yr, iYrCnt) - call CreateDailyNcFileName(filename_ncOut_corpse_spin_day, filename_ncOut_corpse, iYrCnt) + call InsertYearInNcFileName(filename_ncOut_casa_spin_yr, casafile%iYrCnt) + call InsertYearInNcFileName(filename_ncOut_mimics_spin_yr, casafile%iYrCnt) + call InsertYearInNcFileName(filename_ncOut_corpse_spin_yr, casafile%iYrCnt) + call CreateDailyNcFileName(filename_ncOut_corpse_spin_day, filename_ncOut_corpse, casafile%iYrCnt) !! Compute annual means in casa_poolout and casa_fluxout but only write !! to output CSV files every 100 years. - if (MOD((nloop-1)*myear+iyear, 100) == 0) then - writeToRestartCSVfile = .true. - write(*,*) 'Writing to restart files year: ', (nloop-1)*mloop+iyear - else - writeToRestartCSVfile = .false. - endif - call casa_poolout(filename_cnpepool,iYrCnt,myear,writeToRestartCSVfile) - call casa_fluxout(filename_cnpflux,myear,clitterinput,csoilinput,writeToRestartCSVfile) + call casa_poolout(filename_cnpepool,casafile%iYrCnt,myear,writeRestartCSVfile) + call casa_fluxout(filename_cnpflux,myear,clitterinput,csoilinput,writeRestartCSVfile) if (mdaily /= 1) then !NOTE: The daily .nc output for CASACNP occurs above within the iday loop call WritePoolFluxNcFile_casacnp_annual(filename_ncOut_casa_spin_yr, mp, wrtYr) endif + if (isomModel == MIMICS) then - call mimics_poolfluxout(filename_mimicsepool,mp,iYrCnt,myear,writeToRestartCSVfile) - if (mdaily /= 1) then - !NOTE: The daily .nc output for MIMICS occurs above within the iday loop - call WritePoolFluxNcFile_mimics_annual(filename_ncOut_mimics_spin_yr, mp, wrtYr) - endif + if (icycle == 1) then + call mimics_poolfluxout(filename_mimicsepool,mp,casafile%iYrCnt,myear,writeRestartCSVfile) + else + call mimics_poolfluxout_CN(filename_mimicsepool,mp,casafile%iYrCnt,myear,writeRestartCSVfile) + endif + if (mdaily /= 1) then + !NOTE: The daily .nc output for MIMICS occurs above within the iday loop + call WritePoolFluxNcFile_mimics_annual(filename_ncOut_mimics_spin_yr, mp, wrtYr) + endif else if (isomModel == CORPSE) then - ! Output current year's CORPSE results for non-transient run(-mdh 5/16/2016) - call corpse_poolfluxout(filename_corpseepool,mp,writeToRestartCSVfile) - if (mdaily == 1) then - linesWritten = pt(mp)%litterlayer_outputs%linesWritten ! all pools and points have the same # of output lines - call InitPoolFluxNcFile_corpse(filename_ncOut_corpse_spin_day, 365, mdaily) - call WritePoolFluxNcFile_corpse(filename_ncOut_corpse_spin_day, pt(mp)%litterlayer_outputs, & - pt(mp)%soil_outputs(1), mp, linesWritten-364, linesWritten, mdaily, wrtYr) - else - linesWritten = pt(mp)%litterlayer_outputs%nYear ! all pools and points have the same # of output years - call InitPoolFluxNcFile_corpse(filename_ncOut_corpse_spin_yr, 1, mdaily) - call WritePoolFluxNcFile_corpse(filename_ncOut_corpse_spin_yr, pt(mp)%litterlayer_outputs, & - pt(mp)%soil_outputs(1), mp, linesWritten, linesWritten, mdaily, wrtYr) - endif + ! Output current year's CORPSE results for non-transient run(-mdh 5/16/2016) + call corpse_poolfluxout(filename_corpseepool,mp,writeRestartCSVfile) + if (mdaily == 1) then + linesWritten = pt(mp)%litterlayer_outputs%linesWritten ! all pools and points have the same # of output lines + call InitPoolFluxNcFile_corpse(filename_ncOut_corpse_spin_day, 365, mdaily) + call WritePoolFluxNcFile_corpse(filename_ncOut_corpse_spin_day, pt(mp)%litterlayer_outputs, & + pt(mp)%soil_outputs(1), mp, linesWritten-364, linesWritten, mdaily, wrtYr) + else + linesWritten = pt(mp)%litterlayer_outputs%nYear ! all pools and points have the same # of output years + call InitPoolFluxNcFile_corpse(filename_ncOut_corpse_spin_yr, 1, mdaily) + call WritePoolFluxNcFile_corpse(filename_ncOut_corpse_spin_yr, pt(mp)%litterlayer_outputs, & + pt(mp)%soil_outputs(1), mp, linesWritten, linesWritten, mdaily, wrtYr) + endif endif - endif ! if writeAnSpinNcOutput + endif ! endif (initcasa < 2 .and. writeNcOutput) - enddo ! end of iyear + !Annual NPP from the previous year is needed for MIMICS and CORPSE models. + !Calculation added here. -mdh 3/9/2020 + casaflux%CnppAn(:) = casabal%FCnppyear(:) - ! END OF MET.NC FILE (iyear=myear) + enddo ! end do iyear - !Write END-OF-SIMULATION pools and fluxes to NetCDF file + !END OF MET.NC FILE (iyear=myear) + + !Write END-OF-SIMULATION-CYCLE pools and fluxes to NetCDF file if(nloop==mloop) then - ! This is the end of the simulation. Always write to CSV files and netcdf files. - writeToRestartCSVfile = .true. - call casa_poolout(filename_cnpepool,iYrCnt,myear,writeToRestartCSVfile) - call casa_fluxout(filename_cnpflux,myear,clitterinput,csoilinput,writeToRestartCSVfile) - if (mdaily /= 1) then - call WritePoolFluxNcFile_casacnp_annual(filename_ncOut_casa, mp, wrtYr) - endif + ! This is the end of the simulation cyle. + call casa_poolout(filename_cnpepool,casafile%iYrCnt,myear,writeRestartCSVfile) + call casa_fluxout(filename_cnpflux,myear,clitterinput,csoilinput,writeRestartCSVfile) + if (mdaily /= 1 .and. writeNcOutput) then + call WritePoolFluxNcFile_casacnp_annual(filename_ncOut_casa, mp, wrtYr) + endif - if (isomModel == MIMICS) then - call mimics_poolfluxout(filename_mimicsepool,mp,iYrCnt,myear,writeToRestartCSVfile) - if (mdaily /= 1) then - call WritePoolFluxNcFile_mimics_annual(filename_ncOut_mimics, mp, wrtYr) - endif + if (isomModel == MIMICS) then - else if (isomModel == CORPSE) then - call corpse_poolfluxout(filename_corpseepool,mp,writeToRestartCSVfile) - if (casafile%iptToSaveIndx > 0) then - !Write point-specific output to sPtFileNameCORPSE - call WritePointCORPSE(sPtFileNameCORPSE,casafile%iptToSaveIndx,mp) - endif - ! Output current year's CORPSE results for transient run (-mdh 5/16/2016) - if (mdaily == 1) then - linesWritten = pt(mp)%litterlayer_outputs%linesWritten ! all pools and points have the same # of output lines - call InitPoolFluxNcFile_corpse(filename_ncOut_corpse_day, 365, mdaily) - call WritePoolFluxNcFile_corpse(filename_ncOut_corpse_day, pt(mp)%litterlayer_outputs, & + if (icycle == 1) then + call mimics_poolfluxout(filename_mimicsepool,mp,casafile%iYrCnt,myear,writeRestartCSVfile) + else + call mimics_poolfluxout_CN(filename_mimicsepool,mp,casafile%iYrCnt,myear,writeRestartCSVfile) + endif + if (mdaily /= 1 .and. writeNcOutput) then + call WritePoolFluxNcFile_mimics_annual(filename_ncOut_mimics, mp, wrtYr) + endif + + else if (isomModel == CORPSE) then + + call corpse_poolfluxout(filename_corpseepool,mp,writeRestartCSVfile) + if (casafile%iptToSaveIndx > 0) then + !Write point-specific output to sPtFileNameCORPSE + call WritePointCORPSE(sPtFileNameCORPSE,casafile%iptToSaveIndx) + endif + ! Output current year's CORPSE results for transient run (-mdh 5/16/2016) + ! Note: since CORPSE does output differently than CASA or MIMICS, not using writeNcOutput here. -mdh 10/5/2020 + if (mdaily == 1) then + linesWritten = pt(mp)%litterlayer_outputs%linesWritten ! all pools and points have the same # of output lines + call InitPoolFluxNcFile_corpse(filename_ncOut_corpse_day, 365, mdaily) + call WritePoolFluxNcFile_corpse(filename_ncOut_corpse_day, pt(mp)%litterlayer_outputs, & pt(mp)%soil_outputs(1), mp, linesWritten-364, linesWritten, mdaily, wrtYr) - else - linesWritten = pt(mp)%litterlayer_outputs%nYear ! all pools and points have the same # of output years - call InitPoolFluxNcFile_corpse(filename_ncOut_corpse, 1, mdaily) - call WritePoolFluxNcFile_corpse(filename_ncOut_corpse, pt(mp)%litterlayer_outputs, & - pt(mp)%soil_outputs(1), mp, linesWritten, linesWritten, mdaily, wrtYr) - endif + else + linesWritten = pt(mp)%litterlayer_outputs%nYear ! all pools and points have the same # of output years + call InitPoolFluxNcFile_corpse(filename_ncOut_corpse, 1, mdaily) + call WritePoolFluxNcFile_corpse(filename_ncOut_corpse, pt(mp)%litterlayer_outputs, & + pt(mp)%soil_outputs(1), mp, linesWritten, linesWritten, mdaily, wrtYr) + endif - endif - endif + endif ! end isomModel==CORPSE - enddo ! end of nloop + endif !nloop==mloop - ! END OF SIMULATION + enddo ! end do nloop + + !END OF SIMULATION CYCLE ! close(98) -93 format(4(i6,',',2x),100(f15.6,',',2x)) -981 format(4(i6,',',2x),100(f15.6,',',2x)) +!93 format(4(i6,',',2x),100(f15.6,',',2x)) +!981 format(4(i6,',',2x),100(f15.6,',',2x)) END SUBROUTINE casacnpdriver !---------------------------------------------------------------------------------------------------- @@ -4464,12 +5136,15 @@ SUBROUTINE WritePointFileHeaders(dirPtFile,mp) 'casapool%Csoil(MIC),casapool%Csoil(SLOW),casapool%Csoil(PASS),', & 'casapool%Nsoil(MIC),casapool%Nsoil(SLOW),casapool%Nsoil(PASS),', & 'casaflux%Crsoil,cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd,', & - 'casaflux%cgpp,casaflux%cnpp,casaflux%crmplant(LEAF),casaflux%crmplant(WOOD),casaflux%crmplant(FROOT),', & - 'casaflux%crgplant,phen%phase,casaflux%fracCalloc(LEAF),casaflux%fracCalloc(WOOD),casaflux%fracCalloc(FROOT),', & - 'casapool%fT,casapool%fW' - + 'casaflux%Cgpp,casaflux%Cnpp,casaflux%Crmplant(LEAF),casaflux%Crmplant(WOOD),casaflux%Crmplant(FROOT),', & + 'casaflux%Crgplant,phen%phase,casaflux%fracCalloc(LEAF),casaflux%fracCalloc(WOOD),casaflux%fracCalloc(FROOT),', & + 'casapool%fT,casapool%fW,casaflux%CpassInpt,casapool%Nsoilmin,casaflux%Nminuptake,', & + 'casaflux%Nlittermin,casaflux%Nsmin,casaflux%Nsimm,casaflux%Nminleach,casaflux%Nminloss,xkNlimiting,', & + 'klitter(METB),klitter(STR),klitter(CWD),ksoil(MIC),ksoil(SLOW),ksoil(PASS),', & + 'casaflux%NminDep,casaflux%NminFix,casaflux%NlitInptMet,casaflux%NlitInptStruc,', & + 'casaflux%Cexudate,casaflux%Nexudate' close(213) - 703 format(a89,a90,a66,a66,a62,a62,a82,a101,a108,a23) + 703 format(a89,a90,a66,a66,a62,a62,a82,a101,a108,a81,a99,a75,a78,a35) ! The contents of this file are written each day in subroutine WritePointCASA which is called ! at the end of each day from subroutine biogeochem. @@ -4481,6 +5156,8 @@ SUBROUTINE WritePointFileHeaders(dirPtFile,mp) sPtFileNameMIMICS = trim(dirPtFile) // 'POINT_mimics_' // trim(ptstr) // '.csv' !Create the header for the point file. Append to the file later. open(214,file=sPtFileNameMIMICS) + + if (icycle == 2) then !! 10 20 30 40 50 60 70 80 90 100 !! 12345678901234567890123456789012345678901234567890123456789012345678901234567890123456789012345678901234567890 write(214,121) 'npt,ijgcm,iYrCnt,doy,tsoilavg,moistavg,hresp,inptMetC,inputStrC,LITm,LITs,MICr,MICk,SOMa,SOMc,SOMp,', & @@ -4498,12 +5175,50 @@ SUBROUTINE WritePointFileHeaders(dirPtFile,mp) 'Vint,Kint,Tsoil,Tmoist,NPPan,CWD,ratLigN,', & 'cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd,', & 'fAVAL(1),fAVAL(2),fCHEM(1),fCHEM(2),fPHYS(1),fPHYS(2),', & - 'Kmod(R1),Kmod(R2),Kmod(R3),Kmod(K1),Kmod(K2),Kmod(K3),' + 'Kmod(R1),Kmod(R2),Kmod(R3),Kmod(K1),Kmod(K2),Kmod(K3),cSOMpIn,', & + + 'inptMetN,inputStrN,LITmN,LITsN,MICrN,MICkN,SOMaN,SOMcN,SOMpN,DIN,', & + 'dLITmN,dLITsN,dMICrN,dMICkN,dSOMaN,dSOMcN,dSOMpN,dDIN,', & + 'LITminN(1),LITminN(2),LITminN(3),LITminN(4),', & + 'MICtrnN(1),MICtrnN(2),MICtrnN(3),MICtrnN(4),MICtrnN(5),MICtrnN(6),', & + 'SOMminN(1),SOMminN(2),DEsorbN,OXIDATN,', & + 'DINup_r,DINup_k,upMICrC,upMICrN,upMICkC,upMICkN,', & + 'Overflow_r,Overflow_k,Nspill_r,Nspill_k,Cbalance,Nbalance,', & + 'nleaf2met,nleaf2str,nroot2met,nroot2str,nwd2str,nwood2cwd' + + ! The contents of this file are written each day in subroutine mimics_soil_reverseMM_CN + + else + +!! 10 20 30 40 50 60 70 80 90 100 +!! 12345678901234567890123456789012345678901234567890123456789012345678901234567890123456789012345678901234567890 + write(214,122) 'npt,ijgcm,iYrCnt,doy,tsoilavg,moistavg,hresp,inptMetC,inputStrC,LITm,LITs,MICr,MICk,SOMa,SOMc,SOMp,', & + 'dLITm,dLITs,dMICr,dMICk,dSOMa,dSOMc,dSOMp,', & + 'LITmin(1),LITmin(2),LITmin(3),LITmin(4),', & + 'MICtrn(1),MICtrn(2),MICtrn(3),MICtrn(4),MICtrn(5),MICtrn(6),', & + 'SOMmin(1),SOMmin(2),DEsorb,OXIDAT,', & + 'fmet,tauMod,tauR,tauK,', & + 'Vmax(R1),Vmax(R2),Vmax(R3),Vmax(K1),Vmax(K2),Vmax(K3),', & + 'Km(R1),Km(R2),Km(R3),Km(K1),Km(K2),Km(K3),', & + 'Vslope(R1),Vslope(R2),Vslope(R3),', & + 'Vslope(K1),Vslope(K2),Vslope(K3),', & + 'Kslope(R1),Kslope(R2),Kslope(R3),', & + 'Kslope(K1),Kslope(K2),Kslope(K3),', & + 'Vint,Kint,Tsoil,Tmoist,NPPan,CWD,ratLigN,', & + 'cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd,', & + 'fAVAL(1),fAVAL(2),fCHEM(1),fCHEM(2),fPHYS(1),fPHYS(2),', & + 'Kmod(R1),Kmod(R2),Kmod(R3),Kmod(K1),Kmod(K2),Kmod(K3),cSOMpIn,Cbalance,' + + ! The contents of this file are written each day in subroutine mimics_soil_forwardMM + ! or mimics_soil_reverseMM. + + endif + close(214) - 121 format(a99,a42,a40,a60,a34,a22,a54,a42,a33,a33,a33,a33,a41,a66,a54,a54) + 121 format(a99,a42,a40,a60,a34,a22,a54,a42,a33,a33,a33,a33,a41,a66,a54,a62, a65,a54,a44,a66,a38,a48,a58,a57) + 122 format(a99,a42,a40,a60,a34,a22,a54,a42,a33,a33,a33,a33,a41,a66,a54,a71) + - ! The contents of this file are written each day in subroutine mimics_soil_forwardMM - ! or mimics_soil_reverseMM. else if (isomModel == CORPSE) then iptToSave_corpse = casafile%iptToSave @@ -4514,13 +5229,26 @@ SUBROUTINE WritePointFileHeaders(dirPtFile,mp) ! simulation to write the header and contents to sPtFileNameCORPSE. endif + ! Write to Cbalance.csv and Nbalance.csv. -mdh 3/2/2020 + open(220,file='Cbalance.csv') + write(220,'(a62)') 'npt,ijgcm,iYrCnt,doy,Cplant,Clitter,Cmic,Csom,Clabile,Cin,Cout' + close(220) + if (icycle == 2) then + open(221,file='Nbalance.csv') + write(221,'(a65)') 'npt,ijgcm,iYrCnt,doy,Nplant,Nlitter,Nmic,Nsom,Nsoilminrl,Nin,Nout' + close(221) + endif + + ! Save the Index of the point to save 1..mp - do npt = 1,mp - if (casamet%ijgcm(npt) .eq. casafile%iptToSave) then - casafile%iptToSaveIndx = npt - exit - endif - enddo +! do npt = 1,mp +! if (casamet%ijgcm(npt) .eq. casafile%iptToSave) then +! casafile%iptToSaveIndx = npt +! exit +! endif +! enddo + casafile%iptToSaveIndx = casafile%iptToSave + END SUBROUTINE WritePointFileHeaders !---------------------------------------------------------------------------------------------------- @@ -4532,12 +5260,18 @@ SUBROUTINE WritePointCASA(iYrCnt,idoy,mp,cleaf2met,cleaf2str,croot2met,croot2str USE casavariable USE define_types USE phenvariable + USE mimicsparam + USE mimicsvariable + implicit none integer, intent(in) :: iYrCnt, idoy, mp - real, dimension(mp), intent(in) :: cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd + real(r_2), dimension(mp), intent(in) :: cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd ! Local Variables integer :: npt + real(r_2):: Cplant,Clitter,Cmic,Csom,Clabile,Cin,Cout + real(r_2):: Nplant,Nlitter,Nmic,Nsom,Nminrl,Nin,Nout + real(r_2):: unitConv ! if (casamet%ijgcm(npt) .eq. casafile%iptToSave) npt = casafile%iptToSaveIndx @@ -4551,15 +5285,88 @@ SUBROUTINE WritePointCASA(iYrCnt,idoy,mp,cleaf2met,cleaf2str,croot2met,croot2str casapool%Nsoil(npt,MIC),casapool%Nsoil(npt,SLOW),casapool%Nsoil(npt,PASS), & casaflux%Crsoil(npt),cleaf2met(npt),cleaf2str(npt),croot2met(npt),croot2str(npt), & cwd2str(npt),cwd2co2(npt),cwood2cwd(npt), & - casaflux%cgpp(npt),casaflux%cnpp(npt), & - casaflux%crmplant(npt,LEAF),casaflux%crmplant(npt,WOOD),casaflux%crmplant(npt,FROOT), & - casaflux%crgplant(npt),real(phen%phase(npt)), & + casaflux%Cgpp(npt),casaflux%Cnpp(npt), & + casaflux%Crmplant(npt,LEAF),casaflux%Crmplant(npt,WOOD),casaflux%Crmplant(npt,FROOT), & + casaflux%Crgplant(npt),real(phen%phase(npt)), & casaflux%fracCalloc(npt,LEAF),casaflux%fracCalloc(npt,WOOD),casaflux%fracCalloc(npt,FROOT), & - casapool%fT(npt),casapool%fW(npt) + casapool%fT(npt),casapool%fW(npt),casaflux%CpassInpt(npt),casapool%Nsoilmin(npt),casaflux%Nminuptake(npt), & + casaflux%Nlittermin(npt),casaflux%Nsmin(npt),casaflux%Nsimm(npt), & + casaflux%Nminleach(npt),casaflux%Nminloss(npt),casaflux%xkNlimiting(npt), & + casaflux%klitter(npt,METB),casaflux%klitter(npt,STR),casaflux%klitter(npt,CWD), & + casaflux%ksoil(npt,MIC),casaflux%ksoil(npt,SLOW),casaflux%ksoil(npt,PASS), & + casaflux%NminDep(npt),casaflux%NminFix(npt),casaflux%NlitInptMet(npt),casaflux%NlitInptStruc(npt), & + casaflux%Cexudate(npt),casaflux%Nexudate(npt) close(213) - 701 format(5(i6,','),40(f12.5,',')) + 701 format(5(i6,','),54(f12.5,','),f12.8,4(',',f12.5),2(',',f12.8)) + + ! Write to Cbalance.csv. All units are gC/m2 for pools and gC/m2/day for fluxes. -mdh 3/2/2020 + ! Write to Nbalance.csv. All units are gN/m2 for pools and gN/m2/day for fluxes. -mdh 3/2/2020 + + + if (isomModel == CASACNP) then + + open(220,file='Cbalance.csv',access='APPEND') + Cplant = sum(casapool%Cplant(npt,:)) + Clitter = sum(casapool%Clitter(npt,:)) + Cmic = casapool%Csoil(npt,MIC) + Csom = casapool%Csoil(npt,SLOW)+casapool%Csoil(npt,PASS) + !Clabile comes from GPP, and was once part of leaf maintenance respiration, but that is commented out. + Clabile = casapool%Clabile(npt) + !Cin = casaflux%Cnpp(npt) + Cin = casaflux%Cgpp(npt) + Cout = casaflux%Crsoil(npt)+sum(casaflux%Crmplant(npt,:))+casaflux%Crgplant(npt)+casaflux%Clabloss(npt) + write(220,702) npt,casamet%ijgcm(npt),iYrCnt,idoy,Cplant,Clitter,Cmic,Csom,Clabile,Cin,Cout + close(220) + + if (icycle == 2) then + open(221,file='Nbalance.csv',access='APPEND') + Nplant = sum(casapool%Nplant(npt,:)) + Nlitter = sum(casapool%Nlitter(npt,:)) + Nmic = casapool%Nsoil(npt,MIC) + Nsom = casapool%Nsoil(npt,SLOW)+casapool%Nsoil(npt,PASS) + Nminrl = casapool%Nsoilmin(npt) + Nin = casaflux%NminDep(npt) + casaflux%NminFix(npt) + Nout = casaflux%Nminleach(npt)+casaflux%Nminloss(npt) + write(221,703) npt,casamet%ijgcm(npt),iYrCnt,idoy,Nplant,Nlitter,Nmic,Nsom,Nminrl,Nin,Nout + close(221) + endif + + else if (isomModel == MIMICS) then + + ! (mg C/cm3)*(1/1000)(g/mg)*(10000)(cm2/m2)*depth(cm) = g C/m2 + unitConv = 10.0*mimicsbiome%depth(veg%iveg(npt)) ! Convert mgC/cm3 to gC/m2 by multipling by this factor + + open(220,file='Cbalance.csv',access='APPEND') + Cplant = sum(casapool%Cplant(npt,:)) + Clitter = (mimicspool%LITm(npt) + mimicspool%LITs(npt))*unitConv + Cmic = (mimicspool%MICr(npt) + mimicspool%MICk(npt))*unitConv + Csom = (mimicspool%SOMa(npt) + mimicspool%SOMc(npt) + mimicspool%SOMp(npt))*unitConv + !Clabile comes from GPP, and was once part of leaf maintenance respiration, but that is commented out. + Clabile = casapool%Clabile(npt) + !Cin = casaflux%Cnpp(npt) + Cin = casaflux%Cgpp(npt) + Cout = mimicsflux%Chresp(npt)*unitConv + sum(casaflux%Crmplant(npt,:))+casaflux%Crgplant(npt)+casaflux%Clabloss(npt) + write(220,702) npt,casamet%ijgcm(npt),iYrCnt,idoy,Cplant,Clitter,Cmic,Csom,Clabile,Cin,Cout + close(220) + + if (icycle == 2) then + open(221,file='Nbalance.csv',access='APPEND') + Nplant = sum(casapool%Nplant(npt,:)) + Nlitter = (mimicspool%LITmN(npt) + mimicspool%LITsN(npt))*unitConv + Nmic = (mimicspool%MICrN(npt) + mimicspool%MICkN(npt))*unitConv + Nsom = (mimicspool%SOMaN(npt) + mimicspool%SOMcN(npt) + mimicspool%SOMpN(npt))*unitConv + Nminrl = casapool%Nsoilmin(npt) + Nin = casaflux%NminDep(npt) + casaflux%NminFix(npt) + Nout = casaflux%Nminleach(npt)+casaflux%Nminloss(npt) + write(221,703) npt,casamet%ijgcm(npt),iYrCnt,idoy,Nplant,Nlitter,Nmic,Nsom,Nminrl,Nin,Nout + close(221) + endif + + endif + 702 format(4(i6,','),4(f16.8,','),3(f12.8,',')) + 703 format(4(i6,','),4(f15.8,','),3(f12.8,',')) END SUBROUTINE WritePointCASA @@ -4578,7 +5385,7 @@ SUBROUTINE InsertYearInNcFileName(fileName_ncOut, year) back = .true. - write(syear,'(i4)') year ! copy year to string syear + write(syear,'(i4)') year ! copy year to string syear if (year < 1000) then syear(1:1) = '0' endif diff --git a/SOURCE_CODE/casa_nlim.f90 b/SOURCE_CODE/casa_nlim.f90 new file mode 100644 index 00000000..8f9c6057 --- /dev/null +++ b/SOURCE_CODE/casa_nlim.f90 @@ -0,0 +1,258 @@ +!============================================================================== +! This source code is part of the +! Australian Community Atmosphere Biosphere Land Exchange (CABLE) model. +! This work is licensed under the CABLE Academic User Licence Agreement +! (the "Licence"). +! You may not use this file except in compliance with the Licence. +! A copy of the Licence and registration form can be obtained from +! http://www.accessimulator.org.au/cable +! You need to register and read the Licence agreement before use. +! Please contact cable_help@nf.nci.org.au for any questions on +! registration and the Licence. +! +! Unless required by applicable law or agreed to in writing, +! software distributed under the Licence is distributed on an "AS IS" BASIS, +! WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +! See the Licence for the specific language governing permissions and +! limitations under the Licence. +! ============================================================================== +! +! Purpose: subroutines for calculating N limitation on litter decay and +! plant growth +! +! Called from: biogeochem (mostly) or casa_xnp +! +! Contact: Yingping.Wang@csiro.au +! +! History: Developed by Yingping Wang (Wang et al., BG, 2011) +! +! ============================================================================== +! casa_nlim.f90 +! +! This module contains the following subroutines: +! casa_xkN (moved from casa_cnp.f90 on 11/11/2019 -mdh) +! casa_xkN2 (alternative to casa_xkN, -mdh 11/11/2019) + +MODULE casa_nlim_module +USE define_dimensions +USE define_types +USE casadimension +USE casaparm +USE casavariable +IMPLICIT NONE +CONTAINS + +SUBROUTINE casa_xkN(xkNlimiting,casapool,casaflux,casamet,casabiome,veg) +! computing the reduction in litter and SOM decomposition +! when decomposition rate is N-limiting + IMPLICIT NONE + REAL(r_2), DIMENSION(mp), INTENT(INOUT) :: xkNlimiting + TYPE (casa_pool), INTENT(INOUT) :: casapool + TYPE (casa_flux), INTENT(INOUT) :: casaflux + TYPE (casa_met), INTENT(INOUT) :: casamet + TYPE (casa_biome), INTENT(INOUT) :: casabiome +! + TYPE (veg_parameter_type), INTENT(IN) :: veg ! vegetation parameters + + ! local variables + INTEGER j,k,kk,nland + REAL(r_2), DIMENSION(mp) :: xFluxNlittermin + REAL(r_2), DIMENSION(mp) :: xFluxNsoilmin + REAL(r_2), DIMENSION(mp) :: xFluxNsoilimm + REAL(r_2), DIMENSION(mp) :: xFluxNsoilminnet +! A maximum Clitter set to avoid positive feedback for litter accumulation +! when N mode is activated. (Q.Zhang 23/05/2011) +! real(r_2), dimension(17) :: xClitter +! data xClitter/100.0,100.0,100.0,100.0,50.0,150.0,150.0,100.0,& +! 150.0,150.0,100.0, 20.0,20.0, 20.0, 20.0, 20.0,20.0/ + + xkNlimiting(:) = 1.0 +! set N mineral N fluxes to zero + xFluxNlittermin(:) = 0.0 + xFluxNsoilmin(:) = 0.0 + xFluxNsoilimm(:) = 0.0 !negative for microbial uptake and positive for release of mineral N + xFluxNsoilminnet(:) = 0.0 +! PRINT *, 'within casa_xkN' + +! calculate gross mineralisation + DO nland=1,mp + IF (casamet%iveg2(nland)/=icewater) THEN + + ! calculate C:N ratio of newly formed SOM as function of soil mineral N pool + IF (casapool%Nsoilmin(nland) < 2.0) THEN + casapool%ratioNCsoilnew(nland,:) = casapool%ratioNCsoilmin(nland,:) & + + (casapool%ratioNCsoilmax(nland,:) & + -casapool%ratioNCsoilmin(nland,:)) & + * max(0.0,casapool%Nsoilmin(nland)) / 2.0 + ELSE + casapool%ratioNCsoilnew(nland,:) = casapool%ratioNCsoilmax(nland,:) + ENDIF + + DO j=1,mlitter + xFluxNlittermin(nland) = xFluxNlittermin(nland) & + + casaflux%klitter(nland,j) * casapool%Nlitter(nland,j) + ENDDO + DO k=1,msoil + xFluxNsoilmin(nland) = xFluxNsoilmin(nland) & + + casaflux%ksoil(nland,k) * casapool%Nsoil(nland,k) + ENDDO + + ! calculate N immobilisation from L to S and S to S + DO kk=1,msoil + DO j=1,mlitter ! immobilisation from litter to soil + xFluxNsoilimm(nland) = xFluxNsoilimm(nland) & + - casaflux%fromLtoS(nland,kk,j) * casaflux%klitter(nland,j) & + * casapool%Clitter(nland,j) * casapool%ratioNCsoilnew(nland,kk) + ENDDO + DO k=1,msoil ! immobilisation from soil to soil + IF(k.ne.kk) THEN + xFluxNsoilimm(nland) = xFluxNsoilimm(nland) & + - casaflux%fromStoS(nland,kk,k) * casaflux%ksoil(nland,k) & + * casapool%Csoil(nland,k) * casapool%ratioNCsoilnew(nland,kk) + ENDIF + ENDDO + ENDDO + ENDIF + ENDDO + + ! now check if there is sufficient mineral N + xFluxNsoilminnet(:) = xFluxNlittermin(:) + xFluxNsoilmin(:) + xFluxNsoilimm(:) +! PRINT *, 'casamet%iveg2 = ', casamet%iveg2 +! PRINT *, 'deltpool = ',deltpool +! PRINT *, 'xFluxNsoilminnet = ', xFluxNsoilminnet +! WHERE(casamet%iveg2(:)/=icewater) +! WHERE((xFluxNsoilminnet(:)*deltpool + (casapool%Nsoilmin(:)-2.0)) > 0.0) +! xkNlimiting(:) =1.0 +! ELSEWHERE +! xkNlimiting(:) =max(0.0, - (casapool%Nsoilmin(:)-2.0)/(deltpool*xFluxNsoilminnet(:))) +! xkNlimiting(:) =MIN(1.0,xkNlimiting(:)) +! ENDWHERE +! ENDWHERE + +! Q.Zhang 23/05/2011 test code according to YPW + WHERE(casamet%iveg2(:)/=icewater) +!! Not getting any N limitation. Drop the OR condition for testing. -mdh 10/7/2019 +!! WHERE((xFluxNsoilminnet(:)*deltpool + (casapool%Nsoilmin(:)-2.0)) > 0.0 & +!! .OR. xFluxNsoilminnet(:) > 0.0) + WHERE((xFluxNsoilminnet(:)*deltpool + (casapool%Nsoilmin(:)-2.0)) > 0.0) + xkNlimiting(:) =1.0 + ELSEWHERE + xkNlimiting(:) =MAX(0.0, - (casapool%Nsoilmin(:)-0.5) & + /(deltpool*xFluxNsoilminnet(:))) + xkNlimiting(:) =MIN(1.0,xkNlimiting(:)) + ENDWHERE +! Q.Zhang 23/05/2011 test +! If pool size larger than xClitter, turnover rate will not constrained by Nsoilmin. +! where(casapool%clitter(:,1) > xClitter(veg%iveg(:))) +! xkNlimiting(:) = 1.0 +! end where +! end (Q.Zhang 23/05/2011) + where(sum(casapool%clitter,2) > casabiome%maxfinelitter(veg%iveg(:)) + casabiome%maxcwd(veg%iveg(:))) + xkNlimiting(:) = 1.0 + end where + ENDWHERE + + ! Added casaflux%xkNlimiting for output. -mdh 10/7/2019 +! write(*,*) +! write(*,*) 'xFluxNsoilminnet(:)*deltpool =', xFluxNsoilminnet*deltpool +! write(*,*) 'casapool%Nsoilmin(:)-2.0 =', casapool%Nsoilmin-2.0 +! write(*,*) 'xFluxNsoilminnet(:) =', xFluxNsoilminnet + casaflux%xkNlimiting(:) = xkNlimiting(:) + +END SUBROUTINE casa_xkN + +!====================================================================================================== +! Subroutine casa_xkN2 is similar to subroutine casa_xkN, but it does a simple linear ramp +! of xkNlimiting between 0.0 and 1.0 when xkNlimitmin < casapool%Nsoilmin < xkNlimitmax. +! (formerly when 0.5 < casapool%Nsoilmin < 2.0). +! Melannie Hartman 11/11/2019 + +! Added isomModel argument to the casa_xkN2 function call. -mdh 3/23/2020. +!!SUBROUTINE casa_xkN2(xkNlimiting,casapool,casaflux,casamet,casabiome,veg) +SUBROUTINE casa_xkN2(xkNlimiting,casapool,casaflux,casamet,casabiome,veg,isomModel) +! computing the reduction in litter and SOM decomposition +! when decomposition rate is N-limiting + IMPLICIT NONE + REAL(r_2), DIMENSION(mp), INTENT(INOUT) :: xkNlimiting + TYPE (casa_pool), INTENT(INOUT) :: casapool + TYPE (casa_flux), INTENT(INOUT) :: casaflux + TYPE (casa_met), INTENT(INOUT) :: casamet + TYPE (casa_biome), INTENT(INOUT) :: casabiome + INTEGER, INTENT(IN) :: isomModel +! + TYPE (veg_parameter_type), INTENT(IN) :: veg ! vegetation parameters + + ! local variables + INTEGER j,k,kk,nland + REAL(r_2), DIMENSION(mp) :: xFluxNlittermin + REAL(r_2), DIMENSION(mp) :: xFluxNsoilmin + REAL(r_2), DIMENSION(mp) :: xFluxNsoilimm + REAL(r_2), DIMENSION(mp) :: xFluxNsoilminnet +! A maximum Clitter set to avoid positive feedback for litter accumulation +! when N mode is activated. (Q.Zhang 23/05/2011) + + xkNlimiting(:) = 1.0 +! PRINT *, 'within casa_xkN2' + + DO nland=1,mp + IF (casamet%iveg2(nland)/=icewater) THEN + ! calculate C:N ratio of newly formed SOM as function of soil mineral N pool + ! This code is only relevant to CASA SOM model. -mdh 3/23/2020. + if (isomModel == CASACNP) then + + !!IF (casapool%Nsoilmin(nland) < 2.0) THEN + !! ratioNCnew = ratioNCmin + (ratioNCmax-ratioNCmin)*max(0.0,Nsoilmin)/2.0 + !! casapool%ratioNCsoilnew(nland,:) = casapool%ratioNCsoilmin(nland,:) & + !! + (casapool%ratioNCsoilmax(nland,:) & + !! - casapool%ratioNCsoilmin(nland,:)) & + !! * max(0.0,casapool%Nsoilmin(nland)) / 2.0 + + ! Substitute 2.0 with xkNlimitmax. -mdh 3/23/2020. + IF (casapool%Nsoilmin(nland) < casabiome%xkNlimitmax(veg%iveg(nland))) THEN + !ratioNCnew = ratioNCmin + (ratioNCmax-ratioNCmin)*max(0.0,Nsoilmin)/xkNlimitmax + casapool%ratioNCsoilnew(nland,:) = casapool%ratioNCsoilmin(nland,:) & + + (casapool%ratioNCsoilmax(nland,:) & + - casapool%ratioNCsoilmin(nland,:)) & + * max(0.0,casapool%Nsoilmin(nland)) / casabiome%xkNlimitmax(veg%iveg(nland)) + ELSE + casapool%ratioNCsoilnew(nland,:) = casapool%ratioNCsoilmax(nland,:) + ENDIF + endif + ENDIF + ENDDO + + ! Now check if there is sufficient mineral N + ! Use parameters from CASA PFT parameter file. -mdh 12/23/2019 + ! casabiome%xkNlimitmin(veg%iveg(:)) replaces 0.5 + ! casabiome%xkNlimitmax(veg%iveg(:)) replaces 2.0 + WHERE(casamet%iveg2(:)/=icewater) + !WHERE((casapool%Nsoilmin(:)-2.0) > 0.0) + WHERE((casapool%Nsoilmin(:)-casabiome%xkNlimitmax(veg%iveg(:))) > 0.0) + xkNlimiting(:) = 1.0 + ELSEWHERE + ! Linear ramp from 0.0 to 1.0 for 0.5 < casapool%Nsoilmin(:) < 2.0 + ! y = (y2 - y1) / (x2 - x1) * (x - x2) + y2 + + !xkNlimiting(:) = (1.0 - 0.0) / (2.0 - 0.5) * (casapool%Nsoilmin(:) - 2.0) + 1.0 + xkNlimiting(:) = (1.0 - 0.0) / (casabiome%xkNlimitmax(veg%iveg(:)) - casabiome%xkNlimitmin(veg%iveg(:))) & + * (casapool%Nsoilmin(:) - casabiome%xkNlimitmax(veg%iveg(:))) + 1.0 + xkNlimiting(:) = MAX(0.0, xkNlimiting(:)) + xkNlimiting(:) = MIN(1.0, xkNlimiting(:)) + ENDWHERE + ENDWHERE + + ! The following code is only relevant to the CASA SOM model. -mdh 3/23/2020. + if (isomModel == CASACNP) then + ! If Clitter pool (metb+struc+cwd) size larger > maximum, turnover rate (klitter) will not constrained by Nsoilmin. + WHERE(sum(casapool%clitter,2) > casabiome%maxfinelitter(veg%iveg(:)) + casabiome%maxcwd(veg%iveg(:))) + xkNlimiting(:) = 1.0 + ENDWHERE + endif + + ! Added casaflux%xkNlimiting for output. -mdh 10/7/2019 + casaflux%xkNlimiting(:) = xkNlimiting(:) + +END SUBROUTINE casa_xkN2 +!====================================================================================================== + +END MODULE casa_nlim_module diff --git a/SOURCE_CODE/casa_variable.f90 b/SOURCE_CODE/casa_variable.f90 index 354af299..d601cc0c 100644 --- a/SOURCE_CODE/casa_variable.f90 +++ b/SOURCE_CODE/casa_variable.f90 @@ -10,7 +10,7 @@ ! Please contact cable_help@nf.nci.org.au for any questions on ! registration and the Licence. ! -! Unless required by applicable law or agreed to in writing, +! Unless required by applicable law or agreed to in writing, ! software distributed under the Licence is distributed on an "AS IS" BASIS, ! WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. ! See the Licence for the specific language governing permissions and @@ -24,10 +24,19 @@ ! History: Developed for offline CASA-CNP, code revision likely to better ! suit ACCESS and to merge more consistently with CABLE code ! -! ! ============================================================================== ! casa_variable.f90 ! +! This file contains: +! MODULE casadimension +! MODULE casaparm +! MODULE casavariable +! with subroutine alloc_casavariable +! MODULE phenvariable +! with subroutine alloc_phenvariable +! MODULE clmgridvariable +! with subroutine alloc_CLMgridVariable +! ! the following modules are used when "casacnp" is coupled to "cable" ! casadimension ! casaparm @@ -81,14 +90,14 @@ MODULE casaparm USE casadimension !! Comment out the next 2 lines. initcasa is read from startup file (-MDH 6/9/2014) - integer :: initcasa = 0 ! =0 spin; 1 restart file; 2 transient simulation + integer :: initcasa = 0 ! =0 spin; 1 restart file; 2 transient simulation !! Updated cropland, iceland values (-MDH 7/7/2014) INTEGER, PARAMETER :: iceland = 15 ! =13 for casa vegtype =15 for IGBP vegtype !! Added "barren" and "tundra" (-MDH 6/9/2014) integer, parameter :: barren = 16 ! IGBP barren or sparsely vegetated integer, parameter :: tundra = 18 ! IGBP+tundra classification INTEGER, PARAMETER :: cropland = 12 ! IGBP cropland - INTEGER, PARAMETER :: croplnd2 = 14 ! IGBP cropland mosaic + INTEGER, PARAMETER :: croplnd2 = 14 ! IGBP cropland mosaic !! Vegetation types INTEGER, PARAMETER :: forest = 3 @@ -163,7 +172,19 @@ MODULE casavariable maxfinelitter, & maxcwd, & nintercept, & - nslope + nslope, & + + xkNlimitmin, & + xkNlimitmax, & + fracRootExud, & + CUEmetbmic, & + CUEstrmic, & + CUEstrslow, & + CUEcwdmic, & + CUEcwdslow, & + CUEmicslow, & + CUEmicpass, & + CUEpassslow REAL(r_2), DIMENSION(:,:),POINTER :: plantrate, & rmplant, & @@ -248,6 +269,9 @@ MODULE casavariable fWAn, & thetaLiqAn + REAL(r_2), DIMENSION(:), POINTER :: NsoilminAn + + END TYPE casa_annual_pool TYPE casa_flux @@ -256,31 +280,54 @@ MODULE casavariable CnppAn, & Crp, & Crgplant, & + CrgplantAn, & ClitInptMet, & ClitInptMetAn, & ClitInptStruc, & ClitInptStrucAn, & - Nminfix, & + NlitInptMet, & + NlitInptMetAn, & + NlitInptStruc, & + NlitInptStrucAn, & + + Cexudate, & + Nexudate, & + Pexudate, & + Nminuptake, & + NminuptakeAn, & Plabuptake, & Clabloss, & - fracClabile + fracClabile, & + xkNlimiting, & + CpassInpt, & + CpassInptAn REAL(r_2), DIMENSION(:,:),POINTER :: fracCalloc, & fracNalloc, & fracPalloc, & Crmplant, & + CrmplantAn, & kplant REAL(r_2), DIMENSION(:,:,:),POINTER :: fromPtoL REAL(r_2), DIMENSION(:),POINTER :: Cnep, & Crsoil, & Nmindep, & + NmindepAn, & + Nminfix, & + NminfixAn, & Nminloss, & + NminlossAn, & Nminleach, & - Nupland, & + NminleachAn, & Nlittermin, & + NlitterminAn,& Nsmin, & + NsminAn, & Nsimm, & + NsimmAn, & Nsnet, & + NsnetAn, & + Nupland, & fNminloss, & fNminleach, & Pdep, & @@ -392,6 +439,9 @@ MODULE casavariable CHARACTER(LEN=100) :: sPtFileNameCASA INTEGER :: iptToSave = 0 INTEGER :: iptToSaveIndx = 0 + INTEGER :: ncOutputInterval = 1 + INTEGER :: iYrCnt = 0 + INTEGER :: totYrCnt = 0 ! LOGICAL :: l_ndep END TYPE casafiles_type TYPE(casafiles_type) :: casafile @@ -411,10 +461,10 @@ MODULE casavariable ! Inserted the previous subroutine declaration (-MDH 6/9/2014) -SUBROUTINE alloc_casavariable(mp,mvtype,mst,ms) +SUBROUTINE alloc_casavariable(mp,mvtype,ms) USE casadimension implicit none - integer, INTENT(IN) :: mp, mvtype, mst, ms + integer, INTENT(IN) :: mp, mvtype, ms integer :: arraysize arraysize = mp @@ -447,6 +497,19 @@ SUBROUTINE alloc_casavariable(mp,mvtype,mst,ms) casabiome%maxcwd(mvtype), & casabiome%nintercept(mvtype), & casabiome%nslope(mvtype), & + + casabiome%xkNlimitmin(mvtype), & + casabiome%xkNlimitmax(mvtype), & + casabiome%fracRootExud(mvtype), & + casabiome%CUEmetbmic(mvtype), & + casabiome%CUEstrmic(mvtype), & + casabiome%CUEstrslow(mvtype), & + casabiome%CUEcwdmic(mvtype), & + casabiome%CUEcwdslow(mvtype), & + casabiome%CUEmicslow(mvtype), & + casabiome%CUEmicpass(mvtype), & + casabiome%CUEpassslow(mvtype), & + casabiome%plantrate(mvtype,mplant), & casabiome%rmplant(mvtype,mplant), & casabiome%fracnpptoP(mvtype,mplant), & @@ -517,19 +580,36 @@ SUBROUTINE alloc_casavariable(mp,mvtype,mst,ms) casapoolAn%tsoilAn(arraysize), & casapoolAn%fTAn(arraysize), & casapoolAn%fWAn(arraysize), & - casapoolAn%thetaLiqAn(arraysize)) + casapoolAn%thetaLiqAn(arraysize), & + casapoolAn%NsoilminAn(arraysize)) + ALLOCATE(casaflux%Cgpp(arraysize), & casaflux%Cnpp(arraysize), & casaflux%CnppAn(arraysize), & casaflux%Crp(arraysize), & casaflux%Crgplant(arraysize), & + casaflux%CrgplantAn(arraysize), & casaflux%ClitInptMet(arraysize), & casaflux%ClitInptMetAn(arraysize), & casaflux%ClitInptStruc(arraysize), & casaflux%ClitInptStrucAn(arraysize), & + casaflux%NlitInptMet(arraysize), & + casaflux%NlitInptMetAn(arraysize), & + casaflux%NlitInptStruc(arraysize), & + casaflux%NlitInptStrucAn(arraysize), & + + casaflux%Cexudate(arraysize), & + casaflux%Nexudate(arraysize), & + casaflux%Pexudate(arraysize), & + + casaflux%xkNlimiting(arraysize), & + casaflux%CpassInpt(arraysize), & + casaflux%CpassInptAn(arraysize), & casaflux%Nminfix(arraysize), & + casaflux%NminfixAn(arraysize), & casaflux%Nminuptake(arraysize), & + casaflux%NminuptakeAn(arraysize), & casaflux%Plabuptake(arraysize), & casaflux%Clabloss(arraysize), & casaflux%fracClabile(arraysize), & @@ -538,17 +618,25 @@ SUBROUTINE alloc_casavariable(mp,mvtype,mst,ms) casaflux%fracPalloc(arraysize,mplant), & casaflux%kplant(arraysize,mplant), & casaflux%Crmplant(arraysize,mplant), & + casaflux%CrmplantAn(arraysize,mplant), & casaflux%fromPtoL(arraysize,mlitter,mplant), & casaflux%Cnep(arraysize), & casaflux%Crsoil(arraysize), & casaflux%Nmindep(arraysize), & + casaflux%NmindepAn(arraysize), & casaflux%Nminloss(arraysize), & + casaflux%NminlossAn(arraysize), & casaflux%Nminleach(arraysize), & + casaflux%NminleachAn(arraysize), & casaflux%Nupland(arraysize), & casaflux%Nlittermin(arraysize), & + casaflux%NlitterminAn(arraysize), & casaflux%Nsmin(arraysize), & + casaflux%NsminAn(arraysize), & casaflux%Nsimm(arraysize), & + casaflux%NsimmAn(arraysize), & casaflux%Nsnet(arraysize), & + casaflux%NsnetAn(arraysize), & casaflux%fNminloss(arraysize), & casaflux%fNminleach(arraysize), & casaflux%Pdep(arraysize), & @@ -696,7 +784,7 @@ MODULE phenvariable ! Updated this subroutine declaration (-MDH 6/9/2014) SUBROUTINE alloc_phenvariable(mp,mvtype) INTEGER, INTENT(IN) :: mp, mvtype - INTEGER :: arraysize + INTEGER :: arraysize arraysize = mp ALLOCATE(phen%Tkshed(mvtype)) @@ -728,7 +816,7 @@ MODULE clmgridvariable CONTAINS - SUBROUTINE Alloc_CLMgridVariable(nlon, nlat) + SUBROUTINE alloc_CLMgridVariable(nlon, nlat) integer, intent(in) :: nlon, nlat clmgrid%nlat = nlat clmgrid%nlon = nlon diff --git a/SOURCE_CODE/casa_vegsoil.f90 b/SOURCE_CODE/casa_vegsoil.f90 index b4137c84..2e32fa1a 100644 --- a/SOURCE_CODE/casa_vegsoil.f90 +++ b/SOURCE_CODE/casa_vegsoil.f90 @@ -1,3 +1,12 @@ +!-------------------------------------------------------------------------------- +! FILE: casa_vegsoil.f90 +! +! This file contains: +! MODULE define_dimensions +! MODULE define_types +! with subroutine alloc_casavegsoil +!-------------------------------------------------------------------------------- + MODULE define_dimensions INTEGER :: mp ! # points in this simulation INTEGER, PARAMETER :: mf = 2 ! # leaves (sunlit, shaded) diff --git a/SOURCE_CODE/casaclm_mimics_corpse_test b/SOURCE_CODE/casaclm_mimics_corpse_test deleted file mode 100644 index cd9d3a0e..00000000 Binary files a/SOURCE_CODE/casaclm_mimics_corpse_test and /dev/null differ diff --git a/SOURCE_CODE/casaoffline_driver_clm_CN.f90 b/SOURCE_CODE/casaoffline_driver_clm_CN.f90 new file mode 100644 index 00000000..2061f9db --- /dev/null +++ b/SOURCE_CODE/casaoffline_driver_clm_CN.f90 @@ -0,0 +1,432 @@ +!-------------------------------------------------------------------------------- +! FILE: casa_driver_clm_CN.f90 +! +! This program has been modified in order to drive the CASACNP model +! with surface and meteorological data derived from CLM history files. +! Melannie D. Hartman, March 2014 +! +! Added the MIMICS model as optional SOM model (isomModel=2) +! Melannie D. Hartman, January-November 2015 +! +! Added the CORPSE model as another optional SOM model (isomModel=3) +! Melannie D. Hartman, December 2015 +! +! Added the MIMICS-CN model (allowing MIMICS to run with C+N as well as C-only) +! Melannie D. Hartman, June 2019 +! +!-------------------------------------------------------------------------------- + +PROGRAM offline_casacnp +! calling sequence +! 1: Read in fcasacnp_clm_testbed.lst file with run-time options +! 2: allocate variables for CASACNP, MIMICS, and CORPSE pools and fluxes +! 3: read in biome and soils information +! 4: read in phenology +! 5: model initialization (CASA, MIMICS. CORPSE) +! 6: casacnpdriver->biogeochem->all C, N and P cycle routines +! + USE define_dimensions + USE define_types + USE casadimension + USE casaparm + USE casavariable + USE mimicsvariable + USE phenvariable + USE corpsedimension + USE corpsevariable + + IMPLICIT NONE + integer mvt !! number of vegetation types (.lst file) + integer mloop !! number of times to loop through the met.nc file (.lst) + integer myear !! number of years in the met.nc file + integer mreps, irep !! number of times to repeat transient sequence (1 when initcasa=2, set from mloop when initcasa=3) + integer mdaily !! 0=output annual netcdf output, 1=daily netcdf output (.lst file) + integer tyear1, tyear2 !! calendar years for transient weather files (.lst file) + integer ityear !! loop index tyear1..tyear2 + !integer iYrCnt !! replaced by casafile%iYrCnt = # years simulated so far for transient runs (initcasa = 2 or 3) + integer nctime !! year label in netCDF output file name + integer mst !! number of soil types (no longer used excpet to dimension some variables) + integer idx !! index used to locate positions of substrings in larger strings + + character(len=100) :: filename_cnppoint,filename_phen, & + filename_cnpipool,filename_cnpmet, & + filename_cnpepool,filename_cnpflux, & + filename_soilprop, filename_ncOut + !!character(len=100) :: filename_cnpbiome !! file for biome-specific CASACCNP parameters (see casavariable) + character(len=100) :: filename_lst + + ! MIMICS UPDATE (-MDH 1/5/2015) + !!character(len=100) :: filename_mimicsbiome !! file for biome-specific MIMICS parameters (see mimicsvariable) + character(len=100) :: filename_mimicsipool !! file for initial MIMICS pool amounts + character(len=100) :: filename_mimicsepool !! file for end-of-run MIMICS pool amounts + character(len=100) :: filename_ncOut_mimics !! NetCDF file for annual average pools and fluxes + + ! CORPSE UPDATE (-MDH 12/28/2015) + character(len=100) :: filename_corpseipool !! file for initial CORPSE pool amounts + character(len=100) :: filename_corpseepool !! file for end-of-run CORPSE pool amounts + !!character(len=100) :: filename_corpsenamelist !! file CORPSE namelist parameter file (see corpsevariable) + character(len=100) :: filename_ncOut_corpse !! NetCDF file for annual average pools and fluxes + integer:: maxSteps !! Maximum number of CORPSE timesteps during the simulation + + character(len=100) :: filename_co2delta !! File specifying deltatair, deltatsoil, NPPscalar, year (formerly co2delta.txt) + + character(len=100) :: dirPtFile !! Directory where point file is to be written. If empty assum "./". + + character(len=4) syear + logical back + real(r_2) co2air ! Atmospheric concentration (ppm) (Not used currently -mdh 2/22/2016) + real(r_2) deltsoil ! Increment in soil temperature from met file (deg. C) + real(r_2) deltair ! Increment in air temperature from met file (deg. C) + integer deltYr ! Year count when deltsoil or deltair begins (-mdh 2/22/2016). + real(r_2) nppMult ! Multiplier on NPP to increase or decrease litter inputs + + mst = 9 ! casaclm does not use soil types, but the dimension is assigned + ! to minimze code changes to the rest of the model. + + open(57,file='errors.txt') + + filename_lst = 'fcasacnp_clm_testbed.lst' + open(10,file= filename_lst) + + read(10,*) mp !! number of points to simulate. Must = # of non-zero cellMissing values met.nc file. + print *, 'mp=', mp !! Consistency is checked when ReadMetNcFile is called. + read(10,*) mvt !! number of vegetation types !=13 for CASA; =18 for IGBP+tundra + print *, 'mvt=', mvt + read(10,*) mloop !! number of times to cycle through met file + print *, 'mloop=', mloop + read(10,*) mdaily !! =1 output daily fluxes, =0 output yearly fluxes + print *, 'mdaily=', mdaily + + read(10,*) initcasa !! =0 spin; =1 restart file; =2 transient; 3=repeated transient + print *, 'initcasa=', initcasa + if (initcasa == 2) then + read(10, *) tyear1, tyear2 + write(*,*) 'transient year start =', tyear1 + write(*,*) 'transient year end =', tyear2 + if (mloop .ne. 1) then + write(*,*) 'Resetting mloop to 1 for transient simulation' + endif + else if (initcasa == 3) then + ! Allow transient years to be repeated. This is an alternative way to do a spinup run. -mdh 5/13/2017 + read(10, *) tyear1, tyear2 + write(*,*) 'This sequence of years will be repeated ', mloop, ' times:' + write(*,*) ' year start =', tyear1 + write(*,*) ' year end =', tyear2 + else + !Skip this line + read(10, *) + endif + + read(10,*) isomModel !! SOM cycling model: 1=CASACNP, 2=MIMICS, 3=CORPSE + print *, 'isomModel=', isomModel + if (isomModel < CASACNP .or. isomModel > CORPSE) then + write(*,*) 'Unexpected value for isomModel =', isomModel + write(*,*) 'Expecting 1, 2, or 3 in file ', trim(filename_lst) + STOP + endif + + read(10,*) icycle !! =1 for C only, =2 for C+N; =3 for C+N+P + print *, 'icycle=', icycle + + if ((isomModel == MIMICS) .AND. (icycle > 2)) then + print *, 'For MIMICS (isomModel=2) icycle must = 1 or 2' + print *, 'Update options in file ', trim(filename_lst) + STOP + endif + if ((isomModel == CORPSE) .AND. (icycle /= 1)) then + print *, 'For CORPSE (isomModel=3), icycle must = 1' + print *, 'Update options in file ', trim(filename_lst) + STOP + endif + + read(10,101) filename_cnppoint !! gridinfo_igbpz.csv (unit=101) + call rmcomments(filename_cnppoint) + read(10,101) filename_cnpbiome !! pftlookup_igbp.csv (unit=101) + call rmcomments(filename_cnpbiome) + read(10,101) filename_phen !! modis_phenology.txt (unit=101) + call rmcomments(filename_phen) + read(10,101) filename_soilprop !! gridinfo_soil.csv (unit=101) + call rmcomments(filename_soilprop) + read(10,101) filename_cnpmet !! NetCDF Met file (formerly met.txt (unit=111)) + call rmcomments(filename_cnpmet) + read(10,101) filename_cnpipool !! cnppool_igbp_start_q.txt (unit=99) + call rmcomments(filename_cnpipool) + read(10,101) filename_cnpepool !! cnppool_igbp_end_q.txt (unit=103) + call rmcomments(filename_cnpepool) + read(10,101) filename_cnpflux !! cnpflux_igbp_end_q.txt (unit=104) + call rmcomments(filename_cnpflux) + read(10,101) filename_ncOut !! CASACNP NetCDF Output file + call rmcomments(filename_ncOut) + + !! MIMICS Files + read(10,101) filename_mimicsbiome !! pftlookup_mimics.csv (unit=101) + call rmcomments(filename_mimicsbiome) + read(10,101) filename_mimicsipool !! mimics_cpool_start.txt (unit=105) + call rmcomments(filename_mimicsipool) + read(10,101) filename_mimicsepool !! mimics_cpool_end.txt (unit=106) + call rmcomments(filename_mimicsepool) + read(10,101) filename_ncOut_mimics !! MIMICS NetCDF Output file + call rmcomments(filename_ncOut_mimics) + + !! CORPSE Files + read(10,101) filename_corpseipool !! corpse_cpool_start.txt (unit=105) + call rmcomments(filename_corpseipool) + read(10,101) filename_corpseepool !! corpse_cpool_end.txt (unit=106) + call rmcomments(filename_corpseepool) + read(10,101) filename_corpsenamelist !! CORPSE namelist parameters (namelistunit = 123) + call rmcomments(filename_corpsenamelist) + read(10,101) filename_ncOut_corpse !! CORPSE NetCDF Output file + call rmcomments(filename_ncOut_corpse) + + !! ---------------------------------------------------------------------------------------------------- + !! Read the delta file that controls changes in air/soil temperature and NPP during the simulation. + + read(10,101) filename_co2delta + call rmcomments(filename_co2delta) + open(1,file=filename_co2delta) + read(1,*) + read(1,*) co2air,deltsoil,deltair,deltYr,nppMult + write(*,*) 'Climate Perturbations: ' + write(*,'(2x,a40,2x,f6.2,2x,f8.4,2x,f8.4,2x,i6,2x,f8.4)') 'co2air deltsoil deltair deltYr nppMult =', & + co2air,deltsoil,deltair,deltYr,nppMult + + !! ---------------------------------------------------------------------------------------------------- + !! Read in point output file location from fcasacnp_clm_testbed.lst + + read(10,*) casafile%iptToSave !! If > 0, save daily output for this point in .csv file + read(10,101) dirPtFile !! Directory where point file will be written to if casafile%iptToSave > 0 + call rmcomments(dirPtFile) + if (casafile%iptToSave > 0) then + write(*,*) 'Directory for Point Files = ', trim(dirPtFile) + endif + + !! ---------------------------------------------------------------------------------------------------- + !! Read netCDF output interval + + read(10,*) casafile%ncOutputInterval !! Number of years between successive netCDF output + if (casafile%ncOutputInterval <= 0) then + casafile%ncOutputInterval = 1 + endif + write(*,*) 'netCDF output interval (years): ', casafile%ncOutputInterval + + !! ---------------------------------------------------------------------------------------------------- + ! ALLOCATE VARIABLES + + ! Allocate casabiome, casapool, casapoolAn, casaflux, casafluxAn, casamet, casabal variables + call alloc_casavariable(mp,mvt,ms) + ! Allocate phen variables + call alloc_phenvariable(mp,mvt) + ! Allocate veg, soil variables + call alloc_casavegsoil(mp,ms) + if (isomModel == MIMICS) then + ! Allocate mimicspool, mimicspoolAn, mimicsflux, mimicsfluxAn + call alloc_mimicsvariable(mp,mvt,mplant) + endif + if (isomModel == CORPSE) then + ! Allocate corpsepool, corpsepoolAn, corpseflux, corpsefluxAn + call alloc_corpsevariable(mp) + endif + + !! ---------------------------------------------------------------------------------------------------- + !! Read in file with grid information for each point (e.g. gridinfo_ibgpz.csv) + print *,'calling casa_readpoint' + call casa_readpoint(filename_cnppoint,mvt) + + !! ---------------------------------------------------------------------------------------------------- + !! Read in files with biome specific parameters and soil properties for each grid cell + !! (e.g. pftlookup_igbp.csv and gridinfo_soil.csv) + ! Added filename_soilprop to casa_readbiome function list (-MDH 2/17/2014) + print *, 'calling casa_readbiome' + call casa_readbiome(filename_cnpbiome,filename_soilprop,mvt,mst) + + if (isomModel == MIMICS) then + + print *, 'calling mimics_readbiome' + call mimics_readbiome(filename_mimicsbiome,mp,mvt) + + else if (isomModel == CORPSE) then + + litter_option = 2 ! default: distribute litter inputs into CORPSE litter and soil pools + + !Read parameters from namelist + print *, 'Reading CORPSE parameters from namelist...', filename_corpsenamelist + OPEN(unit=namelistunit,file=filename_corpsenamelist) + READ(unit=namelistunit,NML=CORPSE_casa_nml) + CLOSE(unit=namelistunit) + write(*,nml=CORPSE_casa_nml) + + ! This subroutine was never actually called before, so namelist parameters had default values -mdh 3/20/2017 + call read_soil_carbon_namelist(filename_corpsenamelist) + if (mdaily == 1) then + !!recordtime = 24 ! output interval is every 24 hours + recordtime = 1 ! output interval is once a day (daily timestep - mdh 3/21/2016) + else + !!recordtime = 8760 ! output interval is at the end of every year + recordtime = 365 ! output interval is at the end of every year (daily timestep - mdh 3/21/2016) + endif + + if (litter_option == 2) then + write(*,*) 'Distributing litter inputs into CORPSE litter and soil pools...' + else + write(*,*) 'Distributing litter inputs into CORPSE soil pools only...' + endif + + endif + + print *, 'calling casa_readphen' + call casa_readphen(filename_phen,mvt) + + print *, 'calling casa_init' + call casa_init(filename_cnpipool,mp,ms,mst) + + ! Call added here 6/28/2021 to retrieve myear for casafile%totYrCnt calculation below. + call GetMetNcFileDim(filename_cnpmet, ms, myear) + + if (casafile%iptToSave > 0) then + !casa_init must be called to initialize casamet before calling this subroutine + call WritePointFileHeaders(dirPtFile,mp) + endif + + if (isomModel == MIMICS) then + + print *, 'calling mimics_init' + call mimics_init(filename_mimicsipool,mp,ms,mst) + + else if (isomModel == CORPSE) then + + !call GetMetNcFileDim(filename_cnpmet, ms, myear) !new call to this subroutine is above for all models + + !! The allocation of output variables may need to be moved after met.nc file is read + !! to get the exact # simulation years. + if (initcasa < 2) then + maxSteps = mloop * 365 * myear ! myear = number of years in the met.nc file (daily time step - mdh 1/30/2018) + else + maxSteps = mloop * 365 * abs(tyear2 - tyear1 + 1) ! Assumes each transient year met.nc file has 365 days (daily time step - mdh 3/21/2016) + endif + print *, 'maxSteps =', maxSteps + call corpse_init(maxSteps, filename_corpseipool, mp, initcasa, rhizosphere_frac ) + + endif + + ! Indicate that CnppAn, the previous years's ANPP, has not been initialized. -mdh 3/9/2020 + casaflux%CnppAn(:) = -99.9 + + if (initcasa < 2) then + + !Non-transient run. One met.nc file is used for the entire simulation. + + print *, 'calling casacnpdriver' + casafile%iYrCnt = 0 ! number of years simulated so far + casafile%totYrCnt = myear * mloop ! Total number of years in this simulation + nctime = 0 + call casacnpdriver(filename_cnpmet,filename_cnpepool,filename_cnpflux, filename_ncOut, & + filename_mimicsepool, filename_ncOut_mimics, & + filename_corpseepool, filename_ncOut_corpse, & + mloop, mdaily, co2air, deltsoil, deltair, deltYr, nppMult, nctime) + !write(*,*) 'offline_casacnp: initcasa =', initcasa, '; myear =', myear, '; mloop =', mloop + else + + !Transient run. Read a different met.nc file each year, output to different NetCDF files each year. + + back = .true. + idx = index(filename_cnpmet, '.nc', back) ! start position of last occurrence of '.nc' (count starts at 1) + if (idx == 0) then + write(*,*) 'Error in transient met.nc file name: ', trim(filename_cnpmet) + write (*,*)'The name does not end with .nc extension. See file ', trim(filename_lst) + STOP + endif + + if (tyear1 > 9999 .or. tyear1 < 1 .or. tyear2 > 9999 .or. tyear2 < 1) then + write(*,*) 'Error specifying transient years. The range is 1-9999.' + write (*,*)'See file ', trim(filename_lst) + STOP + endif + + ! Allow transient years to be repeated. This is an alternative way to do a spinup run. -mdh 5/13/2017 + if (initcasa == 3) then + mreps = mloop + else + mreps = 1 + endif + mloop = 1 ! For transient runs, mloop=1 is the number of times to loop through each met.nc file. + + casafile%totYrCnt = mreps * (tyear2 - tyear1 + 1) ! Total number of years in this simulation + + do irep = 1, mreps + do ityear = tyear1, tyear2 + + casafile%iYrCnt = (irep-1)*(tyear2-tyear1+1) + (ityear-tyear1+1) + + ! Determine the name of the met.nc file to read by replacing the last 9 characters before ".nc" with + ! yyyy_yyyy, where yyyy is the value of ityear. + + write(syear,'(i4)') ityear ! copy the value of ityear to string syear + if (ityear .lt. 1000) then ! make sure syear is 4 digits, add leading zeros if necessary + syear(1:1) = '0' + endif + if (ityear .lt. 100) then + syear(2:2) = '0' + endif + if (ityear .lt. 10) then + syear(3:3) = '0' + endif + filename_cnpmet(idx-9:idx-6) = syear + filename_cnpmet(idx-4:idx-1) = syear + + !For transient runs, different output .nc files will be generated each year. + !Replace the last 4 characters before .nc, usually yyyy, with the value of ityear the NetCDF file name. + !Do this for filename_ncOut, filename_ncOut_mimics, filename_ncOut_corpse + + if (mreps == 1) then + !This is a normal transient run, so insert the calendar year in the output file names + call InsertYearInNcFileName(filename_ncOut, ityear) + call InsertYearInNcFileName(filename_ncOut_mimics, ityear) + call InsertYearInNcFileName(filename_ncOut_corpse, ityear) + nctime = ityear + else + !This is a repeated transient run, so insert the year count in the output file names + call InsertYearInNcFileName(filename_ncOut, casafile%iYrCnt) + call InsertYearInNcFileName(filename_ncOut_mimics, casafile%iYrCnt) + call InsertYearInNcFileName(filename_ncOut_corpse, casafile%iYrCnt) + nctime = casafile%iYrCnt + endif + + !! Since N dep is read from met.nc, no longer need annual filename_cnppoint file. -mdh 8/22/2016 + !! !For transient runs, read N deposition from filename_cnppoint each year! + !! !Replace the last 4 characters before .csv, usually yyyy, with the value of ityear in the output .csv file + !! idx2 = index(filename_cnppoint, '.csv', back) ! idx2 = start position of last occurrence of '.csv' (count starts at 1) + !! if (idx2 == 0) then + !! write(*,*) 'Error in transient file name: ', trim(filename_cnppoint) + !! write (*,*)'The name does not end with .csv extension. See file ', trim(filename_lst) + !! STOP + !! endif + !! filename_cnppoint(idx2-4:idx2-1) = syear + + print *, 'calling casa_readpoint for year ', syear + call casa_readpoint(filename_cnppoint,mvt) + + print *, 'calling casacnpdriver for transient run' + print *, ' filename_cnpmet =', filename_cnpmet + print *, ' filename_ncOut =', filename_ncOut + if (isomModel .eq. MIMICS) then + print *, ' filename_ncOut_mimics = ', filename_ncOut_mimics + endif + if (isomModel .eq. CORPSE) then + print *, ' filename_ncOut_corpse = ', filename_ncOut_corpse + endif + print *, ' filename_cnppoint = ', filename_cnppoint + + call casacnpdriver(filename_cnpmet,filename_cnpepool,filename_cnpflux,filename_ncOut, & + filename_mimicsepool, filename_ncOut_mimics, & + filename_corpseepool, filename_ncOut_corpse, & + mloop, mdaily, co2air, deltsoil, deltair, deltYr, nppMult, nctime) + enddo + enddo + endif + + close(10) + + print *, 'simulation completed' +101 format(a100) + +END PROGRAM offline_casacnp diff --git a/SOURCE_CODE/corpse_cycle.f90 b/SOURCE_CODE/corpse_cycle.f90 index 4af582b4..4a344fb6 100644 --- a/SOURCE_CODE/corpse_cycle.f90 +++ b/SOURCE_CODE/corpse_cycle.f90 @@ -49,12 +49,12 @@ SUBROUTINE corpse_delplant(mp,veg,casabiome,casapool,casaflux,casamet, TYPE (casa_flux), INTENT(INOUT) :: casaflux TYPE (casa_met), INTENT(INOUT) :: casamet - real, dimension(mp),INTENT(OUT) :: cleaf2met,cleaf2str,croot2met,croot2str,cwood2cwd, & + real(r_2), dimension(mp),INTENT(OUT) :: cleaf2met,cleaf2str,croot2met,croot2str,cwood2cwd, & nleaf2met,nleaf2str,nroot2met,nroot2str,nwood2cwd, & pleaf2met,pleaf2str,proot2met,proot2str,pwood2cwd, & cwd2co2,cwd2str ! Local Variables - integer :: npt,nL,nP,nland + integer :: npt casaflux%FluxCtolitter = 0.0 casaflux%FluxNtolitter = 0.0 @@ -120,7 +120,7 @@ SUBROUTINE corpse_soil(mp,idoy,cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,c ! Function Arguments integer, INTENT(IN) :: mp,idoy ! number of grid points, day of year !Daily Litter Inputs (gC/m2) - real, dimension(mp),INTENT(IN) :: cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2 + real(r_2), dimension(mp),INTENT(IN) :: cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2 ! Local Variables integer :: npt, ihr, jj, doy @@ -128,6 +128,8 @@ SUBROUTINE corpse_soil(mp,idoy,cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,c real :: zeroThreshold real :: air_filled_porosity real,dimension(mp) :: theta_liq, theta_frzn, fT, fW + real,dimension(nspecies) :: ftemp ! temporary array + real,dimension(mp,num_lyr,nspecies) :: soil_protected_produced ! C inputs into the protected soil carbon pool. ! Variables to hold the daily litter inputs from the CASACNP model real,dimension(nspecies):: daily_leaflitter_input @@ -139,6 +141,8 @@ SUBROUTINE corpse_soil(mp,idoy,cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,c theta_frzn(:) = 0.0 fT(:) = 0.0 fW(:) = 0.0 + ftemp(:) = 0.0 + soil_protected_produced(:,:,:) = 0.0 if (iptToSave_corpse > 0) then open(215,file=sPtFileNameCORPSE, access='APPEND') @@ -151,6 +155,7 @@ SUBROUTINE corpse_soil(mp,idoy,cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,c ! Only the daily_exudate_input(LABILE) value will be reset to non-zero value. -mdh 2/8/2017 daily_exudate_input(:) = 0 + IF(casamet%iveg2(npt) /= icewater) THEN ! Ben said that theta_liq is actually fraction of water-filled pore space, not volumetric swc. -mdh 2/27/2017 @@ -242,6 +247,7 @@ SUBROUTINE corpse_soil(mp,idoy,cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,c rhizosphere_frac) enddo + ! HOURLY !!do ihr = 1, NHOURS - commented out to run daily (-mdh 3/21/2016) @@ -264,7 +270,6 @@ SUBROUTINE corpse_soil(mp,idoy,cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,c (theta_liq(npt)**3+0.001)*max((air_filled_porosity)**pt(npt)%soil(jj)%gas_diffusion_exp, & pt(npt)%soil(jj)%min_anaerobic_resp_factor)) fT(npt) = 0.0 ! placeholder for future output variable, if needed - call update_pool(pool=pt(npt)%soil(jj), & T=T, & theta_liq=theta_liq(npt),& @@ -285,6 +290,10 @@ SUBROUTINE corpse_soil(mp,idoy,cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,c npt=npt, & doy=idoy, & hr=ihr) + ! Save the value of pt(npt)%protected_produced because it will be set to zero for litter layer (below). -mdh 12/3/2018 + soil_protected_produced(npt,jj,LABILE) = pt(npt)%protected_produced(LABILE) + soil_protected_produced(npt,jj,RECALCTRNT) = pt(npt)%protected_produced(RECALCTRNT) + soil_protected_produced(npt,jj,DEADMICRB) = pt(npt)%protected_produced(DEADMICRB) enddo ! Update using casamet%frznmoistavg(npt) variable. -mdh 3/13/2107 @@ -314,6 +323,7 @@ SUBROUTINE corpse_soil(mp,idoy,cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,c doy=idoy, & hr=ihr) + !!enddo ! End hourly loop @@ -336,36 +346,53 @@ SUBROUTINE corpse_soil(mp,idoy,cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,c end if do npt=1,mp - - !Record the output if time step matches recording step - if (mod(timestep,recordtime) .eq. 0) then + +! IF(casamet%iveg2(npt) /= icewater) THEN + + !Record the output if time step matches recording step + if (mod(timestep,recordtime) .eq. 0) then + + do jj=1,num_lyr + ftemp(1) = soil_protected_produced(npt,jj,LABILE) + ftemp(2) = soil_protected_produced(npt,jj,RECALCTRNT) + ftemp(3) = soil_protected_produced(npt,jj,DEADMICRB) + !call save_output_line(pt(npt)%soil(jj), pt(npt)%soil_outputs(jj), casamet%moistavg(npt), casamet%tsoilavg(npt)) +! if (ftemp(1) > 0.99) then +! WRITE (*,*) 'WARNING(3): npt =', npt, 'doy =',doy +! WRITE (*,*) 'corpse_soil: protected_produced(LABILE) = ', ftemp(1) +! stop +! endif + call save_output_line(pt(npt)%soil(jj), pt(npt)%soil_outputs(jj), theta_liq(npt), & + theta_frzn(npt), fT(npt), fW(npt), casamet%tsoilavg(npt), ftemp, doy) + enddo + !call save_output_line(pt(npt)%litterlayer, pt(npt)%litterlayer_outputs, casamet%moistavg(npt), casamet%tsoilavg(npt)) + ftemp = 0.0 + call save_output_line(pt(npt)%litterlayer, pt(npt)%litterlayer_outputs, theta_liq(npt), & + theta_frzn(npt), fT(npt), fW(npt), casamet%tsoilavg(npt), ftemp, doy) + + if (casamet%ijgcm(npt) .eq. iptToSave_corpse) then + !ATTENTION: TO DO + !write(*,*) 'litterlayer_totalC(', npt, ')= ', & + ! pt(npt)%litterlayer_outputs%totalC(pt(npt)%litterlayer_outputs%linesWritten) + !write(*,*) 'soil_totalC(', npt, ')= ', & + ! pt(npt)%soil_outputs(1)%totalC(pt(npt)%soil_outputs(1)%linesWritten) + endif + endif + + ! Accumulate C pools and fluxes every day do jj=1,num_lyr - !call save_output_line(pt(npt)%soil(jj), pt(npt)%soil_outputs(jj), casamet%moistavg(npt), casamet%tsoilavg(npt)) - call save_output_line(pt(npt)%soil(jj), pt(npt)%soil_outputs(jj), theta_liq(npt), & - theta_frzn(npt), fT(npt), fW(npt), casamet%tsoilavg(npt), doy) + ftemp(1) = soil_protected_produced(npt,jj,LABILE) + ftemp(2) = soil_protected_produced(npt,jj,RECALCTRNT) + ftemp(3) = soil_protected_produced(npt,jj,DEADMICRB) + call corpse_caccum(pt(npt)%soil(jj), pt(npt)%soil_outputs(jj), theta_liq(npt), theta_frzn(npt), & + fT(npt), fW(npt), casamet%tsoilavg(npt), ftemp, doy, casamet%ijgcm(npt)) enddo - !call save_output_line(pt(npt)%litterlayer, pt(npt)%litterlayer_outputs, casamet%moistavg(npt), casamet%tsoilavg(npt)) - call save_output_line(pt(npt)%litterlayer, pt(npt)%litterlayer_outputs, theta_liq(npt), & - theta_frzn(npt), fT(npt), fW(npt), casamet%tsoilavg(npt), doy) - - if (casamet%ijgcm(npt) .eq. iptToSave_corpse) then - !ATTENTION: TO DO - !write(*,*) 'litterlayer_totalC(', npt, ')= ', & - ! pt(npt)%litterlayer_outputs%totalC(pt(npt)%litterlayer_outputs%linesWritten) - !write(*,*) 'soil_totalC(', npt, ')= ', & - ! pt(npt)%soil_outputs(1)%totalC(pt(npt)%soil_outputs(1)%linesWritten) - endif - endif - - ! Accumulate C pools and fluxes every day - do jj=1,num_lyr - call corpse_caccum(pt(npt)%soil(jj), pt(npt)%soil_outputs(jj), theta_liq(npt), theta_frzn(npt), & - fT(npt), fW(npt), casamet%tsoilavg(npt), doy, casamet%ijgcm(npt)) - enddo - call corpse_caccum(pt(npt)%litterlayer, pt(npt)%litterlayer_outputs, theta_liq(npt), theta_frzn(npt), & - fT(npt), fW(npt), casamet%tsoilavg(npt), doy, casamet%ijgcm(npt)) + ftemp = 0.0 + call corpse_caccum(pt(npt)%litterlayer, pt(npt)%litterlayer_outputs, theta_liq(npt), theta_frzn(npt), & + fT(npt), fW(npt), casamet%tsoilavg(npt), ftemp, doy, casamet%ijgcm(npt)) - enddo +! END IF + END DO end SUBROUTINE corpse_soil diff --git a/SOURCE_CODE/corpse_inout.f90 b/SOURCE_CODE/corpse_inout.f90 index dc51142f..807fbf7c 100644 --- a/SOURCE_CODE/corpse_inout.f90 +++ b/SOURCE_CODE/corpse_inout.f90 @@ -12,7 +12,7 @@ ! SUBROUTINE save_output_line - records carbon sums from one pool into the output data container ! for that pool ! SUBROUTINE corpse_caccum - accumulate daily C fluxes and pool values and annual mean each year -! SUBROUTINE WritePointCORPSE - write all saved output variables for a sigle point to .csv file +! SUBROUTINE WritePointCORPSE - write all saved output variables for a single point to .csv file ! SUBROUTINE corpse_poolfluxout - write all saved output variables for the entire grid to restart ! .csv output file for the final time saved. ! SUBROUTINE InitPoolFluxNcFile_corpse - define dimensions and variables for the NetCDF output file @@ -50,7 +50,7 @@ SUBROUTINE corpse_init(maxSteps, filename_corpseipool, mp, initcasaVal) integer, INTENT(IN) :: maxSteps, mp, initcasaVal !Local Variables - integer :: lyr, ipt, ii, jj, tcnt, ijgcm, ivtz + integer :: lyr, ipt, ii, tcnt, ijgcm, ivtz real :: ftime, latz, lonz real :: litter_litterC(nspecies), litter_protectedC(nspecies) real :: soil_litterC(nspecies), soil_protectedC(nspecies) @@ -86,6 +86,7 @@ SUBROUTINE corpse_init(maxSteps, filename_corpseipool, mp, initcasaVal) ! Qmax now depends on clay content. -mdh 3/23/2017 ! Qmax_clay in mgC/kg soil from Mayes et al 2012, converted to g/m3 using solid density of 2650 kg/m3 + ! Checking units: mgC/kg * 2650 kg/m3 * 0.000001 kgC/mgC = kgC/m3 (not gC/m3) -mdh 7/23/2018 (correct?). clay = soil%clay(ii)*100.0 ! clay (%) porosity = soil%ssat(ii) ! porosity (0.0-1.0) if(clay .le. 0.0) then @@ -309,7 +310,7 @@ SUBROUTINE initialize_outputs(maxSteps, outputs) outputs%CO2(ntimes), & outputs%Rtot(nspecies,ntimes), & outputs%time(ntimes), & - outputs%protectedprod(nspecies,ntimes), & + outputs%protectedProd(nspecies,ntimes), & outputs%Ts(ntimes), & outputs%thetaLiq(ntimes), & outputs%thetaFrzn(ntimes), & @@ -328,7 +329,8 @@ SUBROUTINE initialize_outputs(maxSteps, outputs) outputs%thetaLiqAn(ntimes), & outputs%thetaFrznAn(ntimes), & outputs%fTAn(ntimes), & - outputs%fWAn(ntimes)) + outputs%fWAn(ntimes), & + outputs%protectedProdAn(nspecies,ntimes)) outputs%litterC=0.0 outputs%protectedC=0.0 @@ -337,7 +339,7 @@ SUBROUTINE initialize_outputs(maxSteps, outputs) outputs%CO2=0.0 outputs%totalC=0.0 outputs%Rtot=0.0 - outputs%protectedprod=0.0 + outputs%protectedProd=0.0 outputs%time=0.0 outputs%linesWritten=0 outputs%ncohorts=0 @@ -359,7 +361,8 @@ SUBROUTINE initialize_outputs(maxSteps, outputs) outputs%thetaLiqAn = 0.0 outputs%thetaFrznAn = 0.0 outputs%fTAn = 0.0 - outputs%fWAn = 0.0 + outputs%fWAn = 0.0 + outputs%protectedProdAn=0.0 END SUBROUTINE initialize_outputs @@ -376,7 +379,7 @@ SUBROUTINE free_outputs(outputs) deallocate(outputs%litterC,& outputs%protectedC,& outputs%livingMicrobC,& - outputs%CO2,outputs%Rtot,outputs%time,outputs%protectedprod,& + outputs%CO2,outputs%Rtot,outputs%time,outputs%protectedProd,& outputs%Ts,outputs%thetaLiq,outputs%thetaFrzn,outputs%fT,outputs%fW, & outputs%ncohorts,outputs%totalC,outputs%doy) @@ -385,7 +388,7 @@ SUBROUTINE free_outputs(outputs) outputs%livingMicrobCan,& outputs%CO2an,outputs%timeAn,& outputs%TsAn,outputs%thetaLiqAn,outputs%thetaFrznAn,outputs%fTAn,outputs%fWAn, & - outputs%totalCan) + outputs%totalCan,outputs%protectedProdAn) END SUBROUTINE free_outputs @@ -394,16 +397,17 @@ END SUBROUTINE free_outputs ! Records carbon sums from one pool into the output data container for that pool ! No values are written to a file here. ! -SUBROUTINE save_output_line(pool,outputs,thetaLiq_soil,thetaFrzn_soil,fT_soil,fW_soil,Tsoil,doy) +SUBROUTINE save_output_line(pool,outputs,thetaLiq_soil,thetaFrzn_soil,fT_soil,fW_soil,Tsoil,protected_produced,doy) USE corpsevariable USE corpse_soil_carbon implicit none !Subroutine arguments - type(soil_carbon_pool) :: pool - type(outputvars) :: outputs - real, intent(in) :: thetaLiq_soil, thetaFrzn_soil, fT_soil, fW_soil, Tsoil - integer, intent(in) :: doy ! Day of Year -mdh 5/14/2018 + type(soil_carbon_pool) :: pool + type(outputvars) :: outputs + real, intent(in) :: thetaLiq_soil, thetaFrzn_soil, fT_soil, fW_soil, Tsoil + integer, intent(in) :: doy ! Day of Year -mdh 5/14/2018 + real,intent(in) :: protected_produced(nspecies) ! protected C produced -mdh 12/3/2018 !Local Variables integer :: line,ncohorts @@ -449,7 +453,11 @@ SUBROUTINE save_output_line(pool,outputs,thetaLiq_soil,thetaFrzn_soil,fT_soil,fW outputs%thetaLiq(line)=thetaLiq_soil outputs%thetaFrzn(line)=thetaFrzn_soil outputs%fT(line)=fT_soil - outputs%fW(line)=fW_soil + outputs%fW(line)=fW_soil + outputs%protectedProd(LABILE,line)=protected_produced(LABILE) + outputs%protectedProd(RECALCTRNT,line)=protected_produced(RECALCTRNT) + outputs%protectedProd(DEADMICRB,line)=protected_produced(DEADMICRB) + !write(*,*) 'save_output_line: protected_produced=' , line, protected_produced outputs%ncohorts(line)=ncohorts outputs%linesWritten=outputs%linesWritten+1 @@ -460,7 +468,7 @@ END SUBROUTINE save_output_line ! to compute annual mean values each simulation year. ! No values are written to a file here. ! -SUBROUTINE corpse_caccum(pool,outputs,thetaLiq_soil,thetaFrzn_soil,fT_soil,fW_soil,Tsoil,doy,ipt) +SUBROUTINE corpse_caccum(pool,outputs,thetaLiq_soil,thetaFrzn_soil,fT_soil,fW_soil,Tsoil,protected_produced,doy,ipt) USE corpsevariable USE corpse_soil_carbon implicit none @@ -468,7 +476,8 @@ SUBROUTINE corpse_caccum(pool,outputs,thetaLiq_soil,thetaFrzn_soil,fT_soil,fW_so !Subroutine arguments type(soil_carbon_pool) :: pool type(outputvars) :: outputs - real, intent(in) :: thetaLiq_soil, thetaFrzn_soil, fT_soil, fW_soil, Tsoil + real, intent(in) :: thetaLiq_soil, thetaFrzn_soil, fT_soil, fW_soil, Tsoil + real, intent(in) :: protected_produced(nspecies) integer, intent(in) :: doy ! Day of Year integer, intent(in) :: ipt @@ -509,7 +518,10 @@ SUBROUTINE corpse_caccum(pool,outputs,thetaLiq_soil,thetaFrzn_soil,fT_soil,fW_so outputs%litterCan(LABILE,nYear) = outputs%litterCan(LABILE,nYear) + fastC outputs%litterCan(RECALCTRNT,nYear) = outputs%litterCan(RECALCTRNT,nYear) + slowC - outputs%litterCan(DEADMICRB,nYear) = outputs%litterCan(DEADMICRB,nYear) + deadmicC + outputs%litterCan(DEADMICRB,nYear) = outputs%litterCan(DEADMICRB,nYear) + deadmicC + outputs%protectedProdAn(LABILE,nYear) = outputs%protectedProdAn(LABILE,nYear) + protected_produced(LABILE) + outputs%protectedProdAn(RECALCTRNT,nYear) = outputs%protectedProdAn(RECALCTRNT,nYear) + protected_produced(RECALCTRNT) + outputs%protectedProdAn(DEADMICRB,nYear) = outputs%protectedProdAn(DEADMICRB,nYear) + protected_produced(DEADMICRB) outputs%livingMicrobCan(nYear) = outputs%livingMicrobCan(nYear) + liveMicrobeC @@ -521,8 +533,9 @@ SUBROUTINE corpse_caccum(pool,outputs,thetaLiq_soil,thetaFrzn_soil,fT_soil,fW_so outputs%timeAn(nYear) = nYear if (doy == 365) then + ! Compute annual average POOL values. outputs%protectedCan(:,nYear) = outputs%protectedCan(:,nYear) / 365 - outputs%litterCan(:,nYear) = outputs%litterCan(:,nYear) / 365 + outputs%litterCan(:,nYear) = outputs%litterCan(:,nYear) / 365 outputs%livingMicrobCan(nYear) = outputs%livingMicrobCan(nYear) / 365 outputs%TsAn(nYear) = outputs%TsAn(nYear) / 365 outputs%thetaLiqAn(nYear) = outputs%thetaLiqAn(nYear) / 365 @@ -532,7 +545,7 @@ SUBROUTINE corpse_caccum(pool,outputs,thetaLiq_soil,thetaFrzn_soil,fT_soil,fW_so outputs%totalCan(nYear) = sum(outputs%protectedCan(:,nYear)) + sum(outputs%litterCan(:,nYear)) & + outputs%livingMicrobCan(nYear) if (nYear > 1) then - outputs%CO2an(nYear) = outputs%CO2(nYear) - outputs%CO2(nYear-1) ! outputs%CO2 is an accumulators + outputs%CO2an(nYear) = outputs%CO2(nYear) - outputs%CO2(nYear-1) ! outputs%CO2 is an accumulator else outputs%CO2an(nYear) = outputs%CO2(nYear) endif @@ -555,7 +568,7 @@ END SUBROUTINE corpse_caccum ! Write ALL SAVED output variables and ALL SAVED timesteps for A SINGLE POINT .csv file filenamePtCORPSE. ! Number of timesteps saved is determined by recordtime set in program offline_casacnp ! -SUBROUTINE WritePointCORPSE(filenamePtCORPSE,iptToSaveIndx,mp) +SUBROUTINE WritePointCORPSE(filenamePtCORPSE,iptToSaveIndx) USE casavariable USE define_types USE corpsevariable @@ -564,7 +577,7 @@ SUBROUTINE WritePointCORPSE(filenamePtCORPSE,iptToSaveIndx,mp) !Subroutine arguments character(len=100), INTENT(IN) :: filenamePtCORPSE - integer,intent(in):: iptToSaveIndx, mp + integer,intent(in):: iptToSaveIndx !Local Variables integer::ilyr, i, ipt @@ -581,7 +594,7 @@ SUBROUTINE WritePointCORPSE(filenamePtCORPSE,iptToSaveIndx,mp) write(215,'(a53)',advance='no') 'litter_protect(RECALCTRNT),litter_protect(DEADMICRB),' write(215,'(a80)',advance='no') 'litter_livingMicrobe,litter_CO2,soil_unprotect(1.LABILE),soil_unprotect(1.slow),' write(215,'(a78)',advance='no') 'soil_unprotect(1.DEADMICRB),soil_protect(1.LABILE),soil_protect(1.RECALCTRNT),' - write(215,'(a53)',advance='yes')'soil_protect(1.DEADMICRB),soil_livingMicrobe,soil_CO2,' + write(215,'(a68)',advance='yes')'soil_protect(1.DEADMICRB),soil_livingMicrobe,soil_CO2,protectedProd,' ipt = iptToSaveIndx do i= 1, pt(ipt)%litterlayer_outputs%linesWritten @@ -610,13 +623,14 @@ SUBROUTINE WritePointCORPSE(filenamePtCORPSE,iptToSaveIndx,mp) pt(ipt)%soil_outputs(ilyr)%protectedC(RECALCTRNT,i), & pt(ipt)%soil_outputs(ilyr)%protectedC(DEADMICRB,i), & pt(ipt)%soil_outputs(ilyr)%livingMicrobC(i), & - pt(ipt)%soil_outputs(ilyr)%CO2(i) + pt(ipt)%soil_outputs(ilyr)%CO2(i), & + sum(pt(ipt)%soil_outputs(ilyr)%protectedProd(:,i)) enddo close(215) 91 format(3(i6,','),3(f8.4,','),i6,',',9(f18.6,',')) -92 format(8(f18.6,',')) +92 format(9(f18.6,',')) if (verbose .ge. 0) print *, "Done writing output to file ", trim(filenamePtCORPSE), "..." @@ -822,10 +836,10 @@ SUBROUTINE InitPoolFluxNcFile_corpse(filename_ncOut,ntimes,mdaily) !Local Variables character*100 :: attr_name ! String for assigning global and variable attributes - character*100 :: attr_units ! String for assigning global and variable attributes + character*100 :: attr_units ! String for assigning global and variable attributes character*10 :: date_string ! String for assigning date to global attributes character*8 :: time_string ! String for assigning time to global attributes - integer :: dims(3) ! Array of NetCDF dimension IDs for defining variables + integer :: dims(3) ! Array of NetCDF dimension IDs for defining variables character*10 :: cunits = 'g C m-2' ! C pool units integer :: status @@ -1078,22 +1092,36 @@ SUBROUTINE InitPoolFluxNcFile_corpse(filename_ncOut,ntimes,mdaily) if (status /= nf_noerr) call handle_err(status, "nf_def_var(Soil_CO2)") if (mdaily == 1) then attr_name = 'Soil CO2-C produced/day' + attr_units = 'g C m-2 day-1' else attr_name = 'Mean annual soil CO2-C produced' + attr_units = 'g C m-2 yr-1' endif - attr_units = cunits call PutVariableAttributeDouble(ncid_corpse, varids%soil_CO2id, attr_name, attr_units, MISSING_VALUE) - + ! Heterotrophic litter layer respiration status=nf_def_var(ncid_corpse,'LitterLayer_CO2',NF_DOUBLE,3,dims,varids%litter_CO2id) if (status /= nf_noerr) call handle_err(status, "nf_def_var(LitterLayer_CO2)") if (mdaily == 1) then - attr_name = 'Litter layer CO2-C produced/day' + attr_name = 'Litter layer CO2-C produced/day' + attr_units = 'g C m-2 day-1' else - attr_name = 'Mean annual litter layer CO2-C produced' + attr_name = 'Mean annual litter layer CO2-C produced' + attr_units = 'g C m-2 yr-1' endif - attr_units = cunits - call PutVariableAttributeDouble(ncid_corpse, varids%litter_CO2id, attr_name, attr_units, MISSING_VALUE) + call PutVariableAttributeDouble(ncid_corpse, varids%litter_CO2id, attr_name, attr_units, MISSING_VALUE) + + ! Inputs to protected soil + status=nf_def_var(ncid_corpse,'protectedProd',NF_DOUBLE,3,dims,varids%protectedProdid) + if (status /= nf_noerr) call handle_err(status, "nf_def_var(protectedProd)") + if (mdaily == 1) then + attr_name = 'C inputs to protected soil pool/day' + attr_units = 'g C m-2 day-1' + else + attr_name = 'C inputs to protected soil pool/year' + attr_units = 'g C m-2 yr-1' + endif + call PutVariableAttributeDouble(ncid_corpse, varids%protectedProdid, attr_name, attr_units, MISSING_VALUE) ! Living litter layer microbe carbon status=nf_def_var(ncid_corpse,'LitterLayer_LiveMicrobeC',NF_DOUBLE,3,dims,varids%litter_livingmicrobeid) @@ -1211,22 +1239,22 @@ END SUBROUTINE InitPoolFluxNcFile_corpse !!! real(8), allocatable :: landarea(:,:) ! landarea(nlon,nlat) km^2 !!! real(8), allocatable :: var1(:,:,:) ! gridded output variable !!! real(8), allocatable :: var2(:,:,:) ! gridded output variable -!!! real(8), allocatable :: var3(:,:,:) ! gridded output variable -!!! real(8), allocatable :: var4(:,:,:) ! gridded output variable -!!! real(8), allocatable :: var5(:,:,:) ! gridded output variable -!!! real(8), allocatable :: var6(:,:,:) ! gridded output variable -!!! real(8), allocatable :: var7(:,:,:) ! gridded output variable -!!! real(8), allocatable :: var8(:,:,:) ! gridded output variable -!!! real(8), allocatable :: var9(:,:,:) ! gridded output variable -!!! real(8), allocatable :: var10(:,:,:) ! gridded output variable +!!! real(8), allocatable :: var3(:,:,:) ! gridded output variable +!!! real(8), allocatable :: var4(:,:,:) ! gridded output variable +!!! real(8), allocatable :: var5(:,:,:) ! gridded output variable +!!! real(8), allocatable :: var6(:,:,:) ! gridded output variable +!!! real(8), allocatable :: var7(:,:,:) ! gridded output variable +!!! real(8), allocatable :: var8(:,:,:) ! gridded output variable +!!! real(8), allocatable :: var9(:,:,:) ! gridded output variable +!!! real(8), allocatable :: var10(:,:,:) ! gridded output variable !!! !!! if (verbose .ge. 0) print *, "Writing output to file ", trim(filename_ncOut), "..." !!! !!! Output these variables in NetCDF file: -!!! veg%iveg(npt) - IGBP PFTs -!!! casamet%lat(npt) - latitudes -!!! casamet%lon(npt) - longitudes -!!! casamet%areacell(npt)*(1.0e-6) - landarea (km^2) +!!! veg%iveg(npt) - IGBP PFTs +!!! casamet%lat(npt) - latitudes +!!! casamet%lon(npt) - longitudes +!!! casamet%areacell(npt)*(1.0e-6) - landarea (km^2) !!! Carbon Fluxes and Pools !!! Convert units from kg C m-2 to g C m-2 !!! @@ -1439,7 +1467,7 @@ SUBROUTINE WritePoolFluxNcFile_corpse(filename_ncOut, litter_outputs, soil_outpu character*(*),intent(in) :: filename_ncOut type(outputvars),intent(in):: litter_outputs, soil_outputs(:) integer,intent(in) :: mp, ntime1, ntime2 - integer,intent(in) :: mdaily ! 1 if output is daily, 0 if output is annual + integer,intent(in) :: mdaily ! 1 if output is daily, 0 if output is annual integer,intent(in) :: year ! calendar year simulation time !Local Variables @@ -1456,23 +1484,24 @@ SUBROUTINE WritePoolFluxNcFile_corpse(filename_ncOut, litter_outputs, soil_outpu real(8), allocatable :: landarea(:,:) ! landarea(nlon,nlat) km^2 real(8), allocatable :: var1(:,:,:) ! gridded output variable real(8), allocatable :: var2(:,:,:) ! gridded output variable - real(8), allocatable :: var3(:,:,:) ! gridded output variable - real(8), allocatable :: var4(:,:,:) ! gridded output variable - real(8), allocatable :: var5(:,:,:) ! gridded output variable - real(8), allocatable :: var6(:,:,:) ! gridded output variable - real(8), allocatable :: var7(:,:,:) ! gridded output variable - real(8), allocatable :: var8(:,:,:) ! gridded output variable - real(8), allocatable :: var9(:,:,:) ! gridded output variable - real(8), allocatable :: var10(:,:,:) ! gridded output variable - real(8), allocatable :: var11(:,:,:) ! gridded output variable + real(8), allocatable :: var3(:,:,:) ! gridded output variable + real(8), allocatable :: var4(:,:,:) ! gridded output variable + real(8), allocatable :: var5(:,:,:) ! gridded output variable + real(8), allocatable :: var6(:,:,:) ! gridded output variable + real(8), allocatable :: var7(:,:,:) ! gridded output variable + real(8), allocatable :: var8(:,:,:) ! gridded output variable + real(8), allocatable :: var9(:,:,:) ! gridded output variable + real(8), allocatable :: var10(:,:,:) ! gridded output variable + real(8), allocatable :: var11(:,:,:) ! gridded output variable + real(8), allocatable :: var12(:,:,:) ! gridded output variable if (verbose .ge. 0) print *, "Writing output to file ", trim(filename_ncOut), "..." ! Output these variables in NetCDF file: -! veg%iveg(npt) - IGBP PFTs -! casamet%lat(npt) - latitudes -! casamet%lon(npt) - longitudes -! casamet%areacell(npt)*(1.0e-6) - landarea (km^2) +! veg%iveg(npt) - IGBP PFTs +! casamet%lat(npt) - latitudes +! casamet%lon(npt) - longitudes +! casamet%areacell(npt)*(1.0e-6) - landarea (km^2) ! Carbon Fluxes and Pools ! Convert units from kg C m-2 to g C m-2 @@ -1527,7 +1556,7 @@ SUBROUTINE WritePoolFluxNcFile_corpse(filename_ncOut, litter_outputs, soil_outpu if (status /= nf_noerr) call handle_err(status, "put_var(clmgrid%cellid)") ! Define start3 and count3 for record variables (those with unlimited time dimension) -! Write up to 10 output variables at a time +! Write up to 12 output variables at a time start3 = (/ 1, 1, 1 /) @@ -1545,7 +1574,8 @@ SUBROUTINE WritePoolFluxNcFile_corpse(filename_ncOut, litter_outputs, soil_outpu allocate(var8(1:clmgrid%nlon,1:clmgrid%nlat,1:ntimes)) allocate(var9(1:clmgrid%nlon,1:clmgrid%nlat,1:ntimes)) allocate(var10(1:clmgrid%nlon,1:clmgrid%nlat,1:ntimes)) - allocate(var11(1:clmgrid%nlon,1:clmgrid%nlat,1:num_lyr)) + allocate(var11(1:clmgrid%nlon,1:clmgrid%nlat,1:ntimes)) + allocate(var12(1:clmgrid%nlon,1:clmgrid%nlat,1:num_lyr)) IGBP_PFT(:,:) = MISSING_INT @@ -1561,6 +1591,7 @@ SUBROUTINE WritePoolFluxNcFile_corpse(filename_ncOut, litter_outputs, soil_outpu var9(:,:,:) = MISSING_VALUE var10(:,:,:) = MISSING_VALUE var11(:,:,:) = MISSING_VALUE + var12(:,:,:) = MISSING_VALUE do npt = 1, mp @@ -1664,6 +1695,7 @@ SUBROUTINE WritePoolFluxNcFile_corpse(filename_ncOut, litter_outputs, soil_outpu var9(:,:,:) = MISSING_VALUE var10(:,:,:) = MISSING_VALUE var11(:,:,:) = MISSING_VALUE + var12(:,:,:) = MISSING_VALUE do npt = 1, mp ilon = casamet%ilon(npt) @@ -1692,6 +1724,9 @@ SUBROUTINE WritePoolFluxNcFile_corpse(filename_ncOut, litter_outputs, soil_outpu var8(ilon,ilat,itime) = pt(npt)%soil_outputs(ilyr)%thetaLiq(itime+ntime1-1) var9(ilon,ilat,itime) = pt(npt)%soil_outputs(ilyr)%thetaFrzn(itime+ntime1-1) var10(ilon,ilat,itime) = pt(npt)%soil_outputs(ilyr)%fW(itime+ntime1-1) + var11(ilon,ilat,itime) = 1000.0*(pt(npt)%soil_outputs(ilyr)%protectedProd(LABILE,itime+ntime1-1) & + + pt(npt)%soil_outputs(ilyr)%protectedProd(RECALCTRNT,itime+ntime1-1) & + + pt(npt)%soil_outputs(ilyr)%protectedProd(DEADMICRB,itime+ntime1-1)) else var1(ilon,ilat,itime) = 1000.0*pt(npt)%soil_outputs(ilyr)%livingMicrobCan(itime+ntime1-1) var2(ilon,ilat,itime) = 1000.0*pt(npt)%litterlayer_outputs%livingMicrobCan(itime+ntime1-1) @@ -1703,10 +1738,13 @@ SUBROUTINE WritePoolFluxNcFile_corpse(filename_ncOut, litter_outputs, soil_outpu var7(ilon,ilat,itime) = pt(npt)%soil_outputs(ilyr)%TsAn(itime+ntime1-1) var8(ilon,ilat,itime) = pt(npt)%soil_outputs(ilyr)%thetaLiqAn(itime+ntime1-1) var9(ilon,ilat,itime) = pt(npt)%soil_outputs(ilyr)%thetaFrznAn(itime+ntime1-1) - var10(ilon,ilat,itime) = pt(npt)%soil_outputs(ilyr)%fWAn(itime+ntime1-1) + var10(ilon,ilat,itime) = pt(npt)%soil_outputs(ilyr)%fWAn(itime+ntime1-1) + var11(ilon,ilat,itime) = 1000.0*(pt(npt)%soil_outputs(ilyr)%protectedProdAn(LABILE,itime+ntime1-1) & + + pt(npt)%soil_outputs(ilyr)%protectedProdAn(RECALCTRNT,itime+ntime1-1) & + + pt(npt)%soil_outputs(ilyr)%protectedProdAn(DEADMICRB,itime+ntime1-1)) endif enddo - var11(ilon,ilat,ilyr) = pt(npt)%z(ilyr) + pt(npt)%dz(ilyr) + var12(ilon,ilat,ilyr) = pt(npt)%z(ilyr) + pt(npt)%dz(ilyr) enddo @@ -1742,15 +1780,18 @@ SUBROUTINE WritePoolFluxNcFile_corpse(filename_ncOut, litter_outputs, soil_outpu status = nf_put_var(ncid_corpse, varids%fWid, var10, start3, count3) if (status /= nf_noerr) call handle_err(status, "put_var(fWid)") + + status = nf_put_var(ncid_corpse, varids%protectedProdid, var11, start3, count3) + if (status /= nf_noerr) call handle_err(status, "put_var(protectedProdid)") - status = nf_put_var(ncid_corpse, varids%depthid, var11, start3, count3) + status = nf_put_var(ncid_corpse, varids%depthid, var12, start3, count3) if (status /= nf_noerr) call handle_err(status, "put_var(depthid)") status=nf_close(ncid_corpse) if(status .ne. NF_NOERR) STOP 'NetCDF file close failed' - deallocate(var1,var2,var3,var4,var5,var6,var7,var8,var9,var10,var11,landarea) + deallocate(var1,var2,var3,var4,var5,var6,var7,var8,var9,var10,var11,var12,landarea) if (verbose .ge. 0) print *, "Done writing output to file ", trim(filename_ncOut), "..." diff --git a/SOURCE_CODE/corpse_soil_carbon.f90 b/SOURCE_CODE/corpse_soil_carbon.f90 index 4fbf0ba2..36aed101 100644 --- a/SOURCE_CODE/corpse_soil_carbon.f90 +++ b/SOURCE_CODE/corpse_soil_carbon.f90 @@ -94,7 +94,7 @@ module corpse_soil_carbon integer,parameter::RHIZ=1,BULK=2 !---- namelist --------------------------------------------------------------- -real,dimension(nspecies) :: Ea=(/37e3,54e3,50e3/) !Activation energy (kJ/mol) +real,dimension(nspecies) :: Ea=(/37e3,54e3,50e3/) !Activation energy (J/mol) real,dimension(nspecies) :: vmaxref=(/4500e0,25e0,600e0/) !Vmax at reference temperature (yr-1) real,dimension(nspecies) :: kC=(/0.01,0.01,0.01/) !Michaelis-Menton C parameter (dimensionless) real :: Tmic=0.25 !Microbial turnover rate (yr-1) @@ -343,12 +343,12 @@ subroutine update_pool(pool,T,theta_liq,air_filled_porosity,liquid_water,frozen_ Prate_limited,dt,tempresp,temp_deadmic,temp_protected,temp_protected_turnover_rate,tempCO2) IF (.NOT. check_cohort(pool%litterCohorts(n))) THEN if(present(badCohort)) badCohort=n - WRITE (*,*),'UPDATE_POOL: Cohort',n,'of',size(pool%litterCohorts),'bad' + WRITE (*,*) 'UPDATE_POOL: Cohort',n,'of',size(pool%litterCohorts),'bad' call print_cohort(pool%litterCohorts(n)) - WRITE (*,*),'Dissolved carbon =',pool%dissolved_carbon - WRITE (*,*),'Latest respiration:',tempResp*dt - WRITE (*,*),'Previous unprotected C:',prevC - WRITE (*,*),'npt =', npt, 'doy =',doy, 'hour = ', hr + WRITE (*,*) 'Dissolved carbon =',pool%dissolved_carbon + WRITE (*,*) 'Latest respiration:',tempResp*dt + WRITE (*,*) 'Previous unprotected C:',prevC + WRITE (*,*) 'npt =', npt, 'doy =',doy, 'hour = ', hr if (.NOT. present(badCohort)) call error_mesg('Update_pool','Bad cohort',FATAL) ENDIF @@ -359,6 +359,11 @@ subroutine update_pool(pool,T,theta_liq,air_filled_porosity,liquid_water,frozen_ CO2prod=CO2prod+tempCO2 ENDDO + if (protected_produced(1) > 0.99) then + WRITE (*,*) 'WARNING: npt =', npt, 'doy =',doy + WRITE (*,*) 'UPDATE_POOL: protected_produced(1) = ', protected_produced(1) + endif + fast_C_loss_rate=resp(1) slow_C_loss_rate=resp(2) deadmic_C_loss_rate=resp(3) @@ -575,26 +580,26 @@ subroutine print_cohort(cohort) implicit none type(litterCohort)::cohort - WRITE (*,*),'----------------' - WRITE (*,*),'Original C =',cohort%originalLitterC - WRITE (*,*),'Unprotected C=',cohort%litterC - WRITE (*,*),'Living microbial C =',cohort%livingMicrobeC - !WRITE (*,*),'Microbial products =',cohort%microbProdC - WRITE (*,*),'Protected C =',cohort%protectedC - - !WRITE (*,*),'Mineral complex C =',cohort%minC - WRITE (*,*),'CO2 =',cohort%CO2 - WRITE (*,*),'Rtot =',cohort%Rtot - !WRITE (*,*),'Volume fraction =',cohort%cohortVolume - WRITE (*,*),'Sum of carbon =',cohortCsum(cohort) - WRITE (*,*),'Difference = ',cohortCsum(cohort)-cohort%originalLitterC + WRITE (*,*) '----------------' + WRITE (*,*) 'Original C =',cohort%originalLitterC + WRITE (*,*) 'Unprotected C=',cohort%litterC + WRITE (*,*) 'Living microbial C =',cohort%livingMicrobeC + !WRITE (*,*) 'Microbial products =',cohort%microbProdC + WRITE (*,*) 'Protected C =',cohort%protectedC + + !WRITE (*,*) 'Mineral complex C =',cohort%minC + WRITE (*,*) 'CO2 =',cohort%CO2 + WRITE (*,*) 'Rtot =',cohort%Rtot + !WRITE (*,*) 'Volume fraction =',cohort%cohortVolume + WRITE (*,*) 'Sum of carbon =',cohortCsum(cohort) + WRITE (*,*) 'Difference = ',cohortCsum(cohort)-cohort%originalLitterC if (cohort%originalLitterC > 0.0) then - WRITE(*,*),'Fractional difference =',(cohortCsum(cohort)-cohort%originalLitterC)/cohort%originalLitterC + WRITE(*,*) 'Fractional difference =',(cohortCsum(cohort)-cohort%originalLitterC)/cohort%originalLitterC else - WRITE(*,*),'Fractional difference = 0.0' + WRITE(*,*) 'Fractional difference = 0.0' endif - WRITE (*,*),'----------------' + WRITE (*,*) '----------------' end subroutine diff --git a/SOURCE_CODE/corpse_variable.f90 b/SOURCE_CODE/corpse_variable.f90 index 68b4ae50..e886d49b 100644 --- a/SOURCE_CODE/corpse_variable.f90 +++ b/SOURCE_CODE/corpse_variable.f90 @@ -59,7 +59,7 @@ MODULE corpsevariable real,allocatable :: fT(:) ! dimensions nlines (Placeholder, not currently written to output -mdh 11/27/2017) real,allocatable :: fW(:) ! dimensions nlines real,allocatable :: time(:) ! dimension nlines - real :: cwd2co2(366) ! dimension 1..days in a year (added 2/6/2017) + real :: cwd2co2(366) ! dimension 1..days in a year (added 2/6/2017 -mdh) integer :: linesWritten=0 integer,allocatable::ncohorts(:) integer,allocatable::doy(:) ! Added to allow annual output (doy=365) to daily point files. -mdh 5/14/2018 @@ -76,7 +76,8 @@ MODULE corpsevariable real,allocatable :: thetaFrznAn(:) ! dimensions nlines real,allocatable :: fTAn(:) ! dimensions nlines (Placeholder, not currently written to output -mdh 11/27/2017) real,allocatable :: fWAn(:) ! dimensions nlines - real,allocatable :: timeAn(:) ! dimensions nlines + real,allocatable :: timeAn(:) ! dimensions nlines + real,allocatable :: protectedProdAn(:,:) ! dimensions nspecies, nlines (added 12/3/2018 -mdh) end type outputvars @@ -125,10 +126,10 @@ MODULE corpsevariable integer :: landareaid ! NetCDF variable ID for land area integer :: maskid ! NetCDF variable ID for cellMissing(nlon,nlat) integer :: igbpid ! NetCDF variable ID for IGBP_PFT(nlon,nlat) + integer :: protectedProdid ! NetCDF variable ID for inputs to the protected pool !! Currently unused IDs integer :: Rtotid ! NetCDF variable ID for - integer :: protectedProdid ! NetCDF variable ID for integer :: leachingid ! NetCDF variable ID for integer :: litterleachingid ! NetCDF variable ID for integer :: leaching_divergenceid ! NetCDF variable ID for @@ -185,7 +186,8 @@ SUBROUTINE alloc_corpsevariable(mp) integer, INTENT(IN) :: mp ! number of grid points ! Local Variables - integer::ipt, jj + integer::ipt + !integer:: jj !Allocate memory for the grid of mp points allocate(pt(mp)) diff --git a/SOURCE_CODE/mimics_cycle.f90 b/SOURCE_CODE/mimics_cycle.f90 index 458a7f21..0198a59a 100644 --- a/SOURCE_CODE/mimics_cycle.f90 +++ b/SOURCE_CODE/mimics_cycle.f90 @@ -271,6 +271,9 @@ SUBROUTINE mimics_delplant(veg,casabiome,casapool,casaflux,casamet, & + mimicsbiome%ligninNratio(npt,froot) * (croot2met(npt) + croot2str(npt)) & + mimicsbiome%ligninNratio(npt,wood) * (cwd2str(npt)) ) & / max(0.001,cleaf2met(npt)+cleaf2str(npt)+croot2met(npt)+croot2str(npt)+cwd2str(npt)) + ! set limits on Lignin:N to keep fmet > 0.2 -ww 11/20 + ! necessary for litter quality in boreal forests with high cwd flux + mimicsbiome%ligninNratioAvg(npt) = min(40.0,mimicsbiome%ligninNratioAvg(npt)) ENDIF ENDDO diff --git a/SOURCE_CODE/mimics_cycle_CN.f90 b/SOURCE_CODE/mimics_cycle_CN.f90 new file mode 100644 index 00000000..673bb92d --- /dev/null +++ b/SOURCE_CODE/mimics_cycle_CN.f90 @@ -0,0 +1,2039 @@ +!-------------------------------------------------------------------------------- +! FILE: mimics_cycle_CN.f90 +! +! Purpose: +! Subroutines for C cycling in the MIMICS model +! +! SUBROUTINE mimics_soil_forwardMM +! - calculate daily changes in litter, microbial, and SOM pools using forward +! Michaelis-Menten dynamics +! - replaces casa_coeffsoil and casa_delsoil when MIMICS or CORPSE models are used +! SUBROUTINE mimics_soil_reverseMM +! - calculate daily changes in litter, microbial, and SOM pools +! - replaces casa_coeffsoil and casa_delsoil when MIMICS or CORPSE models are used +! - Implements the reverse Michaelis-Menten kinetics +! - alternative to mimics_soil_forwardMM +! SUBROUTINE mimics_soil_reverseMM_CN +! - calculate daily changes in litter, microbial, and SOM pools +! - replaces casa_coeffsoil and casa_delsoil when MIMICS-CN model is used +! - Implements the reverse Michaelis-Menten kinetics +! - alternative to mimics_soil_forwardMM (currently no CN version fo forwardMM) +! SUBROUTINE mimics_coeffplant +! - calculate litter inputs to MIMICS model +! - replaces casa_coeffplant when MIMICS model is used +! SUBROUTINE mimics_delplant +! - replaces casa_delplant when MIMICS model is used with icycle==1 +! SUBROUTINE mimics_delplant_CN +! - replaces casa_delplant when MIMICS-CN model is used with icycle==2 +! SUBROUTINE mimics_xratesoil (-mdh 4/26/2015) +! - replaces casa_xratesoil and casa_coeffsoil when MIMICS or CORPSE models are used +! - used to compute the dcomposition rate for CWD, casaflux%klitter(npt,cwd) +! SUBROUTINE mimics_ccycle +! - called daily +! - update all C pools that were not updated in mimics_soil_forwardMM or mimics_soil_reverseMM +! - replaces casa_cnpcyle when MIMICS or CORPSE models are used with icycle==1 +! SUBROUTINE mimics_cncycle +! - called daily +! - update all C&N pools that were not updated in mimics_soil_forwardMM or mimics_soil_reverseMM +! - replaces casa_cnpcyle when MIMICS-CN is used with icycle==2 +! SUBROUTINE mimics_caccum +! - called daily +! - accumulate annual C fluxes and pool values for MIMICS +! SUBROUTINE mimics_naccum +! - called daily +! - accumulate annual N fluxes and pool values for MIMICS-CN when icycle==2 +! +! Contact: Melannie Hartman +! melannie@ucar.edu +! +! History: +! 1/12/2015 - Created +! 8/24/2015 - Added reverse Michaelis-Menton option (subroutine mimics_soil_reverseMM) +! 4/29/2019 - Added MIMICS-CN code reverse Michaelis-Menton +! SUBROUTINE mimics_soil_reverseMM_CN +! 1/13/2020 - Added root exudate flux to mimics_delplant (C only) and +! mimics_delplant_CN +! 9/27/2020 - Updated Nleaching calculation +! +!-------------------------------------------------------------------------------- + +MODULE mimics_cycle_module + +USE define_dimensions +USE define_types +USE casadimension +USE casaparm +USE casavariable +USE phenvariable +USE mimicsdimension +USE mimicsparam +USE mimicsvariable +IMPLICIT NONE +CONTAINS + +SUBROUTINE mimics_coeffplant(xkleafcold,xkleafdry,xkleaf,veg,casabiome,casapool, & + casaflux,casamet) + +! Calculate the plant litter fall rate, and litter inputs to the MIMICS model +! * Modify casaflux%fromPtoL(npt,nL,nP) calculations +! +! inputs: +! xkleafcold(mp): cold stress induced leaf senescence rate (1/day) +! xkleafdry(mp): drought-induced leaf senescence rate (1/day) +! xkleaf(mp): set to 0.0 during maximal leaf growth phase +! +! outputs: +! kplant(mp,mplant): senescence rate of plant pool (1/day) +! fromPtoL(mp,mlitter,mplant): fraction of senesced plant biomass to litter pool (fraction) + + REAL(r_2), DIMENSION(mp), INTENT(IN) :: xkleafcold,xkleafdry,xkleaf + TYPE (veg_parameter_type), INTENT(INOUT) :: veg ! vegetation parameters + TYPE (casa_biome), INTENT(INOUT) :: casabiome + TYPE (casa_pool), INTENT(INOUT) :: casapool + TYPE (casa_flux), INTENT(INOUT) :: casaflux + TYPE (casa_met), INTENT(INOUT) :: casamet + + !Local variables +! REAL(r_2), DIMENSION(mp) :: xk + REAL(r_2), DIMENSION(mp,mplant) :: ratioLignintoN + INTEGER :: npt + REAL(r_2), DIMENSION(mplant) :: CNplantMax + + casaflux%fromPtoL(:,:,:) = 0.0 + casaflux%kplant(:,:) = 0.0 + + ! When simulating N, calculate dynamic lignin:N ratio and reset mimicsbiome%ligninNratio + ! which was initially calculated in mimics_readbiome. -mdh 1/20/2020 + + ! ATTENTION: troubleshooting here becasue the lignin:N can be outrageoulsy large. + ! It happens when there is a lot of C but little plant N. + ! Restrict ratioLignintoN using maximum C:N ratio for the plant part. -mdh 2/3/2020 + + if (icycle > 1) then + do npt = 1,mp + if (casamet%iveg2(npt) /= icewater) then + ! Dynamic ratioLignintoN calculation from casa_coeffplant. + ! Reset mimicsbiome%ligninNratio (initially calculated in readbiome) to ratioLignintoN. -mdh 1/20/2020 + +! ! using max function to avoid dividing by zero, ypw 14/may/2008 +! ratioLignintoN(npt,leaf) = (casapool%Cplant(npt,leaf) & +! /(max(1.0e-10,casapool%Nplant(npt,leaf)) *casabiome%ftransNPtoL(veg%iveg(npt),leaf))) & +! * casabiome%fracLigninplant(veg%iveg(npt),leaf) +! ratioLignintoN(npt,froot)= (casapool%Cplant(npt,froot)& +! /(max(1.0e-10,casapool%Nplant(npt,froot))*casabiome%ftransNPtoL(veg%iveg(npt),froot))) & +! * casabiome%fracLigninplant(veg%iveg(npt),froot) + + CNplantMax(leaf) = 1.0 / casabiome%ratioNCplantmin(veg%iveg(npt),leaf) + CNplantMax(froot) = 1.0 / casabiome%ratioNCplantmin(veg%iveg(npt),froot) + CNplantMax(wood) = 1.0 / casabiome%ratioNCplantmin(veg%iveg(npt),wood) + + if (casapool%Cplant(npt,leaf) / max(1.0e-10,casapool%Nplant(npt,leaf)) > CNplantMax(leaf)) then + ratioLignintoN(npt,leaf) = CNplantMax(leaf) / casabiome%ftransNPtoL(veg%iveg(npt),leaf) & + * casabiome%fracLigninplant(veg%iveg(npt),leaf) + else + ratioLignintoN(npt,leaf) = (casapool%Cplant(npt,leaf) & + /(max(1.0e-10,casapool%Nplant(npt,leaf)) *casabiome%ftransNPtoL(veg%iveg(npt),leaf))) & + * casabiome%fracLigninplant(veg%iveg(npt),leaf) + endif + + if (casapool%Cplant(npt,froot) / max(1.0e-10,casapool%Nplant(npt,froot)) > CNplantMax(froot)) then + ratioLignintoN(npt,froot) = CNplantMax(froot) / casabiome%ftransNPtoL(veg%iveg(npt),froot) & + * casabiome%fracLigninplant(veg%iveg(npt),froot) + else + ratioLignintoN(npt,froot) = (casapool%Cplant(npt,froot) & + /(max(1.0e-10,casapool%Nplant(npt,froot)) *casabiome%ftransNPtoL(veg%iveg(npt),froot))) & + * casabiome%fracLigninplant(veg%iveg(npt),froot) + endif + + mimicsbiome%ligninNratio(npt,leaf) = ratioLignintoN(npt,leaf) + mimicsbiome%ligninNratio(npt,froot) = ratioLignintoN(npt,froot) + end if + +! if (npt == 19) then +! write(*,*) +! write(*,*) 'ratioLignintoN(npt,leaf) =', ratioLignintoN(npt,leaf) +! write(*,*) 'ratioLignintoN(npt,froot) =', ratioLignintoN(npt,froot) +! write(*,*) 'froot C:N =', casapool%Cplant(npt,froot) / max(1.0e-10,casapool%Nplant(npt,froot)) +! write(*,*) 'casabiome%ftransNPtoL(veg%iveg(npt),froot) =', casabiome%ftransNPtoL(veg%iveg(npt),froot) +! write(*,*) 'casabiome%fracLigninplant(veg%iveg(npt),froot) =', casabiome%fracLigninplant(veg%iveg(npt),froot) +! endif + + end do + endif + + WHERE(casamet%iveg2 /= icewater) + + !Fraction of senesced plant biomass transferred to litter pools + ! Use the fmet parameters also used in mimics_delplant (w.wieder 11/07/2016). + !!casaflux%fromPtoL(:,metb,leaf) = max(0.001, 0.85 - 0.013 * mimicsbiome%ligninNratio(:,leaf)) + !!casaflux%fromPtoL(:,metb,froot) = max(0.001, 0.85 - 0.013 * mimicsbiome%ligninNratio(:,froot)) + + + + casaflux%fromPtoL(:,metb,leaf) = max(0.001, mimicsbiome%fmet_p(1)*(mimicsbiome%fmet_p(2)-mimicsbiome%fmet_p(3) & + *mimicsbiome%ligninNratio(:,leaf))) + casaflux%fromPtoL(:,metb,froot) = max(0.001, mimicsbiome%fmet_p(1)*(mimicsbiome%fmet_p(2)-mimicsbiome%fmet_p(3) & + *mimicsbiome%ligninNratio(:,froot))) + casaflux%fromPtoL(:,str,leaf) = 1.0 - casaflux%fromPtoL(:,metb,leaf) + casaflux%fromPtoL(:,str,froot) = 1.0 - casaflux%fromPtoL(:,metb,froot) + casaflux%fromPtoL(:,cwd,wood) = 1.0 + + !Live plant turnover (death) rates + casaflux%kplant(:,leaf) = casabiome%plantrate(veg%iveg(:),leaf)*xkleaf(:) & + + xkleafcold(:) + xkleafdry(:) + casaflux%kplant(:,wood) = casabiome%plantrate(veg%iveg(:),wood) + casaflux%kplant(:,froot) = casabiome%plantrate(veg%iveg(:),froot) + ENDWHERE + + ! When glai 0.2 -ww 11/20 + ! necessary for litter quality in boreal forests with high cwd flux + mimicsbiome%ligninNratioAvg(npt) = min(40.0, mimicsbiome%ligninNratioAvg(npt)) + + ENDIF + ENDDO + + + DO npt = 1,mp + + ! fmet = fraction of plant residue transferred to metabolic litter (0.0 - 1.0) + ! It is computed from the weighted average lignin:N ratio of all plant pools + ! (g lignin / g N) = (g lignin / g C) / (g N / g C) + + ! fmet is too high, causing MICk to go to zero for many sites. + ! Will suggested we create a global value that is 85% of the local value. -mdh 5/11/2015 + ! mimicsbiome%fmet(npt) = 0.85 - 0.013 * mimicsbiome%ligninNratioAvg(npt) + ! mimicsbiome%fmet(npt) = 0.85 *(0.85 - 0.013 * mimicsbiome%ligninNratioAvg(npt)) + mimicsbiome%fmet(npt) = mimicsbiome%fmet_p(1) & + * (mimicsbiome%fmet_p(2) - mimicsbiome%fmet_p(3)*mimicsbiome%ligninNratioAvg(npt)) +! if(mimicsbiome%fmet(npt) < 0.0) then +! write(*,'(a28,i5,a2,f10.6,a8,i5,a31,f10.6)') ' WARNING: mimicsbiome%fmet(', npt, ')=', mimicsbiome%fmet(npt), & +! ' PFT =', casamet%iveg2(npt), ' mimicsbiome%ligninNratioAvg =', mimicsbiome%ligninNratioAvg(npt) +! write(*,*) ' Resetting fmet to zero...' +! mimicsbiome%fmet(npt) = 0.0 +! endif + + ! fPHYS = fraction of tauR and tauK partitioned into SOMp (0.0 - 1.0) + ! mimicsbiome%fPHYS(npt,1) = 0.3 * exp(1.3 * soil%clay(npt)) + ! mimicsbiome%fPHYS(npt,2) = 0.2 * exp(0.8 * soil%clay(npt)) + mimicsbiome%fPHYS(npt,1) = mimicsbiome%fPHYS_r(1) * exp(mimicsbiome%fPHYS_r(2) * soil%clay(npt)) + mimicsbiome%fPHYS(npt,2) = mimicsbiome%fPHYS_K(1) * exp(mimicsbiome%fPHYS_K(2) * soil%clay(npt)) + + ! fCHEM = fraction of tauR and tauK partitioned into SOMc (0.0 - 1.0) + ! mimicsbiome%fCHEM(npt,1) = 0.1 * exp(-3.0 * mimicsbiome%fmet(npt)) + ! mimicsbiome%fCHEM(npt,2) = 0.3 * exp(-3.0 * mimicsbiome%fmet(npt)) + ! Updated based on Will's (-mdh 6/1/2015) + ! mimicsbiome%fCHEM(npt,1) = mimicsbiome%fCHEM(npt,1) * 4.0 + ! mimicsbiome%fCHEM(npt,2) = mimicsbiome%fCHEM(npt,2) * 4.0 + + mimicsbiome%fCHEM(npt,1) = mimicsbiome%fCHEM_r(1) * exp(mimicsbiome%fCHEM_r(2) * mimicsbiome%fmet(npt)) & + * mimicsbiome%fCHEM_r(3) + mimicsbiome%fCHEM(npt,2) = mimicsbiome%fCHEM_K(1) * exp(mimicsbiome%fCHEM_K(2) * mimicsbiome%fmet(npt)) & + * mimicsbiome%fCHEM_K(3) + + ! fAVAL = fraction of tauR and tauK partitioned into SOMa (0.0 - 1.0) + mimicsbiome%fAVAL(npt,1) = 1.0 - mimicsbiome%fCHEM(npt,1) - mimicsbiome%fPHYS(npt,1) + mimicsbiome%fAVAL(npt,2) = 1.0 - mimicsbiome%fCHEM(npt,2) - mimicsbiome%fPHYS(npt,2) + +! if (casamet%ijgcm(npt) .eq. 9401) then +! write(*,*) 'mimicsbiome%ligninNratioAvg(',npt,') = ', mimicsbiome%ligninNratioAvg(npt) +! write(*,*) 'mimicsbiome%fmet(',npt,') = ', mimicsbiome%fmet(npt) +! write(*,*) 'fAVAL(1), fAVAL(2) = ', mimicsbiome%fAVAL(npt,1), mimicsbiome%fAVAL(npt,2) +! write(*,*) 'fCHEM(1), fCHEM(2) = ', mimicsbiome%fCHEM(npt,1), mimicsbiome%fCHEM(npt,2) +! write(*,*) 'fPHYS(1), fPHYS(2) = ', mimicsbiome%fPHYS(npt,1), mimicsbiome%fPHYS(npt,2) +! STOP +! endif + ENDDO + + +END SUBROUTINE mimics_delplant + +!-------------------------------------------------------------------------------- + +!ATTENTION: update this to call mimics_delplant and only include additional +!N calculations! + +SUBROUTINE mimics_delplant_CN(veg,casabiome,casapool,casaflux,casamet, & + cleaf2met,cleaf2str,croot2met,croot2str,cwood2cwd, & + nleaf2met,nleaf2str,nroot2met,nroot2str,nwood2cwd, & + pleaf2met,pleaf2str,proot2met,proot2str,pwood2cwd, & + cwd2co2,cwd2str,nwd2str) + +! Calculate the change in plant C pools when the MIMICS model is used + + TYPE (veg_parameter_type), INTENT(INOUT) :: veg ! vegetation parameters + TYPE (casa_biome), INTENT(INOUT) :: casabiome + TYPE (casa_pool), INTENT(INOUT) :: casapool + TYPE (casa_flux), INTENT(INOUT) :: casaflux + TYPE (casa_met), INTENT(INOUT) :: casamet + + real(r_2), dimension(mp),INTENT(OUT) :: cleaf2met,cleaf2str,croot2met,croot2str,cwood2cwd, & + nleaf2met,nleaf2str,nroot2met,nroot2str,nwood2cwd, & + pleaf2met,pleaf2str,proot2met,proot2str,pwood2cwd, & + cwd2co2,cwd2str,nwd2str + ! Local Variables + integer :: npt + real(r_2):: fracLeafMetabolic + + casaflux%FluxCtolitter = 0.0 + casaflux%FluxNtolitter = 0.0 + casaflux%FluxPtolitter = 0.0 + ! Added root exudate flux -mdh 1/13/2020 +! WW commented out for exudates updates +! casaflux%Cexudate = 0.0 + casaflux%Nexudate = 0.0 + casaflux%Pexudate = 0.0 + + mimicsbiome%ligninNratioAvg(:) = 0.0 + casapool%dClitterdt(:,:) = 0.0 + casapool%dNlitterdt(:,:) = 0.0 + + cleaf2met = 0.0 + cleaf2str = 0.0 + croot2met = 0.0 + croot2str = 0.0 + cwood2cwd = 0.0 + cwd2co2 = 0.0 + cwd2str = 0.0 + + nleaf2met = 0.0 + nleaf2str = 0.0 + nroot2met = 0.0 + nroot2str = 0.0 + nwood2cwd = 0.0 + nwd2str = 0.0 + + pleaf2met = 0.0 + pleaf2str = 0.0 + proot2met = 0.0 + proot2str = 0.0 + pwood2cwd = 0.0 + + DO npt=1,mp + IF (casamet%iveg2(npt) /= icewater) THEN + + casapool%dCplantdt(npt,:)= casaflux%Cnpp(npt) * casaflux%fracCalloc(npt,:) & + - casaflux%kplant(npt,:) * casapool%cplant(npt,:) + + ! Compute root exudate C flux as a fraction of froot NPP. -mdh 1/13/2020 +! WW commented out for exudates updates +! casaflux%Cexudate(npt) = max(0.0, casabiome%fracRootExud(veg%iveg(npt)) * casaflux%Cnpp(npt) & +! * casaflux%fracCalloc(npt,froot)) +! casapool%dCplantdt(npt,froot) = casapool%dCplantdt(npt,froot) - casaflux%Cexudate(npt) + + ! Calculate fraction C to labile pool as a fraction of GPP, not NPP + casapool%dClabiledt(npt) = casaflux%Cgpp(npt) * casaflux%fracClabile(npt) - casaflux%clabloss(npt) + + !Compute litter inputs from casa (gC/m2/day) + cleaf2met(npt) = casaflux%fromPtoL(npt,metb,leaf) * casaflux%kplant(npt,leaf) * casapool%cplant(npt,leaf) + cleaf2str(npt) = casaflux%fromPtoL(npt,str,leaf) * casaflux%kplant(npt,leaf) * casapool%cplant(npt,leaf) + ! Add casaflux%Cexudate(npt) to metabolic litter. -mdh 1/13/2019 + !croot2met(npt) = casaflux%fromPtoL(npt,metb,froot) * casaflux%kplant(npt,froot) * casapool%cplant(npt,froot) + croot2met(npt) = casaflux%fromPtoL(npt,metb,froot) * casaflux%kplant(npt,froot) * casapool%cplant(npt,froot) & + + casaflux%Cexudate(npt) + croot2str(npt) = casaflux%fromPtoL(npt,str,froot) * casaflux%kplant(npt,froot) * casapool%cplant(npt,froot) + cwood2cwd(npt) = casaflux%fromPtoL(npt,cwd,wood) * casaflux%kplant(npt,wood) * casapool%cplant(npt,wood) + + !---------------------------------------------------------------------------------------------------- + ! This code is from casa_delplant. + if (icycle > 1) then + if(casaflux%fracNalloc(npt,leaf)==0.0) THEN + casapool%dNplantdt(npt,leaf) = -casaflux%kplant(npt,leaf) * casapool%Nplant(npt,leaf) + else + casapool%dNplantdt(npt,leaf) = -casaflux%kplant(npt,leaf) * casapool%Nplant(npt,leaf) & + * casabiome%ftransNPtoL(veg%iveg(npt),leaf) + endif + casapool%dNplantdt(npt,wood) = -casaflux%kplant(npt,wood) * casapool%Nplant(npt,wood) & + * casabiome%ftransNPtoL(veg%iveg(npt),wood) + casapool%dNplantdt(npt,froot) = -casaflux%kplant(npt,froot) * casapool%Nplant(npt,froot) & + * casabiome%ftransNPtoL(veg%iveg(npt),froot) + + ! Compute root exudate N flux as a fraction of froot N uptake. -mdh 1/13/2020 +! WW commented out for exudates updates +! if (casaflux%Cexudate(npt) > 0.0) then +! casaflux%Nexudate(npt) = max(0.0,casabiome%fracRootExud(veg%iveg(npt)) * casaflux%Nminuptake(npt) & +! * casaflux%fracNalloc(npt,froot)) +! casapool%dNplantdt(npt,froot) = casapool%dNplantdt(npt,froot) - casaflux%Nexudate(npt) +! endif + + ! added by ypwang 5/nov/2012 + + nleaf2str(npt) = casaflux%fromPtoL(npt,str,leaf) * casaflux%kplant(npt,leaf) & + * casapool%cplant(npt,leaf) * ratioNCstrfix + nroot2str(npt) = casaflux%fromPtoL(npt,str,froot)* casaflux%kplant(npt,froot) & + * casapool%cplant(npt,froot) * ratioNCstrfix + + ! dNplantdt includes casaflux%Nexudate. -mdh 1/13/2020 + nleaf2met(npt) = -casapool%dNplantdt(npt,leaf) - nleaf2str(npt) + nroot2met(npt) = -casapool%dNplantdt(npt,froot) - nroot2str(npt) + nwood2cwd(npt) = -casapool%dNplantdt(npt,wood) + + ! ATTENTION: is this correct? -mdh 6/23/2019 + ! casaflux%Nminuptake and casaflux%fracNalloc computed in casa_nuptake + ! adding N uptake + casapool%dNplantdt(npt,:) = casapool%dNplantdt(npt,:) & + + casaflux%Nminuptake(npt)*casaflux%fracNalloc(npt,:) + endif + !---------------------------------------------------------------------------------------------------- + + if ((cleaf2met(npt) + cleaf2str(npt)) .gt. 0.0 ) then + fracLeafMetabolic = cleaf2met(npt) / (cleaf2met(npt) + cleaf2str(npt)) + else + fracLeafMetabolic = 0.0 + endif + + !For MIMICS, litter C&N inputs are converted from g/m2/day to mg/cm3/day + + !! Will suggested that CWD does not go into structural material all at once (4/20/2015). + !! The decay rate of CWD and fraction lost to Rh are computed in mimics_xratesoil (-mdh 4/26/2015) + !! casaflux%klitter(npt,cwd) - decay rate of CWD + !! fromLtoCO2(mp,mlitter) - fraction of decomposed litter emitted as CO2 (fraction) + + cwd2co2(npt) = casaflux%fromLtoCO2(npt,cwd) * casaflux%klitter(npt,cwd) * casapool%clitter(npt,cwd) + cwd2str(npt) = (1.0-casaflux%fromLtoCO2(npt,cwd)) * casaflux%klitter(npt,cwd) * casapool%clitter(npt,cwd) +! write(*,*) +! write(*,*) 'mimics_delplant_CN:' +! write(*,'(a14,f10.6)') 'cwd2co2(npt) =', cwd2co2(npt) +! write(*,'(a14,f10.6)') 'cwd2str(npt) =', cwd2str(npt) +! write(*,'(a30,f10.6)') 'casaflux%fromLtoCO2(npt,cwd) =', casaflux%fromLtoCO2(npt,cwd) +! write(*,'(a30,f10.6)') 'casaflux%klitter(npt,cwd) =', casaflux%klitter(npt,cwd) +! write(*,'(a30,f18.6)') 'casapool%clitter(npt,cwd) =', casapool%clitter(npt,cwd) + + ! ATTENTION: Is nwd2str calculation correct? -mdh 6/23/2019 + if (icycle > 1) then + nwd2str(npt) = casaflux%klitter(npt,cwd) * casapool%nlitter(npt,cwd) + endif + + ! Calculate change in CWD pool. CWD pool is updated in mimics_ccycle (-mdh 5/4/2015) + casapool%dClitterdt(npt,cwd) = cwood2cwd(npt) - casaflux%klitter(npt,cwd) * casapool%clitter(npt,cwd) + ! Add N component of CWD. -mdh 7/1/2019 + ! ATTENTION: not really sure about this calculation. + casapool%dNlitterdt(npt,cwd) = nwood2cwd(npt) - casaflux%klitter(npt,cwd) * casapool%nlitter(npt,cwd) + + !ATTENTION. make sure all intermediate calculations are done correctly! + !casapool%dNlitterdt(npt,:) = casaflux%FluxNtolitter(npt,:) & + ! - casaflux%klitter(npt,:) & + ! * max(0.0,casapool%Nlitter(npt,:)) + + + ! mimicsflux%ClitInput(*,*) is both a flux to the MIMICS litter pools and an output variable + ! Convert litter inputs from g/m2/day to mg/cm3/day. + ! In mimics_soil subroutines these fluxes will be divided by the number of hourly timesteps. + + mimicsflux%ClitInput(npt,metbc) = ( cleaf2met(npt) & + + croot2met(npt)) * 0.1 / mimicsbiome%depth(veg%iveg(npt)) + + mimicsflux%ClitInput(npt,struc) = ( cleaf2str(npt) & + + croot2str(npt) & + + cwd2str(npt)) * 0.1 / mimicsbiome%depth(veg%iveg(npt)) + + if (icycle > 1) then + mimicsflux%NlitInput(npt,metbc) = ( nleaf2met(npt) & + + nroot2met(npt)) * 0.1 / mimicsbiome%depth(veg%iveg(npt)) + + mimicsflux%NlitInput(npt,struc) = ( nleaf2str(npt) & + + nroot2str(npt) & + + nwd2str(npt)) * 0.1 / mimicsbiome%depth(veg%iveg(npt)) + endif + + ! For consistency, compute the Litter Inputs that are written to casa's netcdf file. -mdh 1/23/2017 + casaflux%ClitInptMet(npt) = cleaf2met(npt) + croot2met(npt) + casaflux%ClitInptStruc(npt) = cleaf2str(npt) + croot2str(npt)+ cwd2str(npt) + + if (icycle > 1) then + casaflux%NlitInptMet(npt) = nleaf2met(npt) + nroot2met(npt) + casaflux%NlitInptStruc(npt) = nleaf2str(npt) + nroot2str(npt)+ nwd2str(npt) + endif + + ! Weighted average of lignin:N ratio for all litter inputs. Used for mimicsbiome%fmet(npt) calculation below + mimicsbiome%ligninNratioAvg(npt) = & + ( mimicsbiome%ligninNratio(npt,leaf) * (cleaf2met(npt) + cleaf2str(npt)) & + + mimicsbiome%ligninNratio(npt,froot) * (croot2met(npt) + croot2str(npt)) & + + mimicsbiome%ligninNratio(npt,wood) * (cwd2str(npt)) ) & + / max(0.001,cleaf2met(npt)+cleaf2str(npt)+croot2met(npt)+croot2str(npt)+cwd2str(npt)) + ! set limits on Lignin:N to keep fmet > 0.2 -ww 11/20 + ! necessary for litter quality in boreal forests with high cwd flux + mimicsbiome%ligninNratioAvg(npt) = min(40.0, mimicsbiome%ligninNratioAvg(npt)) + + ENDIF + ENDDO + + + DO npt = 1,mp + + ! fmet = fraction of plant residue transferred to metabolic litter (0.0 - 1.0) + ! It is computed from the weighted average lignin:N ratio of all plant pools + ! (g lignin / g N) = (g lignin / g C) / (g N / g C) + + ! fmet is too high, causing MICk to go to zero for many sites. + ! Will suggested we create a global value that is 85% of the local value. -mdh 5/11/2015 + ! mimicsbiome%fmet(npt) = 0.85 - 0.013 * mimicsbiome%ligninNratioAvg(npt) + ! mimicsbiome%fmet(npt) = 0.85 *(0.85 - 0.013 * mimicsbiome%ligninNratioAvg(npt)) + mimicsbiome%fmet(npt) = mimicsbiome%fmet_p(1) & + * (mimicsbiome%fmet_p(2) - mimicsbiome%fmet_p(3)*mimicsbiome%ligninNratioAvg(npt)) +! if(mimicsbiome%fmet(npt) < 0.0) then +! write(*,'(a28,i5,a2,f10.6,a8,i5,a31,f10.6)') ' WARNING: mimicsbiome%fmet(', npt, ')=', mimicsbiome%fmet(npt), & +! ' PFT =', casamet%iveg2(npt), ' mimicsbiome%ligninNratioAvg =', mimicsbiome%ligninNratioAvg(npt) +! write(*,*) ' Resetting fmet to zero...' +! mimicsbiome%fmet(npt) = 0.0 +! endif + + ! fPHYS = fraction of tauR and tauK partitioned into SOMp (0.0 - 1.0) + ! mimicsbiome%fPHYS(npt,1) = 0.3 * exp(1.3 * soil%clay(npt)) + ! mimicsbiome%fPHYS(npt,2) = 0.2 * exp(0.8 * soil%clay(npt)) + mimicsbiome%fPHYS(npt,1) = mimicsbiome%fPHYS_r(1) * exp(mimicsbiome%fPHYS_r(2) * soil%clay(npt)) + mimicsbiome%fPHYS(npt,2) = mimicsbiome%fPHYS_K(1) * exp(mimicsbiome%fPHYS_K(2) * soil%clay(npt)) + + ! fCHEM = fraction of tauR and tauK partitioned into SOMc (0.0 - 1.0) + ! mimicsbiome%fCHEM(npt,1) = 0.1 * exp(-3.0 * mimicsbiome%fmet(npt)) + ! mimicsbiome%fCHEM(npt,2) = 0.3 * exp(-3.0 * mimicsbiome%fmet(npt)) + ! Updated based on Will's (-mdh 6/1/2015) + ! mimicsbiome%fCHEM(npt,1) = mimicsbiome%fCHEM(npt,1) * 4.0 + ! mimicsbiome%fCHEM(npt,2) = mimicsbiome%fCHEM(npt,2) * 4.0 + + mimicsbiome%fCHEM(npt,1) = mimicsbiome%fCHEM_r(1) * exp(mimicsbiome%fCHEM_r(2) * mimicsbiome%fmet(npt)) & + * mimicsbiome%fCHEM_r(3) + mimicsbiome%fCHEM(npt,2) = mimicsbiome%fCHEM_K(1) * exp(mimicsbiome%fCHEM_K(2) * mimicsbiome%fmet(npt)) & + * mimicsbiome%fCHEM_K(3) + + ! fAVAL = fraction of tauR and tauK partitioned into SOMa (0.0 - 1.0) + mimicsbiome%fAVAL(npt,1) = 1.0 - mimicsbiome%fCHEM(npt,1) - mimicsbiome%fPHYS(npt,1) + mimicsbiome%fAVAL(npt,2) = 1.0 - mimicsbiome%fCHEM(npt,2) - mimicsbiome%fPHYS(npt,2) + +! if (casamet%ijgcm(npt) .eq. 9401) then +! write(*,*) 'mimicsbiome%ligninNratioAvg(',npt,') = ', mimicsbiome%ligninNratioAvg(npt) +! write(*,*) 'mimicsbiome%fmet(',npt,') = ', mimicsbiome%fmet(npt) +! write(*,'(a21,f6.4,1x,f6.4)') 'fAVAL(1), fAVAL(2) = ', mimicsbiome%fAVAL(npt,1), mimicsbiome%fAVAL(npt,2) +! write(*,'(a21,f6.4,1x,f6.4)') 'fCHEM(1), fCHEM(2) = ', mimicsbiome%fCHEM(npt,1), mimicsbiome%fCHEM(npt,2) +! write(*,'(a21,f6.4,1x,f6.4)') 'fPHYS(1), fPHYS(2) = ', mimicsbiome%fPHYS(npt,1), mimicsbiome%fPHYS(npt,2) +! STOP +! endif + + ENDDO + + +END SUBROUTINE mimics_delplant_CN + + +!-------------------------------------------------------------------------------- +! SUBROUTINE mimics_soil_forward_MM +! - calculate daily changes in litter, microbial, and SOM pools + +SUBROUTINE mimics_soil_forwardMM(mp,iYrCnt,idoy,mdaily,cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd) + + ! Function Arguments + integer, INTENT(IN) :: mp,iYrCnt,idoy ! number of grid points, simulation year count, day of year + integer, INTENT(IN) :: mdaily + real(r_2), dimension(mp),INTENT(IN) :: cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd + + ! Local Variables + integer :: npt, ihr + integer, parameter :: NHOURS = 24 + real(r_2) :: LITmin(4), MICtrn(6), SOMmin(2), DEsorp, OXIDAT, desorption + real(r_2) :: dLITm, dLITs, dSOMa, dSOMc, dSOMp, dMICr, dMICk + real(r_2) :: NHOURSf + real(r_2) :: Tsoil ! average soil temperature for the day (degrees C) + real(r_2) :: theta_liq ! WW average liquid soil water + real(r_2) :: theta_frzn ! WW average frozen soil water + real(r_2) :: air_filled_porosity !Fraction of 1.0. Different from 1.0-theta_liq since it includes ice + real(r_2) :: fW ! CORPSE moisture function theta_liq^3*(1-air_filled_porosity)^2.5, + ! WW adjusted to give max values of 1, min = 0.01 + real(r_2) :: Cbalance + REAL(r_2), parameter :: wfpscoefa=0.55 ! Kelly et al. (2000) JGR, Figure 2b), optimal wfps + REAL(r_2), parameter :: wfpscoefb=1.70 ! Kelly et al. (2000) JGR, Figure 2b) + REAL(r_2), parameter :: wfpscoefc=-0.007 ! Kelly et al. (2000) JGR, Figure 2b) + REAL(r_2), parameter :: wfpscoefd=3.22 ! Kelly et al. (2000) JGR, Figure 2b) + REAL(r_2), parameter :: wfpscoefe=6.6481 ! =wfpscoefd*(wfpscoefb-wfpscoefa)/(wfpscoefa-wfpscoefc) + +! if (iptToSave_mimics > 0) then +! open(214,file=sPtFileNameMIMICS, access='APPEND') +! endif + + NHOURSf = real(NHOURS) + Cbalance = -9999.9 + + do npt=1,mp + + IF(casamet%iveg2(npt) /= icewater) THEN + + mimicsflux%Chresp(npt) = 0.0 + mimicsflux%CSOMpInput(npt) = 0.0 + + ! casaflux%CnppAn(npt) = average annual NPP (gC/m2/yr) + ! Restrict tauMod to values 0.8 - 1.2 (Will Wieder, 5/4/2015) + ! mimicsbiome%tauMod(npt) = SQRT(casaflux%CnppAn(npt)/100) + mimicsbiome%tauMod(npt) = SQRT(casaflux%CnppAn(npt)/mimicsbiome%tauModDenom) + mimicsbiome%tauMod(npt) = MAX(mimicsbiome%tauMod_MIN, mimicsbiome%tauMod(npt)) + mimicsbiome%tauMod(npt) = MIN(mimicsbiome%tauMod_MAX, mimicsbiome%tauMod(npt)) + + ! Use site-level value for tauR (-mdh 4/20/2015) + !! mimicsbiome%tauR(npt) = 5.2 * 0.0001 * exp(0.3 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt) + !! Global value for tauR (-mdh 4/6/2015) + !! mimicsbiome%tauR(npt) = 5.2 * 0.0001 * exp(0.4 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt) + ! Use site-level value for tauK (-mdh 4/20/2015) + !! mimicsbiome%tauK(npt) = 2.4 * 0.0001 * exp(0.1 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt) + + ! Updated based on Will's (-mdh 6/1/2015). I had been using site-level values, so only tauR changed. + ! mimicsbiome%tauR(npt) = 5.2 * 0.0001 * exp(0.4 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt) + ! mimicsbiome%tauK(npt) = 2.4 * 0.0001 * exp(0.1 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt) + mimicsbiome%tauR(npt) = mimicsbiome%tau_r(1) * & + exp(mimicsbiome%tau_r(2) * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt) + mimicsbiome%tauK(npt) = mimicsbiome%tau_k(1) * & + exp(mimicsbiome%tau_k(2) * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt) + + ! Vmax - temperature sensitive maximum reaction velocities (mg C (mg MIC)-1 h-1) + Tsoil = casamet%tsoilavg(npt) - tkzeroc + + ! Read in soil moisture data as in CORPSE + theta_liq = min(1.0, casamet%moistavg(npt)/soil%ssat(npt)) ! fraction of liquid water-filled pore space (0.0 - 1.0) + theta_frzn = min(1.0, casamet%frznmoistavg(npt)/soil%ssat(npt)) ! fraction of frozen water-filled pore space (0.0 - 1.0) + air_filled_porosity = max(0.0, 1.0-theta_liq-theta_frzn) + + if (mimicsbiome%fWFunction .eq. CORPSE) then + ! CORPSE water scalar, adjusted to give maximum values of 1 + fW = (theta_liq**3 * air_filled_porosity**2.5)/0.022600567942709 + fW = max(0.05, fW) + elseif (mimicsbiome%fWFunction .eq. CASACNP) then + ! CASA water scalar, does not use frozen water in the calculation! + ! local variables + fW = ((theta_liq-wfpscoefb)/(wfpscoefa-wfpscoefb))**wfpscoefe & + * ((theta_liq-wfpscoefc)/(wfpscoefa-wfpscoefc))**wfpscoefd + fW = min(fW, 1.0) + fW = max(0.01, fW) + else + fW = 1.0 + endif + + mimicspool%fW(npt) = fW + mimicspool%thetaLiq(npt) = theta_liq + mimicspool%thetaFrzn(npt) = theta_frzn + + mimicsbiome%Vmax(npt,R1) = exp(mimicsbiome%Vslope(R1) * Tsoil + mimicsbiome%Vint(R1)) & + * mimicsbiome%av(R1) * mimicsbiome%Vmod(R1) *fW + mimicsbiome%Vmax(npt,R2) = exp(mimicsbiome%Vslope(R2) * Tsoil + mimicsbiome%Vint(R2)) & + * mimicsbiome%av(R2) * mimicsbiome%Vmod(R2) *fW + mimicsbiome%Vmax(npt,R3) = exp(mimicsbiome%Vslope(R3) * Tsoil + mimicsbiome%Vint(R3)) & + * mimicsbiome%av(R3) * mimicsbiome%Vmod(R3) *fW + mimicsbiome%Vmax(npt,K1) = exp(mimicsbiome%Vslope(K1) * Tsoil + mimicsbiome%Vint(K1)) & + * mimicsbiome%av(K1) * mimicsbiome%Vmod(K1) *fW + mimicsbiome%Vmax(npt,K2) = exp(mimicsbiome%Vslope(K2) * Tsoil + mimicsbiome%Vint(K2)) & + * mimicsbiome%av(K2) * mimicsbiome%Vmod(K2) *fW + mimicsbiome%Vmax(npt,K3) = exp(mimicsbiome%Vslope(K3) * Tsoil + mimicsbiome%Vint(K3)) & + * mimicsbiome%av(K3) * mimicsbiome%Vmod(K3) *fW + + ! WW also modify TAU as a function of soil moisture, so things don't + ! colapse in frozen soils... + mimicsbiome%tauR(npt) = mimicsbiome%tauR(npt) * fW + mimicsbiome%tauK(npt) = mimicsbiome%tauK(npt) * fW + + ! Km - half saturation constants (temperature sensitive) (mg C cm-3) + mimicsbiome%Km(npt,R1) = exp(mimicsbiome%Kslope(R1) * Tsoil + mimicsbiome%Kint(R1)) & + * mimicsbiome%ak(R1) / mimicsbiome%Kmod(npt,R1) + mimicsbiome%Km(npt,R2) = exp(mimicsbiome%Kslope(R2) * Tsoil + mimicsbiome%Kint(R2)) & + * mimicsbiome%ak(R2) / mimicsbiome%Kmod(npt,R2) + mimicsbiome%Km(npt,R3) = exp(mimicsbiome%Kslope(R3) * Tsoil + mimicsbiome%Kint(R3)) & + * mimicsbiome%ak(R3) / mimicsbiome%Kmod(npt,R3) + mimicsbiome%Km(npt,K1) = exp(mimicsbiome%Kslope(K1) * Tsoil + mimicsbiome%Kint(K1)) & + * mimicsbiome%ak(K1) / mimicsbiome%Kmod(npt,K1) + mimicsbiome%Km(npt,K2) = exp(mimicsbiome%Kslope(K2) * Tsoil + mimicsbiome%Kint(K2)) & + * mimicsbiome%ak(K2) / mimicsbiome%Kmod(npt,K2) + mimicsbiome%Km(npt,K3) = exp(mimicsbiome%Kslope(K3) * Tsoil + mimicsbiome%Kint(K3)) & + * mimicsbiome%ak(K3) / mimicsbiome%Kmod(npt,K3) + + ! Desorption a function of soil temperature, Q10 = 1.1 w/ reference + ! temperature of 25C. -WW 4/6/2021. Created parameter names -mdh 4/12/2021 + ! desorption = mimicsbiome%desorp(npt) * (1.1 * exp((Tsoil-25)/10)) + ! Make the Q10 modification to desorption optional. -mdh 6/30/2021 + if (mimicsbiome%desorpQ10 < 0.0) then + desorption = mimicsbiome%desorp(npt) + else + desorption = mimicsbiome%desorp(npt) * (mimicsbiome%desorpQ10 * exp((Tsoil-mimicsbiome%desorpTref)/10.0)) + endif + + do ihr = 1, NHOURS + + ! Flows to and from MICr + + !MICr decomp of METABOLIC litter (f1. LITm-->MICr) + LITmin(1) = mimicspool%MICr(npt) * mimicsbiome%Vmax(npt,R1) * mimicspool%LITm(npt) & + / (mimicsbiome%Km(npt,R1) + mimicspool%LITm(npt)) + + !MICr decomp of STRUCTURAL litter (f2. LITs-->MICr) + LITmin(2) = mimicspool%MICr(npt) * mimicsbiome%Vmax(npt,R2) * mimicspool%LITs(npt) & + / (mimicsbiome%Km(npt,R2) + mimicspool%LITs(npt)) + + !MICr turnover to SOMp (f41. MICr-->SOMp) + MICtrn(1) = mimicspool%MICr(npt) * mimicsbiome%tauR(npt) * mimicsbiome%fPHYS(npt,1) + + !MICr turnover to SOMc (f42. MICr-->SOMc) + MICtrn(2) = mimicspool%MICr(npt) * mimicsbiome%tauR(npt) * mimicsbiome%fCHEM(npt,1) + + !MICr turnover to SOMa (f43. MICr-->SOMa) + MICtrn(3) = mimicspool%MICr(npt) * mimicsbiome%tauR(npt) * mimicsbiome%fAVAL(npt,1) + + !decomp of SOMa by MICr (f3. SOMa-->MICr) + SOMmin(1) = mimicspool%MICr(npt) * mimicsbiome%Vmax(npt,R3) * mimicspool%SOMa(npt) & + / (mimicsbiome%Km(npt,R3) + mimicspool%SOMa(npt)) + + !Flows to and from MICk + + !decomp of METABOLIC litter (f5. LITm-->MICk) + LITmin(3) = mimicspool%MICk(npt) * mimicsbiome%Vmax(npt,K1) * mimicspool%LITm(npt) & + / (mimicsbiome%Km(npt,K1) + mimicspool%LITm(npt)) + + !decomp of STRUCTURAL litter (f6. LITs-->MICk) + LITmin(4) = mimicspool%MICk(npt) * mimicsbiome%Vmax(npt,K2) * mimicspool%LITs(npt) & + / (mimicsbiome%Km(npt,K2) + mimicspool%LITs(npt)) + + !MICk turnover to SOMp (f81. MICk-->SOMp) + MICtrn(4) = mimicspool%MICk(npt) * mimicsbiome%tauK(npt) * mimicsbiome%fPHYS(npt,2) + + !MICk turnover to SOMc (f82. MICk-->SOMc) + MICtrn(5) = mimicspool%MICk(npt) * mimicsbiome%tauK(npt) * mimicsbiome%fCHEM(npt,2) + + !MICk turnover to SOMa (f83. MICk-->SOMa) + MICtrn(6) = mimicspool%MICk(npt) * mimicsbiome%tauK(npt) * mimicsbiome%fAVAL(npt,2) + + !decomp of SOMa by MICk (f7. SOMa-->MICk) + SOMmin(2) = mimicspool%MICk(npt) * mimicsbiome%Vmax(npt,K3) * mimicspool%SOMa(npt) & + / (mimicsbiome%Km(npt,K3) + mimicspool%SOMa(npt)) + + ! Desorbtion of SOMp to SOMa (function of fCLAY) (f9. SOMp-->SOMa) + !DEsorp = mimicspool%SOMp(npt) * mimicsbiome%desorp(npt) + DEsorp = mimicspool%SOMp(npt) * desorption + + ! Oxidation of SOMc to SOMa (f10. SOMc-->SOMa) + OXIDAT = (mimicspool%MICk(npt) * mimicsbiome%Vmax(npt,K2) * mimicspool%SOMc(npt) & + / (mimicsbiome%KO(2)*mimicsbiome%Km(npt,K2) + mimicspool%SOMc(npt))) & + + (mimicspool%MICr(npt) * mimicsbiome%Vmax(npt,R2) * mimicspool%SOMc(npt) & + / (mimicsbiome%KO(1)*mimicsbiome%Km(npt,R2) + mimicspool%SOMc(npt))) + + !Divide total litter inputs (mgC/cm3/day) by number of hours in the daily timestep (NHOURSf) + dLITm = mimicsflux%ClitInput(npt,metbc)/NHOURSf * (1.0-mimicsbiome%Fi(metbc)) - LITmin(1) - LITmin(3) + dMICr = mimicsbiome%MGE(1)*(LITmin(1)+ SOMmin(1)) + mimicsbiome%MGE(2)*(LITmin(2)) - sum(MICtrn(1:3)) + dSOMp = mimicsflux%ClitInput(npt,metbc)/NHOURSf * mimicsbiome%Fi(metbc) + MICtrn(1) + MICtrn(4)- DEsorp + dLITs = mimicsflux%ClitInput(npt,struc)/NHOURSf * (1.0-mimicsbiome%Fi(struc)) - LITmin(2) - LITmin(4) + dMICk = mimicsbiome%MGE(3)*(LITmin(3)+ SOMmin(2)) + mimicsbiome%MGE(4)*(LITmin(4)) - sum(MICtrn(4:6)) + dSOMc = mimicsflux%ClitInput(npt,struc)/NHOURSf * mimicsbiome%Fi(struc) + MICtrn(2) + MICtrn(5) - OXIDAT + dSOMa = MICtrn(3) + MICtrn(6) + DEsorp + OXIDAT - SOMmin(1) - SOMmin(2) + + !Sum daily heterotrphic respiration flux (mgC/cm3) + mimicsflux%Chresp(npt) = mimicsflux%Chresp(npt) & + + (1.0 - mimicsbiome%MGE(1)) * (LITmin(1) + SOMmin(1)) & + + (1.0 - mimicsbiome%MGE(2)) * (LITmin(2)) & + + (1.0 - mimicsbiome%MGE(3)) * (LITmin(3) + SOMmin(2)) & + + (1.0 - mimicsbiome%MGE(4)) * (LITmin(4)) + + !Sum daily inputs to SOMp (mgC/cm3). -mdh 12/3/2018 + mimicsflux%CSOMpInput(npt) = mimicsflux%CSOMpInput(npt) & + + mimicsflux%ClitInput(npt,metbc)/NHOURSf * mimicsbiome%Fi(metbc) + MICtrn(1) + MICtrn(4) + + !Update pools (mgC/cm3) + mimicspool%LITm(npt) = mimicspool%LITm(npt) + dLITm + mimicspool%LITs(npt) = mimicspool%LITs(npt) + dLITs + mimicspool%MICr(npt) = mimicspool%MICr(npt) + dMICr + mimicspool%MICk(npt) = mimicspool%MICk(npt) + dMICk + mimicspool%SOMa(npt) = mimicspool%SOMa(npt) + dSOMa + mimicspool%SOMc(npt) = mimicspool%SOMc(npt) + dSOMc + mimicspool%SOMp(npt) = mimicspool%SOMp(npt) + dSOMp + + end do + +! if (casamet%ijgcm(npt) .eq. 2945) then ! Crop (12) +! if (casamet%ijgcm(npt) .eq. 10354) then ! Tundra (18) +! if (casamet%ijgcm(npt) .eq. 10052) then ! Grassland (10) +! if (casamet%ijgcm(npt) .eq. 10919) then ! Deciduous broadleaf (4) +! if (casamet%ijgcm(npt) .eq. 11018) then ! Evergreen needleleaf (1) +! if (casamet%ijgcm(npt) .eq. 11569) then ! Evergreen broadleaf (2) + +! if (casamet%ijgcm(npt) .eq. iptToSave_mimics) then + if (npt .eq. iptToSave_mimics) then + ! Write to point file daily if mdaily==1, else write once a year on day 365. -mdh 5/14/2018 + if ((mdaily == 1) .or. (idoy==365)) then + call WritePointMIMICS(214, sPtFileNameMIMICS, npt, mp, iYrCnt, idoy, & + cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd, & + LITmin, MICtrn, SOMmin, DEsorp, OXIDAT, & + dLITm, dLITs, dSOMa, dSOMc, dSOMp, dMICr, dMICk, Tsoil, Cbalance) + endif + endif + + ENDIF + + end do + +END SUBROUTINE mimics_soil_forwardMM + +!-------------------------------------------------------------------------------- +! SUBROUTINE mimics_soil_reverseMM +! - calculate daily changes in litter, microbial, and SOM pools +! - alternative to mimics_soil_forwardMM; implements the reverse Michaelis-Mention kinetics + +SUBROUTINE mimics_soil_reverseMM(mp,iYrCnt,idoy,mdaily,cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd) + + ! Function Arguments + integer, INTENT(IN) :: mp,iYrCnt,idoy ! number of grid points, simulation year count, day of year + integer, INTENT(IN) :: mdaily + real(r_2), dimension(mp),INTENT(IN) :: cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd + + ! Local Variables + integer :: npt, ihr + integer, parameter :: NHOURS = 24 + real(r_2) :: LITmin(4), MICtrn(6), SOMmin(2), DEsorp, OXIDAT, desorption + real(r_2) :: dLITm, dLITs, dSOMa, dSOMc, dSOMp, dMICr, dMICk + real(r_2) :: NHOURSf, NHOURSfrac + real(r_2) :: Tsoil ! average soil temperature for the day (degrees C) + real(r_2) :: theta_liq ! WW average liquid soil water + real(r_2) :: theta_frzn ! WW average frozen soil water + real(r_2) :: air_filled_porosity !Fraction of 1.0. Different from 1.0-theta_liq since it includes ice + real(r_2) :: fW ! CORPSE moisture function theta_liq^3*(1-air_filled_porosity)^2.5, + ! WW adjusted to give max values of 1, min = + ! 0.01 + real(r_2) :: Cbalance, CorgSum1, CorgSum2 + REAL(r_2), parameter :: wfpscoefa=0.55 ! Kelly et al. (2000) JGR, Figure 2b), optimal wfps + REAL(r_2), parameter :: wfpscoefb=1.70 ! Kelly et al. (2000) JGR, Figure 2b) + REAL(r_2), parameter :: wfpscoefc=-0.007 ! Kelly et al. (2000) JGR, Figure 2b) + REAL(r_2), parameter :: wfpscoefd=3.22 ! Kelly et al. (2000) JGR, Figure 2b) + REAL(r_2), parameter :: wfpscoefe=6.6481 ! =wfpscoefd*(wfpscoefb-wfpscoefa)/(wfpscoefa-wfpscoefc) + +! if (iptToSave_mimics > 0) then +! open(214,file=sPtFileNameMIMICS, access='APPEND') +! endif + + NHOURSf = real(NHOURS) + NHOURSfrac = 1.0/NHOURSf + Cbalance = -9999.9 + + do npt=1,mp + + IF(casamet%iveg2(npt) /= icewater) THEN + + mimicsflux%Chresp(npt) = 0.0 + mimicsflux%CSOMpInput(npt) = 0.0 + + ! casaflux%CnppAn(npt) = average annual NPP (gC/m2/yr) + ! Restrict tauMod to values 0.8 - 1.2 (Will Wieder, 5/4/2015) + ! mimicsbiome%tauMod(npt) = SQRT(casaflux%CnppAn(npt)/100) + mimicsbiome%tauMod(npt) = SQRT(casaflux%CnppAn(npt)/mimicsbiome%tauModDenom) + mimicsbiome%tauMod(npt) = MAX(mimicsbiome%tauMod_MIN, mimicsbiome%tauMod(npt)) + mimicsbiome%tauMod(npt) = MIN(mimicsbiome%tauMod_MAX, mimicsbiome%tauMod(npt)) + + ! Use site-level value for tauR (-mdh 4/20/2015) + !! mimicsbiome%tauR(npt) = 5.2 * 0.0001 * exp(0.3 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt) + !! Global value for tauR (-mdh 4/6/2015) + !! mimicsbiome%tauR(npt) = 5.2 * 0.0001 * exp(0.4 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt) + ! Use site-level value for tauK (-mdh 4/20/2015) + !! mimicsbiome%tauK(npt) = 2.4 * 0.0001 * exp(0.1 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt) + + ! Updated based on Will's (-mdh 6/1/2015). I had been using site-level values, so only tauR changed. + ! mimicsbiome%tauR(npt) = 5.2 * 0.0001 * exp(0.4 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt) + ! mimicsbiome%tauK(npt) = 2.4 * 0.0001 * exp(0.1 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt) + mimicsbiome%tauR(npt) = mimicsbiome%tau_r(1) * & + exp(mimicsbiome%tau_r(2) * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt) + mimicsbiome%tauK(npt) = mimicsbiome%tau_k(1) * & + exp(mimicsbiome%tau_k(2) * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt) + + ! Vmax - temperature sensitive maximum reaction velocities (mg C (mg MIC)-1 h-1) + Tsoil = casamet%tsoilavg(npt) - tkzeroc + ! Read in soil moisture data as in CORPSE + theta_liq = min(1.0, casamet%moistavg(npt)/soil%ssat(npt)) ! fraction of liquid water-filled pore space (0.0 - 1.0) + theta_frzn = min(1.0, casamet%frznmoistavg(npt)/soil%ssat(npt)) ! fraction of frozen water-filled pore space (0.0 - 1.0) + air_filled_porosity = max(0.0, 1.0-theta_liq-theta_frzn) + + if (mimicsbiome%fWFunction .eq. CORPSE) then + ! CORPSE water scalar, adjusted to give maximum values of 1 + fW = (theta_liq**3 * air_filled_porosity**2.5)/0.022600567942709 + fW = max(0.05, fW) + elseif (mimicsbiome%fWFunction .eq. CASACNP) then + ! CASA water scalar, does not use frozen water in the calculation! + ! local variables + fW = ((theta_liq-wfpscoefb)/(wfpscoefa-wfpscoefb))**wfpscoefe & + * ((theta_liq-wfpscoefc)/(wfpscoefa-wfpscoefc))**wfpscoefd + fW = min(fW, 1.0) + fW = max(0.01, fW) + else + fW = 1.0 + endif + + mimicspool%fW(npt) = fW + mimicspool%thetaLiq(npt) = theta_liq + mimicspool%thetaFrzn(npt) = theta_frzn + + mimicsbiome%Vmax(npt,R1) = exp(mimicsbiome%Vslope(R1) * Tsoil + mimicsbiome%Vint(R1)) & + * mimicsbiome%av(R1) * mimicsbiome%Vmod(R1) * fW + mimicsbiome%Vmax(npt,R2) = exp(mimicsbiome%Vslope(R2) * Tsoil + mimicsbiome%Vint(R2)) & + * mimicsbiome%av(R2) * mimicsbiome%Vmod(R2) * fW + mimicsbiome%Vmax(npt,R3) = exp(mimicsbiome%Vslope(R3) * Tsoil + mimicsbiome%Vint(R3)) & + * mimicsbiome%av(R3) * mimicsbiome%Vmod(R3) * fW + mimicsbiome%Vmax(npt,K1) = exp(mimicsbiome%Vslope(K1) * Tsoil + mimicsbiome%Vint(K1)) & + * mimicsbiome%av(K1) * mimicsbiome%Vmod(K1) * fW + mimicsbiome%Vmax(npt,K2) = exp(mimicsbiome%Vslope(K2) * Tsoil + mimicsbiome%Vint(K2)) & + * mimicsbiome%av(K2) * mimicsbiome%Vmod(K2) * fW + mimicsbiome%Vmax(npt,K3) = exp(mimicsbiome%Vslope(K3) * Tsoil + mimicsbiome%Vint(K3)) & + * mimicsbiome%av(K3) * mimicsbiome%Vmod(K3) * fW + + ! WW also modify TAU as a function of soil moisture, so things don't + ! colapse in frozen soils... + mimicsbiome%tauR(npt) = mimicsbiome%tauR(npt) * fW + mimicsbiome%tauK(npt) = mimicsbiome%tauK(npt) * fW + + ! Km - half saturation constants (temperature sensitive) (mg C cm-3) + mimicsbiome%Km(npt,R1) = exp(mimicsbiome%Kslope(R1) * Tsoil + mimicsbiome%Kint(R1)) & + * mimicsbiome%ak(R1) / mimicsbiome%Kmod(npt,R1) + mimicsbiome%Km(npt,R2) = exp(mimicsbiome%Kslope(R2) * Tsoil + mimicsbiome%Kint(R2)) & + * mimicsbiome%ak(R2) / mimicsbiome%Kmod(npt,R2) + mimicsbiome%Km(npt,R3) = exp(mimicsbiome%Kslope(R3) * Tsoil + mimicsbiome%Kint(R3)) & + * mimicsbiome%ak(R3) / mimicsbiome%Kmod(npt,R3) + mimicsbiome%Km(npt,K1) = exp(mimicsbiome%Kslope(K1) * Tsoil + mimicsbiome%Kint(K1)) & + * mimicsbiome%ak(K1) / mimicsbiome%Kmod(npt,K1) + mimicsbiome%Km(npt,K2) = exp(mimicsbiome%Kslope(K2) * Tsoil + mimicsbiome%Kint(K2)) & + * mimicsbiome%ak(K2) / mimicsbiome%Kmod(npt,K2) + mimicsbiome%Km(npt,K3) = exp(mimicsbiome%Kslope(K3) * Tsoil + mimicsbiome%Kint(K3)) & + * mimicsbiome%ak(K3) / mimicsbiome%Kmod(npt,K3) + + CorgSum1 = mimicspool%LITm(npt) + mimicspool%LITs(npt) + & + mimicspool%SOMa(npt) + mimicspool%SOMc(npt) + mimicspool%SOMp(npt) + + ! Desorption a function of soil temperature, Q10 = 1.1 w/ reference + ! temperature of 25C. -WW 4/6/2021. Created parameter names -mdh 4/12/2021 + ! desorption = mimicsbiome%desorp(npt) * (1.1 * exp((Tsoil-25)/10)) + ! Make the Q10 modification to desorption optional. -mdh 6/30/2021 + if (mimicsbiome%desorpQ10 < 0.0) then + desorption = mimicsbiome%desorp(npt) + else + desorption = mimicsbiome%desorp(npt) * (mimicsbiome%desorpQ10 * exp((Tsoil-mimicsbiome%desorpTref)/10.0)) + endif + +do ihr = 1, NHOURS + + ! Flows to and from MICr + + !MICr decomp of METABOLIC litter (f1. LITm-->MICr), reverse Michaelis-Menton Kinetics + LITmin(1) = mimicspool%MICr(npt) * mimicsbiome%Vmax(npt,R1) * mimicspool%LITm(npt) & + / (mimicsbiome%Km(npt,R1) + mimicspool%MICr(npt)) + + !MICr decomp of STRUCTURAL litter (f2. LITs-->MICr), reverse Michaelis-Menton Kinetics + LITmin(2) = mimicspool%MICr(npt) * mimicsbiome%Vmax(npt,R2) * mimicspool%LITs(npt) & + / (mimicsbiome%Km(npt,R2) + mimicspool%MICr(npt)) + + !MICr turnover to SOMp (f41. MICr-->SOMp) + MICtrn(1) = mimicspool%MICr(npt) * mimicsbiome%tauR(npt) * mimicsbiome%fPHYS(npt,1) + + !MICr turnover to SOMc (f42. MICr-->SOMc) + MICtrn(2) = mimicspool%MICr(npt) * mimicsbiome%tauR(npt) * mimicsbiome%fCHEM(npt,1) + + !MICr turnover to SOMa (f43. MICr-->SOMa) + MICtrn(3) = mimicspool%MICr(npt) * mimicsbiome%tauR(npt) * mimicsbiome%fAVAL(npt,1) + + !decomp of SOMa by MICr (f3. SOMa-->MICr), reverse Michaelis-Menton Kinetics + SOMmin(1) = mimicspool%MICr(npt) * mimicsbiome%Vmax(npt,R3) * mimicspool%SOMa(npt) & + / (mimicsbiome%Km(npt,R3) + mimicspool%MICr(npt)) + + !Flows to and from MICk + + !decomp of METABOLIC litter (f5. LITm-->MICk), reverse Michaelis-Menton Kinetics + LITmin(3) = mimicspool%MICk(npt) * mimicsbiome%Vmax(npt,K1) * mimicspool%LITm(npt) & + / (mimicsbiome%Km(npt,K1) + mimicspool%MICk(npt)) + + !decomp of STRUCTURAL litter (f6. LITs-->MICk), reverse Michaelis-Menton Kinetics + LITmin(4) = mimicspool%MICk(npt) * mimicsbiome%Vmax(npt,K2) * mimicspool%LITs(npt) & + / (mimicsbiome%Km(npt,K2) + mimicspool%MICk(npt)) + + !MICk turnover to SOMp (f81. MICk-->SOMp) + MICtrn(4) = mimicspool%MICk(npt) * mimicsbiome%tauK(npt) * mimicsbiome%fPHYS(npt,2) + + !MICk turnover to SOMc (f82. MICk-->SOMc) + MICtrn(5) = mimicspool%MICk(npt) * mimicsbiome%tauK(npt) * mimicsbiome%fCHEM(npt,2) + + !MICk turnover to SOMa (f83. MICk-->SOMa) + MICtrn(6) = mimicspool%MICk(npt) * mimicsbiome%tauK(npt) * mimicsbiome%fAVAL(npt,2) + + !decomp of SOMa by MICk (f7. SOMa-->MICk, reverse Michaelis-Menton Kinetics + SOMmin(2) = mimicspool%MICk(npt) * mimicsbiome%Vmax(npt,K3) * mimicspool%SOMa(npt) & + / (mimicsbiome%Km(npt,K3) + mimicspool%MICk(npt)) + + ! Desorbtion of SOMp to SOMa (function of fCLAY) (f9. SOMp-->SOMa) + !DEsorp = mimicspool%SOMp(npt) * mimicsbiome%desorp(npt) + DEsorp = mimicspool%SOMp(npt) * desorption + + ! Oxidation of SOMc to SOMa (f10. SOMc-->SOMa), reverse Michaelis-Menton Kinetics + OXIDAT = (mimicspool%MICk(npt) * mimicsbiome%Vmax(npt,K2) * mimicspool%SOMc(npt) & + / (mimicsbiome%KO(2)*mimicsbiome%Km(npt,K2) + mimicspool%MICk(npt))) & + + (mimicspool%MICr(npt) * mimicsbiome%Vmax(npt,R2) * mimicspool%SOMc(npt) & + / (mimicsbiome%KO(1)*mimicsbiome%Km(npt,R2) + mimicspool%MICr(npt))) + + ! Divide total litter inputs (mgC/cm3/day) by number of hours in the daily timestep (NHOURSf) + ! Optimization: Multiply by NHOURSfrac = 1/NHOURSf + dLITm = mimicsflux%ClitInput(npt,metbc)*NHOURSfrac * (1.0-mimicsbiome%Fi(metbc)) - LITmin(1) - LITmin(3) + dMICr = mimicsbiome%MGE(1)*(LITmin(1)+ SOMmin(1)) + mimicsbiome%MGE(2)*(LITmin(2)) - sum(MICtrn(1:3)) + dSOMp = mimicsflux%ClitInput(npt,metbc)*NHOURSfrac * mimicsbiome%Fi(metbc) + MICtrn(1) + MICtrn(4)- DEsorp + dLITs = mimicsflux%ClitInput(npt,struc)*NHOURSfrac * (1.0-mimicsbiome%Fi(struc)) - LITmin(2) - LITmin(4) + dMICk = mimicsbiome%MGE(3)*(LITmin(3)+ SOMmin(2)) + mimicsbiome%MGE(4)*(LITmin(4)) - sum(MICtrn(4:6)) + dSOMc = mimicsflux%ClitInput(npt,struc)*NHOURSfrac * mimicsbiome%Fi(struc) + MICtrn(2) + MICtrn(5) - OXIDAT + dSOMa = MICtrn(3) + MICtrn(6) + DEsorp + OXIDAT - SOMmin(1) - SOMmin(2) + + !Sum daily heterotrophic respiration flux (mgC/cm3) + mimicsflux%Chresp(npt) = mimicsflux%Chresp(npt) & + + (1.0 - mimicsbiome%MGE(1)) * (LITmin(1) + SOMmin(1)) & + + (1.0 - mimicsbiome%MGE(2)) * (LITmin(2)) & + + (1.0 - mimicsbiome%MGE(3)) * (LITmin(3) + SOMmin(2)) & + + (1.0 - mimicsbiome%MGE(4)) * (LITmin(4)) + + !Sum daily inputs to SOMp (mgC/cm3). -mdh 12/3/2018 + mimicsflux%CSOMpInput(npt) = mimicsflux%CSOMpInput(npt) & + + mimicsflux%ClitInput(npt,metbc)*NHOURSfrac * mimicsbiome%Fi(metbc) + MICtrn(1) + MICtrn(4) + + !Update pools (mgC/cm3) + mimicspool%LITm(npt) = mimicspool%LITm(npt) + dLITm + mimicspool%LITs(npt) = mimicspool%LITs(npt) + dLITs + mimicspool%MICr(npt) = mimicspool%MICr(npt) + dMICr + mimicspool%MICk(npt) = mimicspool%MICk(npt) + dMICk + mimicspool%SOMa(npt) = mimicspool%SOMa(npt) + dSOMa + mimicspool%SOMc(npt) = mimicspool%SOMc(npt) + dSOMc + mimicspool%SOMp(npt) = mimicspool%SOMp(npt) + dSOMp + + end do + + CorgSum2 = mimicspool%LITm(npt) + mimicspool%LITs(npt) + & + mimicspool%SOMa(npt) + mimicspool%SOMc(npt) + mimicspool%SOMp(npt) + ! CorgSum2 = CorgSum1 + gains - losses + Cbalance = -1.0*(CorgSum1 - CorgSum2 - mimicsflux%Chresp(npt) & + + mimicsflux%ClitInput(npt,metbc)+mimicsflux%ClitInput(npt,struc)) + +! if (casamet%ijgcm(npt) .eq. 2945) then ! Crop (12) +! if (casamet%ijgcm(npt) .eq. 10354) then ! Tundra (18) +! if (casamet%ijgcm(npt) .eq. 10052) then ! Grassland (10) +! if (casamet%ijgcm(npt) .eq. 10919) then ! Deciduous broadleaf (4) +! if (casamet%ijgcm(npt) .eq. 11018) then ! Evergreen needleleaf (1) +! if (casamet%ijgcm(npt) .eq. 11569) then ! Evergreen broadleaf (2) + + if (.FALSE.) then +! if (.TRUE.) then + write(*,*) + write(*,*) 'C balance > 0.0 means unexpected gain of C from start to end of day' + write(*,'(a13,f10.6)') 'Cbalance = ', Cbalance + write(*,'(a13,f10.6)') 'CorgSum2 = ', CorgSum2 + write(*,'(a13,f10.6)') 'CorgSum1 = ', CorgSum1 + write(*,'(a13,f10.6)') 'dCorg = ', CorgSum2 - CorgSum1 + write(*,'(a13,f10.6)') 'litCinput = ', mimicsflux%ClitInput(npt,metbc) + mimicsflux%ClitInput(npt,struc) + write(*,'(a13,f10.6)') 'Chresp = ', mimicsflux%Chresp(npt) + endif + +! if (casamet%ijgcm(npt) .eq. iptToSave_mimics) then + if (npt .eq. iptToSave_mimics) then + ! Write to point file daily if mdaily==1, else write once a year on day 365. -mdh 5/14/2018 + if ((mdaily == 1) .or. (idoy==365)) then + call WritePointMIMICS(214, sPtFileNameMIMICS, npt, mp, iYrCnt, idoy, & + cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd, & + LITmin, MICtrn, SOMmin, DEsorp, OXIDAT, & + dLITm, dLITs, dSOMa, dSOMc, dSOMp, dMICr, dMICk, Tsoil, Cbalance) + endif + endif + + ENDIF + + end do + +END SUBROUTINE mimics_soil_reverseMM + +!-------------------------------------------------------------------------------- + +SUBROUTINE mimics_ccycle(veg,casabiome,casapool,casaflux,casamet) + +! Called daily +! Update all C pool that were not updated in mimics_soil_forwardMM or mimics_soil_reverseMM. +! This includes plant C pools, but not litter C or soil C pools. + + TYPE (veg_parameter_type), INTENT(INOUT) :: veg ! vegetation parameters + TYPE (casa_biome), INTENT(INOUT) :: casabiome + TYPE (casa_pool), INTENT(INOUT) :: casapool + TYPE (casa_flux), INTENT(INOUT) :: casaflux + TYPE (casa_met), INTENT(INOUT) :: casamet + + ! Local variables + INTEGER i,npt + + DO npt=1,mp + IF(casamet%iveg2(npt) == icewater) THEN + casamet%glai(npt) = 0.0 + ELSE + casapool%cplant(npt,:) = casapool%cplant(npt,:) + casapool%dCplantdt(npt,:) * deltpool + casapool%clabile(npt) = casapool%clabile(npt) + casapool%dclabiledt(npt) * deltpool + casamet%glai(npt) = MAX(casabiome%glaimin(veg%iveg(npt)), & + casabiome%sla(veg%iveg(npt)) * casapool%cplant(npt,leaf)) + casamet%glai(npt) = MIN(casabiome%glaimax(veg%iveg(npt)), casamet%glai(npt)) + + ! Update CWD pool (-mdh 5/4/2015) + casapool%clitter(npt,:) = casapool%clitter(npt,:) + casapool%dClitterdt(npt,:) * deltpool + + DO i=1,mplant + IF(casapool%cplant(npt,i) < 0.0) THEN +! WRITE(57,*) 'Cpool: npt,ivt',npt,casamet%iveg2(npt),casapool%cplant(npt,:) + !call casa_poolzero(npt,1,casapool) + casapool%cplant(npt,i) = max(0.0, casapool%cplant(npt,i)) + ENDIF + ENDDO + + ENDIF + ENDDO !end of "npt" + +END SUBROUTINE mimics_ccycle + +!-------------------------------------------------------------------------------- +SUBROUTINE mimics_cncycle(veg,casabiome,casapool,casaflux,casamet) + +! Called daily +! Update all C&N pools that were not updated in mimics_soil_reverseMM_CN. +! This includes plant C&N pools, and mineral N pool, but not litter C&N or soil organic C&N pools. + + TYPE (veg_parameter_type), INTENT(INOUT) :: veg ! vegetation parameters + TYPE (casa_biome), INTENT(INOUT) :: casabiome + TYPE (casa_pool), INTENT(INOUT) :: casapool + TYPE (casa_flux), INTENT(INOUT) :: casaflux + TYPE (casa_met), INTENT(INOUT) :: casamet + + ! Local variables + INTEGER i,npt + + DO npt=1,mp + IF (casamet%iveg2(npt) == icewater) THEN + casamet%glai(npt) = 0.0 + ELSE + casapool%cplant(npt,:) = casapool%cplant(npt,:) + casapool%dCplantdt(npt,:) * deltpool + casapool%clabile(npt) = casapool%clabile(npt) + casapool%dClabiledt(npt) * deltpool + + IF (casapool%cplant(npt,leaf) > 0.0) THEN + IF(icycle > 1) casapool%Nplant(npt,:) = casapool%Nplant(npt,:) & + +casapool%dNplantdt(npt,:)*deltpool + ENDIF + + casamet%glai(npt) = MAX(casabiome%glaimin(veg%iveg(npt)), & + casabiome%sla(veg%iveg(npt)) * casapool%cplant(npt,leaf)) + casamet%glai(npt) = MIN(casabiome%glaimax(veg%iveg(npt)), casamet%glai(npt)) + + ! Update CWD pool (-mdh 5/4/2015) + casapool%clitter(npt,:) = casapool%clitter(npt,:) + casapool%dClitterdt(npt,:) * deltpool +! write(*,*) +! write(*,*) 'mimics_cncycle:' +! write(*,'(a32,f10.6)') 'casapool%dClitterdt(npt,metb) =', casapool%dClitterdt(npt,metb) +! write(*,'(a32,f10.6)') 'casapool%dClitterdt(npt,str) =', casapool%dClitterdt(npt,str) +! write(*,'(a32,f18.6)') 'casapool%dClitterdt(npt,cwd) =', casapool%dClitterdt(npt,cwd) + + IF (icycle > 1) THEN + casapool%Nlitter(npt,:) = casapool%Nlitter(npt,:) + casapool%dNlitterdt(npt,:)* deltpool + !casapool%Nsoil(npt,:) = casapool%Nsoil(npt,:) + casapool%dNsoildt(npt,:) * deltpool + casapool%Nsoilmin(npt) = casapool%Nsoilmin(npt) + casapool%dNsoilmindt(npt) * deltpool + ENDIF ! end of "icycle > 1" + + DO i=1,mplant + IF (casapool%cplant(npt,i) < 0.0) THEN +! WRITE(57,*) 'Cpool: npt,ivt',npt,casamet%iveg2(npt),casapool%cplant(npt,:) + !call casa_poolzero(npt,1,casapool) + casapool%cplant(npt,i) = max(0.0, casapool%cplant(npt,i)) + ENDIF + ENDDO + IF (icycle > 1) THEN + DO i=1,mplant + IF (casapool%nplant(npt,i) < 0.0) THEN +! WRITE(57,*) 'Npool:', 'npt,ivt,ipool',npt,casamet%iveg2(np),casapool%nplant(npt,:) + !call casa_poolzero(npt,2,casapool) + casapool%nplant(npt,i) = max(0.0, casapool%nplant(npt,i)) + ENDIF + ENDDO + ENDIF ! end of "icycle > 1" + + ENDIF + ENDDO !end of "npt" + +END SUBROUTINE mimics_cncycle + +!-------------------------------------------------------------------------------- + +!! Subroutine mimics_caccum accumulates daily C pool and flux values +!! Average annual values will be computed at the end of the simulation +!! in subroutine mimics_poolfluxout + +SUBROUTINE mimics_caccum(mp,cwd2co2) + + !Subroutine arguments + implicit none + integer, INTENT(IN) :: mp ! number of grid cells + real(r_2), dimension(mp),INTENT(IN) :: cwd2co2 ! respiration from decay of CWD (gC/m2/day) + + !Local variables + integer :: npt + real(r_2) :: unitConv ! mgC/cm3 * depth(cm)* (1g/10^3 mg)*(10^4 cm2)/m2 = gC/m2 + + do npt = 1,mp + + if (casamet%iveg2(npt) /= icewater) then + + unitConv = 10.0 * mimicsbiome%depth(veg%iveg(npt)) + +! if (npt .eq. 1003) then +! print * +! print *, 'caccum: unitConv = ', unitConv +! print *, 'caccum: mimicspoolAn%ClitterAn(',npt,',METBC) = ', mimicspoolAn%ClitterAn(npt,METBC), mimicspool%LITm(npt) +! print *, 'caccum: mimicspoolAn%ClitterAn(',npt,',STRUC) = ', mimicspoolAn%ClitterAn(npt,STRUC), mimicspool%LITs(npt) +! +! print *, 'caccum: mimicspoolAn%CmicrobeAn(',npt,',RSEL) = ', mimicspoolAn%CmicrobeAn(npt,RSEL), mimicspool%MICr(npt) +! print *, 'caccum: mimicspoolAn%CmicrobeAn(',npt,',KSEL) = ', mimicspoolAn%CmicrobeAn(npt,KSEL), mimicspool%MICk(npt) +! +! print *, 'caccum: mimicspoolAn%CsoilAn(',npt,',AVAL) = ', mimicspoolAn%CsoilAn(npt,AVAL), mimicspool%SOMa(npt) +! print *, 'caccum: mimicspoolAn%CsoilAn(',npt,',CHEM) = ', mimicspoolAn%CsoilAn(npt,CHEM), mimicspool%SOMc(npt) +! print *, 'caccum: mimicspoolAn%CsoilAn(',npt,',PHYS) = ', mimicspoolAn%CsoilAn(npt,PHYS), mimicspool%SOMp(npt) +! endif + + mimicspoolAn%ClitterAn(npt,METBC) = mimicspoolAn%ClitterAn(npt,METBC) + mimicspool%LITm(npt) * unitConv + mimicspoolAn%ClitterAn(npt,STRUC) = mimicspoolAn%ClitterAn(npt,STRUC) + mimicspool%LITs(npt) * unitConv + + mimicspoolAn%CmicrobeAn(npt,RSEL) = mimicspoolAn%CmicrobeAn(npt,RSEL) + mimicspool%MICr(npt) * unitConv + mimicspoolAn%CmicrobeAn(npt,KSEL) = mimicspoolAn%CmicrobeAn(npt,KSEL) + mimicspool%MICk(npt) * unitConv + + mimicspoolAn%CsoilAn(npt,AVAL) = mimicspoolAn%CsoilAn(npt,AVAL) + mimicspool%SOMa(npt) * unitConv + mimicspoolAn%CsoilAn(npt,CHEM) = mimicspoolAn%CsoilAn(npt,CHEM) + mimicspool%SOMc(npt) * unitConv + mimicspoolAn%CsoilAn(npt,PHYS) = mimicspoolAn%CsoilAn(npt,PHYS) + mimicspool%SOMp(npt) * unitConv + + !Litter Inputs and Heterotrophic Respiration (gC/m2) + mimicsfluxAn%CLitInputAn(npt,METBC) = mimicsfluxAn%CLitInputAn(npt,METBC) + mimicsflux%CLitInput(npt,METBC) * unitConv + mimicsfluxAn%CLitInputAn(npt,STRUC) = mimicsfluxAn%CLitInputAn(npt,STRUC) + mimicsflux%CLitInput(npt,STRUC) * unitConv + + ! Include calculation for cwd2co2 in daily as well as annual CO2 flux (-mdh 4/26/2015, 1/23/2017) + ! mimicsflux%Chresp is in units of mg/c3 whereas mimicsfluxAn%ChrespAn is gC/m2 + mimicsflux%Chresp(npt) = mimicsflux%Chresp(npt) + cwd2co2(npt)/unitConv + mimicsfluxAn%ChrespAn(npt) = mimicsfluxAn%ChrespAn(npt) + mimicsflux%Chresp(npt) * unitConv + ! mimicsflux%CSOMpInput is in units of mg/c3 whereas mimicsfluxAn%CSOMpInputAn is gC/m2. -mdh 12/3/2018 + mimicsfluxAn%CSOMpInputAn(npt) = mimicsfluxAn%CSOMpInputAn(npt) + mimicsflux%CSOMpInput(npt) * unitConv + mimicsfluxAn%Overflow_rAn(npt) = mimicsfluxAn%Overflow_rAn(npt) + mimicsflux%Overflow_r(npt) * unitConv + mimicsfluxAn%Overflow_kAn(npt) = mimicsfluxAn%Overflow_kAn(npt) + mimicsflux%Overflow_k(npt) * unitConv + + ! Added f(T), f(W), thetaLiq, thetaFrzn to MIMICS output. -mdh 11/27/2017 + mimicspoolAn%fTAn(npt) = mimicspoolAn%fTAn(npt) + mimicspool%fT(npt) + mimicspoolAn%fWAn(npt) = mimicspoolAn%fWAn(npt) + mimicspool%fW(npt) + mimicspoolAn%thetaLiqAn(npt) = mimicspoolAn%thetaLiqAn(npt) + mimicspool%thetaLiq(npt) + mimicspoolAn%thetaFrznAn(npt) = mimicspoolAn%thetaFrznAn(npt) + mimicspool%thetaFrzn(npt) + + if (cwd2co2(npt) .lt. 0.0 .or. mimicsflux%Chresp(npt) .lt. 0.0) then + write(57,*) 'WARNING NEGATIVE RESPIRATION: ', & + 'mimicsflux%Chresp(',npt,') = ', mimicsflux%Chresp(npt), & + 'cwd2co2(',npt,') = ', cwd2co2(npt) + endif + + endif + end do + +END SUBROUTINE mimics_caccum + +!-------------------------------------------------------------------------------- + +!! Subroutine mimics_naccum accumulates daily N pool and flux values +!! Average annual values will be computed at the end of the simulation +!! in subroutine mimics_poolfluxout + +SUBROUTINE mimics_naccum(mp) + + !Subroutine arguments + implicit none + integer, INTENT(IN) :: mp ! number of grid cells + + !Local variables + integer :: npt + real(r_2) :: unitConv ! mgN/cm3 * depth(cm)* (1g/10^3 mg)*(10^4 cm2)/m2 = gN/m2 + + do npt = 1,mp + + if (casamet%iveg2(npt) /= icewater) then + + unitConv = 10.0 * mimicsbiome%depth(veg%iveg(npt)) + +! if (npt .eq. 1003) then +! print * +! print *, 'naccum: unitConv = ', unitConv +! print *, 'naccum: mimicspoolAn%NlitterAn(',npt,',METBC) = ', mimicspoolAn%NlitterAn(npt,METBC), mimicspool%LITmN(npt) +! print *, 'naccum: mimicspoolAn%NlitterAn(',npt,',STRUC) = ', mimicspoolAn%NlitterAn(npt,STRUC), mimicspool%LITsN(npt) +! +! print *, 'naccum: mimicspoolAn%NmicrobeAn(',npt,',RSEL) = ', mimicspoolAn%NmicrobeAn(npt,RSEL), mimicspool%MICrN(npt) +! print *, 'naccum: mimicspoolAn%NmicrobeAn(',npt,',KSEL) = ', mimicspoolAn%NmicrobeAn(npt,KSEL), mimicspool%MICkN(npt) +! +! print *, 'naccum: mimicspoolAn%NsoilAn(',npt,',AVAL) = ', mimicspoolAn%NsoilAn(npt,AVAL), mimicspool%SOMaN(npt) +! print *, 'naccum: mimicspoolAn%NsoilAn(',npt,',CHEM) = ', mimicspoolAn%NsoilAn(npt,CHEM), mimicspool%SOMcN(npt) +! print *, 'naccum: mimicspoolAn%NsoilAn(',npt,',PHYS) = ', mimicspoolAn%NsoilAn(npt,PHYS), mimicspool%SOMpN(npt) +! endif + + mimicspoolAn%NlitterAn(npt,METBC) = mimicspoolAn%NlitterAn(npt,METBC) + mimicspool%LITmN(npt) * unitConv + mimicspoolAn%NlitterAn(npt,STRUC) = mimicspoolAn%NlitterAn(npt,STRUC) + mimicspool%LITsN(npt) * unitConv + + mimicspoolAn%NmicrobeAn(npt,RSEL) = mimicspoolAn%NmicrobeAn(npt,RSEL) + mimicspool%MICrN(npt) * unitConv + mimicspoolAn%NmicrobeAn(npt,KSEL) = mimicspoolAn%NmicrobeAn(npt,KSEL) + mimicspool%MICkN(npt) * unitConv + + mimicspoolAn%NsoilAn(npt,AVAL) = mimicspoolAn%NsoilAn(npt,AVAL) + mimicspool%SOMaN(npt) * unitConv + mimicspoolAn%NsoilAn(npt,CHEM) = mimicspoolAn%NsoilAn(npt,CHEM) + mimicspool%SOMcN(npt) * unitConv + mimicspoolAn%NsoilAn(npt,PHYS) = mimicspoolAn%NsoilAn(npt,PHYS) + mimicspool%SOMpN(npt) * unitConv + mimicspoolAn%DINAn(npt) = mimicspoolAn%DINAn(npt) + mimicspool%DIN(npt) * unitConv + + !Litter Inputs and Heterotrophic Respiration (gC/m2) + mimicsfluxAn%NLitInputAn(npt,METBC) = mimicsfluxAn%NLitInputAn(npt,METBC) + mimicsflux%NLitInput(npt,METBC) * unitConv + mimicsfluxAn%NLitInputAn(npt,STRUC) = mimicsfluxAn%NLitInputAn(npt,STRUC) + mimicsflux%NLitInput(npt,STRUC) * unitConv + + endif + end do + +END SUBROUTINE mimics_naccum + +!-------------------------------------------------------------------------------- +! SUBROUTINE mimics_soil_reverseMM_CN +! - calculate daily changes in litter, microbial, and SOM pools +! - alternative to mimics_soil_forwardMM; implements the reverse Michaelis-Mention kinetics + +SUBROUTINE mimics_soil_reverseMM_CN(mp,iYrCnt,idoy,mdaily,cleaf2met,cleaf2str,croot2met, & + croot2str,cwd2str,cwd2co2,cwood2cwd, & + nleaf2met,nleaf2str,nroot2met,nroot2str,nwd2str,nwood2cwd) + + USE define_types + + ! Function Arguments + integer, INTENT(IN) :: mp,iYrCnt,idoy ! number of grid points, simulation year count, day of year + integer, INTENT(IN) :: mdaily + real(r_2), dimension(mp),INTENT(IN) :: cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd + real(r_2), dimension(mp),INTENT(IN) :: nleaf2met,nleaf2str,nroot2met,nroot2str,nwd2str,nwood2cwd + + ! Local Variables + integer :: npt, ihr + integer, parameter :: NHOURS = 24 + real(r_2) :: LITmin(4), MICtrn(6), SOMmin(2), DEsorp, OXIDAT + real(r_2) :: LITminN(4), MICtrnN(6), SOMminN(2), DEsorpN, OXIDATN + real(r_2) :: dLITm, dLITs, dSOMa, dSOMc, dSOMp, dMICr, dMICk + real(r_2) :: dLITmN, dLITsN, dSOMaN, dSOMcN, dSOMpN, dMICrN, dMICkN, dDIN + real(r_2) :: upMICrC, upMICrN, upMICkC, upMICkN + real(r_2) :: CNup_r, CNup_k + real(r_2) :: DINup_r, DINup_k + real(r_2) :: Overflow_r, Overflow_k, Nspill_r, Nspill_k + real(r_2) :: unitConv, unitConvCtoM + real(r_2) :: NHOURSf, NHOURSfrac, NDAYSfrac + real(r_2) :: MICr_recip, MICk_recip,desorption + real(r_2) :: Tsoil ! average soil temperature for the day (degrees C) + real(r_2) :: theta_liq ! WW average liquid soil water + real(r_2) :: theta_frzn ! WW average frozen soil water + real(r_2) :: air_filled_porosity !Fraction of 1.0. Different from 1.0-theta_liq since it includes ice + real(r_2) :: fW ! CORPSE moisture function theta_liq^3*(1-air_filled_porosity)^2.5, + ! WW adjusted to give max values of 1, min = 0.01 + real(r_2) :: ClitInputNPPhr ! NPP in mg C/cm3/hour + real(r_2) :: DINstart ! Amount of DIN available to microbes at the beginning of the day (mg N/cm3) + REAL(r_2), parameter :: wfpscoefa=0.55 ! Kelly et al. (2000) JGR, Figure 2b), optimal wfps + REAL(r_2), parameter :: wfpscoefb=1.70 ! Kelly et al. (2000) JGR, Figure 2b) + REAL(r_2), parameter :: wfpscoefc=-0.007 ! Kelly et al. (2000) JGR, Figure 2b) + REAL(r_2), parameter :: wfpscoefd=3.22 ! Kelly et al. (2000) JGR, Figure 2b) + REAL(r_2), parameter :: wfpscoefe=6.6481 ! =wfpscoefd*(wfpscoefb-wfpscoefa)/(wfpscoefa-wfpscoefc) + + ! C&N balance variables + real(r_2) CorgSum1, CorgSum2 + real(r_2) Cbalance + real(r_2) NorgSum1, NorgSum2 + real(r_2) Nbalance + + !ATTENTION: where are parameters mimicsbiome%fracNimport_r and mimicsbiome%fracNimport_k used? -mdh 6/21/2019 + + NHOURSf = real(NHOURS) + NHOURSfrac = 1.0/NHOURSf + NDAYSfrac = 1.0/365.0 + + do npt=1,mp + + IF(casamet%iveg2(npt) /= icewater) THEN + + ! (mg N/cm3)*(1/1000)(g/mg)*(10000)(cm2/m2)*depth(cm) = g N/m2 + unitConv = 10.0*mimicsbiome%depth(veg%iveg(npt)) ! Convert mgN/cm3 to gN/m2 (MIMICS to CASA) by multipling by this factor + unitConvCtoM = 1.0/unitConv ! Convert gN/m2 to mgN/cm3 (CASA to MIMICS) to by multipling by this factor + + ! Convert annual NPP (gC/m2/yr) to mgC/cm3/hour + ClitInputNPPhr = NHOURSfrac * casaflux%CnppAn(npt) * unitConvCtoM * NDAYSfrac + + ! CASACNP fluxes computed by MIMICS-CN. MIMICS-CN fluxes (mg N/cm3) will be converted to gN/m2. + casaflux%Nlittermin(npt) = 0.0 ! Gross N mineralization from litter decomposition (gN/m2/day) + casaflux%Nsmin(npt) = 0.0 ! Gross N mineraliztion from SOM decomposition (gN/m2/day) + casaflux%Nsimm(npt) = 0.0 ! Soil N immobilization (gN/m2/day) + casaflux%Nminloss(npt) = 0.0 ! N volatilization (N2O) (gN/m2/day) + casapool%dNsoilmindt(npt) = 0.0 ! Change in mineral N pool during 24-hour loop (gN/m2/day) + + ! Compute mineral N leaching prior to MIMICS 24-hour loop, and remove N leaching calculations from this loop. -mdh 9/27/2020 + casaflux%Nminleach(npt) = casapool%Nsoilmin(npt) * casaflux%fNminleach(npt) ! N leached from mineral soil (gN/m2/day) + casapool%Nsoilmin(npt) = casapool%Nsoilmin(npt) - casaflux%Nminleach(npt) + + ! mimicsbiome%fracDINavailMIC is a new parameter which allows only a fraction of soil mineral N + ! to be available to microbes. Emily's model did not have it since there was no N competition + ! with plants. -mdh 6/21/2019 + mimicspool%DIN(npt) = mimicsbiome%fracDINavailMIC*casapool%Nsoilmin(npt) * unitConvCtoM ! Convert gN/m2 to mgN/cm3 + DINstart = mimicspool%DIN(npt) + + mimicsflux%Chresp(npt) = 0.0 + mimicsflux%CSOMpInput(npt) = 0.0 + ! Accumulate daily Overflow_r and Overflow_k respiration and add to output netCDF file. -mdh 10/12/2020 + mimicsflux%Overflow_r(npt) = 0.0 + mimicsflux%Overflow_k(npt) = 0.0 + + ! Vmax - temperature sensitive maximum reaction velocities (mg C (mg MIC)-1 h-1) + Tsoil = casamet%tsoilavg(npt) - tkzeroc + ! Read in soil moisture data as in CORPSE + theta_liq = min(1.0, casamet%moistavg(npt)/soil%ssat(npt)) ! fraction of liquid water-filled pore space (0.0 - 1.0) + theta_frzn = min(1.0, casamet%frznmoistavg(npt)/soil%ssat(npt)) ! fraction of frozen water-filled pore space (0.0 - 1.0) + air_filled_porosity = max(0.0, 1.0-theta_liq-theta_frzn) + + if (mimicsbiome%fWFunction .eq. CORPSE) then + ! CORPSE water scalar, adjusted to give maximum values of 1 + ! Optimiztion: 1.0/0.022600567942709 = 44.2466756824402 + ! fW = (theta_liq**3 * air_filled_porosity**2.5)/0.022600567942709 + fW = (theta_liq**3 * air_filled_porosity**2.5) * 44.2466756824402 + fW = max(0.05, fW) + elseif (mimicsbiome%fWFunction .eq. CASACNP) then + ! CASA water scalar, does not use frozen water in the calculation! + ! local variables + fW = ((theta_liq-wfpscoefb)/(wfpscoefa-wfpscoefb))**wfpscoefe & + * ((theta_liq-wfpscoefc)/(wfpscoefa-wfpscoefc))**wfpscoefd + fW = min(fW, 1.0) + fW = max(0.01, fW) + else + fW = 1.0 + endif + + mimicspool%fW(npt) = fW + mimicspool%thetaLiq(npt) = theta_liq + mimicspool%thetaFrzn(npt) = theta_frzn + + mimicsbiome%Vmax(npt,R1) = exp(mimicsbiome%Vslope(R1) * Tsoil + mimicsbiome%Vint(R1)) & + * mimicsbiome%av(R1) * mimicsbiome%Vmod(R1) * fW + mimicsbiome%Vmax(npt,R2) = exp(mimicsbiome%Vslope(R2) * Tsoil + mimicsbiome%Vint(R2)) & + * mimicsbiome%av(R2) * mimicsbiome%Vmod(R2) * fW + mimicsbiome%Vmax(npt,R3) = exp(mimicsbiome%Vslope(R3) * Tsoil + mimicsbiome%Vint(R3)) & + * mimicsbiome%av(R3) * mimicsbiome%Vmod(R3) * fW + mimicsbiome%Vmax(npt,K1) = exp(mimicsbiome%Vslope(K1) * Tsoil + mimicsbiome%Vint(K1)) & + * mimicsbiome%av(K1) * mimicsbiome%Vmod(K1) * fW + mimicsbiome%Vmax(npt,K2) = exp(mimicsbiome%Vslope(K2) * Tsoil + mimicsbiome%Vint(K2)) & + * mimicsbiome%av(K2) * mimicsbiome%Vmod(K2) * fW + mimicsbiome%Vmax(npt,K3) = exp(mimicsbiome%Vslope(K3) * Tsoil + mimicsbiome%Vint(K3)) & + * mimicsbiome%av(K3) * mimicsbiome%Vmod(K3) * fW + + ! casaflux%CnppAn(npt) = average annual NPP (gC/m2/yr) + ! mimicsbiome%tauMod(npt) = SQRT(casaflux%CnppAn(npt)/100) + mimicsbiome%tauMod(npt) = SQRT(casaflux%CnppAn(npt)/mimicsbiome%tauModDenom) + mimicsbiome%tauMod(npt) = MAX(mimicsbiome%tauMod_MIN, mimicsbiome%tauMod(npt)) + mimicsbiome%tauMod(npt) = MIN(mimicsbiome%tauMod_MAX, mimicsbiome%tauMod(npt)) + + ! Updated based on Will's (-mdh 6/1/2015). I had been using site-level values, so only tauR changed. + ! mimicsbiome%tauR(npt) = 5.2 * 0.0001 * exp(0.3 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt) + ! mimicsbiome%tauK(npt) = 2.4 * 0.0001 * exp(0.1 * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt) + ! 0.00052 tau_r(1) + ! 0.3 tau_r(2) + ! 0.00024 tau_k(1) + ! 0.1 tau_k(2) + mimicsbiome%CN_r(npt) = mimicsbiome%CNr * SQRT(mimicsbiome%cnModNum/mimicsbiome%fmet(npt)) + mimicsbiome%CN_k(npt) = mimicsbiome%CNk * SQRT(mimicsbiome%cnModNum/mimicsbiome%fmet(npt)) + + mimicsbiome%tauR(npt) = mimicsbiome%tau_r(1) * & + exp(mimicsbiome%tau_r(2) * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt) + mimicsbiome%tauK(npt) = mimicsbiome%tau_k(1) * & + exp(mimicsbiome%tau_k(2) * mimicsbiome%fmet(npt)) * mimicsbiome%tauMod(npt) + +! This code was from the oringinal version of MIMICS-CN. -mdh 2/10/2020 +! ! Modification of tauR and tauK for MIMICS-CN (-mdh 4/29/2019) +! ! Emily's R code for reference +! ! turnover <<- c(5.2e-4*exp(0.3*(fMET)), 2.4e-4*exp(0.1*(fMET))) #WORKS BETTER FOR N_RESPONSE RATIO +! ! turnover_MOD1 <<- sqrt(ANPP_C[s]/100) #basicaily standardize against NWT +! ! turnover <<- turnover * turnover_MOD1 +! ! #turnover <<- turnover * 2 #Sulman et al. 2018 +! ! turnover <<- turnover * 1.7 +! ! turnover <<- turnover^2*0.55/(.45*Inputs) # Inputs(1)=metabolic, Inputs(2)=structural (mgC/cm3/hr) +! +! ! Multiply ClitInput by NHOURSfrac = 1/NHOURSf +! !mimicsbiome%tauR(npt) = (1.7*mimicsbiome%tauR(npt))**2.0*0.55/(0.45*mimicsflux%ClitInput(npt,metbc)*NHOURSfrac) +! !mimicsbiome%tauK(npt) = (1.7*mimicsbiome%tauK(npt))**2.0*0.55/(0.45*mimicsflux%ClitInput(npt,struc)*NHOURSfrac) + + ! Use code updates from Emily 10/24/2019. -mdh 2/10/2020 + ! Also use ANPP, converted to mgC/cm3/hr as the litter input instead of instantaneous litter input. -mdh 2/10/2020 + ! turnover <<- c(5.2e-4*exp(0.3*(fMET)), 2.4e-4*exp(0.1*(fMET))) #WORKS BETTER FOR N_RESPONSE RATIO + ! turnover_MOD1 <<- sqrt(ANPP_C[s]/100) #basicaily standardize against NWT + ! turnover_MOD1[turnover_MOD1 < 0.6] <<- 0.6 # correction not used in LIDET resutls + ! turnover_MOD1[turnover_MOD1 > 1.3] <<- 1.3 #Sulman et al. 2018 + ! turnover <<- turnover * turnover_MOD1 + ! turnover <<- turnover/2.2 + ! turnover <<- turnover^2*0.55/(.45*Inputs) + + ! ATTENTION: comment out density dependent modifications to tauR and tauK + ! because they are causing some cells to produce NANs. -mdh 2/10/2020 + ! ClitInputNPPhr is annual NPP (gC/m2/yr) converted to mgC/cm3/hour +! mimicsbiome%tauR(npt) = (mimicsbiome%tauR(npt)/2.2)**2.0*0.55/(0.45*ClitInputNPPhr) +! mimicsbiome%tauK(npt) = (mimicsbiome%tauK(npt)/2.2)**2.0*0.55/(0.45*ClitInputNPPhr) + + ! WW also modify TAU as a function of soil moisture, so things don't + ! collapse in frozen soils... + mimicsbiome%tauR(npt) = mimicsbiome%tauR(npt) * fW + mimicsbiome%tauK(npt) = mimicsbiome%tauK(npt) * fW + + ! Km - half saturation constants (temperature sensitive) (mg C cm-3) + mimicsbiome%Km(npt,R1) = exp(mimicsbiome%Kslope(R1) * Tsoil + mimicsbiome%Kint(R1)) & + * mimicsbiome%ak(R1) / mimicsbiome%Kmod(npt,R1) + mimicsbiome%Km(npt,R2) = exp(mimicsbiome%Kslope(R2) * Tsoil + mimicsbiome%Kint(R2)) & + * mimicsbiome%ak(R2) / mimicsbiome%Kmod(npt,R2) + mimicsbiome%Km(npt,R3) = exp(mimicsbiome%Kslope(R3) * Tsoil + mimicsbiome%Kint(R3)) & + * mimicsbiome%ak(R3) / mimicsbiome%Kmod(npt,R3) + mimicsbiome%Km(npt,K1) = exp(mimicsbiome%Kslope(K1) * Tsoil + mimicsbiome%Kint(K1)) & + * mimicsbiome%ak(K1) / mimicsbiome%Kmod(npt,K1) + mimicsbiome%Km(npt,K2) = exp(mimicsbiome%Kslope(K2) * Tsoil + mimicsbiome%Kint(K2)) & + * mimicsbiome%ak(K2) / mimicsbiome%Kmod(npt,K2) + mimicsbiome%Km(npt,K3) = exp(mimicsbiome%Kslope(K3) * Tsoil + mimicsbiome%Kint(K3)) & + * mimicsbiome%ak(K3) / mimicsbiome%Kmod(npt,K3) + + ! Desorption a function of soil temperature, Q10 = 1.1 w/ reference + ! temperature of 25C. -WW 4/6/2021. Created parameter names -mdh 4/12/2021 + ! desorption = mimicsbiome%desorp(npt) * (1.1 * exp((Tsoil-25)/10)) + ! Make the Q10 modification to desorption optional. -mdh 6/30/2021 + if (mimicsbiome%desorpQ10 < 0.0) then + desorption = mimicsbiome%desorp(npt) + else + desorption = mimicsbiome%desorp(npt) * (mimicsbiome%desorpQ10 * exp((Tsoil-mimicsbiome%desorpTref)/10.0)) + endif + + CorgSum1 = mimicspool%LITm(npt) + mimicspool%LITs(npt) + & + mimicspool%SOMa(npt) + mimicspool%SOMc(npt) + mimicspool%SOMp(npt) + NorgSum1 = mimicspool%LITmN(npt) + mimicspool%LITsN(npt) + & + mimicspool%SOMaN(npt) + mimicspool%SOMcN(npt) + mimicspool%SOMpN(npt) + + do ihr = 1, NHOURS + + ! Flows to and from MICr + + ! Multiply by recipical of MICr to speed up calculations. -mdh 10/26/2020 + MICr_recip = 1.0 / (mimicspool%MICr(npt) + 1.0e-10) + + !MICr decomp of METABOLIC litter (f1. LITm-->MICr), reverse Michaelis-Menton Kinetics + LITmin(1) = mimicspool%MICr(npt) * mimicsbiome%Vmax(npt,R1) * mimicspool%LITm(npt) & + / (mimicsbiome%Km(npt,R1) + mimicspool%MICr(npt)) + + LITminN(1) = LITmin(1) * mimicspool%LITmN(npt) / (mimicspool%LITm(npt) + 1.0e-10) + + !MICr decomp of STRUCTURAL litter (f2. LITs-->MICr), reverse Michaelis-Menton Kinetics + LITmin(2) = mimicspool%MICr(npt) * mimicsbiome%Vmax(npt,R2) * mimicspool%LITs(npt) & + / (mimicsbiome%Km(npt,R2) + mimicspool%MICr(npt)) + + LITminN(2) = LITmin(2) * mimicspool%LITsN(npt) / (mimicspool%LITs(npt) + 1.0e-10) + + ! MIMICS-CN includes density dependence for Microbial Turnover (-mdh 4/29/2019) + + !MICr turnover to SOMp (f41. MICr-->SOMp) + !MICtrn(1) = mimicspool%MICr(npt) * mimicsbiome%tauR(npt) * mimicsbiome%fPHYS(npt,1) + + MICtrn(1) = mimicspool%MICr(npt)**(mimicsbiome%densDep) * mimicsbiome%tauR(npt) * mimicsbiome%fPHYS(npt,1) + + !MICtrnN(1) = MICtrn(1) * mimicspool%MICrN(npt) / (mimicspool%MICr(npt) + 1.0e-10) + MICtrnN(1) = MICtrn(1) * mimicspool%MICrN(npt) * MICr_recip + + !MICr turnover to SOMc (f42. MICr-->SOMc) + !MICtrn(2) = mimicspool%MICr(npt) * mimicsbiome%tauR(npt) * mimicsbiome%fCHEM(npt,1) + MICtrn(2) = mimicspool%MICr(npt)**(mimicsbiome%densDep) * mimicsbiome%tauR(npt) * mimicsbiome%fCHEM(npt,1) + + !MICtrnN(2) = MICtrn(2) * mimicspool%MICrN(npt) / (mimicspool%MICr(npt) + 1.0e-10) + MICtrnN(2) = MICtrn(2) * mimicspool%MICrN(npt) * MICr_recip + + !MICr turnover to SOMa (f43. MICr-->SOMa) + !MICtrn(3) = mimicspool%MICr(npt) * mimicsbiome%tauR(npt) * mimicsbiome%fAVAL(npt,1) + MICtrn(3) = mimicspool%MICr(npt)**(mimicsbiome%densDep) * mimicsbiome%tauR(npt) * mimicsbiome%fAVAL(npt,1) + + !MICtrnN(3) = MICtrn(3) * mimicspool%MICrN(npt) / (mimicspool%MICr(npt) + 1.0e-10) + MICtrnN(3) = MICtrn(3) * mimicspool%MICrN(npt) * MICr_recip + + !decomp of SOMa by MICr (f3. SOMa-->MICr), reverse Michaelis-Menton Kinetics + SOMmin(1) = mimicspool%MICr(npt) * mimicsbiome%Vmax(npt,R3) * mimicspool%SOMa(npt) & + / (mimicsbiome%Km(npt,R3) + mimicspool%MICr(npt)) + + SOMminN(1) = SOMmin(1) * mimicspool%SOMaN(npt) / (mimicspool%SOMa(npt) + 1.0e-10) + + !Flows to and from MICk + + ! Multiply by recipical of MICk to speed up calculations. -mdh 10/26/2020 + MICk_recip = 1.0 / (mimicspool%MICk(npt) + 1.0e-10) + + !decomp of METABOLIC litter (f5. LITm-->MICk), reverse Michaelis-Menton Kinetics + LITmin(3) = mimicspool%MICk(npt) * mimicsbiome%Vmax(npt,K1) * mimicspool%LITm(npt) & + / (mimicsbiome%Km(npt,K1) + mimicspool%MICk(npt)) + + LITminN(3) = LITmin(3) * mimicspool%LITmN(npt) / (mimicspool%LITm(npt) + 1.0e-10) + + + !decomp of STRUCTURAL litter (f6. LITs-->MICk), reverse Michaelis-Menton Kinetics + LITmin(4) = mimicspool%MICk(npt) * mimicsbiome%Vmax(npt,K2) * mimicspool%LITs(npt) & + / (mimicsbiome%Km(npt,K2) + mimicspool%MICk(npt)) + + LITminN(4) = LITmin(4) * mimicspool%LITsN(npt) / (mimicspool%LITs(npt) + 1.0e-10) + + ! MIMICS-CN includes density dependence for Microbial Turnover (-mdh 4/29/2019) + + !MICk turnover to SOMp (f81. MICk-->SOMp) + !MICtrn(4) = mimicspool%MICk(npt) * mimicsbiome%tauK(npt) * mimicsbiome%fPHYS(npt,2) + MICtrn(4) = mimicspool%MICk(npt)**(mimicsbiome%densDep) * mimicsbiome%tauK(npt) * mimicsbiome%fPHYS(npt,2) + + !MICtrnN(4) = MICtrn(4) * mimicspool%MICkN(npt) / (mimicspool%MICk(npt) + 1.0e-10) + MICtrnN(4) = MICtrn(4) * mimicspool%MICkN(npt) * MICk_recip + + !MICk turnover to SOMc (f82. MICk-->SOMc) + !MICtrn(5) = mimicspool%MICk(npt) * mimicsbiome%tauK(npt) * mimicsbiome%fCHEM(npt,2) + MICtrn(5) = mimicspool%MICk(npt)**(mimicsbiome%densDep) * mimicsbiome%tauK(npt) * mimicsbiome%fCHEM(npt,2) + + !MICtrnN(5) = MICtrn(5) * mimicspool%MICkN(npt) / (mimicspool%MICk(npt) + 1.0e-10) + MICtrnN(5) = MICtrn(5) * mimicspool%MICkN(npt) * MICk_recip + + !MICk turnover to SOMa (f83. MICk-->SOMa) + !MICtrn(6) = mimicspool%MICk(npt) * mimicsbiome%tauK(npt) * mimicsbiome%fAVAL(npt,2) + MICtrn(6) = mimicspool%MICk(npt)**(mimicsbiome%densDep) * mimicsbiome%tauK(npt) * mimicsbiome%fAVAL(npt,2) + + !MICtrnN(6) = MICtrn(6) * mimicspool%MICkN(npt) / (mimicspool%MICk(npt) + 1.0e-10) + MICtrnN(6) = MICtrn(6) * mimicspool%MICkN(npt) * MICk_recip + + !decomp of SOMa by MICk (f7. SOMa-->MICk, reverse Michaelis-Menton Kinetics + SOMmin(2) = mimicspool%MICk(npt) * mimicsbiome%Vmax(npt,K3) * mimicspool%SOMa(npt) & + / (mimicsbiome%Km(npt,K3) + mimicspool%MICk(npt)) + + SOMminN(2) = SOMmin(2) * mimicspool%SOMaN(npt) / (mimicspool%SOMa(npt) + 1.0e-10) + + ! Desorbtion of SOMp to SOMa (function of fCLAY) (f9. SOMp-->SOMa) + !DEsorp = mimicspool%SOMp(npt) * mimicsbiome%desorp(npt) + DEsorp = mimicspool%SOMp(npt) * desorption + + DEsorpN = DEsorp * mimicspool%SOMpN(npt) / (mimicspool%SOMp(npt) + 1.0e-10) + + ! Oxidation of SOMc to SOMa (f10. SOMc-->SOMa), reverse Michaelis-Menton Kinetics + OXIDAT = (mimicspool%MICk(npt) * mimicsbiome%Vmax(npt,K2) * mimicspool%SOMc(npt) & + / (mimicsbiome%KO(2)*mimicsbiome%Km(npt,K2) + mimicspool%MICk(npt))) & + + (mimicspool%MICr(npt) * mimicsbiome%Vmax(npt,R2) * mimicspool%SOMc(npt) & + / (mimicsbiome%KO(1)*mimicsbiome%Km(npt,R2) + mimicspool%MICr(npt))) + + OXIDATN = OXIDAT * mimicspool%SOMcN(npt) / (mimicspool%SOMc(npt) + 1.0e-10) + + + ! Partitions available DIN between microbial pools based on relative biomass + ! The amount of DIN uptake is not demand driven. It is a fraction of a large pool. -mdh 7/29/2019 + + ! Assume that microbes take up all mineral N that is available. The unneeded portion will be spilled later. + DINup_r = mimicspool%DIN(npt)*mimicspool%MICr(npt)/(mimicspool%MICr(npt)+ mimicspool%MICk(npt)) + DINup_k = mimicspool%DIN(npt)*mimicspool%MICk(npt)/(mimicspool%MICr(npt)+ mimicspool%MICk(npt)) + + upMICrC = mimicsbiome%MGE(1)*(LITmin(1)+SOMmin(1)) + mimicsbiome%MGE(2)*(LITmin(2)) + upMICrN = mimicsbiome%NUE(1)*(LITminN(1)+SOMminN(1)) + mimicsbiome%NUE(2)*(LITminN(2)) + DINup_r + CNup_r = upMICrC/(upMICrN + 1e-10) !avoiding /0 + Overflow_r = upMICrC - upMICrN*min(mimicsbiome%CN_r(npt), CNup_r) + Nspill_r = upMICrN - upMICrC/max(mimicsbiome%CN_r(npt), CNup_r) + ! Add Overflow_r and Overflow_k to output netCDF file. Units conversion occurs in subroutine mimics_caccum. -mdh 10/12/2020 + mimicsflux%Overflow_r(npt) = mimicsflux%Overflow_r(npt) + Overflow_r + + upMICkC = mimicsbiome%MGE(3)*(LITmin(3)+ SOMmin(2)) + mimicsbiome%MGE(4)*(LITmin(4)) + upMICkN = mimicsbiome%NUE(3)*(LITminN(3) + SOMminN(2)) + mimicsbiome%NUE(4)*LITminN(4) + DINup_k + CNup_k = upMICkC/(upMICkN + 1e-10) + Overflow_k = upMICkC - upMICkN*min(mimicsbiome%CN_k(npt), CNup_k) + Nspill_k = upMICkN - upMICkC/max(mimicsbiome%CN_k(npt), CNup_k) + ! Add Overflow_r and Overflow_k to output netCDF file. Units conversion occurs in subroutine mimics_caccum. -mdh 10/12/2020 + mimicsflux%Overflow_k(npt) = mimicsflux%Overflow_k(npt) + Overflow_k + + ! Divide total litter inputs (mgC/cm3/day) by number of hours in the daily timestep (NHOURSf) + ! Optimization: Multiply by NHOURSfrac = 1/NHOURSf + dLITm = mimicsflux%ClitInput(npt,metbc)*NHOURSfrac * (1.0-mimicsbiome%Fi(metbc)) - LITmin(1) - LITmin(3) + !dMICr = mimicsbiome%MGE(1)*(LITmin(1)+ SOMmin(1)) + mimicsbiome%MGE(2)*(LITmin(2)) - sum(MICtrn(1:3)) + dMICr = upMICrC - sum(MICtrn(1:3)) - Overflow_r + dSOMp = mimicsflux%ClitInput(npt,metbc)*NHOURSfrac * mimicsbiome%Fi(metbc) + MICtrn(1) + MICtrn(4)- DEsorp + dLITs = mimicsflux%ClitInput(npt,struc)*NHOURSfrac * (1.0-mimicsbiome%Fi(struc)) - LITmin(2) - LITmin(4) + !dMICk = mimicsbiome%MGE(3)*(LITmin(3)+ SOMmin(2)) + mimicsbiome%MGE(4)*(LITmin(4)) - sum(MICtrn(4:6)) + dMICk = upMICkC - sum(MICtrn(4:6))- Overflow_k + dSOMc = mimicsflux%ClitInput(npt,struc)*NHOURSfrac * mimicsbiome%Fi(struc) + MICtrn(2) + MICtrn(5) - OXIDAT + dSOMa = MICtrn(3) + MICtrn(6) + DEsorp + OXIDAT - SOMmin(1) - SOMmin(2) + + dLITmN = mimicsflux%NlitInput(npt,metbc)*NHOURSfrac * (1.0-mimicsbiome%Fi(metbc)) - LITminN(1) - LITminN(3) + dMICrN = upMICrN - sum(MICtrnN(1:3)) - Nspill_r + dSOMpN = mimicsflux%NlitInput(npt,metbc)*NHOURSfrac * mimicsbiome%Fi(metbc) + MICtrnN(1) + MICtrnN(4)- DEsorpN + dLITsN = mimicsflux%NlitInput(npt,struc)*NHOURSfrac * (1.0-mimicsbiome%Fi(struc)) - LITminN(2) - LITminN(4) + dMICkN = upMICkN - sum(MICtrnN(4:6)) - Nspill_k + dSOMcN = mimicsflux%NlitInput(npt,struc)*NHOURSfrac * mimicsbiome%Fi(struc) + MICtrnN(2) + MICtrnN(5) - OXIDATN + dSOMaN = MICtrnN(3) + MICtrnN(6) + DEsorpN + OXIDATN - SOMminN(1) - SOMminN(2) + dDIN = (1-mimicsbiome%NUE(1))*(LITminN(1)+SOMminN(1)) + (1-mimicsbiome%NUE(2))*(LITminN(2)) + & + (1-mimicsbiome%NUE(3))*(LITminN(3)+SOMminN(2)) + (1-mimicsbiome%NUE(4))*(LITminN(4)) + & + Nspill_r + Nspill_k - DINup_r - DINup_k + + !Sum daily heterotrophic respiration flux (mgC/cm3) + mimicsflux%Chresp(npt) = mimicsflux%Chresp(npt) & + + (1.0 - mimicsbiome%MGE(1)) * (LITmin(1) + SOMmin(1)) & + + (1.0 - mimicsbiome%MGE(2)) * (LITmin(2)) & + + (1.0 - mimicsbiome%MGE(3)) * (LITmin(3) + SOMmin(2)) & + + (1.0 - mimicsbiome%MGE(4)) * (LITmin(4)) & + + Overflow_r + Overflow_k + + !Sum daily C inputs to SOMp (mgC/cm3). -mdh 12/3/2018 + !ClitInput is initialized in mimics_delplant_CN + mimicsflux%CSOMpInput(npt) = mimicsflux%CSOMpInput(npt) & + + mimicsflux%ClitInput(npt,metbc)*NHOURSfrac * mimicsbiome%Fi(metbc) + MICtrn(1) + MICtrn(4) + + ! Connect to CASA fluxes. Convert mgC/cm3 to gC/m2 + + !Probably should not modify casa pools and fluxes here. Instead pass back values. + !So these pools and fluxes can be set in CASA. + !Too many values to pass back. Work on this later. -mdh 6/10/2019. + + casaflux%Nlittermin(npt) = casaflux%Nlittermin(npt) & + + unitConv*((1-mimicsbiome%NUE(1))*LITminN(1) + (1-mimicsbiome%NUE(2))*LITminN(2) & + + (1-mimicsbiome%NUE(3))*LITminN(3) + (1-mimicsbiome%NUE(4))*LITminN(4)) + + ! Correction 8/26/2019 + ! casaflux%Nsmin(npt) = casaflux%Nsmin(npt) & + ! + unitConv*((1-mimicsbiome%NUE(1))*SOMminN(1) + (1-mimicsbiome%NUE(3))*SOMminN(2) & + ! + Nspill_r + Nspill_k) + ! casaflux%Nsimm(npt) = casaflux%Nsimm(npt) - unitConv*(DINup_r+DINup_k) + + casaflux%Nsmin(npt) = casaflux%Nsmin(npt) & + + unitConv*((1-mimicsbiome%NUE(1))*SOMminN(1) + (1-mimicsbiome%NUE(3))*SOMminN(2)) + casaflux%Nsimm(npt) = casaflux%Nsimm(npt) - unitConv*(DINup_r + DINup_k - Nspill_r - Nspill_k) + + !Update C pools (mgC/cm3) + mimicspool%LITm(npt) = mimicspool%LITm(npt) + dLITm + mimicspool%LITs(npt) = mimicspool%LITs(npt) + dLITs + mimicspool%MICr(npt) = mimicspool%MICr(npt) + dMICr + mimicspool%MICk(npt) = mimicspool%MICk(npt) + dMICk + mimicspool%SOMa(npt) = mimicspool%SOMa(npt) + dSOMa + mimicspool%SOMc(npt) = mimicspool%SOMc(npt) + dSOMc + mimicspool%SOMp(npt) = mimicspool%SOMp(npt) + dSOMp + + !Update N pools (mgN/cm3) + mimicspool%LITmN(npt) = mimicspool%LITmN(npt) + dLITmN + mimicspool%LITsN(npt) = mimicspool%LITsN(npt) + dLITsN + mimicspool%MICrN(npt) = mimicspool%MICrN(npt) + dMICrN + mimicspool%MICkN(npt) = mimicspool%MICkN(npt) + dMICkN + mimicspool%SOMaN(npt) = mimicspool%SOMaN(npt) + dSOMaN + mimicspool%SOMcN(npt) = mimicspool%SOMcN(npt) + dSOMcN + mimicspool%SOMpN(npt) = mimicspool%SOMpN(npt) + dSOMpN + mimicspool%DIN(npt) = mimicspool%DIN(npt) + dDIN + +! ! Code placed here temporarily for debugging hourly output. -mdh 2/3/2020 +! if (npt .eq. iptToSave_mimics) then +! ! Write to point file daily if mdaily==1, else write once a year on day 365. -mdh 5/14/2018 +! if ((mdaily == 1) .or. (idoy==365)) then +! call WritePointMIMICS_CN(214, sPtFileNameMIMICS, npt, mp, ihr, idoy, & +! cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd, & +! LITmin, MICtrn, SOMmin, DEsorp, OXIDAT, & +! dLITm, dLITs, dSOMa, dSOMc, dSOMp, dMICr, dMICk, Tsoil, & +! +! nleaf2met,nleaf2str,nroot2met,nroot2str,nwd2str,nwood2cwd, & +! LITminN, MICtrnN, SOMminN, DEsorpN, OXIDATN, & +! dLITmN, dLITsN, dMICrN, dMICkN, dSOMaN, dSOMcN, dSOMpN, dDIN, & +! DINup_r, DINup_k, upMICrC, upMICrN, upMICkC, upMICkN, & +! Overflow_r, Overflow_k, Nspill_r, Nspill_k, Cbalance, Nbalance) +! endif +! endif + + end do ! End of 24-hour loop + + ! This is from casa_delsoil. Incorporate into this subroutine. -mdh 6/24/2019 + ! casaflux%Nsnet(npt)=casaflux%Nlittermin(npt) & + ! + casaflux%Nsmin(npt) & + ! + casaflux%Nsimm(npt) + ! casaflux%Nsnet = Net N mineralization (gN/m2/day), calculated below. + ! casaflux%Nmindep = N deposition (gN/m2/day) from netcdf input file, set in casacnpdriver each day. + ! casaflux%Nminfix = biome-specific N fixation rate (gN/m2/day), set in casa_readbiome. + ! casaflux%Nminloss = portion of Nsnet lost (assumed to be N2O) (gN/m2/day), calculated below. + ! casaflux%Nupland = N uptake by plants (gN/m2/day), calculated in casa_nuptake. + ! casaflux%Nminleach = N leaching losses (gN/m2/day) not subtracted here since they were removed before 24-hour loop. -mdh 9/27/2020 + ! + ! casapool%dNsoilmindt(npt)= casaflux%Nsnet(npt)& + ! + casaflux%Nmindep(npt) + ! + casaflux%Nminfix(npt) & + ! - casaflux%Nminloss(npt) & + ! - casaflux%Nupland(npt) + + ! The Nsnet calculation below is from casa_delsoil. + casaflux%Nsnet(npt) = casaflux%Nlittermin(npt) + casaflux%Nsmin(npt) + casaflux%Nsimm(npt) + + ! The Nminloss calculations below are from casa_delsoil. + ! There is additional leaching according to CASA model. -mdh 8/5/2019 + if (casapool%Nsoilmin(npt) > 2.0 .AND. casamet%tsoilavg(npt) > 273.12) THEN + casaflux%Nminloss(npt) = casaflux%fNminloss(npt) & + * MAX(0.0,casaflux%Nsnet(npt)) + else + ! ATTENTION: this code from casa_delsoil doesn't look correct. + ! I don't understand why the product was used in the calculation. + ! But changing these calculations in casa_delsoil messed up the + ! N cycle when CASACNP is run without MIMICS-CN. -mdh 8/12/2019 + casaflux%Nminloss(npt) = casaflux%fNminloss(npt) & + * MAX(0.0,casaflux%Nsnet(npt)) & + * MAX(0.0,casapool%Nsoilmin(npt)/2.0) + endif + + ! dNsoilmindt is used in mimics_cncycle to update casapool%Nsoilmin. + ! The change in soil mineral N for the day includes microbial uptake (Nsimm), + ! and N mineralization (Nlittermin+Nsmin) + casapool%dNsoilmindt(npt) = unitConv*(mimicspool%DIN(npt) - DINstart) + + ! Add components of dNsoilmindt not included in MIMICS hourly calculations above. + ! This is everything but Nsnet=Nlittermin+Nsmin+Nsimm and mineral N leaching + ! casapool%dNsoilmindt(npt) is removed from casapool%Nsoilmin(npt) in subroutine mimics_cncycle. + casapool%dNsoilmindt(npt) = casapool%dNsoilmindt(npt) & + + casaflux%Nmindep(npt) & + + casaflux%Nminfix(npt) & + - casaflux%Nminloss(npt) & + - casaflux%Nupland(npt) + ! Temporarily record Rh in the casaflux variable for model evaluation. -mdh 8/5/2019. Remove later. + casaflux%Crsoil = mimicsflux%Chresp(npt) * unitConv + cwd2co2 + + CorgSum2 = mimicspool%LITm(npt) + mimicspool%LITs(npt) + & + mimicspool%SOMa(npt) + mimicspool%SOMc(npt) + mimicspool%SOMp(npt) + NorgSum2 = mimicspool%LITmN(npt) + mimicspool%LITsN(npt) + & + mimicspool%SOMaN(npt) + mimicspool%SOMcN(npt) + mimicspool%SOMpN(npt) + + ! Compute C&N balance in terms of MIMICS units (N leaching losses already considered in change in DIN + + ! CorgSum2 = CorgSum1 + gains - losses + Cbalance = -1.0*(CorgSum1 - CorgSum2 - mimicsflux%Chresp(npt) & + + mimicsflux%ClitInput(npt,metbc)+mimicsflux%ClitInput(npt,struc)) + + ! NorgSum2 + mimicspool%DIN(npt) = NorgSum1 + DINstart + gains - losses + Nbalance = -1.0*(NorgSum1 - NorgSum2 + DINstart - mimicspool%DIN(npt) & + + mimicsflux%NlitInput(npt,metbc)+mimicsflux%NlitInput(npt,struc)) + +! if (.TRUE.) then + if (.FALSE.) then + + write(*,*) + write(*,*) 'N balance > 0.0 means unexpected gain of N from start to end of day' + write(*,'(a13,f10.6)') 'Nbalance = ', Nbalance + write(*,'(a13,f10.6)') 'NorgSum2 = ', NorgSum2 + write(*,'(a13,f10.6)') 'NorgSum1 = ', NorgSum1 + write(*,'(a13,f10.6)') 'dNorg = ', NorgSum2 - NorgSum1 + write(*,'(a13,f10.6)') 'DINend = ', mimicspool%DIN(npt) + write(*,'(a13,f10.6)') 'DINstart = ', DINstart + write(*,'(a13,f10.6)') 'dDIN = ', mimicspool%DIN(npt) - DINstart + write(*,'(a13,f10.6)') 'litNinput = ', mimicsflux%NlitInput(npt,metbc) + mimicsflux%NlitInput(npt,struc) + write(*,'(a13,f10.6)') 'Cbalance = ', Cbalance + write(*,'(a13,f10.6)') 'CorgSum2 = ', CorgSum2 + write(*,'(a13,f10.6)') 'CorgSum1 = ', CorgSum1 + write(*,'(a13,f10.6)') 'dCorg = ', CorgSum2 - CorgSum1 + write(*,'(a13,f10.6)') 'litCinput = ', mimicsflux%ClitInput(npt,metbc) + mimicsflux%ClitInput(npt,struc) + write(*,'(a13,f10.6)') 'Chresp = ', mimicsflux%Chresp(npt) + + endif + +! if (casamet%ijgcm(npt) .eq. iptToSave_mimics) then + if (npt .eq. iptToSave_mimics) then + ! Write to point file daily if mdaily==1, else write once a year on day 365. -mdh 5/14/2018 + if ((mdaily == 1) .or. (idoy==365)) then + call WritePointMIMICS_CN(214, sPtFileNameMIMICS, npt, mp, iYrCnt, idoy, & + cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd, & + LITmin, MICtrn, SOMmin, DEsorp, OXIDAT, & + dLITm, dLITs, dSOMa, dSOMc, dSOMp, dMICr, dMICk, Tsoil, & + + nleaf2met,nleaf2str,nroot2met,nroot2str,nwd2str,nwood2cwd, & + LITminN, MICtrnN, SOMminN, DEsorpN, OXIDATN, & + dLITmN, dLITsN, dMICrN, dMICkN, dSOMaN, dSOMcN, dSOMpN, dDIN, & + DINup_r, DINup_k, upMICrC, upMICrN, upMICkC, upMICkN, & + mimicsflux%Overflow_r, mimicsflux%Overflow_k, Nspill_r, Nspill_k, Cbalance, Nbalance) + endif + endif + + ENDIF !IF(casamet%iveg2(npt) /= icewater) + + end do + +END SUBROUTINE mimics_soil_reverseMM_CN +!-------------------------------------------------------------------------------- + +END MODULE mimics_cycle_module diff --git a/SOURCE_CODE/mimics_inout_CN.f90 b/SOURCE_CODE/mimics_inout_CN.f90 new file mode 100644 index 00000000..7308db27 --- /dev/null +++ b/SOURCE_CODE/mimics_inout_CN.f90 @@ -0,0 +1,2744 @@ +!-------------------------------------------------------------------------------- +! FILE: mimics_inout_CN.f90 +! +! Purpose: +! Input/Output subroutines for the MIMICS model +! +! SUBROUTINE mimics_readbiome - read pftlookup_mimics.csv (mimics parameters) +! SUBROUTINE mimics_init - initialize mimics pools. If initcasa >= 1, read .csv file +! SUBROUTINE mimics_poolfluxout - write mimics C pools to restart .csv output file +! SUBROUTINE mimics_poolfluxout_CN - write mimics C&N pools to restart .csv output file +! SUBROUTINE WritePoolFluxNcFile_mimics_annual - write annual mimics pools and fluxes to netCDF file +! SUBROUTINE WritePoolFluxNcFile_mimics_daily - write daily mimics pools and fluxes to netCDF file +! SUBROUTINE WritePointMIMICS - write daily mimics pools and other quantities to a .csv file daily +! +! Contact: Melannie Hartman +! melannie@ucar.edu +! +! History: +! 1/5/2015 - Created +! 11/7/2017 - Echo contents of parameter and restart files +! 12/3/2018 - Add inputs to SOMp to daily and annual NetCDF files, +! and to daily point output file +! 6/23/2019 - Add subroutine mimics_poolfluxout_CN +! 11/30/2019 - Add MIMICS N variables to netCDF output +!-------------------------------------------------------------------------------- + +SUBROUTINE mimics_readbiome(fname_mimicsbiome, mp, mvtype) + use casadimension + use define_types + use casavariable + use mimicsdimension + use mimicsparam + use mimicsvariable + implicit none + + ! Function arguments + character(len=100), INTENT(IN) :: fname_mimicsbiome + integer, INTENT(IN) :: mp ! number of grid points + integer, INTENT(IN) :: mvtype ! number of vegetation (biome) types + + ! Local variables + integer :: ioErr + integer :: npt, nP, nv, nv1 + real(r_2) :: Pscalar, kmod_val(6) + character(len=200) :: buffer + + open(101,file=fname_mimicsbiome) + + !Skip past vegetation descriptions + read(101,*) + do nv=1,mvtype + read(101,*) + end do + + ! Fixed parameters + ! TO DO - check input file variable name to assure corrert placement of parameter values + write(*,*) + write(*,*) "Reading MIMICS parameters from file ", trim(fname_mimicsbiome), "..." + read(101,*) buffer + write(*,*) trim(buffer) + + read(101,*) mimicsbiome%Vslope(R1) + read(101,*) mimicsbiome%Vslope(R2) + read(101,*) mimicsbiome%Vslope(R3) + read(101,*) mimicsbiome%Vslope(K1) + read(101,*) mimicsbiome%Vslope(K2) + read(101,*) mimicsbiome%Vslope(K3) + + write(*,'(2x,a13,2x,f10.6)') 'Vslope(R1)=', mimicsbiome%Vslope(R1) + write(*,'(2x,a13,2x,f10.6)') 'Vslope(R2)=', mimicsbiome%Vslope(R2) + write(*,'(2x,a13,2x,f10.6)') 'Vslope(R3)=', mimicsbiome%Vslope(R3) + write(*,'(2x,a13,2x,f10.6)') 'Vslope(K1)=', mimicsbiome%Vslope(K1) + write(*,'(2x,a13,2x,f10.6)') 'Vslope(K2)=', mimicsbiome%Vslope(K2) + write(*,'(2x,a13,2x,f10.6)') 'Vslope(K3)=', mimicsbiome%Vslope(K3) + + + read(101,*) mimicsbiome%Vint(R1) + read(101,*) mimicsbiome%Vint(R2) + read(101,*) mimicsbiome%Vint(R3) + read(101,*) mimicsbiome%Vint(K1) + read(101,*) mimicsbiome%Vint(K2) + read(101,*) mimicsbiome%Vint(K3) + + write(*,'(2x,a13,2x,f10.6)') 'Vint(R1)=', mimicsbiome%Vint(R1) + write(*,'(2x,a13,2x,f10.6)') 'Vint(R2)=', mimicsbiome%Vint(R2) + write(*,'(2x,a13,2x,f10.6)') 'Vint(R3)=', mimicsbiome%Vint(R3) + write(*,'(2x,a13,2x,f10.6)') 'Vint(K1)=', mimicsbiome%Vint(K1) + write(*,'(2x,a13,2x,f10.6)') 'Vint(K2)=', mimicsbiome%Vint(K2) + write(*,'(2x,a13,2x,f10.6)') 'Vint(K3)=', mimicsbiome%Vint(K3) + + + read(101,*) mimicsbiome%av(R1) + read(101,*) mimicsbiome%av(R2) + read(101,*) mimicsbiome%av(R3) + read(101,*) mimicsbiome%av(K1) + read(101,*) mimicsbiome%av(K2) + read(101,*) mimicsbiome%av(K3) + + write(*,'(2x,a13,2x,f12.8)') 'av(R1)=', mimicsbiome%av(R1) + write(*,'(2x,a13,2x,f12.8)') 'av(R2)=', mimicsbiome%av(R2) + write(*,'(2x,a13,2x,f12.8)') 'av(R3)=', mimicsbiome%av(R3) + write(*,'(2x,a13,2x,f12.8)') 'av(K1)=', mimicsbiome%av(K1) + write(*,'(2x,a13,2x,f12.8)') 'av(K2)=', mimicsbiome%av(K2) + write(*,'(2x,a13,2x,f12.8)') 'av(K3)=', mimicsbiome%av(K3) + + + read(101,*) mimicsbiome%Kslope(R1) + read(101,*) mimicsbiome%Kslope(R2) + read(101,*) mimicsbiome%Kslope(R3) + read(101,*) mimicsbiome%Kslope(K1) + read(101,*) mimicsbiome%Kslope(K2) + read(101,*) mimicsbiome%Kslope(K3) + + write(*,'(2x,a13,2x,f10.6)') 'Kslope(R1)=', mimicsbiome%Kslope(R1) + write(*,'(2x,a13,2x,f10.6)') 'Kslope(R2)=', mimicsbiome%Kslope(R2) + write(*,'(2x,a13,2x,f10.6)') 'Kslope(R3)=', mimicsbiome%Kslope(R3) + write(*,'(2x,a13,2x,f10.6)') 'Kslope(K1)=', mimicsbiome%Kslope(K1) + write(*,'(2x,a13,2x,f10.6)') 'Kslope(K2)=', mimicsbiome%Kslope(K2) + write(*,'(2x,a13,2x,f10.6)') 'Kslope(K3)=', mimicsbiome%Kslope(K3) + + + read(101,*) mimicsbiome%Kint(R1) + read(101,*) mimicsbiome%Kint(R2) + read(101,*) mimicsbiome%Kint(R3) + read(101,*) mimicsbiome%Kint(K1) + read(101,*) mimicsbiome%Kint(K2) + read(101,*) mimicsbiome%Kint(K3) + + write(*,'(2x,a13,2x,f10.6)') 'Kint(R1)=', mimicsbiome%Kint(R1) + write(*,'(2x,a13,2x,f10.6)') 'Kint(R2)=', mimicsbiome%Kint(R2) + write(*,'(2x,a13,2x,f10.6)') 'Kint(R3)=', mimicsbiome%Kint(R3) + write(*,'(2x,a13,2x,f10.6)') 'Kint(K1)=', mimicsbiome%Kint(K1) + write(*,'(2x,a13,2x,f10.6)') 'Kint(K2)=', mimicsbiome%Kint(K2) + write(*,'(2x,a13,2x,f10.6)') 'Kint(K3)=', mimicsbiome%Kint(K3) + + + read(101,*) mimicsbiome%ak(R1) + read(101,*) mimicsbiome%ak(R2) + read(101,*) mimicsbiome%ak(R3) + read(101,*) mimicsbiome%ak(K1) + read(101,*) mimicsbiome%ak(K2) + read(101,*) mimicsbiome%ak(K3) + + write(*,'(2x,a13,2x,f10.6)') 'ak(R1)=', mimicsbiome%ak(R1) + write(*,'(2x,a13,2x,f10.6)') 'ak(R2)=', mimicsbiome%ak(R2) + write(*,'(2x,a13,2x,f10.6)') 'ak(R3)=', mimicsbiome%ak(R3) + write(*,'(2x,a13,2x,f10.6)') 'ak(K1)=', mimicsbiome%ak(K1) + write(*,'(2x,a13,2x,f10.6)') 'ak(K2)=', mimicsbiome%ak(K2) + write(*,'(2x,a13,2x,f10.6)') 'ak(K3)=', mimicsbiome%ak(K3) + + + read(101,*) mimicsbiome%Vmod(R1) + read(101,*) mimicsbiome%Vmod(R2) + read(101,*) mimicsbiome%Vmod(R3) + read(101,*) mimicsbiome%Vmod(K1) + read(101,*) mimicsbiome%Vmod(K2) + read(101,*) mimicsbiome%Vmod(K3) + + write(*,'(2x,a13,2x,f10.6)') 'Vmod(R1)=', mimicsbiome%Vmod(R1) + write(*,'(2x,a13,2x,f10.6)') 'Vmod(R2)=', mimicsbiome%Vmod(R2) + write(*,'(2x,a13,2x,f10.6)') 'Vmod(R3)=', mimicsbiome%Vmod(R3) + write(*,'(2x,a13,2x,f10.6)') 'Vmod(K1)=', mimicsbiome%Vmod(K1) + write(*,'(2x,a13,2x,f10.6)') 'Vmod(K2)=', mimicsbiome%Vmod(K2) + write(*,'(2x,a13,2x,f10.6)') 'Vmod(K3)=', mimicsbiome%Vmod(K3) + + + read(101,*) kmod_val(R1) + read(101,*) kmod_val(R2) + read(101,*) kmod_val(R3) + read(101,*) kmod_val(K1) + read(101,*) kmod_val(K2) + read(101,*) kmod_val(K3) + + write(*,'(2x,a13,2x,f10.6)') 'kmod_val(R1)=', kmod_val(R1) + write(*,'(2x,a13,2x,f10.6)') 'kmod_val(R2)=', kmod_val(R2) + write(*,'(2x,a13,2x,f10.6)') 'kmod_val(R3)=', kmod_val(R3) + write(*,'(2x,a13,2x,f10.6)') 'kmod_val(K1)=', kmod_val(K1) + write(*,'(2x,a13,2x,f10.6)') 'kmod_val(K2)=', kmod_val(K2) + write(*,'(2x,a13,2x,f10.6)') 'kmod_val(K3)=', kmod_val(K3) + + + read(101,*) mimicsbiome%KO(1) + read(101,*) mimicsbiome%KO(2) + + write(*,'(2x,a13,2x,f10.6)') 'KO(1)=', mimicsbiome%KO(1) + write(*,'(2x,a13,2x,f10.6)') 'KO(2)=', mimicsbiome%KO(2) + + + read(101,*) mimicsbiome%MGE(1) + read(101,*) mimicsbiome%MGE(2) + read(101,*) mimicsbiome%MGE(3) + read(101,*) mimicsbiome%MGE(4) + + write(*,'(2x,a13,2x,f10.6)') 'MGE(1)=', mimicsbiome%MGE(1) + write(*,'(2x,a13,2x,f10.6)') 'MGE(2)=', mimicsbiome%MGE(2) + write(*,'(2x,a13,2x,f10.6)') 'MGE(3)=', mimicsbiome%MGE(3) + write(*,'(2x,a13,2x,f10.6)') 'MGE(4)=', mimicsbiome%MGE(4) + + + read(101,*) mimicsbiome%tau_r(1) + read(101,*) mimicsbiome%tau_r(2) + + write(*,'(2x,a13,2x,f10.6)') 'tau_r(1)=', mimicsbiome%tau_r(1) + write(*,'(2x,a13,2x,f10.6)') 'tau_r(2)=', mimicsbiome%tau_r(2) + + + read(101,*) mimicsbiome%tau_k(1) + read(101,*) mimicsbiome%tau_k(2) + + write(*,'(2x,a13,2x,f10.6)') 'tau_k(1)=', mimicsbiome%tau_k(1) + write(*,'(2x,a13,2x,f10.6)') 'tau_k(2)=', mimicsbiome%tau_k(2) + + read(101,*) mimicsbiome%tauModDenom + read(101,*) mimicsbiome%tauMod_MIN + read(101,*) mimicsbiome%tauMod_MAX + + write(*,'(2x,a13,2x,f10.6)') 'tauModDenom=', mimicsbiome%tauModDenom + write(*,'(2x,a13,2x,f10.6)') 'tauMod_MIN=', mimicsbiome%tauMod_MIN + write(*,'(2x,a13,2x,f10.6)') 'tauMod_MAX=', mimicsbiome%tauMod_MAX + + + read(101,*) mimicsbiome%fPHYS_r(1) + read(101,*) mimicsbiome%fPHYS_r(2) + + write(*,'(2x,a13,2x,f10.6)') 'fPHYS_r(1)=', mimicsbiome%fPHYS_r(1) + write(*,'(2x,a13,2x,f10.6)') 'fPHYS_r(2)=', mimicsbiome%fPHYS_r(2) + + + read(101,*) mimicsbiome%fPHYS_K(1) + read(101,*) mimicsbiome%fPHYS_K(2) + + write(*,'(2x,a13,2x,f10.6)') 'fPHYS_K(1)=', mimicsbiome%fPHYS_K(1) + write(*,'(2x,a13,2x,f10.6)') 'fPHYS_K(2)=', mimicsbiome%fPHYS_K(2) + + + read(101,*) mimicsbiome%fCHEM_r(1) + read(101,*) mimicsbiome%fCHEM_r(2) + read(101,*) mimicsbiome%fCHEM_r(3) + + write(*,'(2x,a13,2x,f10.6)') 'fCHEM_r(1)=', mimicsbiome%fCHEM_r(1) + write(*,'(2x,a13,2x,f10.6)') 'fCHEM_r(2)=', mimicsbiome%fCHEM_r(2) + write(*,'(2x,a13,2x,f10.6)') 'fCHEM_r(3)=', mimicsbiome%fCHEM_r(3) + + + read(101,*) mimicsbiome%fCHEM_K(1) + read(101,*) mimicsbiome%fCHEM_K(2) + read(101,*) mimicsbiome%fCHEM_K(3) + + write(*,'(2x,a13,2x,f10.6)') 'fCHEM_K(1)=', mimicsbiome%fCHEM_K(1) + write(*,'(2x,a13,2x,f10.6)') 'fCHEM_K(2)=', mimicsbiome%fCHEM_K(2) + write(*,'(2x,a13,2x,f10.6)') 'fCHEM_K(3)=', mimicsbiome%fCHEM_K(3) + + + read(101,*) mimicsbiome%fSOM_p(1) + read(101,*) mimicsbiome%fSOM_p(2) + + write(*,'(2x,a13,2x,f10.6)') 'fSOM_p(1)=', mimicsbiome%fSOM_p(1) + write(*,'(2x,a13,2x,f10.6)') 'fSOM_p(2)=', mimicsbiome%fSOM_p(2) + + + read(101,*) mimicsbiome%phys_scalar(1) + read(101,*) mimicsbiome%phys_scalar(2) + + write(*,'(2x,a15,2x,f10.6)') 'phys_scalar(1)=', mimicsbiome%phys_scalar(1) + write(*,'(2x,a15,2x,f10.6)') 'phys_scalar(2)=', mimicsbiome%phys_scalar(2) + + + read(101,*) mimicsbiome%Fi(metbc) + read(101,*) mimicsbiome%Fi(struc) + + write(*,'(2x,a13,2x,f10.6)') 'Fi(metbc)=', mimicsbiome%Fi(metbc) + write(*,'(2x,a13,2x,f10.6)') 'Fi(struc)=',mimicsbiome%Fi(struc) + + + read(101,*) mimicsbiome%fmet_p(1) + read(101,*) mimicsbiome%fmet_p(2) + read(101,*) mimicsbiome%fmet_p(3) + + write(*,'(2x,a13,2x,f10.6)') 'fmet_p(1)=', mimicsbiome%fmet_p(1) + write(*,'(2x,a13,2x,f10.6)') 'fmet_p(2)=', mimicsbiome%fmet_p(2) + write(*,'(2x,a13,2x,f10.6)') 'fmet_p(3)=', mimicsbiome%fmet_p(3) + + !! ---------------------------------------------------------------------- + !! Additional N-related parameters for MIMICS-CN. -mdh 6/21/2019 + + read(101,*) mimicsbiome%densDep + read(101,*) + read(101,*) + !read(101,*) mimicsbiome%fracNimport_r + !read(101,*) mimicsbiome%fracNimport_k + + write(*,'(2x,a8,2x,f10.6)') 'densDep=', mimicsbiome%densDep + !write(*,'(2x,a14,2x,f10.6)') 'fracNimport_r=', mimicsbiome%fracNimport_r + !write(*,'(2x,a14,2x,f10.6)') 'fracNimport_k=', mimicsbiome%fracNimport_k + + read(101,*) mimicsbiome%NUE(1) + read(101,*) mimicsbiome%NUE(2) + read(101,*) mimicsbiome%NUE(3) + read(101,*) mimicsbiome%NUE(4) + + write(*,'(2x,a7,2x,f10.6)') 'NUE(1)=', mimicsbiome%NUE(1) + write(*,'(2x,a7,2x,f10.6)') 'NUE(2)=', mimicsbiome%NUE(2) + write(*,'(2x,a7,2x,f10.6)') 'NUE(3)=', mimicsbiome%NUE(3) + write(*,'(2x,a7,2x,f10.6)') 'NUE(4)=', mimicsbiome%NUE(4) + + read(101,*) mimicsbiome%CNr + read(101,*) mimicsbiome%CNk + read(101,*) mimicsbiome%fracDINavailMIC + read(101,*) mimicsbiome%cnModNum + read(101,*) mimicsbiome%desorpQ10 + read(101,*) mimicsbiome%desorpTref + + write(*,'(2x,a5,2x,f10.6)') 'CNr=', mimicsbiome%CNr + write(*,'(2x,a5,2x,f10.6)') 'CNk=', mimicsbiome%CNk + write(*,'(2x,a16,2x,f10.6)') 'fracDINavailMIC=', mimicsbiome%fracDINavailMIC + write(*,'(2x,a13,2x,f10.6)') 'cnModNum=', mimicsbiome%cnModNum + write(*,'(2x,a13,2x,f10.6)') 'desorpQ10=', mimicsbiome%desorpQ10 + write(*,'(2x,a13,2x,f10.6)') 'desorpTref=', mimicsbiome%desorpTref + !! ---------------------------------------------------------------------- + + + !Biome-specific parameters + read(101,*) buffer + write(*,*) trim(buffer) + read(101,*) buffer + write(*,*) trim(buffer) + do nv=1,mvtype + read(101,*) nv1,mimicsbiome%depth(nv) + write(*,'(2x,i2,2x,f7.2)') nv1,mimicsbiome%depth(nv) + if (mimicsbiome%depth(nv) <= 0.0) then + write(*,*) 'Error in ', trim(filename_mimicsbiome),' (depth <= 0): depth(',nv,')=',mimicsbiome%depth(nv) + STOP + endif + end do + + ! The fWFunction switch determines what water function to use (CASACNP=1,MIMICS=2,CORPSE=3) + ! If this parameter was not inserted (unexpected EOF), then default to MIMICS f(W)=1.0 + read(101,*,IOSTAT=ioErr) mimicsbiome%fWFunction + if (ioErr .eq. 0) THEN + write(*,'(2x,a11,2x,i2)') 'fWFunction=', mimicsbiome%fWFunction + if (mimicsbiome%fWFunction .eq. CASACNP) then + write(*,*) ' Using f(W) function from CASACNP...' + elseif (mimicsbiome%fWFunction .eq. CORPSE) then + write(*,*) ' Using f(W) function from CORPSE...' + else + write(*,*) ' Using f(W)=1.0 from MIMICS...' + mimicsbiome%fWFunction = MIMICS + endif + else + ! Error or EOF. Default to MIMICS f(W)=1.0 + write(*,*) ' Using f(W)=1.0 from MIMICS...' + mimicsbiome%fWFunction = MIMICS + endif + + + close(101) + write(*,*) "Done reading MIMICS parameters from file ", trim(fname_mimicsbiome), "..." + + ! Calculate cell-specific parameters + do npt=1,mp + + ! Use site-level value for Pscalar (-mdh 4/20/2015) + ! Pscalar = 1.0 / (2.0 * exp(-2.0*SQRT(soil%clay(npt)))) + ! Use global value for Pscalar (-mdh 4/6/2015) + ! Pscalar = 1.0 / (0.8 * exp(-3.0*SQRT(soil%clay(npt)))) + ! Updated based on Will's (-mdh 6/1/2015) + ! Pscalar = 1.0 / (2.0 * exp(-3.0*SQRT(soil%clay(npt)))) + + Pscalar = mimicsbiome%phys_scalar(1) * exp(mimicsbiome%phys_scalar(2)*SQRT(soil%clay(npt))) + mimicsbiome%Kmod(npt,R1) = kmod_val(R1) ! modifies Km[r1] for fluxes from LITm to MICr + mimicsbiome%Kmod(npt,R2) = kmod_val(R2) ! modifies Km[r2] for fluxes from LITs to MICr + mimicsbiome%Kmod(npt,R3) = kmod_val(R3) * Pscalar ! modifies Km[r3] for fluxes from SOMa to MICr + mimicsbiome%Kmod(npt,K1) = kmod_val(K1) ! modifies Km[k1] for fluxes from LITm to MICk + mimicsbiome%Kmod(npt,K2) = kmod_val(K2) ! modifies Km[k2] for fluxes from LITs MICk + mimicsbiome%Kmod(npt,K3) = kmod_val(K3) * Pscalar ! modifies Km[k3] for fluxes from SOMa to MICk + + do nP=1,mplant + ! fmet = fraction of plant residue transferred to metabolic litter (0.0 - 1.0) + ! It is computed from the biome-specific lignin:N ratio for plant pool nP + ! (g lignin / g N) = (g lignin / g C) / (g N / g C) + ! When icycle > 1, mimicsbiome%ligninNratio will be reset in mimics_coeffplant. + ! The value of mimicsbiome%ligninNratio below is used for C-only simulations. -mdh 1/20/2020 + mimicsbiome%ligninNratio(npt,nP) = casabiome%fracLigninPlant(veg%iveg(npt), nP) & + / max(0.001,casapool%ratioNCplant(npt,nP)) + ! write(*,*) 'lignin:N = ', mimicsbiome%ligninNratio(npt,nP) + end do + + + ! mimicsbiome%desorp(npt) - desorption rate from SOMp to SOMa (hr-1) + ! mimicsbiome%desorp(npt) = 1.5 * 0.00001 * exp(-1.5 * soil%clay(npt)) + mimicsbiome%desorp(npt) = mimicsbiome%fSOM_p(1) * exp(mimicsbiome%fSOM_p(2) * soil%clay(npt)) + + end do + +END SUBROUTINE mimics_readbiome + +!-------------------------------------------------------------------------------- + +SUBROUTINE mimics_init(filename_mimicsipool,mp,ms,mst) +! Initialize mimics litter, microbe, and SOM pools +! This subroutine should be called after subroutine init_casa (not in place of) +! and after subroutine mimics_readbiome. + + use casadimension + use casaparm + use casavariable + use mimicsdimension + use mimicsparam + use mimicsvariable + implicit none + + !Subroutine arguments + character(len=100), INTENT(IN) :: filename_mimicsipool + integer, INTENT(IN) :: mp, ms, mst + !integer, INTENT(IN) :: icycle ! 1 = C only, 2 = C+N + + !Local Variables + integer :: np,npt,npz,nl,ns,nland,nlandz + real(r_2) :: nyearz,ivtz,latz,lonz,areacellz + character(len=200) :: buffer + + mimicspool%LITm(:) = 0.0 + mimicspool%LITs(:) = 0.0 + mimicspool%MICr(:) = 0.0 + mimicspool%MICk(:) = 0.0 + mimicspool%SOMa(:) = 0.0 + mimicspool%SOMc(:) = 0.0 + mimicspool%SOMp(:) = 0.0 + + mimicspool%LITmN(:) = 0.0 + mimicspool%LITsN(:) = 0.0 + mimicspool%MICrN(:) = 0.0 + mimicspool%MICkN(:) = 0.0 + mimicspool%SOMaN(:) = 0.0 + mimicspool%SOMcN(:) = 0.0 + mimicspool%SOMpN(:) = 0.0 + + mimicsflux%ClitInput(:,:) = 0.0 + mimicsflux%Chresp(:) = 0.0 + mimicsflux%CSOMpInput(:) = 0.0 + mimicsflux%Overflow_r(:) = 0.0 + mimicsflux%Overflow_k(:) = 0.0 + mimicsflux%NlitInput(:,:) = 0.0 + + WHERE(casamet%iveg2 /= icewater) + mimicspool%LITm(:) = 1.0 + mimicspool%LITs(:) = 1.0 + mimicspool%MICr(:) = 0.015 + mimicspool%MICk(:) = 0.025 + mimicspool%SOMa(:) = 1.0 + mimicspool%SOMc(:) = 1.0 + mimicspool%SOMp(:) = 1.0 + + mimicspool%LITmN(:) = mimicspool%LITm(:)/10.0 + mimicspool%LITsN(:) = mimicspool%LITs(:)/10.0 + mimicspool%MICrN(:) = mimicspool%MICr(:)/mimicsbiome%CNr + mimicspool%MICkN(:) = mimicspool%MICk(:)/mimicsbiome%CNk + mimicspool%SOMaN(:) = mimicspool%SOMa(:)/10.0 + mimicspool%SOMcN(:) = mimicspool%SOMc(:)/10.0 + mimicspool%SOMpN(:) = mimicspool%SOMp(:)/10.0 + END WHERE + + !If not a spinup run (initcasa .ne. 0) read initial pool values from file, + !overwriting the C&N pool assignments above. + if (initcasa >= 1) then + write(*,*) + write(*,*) "Reading initial MIMICS pool file: ", trim(filename_mimicsipool), "..." + open(105,file=filename_mimicsipool) + read(105,*) buffer ! Skip past header line + !write(*,*) trim(buffer) + do npt =1, mp + if (icycle == 1) then + read(105,*) nyearz,npz,ivtz,latz,lonz,areacellz, & + mimicspool%LITm(npt), mimicspool%LITs(npt), & + mimicspool%MICr(npt), mimicspool%MICk(npt), & + mimicspool%SOMa(npt), mimicspool%SOMc(npt), mimicspool%SOMp(npt) + else + read(105,*) nyearz,npz,ivtz,latz,lonz,areacellz, & + mimicspool%LITm(npt), mimicspool%LITs(npt), & + mimicspool%MICr(npt), mimicspool%MICk(npt), & + mimicspool%SOMa(npt), mimicspool%SOMc(npt), mimicspool%SOMp(npt), & + mimicspool%LITmN(npt), mimicspool%LITsN(npt), & + mimicspool%MICrN(npt), mimicspool%MICkN(npt), & + mimicspool%SOMaN(npt), mimicspool%SOMcN(npt), mimicspool%SOMpN(npt) + endif + +! write(*,123) nyearz,npz,ivtz,latz,lonz,areacellz, & +! mimicspool%LITm(npt), mimicspool%LITs(npt), & +! mimicspool%MICr(npt), mimicspool%MICk(npt), & +! mimicspool%SOMa(npt), mimicspool%SOMc(npt), mimicspool%SOMp(npt), & +! mimicspool%LITmN(npt), mimicspool%LITsN(npt), & +! mimicspool%MICrN(npt), mimicspool%MICkN(npt), & +! mimicspool%SOMaN(npt), mimicspool%SOMcN(npt), mimicspool%SOMpN(npt) +! +! 123 format(f4.0,',',i4,',',f4.0,',',17(f8.4,',')) + + !ATTENTION: Check npz, ivtz, latz, lonz, areacellz against values read by casa_init + !TO DO + end do + close(105) + print *, "Done reading initial MIMICS pool file: ", filename_mimicsipool, "..." + endif + + ! check for negative pool sizes + mimicspool%LITm = max(0.0, mimicspool%LITm) + mimicspool%LITs = max(0.0, mimicspool%LITs) + mimicspool%MICr = max(0.0, mimicspool%MICr) + mimicspool%MICk = max(0.0, mimicspool%MICk) + mimicspool%SOMa = max(0.0, mimicspool%SOMa) + mimicspool%SOMc = max(0.0, mimicspool%SOMc) + mimicspool%SOMp = max(0.0, mimicspool%SOMp) + + mimicspool%LITmN = max(0.0, mimicspool%LITmN) + mimicspool%LITsN = max(0.0, mimicspool%LITsN) + mimicspool%MICrN = max(0.0, mimicspool%MICrN) + mimicspool%MICkN = max(0.0, mimicspool%MICkN) + mimicspool%SOMaN = max(0.0, mimicspool%SOMaN) + mimicspool%SOMcN = max(0.0, mimicspool%SOMcN) + mimicspool%SOMpN = max(0.0, mimicspool%SOMpN) + +! ATTENTION: need corresponding assignments for MIMICS? +! casabal%clitterlast = casapool%clitter +! casabal%csoillast = casapool%csoil +! casabal%sumcbal = 0.0 + +! ATTENTION: check if these assignments will create divide by zero errors +! I commented these assignments out to see if it makes a difference in +! the output. (-MDH 2/16/2015) +! casapool%Csoil(:,:) = 0.0 +! casapool%Clitter(:,:) = 0.0 +! casapool%Nsoil(:,:) = 0.0 +! casapool%Nlitter(:,:) = 0.0 +! casapool%Nsoilmin(:) = 0.0 +! casapool%Psoil(:,:) = 0.0 +! casapool%Plitter(:,:) = 0.0 + +END SUBROUTINE mimics_init + +!-------------------------------------------------------------------------------- + +SUBROUTINE mimics_poolfluxout(filename_mimicsepool,mp,iYrCnt,myear,writeToRestartCSVfile) + + use define_types +! use casadimension + use casaparm + use casavariable + use mimicsdimension + use mimicsparam + use mimicsvariable + implicit none + + !Subroutine arguments + character(len=100), INTENT(IN) :: filename_mimicsepool + integer, INTENT(IN) :: mp, iYrCnt, myear + logical, INTENT(IN) :: writeToRestartCSVfile + + !Local Variables + integer :: npt,nout,nso + real(r_2) :: xyear, xyear2 + +!-------------------------------------------------------------------------- +! Calculate average daily pool over the years and average annual fluxes +! These pools and fluxes were accumulated each day of the simulation. +! See subroutine mimics_caccum in mimics_cycle.f90. + +! xyear=1.0/(real(myear)*365) +! xyear2 = 1.0/(real(myear)) + + ! Output is every year now, not every myear years. -mdh 10/17/2016 + xyear=1.0/365.0 + xyear2 = 1.0 + + !Divide by number of simulation days to get average daily pool value + mimicspoolAn%ClitterAn(:,:) = mimicspoolAn%ClitterAn(:,:) * xyear + mimicspoolAn%CmicrobeAn(:,:) = mimicspoolAn%CmicrobeAn(:,:) * xyear + mimicspoolAn%CsoilAn(:,:) = mimicspoolAn%CsoilAn(:,:) * xyear + mimicspoolAn%thetaLiqAn(:) = mimicspoolAn%thetaLiqAn(:) * xyear + mimicspoolAn%thetaFrznAn(:) = mimicspoolAn%thetaFrznAn(:) * xyear + mimicspoolAn%fTAn(:) = mimicspoolAn%fTAn(:) * xyear + mimicspoolAn%fWAn(:) = mimicspoolAn%fWAn(:) * xyear + + !Divide by number of simulation years to get average annual flux + mimicsfluxAn%ChrespAn(:) = mimicsfluxAn%ChrespAn(:) * xyear2 + mimicsfluxAn%CLitInputAn(:,:) = mimicsfluxAn%CLitInputAn(:,:) * xyear2 + mimicsfluxAn%CSOMpInputAn(:) = mimicsfluxAn%CSOMpInputAn(:) * xyear2 + +!-------------------------------------------------------------------------- + + if (writeToRestartCSVfile) then + + nout=106 + open(nout,file=filename_mimicsepool) + + ! mimicsbal%sumcbal=min(9999.0,max(-9999.0,mimicsbal%sumcbal)) + + !Write header line + write(nout,91) "iYrCnt,npt,veg%iveg,", & + "casamet%lat,casamet%lon,", & + "casamet%areacell,", & + "mimicspool%LITm,mimicspool%LITs,", & + "mimicspool%MICr,mimicspool%MICk,", & + "mimicspool%SOMa,mimicspool%SOMc,", & + "mimicspool%SOMp" + 91 format(a20,a24,a17,a32,a32,a32,a15) + + do npt =1, mp + +! Attention...If initial pool values for MIMICS transient run are not set to 0.0 for icewater, +! daily global mean output drops at the end of the first year when these pools are set to 0.0 below. +! Rely on initialization to set icewater cells correctly since MIMICS does not simulate them. -mdh 7/11/2016 +! if (casamet%iveg2(npt) == icewater) then +! mimicspool%LITm(npt) = 0.0 +! mimicspool%LITs(npt) = 0.0 +! mimicspool%MICr(npt) = 0.0 +! mimicspool%MICk(npt) = 0.0 +! mimicspool%SOMa(npt) = 0.0 +! mimicspool%SOMc(npt) = 0.0 +! mimicspool%SOMp(npt) = 0.0 +!! mimicsbal%sumcbal(npt) = 0.0 +! endif + + write(nout,92) iYrCnt,npt,veg%iveg(npt), & + casamet%lat(npt),casamet%lon(npt), & + casamet%areacell(npt)*(1.0e-9), & + mimicspool%LITm(npt), mimicspool%LITs(npt), & + mimicspool%MICr(npt), mimicspool%MICk(npt), & + mimicspool%SOMa(npt), mimicspool%SOMc(npt), mimicspool%SOMp(npt) + end do + + CLOSE(nout) + + endif + +92 format(3(i6,',',2x),10(f18.10,',',2x)) + +!-------------------------------------------------------------------------- + nout=107 + open(nout,file="mimics_diagnostic.csv") + + !Write header line + write(nout,93) "iYrCnt,npt,veg%iveg,", & + "casamet%lat,casamet%lon,", & + "casamet%areacell,", & + "lignin:N,fmet," +93 format(a20,a24,a17,a13) + + + do npt =1, mp + + write(nout,94) iYrCnt,npt,veg%iveg(npt), & + casamet%lat(npt),casamet%lon(npt), & + casamet%areacell(npt)*(1.0e-9), & + mimicsbiome%ligninNratioAvg(npt), mimicsbiome%fmet(npt) + end do + + CLOSE(nout) + +94 format(3(i6,',',2x),5(f18.10,',',2x)) + +END SUBROUTINE mimics_poolfluxout + +!-------------------------------------------------------------------------------- + +SUBROUTINE mimics_poolfluxout_CN(filename_mimicsepool,mp,iYrCnt,myear,writeToRestartCSVfile) + + use define_types +! use casadimension + use casaparm + use casavariable + use mimicsdimension + use mimicsparam + use mimicsvariable + implicit none + + !Subroutine arguments + character(len=100), INTENT(IN) :: filename_mimicsepool + integer, INTENT(IN) :: mp, iYrCnt, myear + logical, INTENT(IN) :: writeToRestartCSVfile + + !Local Variables + integer :: npt,nout,nso + real(r_2) :: xyear, xyear2 + +!-------------------------------------------------------------------------- +! Calculate average daily pool over the years and average annual fluxes +! These pools and fluxes were accumulated each day of the simulation. +! See subroutine mimics_caccum in mimics_cycle.f90. + +! xyear=1.0/(real(myear)*365) +! xyear2 = 1.0/(real(myear)) + + ! Output is every year now, not every myear years. -mdh 10/17/2016 + xyear=1.0/365.0 + xyear2 = 1.0 + + !Divide by number of simulation days to get average daily pool value + mimicspoolAn%ClitterAn(:,:) = mimicspoolAn%ClitterAn(:,:) * xyear + mimicspoolAn%CmicrobeAn(:,:) = mimicspoolAn%CmicrobeAn(:,:) * xyear + mimicspoolAn%CsoilAn(:,:) = mimicspoolAn%CsoilAn(:,:) * xyear + mimicspoolAn%NlitterAn(:,:) = mimicspoolAn%NlitterAn(:,:) * xyear + mimicspoolAn%NmicrobeAn(:,:) = mimicspoolAn%NmicrobeAn(:,:) * xyear + mimicspoolAn%NsoilAn(:,:) = mimicspoolAn%NsoilAn(:,:) * xyear + mimicspoolAn%DINAn(:) = mimicspoolAn%DINAn(:) * xyear + mimicspoolAn%thetaLiqAn(:) = mimicspoolAn%thetaLiqAn(:) * xyear + mimicspoolAn%thetaFrznAn(:) = mimicspoolAn%thetaFrznAn(:) * xyear + mimicspoolAn%fTAn(:) = mimicspoolAn%fTAn(:) * xyear + mimicspoolAn%fWAn(:) = mimicspoolAn%fWAn(:) * xyear + + !Divide by number of simulation years to get average annual flux + mimicsfluxAn%ChrespAn(:) = mimicsfluxAn%ChrespAn(:) * xyear2 + mimicsfluxAn%CLitInputAn(:,:) = mimicsfluxAn%CLitInputAn(:,:) * xyear2 + mimicsfluxAn%CSOMpInputAn(:) = mimicsfluxAn%CSOMpInputAn(:) * xyear2 + mimicsfluxAn%NLitInputAn(:,:) = mimicsfluxAn%NLitInputAn(:,:) * xyear2 + ! Overflow_r and Overflow_k added to NetCDF output file. -mdh 10/12/2020 + mimicsfluxAn%Overflow_rAn(:) = mimicsfluxAn%Overflow_rAn(:) * xyear2 + mimicsfluxAn%Overflow_kAn(:) = mimicsfluxAn%Overflow_kAn(:) * xyear2 + +!-------------------------------------------------------------------------- + + if (writeToRestartCSVfile) then + + nout=106 + open(nout,file=filename_mimicsepool) + + ! mimicsbal%sumcbal=min(9999.0,max(-9999.0,mimicsbal%sumcbal)) + + !Write header line + write(nout,91) "iYrCnt,npt,veg%iveg,", & + "casamet%lat,casamet%lon,", & + "casamet%areacell,", & + "mimicspool%LITm,mimicspool%LITs,", & + "mimicspool%MICr,mimicspool%MICk,", & + "mimicspool%SOMa,mimicspool%SOMc,", & + "mimicspool%SOMp,", & + "mimicspool%LITmN,mimicspool%LITsN,", & + "mimicspool%MICrN,mimicspool%MICkN,", & + "mimicspool%SOMaN,mimicspool%SOMcN,", & + "mimicspool%SOMpN" + 91 format(a20,a24,a17,a32,a32,a32,a16,a34,a34,a34,a16) + + do npt =1, mp + +! Attention...If initial pool values for MIMICS transient run are not set to 0.0 for icewater, +! daily global mean output drops at the end of the first year when these pools are set to 0.0 below. +! Rely on initialization to set icewater cells correctly since MIMICS does not simulate them. -mdh 7/11/2016 +! if (casamet%iveg2(npt) == icewater) then +! mimicspool%LITm(npt) = 0.0 +! mimicspool%LITs(npt) = 0.0 +! mimicspool%MICr(npt) = 0.0 +! mimicspool%MICk(npt) = 0.0 +! mimicspool%SOMa(npt) = 0.0 +! mimicspool%SOMc(npt) = 0.0 +! mimicspool%SOMp(npt) = 0.0 +!! mimicsbal%sumcbal(npt) = 0.0 +! endif + + write(nout,92) iYrCnt,npt,veg%iveg(npt), & + casamet%lat(npt),casamet%lon(npt), & + casamet%areacell(npt)*(1.0e-9), & + mimicspool%LITm(npt), mimicspool%LITs(npt), & + mimicspool%MICr(npt), mimicspool%MICk(npt), & + mimicspool%SOMa(npt), mimicspool%SOMc(npt), mimicspool%SOMp(npt), & + mimicspool%LITmN(npt), mimicspool%LITsN(npt), & + mimicspool%MICrN(npt), mimicspool%MICkN(npt), & + mimicspool%SOMaN(npt), mimicspool%SOMcN(npt), mimicspool%SOMpN(npt) + end do + + CLOSE(nout) + + endif + +92 format(3(i6,',',1x),17(f18.10,',',1x)) + +!-------------------------------------------------------------------------- + nout=107 + open(nout,file="mimics_diagnostic.csv") + + !Write header line + write(nout,93) "iYrCnt,npt,veg%iveg,", & + "casamet%lat,casamet%lon,", & + "casamet%areacell,", & + "lignin:N,fmet," +93 format(a20,a24,a17,a13) + + + do npt =1, mp + + write(nout,94) iYrCnt,npt,veg%iveg(npt), & + casamet%lat(npt),casamet%lon(npt), & + casamet%areacell(npt)*(1.0e-9), & + mimicsbiome%ligninNratioAvg(npt), mimicsbiome%fmet(npt) + end do + + CLOSE(nout) + +94 format(3(i6,',',2x),5(f18.10,',',2x)) + +END SUBROUTINE mimics_poolfluxout_CN + +!---------------------------------------------------------------------------------------------------- + SUBROUTINE WritePoolFluxNcFile_mimics_annual(filename_ncOut, mp, year) + +! DESCRIPTION +! Define and write average annual output variables from MIMICS model to netcdf file filename_ncOut. +! Called by casacnpdriver once a year and again at the end of the simulation. +! The file will contain values for a single year. +! +! Melannie Hartman. January 26, 2015 + + USE define_types + USE casaparm + USE casavariable + USE clmgridvariable + USE mimicsdimension + USE mimicsparam + USE mimicsvariable + implicit none + include 'netcdf.inc' + real(4), parameter :: MISSING_VALUE = 1.e+36 + integer, parameter :: MISSING_INT = -9999 + +! ARGUMENTS + character(len=*), intent(in) :: filename_ncOut ! NetCDF output file name + integer, intent(in) :: mp ! number of points with valid data + integer, intent(in) :: year ! output year +! LOCAL VARIABLES + integer :: i + integer :: ncid ! netcdf file ID + integer :: status ! function return status +! integer :: dimid_mp ! netcdf dimension id + integer :: dimid_lat ! netcdf dimension id + integer :: dimid_lon ! netcdf dimension id + integer :: dimid_time ! netcdf dimension id + integer :: nlon, nlat, ntimes ! Dimension sizes for NetCDf file + integer :: dims(3) ! Array of NetCDF dimension IDs for defining variables + integer :: start1(1), count1(1) ! start and count arrays for writing 1-D data from netcdf files + integer :: start2(2), count2(2) ! start and count arrays for writing 2-D data from netcdf files + integer :: start3(3), count3(3) ! start and count arrays for writing 3-D data from netcdf files + integer :: varid_lon, varid_lat ! NetCDF variable ID for latitude and longitude + integer :: varid_time ! NetCDF variable ID for time +! integer :: varid_year ! NetCDF variable ID for year + integer :: varid_mask ! NetCDF variable ID for cellMissing(nlon,nlat) + integer :: varid_cellid ! NetCDF variable ID for cellid(nlon,nlat) + integer :: varid_igbp ! NetCDF variable ID for IGBP_PFT(nlon,nlat) + integer :: varid_landarea ! NetCDF variable ID for land area + integer :: varid_cLITm ! NetCDF variable ID for metablic litter C + integer :: varid_cLITs ! NetCDF variable ID for structural litter C + integer :: varid_cMICr ! NetCDF variable ID for microbe r-selected pool C + integer :: varid_cMICk ! NetCDF variable ID for microbe K-selected pool C + integer :: varid_cSOMa ! NetCDF variable ID for available soil C + integer :: varid_cSOMc ! NetCDF variable ID for chemically protected soil C + integer :: varid_cSOMp ! NetCDF variable ID for physically protected soil C + integer :: varid_cHresp ! NetCDF variable ID for soil heterotrophic respiration C + integer :: varid_cSOMpIn ! NetCDF variable ID for physically protected soil C inputs + integer :: varid_cLitIn_m ! NetCDF variable ID for metabolic litter Input C + integer :: varid_cLitIn_s ! NetCDF variable ID for structural litter Input C + integer :: varid_of_r ! NetCDF variable ID for Overflow_r respiration + integer :: varid_of_k ! NetCDF variable ID for Overflow_k respiration + + integer :: varid_nLITm ! NetCDF variable ID for metablic litter N + integer :: varid_nLITs ! NetCDF variable ID for structural litter N + integer :: varid_nMICr ! NetCDF variable ID for microbe r-selected pool N + integer :: varid_nMICk ! NetCDF variable ID for microbe K-selected pool N + integer :: varid_nSOMa ! NetCDF variable ID for available soil N + integer :: varid_nSOMc ! NetCDF variable ID for chemically protected soil N + integer :: varid_nSOMp ! NetCDF variable ID for physically protected soil N + integer :: varid_DIN ! NetCDF variable ID for dissolved inorganic N + integer :: varid_nLitIn_m ! NetCDF variable ID for metabolic litter Input N + integer :: varid_nLitIn_s ! NetCDF variable ID for structural litter Input N + + integer :: varid_thetaLiq ! NetCDF variable ID for fraction of liquid soil water saturation + integer :: varid_thetaFrzn ! NetCDF variable ID for fraction of frozen soil water saturation +! integer :: varid_fT ! NetCDF variable ID for soil temperature amultiplier on decompostion + integer :: varid_fW ! NetCDF variable ID for soil moisture multiplier on decompostion + character*100 :: attr_name ! String for assigning global and variable attributes + character*100 :: attr_units ! String for assigning global and variable attributes + character*10 :: date_string ! String for assigning date to global attributes + character*8 :: time_string ! String for assigning time to global attributes + integer :: verbose=0 + integer :: npt, ilon, ilat, itime + integer, allocatable :: IGBP_PFT(:,:) ! IGBP_PFT(nlon,nlat) IGBP PFT classification (1-18) + real(4), allocatable :: landarea(:,:) ! landarea(nlon,nlat) km^2 + real(4), allocatable :: var1(:,:,:) ! gridded output variable + real(4), allocatable :: var2(:,:,:) ! gridded output variable + real(4), allocatable :: var3(:,:,:) ! gridded output variable + real(4), allocatable :: var4(:,:,:) ! gridded output variable + real(4), allocatable :: var5(:,:,:) ! gridded output variable + real(4), allocatable :: var6(:,:,:) ! gridded output variable + real(4), allocatable :: var7(:,:,:) ! gridded output variable + real(4), allocatable :: var8(:,:,:) ! gridded output variable + real(4), allocatable :: var9(:,:,:) ! gridded output variable + real(4), allocatable :: var10(:,:,:) ! gridded output variable + real(4) :: time ! time in years (1..ntimes) + + if (verbose .ge. 0) print *, "Writing output to file ", trim(filename_ncOut), "..." + +! Output these variables in NetCDF file: +! veg%iveg(npt) - IGBP PFTs +! casamet%lat(npt) - latitudes +! casamet%lon(npt) - longitudes +! casamet%areacell(npt)*(1.0e-6) - landarea (km^2) +! Average annual values for fluxes and pools +! mimicsfluxAn%CLitInputAn(npt,METBC) - metabolic litter inputs (gC/m2/yr) +! mimicsfluxAn%CLitInputAn(npt,STRUC) - structural litter inputs (gC/m2/yr) +! mimicsfluxAn%ChrespAn(npt) - heterotrphic respiration flux (gC/m2/yr) +! mimicsfluxAn%CSOMpInputAn(npt) - inputs to SOMp (gC/m2/yr) +! mimicspoolAn%ClitterAn(npt,METBC) - metabolic litter pool (gC/m2) +! mimicspoolAn%ClitterAn(npt,STRUC) - structural litter pool (gC/m2) +! mimicspoolAn%CmicrobeAn(npt,RSEL) - r-selected microbe pool (gC/m2) +! mimicspoolAn%CmicrobeAn(npt,KSEL) - K-selected microbe pool (gC/m2) +! mimicspoolAn%CsoilAn(npt,AVAL) - available SOM pool (gC/m2) +! mimicspoolAn%CsoilAn(npt,CHEM) - chemically protected SOM pool (gC/m2) +! mimicspoolAn%CsoilAn(npt,PHYS) - physically protected SOM pool (gC/m2) + + dims(1) = 0 + dims(2) = 0 + ntimes = 1 + nlat = clmgrid%nlat + nlon = clmgrid%nlon + + ! Create the netcdf file + + status = nf_create(filename_ncOut, NF_CLOBBER, ncid) + if (status /= nf_noerr) call handle_err(status, trim(filename_ncOut)) + + + ! Define file dimensions + + status = nf_def_dim(ncid, 'lon', nlon, dimid_lon) + if (status /= nf_noerr) call handle_err(status, "lon") + + status = nf_def_dim(ncid, 'lat', nlat, dimid_lat) + if (status /= nf_noerr) call handle_err(status, "lat") + +! status = nf_def_dim(ncid, 'time', ntimes, dimid_time) + status = nf_def_dim(ncid, 'time', nf_unlimited, dimid_time) + if (status /= nf_noerr) call handle_err(status, "time") + +! status = nf_def_dim(ncid, 'mp', mp, dimid_mp) +! if (status /= nf_noerr) call handle_err(status, "mp") + + + ! Define variables + + dims(1) = dimid_lon + status = nf_def_var(ncid, 'lon', NF_REAL, 1, dims, varid_lon) + if (status /= nf_noerr) call handle_err(status, "def_var(lon)") + + dims(1) = dimid_lat + status = nf_def_var(ncid, 'lat', NF_REAL, 1, dims, varid_lat) + if (status /= nf_noerr) call handle_err(status, "def_var(lat)") + + dims(1) = dimid_time + status = nf_def_var(ncid, 'time', NF_FLOAT, 1, dims, varid_time) + if (status /= nf_noerr) call handle_err(status, "def_var(time)") + +! dims(1) = dimid_time +! status = nf_def_var(ncid, 'year', NF_INT, 1, dims, varid_year) +! if (status /= nf_noerr) call handle_err(status, "def_var(year)") + + ! Because dimensions in FORTRAN are in Column Major Order (the first + ! array index varies the most rapidly) dimensions of FORTRAN arrays + ! are in the opposite order that they appear in the NetCDF file with ncdump. + dims(1) = dimid_lon + dims(2) = dimid_lat + + status = nf_def_var(ncid, 'IGBP_PFT', NF_INT, 2, dims, varid_igbp) + if (status /= nf_noerr) call handle_err(status, "IGBP_PFT") + + status = nf_def_var(ncid, 'landarea', NF_REAL, 2, dims, varid_landarea) + if (status /= nf_noerr) call handle_err(status, "landarea") + + status = nf_def_var(ncid, 'cellMissing', NF_INT, 2, dims, varid_mask) + if (status /= nf_noerr) call handle_err(status, "cellMissing") + + status = nf_def_var(ncid, 'cellid', NF_INT, 2, dims, varid_cellid) + if (status /= nf_noerr) call handle_err(status, "cellid") + + + ! Because dimensions in FORTRAN are in Column Major Order (the first + ! array index varies the most rapidly) dimensions of FORTRAN arrays + ! are in the opposite order that they appear in the NetCDF file with ncdump. + dims(1) = dimid_lon + dims(2) = dimid_lat + dims(3) = dimid_time + + status = nf_def_var(ncid, 'cLITm', NF_REAL, 3, dims, varid_cLITm) + if (status /= nf_noerr) call handle_err(status, "cLITm") + + status = nf_def_var(ncid, 'cLITs', NF_REAL, 3, dims, varid_cLITs) + if (status /= nf_noerr) call handle_err(status, "cLITs") + + status = nf_def_var(ncid, 'cMICr', NF_REAL, 3, dims, varid_cMICr) + if (status /= nf_noerr) call handle_err(status, "cMICr") + + status = nf_def_var(ncid, 'cMICk', NF_REAL, 3, dims, varid_cMICk) + if (status /= nf_noerr) call handle_err(status, "cMICk") + + status = nf_def_var(ncid, 'cSOMa', NF_REAL, 3, dims, varid_cSOMa) + if (status /= nf_noerr) call handle_err(status, "cSOMa") + + status = nf_def_var(ncid, 'cSOMc', NF_REAL, 3, dims, varid_cSOMc) + if (status /= nf_noerr) call handle_err(status, "cSOMc") + + status = nf_def_var(ncid, 'cSOMp', NF_REAL, 3, dims, varid_cSOMp) + if (status /= nf_noerr) call handle_err(status, "cSOMp") + + status = nf_def_var(ncid, 'cHresp', NF_REAL, 3, dims, varid_cHresp) + if (status /= nf_noerr) call handle_err(status, "cHresp") + + status = nf_def_var(ncid, 'cSOMpIn', NF_REAL, 3, dims, varid_cSOMpIn) + if (status /= nf_noerr) call handle_err(status, "cSOMpIn") + + status = nf_def_var(ncid, 'cLitInput_metb', NF_REAL, 3, dims, varid_cLitIn_m) + if (status /= nf_noerr) call handle_err(status, "cLitInput_metb") + + status = nf_def_var(ncid, 'cLitInput_struc', NF_REAL, 3, dims, varid_cLitIn_s) + if (status /= nf_noerr) call handle_err(status, "cLitInput_struc") + + + ! Added annual overflow respiration variables. -mdh 10/12/2020 + + status = nf_def_var(ncid, 'cOverflow_r', NF_REAL, 3, dims, varid_of_r) + if (status /= nf_noerr) call handle_err(status, "cOverflow_r") + + status = nf_def_var(ncid, 'cOverflow_k', NF_REAL, 3, dims, varid_of_k) + if (status /= nf_noerr) call handle_err(status, "cOverflow_k") + + + ! Added Annual N variables. -mdh 11/30/2019 + + status = nf_def_var(ncid, 'nLITm', NF_REAL, 3, dims, varid_nLITm) + if (status /= nf_noerr) call handle_err(status, "nLITm") + + status = nf_def_var(ncid, 'nLITs', NF_REAL, 3, dims, varid_nLITs) + if (status /= nf_noerr) call handle_err(status, "nLITs") + + status = nf_def_var(ncid, 'nMICr', NF_REAL, 3, dims, varid_nMICr) + if (status /= nf_noerr) call handle_err(status, "nMICr") + + status = nf_def_var(ncid, 'nMICk', NF_REAL, 3, dims, varid_nMICk) + if (status /= nf_noerr) call handle_err(status, "nMICk") + + status = nf_def_var(ncid, 'nSOMa', NF_REAL, 3, dims, varid_nSOMa) + if (status /= nf_noerr) call handle_err(status, "nSOMa") + + status = nf_def_var(ncid, 'nSOMc', NF_REAL, 3, dims, varid_nSOMc) + if (status /= nf_noerr) call handle_err(status, "nSOMc") + + status = nf_def_var(ncid, 'nSOMp', NF_REAL, 3, dims, varid_nSOMp) + if (status /= nf_noerr) call handle_err(status, "nSOMp") + + status = nf_def_var(ncid, 'DIN', NF_REAL, 3, dims, varid_DIN) + if (status /= nf_noerr) call handle_err(status, "DIN") + + status = nf_def_var(ncid, 'nLitInput_metb', NF_REAL, 3, dims, varid_nLitIn_m) + if (status /= nf_noerr) call handle_err(status, "nLitInput_metb") + + status = nf_def_var(ncid, 'nLitInput_struc', NF_REAL, 3, dims, varid_nLitIn_s) + if (status /= nf_noerr) call handle_err(status, "nLitInput_struc") + + + status = nf_def_var(ncid, 'thetaLiq', NF_REAL, 3, dims, varid_thetaLiq) + if (status /= nf_noerr) call handle_err(status, "thetaLiq") + + status = nf_def_var(ncid, 'thetaFrzn', NF_REAL, 3, dims, varid_thetaFrzn) + if (status /= nf_noerr) call handle_err(status, "thetaFrzn") + +! status = nf_def_var(ncid, 'fT', NF_REAL, 3, dims, varid_fT) +! if (status /= nf_noerr) call handle_err(status, "f(T)") + + status = nf_def_var(ncid, 'fW', NF_REAL, 3, dims, varid_fW) + if (status /= nf_noerr) call handle_err(status, "f(W)") + + + ! Global attributes + attr_name = 'MIMICS model output' + status = nf_put_att_text(ncid, NF_GLOBAL, 'title', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "title") + + attr_name = 'NOTE: None of the variables are weighted by land fraction!' + status = nf_put_att_text(ncid, NF_GLOBAL, 'comment', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "comment") + + call get_time_and_date(date_string, time_string) + attr_name = 'created on ' // date_string // ' ' // time_string + status = nf_put_att_text(ncid, NF_GLOBAL, 'history', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "history") + + attr_name = 'MIMICS Model' + status = nf_put_att_text(ncid, NF_GLOBAL, 'source', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "source") + + attr_name = trim(filename_mimicsbiome) + status = nf_put_att_text(ncid, NF_GLOBAL, 'parameters', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "parameters") + + ! ------------------------------ Attributes of the variables ------------------------------ + + ! Attributes of time variable + attr_name = 'coordinate time' + status = nf_put_att_text(ncid, varid_time, 'long_name', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "long_name") + !!attr_units = 'simulation time in years' + attr_units = '1..ntimes' + status = nf_put_att_text(ncid, varid_time, 'units', len(trim(attr_units)), trim(attr_units)) + if (status /= nf_noerr) call handle_err(status, "units") + +! ! Attributes of year variable +! attr_name = 'calendar year' +! status = nf_put_att_text(ncid, varid_year, 'long_name', len(trim(attr_name)), trim(attr_name)) +! if (status /= nf_noerr) call handle_err(status, "long_name") +! attr_units = 'year' +! status = nf_put_att_text(ncid, varid_year, 'units', len(trim(attr_units)), trim(attr_units)) +! if (status /= nf_noerr) call handle_err(status, "units") + + ! Attributes of lon variable + attr_name = 'coordinate longitude' + attr_units = 'degrees_east' + !!call PutVariableAttributeReal(ncid, varid_lon, attr_name, attr_units, MISSING_VALUE) + status = nf_put_att_text(ncid, varid_lon, 'long_name', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "long_name") + status = nf_put_att_text(ncid, varid_lon, 'units', len(trim(attr_units)), trim(attr_units)) + if (status /= nf_noerr) call handle_err(status, "units") + + ! Attributes of lat variable + attr_name = 'coordinate latitude' + attr_units = 'degrees_north' + !!call PutVariableAttributeReal(ncid, varid_lat, attr_name, attr_units, MISSING_VALUE) + status = nf_put_att_text(ncid, varid_lat, 'long_name', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "long_name") + status = nf_put_att_text(ncid, varid_lat, 'units', len(trim(attr_units)), trim(attr_units)) + if (status /= nf_noerr) call handle_err(status, "units") + + ! Attributes of IGBP_PFT variable + attr_name = 'IGBP PFT classification' + status = nf_put_att_text(ncid, varid_igbp, 'long_name', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "long_name") + attr_units = '1-18' + status = nf_put_att_text(ncid, varid_igbp, 'units', len(trim(attr_units)), trim(attr_units)) + if (status /= nf_noerr) call handle_err(status, "units") + status = nf_put_att_int(ncid, varid_igbp, '_FillValue', NF_INT, 1, MISSING_INT) + if (status /= nf_noerr) call handle_err(status, "_FillValue") + status = nf_put_att_int(ncid, varid_igbp, 'missing_value', NF_INT, 1, MISSING_INT) + if (status /= nf_noerr) call handle_err(status, "missing_value") + + ! Attributes of landarea variable + attr_name = 'land area, icewater set to 0.0' + attr_units = 'km^2' + call PutVariableAttributeReal(ncid, varid_landarea, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cellMissing variable + attr_name = 'Missing Data Mask' + status = nf_put_att_text(ncid, varid_mask, 'long_name', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "long_name") + attr_units = '0=no missing data, 1=missing data' + status = nf_put_att_text(ncid, varid_mask, 'units', len(trim(attr_units)), trim(attr_units)) + + ! Attributes of cellid variable + attr_name = 'Grid Cell ID' + status = nf_put_att_text(ncid, varid_cellid, 'long_name', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "long_name") + attr_units = '1..nlat*nlon' + status = nf_put_att_text(ncid, varid_cellid, 'units', len(trim(attr_units)), trim(attr_units)) + + ! Attributes of cHresp variable + attr_name = 'soil heterotrophic respiration' + attr_units = 'gC m-2 year-1' + call PutVariableAttributeReal(ncid, varid_cHresp, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cSOMpIn variable + attr_name = 'inputs to physically protected soil pool' + attr_units = 'gC m-2 year-1' + call PutVariableAttributeReal(ncid, varid_cSOMpIn, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cLitInput_metb variable + attr_name = 'metabolic litter C inputs' + attr_units = 'gC m-2 year-1' + call PutVariableAttributeReal(ncid, varid_cLitIn_m, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cLitInput_struc variable + attr_name = 'structural litter C inputs' + attr_units = 'gC m-2 year-1' + call PutVariableAttributeReal(ncid, varid_cLitIn_s, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cLITm variable + attr_name = 'metabolic litter carbon' + attr_units = 'gC m-2' + call PutVariableAttributeReal(ncid, varid_cLITm, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cLITs variable + attr_name = 'structural litter carbon' + attr_units = 'gC m-2' + call PutVariableAttributeReal(ncid, varid_cLITs, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cMICr variable + attr_name = 'r-selected microbial soil organic matter carbon' + attr_units = 'gC m-2' + call PutVariableAttributeReal(ncid, varid_cMICr, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cMICk variable + attr_name = 'K-selected microbial soil organic matter carbon' + attr_units = 'gC m-2' + call PutVariableAttributeReal(ncid, varid_cMICk, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cSOMa variable + attr_name = 'active soil organic matter carbon' + attr_units = 'gC m-2' + call PutVariableAttributeReal(ncid, varid_cSOMa, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cSOMc variable + attr_name = 'chemically protected soil organic matter carbon' + attr_units = 'gC m-2' + call PutVariableAttributeReal(ncid, varid_cSOMc, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cSOMp variable + attr_name = 'physically protected soil organic matter carbon' + attr_units = 'gC m-2' + call PutVariableAttributeReal(ncid, varid_cSOMp, attr_name, attr_units, MISSING_VALUE) + + + ! Added annual Overflow_r and Overflow_k variables. -mdh 10/12/2020 + + ! Attributes of cOverflow_r variable + attr_name = 'Overflow respiration from MICr' + attr_units = 'gC m-2 year-1' + call PutVariableAttributeReal(ncid, varid_of_r, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cOverflow_k variable + attr_name = 'Overflow respiration from MICk' + attr_units = 'gC m-2 year-1' + call PutVariableAttributeReal(ncid, varid_of_k, attr_name, attr_units, MISSING_VALUE) + + + ! Added N variables. -mdh 11/30/2019 + + ! Attributes of nLITm variable + attr_name = 'metabolic litter nitrogen' + attr_units = 'gN m-2' + call PutVariableAttributeReal(ncid, varid_nLITm, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nLITs variable + attr_name = 'structural litter nitrogen' + attr_units = 'gN m-2' + call PutVariableAttributeReal(ncid, varid_nLITs, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nMICr variable + attr_name = 'r-selected microbial soil organic matter nitrogen' + attr_units = 'gN m-2' + call PutVariableAttributeReal(ncid, varid_nMICr, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nMICk variable + attr_name = 'K-selected microbial soil organic matter nitrogen' + attr_units = 'gN m-2' + call PutVariableAttributeReal(ncid, varid_nMICk, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nSOMa variable + attr_name = 'active soil organic matter nitrogen' + attr_units = 'gN m-2' + call PutVariableAttributeReal(ncid, varid_nSOMa, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nSOMc variable + attr_name = 'chemically protected soil organic matter nitrogen' + attr_units = 'gN m-2' + call PutVariableAttributeReal(ncid, varid_nSOMc, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nSOMp variable + attr_name = 'physically protected soil organic matter nitrogen' + attr_units = 'gN m-2' + call PutVariableAttributeReal(ncid, varid_nSOMp, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of DIN variable + attr_name = 'dissolved inorganic N available to microbes' + attr_units = 'gN m-2' + call PutVariableAttributeReal(ncid, varid_DIN, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nLitInput_metb variable + attr_name = 'metabolic litter N inputs' + attr_units = 'gN m-2 year-1' + call PutVariableAttributeReal(ncid, varid_nLitIn_m, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nLitInput_struc variable + attr_name = 'structural litter N inputs' + attr_units = 'gN m-2 year-1' + call PutVariableAttributeReal(ncid, varid_nLitIn_s, attr_name, attr_units, MISSING_VALUE) + + + ! Attributes of thetaLiq variable + attr_name = 'fraction of liquid soil water saturation (0.0-1.0)' + attr_units = 'fraction' + call PutVariableAttributeReal(ncid, varid_thetaLiq, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of thetaFrzn variable + attr_name = 'fraction of frozen soil water saturation (0.0-1.0)' + attr_units = 'fraction' + call PutVariableAttributeReal(ncid, varid_thetaFrzn, attr_name, attr_units, MISSING_VALUE) + +! ! Attributes of fT variable +! attr_name = 'soil temperature multiplier on decomposition (0.0-1.0)' +! attr_units = 'multiplier' +! call PutVariableAttributeReal(ncid, varid_fT, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of fW variable + attr_name = 'soil moisture multiplier on decomposition (0.0-1.0)' + attr_units = 'multiplier' + call PutVariableAttributeReal(ncid, varid_fW, attr_name, attr_units, MISSING_VALUE) + + + + ! --------------- End the definition phase so that variables can be written to the file --------------- + status = nf_enddef(ncid) + if (status /= nf_noerr) call handle_err(status, "enddef") + + + ! ------------------------------ Write variable values to filename_ncOut ------------------------------ + + !! Write time using nf_put_vara_real instead of nf_put_var so + !! that time gets written correctly. -mdh 12/28/2016 + + time = real(year) + start1 = (/ 1 /) + count1 = (/ ntimes /) ! ntimes = 1 in this subroutine + +!! status = nf_put_var(ncid, varid_time, time) + status = nf_put_vara_real(ncid, varid_time, start1, count1, time) + if (status /= nf_noerr) call handle_err(status, "put_vara_real(time)") + +! status = nf_put_var(ncid, varid_year, year) +! if (status /= nf_noerr) call handle_err(status, "put_var(year)") + + status = nf_put_var(ncid, varid_lon, clmgrid%lon1d) + if (status /= nf_noerr) call handle_err(status, "put_var(clmgrid%lon1d)") + + status = nf_put_var(ncid, varid_lat, clmgrid%lat1d) + if (status /= nf_noerr) call handle_err(status, "put_var(clmgrid%lat1d)") + + status = nf_put_var(ncid, varid_mask, clmgrid%cellMissing) + if (status /= nf_noerr) call handle_err(status, "put_var(clmgrid%cellMissing)") + + status = nf_put_var(ncid, varid_cellid, clmgrid%cellid) + if (status /= nf_noerr) call handle_err(status, "put_var(clmgrid%cellid)") + +! Define start3 and count3 for record variables (those with unlimited time dimension) +! Write up to 6 output variables at a time + + + start3 = (/ 1, 1, 1 /) + count3 = (/nlon, nlat, ntimes/) + + allocate(IGBP_PFT(1:clmgrid%nlon,1:clmgrid%nlat)) + allocate(landarea(1:clmgrid%nlon,1:clmgrid%nlat)) + allocate(var1(1:clmgrid%nlon,1:clmgrid%nlat,1:ntimes)) + allocate(var2(1:clmgrid%nlon,1:clmgrid%nlat,1:ntimes)) + allocate(var3(1:clmgrid%nlon,1:clmgrid%nlat,1:ntimes)) + allocate(var4(1:clmgrid%nlon,1:clmgrid%nlat,1:ntimes)) + allocate(var5(1:clmgrid%nlon,1:clmgrid%nlat,1:ntimes)) + allocate(var6(1:clmgrid%nlon,1:clmgrid%nlat,1:ntimes)) + allocate(var7(1:clmgrid%nlon,1:clmgrid%nlat,1:ntimes)) + allocate(var8(1:clmgrid%nlon,1:clmgrid%nlat,1:ntimes)) + allocate(var9(1:clmgrid%nlon,1:clmgrid%nlat,1:ntimes)) + allocate(var10(1:clmgrid%nlon,1:clmgrid%nlat,1:ntimes)) + +! Average annual values for fluxes and pools +! mimicsfluxAn%CLitInputAn(npt,METBC) - metabolic litter inputs (gC/m2/yr) +! mimicsfluxAn%CLitInputAn(npt,STRUC) - structural litter inputs (gC/m2/yr) +! mimicsfluxAn%ChrespAn(npt) - heterotrophic respiration flux (gC/m2/yr) +! mimicspoolAn%ClitterAn(npt,METBC) - metabolic litter pool (gC/m2) +! mimicspoolAn%ClitterAn(npt,STRUC) - structural litter pool (gC/m2) +! mimicspoolAn%CmicrobeAn(npt,RSEL) - r-selected microbe pool (gC/m2) +! mimicspoolAn%CmicrobeAn(npt,KSEL) - K-selected microbe pool (gC/m2) +! mimicspoolAn%CsoilAn(npt,AVAL) - available SOM pool (gC/m2) +! mimicspoolAn%CsoilAn(npt,CHEM) - chemically protected SOM pool (gC/m2) +! mimicspoolAn%CsoilAn(npt,PHYS) - physically protected SOM pool (gC/m2) + + + IGBP_PFT(:,:) = MISSING_INT + landarea(:,:) = MISSING_VALUE + var1(:,:,:) = MISSING_VALUE + var2(:,:,:) = MISSING_VALUE + var3(:,:,:) = MISSING_VALUE + var4(:,:,:) = MISSING_VALUE + var5(:,:,:) = MISSING_VALUE + var6(:,:,:) = MISSING_VALUE + var7(:,:,:) = MISSING_VALUE + var8(:,:,:) = MISSING_VALUE + var9(:,:,:) = MISSING_VALUE + var10(:,:,:) = MISSING_VALUE + + itime = 1 + do npt = 1, mp + ilon = casamet%ilon(npt) + ilat = casamet%ilat(npt) + if (casamet%ijgcm(npt) .ne. clmgrid%cellid(ilon,ilat)) then + print *, 'WritePoolFluxNcFile_mimics_annual: casamet%ijgcm(', npt, ')=', casamet%ijgcm(npt) + print *, ' clmgrid%cellid(', ilon, ',', ilat, ')=', clmgrid%cellid(ilon,ilat) + STOP +! else +! print *, 'mimicspoolAn%ClitterAn(',npt,',METBC) = ', mimicspoolAn%ClitterAn(npt,METBC) +! print *, 'mimicspoolAn%ClitterAn(',npt,',STRUC) = ', mimicspoolAn%ClitterAn(npt,STRUC) +! +! print *, 'mimicspoolAn%CmicrobeAn(',npt,',RSEL) = ', mimicspoolAn%CmicrobeAn(npt,RSEL) +! print *, 'mimicspoolAn%CmicrobeAn(',npt,',KSEL) = ', mimicspoolAn%CmicrobeAn(npt,KSEL) +! +! print *, 'mimicspoolAn%CsoilAn(',npt,',AVAL) = ', mimicspoolAn%CsoilAn(npt,AVAL) +! print *, 'mimicspoolAn%CsoilAn(',npt,',CHEM) = ', mimicspoolAn%CsoilAn(npt,CHEM) +! print *, 'mimicspoolAn%CsoilAn(',npt,',PHYS) = ', mimicspoolAn%CsoilAn(npt,PHYS) + endif + + IGBP_PFT(ilon,ilat) = veg%iveg(npt) + !Set land area for icewater cells to 0.0 so global mean timeseries will be correct. -mdh 7/11/2016 + if (casamet%iveg2(npt) /= icewater) then + landarea(ilon,ilat) = casamet%areacell(npt)*(1.0e-6) !Convert m^2 to km^2 + else + landarea(ilon,ilat) = 0.0 + endif + var9(ilon,ilat,itime) = mimicsfluxAn%CLitInputAn(npt,METBC) + var10(ilon,ilat,itime) = mimicsfluxAn%CLitInputAn(npt,STRUC) + var1(ilon,ilat,itime) = mimicsfluxAn%ChrespAn(npt) + var2(ilon,ilat,itime) = mimicspoolAn%ClitterAn(npt,METBC) + var3(ilon,ilat,itime) = mimicspoolAn%ClitterAn(npt,STRUC) + var4(ilon,ilat,itime) = mimicspoolAn%CmicrobeAn(npt,RSEL) + var5(ilon,ilat,itime) = mimicspoolAn%CmicrobeAn(npt,KSEL) + var6(ilon,ilat,itime) = mimicspoolAn%CsoilAn(npt,AVAL) + var7(ilon,ilat,itime) = mimicspoolAn%CsoilAn(npt,CHEM) + var8(ilon,ilat,itime) = mimicspoolAn%CsoilAn(npt,PHYS) + end do + + ! IGBP PFT + status = nf_put_var(ncid, varid_igbp, IGBP_PFT) + if (status /= nf_noerr) call handle_err(status, "put_var(IGBP_PFT)") + + ! Land area + status = nf_put_var(ncid, varid_landarea, landarea) + if (status /= nf_noerr) call handle_err(status, "put_var(landarea)") + +!! ATTENTION: I could not get the variables with a "time" dimension to write +!! to the netcdf file when the time dimension was unlimited, UNLESS I substituted +!! one "nf_put_vara_real" for a "nf_put_var". I DON'T UNDERSTAND! +!! Otherwise nf_put_var seemed to ignore start3 and count3. +!! Melannie 6/3/2014 +!! status = nf_put_var(ncid, varid_cLitIn_m, var9, start3, count3) + + status = nf_put_vara_real(ncid, varid_cLitIn_m, start3, count3, var9) + if (status /= nf_noerr) call handle_err(status, "put_vara_real(cLitIn_m)") + + status = nf_put_var(ncid, varid_cLitIn_s, var10, start3, count3) + if (status /= nf_noerr) call handle_err(status, "put_var(cLitIn_s)") + + status = nf_put_var(ncid, varid_cHresp, var1, start3, count3) + if (status /= nf_noerr) call handle_err(status, "put_var(cHresp)") + + status = nf_put_var(ncid, varid_cLITm, var2, start3, count3) + if (status /= nf_noerr) call handle_err(status, "put_var(cLITm)") + + status = nf_put_var(ncid, varid_cLITs, var3, start3, count3) + if (status /= nf_noerr) call handle_err(status, "put_var(cLITs)") + + status = nf_put_var(ncid, varid_cMICr, var4, start3, count3) + if (status /= nf_noerr) call handle_err(status, "put_var(cMICr)") + + status = nf_put_var(ncid, varid_cMICk, var5, start3, count3) + if (status /= nf_noerr) call handle_err(status, "put_var(cMICk)") + + status = nf_put_var(ncid, varid_cSOMa, var6, start3, count3) + if (status /= nf_noerr) call handle_err(status, "put_var(cSOMa)") + + status = nf_put_var(ncid, varid_cSOMc, var7, start3, count3) + if (status /= nf_noerr) call handle_err(status, "put_var(cSOMc)") + + status = nf_put_var(ncid, varid_cSOMp, var8, start3, count3) + if (status /= nf_noerr) call handle_err(status, "put_var(cSOMp)") + + + var1(:,:,:) = MISSING_VALUE + var2(:,:,:) = MISSING_VALUE + var3(:,:,:) = MISSING_VALUE + var4(:,:,:) = MISSING_VALUE + var5(:,:,:) = MISSING_VALUE + var6(:,:,:) = MISSING_VALUE + var7(:,:,:) = MISSING_VALUE + +! mimicsfluxAn%CSOMpInputAn(npt) - inputs to SOMp (gC/m2/yr) +! mimicspoolAn%thetaLiqAn(npt) - MIMICS mean annual fraction of liquid water saturation +! mimicspoolAn%thetaFrznAn(npt) - MIMICS mean annual fraction of frozen water saturation +! mimicspoolAn%fTAn(npt) - MIMICS mean annual soil temperature function +! mimicspoolAn%fWAn(npt) - MIMICS mean annual soil moisture function +! mimicsfluxAn%Overflow_rAn(npt) - Overflow respiration by MICr (gC/m2/yr) +! mimicsfluxAn%Overflow_kAn(npt) - Overflow respiration by MICk (gC/m2/yr) + + itime = 1 + do npt = 1, mp + ilon = casamet%ilon(npt) + ilat = casamet%ilat(npt) + var1(ilon,ilat,itime) = mimicspoolAn%thetaLiqAn(npt) + var2(ilon,ilat,itime) = mimicspoolAn%thetaFrznAn(npt) +! var3(ilon,ilat,itime) = mimicspoolAn%fTAn(npt) + var4(ilon,ilat,itime) = mimicspoolAn%fWAn(npt) + var5(ilon,ilat,itime) = mimicsfluxAn%CSOMpInputAn(npt) + var6(ilon,ilat,itime) = mimicsfluxAn%Overflow_rAn(npt) + var7(ilon,ilat,itime) = mimicsfluxAn%Overflow_kAn(npt) + end do + + status = nf_put_var(ncid, varid_thetaLiq, var1, start3, count3) + if (status /= nf_noerr) call handle_err(status, "put_var(thetaLiq)") + + status = nf_put_var(ncid, varid_thetaFrzn, var2, start3, count3) + if (status /= nf_noerr) call handle_err(status, "put_var(thetaFrzn)") + +! status = nf_put_var(ncid, varid_fT, var3, start3, count3) +! if (status /= nf_noerr) call handle_err(status, "put_var(fT)") + + status = nf_put_var(ncid, varid_fW, var4, start3, count3) + if (status /= nf_noerr) call handle_err(status, "put_var(fW)") + + status = nf_put_var(ncid, varid_cSOMpIn, var5, start3, count3) + if (status /= nf_noerr) call handle_err(status, "put_var(cSOMpIn)") + + + ! Added annual Overflow_r and Overflow_k variables. -mdh 10/12/2020 + + status = nf_put_var(ncid, varid_of_r, var6, start3, count3) + if (status /= nf_noerr) call handle_err(status, "put_var(cOverflow_r)") + + status = nf_put_var(ncid, varid_of_k, var7, start3, count3) + if (status /= nf_noerr) call handle_err(status, "put_var(cOverflow_k)") + + + ! Added annual N variables. -mdh 12/1/2019 + +! Average annual values for fluxes and pools +! mimicsfluxAn%NLitInputAn(npt,METBC) - metabolic litter inputs (gN/m2/yr) +! mimicsfluxAn%NLitInputAn(npt,STRUC) - structural litter inputs (gN/m2/yr) +! mimicspoolAn%NlitterAn(npt,METBC) - metabolic litter pool (gN/m2) +! mimicspoolAn%NlitterAn(npt,STRUC) - structural litter pool (gN/m2) +! mimicspoolAn%NmicrobeAn(npt,RSEL) - r-selected microbe pool (gN/m2) +! mimicspoolAn%NmicrobeAn(npt,KSEL) - K-selected microbe pool (gN/m2) +! mimicspoolAn%NsoilAn(npt,AVAL) - available SOM pool (gN/m2) +! mimicspoolAn%NsoilAn(npt,CHEM) - chemically protected SOM pool (gN/m2) +! mimicspoolAn%NsoilAn(npt,PHYS) - physically protected SOM pool (gN/m2) +! mimicspoolAn%DINAn(npt) - dissolved inorganic N available to microbes (gN/m2) + + var1(:,:,:) = MISSING_VALUE + var2(:,:,:) = MISSING_VALUE + var3(:,:,:) = MISSING_VALUE + var4(:,:,:) = MISSING_VALUE + var5(:,:,:) = MISSING_VALUE + var6(:,:,:) = MISSING_VALUE + var7(:,:,:) = MISSING_VALUE + var8(:,:,:) = MISSING_VALUE + var9(:,:,:) = MISSING_VALUE + var10(:,:,:) = MISSING_VALUE + + itime = 1 + do npt = 1, mp + ilon = casamet%ilon(npt) + ilat = casamet%ilat(npt) + var1(ilon,ilat,itime) = mimicsfluxAn%NLitInputAn(npt,METBC) + var2(ilon,ilat,itime) = mimicsfluxAn%NLitInputAn(npt,STRUC) + var3(ilon,ilat,itime) = mimicspoolAn%NlitterAn(npt,METBC) + var4(ilon,ilat,itime) = mimicspoolAn%NlitterAn(npt,STRUC) + var5(ilon,ilat,itime) = mimicspoolAn%NmicrobeAn(npt,RSEL) + var6(ilon,ilat,itime) = mimicspoolAn%NmicrobeAn(npt,KSEL) + var7(ilon,ilat,itime) = mimicspoolAn%NsoilAn(npt,AVAL) + var8(ilon,ilat,itime) = mimicspoolAn%NsoilAn(npt,CHEM) + var9(ilon,ilat,itime) = mimicspoolAn%NsoilAn(npt,PHYS) + var10(ilon,ilat,itime) = mimicspoolAn%DINAn(npt) + + end do + + status = nf_put_vara_real(ncid, varid_nLitIn_m, start3, count3, var1) + if (status /= nf_noerr) call handle_err(status, "put_vara_real(nLitIn_m)") + + !!status = nf_put_var(ncid, varid_nLitIn_s, var2, start3, count3) + status = nf_put_vara_real(ncid, varid_nLitIn_s, start3, count3, var2) + if (status /= nf_noerr) call handle_err(status, "put_var(nLitIn_s)") + + !!status = nf_put_var(ncid, varid_nLITm, var3, start3, count3) + status = nf_put_vara_real(ncid, varid_nLITm, start3, count3, var3) + if (status /= nf_noerr) call handle_err(status, "put_var(nLITm)") + + !!status = nf_put_var(ncid, varid_nLITs, var4, start3, count3) + status = nf_put_vara_real(ncid, varid_nLITs, start3, count3, var4) + if (status /= nf_noerr) call handle_err(status, "put_var(nLITs)") + + !!status = nf_put_var(ncid, varid_nMICr, var5, start3, count3) + status = nf_put_vara_real(ncid, varid_nMICr, start3, count3, var5) + if (status /= nf_noerr) call handle_err(status, "put_var(nMICr)") + + !!status = nf_put_var(ncid, varid_nMICk, var6, start3, count3) + status = nf_put_vara_real(ncid, varid_nMICk, start3, count3, var6) + if (status /= nf_noerr) call handle_err(status, "put_var(nMICk)") + + !!status = nf_put_var(ncid, varid_nSOMa, var7, start3, count3) + status = nf_put_vara_real(ncid, varid_nSOMa, start3, count3, var7) + if (status /= nf_noerr) call handle_err(status, "put_var(nSOMa)") + + !!status = nf_put_var(ncid, varid_nSOMc, var8, start3, count3) + status = nf_put_vara_real(ncid, varid_nSOMc, start3, count3, var8) + if (status /= nf_noerr) call handle_err(status, "put_var(nSOMc)") + + !!status = nf_put_var(ncid, varid_nSOMp, var9, start3, count3) + status = nf_put_vara_real(ncid, varid_nSOMp, start3, count3, var9) + if (status /= nf_noerr) call handle_err(status, "put_var(nSOMp)") + + !!status = nf_put_var(ncid, varid_DIN, var10, start3, count3) + status = nf_put_vara_real(ncid, varid_DIN, start3, count3, var10) + if (status /= nf_noerr) call handle_err(status, "put_var(DIN)") + + + deallocate(var1,var2,var3,var4,var5,var6,var7,var8,var9,var10,IGBP_PFT,landarea) + + status = nf_close(ncid) + + if (verbose .ge. 0) print *, "Done writing output to ", trim(filename_ncOut), "..." + +END SUBROUTINE WritePoolFluxNcFile_mimics_annual + + +!---------------------------------------------------------------------------------------------------- + SUBROUTINE WritePoolFluxNcFile_mimics_daily(filename_ncOut, mp, year, iday) + +! DESCRIPTION +! Write daily output variables from MIMICS model to netcdf file filename_ncOut +! If iday=1, the file is create and define the file first. +! Called once a day from casacnpdriver when mdaily=1 +! The file will contain output from a single year, 365 days. +! +! Melannie Hartman. August 24, 2015 + + USE define_types + USE casaparm + USE casavariable + USE clmgridvariable + USE mimicsdimension + USE mimicsparam + USE mimicsvariable + implicit none + include 'netcdf.inc' + real(4), parameter :: MISSING_VALUE = 1.e+36 + integer, parameter :: MISSING_INT = -9999 + +! ARGUMENTS + character(len=*), intent(in) :: filename_ncOut ! NetCDF output file name + integer, intent(in) :: mp ! number of points with valid data + integer, intent(in) :: year ! output year + integer, intent(in) :: iday ! output day (1..365) +! LOCAL VARIABLES + integer :: i + integer :: ncid ! netcdf file ID + integer :: status ! function return status +! integer :: dimid_mp ! netcdf dimension id + integer :: dimid_lat ! netcdf dimension id + integer :: dimid_lon ! netcdf dimension id + integer :: dimid_time ! netcdf dimension id + integer :: nlon, nlat, ntimes ! Dimension sizes for NetCDf file + integer :: nwrtimes ! Number of times that will be written when this subroutine is called + integer :: dims(3) ! Array of NetCDF dimension IDs for defining variables + integer :: start1(1), count1(1) ! start and count arrays for writing 1-D data from netcdf files + integer :: start2(2), count2(2) ! start and count arrays for writing 2-D data from netcdf files + integer :: start3(3), count3(3) ! start and count arrays for writing 3-D data from netcdf files + integer :: varid_lon, varid_lat ! NetCDF variable ID for latitude and longitude + integer :: varid_time ! NetCDF variable ID for time + integer :: varid_day ! NetCDF variable ID for day + integer :: varid_mask ! NetCDF variable ID for cellMissing(nlon,nlat) + integer :: varid_cellid ! NetCDF variable ID for cellid(nlon,nlat) + integer :: varid_igbp ! NetCDF variable ID for IGBP_PFT(nlon,nlat) + integer :: varid_landarea ! NetCDF variable ID for land area + integer :: varid_cLITm ! NetCDF variable ID for metablic litter C + integer :: varid_cLITs ! NetCDF variable ID for structural litter C + integer :: varid_cMICr ! NetCDF variable ID for microbe r-selected pool C + integer :: varid_cMICk ! NetCDF variable ID for microbe K-selected pool C + integer :: varid_cSOMa ! NetCDF variable ID for available soil C + integer :: varid_cSOMc ! NetCDF variable ID for chemically protected soil C + integer :: varid_cSOMp ! NetCDF variable ID for physically protected soil C + integer :: varid_cHresp ! NetCDF variable ID for soil heterotrophic respiration C + integer :: varid_cSOMpIn ! NetCDF variable ID for physically protected soil C inputs + integer :: varid_cLitIn_m ! NetCDF variable ID for metabolic litter Input C + integer :: varid_cLitIn_s ! NetCDF variable ID for structural litter Input C + integer :: varid_of_r ! NetCDF variable ID for Overflow_r respiration + integer :: varid_of_k ! NetCDF variable ID for Overflow_k respiration + + integer :: varid_nLITm ! NetCDF variable ID for metablic litter N + integer :: varid_nLITs ! NetCDF variable ID for structural litter N + integer :: varid_nMICr ! NetCDF variable ID for microbe r-selected pool N + integer :: varid_nMICk ! NetCDF variable ID for microbe K-selected pool N + integer :: varid_nSOMa ! NetCDF variable ID for available soil N + integer :: varid_nSOMc ! NetCDF variable ID for chemically protected soil N + integer :: varid_nSOMp ! NetCDF variable ID for physically protected soil N + integer :: varid_DIN ! NetCDF variable ID for dissolved inorganic N + integer :: varid_nLitIn_m ! NetCDF variable ID for metabolic litter Input N + integer :: varid_nLitIn_s ! NetCDF variable ID for structural litter Input N + + integer :: varid_thetaLiq ! NetCDF variable ID for fraction of liquid soil water saturation + integer :: varid_thetaFrzn ! NetCDF variable ID for fraction of frozen soil water saturation +! integer :: varid_fT ! NetCDF variable ID for soil temperature multiplier on decompostion + integer :: varid_fW ! NetCDF variable ID for soil moisture multiplier on decompostion + character*100 :: attr_name ! String for assigning global and variable attributes + character*100 :: attr_units ! String for assigning global and variable attributes + character*10 :: date_string ! String for assigning date to global attributes + character*8 :: time_string ! String for assigning time to global attributes + integer :: verbose=0 + integer :: npt, ilon, ilat, itime + integer, allocatable :: IGBP_PFT(:,:) ! IGBP_PFT(nlon,nlat) IGBP PFT classification (1-18) + integer, allocatable :: days(:) ! day array (1..ntimes) + real(4), allocatable :: time(:) ! time array (time in years) + real(4), allocatable :: landarea(:,:) ! landarea(nlon,nlat) km^2 + real(4), allocatable :: var1(:,:,:) ! gridded output variable + real(4), allocatable :: var2(:,:,:) ! gridded output variable + real(4), allocatable :: var3(:,:,:) ! gridded output variable + real(4), allocatable :: var4(:,:,:) ! gridded output variable + real(4), allocatable :: var5(:,:,:) ! gridded output variable + real(4), allocatable :: var6(:,:,:) ! gridded output variable + real(4), allocatable :: var7(:,:,:) ! gridded output variable + real(4), allocatable :: var8(:,:,:) ! gridded output variable + real(4), allocatable :: var9(:,:,:) ! gridded output variable + real(4), allocatable :: var10(:,:,:) ! gridded output variable + real(r_2) :: unitConv ! mgC/cm3 * depth(cm)* (1g/10^3mg)*(10^4cm2)/m2 = gC/m2 + + if (verbose .gt. 0) print *, iday, "Writing output to file ", trim(filename_ncOut), "..." + +! Output these variables in NetCDF file: +! veg%iveg(npt) - IGBP PFTs +! casamet%lat(npt) - latitudes +! casamet%lon(npt) - longitudes +! casamet%areacell(npt)*(1.0e-6) - landarea (km^2) +! Daily values for fluxes and pools +! mimicsflux%ClitInput(npt,metbc) - metabolic litter inputs (mgC/cm3/day) +! mimicsflux%ClitInput(npt,struc) - structural litter inputs (mgC/cm3/day) +! mimicsflux%Chresp(npt) - heterotrphic respiration flux (mgC/cm3/day) +! mimicsflux%CSOMpInput(npt) - inputs to SOMp (mgC/cm3/day) +! mimicspool%LITm(npt) - metabolic litter pool (mgC/cm3) +! mimicspool%LITs(npt) - structural litter pool (mgC/cm3) +! mimicspool%MICr(npt) - r-selected microbe pool (mgC/cm3) +! mimicspool%MICk(npt) - K-selected microbe pool (mgC/cm3) +! mimicspool%SOMa(npt) - available SOM pool (mgC/cm3) +! mimicspool%SOMc(npt) - chemically protected SOM pool (mgC/cm3) +! mimicspool%SOMp(npt) - physically protected SOM pool (mgC/cm3) + + dims(1) = 0 + dims(2) = 0 + ntimes = 365 + nlat = clmgrid%nlat + nlon = clmgrid%nlon + + if (iday == 1) then + + ! Create the netcdf file + + status = nf_create(filename_ncOut, NF_CLOBBER, ncid) + if (status /= nf_noerr) call handle_err(status, trim(filename_ncOut)) + + + ! Define file dimensions + + status = nf_def_dim(ncid, 'lon', nlon, dimid_lon) + if (status /= nf_noerr) call handle_err(status, "lon") + + status = nf_def_dim(ncid, 'lat', nlat, dimid_lat) + if (status /= nf_noerr) call handle_err(status, "lat") + + ! status = nf_def_dim(ncid, 'time', ntimes, dimid_time) + status = nf_def_dim(ncid, 'time', nf_unlimited, dimid_time) + if (status /= nf_noerr) call handle_err(status, "time") + + ! status = nf_def_dim(ncid, 'mp', mp, dimid_mp) + ! if (status /= nf_noerr) call handle_err(status, "mp") + + + ! Define variables + + dims(1) = dimid_lon + status = nf_def_var(ncid, 'lon', NF_REAL, 1, dims, varid_lon) + if (status /= nf_noerr) call handle_err(status, "def_var(lon)") + + dims(1) = dimid_lat + status = nf_def_var(ncid, 'lat', NF_REAL, 1, dims, varid_lat) + if (status /= nf_noerr) call handle_err(status, "def_var(lat)") + + dims(1) = dimid_time + status = nf_def_var(ncid, 'time', NF_REAL, 1, dims, varid_time) + if (status /= nf_noerr) call handle_err(status, "def_var(time)") + + dims(1) = dimid_time + status = nf_def_var(ncid, 'day', NF_INT, 1, dims, varid_day) + if (status /= nf_noerr) call handle_err(status, "def_var(day)") + + ! Because dimensions in FORTRAN are in Column Major Order (the first + ! array index varies the most rapidly) dimensions of FORTRAN arrays + ! are in the opposite order that they appear in the NetCDF file with ncdump. + dims(1) = dimid_lon + dims(2) = dimid_lat + + status = nf_def_var(ncid, 'IGBP_PFT', NF_INT, 2, dims, varid_igbp) + if (status /= nf_noerr) call handle_err(status, "IGBP_PFT") + + status = nf_def_var(ncid, 'landarea', NF_REAL, 2, dims, varid_landarea) + if (status /= nf_noerr) call handle_err(status, "landarea") + + status = nf_def_var(ncid, 'cellMissing', NF_INT, 2, dims, varid_mask) + if (status /= nf_noerr) call handle_err(status, "cellMissing") + + status = nf_def_var(ncid, 'cellid', NF_INT, 2, dims, varid_cellid) + if (status /= nf_noerr) call handle_err(status, "cellid") + + + ! Because dimensions in FORTRAN are in Column Major Order (the first + ! array index varies the most rapidly) dimensions of FORTRAN arrays + ! are in the opposite order that they appear in the NetCDF file with ncdump. + dims(1) = dimid_lon + dims(2) = dimid_lat + dims(3) = dimid_time + + status = nf_def_var(ncid, 'cLITm', NF_REAL, 3, dims, varid_cLITm) + if (status /= nf_noerr) call handle_err(status, "cLITm") + + status = nf_def_var(ncid, 'cLITs', NF_REAL, 3, dims, varid_cLITs) + if (status /= nf_noerr) call handle_err(status, "cLITs") + + status = nf_def_var(ncid, 'cMICr', NF_REAL, 3, dims, varid_cMICr) + if (status /= nf_noerr) call handle_err(status, "cMICr") + + status = nf_def_var(ncid, 'cMICk', NF_REAL, 3, dims, varid_cMICk) + if (status /= nf_noerr) call handle_err(status, "cMICk") + + status = nf_def_var(ncid, 'cSOMa', NF_REAL, 3, dims, varid_cSOMa) + if (status /= nf_noerr) call handle_err(status, "cSOMa") + + status = nf_def_var(ncid, 'cSOMc', NF_REAL, 3, dims, varid_cSOMc) + if (status /= nf_noerr) call handle_err(status, "cSOMc") + + status = nf_def_var(ncid, 'cSOMp', NF_REAL, 3, dims, varid_cSOMp) + if (status /= nf_noerr) call handle_err(status, "cSOMp") + + status = nf_def_var(ncid, 'cHresp', NF_REAL, 3, dims, varid_cHresp) + if (status /= nf_noerr) call handle_err(status, "cHresp") + + status = nf_def_var(ncid, 'cSOMpIn', NF_REAL, 3, dims, varid_cSOMpIn) + if (status /= nf_noerr) call handle_err(status, "cSOMpIn") + + status = nf_def_var(ncid, 'cLitInput_metb', NF_REAL, 3, dims, varid_cLitIn_m) + if (status /= nf_noerr) call handle_err(status, "cLitInput_metb") + + status = nf_def_var(ncid, 'cLitInput_struc', NF_REAL, 3, dims, varid_cLitIn_s) + if (status /= nf_noerr) call handle_err(status, "cLitInput_struc") + + + ! Added daily overflow respiration variables. -mdh 10/12/2020 + + status = nf_def_var(ncid, 'cOverflow_r', NF_REAL, 3, dims, varid_of_r) + if (status /= nf_noerr) call handle_err(status, "cOverflow_r") + + status = nf_def_var(ncid, 'cOverflow_k', NF_REAL, 3, dims, varid_of_k) + if (status /= nf_noerr) call handle_err(status, "cOverflow_k") + + + ! Added daily N variables. -mdh 11/30/2019 + + status = nf_def_var(ncid, 'nLITm', NF_REAL, 3, dims, varid_nLITm) + if (status /= nf_noerr) call handle_err(status, "nLITm") + + status = nf_def_var(ncid, 'nLITs', NF_REAL, 3, dims, varid_nLITs) + if (status /= nf_noerr) call handle_err(status, "nLITs") + + status = nf_def_var(ncid, 'nMICr', NF_REAL, 3, dims, varid_nMICr) + if (status /= nf_noerr) call handle_err(status, "nMICr") + + status = nf_def_var(ncid, 'nMICk', NF_REAL, 3, dims, varid_nMICk) + if (status /= nf_noerr) call handle_err(status, "nMICk") + + status = nf_def_var(ncid, 'nSOMa', NF_REAL, 3, dims, varid_nSOMa) + if (status /= nf_noerr) call handle_err(status, "nSOMa") + + status = nf_def_var(ncid, 'nSOMc', NF_REAL, 3, dims, varid_nSOMc) + if (status /= nf_noerr) call handle_err(status, "nSOMc") + + status = nf_def_var(ncid, 'nSOMp', NF_REAL, 3, dims, varid_nSOMp) + if (status /= nf_noerr) call handle_err(status, "nSOMp") + + status = nf_def_var(ncid, 'DIN', NF_REAL, 3, dims, varid_DIN) + if (status /= nf_noerr) call handle_err(status, "DIN") + + status = nf_def_var(ncid, 'nLitInput_metb', NF_REAL, 3, dims, varid_nLitIn_m) + if (status /= nf_noerr) call handle_err(status, "nLitInput_metb") + + status = nf_def_var(ncid, 'nLitInput_struc', NF_REAL, 3, dims, varid_nLitIn_s) + if (status /= nf_noerr) call handle_err(status, "nLitInput_struc") + + + status = nf_def_var(ncid, 'thetaLiq', NF_REAL, 3, dims, varid_thetaLiq) + if (status /= nf_noerr) call handle_err(status, "thetaLiq") + + status = nf_def_var(ncid, 'thetaFrzn', NF_REAL, 3, dims, varid_thetaFrzn) + if (status /= nf_noerr) call handle_err(status, "thetaFrzn") + +! status = nf_def_var(ncid, 'fT', NF_REAL, 3, dims, varid_fT) +! if (status /= nf_noerr) call handle_err(status, "f(T)") + + status = nf_def_var(ncid, 'fW', NF_REAL, 3, dims, varid_fW) + if (status /= nf_noerr) call handle_err(status, "f(W)") + + + ! Global attributes + attr_name = 'MIMICS model output' + status = nf_put_att_text(ncid, NF_GLOBAL, 'title', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "title") + + attr_name = 'NOTE: None of the variables are weighted by land fraction!' + status = nf_put_att_text(ncid, NF_GLOBAL, 'comment', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "comment") + + call get_time_and_date(date_string, time_string) + attr_name = 'created on ' // date_string // ' ' // time_string + status = nf_put_att_text(ncid, NF_GLOBAL, 'history', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "history") + + attr_name = 'MIMICS Model' + status = nf_put_att_text(ncid, NF_GLOBAL, 'source', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "source") + + attr_name = trim(filename_mimicsbiome) + status = nf_put_att_text(ncid, NF_GLOBAL, 'parameters', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "parameters") + + ! ------------------------------ Attributes of the variables ------------------------------ + + ! Attributes of time variable + attr_name = 'coordinate time' + status = nf_put_att_text(ncid, varid_time, 'long_name', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "long_name") + !!attr_units = 'simulation time in years' + attr_units = '1..ntimes' + status = nf_put_att_text(ncid, varid_time, 'units', len(trim(attr_units)), trim(attr_units)) + if (status /= nf_noerr) call handle_err(status, "units") + + ! Attributes of day variable + attr_name = 'day of year' + status = nf_put_att_text(ncid, varid_day, 'long_name', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "long_name") + attr_units = '1..365' + status = nf_put_att_text(ncid, varid_day, 'units', len(trim(attr_units)), trim(attr_units)) + if (status /= nf_noerr) call handle_err(status, "units") + + ! Attributes of lon variable + attr_name = 'coordinate longitude' + attr_units = 'degrees_east' + !!call PutVariableAttributeReal(ncid, varid_lon, attr_name, attr_units, MISSING_VALUE) + status = nf_put_att_text(ncid, varid_lon, 'long_name', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "long_name") + status = nf_put_att_text(ncid, varid_lon, 'units', len(trim(attr_units)), trim(attr_units)) + if (status /= nf_noerr) call handle_err(status, "units") + + ! Attributes of lat variable + attr_name = 'coordinate latitude' + attr_units = 'degrees_north' + !!call PutVariableAttributeReal(ncid, varid_lat, attr_name, attr_units, MISSING_VALUE) + status = nf_put_att_text(ncid, varid_lat, 'long_name', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "long_name") + status = nf_put_att_text(ncid, varid_lat, 'units', len(trim(attr_units)), trim(attr_units)) + if (status /= nf_noerr) call handle_err(status, "units") + + ! Attributes of IGBP_PFT variable + attr_name = 'IGBP PFT classification' + status = nf_put_att_text(ncid, varid_igbp, 'long_name', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "long_name") + attr_units = '1-18' + status = nf_put_att_text(ncid, varid_igbp, 'units', len(trim(attr_units)), trim(attr_units)) + if (status /= nf_noerr) call handle_err(status, "units") + status = nf_put_att_int(ncid, varid_igbp, '_FillValue', NF_INT, 1, MISSING_INT) + if (status /= nf_noerr) call handle_err(status, "_FillValue") + status = nf_put_att_int(ncid, varid_igbp, 'missing_value', NF_INT, 1, MISSING_INT) + if (status /= nf_noerr) call handle_err(status, "missing_value") + + ! Attributes of landarea variable + attr_name = 'land area, icewater set to 0.0' + attr_units = 'km^2' + call PutVariableAttributeReal(ncid, varid_landarea, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cellMissing variable + attr_name = 'Missing Data Mask' + status = nf_put_att_text(ncid, varid_mask, 'long_name', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "long_name") + attr_units = '0=no missing data, 1=missing data' + status = nf_put_att_text(ncid, varid_mask, 'units', len(trim(attr_units)), trim(attr_units)) + + ! Attributes of cellid variable + attr_name = 'Grid Cell ID' + status = nf_put_att_text(ncid, varid_cellid, 'long_name', len(trim(attr_name)), trim(attr_name)) + if (status /= nf_noerr) call handle_err(status, "long_name") + attr_units = '1..nlat*nlon' + status = nf_put_att_text(ncid, varid_cellid, 'units', len(trim(attr_units)), trim(attr_units)) + + ! Attributes of cHresp variable + attr_name = 'soil heterotrophic respiration' + attr_units = 'gC m-2 day-1' + call PutVariableAttributeReal(ncid, varid_cHresp, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cSOMpIn variable + attr_name = 'inputs to protected soil C pool' + attr_units = 'gC m-2 day-1' + call PutVariableAttributeReal(ncid, varid_cSOMpIn, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cLitInput_metb variable + attr_name = 'metabolic litter inputs' + attr_units = 'gC m-2 day-1' + call PutVariableAttributeReal(ncid, varid_cLitIn_m, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cLitInput_struc variable + attr_name = 'structural litter inputs' + attr_units = 'gC m-2 day-1' + call PutVariableAttributeReal(ncid, varid_cLitIn_s, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cLITm variable + attr_name = 'metabolic litter carbon' + attr_units = 'gC m-2' + call PutVariableAttributeReal(ncid, varid_cLITm, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cLITs variable + attr_name = 'structural litter carbon' + attr_units = 'gC m-2' + call PutVariableAttributeReal(ncid, varid_cLITs, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cMICr variable + attr_name = 'r-selected microbial soil organic matter carbon' + attr_units = 'gC m-2' + call PutVariableAttributeReal(ncid, varid_cMICr, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cMICk variable + attr_name = 'K-selected microbial soil organic matter carbon' + attr_units = 'gC m-2' + call PutVariableAttributeReal(ncid, varid_cMICk, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cSOMa variable + attr_name = 'active soil organic matter carbon' + attr_units = 'gC m-2' + call PutVariableAttributeReal(ncid, varid_cSOMa, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cSOMc variable + attr_name = 'chemically protected soil organic matter carbon' + attr_units = 'gC m-2' + call PutVariableAttributeReal(ncid, varid_cSOMc, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cSOMp variable + attr_name = 'physically protected soil organic matter carbon' + attr_units = 'gC m-2' + call PutVariableAttributeReal(ncid, varid_cSOMp, attr_name, attr_units, MISSING_VALUE) + + + ! Added daily overflow respiration variables. -mdh 10/12/2020 + + ! Attributes of cOverflow_r variable + attr_name = 'Overflow respiration from MICr' + attr_units = 'gC m-2 day-1' + call PutVariableAttributeReal(ncid, varid_of_r, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of cOverflow_k variable + attr_name = 'Overflow respiration from MICk' + attr_units = 'gC m-2 day-1' + call PutVariableAttributeReal(ncid, varid_of_k, attr_name, attr_units, MISSING_VALUE) + + + ! Added N variables. -mdh 11/30/2019 + + ! Attributes of nLITm variable + attr_name = 'metabolic litter nitrogen' + attr_units = 'gN m-2' + call PutVariableAttributeReal(ncid, varid_nLITm, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nLITs variable + attr_name = 'structural litter nitrogen' + attr_units = 'gN m-2' + call PutVariableAttributeReal(ncid, varid_nLITs, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nMICr variable + attr_name = 'r-selected microbial soil organic matter nitrogen' + attr_units = 'gN m-2' + call PutVariableAttributeReal(ncid, varid_nMICr, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nMICk variable + attr_name = 'K-selected microbial soil organic matter nitrogen' + attr_units = 'gN m-2' + call PutVariableAttributeReal(ncid, varid_nMICk, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nSOMa variable + attr_name = 'active soil organic matter nitrogen' + attr_units = 'gN m-2' + call PutVariableAttributeReal(ncid, varid_nSOMa, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nSOMc variable + attr_name = 'chemically protected soil organic matter nitrogen' + attr_units = 'gN m-2' + call PutVariableAttributeReal(ncid, varid_nSOMc, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nSOMp variable + attr_name = 'physically protected soil organic matter nitrogen' + attr_units = 'gN m-2' + call PutVariableAttributeReal(ncid, varid_nSOMp, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of DIN variable + attr_name = 'dissolved inorganic N available to microbes' + attr_units = 'gN m-2' + call PutVariableAttributeReal(ncid, varid_DIN, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nLitInput_metb variable + attr_name = 'metabolic litter N inputs' + attr_units = 'gN m-2 day-1' + call PutVariableAttributeReal(ncid, varid_nLitIn_m, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of nLitInput_struc variable + attr_name = 'structural litter N inputs' + attr_units = 'gN m-2 day-1' + call PutVariableAttributeReal(ncid, varid_nLitIn_s, attr_name, attr_units, MISSING_VALUE) + + + ! Attributes of thetaLiq variable + attr_name = 'fraction of liquid soil water saturation (0.0-1.0)' + attr_units = 'fraction' + call PutVariableAttributeReal(ncid, varid_thetaLiq, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of thetaFrzn variable + attr_name = 'fraction of frozen soil water saturation (0.0-1.0)' + attr_units = 'fraction' + call PutVariableAttributeReal(ncid, varid_thetaFrzn, attr_name, attr_units, MISSING_VALUE) + +! ! Attributes of fT variable +! attr_name = 'soil temperature multiplier on decomposition (0.0-1.0)' +! attr_units = 'multiplier' +! call PutVariableAttributeReal(ncid, varid_fT, attr_name, attr_units, MISSING_VALUE) + + ! Attributes of fW variable + attr_name = 'soil moisture multiplier on decomposition (0.0-1.0)' + attr_units = 'multiplier' + call PutVariableAttributeReal(ncid, varid_fW, attr_name, attr_units, MISSING_VALUE) + + + ! --------------- End the definition phase so that variables can be written to the file --------------- + status = nf_enddef(ncid) + if (status /= nf_noerr) call handle_err(status, "enddef") + + + ! ------------------------------ Write 2-D variable values to filename_ncOut ------------------------------ + + allocate(time(ntimes)) + allocate(days(ntimes)) + do i = 1, ntimes + days(i) = i + time(i) = real(year) + real(i)/365.0 + enddo + + !! Write time using nf_put_vara_real instead of nf_put_var so + !! that time gets written correctly. -mdh 12/28/2016 + + start1 = (/ 1 /) + count1 = (/ ntimes /) ! ntimes = number of days in the year + + !!status = nf_put_var(ncid, varid_time, time) + status = nf_put_vara_real(ncid, varid_time, start1, count1, time) + if (status /= nf_noerr) call handle_err(status, "put_vara_real(time)") + + !!status = nf_put_var(ncid, varid_day, days) + status = nf_put_vara_int(ncid, varid_day, start1, count1, days) + if (status /= nf_noerr) call handle_err(status, "put_vara_int(days)") + + status = nf_put_var(ncid, varid_lon, clmgrid%lon1d) + if (status /= nf_noerr) call handle_err(status, "put_var(clmgrid%lon1d)") + + status = nf_put_var(ncid, varid_lat, clmgrid%lat1d) + if (status /= nf_noerr) call handle_err(status, "put_var(clmgrid%lat1d)") + + status = nf_put_var(ncid, varid_mask, clmgrid%cellMissing) + if (status /= nf_noerr) call handle_err(status, "put_var(clmgrid%cellMissing)") + + status = nf_put_var(ncid, varid_cellid, clmgrid%cellid) + if (status /= nf_noerr) call handle_err(status, "put_var(clmgrid%cellid)") + + allocate(IGBP_PFT(1:clmgrid%nlon,1:clmgrid%nlat)) + allocate(landarea(1:clmgrid%nlon,1:clmgrid%nlat)) + + IGBP_PFT(:,:) = MISSING_INT + landarea(:,:) = MISSING_VALUE + + do npt = 1, mp + ilon = casamet%ilon(npt) + ilat = casamet%ilat(npt) + if (casamet%ijgcm(npt) .ne. clmgrid%cellid(ilon,ilat)) then + print *, 'WritePoolFluxNcFile_mimics_daily: casamet%ijgcm(', npt, ')=', casamet%ijgcm(npt) + print *, ' clmgrid%cellid(', ilon, ',', ilat, ')=', clmgrid%cellid(ilon,ilat) + STOP + endif + + IGBP_PFT(ilon,ilat) = veg%iveg(npt) + !Set land area for icewater cells to 0.0 so global mean timeseries will be correct. -mdh 7/11/2016 + if (casamet%iveg2(npt) /= icewater) then + landarea(ilon,ilat) = casamet%areacell(npt)*(1.0e-6) !Convert m^2 to km^2 + else + landarea(ilon,ilat) = 0.0 + endif + end do + + ! IGBP PFT + status = nf_put_var(ncid, varid_igbp, IGBP_PFT) + if (status /= nf_noerr) call handle_err(status, "put_var(IGBP_PFT)") + + ! Land area + status = nf_put_var(ncid, varid_landarea, landarea) + if (status /= nf_noerr) call handle_err(status, "put_var(landarea)") + + deallocate(IGBP_PFT,landarea,time,days) + + else + + status = nf_open(filename_ncOut, NF_WRITE, ncid) + if (status /= nf_noerr) call handle_err(status, "open(filename_ncOut)") + + ! get variable ids when iday > 1 + + status = nf_inq_varid(ncid, 'cLITm',varid_cLITm) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(cLITm)") + + status = nf_inq_varid(ncid, 'cLITs', varid_cLITs) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(cLITs)") + + status = nf_inq_varid(ncid, 'cMICr', varid_cMICr) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(cMICr)") + + status = nf_inq_varid(ncid, 'cMICk', varid_cMICk) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(cMICk)") + + status = nf_inq_varid(ncid, 'cSOMa', varid_cSOMa) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(cSOMa)") + + status = nf_inq_varid(ncid, 'cSOMc', varid_cSOMc) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(cSOMc)") + + status = nf_inq_varid(ncid, 'cSOMp', varid_cSOMp) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(cSOMp)") + + status = nf_inq_varid(ncid, 'cHresp', varid_cHresp) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(cHresp)") + + status = nf_inq_varid(ncid, 'cSOMpIn', varid_cSOMpIn) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(cSOMpIn)") + + status = nf_inq_varid(ncid, 'cLitInput_metb', varid_cLitIn_m) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(cLitInput_metb)") + + status = nf_inq_varid(ncid, 'cLitInput_struc', varid_cLitIn_s) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(cLitInput_struc)") + + + ! Added daily Overflow_r and Overflow_k variables. -mdh 10/12/2020 + + status = nf_inq_varid(ncid, 'cOverflow_r', varid_of_r) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(cOverflow_r)") + + status = nf_inq_varid(ncid, 'cOverflow_k', varid_of_k) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(cOverflow_k)") + + + ! Added daily N variables. -mdh 11/30/2019 + + status = nf_inq_varid(ncid, 'nLITm',varid_nLITm) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(nLITm)") + + status = nf_inq_varid(ncid, 'nLITs', varid_nLITs) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(nLITs)") + + status = nf_inq_varid(ncid, 'nMICr', varid_nMICr) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(nMICr)") + + status = nf_inq_varid(ncid, 'nMICk', varid_nMICk) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(nMICk)") + + status = nf_inq_varid(ncid, 'nSOMa', varid_nSOMa) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(nSOMa)") + + status = nf_inq_varid(ncid, 'nSOMc', varid_nSOMc) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(nSOMc)") + + status = nf_inq_varid(ncid, 'nSOMp', varid_nSOMp) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(nSOMp)") + + status = nf_inq_varid(ncid, 'DIN', varid_DIN) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(DIN)") + + status = nf_inq_varid(ncid, 'nLitInput_metb', varid_nLitIn_m) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(nLitInput_metb)") + + status = nf_inq_varid(ncid, 'nLitInput_struc', varid_nLitIn_s) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(nLitInput_struc)") + + + status = nf_inq_varid(ncid, 'thetaLiq', varid_thetaLiq) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(thetaLiq)") + + status = nf_inq_varid(ncid, 'thetaFrzn', varid_thetaFrzn) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(thetaFrzn)") + +! status = nf_inq_varid(ncid, 'fT', varid_fT) +! if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(fT)") + + status = nf_inq_varid(ncid, 'fW', varid_fW) + if (status /= nf_noerr) call handle_err(status, "nf_inq_varid(fW)") + + endif ! if (iday == 1) + +! Define start3 and count3 for record variables (those with unlimited time dimension) +! Write up to 10 output variables at a time + + nwrtimes = 1 + + start3 = (/ 1, 1, iday /) + count3 = (/nlon, nlat, nwrtimes/) + + allocate(var1(1:clmgrid%nlon,1:clmgrid%nlat,1:nwrtimes)) + allocate(var2(1:clmgrid%nlon,1:clmgrid%nlat,1:nwrtimes)) + allocate(var3(1:clmgrid%nlon,1:clmgrid%nlat,1:nwrtimes)) + allocate(var4(1:clmgrid%nlon,1:clmgrid%nlat,1:nwrtimes)) + allocate(var5(1:clmgrid%nlon,1:clmgrid%nlat,1:nwrtimes)) + allocate(var6(1:clmgrid%nlon,1:clmgrid%nlat,1:nwrtimes)) + allocate(var7(1:clmgrid%nlon,1:clmgrid%nlat,1:nwrtimes)) + allocate(var8(1:clmgrid%nlon,1:clmgrid%nlat,1:nwrtimes)) + allocate(var9(1:clmgrid%nlon,1:clmgrid%nlat,1:nwrtimes)) + allocate(var10(1:clmgrid%nlon,1:clmgrid%nlat,1:nwrtimes)) + +! Daily values for fluxes and pools +! mimicsflux%ClitInput(npt,metbc) - metabolic litter inputs (mgC/cm3/day) +! mimicsflux%ClitInput(npt,struc) - structural litter inputs (mgC/cm3/day) +! mimicsflux%Chresp(npt) - heterotrphic respiration flux (mgC/cm3/day) +! mimicspool%LITm(npt) - metabolic litter pool (mgC/cm3) +! mimicspool%LITs(npt) - structural litter pool (mgC/cm3) +! mimicspool%MICr(npt) - r-selected microbe pool (mgC/cm3) +! mimicspool%MICk(npt) - K-selected microbe pool (mgC/cm3) +! mimicspool%SOMa(npt) - available SOM pool (mgC/cm3) +! mimicspool%SOMc(npt) - chemically protected SOM pool (mgC/cm3) +! mimicspool%SOMp(npt) - physically protected SOM pool (mgC/cm3) + + + var1(:,:,:) = MISSING_VALUE + var2(:,:,:) = MISSING_VALUE + var3(:,:,:) = MISSING_VALUE + var4(:,:,:) = MISSING_VALUE + var5(:,:,:) = MISSING_VALUE + var6(:,:,:) = MISSING_VALUE + var7(:,:,:) = MISSING_VALUE + var8(:,:,:) = MISSING_VALUE + var9(:,:,:) = MISSING_VALUE + var10(:,:,:) = MISSING_VALUE + + itime = 1 + do npt = 1, mp + ilon = casamet%ilon(npt) + ilat = casamet%ilat(npt) + unitConv = 10.0 * mimicsbiome%depth(veg%iveg(npt)) ! mgC/cm3 * depth(cm)* (1g/10^3mg)*(10^4cm2)/m2 = gC/m2 + !!unitConv = 1.0 !! FOR TESTING - comment out after mimics-cn variables have been checked. -mdh 12/2/2019 + var9(ilon,ilat,itime) = mimicsflux%CLitInput(npt,METBC) * unitConv + var10(ilon,ilat,itime) = mimicsflux%CLitInput(npt,STRUC) * unitConv + var1(ilon,ilat,itime) = mimicsflux%Chresp(npt) * unitConv + var2(ilon,ilat,itime) = mimicspool%LITm(npt) * unitConv + var3(ilon,ilat,itime) = mimicspool%LITs(npt) * unitConv + var4(ilon,ilat,itime) = mimicspool%MICr(npt) * unitConv + var5(ilon,ilat,itime) = mimicspool%MICk(npt) * unitConv + var6(ilon,ilat,itime) = mimicspool%SOMa(npt) * unitConv + var7(ilon,ilat,itime) = mimicspool%SOMc(npt) * unitConv + var8(ilon,ilat,itime) = mimicspool%SOMp(npt) * unitConv + end do + + +!! ATTENTION: I could not get the variables with a "time" dimension to write +!! to the netcdf file when the time dimension was unlimited, UNLESS I substituted +!! one "nf_put_vara_real" for a "nf_put_var". I DON'T UNDERSTAND! +!! Otherwise nf_put_var seemed to ignore start3 and count3. +!! Melannie 6/3/2014 +!! Had to use "nf_put_vara_real" for all variables to avoid segmentation violation +!! Melannie 8/31/2015 + +!! status = nf_put_var(ncid, varid_cLitIn_m, var9, start3, count3) + status = nf_put_vara_real(ncid, varid_cLitIn_m, start3, count3, var9) + if (status /= nf_noerr) call handle_err(status, "put_vara_real(cLitIn_m)") + +!! status = nf_put_var(ncid, varid_cLitIn_s, var10, start3, count3) + status = nf_put_vara_real(ncid, varid_cLitIn_s, start3, count3, var10) + if (status /= nf_noerr) call handle_err(status, "nf_put_vara_real(cLitIn_s)") + +!! status = nf_put_var(ncid, varid_cHresp, var1, start3, count3) + status = nf_put_vara_real(ncid, varid_cHresp, start3, count3, var1) + if (status /= nf_noerr) call handle_err(status, "nf_put_vara_real(cHresp)") + +!! status = nf_put_var(ncid, varid_cLITm, var2, start3, count3) + status = nf_put_vara_real(ncid, varid_cLITm, start3, count3, var2) + if (status /= nf_noerr) call handle_err(status, "nf_put_vara_real(cLITm)") + +!! status = nf_put_var(ncid, varid_cLITs, var3, start3, count3) + status = nf_put_vara_real(ncid, varid_cLITs, start3, count3, var3) + if (status /= nf_noerr) call handle_err(status, "nf_put_vara_real(cLITs)") + +!! status = nf_put_var(ncid, varid_cMICr, var4, start3, count3) + status = nf_put_vara_real(ncid, varid_cMICr, start3, count3, var4) + if (status /= nf_noerr) call handle_err(status, "nf_put_vara_real(cMICr)") + +!! status = nf_put_var(ncid, varid_cMICk, var5, start3, count3) + status = nf_put_vara_real(ncid, varid_cMICk, start3, count3, var5) + if (status /= nf_noerr) call handle_err(status, "nf_put_vara_real(cMICk)") + +!! status = nf_put_var(ncid, varid_cSOMa, var6, start3, count3) + status = nf_put_vara_real(ncid, varid_cSOMa, start3, count3, var6) + if (status /= nf_noerr) call handle_err(status, "nf_put_vara_real(cSOMa)") + +!! status = nf_put_var(ncid, varid_cSOMc, var7, start3, count3) + status = nf_put_vara_real(ncid, varid_cSOMc, start3, count3, var7) + if (status /= nf_noerr) call handle_err(status, "nf_put_vara_real(cSOMc)") + +!! status = nf_put_var(ncid, varid_cSOMp, var8, start3, count3) + status = nf_put_vara_real(ncid, varid_cSOMp, start3, count3, var8) + if (status /= nf_noerr) call handle_err(status, "nf_put_vara_real(cSOMp)") + + + var1(:,:,:) = MISSING_VALUE + var2(:,:,:) = MISSING_VALUE + var3(:,:,:) = MISSING_VALUE + var4(:,:,:) = MISSING_VALUE + var5(:,:,:) = MISSING_VALUE + var6(:,:,:) = MISSING_VALUE + var7(:,:,:) = MISSING_VALUE + +! Daily values for fluxes and pools +! mimicspool%thetaLiq(npt) - fraction of liquid soil water saturation (0.0-1.0) +! mimicspool%thetaFrzn(npt) - fraction of frozen soil water saturation (0.0-1.0) +! mimicspool%fT(npt) - MIMICS soil temperature function +! mimicspool%fW(npt) - MIMICS soil moisture function +! mimicsflux%CSOMpInput(npt) - inputs to SOMp (mgC/cm3/day) +! mimicsflux%Overflow_r(npt) - Overflow respiration from MICr (mgC/cm3/day) +! mimicsflux%Overflow_k(npt) - Overflow respiration from MICk (mgC/cm3/day) + + itime = 1 + do npt = 1, mp + ilon = casamet%ilon(npt) + ilat = casamet%ilat(npt) + unitConv = 10.0 * mimicsbiome%depth(veg%iveg(npt)) ! mgC/cm3 * depth(cm)* (1g/10^3mg)*(10^4cm2)/m2 = gC/m2 + var1(ilon,ilat,itime) = mimicspool%thetaLiq(npt) + var2(ilon,ilat,itime) = mimicspool%thetaFrzn(npt) +! var3(ilon,ilat,itime) = mimicspool%fT(npt) + var4(ilon,ilat,itime) = mimicspool%fW(npt) + var5(ilon,ilat,itime) = mimicsflux%CSOMpInput(npt) * unitConv + var6(ilon,ilat,itime) = mimicsflux%Overflow_r(npt) * unitConv + var7(ilon,ilat,itime) = mimicsflux%Overflow_k(npt) * unitConv + end do + + +!! status = nf_put_var(ncid, varid_thetaLiq, var1, start3, count3) + status = nf_put_vara_real(ncid, varid_thetaLiq, start3, count3, var1) + if (status /= nf_noerr) call handle_err(status, "nf_put_vara_real(thetaLiq)") + +!! status = nf_put_var(ncid, varid_thetaFrzn, var2, start3, count3) + status = nf_put_vara_real(ncid, varid_thetaFrzn, start3, count3, var2) + if (status /= nf_noerr) call handle_err(status, "nf_put_vara_real(thetaFrzn)") + +!! status = nf_put_var(ncid, varid_fT, var3, start3, count3) +! status = nf_put_vara_real(ncid, varid_fT, start3, count3, var3) +! if (status /= nf_noerr) call handle_err(status, "nf_put_vara_real(fT)") + +!! status = nf_put_var(ncid, varid_fW, var4, start3, count3) + status = nf_put_vara_real(ncid, varid_fW, start3, count3, var4) + if (status /= nf_noerr) call handle_err(status, "nf_put_vara_real(fW)") + +!! status = nf_put_var(ncid, varid_cSOMpIn, var5, start3, count3) + status = nf_put_vara_real(ncid, varid_cSOMpIn, start3, count3, var5) + if (status /= nf_noerr) call handle_err(status, "nf_put_vara_real(cSOMpIn)") + + ! Added daily Overflow_r and Overflow_k variables. -mdh 10/12/2020 + + status = nf_put_vara_real(ncid, varid_of_r, start3, count3, var6) + if (status /= nf_noerr) call handle_err(status, "nf_put_vara_real(cOverflow_r)") + + status = nf_put_vara_real(ncid, varid_of_k, start3, count3, var7) + if (status /= nf_noerr) call handle_err(status, "nf_put_vara_real(cOverflow_k)") + + + ! Added daily N variables. -mdh 12/1/2019 + +! Daily values for fluxes and pools +! mimicsflux%NLitInput(npt,METBC) - metabolic litter inputs (gN/m2/day) +! mimicsflux%NLitInput(npt,STRUC) - structural litter inputs (gN/m2/day) +! mimicspool%Nlitter(npt,METBC) - metabolic litter pool (gN/m2) +! mimicspool%Nlitter(npt,STRUC) - structural litter pool (gN/m2) +! mimicspool%Nmicrobe(npt,RSEL) - r-selected microbe pool (gN/m2) +! mimicspool%Nmicrobe(npt,KSEL) - K-selected microbe pool (gN/m2) +! mimicspool%Nsoil(npt,AVAL) - available SOM pool (gN/m2) +! mimicspool%Nsoil(npt,CHEM) - chemically protected SOM pool (gN/m2) +! mimicspool%Nsoil(npt,PHYS) - physically protected SOM pool (gN/m2) +! mimicspool%DIN(npt) - dissolved inorganic N available to microbes (gN/m2) + + var1(:,:,:) = MISSING_VALUE + var2(:,:,:) = MISSING_VALUE + var3(:,:,:) = MISSING_VALUE + var4(:,:,:) = MISSING_VALUE + var5(:,:,:) = MISSING_VALUE + var6(:,:,:) = MISSING_VALUE + var7(:,:,:) = MISSING_VALUE + var8(:,:,:) = MISSING_VALUE + var9(:,:,:) = MISSING_VALUE + var10(:,:,:) = MISSING_VALUE + + itime = 1 + do npt = 1, mp + ilon = casamet%ilon(npt) + ilat = casamet%ilat(npt) + if (casamet%ijgcm(npt) .ne. clmgrid%cellid(ilon,ilat)) then + print *, 'WritePoolFluxNcFile_mimics_annual: casamet%ijgcm(', npt, ')=', casamet%ijgcm(npt) + print *, ' clmgrid%cellid(', ilon, ',', ilat, ')=', clmgrid%cellid(ilon,ilat) + STOP + endif + + unitConv = 10.0 * mimicsbiome%depth(veg%iveg(npt)) ! mgN/cm3 * depth(cm)* (1g/10^3mg)*(10^4cm2)/m2 = gN/m2 + !!unitConv = 1.0 !! FOR TESTING - comment out after mimics-cn variables have been checked. -mdh 12/2/2019 + var1(ilon,ilat,itime) = mimicsflux%NLitInput(npt,METBC) * unitConv + var2(ilon,ilat,itime) = mimicsflux%NLitInput(npt,STRUC) * unitConv + var3(ilon,ilat,itime) = mimicspool%LITmN(npt) * unitConv + var4(ilon,ilat,itime) = mimicspool%LITsN(npt) * unitConv + var5(ilon,ilat,itime) = mimicspool%MICrN(npt) * unitConv + var6(ilon,ilat,itime) = mimicspool%MICkN(npt) * unitConv + var7(ilon,ilat,itime) = mimicspool%SOMaN(npt) * unitConv + var8(ilon,ilat,itime) = mimicspool%SOMcN(npt) * unitConv + var9(ilon,ilat,itime) = mimicspool%SOMpN(npt) * unitConv + var10(ilon,ilat,itime) = mimicspool%DIN(npt) * unitConv + + end do + + status = nf_put_vara_real(ncid, varid_nLitIn_m, start3, count3, var1) + if (status /= nf_noerr) call handle_err(status, "put_vara_real(nLitIn_m)") + + !!status = nf_put_var(ncid, varid_nLitIn_s, var2, start3, count3) + status = nf_put_vara_real(ncid, varid_nLitIn_s, start3, count3, var2) + if (status /= nf_noerr) call handle_err(status, "put_var(nLitIn_s)") + + !!status = nf_put_var(ncid, varid_nLITm, var3, start3, count3) + status = nf_put_vara_real(ncid, varid_nLITm, start3, count3, var3) + if (status /= nf_noerr) call handle_err(status, "put_var(nLITm)") + + !!status = nf_put_var(ncid, varid_nLITs, var4, start3, count3) + status = nf_put_vara_real(ncid, varid_nLITs, start3, count3, var4) + if (status /= nf_noerr) call handle_err(status, "put_var(nLITs)") + + !!status = nf_put_var(ncid, varid_nMICr, var5, start3, count3) + status = nf_put_vara_real(ncid, varid_nMICr, start3, count3, var5) + if (status /= nf_noerr) call handle_err(status, "put_var(nMICr)") + + !!status = nf_put_var(ncid, varid_nMICk, var6, start3, count3) + status = nf_put_vara_real(ncid, varid_nMICk, start3, count3, var6) + if (status /= nf_noerr) call handle_err(status, "put_var(nMICk)") + + !!status = nf_put_var(ncid, varid_nSOMa, var7, start3, count3) + status = nf_put_vara_real(ncid, varid_nSOMa, start3, count3, var7) + if (status /= nf_noerr) call handle_err(status, "put_var(nSOMa)") + + !!status = nf_put_var(ncid, varid_nSOMc, var8, start3, count3) + status = nf_put_vara_real(ncid, varid_nSOMc, start3, count3, var8) + if (status /= nf_noerr) call handle_err(status, "put_var(nSOMc)") + + !!status = nf_put_var(ncid, varid_nSOMp, var9, start3, count3) + status = nf_put_vara_real(ncid, varid_nSOMp, start3, count3, var9) + if (status /= nf_noerr) call handle_err(status, "put_var(nSOMp)") + + !!status = nf_put_var(ncid, varid_DIN, var10, start3, count3) + status = nf_put_vara_real(ncid, varid_DIN, start3, count3, var10) + if (status /= nf_noerr) call handle_err(status, "put_var(DIN)") + + + deallocate(var1,var2,var3,var4,var5,var6,var7,var8,var9,var10) + + status = nf_close(ncid) + + if (verbose .gt. 0) print *, iday, "Done writing output to ", trim(filename_ncOut), "..." + +END SUBROUTINE WritePoolFluxNcFile_mimics_daily + +!------------------------------------------------------------------------------------- +! Write MIMICS C only pools and other quantities to .csv output daily + +SUBROUTINE WritePointMIMICS(unit1, sPtFileName, npt, mp, iYrCnt, idoy, & + cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd, & + LITmin, MICtrn, SOMmin, DEsorb, OXIDAT, & + dLITm, dLITs, dSOMa, dSOMc, dSOMp, dMICr, dMICk, Tsoil, Cbalance) + + USE define_types + USE casadimension + USE casaparm + USE casavariable + USE clmgridvariable + USE mimicsdimension + USE mimicsparam + USE mimicsvariable + implicit none + +! ARGUMENTS + integer, intent(in) :: unit1 ! FORTRAN file unit + character(len=*), intent(in) :: sPtFileName ! .csv output file name + integer, intent(IN) :: mp, npt ! # points, point index + integer, intent(IN) :: iYrCnt, idoy ! simulation year count, day of year + real(r_2), dimension(mp),intent(IN) :: cleaf2met,cleaf2str,croot2met,croot2str + real(r_2), dimension(mp),intent(IN) :: cwd2str,cwd2co2,cwood2cwd + real(r_2), intent(IN) :: LITmin(4), MICtrn(6), SOMmin(2), DEsorb, OXIDAT + real(r_2), intent(IN) :: dLITm, dLITs, dSOMa, dSOMc, dSOMp, dMICr, dMICk + real(r_2), intent(IN) :: Tsoil, Cbalance + + open(unit1,file=sPtFileNameMIMICS, access='APPEND') + + write(unit1,102) npt,casamet%ijgcm(npt),iYrCnt,idoy,casamet%tsoilavg(npt),casamet%moistavg(npt),& + mimicsflux%Chresp(npt),mimicsflux%ClitInput(npt,metbc),mimicsflux%ClitInput(npt,struc), & + mimicspool%LITm(npt),mimicspool%LITs(npt),mimicspool%MICr(npt), & + mimicspool%MICk(npt),mimicspool%SOMa(npt),mimicspool%SOMc(npt),mimicspool%SOMp(npt), & + dLITm, dLITs, dMICr, dMICk, dSOMa, dSOMc, dSOMp,& + + LITmin(1), LITmin(2), LITmin(3), LITmin(4), & + MICtrn(1), MICtrn(2), MICtrn(3), MICtrn(4), MICtrn(5), MICtrn(6), & + SOMmin(1), SOMmin(2), DEsorb, OXIDAT, mimicsbiome%fmet(npt), & + + mimicsbiome%tauMod(npt), mimicsbiome%tauR(npt), mimicsbiome%tauK(npt), & + mimicsbiome%Vmax(npt,R1),mimicsbiome%Vmax(npt,R2),mimicsbiome%Vmax(npt,R3), & + mimicsbiome%Vmax(npt,K1),mimicsbiome%Vmax(npt,K2),mimicsbiome%Vmax(npt,K3), & + mimicsbiome%Km(npt,R1),mimicsbiome%Km(npt,R2),mimicsbiome%Km(npt,R3), & + mimicsbiome%Km(npt,K1),mimicsbiome%Km(npt,K2),mimicsbiome%Km(npt,K3), & + mimicsbiome%Vslope(R1),mimicsbiome%Vslope(R2),mimicsbiome%Vslope(R3), & + mimicsbiome%Vslope(K1),mimicsbiome%Vslope(K2),mimicsbiome%Vslope(K3), & + mimicsbiome%Kslope(R1),mimicsbiome%Kslope(R2),mimicsbiome%Kslope(R3), & + mimicsbiome%Kslope(K1),mimicsbiome%Kslope(K2),mimicsbiome%Kslope(K3), & + mimicsbiome%Vint(R1),mimicsbiome%Kint(R1),Tsoil,casamet%moistavg(npt), & + + casaflux%CnppAn(npt),casapool%Clitter(npt,cwd),mimicsbiome%ligninNratioAvg(npt), & + cleaf2met(npt),cleaf2str(npt),croot2met(npt),croot2str(npt), & + cwd2str(npt),cwd2co2(npt),cwood2cwd(npt), & + + mimicsbiome%fAVAL(npt,1), mimicsbiome%fAVAL(npt,2), mimicsbiome%fCHEM(npt,1), & + mimicsbiome%fCHEM(npt,2), mimicsbiome%fPHYS(npt,1), mimicsbiome%fPHYS(npt,2), & + + mimicsbiome%Kmod(npt,R1),mimicsbiome%Kmod(npt,R2),mimicsbiome%Kmod(npt,R3), & + mimicsbiome%Kmod(npt,K1),mimicsbiome%Kmod(npt,K2),mimicsbiome%Kmod(npt,K3), & + mimicsflux%CSOMpInput(npt), Cbalance + + + close(unit1) + +102 format(4(i6,','),19(f18.8,','),15(f18.8,','),31(f18.8,','),24(f18.8,',')) + +END SUBROUTINE WritePointMIMICS + +!------------------------------------------------------------------------------------- +! Write MIMICS CN pools and other quantities to .csv output daily + +SUBROUTINE WritePointMIMICS_CN(unit1, sPtFileName, npt, mp, iYrCnt, idoy, & + cleaf2met,cleaf2str,croot2met,croot2str,cwd2str,cwd2co2,cwood2cwd, & + LITmin, MICtrn, SOMmin, DEsorb, OXIDAT, & + dLITm, dLITs, dSOMa, dSOMc, dSOMp, dMICr, dMICk, Tsoil, & + + nleaf2met,nleaf2str,nroot2met,nroot2str,nwd2str,nwood2cwd, & + LITminN, MICtrnN, SOMminN, DEsorbN, OXIDATN, & + dLITmN, dLITsN, dMICrN, dMICkN, dSOMaN, dSOMcN, dSOMpN, dDIN, & + DINup_r, DINup_k, upMICrC, upMICrN, upMICkC, upMICkN, & + Overflow_r, Overflow_k, Nspill_r, Nspill_k, Cbalance, Nbalance) + + USE define_types + USE casadimension + USE casaparm + USE casavariable + USE clmgridvariable + USE mimicsdimension + USE mimicsparam + USE mimicsvariable + implicit none + +! ARGUMENTS + integer, intent(in) :: unit1 ! FORTRAN file unit + character(len=*), intent(in) :: sPtFileName ! .csv output file name + integer, intent(IN) :: mp, npt ! # points, point index + integer, intent(IN) :: iYrCnt, idoy ! simulation year count, day of year + real(r_2), dimension(mp),intent(IN) :: cleaf2met,cleaf2str,croot2met,croot2str + real(r_2), dimension(mp),intent(IN) :: cwd2str,cwd2co2,cwood2cwd + real(r_2), dimension(mp),intent(IN) :: nleaf2met,nleaf2str,nroot2met,nroot2str + real(r_2), dimension(mp),intent(IN) :: nwd2str,nwood2cwd + real(r_2), intent(IN) :: LITmin(4), MICtrn(6), SOMmin(2), DEsorb, OXIDAT + real(r_2), intent(IN) :: LITminN(4), MICtrnN(6), SOMminN(2), DEsorbN, OXIDATN + real(r_2), intent(IN) :: dLITm, dLITs, dSOMa, dSOMc, dSOMp, dMICr, dMICk, Tsoil + real(r_2), intent(IN) :: dLITmN, dLITsN, dMICrN, dMICkN, dSOMaN, dSOMcN, dSOMpN, dDIN + real(r_2), intent(IN) :: DINup_r, DINup_k, upMICrC, upMICrN, upMICkC, upMICkN + real(r_2), intent(IN) :: Overflow_r, Overflow_k, Nspill_r, Nspill_k, Cbalance, Nbalance + + + + !write(*,*) 'Writing to sPtFileNameMIMICS for iYrCnt =', iYrCnt, ' and idoy = ', idoy + open(unit1,file=sPtFileNameMIMICS, access='APPEND') + + write(unit1,102) npt,casamet%ijgcm(npt),iYrCnt,idoy,casamet%tsoilavg(npt),casamet%moistavg(npt),& + mimicsflux%Chresp(npt),mimicsflux%ClitInput(npt,metbc),mimicsflux%ClitInput(npt,struc), & + mimicspool%LITm(npt),mimicspool%LITs(npt),mimicspool%MICr(npt), & + mimicspool%MICk(npt),mimicspool%SOMa(npt),mimicspool%SOMc(npt),mimicspool%SOMp(npt), & + dLITm, dLITs, dMICr, dMICk, dSOMa, dSOMc, dSOMp,& + + LITmin(1), LITmin(2), LITmin(3), LITmin(4), & + MICtrn(1), MICtrn(2), MICtrn(3), MICtrn(4), MICtrn(5), MICtrn(6), & + SOMmin(1), SOMmin(2), DEsorb, OXIDAT, mimicsbiome%fmet(npt), & + + mimicsbiome%tauMod(npt), mimicsbiome%tauR(npt), mimicsbiome%tauK(npt), & + mimicsbiome%Vmax(npt,R1),mimicsbiome%Vmax(npt,R2),mimicsbiome%Vmax(npt,R3), & + mimicsbiome%Vmax(npt,K1),mimicsbiome%Vmax(npt,K2),mimicsbiome%Vmax(npt,K3), & + mimicsbiome%Km(npt,R1),mimicsbiome%Km(npt,R2),mimicsbiome%Km(npt,R3), & + mimicsbiome%Km(npt,K1),mimicsbiome%Km(npt,K2),mimicsbiome%Km(npt,K3), & + mimicsbiome%Vslope(R1),mimicsbiome%Vslope(R2),mimicsbiome%Vslope(R3), & + mimicsbiome%Vslope(K1),mimicsbiome%Vslope(K2),mimicsbiome%Vslope(K3), & + mimicsbiome%Kslope(R1),mimicsbiome%Kslope(R2),mimicsbiome%Kslope(R3), & + mimicsbiome%Kslope(K1),mimicsbiome%Kslope(K2),mimicsbiome%Kslope(K3), & + mimicsbiome%Vint(R1),mimicsbiome%Kint(R1),Tsoil,casamet%moistavg(npt), & + + casaflux%CnppAn(npt),casapool%Clitter(npt,cwd),mimicsbiome%ligninNratioAvg(npt), & + cleaf2met(npt),cleaf2str(npt),croot2met(npt),croot2str(npt), & + cwd2str(npt),cwd2co2(npt),cwood2cwd(npt), & + + mimicsbiome%fAVAL(npt,1), mimicsbiome%fAVAL(npt,2), mimicsbiome%fCHEM(npt,1), & + mimicsbiome%fCHEM(npt,2), mimicsbiome%fPHYS(npt,1), mimicsbiome%fPHYS(npt,2), & + + mimicsbiome%Kmod(npt,R1),mimicsbiome%Kmod(npt,R2),mimicsbiome%Kmod(npt,R3), & + mimicsbiome%Kmod(npt,K1),mimicsbiome%Kmod(npt,K2),mimicsbiome%Kmod(npt,K3), & + mimicsflux%CSOMpInput(npt), & + + mimicsflux%NlitInput(npt,metbc), mimicsflux%NlitInput(npt,struc), & + mimicspool%LITmN(npt), mimicspool%LITsN(npt), mimicspool%MICrN(npt), & + mimicspool%MICkN(npt), mimicspool%SOMaN(npt), mimicspool%SOMcN(npt), mimicspool%SOMpN(npt), & + mimicspool%DIN(npt), & + dLITmN, dLITsN, dMICrN, dMICkN, dSOMaN, dSOMcN, dSOMpN, dDIN, & + + LITminN(1), LITminN(2), LITminN(3), LITminN(4), & + MICtrnN(1), MICtrnN(2), MICtrnN(3), MICtrnN(4), MICtrnN(5), MICtrnN(6), & + SOMminN(1), SOMminN(2), DEsorbN, OXIDATN, & + DINup_r, DINup_k, upMICrC, upMICrN, upMICkC, upMICkN, & + Overflow_r, Overflow_k, Nspill_r, Nspill_k, Cbalance, Nbalance, & + nleaf2met(npt), nleaf2str(npt), nroot2met(npt), nroot2str(npt), nwd2str(npt), nwood2cwd(npt) + + + + close(unit1) + +102 format(4(i6,','),19(f18.10,','),15(f18.10,','),31(f18.10,','),23(f10.4,','), 18(f12.6,','),32(f12.6,',')) + +END SUBROUTINE WritePointMIMICS_CN + +!------------------------------------------------------------------------------------- diff --git a/SOURCE_CODE/mimics_variable_CN.f90 b/SOURCE_CODE/mimics_variable_CN.f90 new file mode 100644 index 00000000..5067158c --- /dev/null +++ b/SOURCE_CODE/mimics_variable_CN.f90 @@ -0,0 +1,304 @@ +! ============================================================================== +! +! File: mimics_variable_CN.f90 +! +! Purpose: defines/allocates variables for MIMICS model +! MODULE mimicsdimension +! MODULE mimicsparam +! MODULE mimicsvariable +! with subroutine alloc_mimicsvariable +! +! Contact: Melannie Hartman +! melannie@ucar.edu +! +! History: +! 12/22/2014 - Created +! 1/5/2015 - Compiled +! 6/10/2019 - Added MIMICS-CN variables +! ============================================================================== + +MODULE mimicsdimension + + IMPLICIT NONE + + INTEGER, PARAMETER :: nmimicslit = 2 ! Number of litter pools (METBC, STRUC) + INTEGER, PARAMETER :: nmimicsmcrb = 2 ! Number of microbial pools (RSEL, KSEL) + INTEGER, PARAMETER :: nmimicssom = 3 ! Number of SOM pools (AVAL, CHEM, PHYS) + INTEGER, PARAMETER :: nRK = 6 ! r1, r2, r3, k1, k2, k3 + +END MODULE mimicsdimension +!-------------------------------------------------------------------------------- + +MODULE mimicsparam + USE mimicsdimension + + !Litter Pools + INTEGER, PARAMETER :: METBC = 1 ! Metabolic + INTEGER, PARAMETER :: STRUC = 2 ! Structural + + !Microbial Pools + INTEGER, PARAMETER :: RSEL = 1 ! r-selected + INTEGER, PARAMETER :: KSEL = 2 ! K-selected + + !Soil Organic Matter Pools + INTEGER, PARAMETER :: AVAL = 1 ! Available + INTEGER, PARAMETER :: CHEM = 2 ! Chemically Protected + INTEGER, PARAMETER :: PHYS = 3 ! Physically Protected + + !Decomposition of litter and active SOM by microbial pools: + INTEGER, PARAMETER :: R1 = 1 ! LITm to MICr + INTEGER, PARAMETER :: R2 = 2 ! LITs to MICr + INTEGER, PARAMETER :: R3 = 3 ! SOMa to MICr + INTEGER, PARAMETER :: K1 = 4 ! LITm to MICk + INTEGER, PARAMETER :: K2 = 5 ! LITs to MICk + INTEGER, PARAMETER :: K3 = 6 ! SOMa to MICk + +END MODULE mimicsparam +!-------------------------------------------------------------------------------- + +MODULE mimicsvariable + USE casadimension + USE mimicsdimension + +!------------------------- + TYPE mimics_biome + + REAL(r_2), POINTER :: tauModDenom, tauMod_MIN, tauMod_MAX + + REAL(r_2), POINTER :: densDep, & + fracDINavailMIC, & + cnModNum, CNr, CNk, & + desorpQ10, desorpTref + + REAL(r_2), DIMENSION(:), POINTER :: fmet, & + ligninNratioAvg, & + CN_r, & + CN_k, & + Vslope, & + Kslope, & + Vmod, & + Vint, & + av, & + Kint, & + ak, & + Fi, & + MGE, & + NUE, & + KO, & + Pscalar, & + desorp, & + tauR, & + tau_r, & + tauK, & + tau_k, & + tauMod, & + depth, & + fPHYS_r, & + fPHYS_K, & + fCHEM_r, & + fCHEM_K, & + fSOM_p, & + fmet_p, & + phys_scalar + + + REAL(r_2), DIMENSION(:,:), POINTER :: ligninNratio, & + Kmod, & + Vmax, & + Km, & + fPHYS, & + fCHEM, & + fAVAL + INTEGER:: fWFunction + + END TYPE mimics_biome + +!------------------------- + TYPE mimics_flux + REAL(r_2), DIMENSION(:,:),POINTER :: ClitInput + REAL(r_2), DIMENSION(:) ,POINTER :: Chresp + REAL(r_2), DIMENSION(:) ,POINTER :: CSOMpInput + REAL(r_2), DIMENSION(:) ,POINTER :: Overflow_r + REAL(r_2), DIMENSION(:) ,POINTER :: Overflow_k + REAL(r_2), DIMENSION(:,:),POINTER :: NlitInput + END TYPE mimics_flux + +!------------------------- + TYPE mimics_pool + REAL(r_2), DIMENSION(:),POINTER :: LITm, & + LITs, & + MICr, & + MICk, & + SOMa, & + SOMc, & + SOMp, & + thetaLiq, & + thetaFrzn, & + fT, & + fW + + REAL(r_2), DIMENSION(:),POINTER :: LITmN, & + LITsN, & + MICrN, & + MICkN, & + SOMaN, & + SOMcN, & + SOMpN, & + DIN + END TYPE mimics_pool + +!------------------------- + TYPE mimics_annual_pool + + REAL(r_2), DIMENSION(:,:), POINTER :: ClitterAn, & + CsoilAn, & + CmicrobeAn + + REAL(r_2), DIMENSION(:,:), POINTER :: NlitterAn, & + NsoilAn, & + NmicrobeAn + + REAL(r_2), DIMENSION(:), POINTER :: thetaLiqAn, & + thetaFrznAn, & + fTAn, & + fWAn, & + DINAn + + END TYPE mimics_annual_pool + +!------------------------- + TYPE mimics_annual_flux + + REAL(r_2), DIMENSION(:,:), POINTER :: ClitInputAn + REAL(r_2), DIMENSION(:), POINTER :: ChrespAn + REAL(r_2), DIMENSION(:), POINTER :: CSOMpInputAn + REAL(r_2), DIMENSION(:), POINTER :: Overflow_rAn + REAL(r_2), DIMENSION(:), POINTER :: Overflow_kAn + REAL(r_2), DIMENSION(:,:), POINTER :: NlitInputAn + + END TYPE mimics_annual_flux + +!------------------------- + TYPE (mimics_biome) :: mimicsbiome + TYPE (mimics_flux) :: mimicsflux + TYPE (mimics_pool) :: mimicspool + TYPE (mimics_annual_pool) :: mimicspoolAn + TYPE (mimics_annual_flux) :: mimicsfluxAn + + character(len=100) :: filename_mimicsbiome !! file for biome-specific MIMICS parameters + character(len=100) :: sPtFileNameMIMICS + integer :: iptToSave_mimics + +CONTAINS + +!------------------------- +SUBROUTINE alloc_mimicsvariable(mp,mvtype,mplant) + USE mimicsdimension + implicit none + integer, INTENT(IN) :: mp ! number of grid points + integer, INTENT(IN) :: mvtype ! number of vegetation (biome) types + integer, INTENT(IN) :: mplant ! number of plant pools + integer :: arraysize + arraysize = mp + + ALLOCATE(mimicsbiome%tauModDenom, & + mimicsbiome%tauMod_MIN, & + mimicsbiome%tauMod_MAX, & + mimicsbiome%densDep, & + mimicsbiome%CNr, & + mimicsbiome%CNk, & + mimicsbiome%cnModNum, & + mimicsbiome%fracDINavailMIC, & + mimicsbiome%desorpQ10, & + mimicsbiome%desorpTref) + + ALLOCATE(mimicsbiome%Vint(nRK), & + mimicsbiome%av(nRK), & + mimicsbiome%Kint(nRK), & + mimicsbiome%ak(nRK), & + mimicsbiome%Vslope(nRK), & + mimicsbiome%Kslope(nRK), & + mimicsbiome%Vmod(nRK), & + mimicsbiome%Kmod(arraysize,nRK), & + mimicsbiome%Vmax(arraysize,nRK), & + mimicsbiome%Km(arraysize,nRK), & + mimicsbiome%Fi(nmimicslit), & + mimicsbiome%MGE(4), & + mimicsbiome%NUE(4), & + mimicsbiome%KO(2), & + mimicsbiome%depth(mvtype), & + mimicsbiome%Pscalar(arraysize), & + mimicsbiome%desorp(arraysize), & + mimicsbiome%fmet(arraysize), & + mimicsbiome%ligninNratioAvg(arraysize), & + mimicsbiome%CN_r(arraysize), & + mimicsbiome%CN_k(arraysize), & + mimicsbiome%tauR(arraysize), & + mimicsbiome%tauK(arraysize), & + mimicsbiome%tauMod(arraysize), & + mimicsbiome%fPHYS(arraysize,2), & + mimicsbiome%fCHEM(arraysize,2), & + mimicsbiome%fAVAL(arraysize,2), & + mimicsbiome%tau_r(2), & + mimicsbiome%tau_k(2), & + mimicsbiome%fPHYS_r(2), & + mimicsbiome%fPHYS_K(2), & + mimicsbiome%fCHEM_r(3), & + mimicsbiome%fCHEM_K(3), & + mimicsbiome%fSOM_p(2), & + mimicsbiome%phys_scalar(2), & + mimicsbiome%fmet_p(3), & + mimicsbiome%ligninNratio(arraysize,mplant)) + + ALLOCATE(mimicsflux%ClitInput(arraysize,nmimicslit)) + ALLOCATE(mimicsflux%Chresp(arraysize)) + ALLOCATE(mimicsflux%CSOMpInput(arraysize)) + ALLOCATE(mimicsflux%Overflow_r(arraysize)) + ALLOCATE(mimicsflux%Overflow_k(arraysize)) + ALLOCATE(mimicsflux%NlitInput(arraysize,nmimicslit)) + + ALLOCATE(mimicspool%LITm(arraysize), & + mimicspool%LITs(arraysize), & + mimicspool%MICr(arraysize), & + mimicspool%MICk(arraysize), & + mimicspool%SOMa(arraysize), & + mimicspool%SOMc(arraysize), & + mimicspool%SOMp(arraysize), & + mimicspool%thetaLiq(arraysize), & + mimicspool%thetaFrzn(arraysize), & + mimicspool%fT(arraysize), & + mimicspool%fW(arraysize), & + + mimicspool%LITmN(arraysize), & + mimicspool%LITsN(arraysize), & + mimicspool%MICrN(arraysize), & + mimicspool%MICkN(arraysize), & + mimicspool%SOMaN(arraysize), & + mimicspool%SOMcN(arraysize), & + mimicspool%SOMpN(arraysize), & + mimicspool%DIN(arraysize)) + + ALLOCATE(mimicspoolAn%ClitterAn(arraysize,nmimicslit), & + mimicspoolAn%CsoilAn(arraysize,nmimicssom), & + mimicspoolAn%CmicrobeAn(arraysize,nmimicsmcrb), & + mimicspoolAn%thetaLiqAn(arraysize), & + mimicspoolAn%thetaFrznAn(arraysize), & + mimicspoolAn%fTAn(arraysize), & + mimicspoolAn%fWAn(arraysize), & + mimicspoolAn%DINAn(arraysize)) + + ALLOCATE(mimicspoolAn%NlitterAn(arraysize,nmimicslit), & + mimicspoolAn%NsoilAn(arraysize,nmimicssom), & + mimicspoolAn%NmicrobeAn(arraysize,nmimicsmcrb)) + + ALLOCATE(mimicsfluxAn%ClitInputAn(arraysize,nmimicslit)) + ALLOCATE(mimicsfluxAn%ChrespAn(arraysize)) + ALLOCATE(mimicsfluxAn%CSOMpInputAn(arraysize)) + ALLOCATE(mimicsfluxAn%Overflow_rAn(arraysize)) + ALLOCATE(mimicsfluxAn%Overflow_kAn(arraysize)) + ALLOCATE(mimicsfluxAn%NlitInputAn(arraysize,nmimicslit)) + +END SUBROUTINE alloc_mimicsvariable + +END MODULE mimicsvariable +!-------------------------------------------------------------------------------- diff --git a/SOURCE_CODE/module-load.txt b/SOURCE_CODE/module-load.txt index 2772fb5a..4bc19211 100644 --- a/SOURCE_CODE/module-load.txt +++ b/SOURCE_CODE/module-load.txt @@ -1,3 +1,10 @@ -module load tool/netcdf/4.3.2/gcc +module load compiler/gnu/8.1.0 +module load tool/netcdf/4.6.1/gcc +rm *.o *.mod +make -f Makefile.txt casaclm_mimics-cn_corpse -module load tools/necdf/point to the right one here +<<<<<<< HEAD +module load compiler/gnu/8.1.0 +module load tool/netcdf/4.6.1/gcc +======= +>>>>>>> e3e4deedb8574ad428c86bc3888370f61d79bac1 diff --git a/analysis_code/CN_hist.ipynb b/analysis_code/CN_hist.ipynb new file mode 100644 index 00000000..9f0159bb --- /dev/null +++ b/analysis_code/CN_hist.ipynb @@ -0,0 +1,722 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## CN_hist\n", + "- read in and plot global transient results\n", + "- data are here /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS/OUTPUT_CN/SPIN" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.16.1\n" + ] + } + ], + "source": [ + "import xarray as xr\n", + "import numpy as np\n", + "import pandas as pd\n", + "import utils\n", + "import warnings\n", + "warnings.simplefilter(\"ignore\", category=RuntimeWarning)\n", + "\n", + "# some resources for plotting\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.colors as colors\n", + "import matplotlib.lines as mlines\n", + "import cartopy\n", + "import cartopy.crs as ccrs\n", + "import cartopy.feature as cfeature\n", + "from cartopy.util import add_cyclic_point\n", + "\n", + "print(xr.__version__)\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Point to the datasets" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod4_dens1.0_KO6_micCN_GSWP3_hist/OUTPUT_CN/HIST/mimics_pool_flux_2014_daily.nc\n", + "/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod4_dens1.0_KO6_micCN_GSWP3_hist/OUTPUT_CN/HIST/ann_mimics_pool_flux_1901_2014.nc\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/ipykernel_launcher.py:1: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n", + " \"\"\"Entry point for launching an IPython kernel.\n" + ] + } + ], + "source": [ + "import pandas.util.testing as tm\n", + "path = '/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/'\n", + "outCN = '/OUTPUT_CN/HIST/'\n", + "outC = '/OUTPUT_C/HIST/'\n", + "year = '2014' \n", + "\n", + "# CASA CN\n", + "CASsimCN = 'CASACNP_mod4_GSWP3'\n", + "pathCAScn = path+CASsimCN+outCN+'casaclm_pool_flux_'+year+'_daily.nc' \n", + "pathCAScnANN = path+CASsimCN+outCN+'ann_casaclm_pool_flux_1901_2014.nc' \n", + "\n", + "# CASA C only\n", + "CASsimC = 'CASACNP_mod4_Conly'\n", + "pathCASc = path+CASsimC+outC+'casaclm_pool_flux_'+year+'_daily.nc' \n", + "pathCAScANN = path+CASsimC+outC+'ann_casaclm_pool_flux_1901_2014.nc' \n", + "\n", + "\n", + "# MIMICS CN\n", + "MIMsimCN = 'MIMICS_mod4_dens1.0_KO6_micCN_GSWP3_hist'\n", + "pathMIMcn = path+MIMsimCN+outCN+'mimics_pool_flux_'+year+'_daily.nc' \n", + "pathMIMcn2= path+MIMsimCN+outCN+'casaclm_pool_flux_'+year+'_daily.nc' \n", + "pathMIMcnANN = path+MIMsimCN+outCN+'ann_mimics_pool_flux_1901_2014.nc' \n", + "pathMIMcn2ANN= path+MIMsimCN+outCN+'ann_casaclm_pool_flux_1901_2014.nc' \n", + "print(pathMIMcn)\n", + "print(pathMIMcnANN)\n", + "\n", + "# MIMICS C only\n", + "MIMsimC = 'MIMICS_mod4_dens1.0_KO6_Conly'\n", + "pathMIMc = path+MIMsimC+outC+'mimics_pool_flux_'+year+'_daily.nc' \n", + "pathMIMc2= path+MIMsimC+outC+'casaclm_pool_flux_'+year+'_daily.nc' \n", + "pathMIMcANN = path+MIMsimC+outC+'ann_mimics_pool_flux_1901_2014.nc' \n", + "pathMIMc2ANN= path+MIMsimC+outC+'ann_casaclm_pool_flux_1901_2014.nc' " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Open datasets and combine MIMICS output into one file" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-- read in dataset -- \n" + ] + } + ], + "source": [ + "# CASAcn\n", + "CAScn = xr.open_mfdataset(pathCAScn, decode_times=True, combine='by_coords')\n", + "CAScnANN = xr.open_mfdataset(pathCAScnANN, decode_times=True, combine='by_coords')\n", + "#CASAc only\n", + "CASc = xr.open_mfdataset(pathCASc, decode_times=True, combine='by_coords')\n", + "CAScANN = xr.open_mfdataset(pathCAScANN, decode_times=True, combine='by_coords')\n", + "\n", + "# MIMICScn\n", + "MIMcn1 = xr.open_mfdataset(pathMIMcn, decode_times=True, combine='by_coords')\n", + "MIMcn2 = xr.open_mfdataset(pathMIMcn2, decode_times=True, combine='by_coords')\n", + "MIMcn = xr.combine_by_coords([MIMcn1, MIMcn2], compat='override',combine_attrs='override')\n", + "MIMcn1ANN = xr.open_mfdataset(pathMIMcnANN, decode_times=True, combine='by_coords')\n", + "MIMcn2ANN = xr.open_mfdataset(pathMIMcn2ANN, decode_times=True, combine='by_coords')\n", + "MIMcnANN = xr.combine_by_coords([MIMcn1ANN, MIMcn2ANN], compat='override',combine_attrs='override')\n", + "# MIMICSc only\n", + "MIMc1 = xr.open_mfdataset(pathMIMc, decode_times=True, combine='by_coords')\n", + "MIMc2 = xr.open_mfdataset(pathMIMc2, decode_times=True, combine='by_coords')\n", + "MIMc = xr.combine_by_coords([MIMc1, MIMc2], compat='override',combine_attrs='override')\n", + "MIMc1ANN = xr.open_mfdataset(pathMIMcANN, decode_times=True, combine='by_coords')\n", + "MIMc2ANN = xr.open_mfdataset(pathMIMc2ANN, decode_times=True, combine='by_coords')\n", + "MIMcANN = xr.combine_by_coords([MIMc1ANN, MIMc2ANN], compat='override',combine_attrs='override')\n", + "print('-- read in dataset -- ')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Sum soil C & N pools" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Single annual cycle:\n", + "CAScn = utils.sum_pools(CAScn,'cas',CN='True')\n", + "CASc = utils.sum_pools(CASc, 'cas',CN='False')\n", + "MIMcn = utils.sum_pools(MIMcn,'mim',CN='True')\n", + "MIMc = utils.sum_pools(MIMc, 'mim',CN='False')\n", + "\n", + "# Full transient time series (annual mean) \n", + "CAScnANN = utils.sum_pools(CAScnANN,'cas',CN='True')\n", + "CAScANN = utils.sum_pools(CAScANN, 'cas',CN='False')\n", + "MIMcnANN = utils.sum_pools(MIMcnANN,'mim',CN='True')\n", + "MIMcANN = utils.sum_pools(MIMcANN, 'mim',CN='False')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# get correct respiration flux onto MIMICS output\n", + "MIMcn['cresp'] = MIMcn['cHresp']\n", + "MIMcnANN['cresp']= MIMcnANN['cHresp']\n", + "MIMc['cresp'] = MIMc['cHresp']\n", + "MIMcANN['cresp'] = MIMcANN['cHresp']\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "MIMcnANN['cnR'] = MIMcnANN.cMICr / MIMcnANN.nMICr\n", + "MIMcnANN['cnK'] = MIMcnANN.cMICk / MIMcnANN.nMICk\n", + "MIMcnANN['cnR'].attrs['long_name'] = 'r C:N'\n", + "MIMcnANN['cnK'].attrs['long_name'] = 'K C:N'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Quick look at seasonal cycle in one grid cell" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "tlat = 54 #65, 40\n", + "tlon = 237 #30, 282\n", + "var = ['cgpp','cnpp','nMineral',\n", + " 'cresp','nNetMineralization','MICrK',\n", + " 'cnR','cLitInput_metb','cLitInput_struc']\n", + "nvar = len(var)\n", + "\n", + "# subset data for grid\n", + "ptCAScn = CAScnANN.sel(lat=tlat, lon=tlon, method='nearest')#.isel(time=slice(0,5*365))\n", + "ptCASc = CAScANN.sel(lat=tlat, lon=tlon, method='nearest')#.isel(time=slice(0,5*365))\n", + "ptMIMcn = MIMcnANN.sel(lat=tlat, lon=tlon, method='nearest')#.isel(time=slice(0,5*365))\n", + "ptMIMc = MIMcANN.sel(lat=tlat, lon=tlon, method='nearest')#.isel(time=slice(0,5*365))\n", + "\n", + "plt.figure(figsize=[18,12]);\n", + "for i in range(nvar):\n", + " plt.subplot(3, 3, (1+i))\n", + " plt.plot(ptMIMcn['time'], ptMIMcn[var[i]])\n", + " plt.ylabel(ptMIMcn[var[i]].attrs['long_name'])#+' ('+ptMIMcn[var[i]].attrs['units']+')')\n", + "\n", + " if i < 5: \n", + " plt.plot(ptCAScn['time'], ptCAScn[var[i]]);\n", + " \n", + " if i==0 or i==1 or i==3 or i==5: \n", + " plt.plot(ptMIMc['time'], ptMIMc[var[i]], color='g');\n", + " if i==5: \n", + " plt.plot(ptMIMc['time'], ptMIMc[var[i]], color='g');\n", + " if i==0 or i == 3:\n", + " plt.legend(labels=['MIMICScn','CASAcn','MIMICSc','CASAc'], frameon = False, fontsize='medium')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Global plots & change over time" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "def globalSum ( varIn, area=MIMcnANN.landarea *1e6, timeC=1, conversion=1e-15, units=None, pt=False):\n", + " \"Global weighted sum of fluxes & states\"\n", + " temp = varIn * area \n", + " temp = temp.sum(dim=('lat','lon')) * conversion * timeC\n", + " if pt==True:\n", + " print(varIn.attrs['long_name']+' '+str(np.round(temp.values,1))+' Pg C')\n", + " return(temp)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MIMICS cn\n", + "gross primary production 105.2 Pg C\n", + "net primary production 36.3 Pg C\n", + "sum of all pools 1443.5 Pg C\n" + ] + } + ], + "source": [ + "d2y = 365\n", + "print('MIMICS cn')\n", + "globalSum(MIMcnANN['cgpp'].isel(time=0),timeC=d2y, pt=True)\n", + "globalSum(MIMcnANN['cnpp'].isel(time=0),timeC=d2y, pt=True)\n", + "globalSum(MIMcnANN['cTOT'].isel(time=0), pt=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
<xarray.DataArray (time: 114)>\n",
+       "dask.array<mul, shape=(114,), dtype=float32, chunksize=(114,)>\n",
+       "Coordinates:\n",
+       "  * time     (time) float32 1901.5013 1902.5013 ... 2013.5013 2014.5013
" + ], + "text/plain": [ + "\n", + "dask.array\n", + "Coordinates:\n", + " * time (time) float32 1901.5013 1902.5013 ... 2013.5013 2014.5013" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tot = globalSum(MIMcnANN['cTOT'])\n", + "tot" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\"model = ['MIMcn','CAScn','MIMc']\\n# create dataset for global sums\\nds = xr.Dataset( coords={'model': model,\\n 'time': tot.time})\\n\\n# variables to sum globally\\ndin = ['cgpp','cnpp','cTOT']\\n\\n# loop over variables for each model\\nfor i in range(len(din)):\\n print(i)\\n ds[din[i]].isel(model=0) = globalSum(MIMcnANN[din[i]]).values\\n ds[din[i]].isel(model=1) = globalSum(CAScnANN[din[i]]).values\\n ds[din[i]].isel(model=2) = globalSum(MIMcANN[din[i]]).values \"" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'''model = ['MIMcn','CAScn','MIMc']\n", + "# create dataset for global sums\n", + "ds = xr.Dataset( coords={'model': model,\n", + " 'time': tot.time})\n", + "\n", + "# variables to sum globally\n", + "din = ['cgpp','cnpp','cTOT']\n", + "\n", + "# loop over variables for each model\n", + "for i in range(len(din)):\n", + " print(i)\n", + " ds[din[i]].isel(model=0) = globalSum(MIMcnANN[din[i]]).values\n", + " ds[din[i]].isel(model=1) = globalSum(CAScnANN[din[i]]).values\n", + " ds[din[i]].isel(model=2) = globalSum(MIMcANN[din[i]]).values '''" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "model = ['MIMcn','CAScn','MIMc']\n", + "var = ['cgpp','cnpp','cTOT',\n", + " 'cresp','nNetMineralization','nMineral']\n", + "nvar = len(var)\n", + "timeC = [365,365,1,365,365,1]\n", + "conversion = [1e-15,1e-15,1e-15,1e-15,1e-12,1e-12]\n", + "units = ['(Pg C/y)','(Pg C/y)','(Pg C)',\n", + " '(Pg C/y)','(Tg N/y)','(Tg N)']\n", + "\n", + "plt.figure(figsize=[18,10]);\n", + "for i in range(nvar):\n", + " plt.subplot(2, (nvar/2), (1+i))\n", + " plt.plot(tot.time, globalSum(MIMcnANN[var[i]],\n", + " timeC=timeC[i],conversion=conversion[i]))\n", + " plt.ylabel(MIMcnANN[var[i]].attrs['long_name']+' '+units[i])\n", + " plt.plot(tot.time, globalSum(CAScnANN[var[i]],\n", + " timeC=timeC[i],conversion=conversion[i])) \n", + " if i<=3: \n", + " plt.plot(tot.time, globalSum(MIMcANN[var[i]],\n", + " timeC=timeC[i],conversion= conversion[i]), color='g')\n", + " \n", + " if i<2:\n", + " plt.legend(labels=model, frameon = False, fontsize='medium')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Plot changes since start of simulation" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=[18,10]);\n", + "for i in range(nvar):\n", + " plt.subplot(2, (nvar/2), (1+i))\n", + " daMIMcn = globalSum(MIMcnANN[var[i]],timeC=timeC[i],conversion=conversion[i])\n", + " daCAScn = globalSum(CAScnANN[var[i]],timeC=timeC[i],conversion=conversion[i])\n", + " plt.plot(daMIMcn.time, (daMIMcn-daMIMcn.isel(time=slice(0,10)).mean())) \n", + " plt.ylabel('Change '+MIMcnANN[var[i]].attrs['long_name']+' '+units[i])\n", + " plt.plot(daMIMcn.time,(daCAScn-daCAScn.isel(time=slice(0,10)).mean()) ) \n", + " if i<=3: \n", + " daMIMc = globalSum(MIMcANN[var[i]],timeC=timeC[i],conversion=conversion[i])\n", + " plt.plot(tot.time, (daMIMc-daMIMc.isel(time=slice(0,10)).mean()), color='g')\n", + " \n", + " if i<2:\n", + " plt.legend(labels=model, frameon = False, fontsize='medium')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot differences in initial NPP" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# MIMICScn-MIMICSc, gC/m2/y\n", + "(365*(MIMcnANN['cnpp'].isel(time=0)-MIMcANN['cnpp'].isel(time=0))).plot(robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# CASAcn-MIMICSc, gC/m2/y\n", + "(365*(CAScnANN['cnpp'].isel(time=0)-MIMcANN['cnpp'].isel(time=0))).plot(robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# initial NPP differences (MIMICScn-MIMICSc)\n", + "(365*(MIMcnANN['cnpp'].isel(time=0)-CAScnANN['cnpp'].isel(time=0))).plot(robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "# Generate a function for making panel plots of maps\n", + "def map_function(da, cb=0, panel=None, cmap=None, ax=None, \n", + " title=None, vmax=None, vmin=None):\n", + " '''a function to make one subplot'''\n", + " wrap_data, wrap_lon = add_cyclic_point(da.values, coord=da.lon)\n", + "\n", + " if ax is None: ax = plt.gca()\n", + " im = ax.pcolormesh(wrap_lon,da.lat,wrap_data,\n", + " transform=ccrs.PlateCarree(),\n", + " vmax=vmax,vmin=vmin,cmap=cmap)\n", + " ax.set_title(title)\n", + " ax.coastlines()\n", + " ax.set_extent([-180,180,-65,80], crs=ccrs.PlateCarree())\n", + " ax.annotate(panel, xy=(0.05, 0.95), xycoords=ax.transAxes,\n", + " ha='center', va='center',fontsize=16) \n", + "\n", + " # allows for different colorbars on each plot\n", + " if cb == 1:\n", + " fig.colorbar(im, ax=ax,shrink=0.40, pad=0, fraction = 0.1)\n", + "\n", + "# strings for labeling panels\n", + "panel = ['(a)','(b)','(c)','(d)','(e)','(f)','(g)','(h)','(i)','(j)','(k)','(l)'] " + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Change 2014-1901\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print('Change 2014-1901')\n", + "var = ['cnpp','cTOT','MICrK']\n", + "fig, axes = plt.subplots(nrows=len(var), ncols=3, figsize=(24,(4*len(var)) ), \n", + " constrained_layout=True,\n", + " subplot_kw=dict(projection=ccrs.Robinson()))\n", + "k=0\n", + "vmin = [-1,-1e3,-0.5]\n", + "vmax = [ 1, 1e3,0.5]\n", + "cb = [0,0,1]\n", + "for index, ax in np.ndenumerate(axes):\n", + " i = index[0] #rows, for variables\n", + " j = index[1] #colums, for models\n", + " # there are various ways to do this part, index in this case is a tuple (ie `(0, 0)`)\n", + " if j == 0: da = (MIMcnANN[var[i]].isel(time=-1)-MIMcnANN[var[i]].isel(time=0))\n", + " if i < 2:\n", + " if j == 1: da = (CAScnANN[var[i]].isel(time=-1)-CAScnANN[var[i]].isel(time=0))\n", + " if j == 2: da = (MIMcANN[var[i]].isel(time=-1)-MIMcANN[var[i]].isel(time=0))\n", + "\n", + " map_function(da, panel=panel[k], ax=ax, title=model[j]+var[i], cb=cb[j], cmap='BrBG',vmax=vmax[i], vmin=vmin[i])\n", + " k=k+1" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "var = ['specRESP','cnMIC','MICrK']\n", + "(100*(MIMcnANN[var[0]].isel(time=-1)/MIMcnANN[var[0]].isel(time=0))).plot(robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "lower specific respiration \n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print('lower specific respiration ')\n", + "(100*(MIMcnANN[var[0]].isel(time=0)/MIMcANN[var[0]].isel(time=0))).plot(robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "(365*MIMcnANN[var[0]].isel(time=0)).plot(robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python (conda-analysis)", + "language": "python", + "name": "analysis" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/analysis_code/CheckSpinup.ipynb b/analysis_code/CheckSpinup.ipynb new file mode 100644 index 00000000..ff6a1013 --- /dev/null +++ b/analysis_code/CheckSpinup.ipynb @@ -0,0 +1,10356 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Check_spinup global results\n", + "- reads in MIMICS results and checks for change in soil and veg C pool & fluxes\n", + "- data are here /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS/OUTPUT_CN/SPIN\n", + "\n", + "#### --- CRUNCEP runs --- :\n", + "- `MIMICS_def`, as in GRL 2019 paper, but with additional CN parameters\n", + "- `MIMICS_desorb`, increased desorb 5x as in Zhang 2000 paper\n", + "- `MIMICS_desorb2` decreased desorb 10x from default, decreased fPHYS 5x from default\n", + " FI: FI_phys = 0.005, 10x lower, FI_chem = 0.10, 2x higher; \n", + " KO = 9 (from 6) to increase SOMc stocks\n", + "\n", + "#### --- GSWP3 runs --- : \n", + "- `MIMICS_desorb2_GSWP3` as above, but pointing to GSPW3\n", + "- `MIMICS_mod3_GSWP3`, increase KO = 12, and double MIC turnover to increase SOC stocks and reduce MIC\n", + "- `MIMICS_mod3_borealNfix_GSWP3`, increase Nfix in boreal systems **maybe revert?**\n", + "\n", + "#### --- Increased MIMICS leaching & modifiend density dependend parameterizaiton ---\n", + " **Switched to updated CLM5-GSWP3 inputs (created with ctsm_dev110 tag)**\n", + "- `MIMICS_mod4_GSWP3`, leaching as fraction of total DIN pool\n", + "- `MIMICS_mod4_dens1.0_GSWP3`, density dependent exponent = 1\n", + "- **`MIMICS_mod4_dens1.0_KO6_GSWP3`**, KO = 6, turnover * desorbtion as in `MIMICS_desorb2`\n", + " - Seems like the **best** run & most similar to previously published C-only simulations\n", + " - Trying to improve variation in microbial and soil C:N, however, with subsequent simulations\n", + "- `MIMICS_mod4_dens1.0_KO6_micCN_GSWP3`, as above, but includes flexible microbial CN\n", + " - These simulations had funny chages in NPP and TOTC, the later showing > 3 gC/m2/100 years in isotalated grid cells, even after 20k year spinup.\n", + " - Also, MIMCScn has large and increasing CWDc pools in all cases, mainly in boreal forests\n", + " - CASA logic for N limitation (xknlimiting) was still being used for CWD decay into LITs.\n", + " - WRW removed this in the code and repeated MIMCScn simulations to test results.\n", + "- `MIMICS_mod4_dens1.0_KO6_micCN_oldFIX_GSWP3`, as above, but reverting boreal NFix as origionally in CASA\n", + "\n", + "#### --- Finally, the runs we'll use? ---\n", + "- **`MIMICS_mod5_GSWP3`**, As above, increasing `FI(struc)` to 0.3 (from 0.1) to increase soil C:N\n", + " - Considering making this flux a function of `fmet` too. Here's just testing the sensitivity of the model to the change\n", + "- **`MIMICS_mod5_GSWP3_KO4_exudate0`**, as above, decreasing KO from 6 to 4 \n", + "- `MIMICS_mod5_Conly_KO4`, C-only of above\n", + "\n", + "- **`MIMICS_mod5_GSWP3_KO4_SOMp1`**, as above, but increasing microbial turnover to SOMp in lower clay soils\n", + "- **`MIMICS_mod5_GSWP3_KO4_exudateTest`**, as KO4 above, but wiht 10% of GPP going to root exudation flux\n", + "\n", + "- `CASACNP_mod4_GSWP3`, currently as in `MIMICS_mod4_dens1.0_KO6_micCN_oldFIX_GSWP3`\n", + "- `CASACNP_mod4_Conly`" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.16.1\n" + ] + } + ], + "source": [ + "import xarray as xr\n", + "import xesmf as xe # to regrid observations\n", + "import dask.array as da # need to have dask.array installed, although not directly using it here.\n", + "import numpy as np\n", + "import pandas as pd\n", + "import utils\n", + "import warnings\n", + "warnings.simplefilter(\"ignore\", category=RuntimeWarning)\n", + "\n", + "# some resources for plotting\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.colors as colors\n", + "import matplotlib.lines as mlines\n", + "import cartopy\n", + "import cartopy.crs as ccrs\n", + "import cartopy.feature as cfeature\n", + "from cartopy.util import add_cyclic_point\n", + "\n", + "print(xr.__version__)\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### User defined options" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MIMICS_mod5_GSWP3_KO4_exudate0_cwdN/OUTPUT_CN/SPIN2/\n", + "MIMICS_mod5_Conly_KO4/OUTPUT_C/SPIN/\n", + "CASACNP_mod5_GSWP3_exudate0_cwdN/OUTPUT_CN/SPIN2/\n", + "CASACNP_mod5_GSWP3_Conly/OUTPUT_C/SPIN2/\n" + ] + } + ], + "source": [ + "#some logicals to use later on\n", + "model = ['mim','mim','cas','cas'] \n", + "CN = [True, False,True,False]\n", + "compare = True #to compare & plot two cases\n", + "path = '/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/'\n", + "sim = ['MIMICS_mod5_GSWP3_KO4_exudate0_cwdN','MIMICS_mod5_Conly_KO4',\n", + " 'CASACNP_mod5_GSWP3_exudate0_cwdN','CASACNP_mod5_GSWP3_Conly',\n", + " ]#,'MIMICS_mod5_GSWP3'] # CN _cwdN\n", + "shortName = ['mim-cn', 'mim-c','cas-cn','cas-c'] #'SOMp2, Km'\n", + "#sim = ['MIMICS_mod5_Conly_KO4','MIMICS_mod5_Conly'] # for Conly\n", + "#sim2 = 'MIMICS_mod4_dens1.0_KO6_micCN_oldFIX_GSWP3' #second case to compare with\n", + "case = {}\n", + "\n", + "for i in range(len(CN)):\n", + " # Make sure to check directory of history files!!\n", + " if CN[i] == True: \n", + " if model[i] == 'mim': case[i] = sim[i]+ '/OUTPUT_CN/SPIN2/'\n", + " if model[i] == 'cas': case[i] = sim[i]+ '/OUTPUT_CN/SPIN2/'\n", + " else: \n", + " if model[i] == 'mim': case[i] = sim[i]+'/OUTPUT_C/SPIN/'\n", + " if model[i] == 'cas': case[i] = sim[i]+ '/OUTPUT_C/SPIN2/'\n", + " print(case[i])" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN/OUTPUT_CN/SPIN2/casaclm_pool_flux_*80.nc', '/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_Conly_KO4/OUTPUT_C/SPIN/casaclm_pool_flux_*80.nc', '/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/CASACNP_mod5_GSWP3_exudate0_cwdN/OUTPUT_CN/SPIN2/casaclm_pool_flux_*80.nc', '/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/CASACNP_mod5_GSWP3_Conly/OUTPUT_C/SPIN2/casaclm_pool_flux_*80.nc']\n" + ] + }, + { + "data": { + "text/plain": [ + "['/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN/OUTPUT_CN/SPIN2/mimics_pool_flux_*80.nc',\n", + " '/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_Conly_KO4/OUTPUT_C/SPIN/mimics_pool_flux_*80.nc']" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from glob import glob\n", + "str((list(case.values()))[i])\n", + "CASpath = [path+str((list(case.values()))[i])+ 'casaclm_pool_flux_*80.nc' for i in range(len(sim))]\n", + "MIMpath = [path+str((list(case.values()))[i])+ 'mimics_pool_flux_*80.nc' for i in range(2)]\n", + "print(CASpath)\n", + "MIMpath" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create a function for reading in datasets" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "def read_nc (path, dim):\n", + " datasets = [xr.open_mfdataset(path[p], decode_times=True, \n", + " combine='nested',parallel=True, \n", + " concat_dim='time') for p in range(len(path))]\n", + " combined = xr.concat(datasets, dim)\n", + " return combined " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- opened datasets --\n" + ] + } + ], + "source": [ + "MIMds = read_nc(MIMpath, xr.DataArray(sim[0:2], dims='sim', name='sim'))\n", + "CASds = read_nc(CASpath, xr.DataArray(sim, dims='sim', name='sim'))\n", + "\n", + "# combine datasets & keep orig order\n", + "dsAll = xr.combine_by_coords([MIMds, CASds], compat='override',data_vars='all',combine_attrs='override')\n", + "dsAll = dsAll.sel(sim=sim)\n", + "\n", + "print('--- opened datasets --')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:              (lat: 96, lon: 144, sim: 4, time: 100)\n",
+       "Coordinates:\n",
+       "  * sim                  (sim) object 'MIMICS_mod5_GSWP3_KO4_exudate0_cwdN' ....\n",
+       "  * lon                  (lon) float32 0.0 2.5 5.0 7.5 ... 352.5 355.0 357.5\n",
+       "  * lat                  (lat) float32 -90.0 -88.10526 ... 88.10526 90.0\n",
+       "  * time                 (time) float64 80.0 180.0 280.0 ... 9.88e+03 9.98e+03\n",
+       "Data variables:\n",
+       "    IGBP_PFT             (sim, time, lat, lon) float64 nan nan nan ... nan nan\n",
+       "    landarea             (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cellMissing          (sim, time, lat, lon) float64 1.0 1.0 1.0 ... nan nan\n",
+       "    cellid               (sim, time, lat, lon) float64 1.0 97.0 ... nan nan\n",
+       "    cLITm                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cLITs                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cMICr                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cMICk                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cSOMa                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cSOMc                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cSOMp                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cHresp               (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cSOMpIn              (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cLitInput_metb       (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cLitInput_struc      (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cOverflow_r          (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cOverflow_k          (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nLITm                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nLITs                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nMICr                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nMICk                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nSOMa                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nSOMc                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nSOMp                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    DIN                  (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nLitInput_metb       (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nLitInput_struc      (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    thetaLiq             (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    thetaFrzn            (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    fW                   (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cresp                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cnpp                 (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cgpp                 (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cleaf                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nleaf                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cwood                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nwood                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cfroot               (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nfroot               (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    clitmetb             (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nlitmetb             (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    clitstr              (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nlitstr              (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    clitcwd              (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nlitcwd              (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    csoilmic             (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nsoilmic             (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    csoilslow            (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nsoilslow            (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    csoilpass            (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nsoilpass            (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    tairC                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    tsoilC               (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cLitInptMet          (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cLitInptStruc        (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cpassInpt            (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    fT                   (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nLitInptMet          (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nLitInptStruc        (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nMinDep              (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nMinFix              (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nMinUptake           (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nMinLeach            (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nMinLoss             (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nLitMineralization   (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nSoilMineralization  (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nSoilImmob           (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nNetMineralization   (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nMineral             (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cTOT                 (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cMICtot              (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    relMIC               (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    specRESP             (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    MICrK                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nTOT                 (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cnTOT                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cnMIC                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cnLIT                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    NEP                  (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cVEG                 (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cECO                 (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nVEG                 (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    nECO                 (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cnVEG                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "    cnECO                (sim, time, lat, lon) float32 nan nan nan ... nan nan\n",
+       "Attributes:\n",
+       "    title:       MIMICS model output\n",
+       "    comment:     NOTE: None of the variables are weighted by land fraction!\n",
+       "    history:     created on 05/09/2022 08:12:12\n",
+       "    source:      MIMICS Model\n",
+       "    parameters:  ./pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv
" + ], + "text/plain": [ + "\n", + "Dimensions: (lat: 96, lon: 144, sim: 4, time: 100)\n", + "Coordinates:\n", + " * sim (sim) object 'MIMICS_mod5_GSWP3_KO4_exudate0_cwdN' ....\n", + " * lon (lon) float32 0.0 2.5 5.0 7.5 ... 352.5 355.0 357.5\n", + " * lat (lat) float32 -90.0 -88.10526 ... 88.10526 90.0\n", + " * time (time) float64 80.0 180.0 280.0 ... 9.88e+03 9.98e+03\n", + "Data variables:\n", + " IGBP_PFT (sim, time, lat, lon) float64 nan nan nan ... nan nan\n", + " landarea (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cellMissing (sim, time, lat, lon) float64 1.0 1.0 1.0 ... nan nan\n", + " cellid (sim, time, lat, lon) float64 1.0 97.0 ... nan nan\n", + " cLITm (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cLITs (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cMICr (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cMICk (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cSOMa (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cSOMc (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cSOMp (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cHresp (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cSOMpIn (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cLitInput_metb (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cLitInput_struc (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cOverflow_r (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cOverflow_k (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nLITm (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nLITs (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nMICr (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nMICk (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nSOMa (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nSOMc (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nSOMp (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " DIN (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nLitInput_metb (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nLitInput_struc (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " thetaLiq (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " thetaFrzn (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " fW (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cresp (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cnpp (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cgpp (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cleaf (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nleaf (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cwood (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nwood (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cfroot (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nfroot (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " clitmetb (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nlitmetb (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " clitstr (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nlitstr (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " clitcwd (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nlitcwd (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " csoilmic (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nsoilmic (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " csoilslow (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nsoilslow (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " csoilpass (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nsoilpass (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " tairC (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " tsoilC (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cLitInptMet (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cLitInptStruc (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cpassInpt (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " fT (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nLitInptMet (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nLitInptStruc (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nMinDep (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nMinFix (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nMinUptake (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nMinLeach (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nMinLoss (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nLitMineralization (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nSoilMineralization (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nSoilImmob (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nNetMineralization (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nMineral (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cTOT (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cMICtot (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " relMIC (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " specRESP (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " MICrK (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nTOT (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cnTOT (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cnMIC (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cnLIT (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " NEP (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cVEG (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cECO (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nVEG (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " nECO (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cnVEG (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + " cnECO (sim, time, lat, lon) float32 nan nan nan ... nan nan\n", + "Attributes:\n", + " title: MIMICS model output\n", + " comment: NOTE: None of the variables are weighted by land fraction!\n", + " history: created on 05/09/2022 08:12:12\n", + " source: MIMICS Model\n", + " parameters: ./pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# sum up pools & calculate additional diagnostics \n", + "dsUp = [utils.sum_pools(dsAll.isel(sim=i), model[i]) for i in range(len(sim))]\n", + "# not sure why, but this seems to work\n", + "dsMIM = xr.concat([dsUp[0],dsUp[1]],dim='sim')\n", + "dsCAS = xr.concat([dsUp[2],dsUp[3]],dim='sim')\n", + "ds = xr.combine_by_coords([dsMIM,dsCAS])#,combine_attrs='drop')\n", + "ds = ds.sel(sim=sim)\n", + "ds" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "initNPP = ds.cnpp.isel(sim=0,time=-1)\n", + "minNPP = 10.\n", + "#ds = ds.where(initNPP>minNPP)\n", + "ds.cnTOT.isel(time=-1).plot(x=\"lon\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[15,4],\n", + " col_wrap=4) ;\n", + "#ds['cnpp'] = ds.cnpp<1e36" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define function for global sum & spatial plots" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "area = ds.isel(sim=0).landarea.isel(time=-1) *1e6\n", + "def globalSum (dsIn, var, area=area, time=0, conversion=1e-15, units=None, plot=True, Round=False, sim=sim ):\n", + " \"Global weighted sum of fluxes & states\"\n", + " temp = dsIn[var] * area \n", + " temp = temp.sum(dim=('lat','lon')) * conversion\n", + " if plot==True:\n", + " plt.figure(figsize=[25,6]);\n", + " for i in range(len(var)):\n", + " plt.subplot(1, len(var), (1+i))\n", + " plt.ylabel('Global '+var[i]+' (Pg C y^-1)')\n", + " plt.grid()\n", + " if i == 0:\n", + " plt.title(sim,loc='left', fontsize='xx-large')\n", + " if Round==True:\n", + " plt.plot(temp['time'], temp[var[i]].round(2));\n", + " else:\n", + " plt.plot(temp['time'], temp[var[i]]);\n", + " else:\n", + " for i in range(len(var)):\n", + " print('global '+var[i]+' '+str(np.round(temp[var[i]].isel(time=-1).values,1) )+' Pg C')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# Generate a function for making panel plots of maps\n", + "def map_function(da, cb=0, panel=None, cmap=None, ax=None, \n", + " title=None, vmax=None, vmin=None):\n", + " '''a function to make one subplot'''\n", + " wrap_data, wrap_lon = add_cyclic_point(da.values, coord=da.lon)\n", + "\n", + " if ax is None: ax = plt.gca()\n", + " im = ax.pcolormesh(wrap_lon,da.lat,wrap_data,\n", + " transform=ccrs.PlateCarree(),\n", + " vmax=vmax,vmin=vmin,cmap=cmap)\n", + " ax.set_title(title)\n", + " ax.coastlines()\n", + " ax.set_extent([-180,180,-65,80], crs=ccrs.PlateCarree())\n", + " ax.annotate(panel, xy=(0.05, 0.95), xycoords=ax.transAxes,\n", + " ha='center', va='center',fontsize=16) \n", + "\n", + " # allows for different colorbars on each plot\n", + " if cb == 1: # here to right of plots\n", + " fig.colorbar(im, ax=ax,shrink=0.40, pad=0, fraction = 0.1)\n", + "\n", + " # allows for different colorbars on each plot\n", + " if cb == 2: # here below plots\n", + " fig.colorbar(im, ax=ax,shrink=0.9, pad=0, fraction = 1, orientation=\"horizontal\")\n", + "\n", + "# strings for labeling panels\n", + "panel = ['(a)','(b)','(c)','(d)','(e)','(f)','(g)','(h)','(i)','(j)','(k)','(l)'] " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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WTp+oAFI89w7g74HZr/cMrxBCURTlerfb/dVgMFh77733um+66SZsNtvrWY0jWKWsJibDrOWpMUf0OXwnHhppYw/byjP+F3ENfXSxh60IRNmz4/joXSyL2Ukur9vvc7kCrwjwF+1XDA4OUl19ePbQhBkHLhQUHLioo5VKUXtErifTwRrZaUvIKGv4CwALuYAqUX/S+ZfIZDIsdVzCEP14CdAspiOlJI+KGV3MPVUdxVKbcjJLP90McogYYfKMfuQXcxEVxes5Xtkjr03+r80A9D9Zj/VrvyFCiDCDCARmLIQJoVGg5ZOfw/bEDjLZKImDO9EoYMJEjixJ4njw0cwMakTjUcs9WpsKMl8eeCmYsOPAgRsXHrwEKZDHhgML1pO6nuvWreOBBx5IPfnkk1II8f1UKvWglDI0qczewkymT10UqvcD90gpf3w663eMOkz3er33q6r6jg9+8IPKnXfeaW1tbT0TVSlTehePJpKasdJIG0P0lUWMOSylghpe4I/FNBbyqASoIswgoAuTJSFkJAKBCXPZZtTSxDxxHqC/s7feeis/+9nPyund+Mr5VVJLA22YxWiPvVNlpwGelb8nj0o9rcxk8aSE1aOxdu1aVp93Cyo5ZrAQi7Dy+8RPuc51C8opLAf0dkkpGaKfAQ4xTD8ZUqPSVFLHInEhcPRrOJ74kJQxwoTo4wAaGmYspEiQIUUT02hiGvtpx4yFCCGs2NDQSBBFwUQ1DUxj/oSv7SplNV1yD/vpwIELCxYcuHHiwU8FEg0LNmw4JizAj2R4eJjvfe97ha9//eulycXPSSlfnlRmb3JOhQDyHeB8KeWy4yY+8tyPAf8ENEgpx/c3OsUIISpdLtc9mqZ99KabblK++MUv2s+0kY5EIqy87G7yhSyKYiaTiaCqSSKxA4RC46umimJB01QaGy6gpeliXlrzzwDYbF6y2diotM2NFxNLHCIWPYgm9c64SbEBkoKWY+6c91FTNW/UOaUBa3d3N7t378bhcGC1WlEUhQ/e9l22bn8EgeCiC+5BX+J55LknytG8Cnr7NtC+839ZtOADBAPTJpX3mabUti3bfkZoqIOmxgtJJgcIR/bi9TTh97Xi9Tbi97VisThPOF8pJa9t/QGpWB/BurlYzS48vkasDi+aIvFXTR99X8a+50LQvfc5Orc+RmvzZbRNWXnUslSfhdJYzRI7PBj42jfexjnnnAOAw11FOjF41DyWLPowfl/rpO+fpmn88Y9/5O677050dXWFksnkXZqm/cYQQk6MsXZ6ggJIAOgD/lZK+T+nu67FMhVFUa53uVxfa25urnzwwQfd11xzDYpy5kIylWYRVXJIJCbMhOjFip1dbDru+ZfyDjbzMhFC2LCTJ18WRyzYkGg0VSzl4NBro5ZJWLChkqWSOhawHGXEe13qBKmqyssvv4zZbMZms2GxWMjlcrz33NvYxw7OYyUeMVqsnkwHarwOoypzPMcfcOLhAnHVSeV/JlmlrCYiQ6zjWWppwoSZAXowYSJANX4q8BHELXwTyrf7rjgdD/0JR10zAXM9VpuHQGAq2UwM0+LZeJJ2PWFxhlx1Hp4pt4cLJON9bH3lh6jZBFdwQ3kmPfyB5QR+/Eo5beK95wNgjRawPvFa+fcncv+N1+InTRKr00chlSw/X6XBXYk6Wpgr9K7cZO9fZ2cn999/f+aRRx7RFEX5fjKZ/KohhJw4k+1TCyEeAt4upRzfTfc0URQ+HtA07e2f+cxnLJ/61KfMgUDg9azCEfT09PDOhpvJo2LBRpQhTJjYyWY0CuOeY8VGjizzOA8HTl5D9wge+Y6U0kxjHr0cJEW8LGSbsZIviiIXcjUO4RqVf+l92rFjB4ODg9jtdmw2G1JKPrjkE2ziJSqoYbG4+Ii6nQqvAiklO9lIN/u4hOuwCtuk8j7TjBS1FEw00kaUIWJECBbttJcgfiowiRP35M/JLK/wZwCqqEPBRBV1SCRWbHjF6DBj5vo6/YOikO8+hJSSdtbTQycLuIDq4kSAuaWJ/IGuw+fV6JMV+f4jJ0F7ZCc7WIdAYMdFmqMvjijdw8nev2w2y3/913/xxS9+MZXNZjdHo9E732pCyEkJIEIIG3rH+D4p5TeLv9mBrwKrgFYgAbwG3CWl7BhzfiXQj96xfmTSFTmxurodDsc9wKdvuukm07333mtrbm4+nUWeEOddfg/tG35OKhnC62uikM+QiPehaSoVFbOYPu0aNm/5Ken0EBXBmTidVaTTQ+TzGWbPvJFsNsKh3lfJ5VIkk/0EAm0MDe8mnz+shno9TaQzQ6hqCocjSGnzH03msVm9NDVcQE31/FH1Ot5A9dKLvsTa9d9l/tz34XHXT+jcsYwVQFKpEKGhDvbsewKA5efdicMeeNOJH6C3LZuN8dKaf2bWvNVEQ3tR1RQzpl3HS2seGpWuREFTUYT5CJfRgqbSfuAx0vEBJJJEWDeq57/v6wCYMvq7LCSUQ/eWXm8BoigVaGaBpuVZ85u7AXB6atC0PE5vLQKBVVqx24PUVC9A0/Js2PIfVNbOw2xx4FJ8BAPTi88RPPHnO3n11Vd58cUX+dlP15PODNN54BksFjcVwRn4fS3k1CSNDedjNh2etZ/svZRS8vjjj/PZz3420dXV1R+Px/9eSvmnSWX2FuEodnoFugByI3Ad8E7ABDyKvtxlaEwefwDsUsorX4f6XuXxeP5fc3Nz9UMPPeS++uqrz6j7NEAul6Puuncz/OfHsU+ZijUtyCbCZBP6ZVq07GMkX3uR3WzBjpNqGshXuIgPddLMdILU0MUeYu4syWwIj7OOXCZGLNtP6SX1ESRn1kjnI5gVGzaTG40CUmqYTVYCWR9TmTdqhvBEOj9tYjY5cswWS0b9ftKdaped/sQethbXe09nAS1ixpuuQ11ilbK6PFO8lBVs4RVmcw4btRdHPX8jXaQlcpQgVaJHdtI5L4TI50h29AAw7/sfJi6mA2AdMCOKtlkr3k7vXsgUl5a7evSDJlVyYOOj9HY8h8nqwOryoyhmzC4vJosN594oNTTixE17ax/pWD8BXxsms43K3Tl8VKAIBSklP9z7EE899RRfu/272LCzN7iV9HAaHxXU0UKeHAGq8ImKcjtO5l4ePHiQ++67L/vII48UgH9Np9NfPZPLnd8MjGeri79XAV9Gt9XVwADwLPChUmBDIcQSYD1w4esxkBFC1Hs8noeklNffeeedlk9/+tNmn29i4uDp4DyxkvU8hxUbTtxkyZBAX0rYxhwqqSt77tXSjBkLaZKYMTObpYTopY+DqKhkSeEhwDD9o0RDOy5SxNEo4MJbFFVEMQaTh6nMGfUewfHfpYvENazhL1zKdSjCNKFzxzLWVkdkiF4OcIj9wKlfOvh6skpZzUG5h11s4lyuYAfrCVJFG3N4Rv5uVLoSBVnANOaaAqRlkj2OXWQKCbK5OBlSo0Rgc90Iz8nS34DSmFkIKE3I2KwkciFePKg7X7ktFWhoeKxVCCkxpfJ4ihGtksTYKtZSJ5tRUPDgJ0hNWZD6TfQ/eeGFF9iwYQO//IdHGfIl6Y1ux4Gbahpw4ERD0sTUUX+XJmurc7lcWQjJZDLro9Hox6WUW45/5pufkxVALkU3wstKrnpCCB/wL8BfgV4gCHwMWAbMklL2jcljG7BBSnnrpCty7DqaZ05/p7r/wNME/FNoa11VHrydyFKDyXC8wd0VKx4gnQnTeeBZBod2UNOwhNq6JRzqfJHQ4A7y+dHOMD5vC9HYAb09mJBFBdtkslMoZGhqvIiu7hfL6R32IDk1icXsQFVTVFXNo69fD9ReV3sOimLmUM+ro8q44Ly7jljOcqw2XbHiAdZv/CE+XwvT2q46bvrjXY8SJa8Pva5LaZuyEpvVc1rFj4ne74nWJRiYRjiyl4VLP0zHll9y3rJPYTbbj8jvihUPkEj2s3bdt1EUCw5HkMrgTA50Pc+iBR8kk43QsVNfsznn/A9icrqxOQOYPZ5yXscTQUAXQjSz/iWfSpBODJIYPkheTePy1pFX08SG9hMd2ENeTVPQcri8dVQ1LCIVHyA8sBO/t5nZM2/AbLaTrrEhFVBUiTg0yEtrvlYuNBiYhs3mw2JxYbW4sFhdeFx1uN1HuuQf7xqPvE9SSj7x6Tl84hOfSCYSic3RaPRjUsrNJ3RD3mIcxU6vQBdAutFt9S+B6cADwDop5WVj8rgT+ArgO13eekKIhUGqN2VIMY35VFF/XJf8o62fPRFOpMNwhbiBHjrZ49uHpbKKwGUryQ32E3/6BbLx0qS2/qw7cJMvdpttFg9ZVQ+DUEU9g/SgCDOt1Rewr/95Pb0lgKbl9M5zQcOOE7PdTTjTjUWx01J9Pnv6nh1Vn1KMjRNt0yplNcNygA08z+Vcf8RgfbJxLLIyw4s8jkTDhYepzKNaNEw4z4kykfs90XosERezkRdZ3vS3bO1/gtZcG7Vi9CRJKc9Vympek88QZQgbduqZwn7aaWEmASrpZCcRQlTddBnBxQ2YPQ4czRUIIRg4GMA6oM9MnqgIohXyZOKDpLNhwge34WuYTUHmyCWjRNa/QJ4cOfQA/80L344WTxAJ7SEfCzOHpQRFNcMfugBTrphnSqPjV/9MBP0ZduHBjR8rtvL/NhwEqT5iMHYi13nkffrh3oe466670k888UQ2l8vdnc/nfySlPDISrMHRbHUAWIvel74f2IIugrwT+HAp3kpxt5Uw8C0p5b2nsY6eKcyOdbOXelppZRYWYT1tdhqO/y6XliTuZTsJojQxDT8V7Ke9vMxsJH4qy89+CRcekug2exZL6EDvM+uz8U6yZLBiI49KHS10oW8k0Mx0EkQZZvSM/khvrRNp00pxI8/wO+ayrLzUbSLXYOS1GMlOualc1xZmMJW5p3xJyvHqcCwmWg8pJYqi4CVILc0M0M05XDquGLBKWU2fPMg21mLCjJcANuz00cVSVhAhxB624bZUMjt4KaI/ghP3qEmGiYggUkqy+TgpNcJQ+gBmxY7d7EbNpxlI7SWe7idLGoB6+0xcZj+RRBdhBqmnleksQAiBafYMPfucSt+el9nES8XiFCplbdlGW7BhxY6finK8k4lc57Gxqd7xr5do9957bxb4fSwWu/NsD5Z6sgLI59C9PexSyiMXxOlpTIAN3dPj3pGqdvH4z4DzpJQzJl2Ro9fvbWaz4wkpJQvn34rf11I+dizxQ9PyqGqKeKKHeLwHr7cJr6fhhJYonIj4IaVWDDoK02a/k2S4i77+TeVAlucu+yR2u59orAuXs4pIZD872n+F01FJReUsspkYs2a8i01bfkws3kV97VJ6+zcBGlJqNDdejNtdx46O/2Hxor8jEJhKItGH2ezAbvPRP7iF7dt/QX39MjzuBg52vUA6PURtzWJmTL9u1Ez90dr1yCOPcPPNN+N217F44d9hMTsmdB1GXo8S0dhBdu/5I7G4viPC8WJinCrGE0BUNUUypQcmzOUSeL1NOOyBCdenUChgNptxu+uoaFpI7/5XmD7lbVRVzkVRDncsS3k2z7+GeGgfM8/7Wzq3PEr//tFCVUXjAoa6dXF2+eqvI7TDhlhRtfJnAKREKvrnY23mXEpTwqRKNNPoY9J02IMkj8qelx8mNdhFY/357N3/J8xWJ56qNgrZFLFQMfaMM0DrkndSSCVQswnUTBI1myA2tA+byUUwMA2/vw23q5p8IUdeTaOYzNhsPqwW16jrUmLsvdK0Aje8JyDvueeerKZpj6dSqY8Y7tajGc9OjxBA/iSlfNuItDcDPwdWSimfGvH7FehCySmfXRRC1FRS2xeij2ZmMI155YH6sdbuSilRyZElzTD9mDBTSR1W7OPOyo/lRDrV++QO9rGD2toluJxVHNj3TNnNuXXKSlpaVhAL78duD5DMDtLd9TLDQ7uZN/cm2jt+w/LC5QwzwA7WUUsTMSKkRRIpNdz4mMNS1vIUfio5Z/kn0bIZ4qk+PDVTKRRyPP/il6n0z6TS2UqqZx8H2V2Oth8U1UfUeWyb0uk0Tqf+d2spK/CLymOmP971AL2jtIN19HEQgMVcTIWoeV08P8Z2rEsBSiWSLGms2MpeDxOtz0c+8hF++MMfMovFHHAcpCodpIUZ2Kyr33QAACAASURBVMThv22lPOev/gLtf/gmc97+adR0nI4nvzsqr8CViwn/uRis9tN3Ym7TO9HOHv25dPVKFHVEJ1pvjP51xKI+S0or/5b1Fj03i+J1qqa4ZMYDtuKG4e4ePb0s2u8D2c30/+Zhamgm0+YnvG8TwdZF5OJhCmqadEwftNWtvhVZyKP0J8kW4hRSSdTBQbKRAarSFQSoKgc41JeAaVixY8d5VJFy7L164NXP8vd///fJbdu2xdLp9M1SymeOeUPeghzFVt8HfAFYKqXceJzzXwDSp8NTTwghZrJY28UmHLhZzEWjlnkcy1bnZZ48OSKESJGkgmpceI+IdzEeJ2KnMzLNi/wRgWAGixjkUFmQUFC4iGvQ0PRlYNiIMEQ762llJmFCVFFHDU2s5SnMWHDjL+84JVCYzWKihDnEPi7iGuzCSUSGcOPDLCzskpvpZh+NtOHAxc7ikshWZjKVeUcIIeO16TOf+Qzf+MY3aKCNmSwad6njiTDyveuX3exkIzmyuPCyXFx5Ruw0QEamyJCmgEqePAGqJrUMZ+fOncyaNavovWMmSpjpzCdA1REiiJSSOsc0XJYgU9yLWDf0KFG1v5zGa6nCJCyEcz1UWBtZFnzH6MK0ojG2jHhOS2WYivdHGzGGLm6eIR16u4SUUCjaZHPRKCsg8qXOtC7M5bIx1vT+EnNe0FCzjPb+PxNwNqEIC2gFhtL6BHijfxGVrinkcnFyhTQ5NUk2n2A424Vb8xKkmgBV2HGRJ1eOlWXHWX7XxpskGcmvw//BV77yFfXb3/52QUr5nVwu9w9n6/a5JyuAfAt4v5TSP+b39wCfAWYCI33ifiCl/OiYtN8AbpdSnrL9ZoUQtTXVi3oHQ9vRNBWXs4alSz561GCMl178JQ5pe0ntayeZHCCR7MdksuBy1SKEQjisq6dWqxuPux6vpwmrzYOimLGYHQT8UzGZjjTkhYLKgH2AVKQXgPSB3bS2XE4k2onbWcOGzf9OZc08vI5a9nWOXoZfXT2feXPfV/5eClK6YcMPAMGsGe8CJF3drxCO7MNqdTN71g3s73wKt6uW4fBuwpF9VFXNpSI4E5erBofdj5Qa8WQfdrsft0vfQSGdHGJwqJ14vIdQaAcVFTOZM+tGFGX0+rmR127Jwg+xccuPyt9XXHJfeaboRASCsQPZTCbCy6+O3uXl8ku/8rqKH6lUiKHwbtRckt7+jdisboQwYbE4CQ21AzB/7i045i/A3Tt+LMinnv38EW2LxbsZGtpF16GXyed19TcYmM6iBbdRKOTQtDzpqQGEEGz97YP4a2bStvCdJCM9bH7qsF44ZeG7qJt2IQiBVsgjisZWaLJslE+3CKKXBwWTJBE6QGTbGnp61+GrmU5V6zIsDg/Z6CCKYsbuq8FT0VI+T1ElQtN3rImG9hEd3Euibw+pVAiz2Y7ZbEfT8mQyEVyuaqZPuxZrW1t5YCAVgak4aEju30k+n8Zm84HfQ3j/Jvbu/xNWqz2naYVP5/PqD4z4IDrj2ekRAsjfSSn/c8TvViANfElKef+I3xcAm4HVUp4a31khhDKLJYU9bEWjgIbGEi4hKKrH7RCtFDcSY5juuZDb3k6cMBoaVmwEqaabfeW0firx4MeBCyt2NAoEqR53lkRKyb7/M41s3yHygRCW/9yFjwrMmLFiYx/tJG1Zqqvmkus+UN6ytsSFy+/BZvMgzYJCQQUkg71b2bP3CaaqM6mjmQPsJlEMrTZn2vXYLG52tP+KRVzEK+gruKa3Xo3LEsRlr0R43GSzEdRklCpLE4piprClnS65Bw2N/bRjw84clh7T1bokwJaYy7nUjfBqOJGO59gO0kb5AkMc7kTO53xqROPrNqOYlyrDDBAnTIIYcSJlj4UMKeJEqKKeGSs+hOO5E995IC9VejlIP12jZodX8K5yQNLMzZegSIX+XS/RteVJ5t14D2ZhY9+GXxNu1+NuWBpqmPGvH0CxWUglBbLThxCCglM3RycjgoAuhIwngoAuhIwVQQbrk0Q3rSX51LOkSdJy6Xux2wKo6ShKViNvlVRMPYd4m/6cOIoT2aoHZNcQ8a4O1OdfJcJQMXirFQVBlgwSSTPTaWEG3f+oBxz07y62oSCx/OIZhhnEjoPI7RcQ/OFaNvA8QpHS5XQ/EU1E/m6sV/BbmaPY6jUAUsrzT+D83wAzpJTzjpd2gvWa76dyS4wwGgVqaWaeOBcYf0CVlRkGOESEEAmi5SUmPipIEidV9LTwUYENO14CWLEjkeXgvOOJ2HJ6I5F0D/H8EEIoxHp208pMogxTIM9uNlNNIx78o7YaB5jNEhpEm55PUTwvbXUbpIYZLCROhD4OEqKXSuqYylw28RLTWcBGXgCgmRl48OHGhw0HBfLECOOnoiyWRuUQMcL000WCGI1MZZoYfUvGXrfpYj572Fb+PnInr8nY6VI8oxI+KlgmLjvtAsjIJYIxwoQZQEWlh/04caNgQsHEEPprfx4r8S04H21rx7j5/UX71RFtC8lehuinm73lGCyzWEKjaEOVOQQK9ilTUWWWpzq/yyL/VdQ6pzOQ6WTD8GPlfJZWvJNKezNS05BoKHIcj53TJIJAUQgpiiCamiOU3s+hgQ30001LYCkBVwuKMJHJDCMwUeGZgtPq18tXi050+TwFTSWU6mQ4c4jhxH6yZLBgKcevyZAmSDUzWYx71ny9vqV+/eAQUkp6h7cV+zx2TJjZTwe9dOKyu4aTmeRNZ+NS85Pd69UOjFKGhBDXobtT/xR9zWII0IDHi+nHkj7K7xNGCKFMn3ptwWJxYbN5ueiCe8reDCMH0tlslrVr1/Lxj/07kUgnvaFNuIKNBBpn4w8uxxlsQCnuMlCwClqlhhodJhMdQEmqpAa7SKa7KFAgl46ybccv8LjraWxYTjTayXBkr66+5TI4fDXkMwm9M2Bxsnbdt/W6KmZMZjtmkw2b7bB+5HRWYbP78PiaiCYPEUl0k02HcTmrcXvqiCd60TSV9Zt+WB5Mm0w26uqXEk/10T+wmX42s2jBB6ipXsj+A08TCnUgZQEhTJjNdiwWJ6nUINParqa55WIczgqanReBlESiB9i6/WGisS4C/inleo0VIvoHt6CvqdBffE3Lo5iO7Sp7LNKZ4VHfF86/bdJ5TZR8PsOefU8yEO7A3zgbc4Wfhpk34G/RY4lZUhp1kV62Pv4vbN3+c2ydASp907HZ/Hg9Dfj9U8riz3jeJF5PI15PIy3NlxCLd2OzerDavKhqirVbvk82MYSy1orDX4uruoW+PS+SzYRpmfd2lr7zy6z7vb5JksXhoWDWbZ9QSuIHozrPmlmUv5tTJbdPiWYRo5a+qC7dAksTOPt1Q5p3HO5waCYo2BVyLlG8Bvp9znn070KCzdfGFE8Lrcp7AUhX6ufbxEwAlDyo+WKAsHSxDgUAE77a6XjrpsMCKNiKeRb/iCipPKHuTWza/GPMu1yo2QRaQcVic2O2OtEKKpnE4QGKzRFAUUwoigWpmazA/7NaTf8khLhaSnk4GuBblyPs9Aj6R36RUuaEEGGgYUy6dPFfB6cAIcRcL8FtvXRyDpeOCtA5soPW3t7OLXM+QoI4PdVR1HQcd8VibO+9hkBFA2aPX3cZzYFPapiHVJIDB9AskvTgISLhCLlkhLzPzO5tf0WRJn3tLAohekkSo+CyIh55GmuTj9S2TqppYAeHHxuLzY3DFsDeHSM1IjhpZXAmimIhS5rw8AFCpj6s0oa7qpV4uhdVTdLBhrIrtT6XaKLWPYO/btLtxBB9LOZietjPns4/QbE7Z8KEDTtZ0hQocOXsezDNnsEUVe/AN6kXsb3zD3SxBx9Hj9lwgVlfnuhzNRJNdo8KqjaZTnVe5kmNyMNLgOojHpXTR2lG0xVsxuttwulqY+rUCzGZrZhTGlJK1jz7FQazPQy/+BAVshInbpy4de8gcdi7cWzH2iwsNDGVRtlGigQaeWw4MWGiY1GSQ5uehIcfw+auwFPZiqbm2PrLf6LtnBuZOXc1ezOCwf1rqQouwPyIGRoCeIs6uTkt0QMxAUhMOYkpq9s7177ijrEm3Q5mq5xlW5z+cJgcMLxHX7Yb2Kb/bo9opKoUzClQrhnCCrht+iueUS0M9OnzTrIgADtzdl4K115KpM3M+nv+DYBpf/kQBeDiGXuAncRUvRvW8cxUlKI/r48g3qYLyH30QuoZLaLbopJ0tJ/9a35FZ+xJ+ObTFBJxhNmMze5D0wrkxHDZs9X0P+voCjgxhU3kNVWkE+lrTIrpkMlkekjTtC8YgjUwvq2uAE50eWeaU2SjQd9dppkZKQtWamkatdRgpP0Ih8Ns3ryZT152D8PFnTmqPNOodsyjzVGNx16NUnx4ZHFAGU/1kc1EyGlp4uoQiUIUxWSmK9dJWo1SIWuoppEQvbogaTaj7sngc9YTS/Xi0txkSNFLJ6AHizZhwYqtuBeXjp/K4nE7YTlIlGFUsngJIlDIkaWPg2WPthJ1tLCfDhJE2cXm8pKJ/XSgURwwo2DBhhkzSeKcIy8lIPQ4Oj4qaJRT6aebbbxKq5x5TI+XXg5ixU6O0StMJyNYSCmJF+OelJjLhPepmDRpmaSd9WSUDJWWJixmD0vt78Dn1b3wtaCb/qEdbO78Fa+JZ3Hv3o5PurDjJEAVHvzl52w8b5JKUUcldbTJOSSIYseJHScZmeJFHgfAcsCO11ZNpXMKmyJ/ojnfx1TXOZxfeSNrQr/GZdYnHSkUEOhLnRg7hpHy8BIXKcn3HtZqzS1N+oeiuIHbefhzNotIpsCh21RpNlEIjJl8KYndxUlLoRao1qZQ3TRFzwvIB3UPK80syoJFtnhdbD2H768pU6DG3kaNezpUroAx4mE+n6Zz+DVeSf4J+741ZNQYEonN5MKkWKBQIEG4nN5h8uqb+xYU1Ew+aFbMT9itjvasmrlcSjmqz/hm5mQ9QB4A7pRSWkf89jBwrpRy+ojfLOiG+edSytvG5PE94HopZc2kK6LnM9MbmNIRj3ZRUTObBTPeO266VHqINWu/gdNRidkfxF3Vin/qAhyBunIapSSslaKxa5QVu9KMTcFamnEHLZ9juHMjkb1bcFW3EqibhdnmxGR3YrLa8e7TDVqhkCOnJsnlEtjrm8iraYb3bWJgYAvR2EjjKzCZrRTyWYRQkIDN4QcpsdjctLSuYO+ux8mmIwghUExW2qaspL5uKc8+py/9dDqrsFrdmE125s79G7Zue5h0epjzl91BLN7Nxs0/QtNUGurOpW3BuxCKiUIkzMtrdC+M2TOvp6Z64SiXslGxKhJ9rF3/nWLaG6irXTIqzVhGCgNqPk1f/yaymSjpTJhUagBVTfHR//NBbr31Vj77mcNC43geFafCK6SUZ5d1Pwde/l/8tTNoXnQtJruTfLGPbBrj5JFXdEEhPXiIVP8Bcqkwsb695NJR/G0LqZy1HNf+OOs2fh+bv5oq1zSmtV3FkCtKqHM9oYMbUVP6Dj12Xw1qOkYhl0ax2Jj7js+QTYSJ9rTTv/XZcpmL330v8UO72bP2vwGYfsltBJv0gLWiIIuCwpGUvTUKh9eZl48Vn+WSS/VIbDFt1LFSWs0CheJbbi7+fdaK8qmnu0C6Qi+wUJQyLcliocV/TDlJ1ne48w6gFTv87i49w8h0R7neALJQIBvux+zwIhxW8ukkWiqFOSeIdG+ne9MT+KtmMH/5h/T0UiObjpAaPMShrldIp3rzZpPpW8lk7AtnqwvfiXAUO72CiXmAnAesAa6RUj5xEnWx1S5cmRnY/gJSaiz423+i6qfj7/T4mnyaKMMEqELOn4Jnymyc8+ahoD8k5mKcZ2usKLIV499kAvpzZo1Lln5KFx/W/Ps5SClJpHoZXPsU5oKZQOsCbNUNqA6JxeOn7luHd9TIyBRZMthxYl2+jMFXnmSYAbrZO7I1KCYzWiEPSF1gttgxmWyAoKFyEdlcnEOD65GahtXqwWb1cO6cD7Gx478YjukB6Rorz2Eg3M6y5puI5gfY1vUHlnEZLnzs4DUGOIQLL0033o6jop6aPx9iY/8f6E/tpoZGZrJ41MAeDneaV4obWc9zRAgRoIrFXFQWa4+3NWBpm8EIIXJkSJEgQZQrr1nFTTfdxI9u+d9yYLnxZumOVcZEWKWsJn3+NHbtfpRkeoAZ81bjrm0FDts2oXF4Fk4RumddQWWov51sMkwy3kc4tAufv5WausXUb1N5Cj3WVGXVHNoG63Dgomeumf6eDcTCnQA4vXWoapJ8LoUs5Gld8A78NTNI9Oyhr3sdiajuDdQ4/yqq285l46MPILUC/sa5TLv4VhTT4WCnpQ6vkh/RjyiLv3oSU1Yrtyvn0a/tgL7RFtYWXXgSxQwD/+2m51r9j9T8Kbq7/qWVuwCoMeud4/u3XoO2U3cPqXlN/2NRc6fuKTXH08u1Xt1V/7W0PtnxnV9dp7fnIj3Advp7DeQdeh19P9PfD/OzetDzjs26J5FUQBuIoeWymNrcaNkchcEEwmxC2z7A8HN/JdfXw8zbvoDNV0GqBgrpNK4Xehjq3koitFMKqe6MRYffJaXceaxn4WznKLb6FQAp5fITOP8JICilPO8U1OUyp8n7dLoQZ7bzIurT43fRQ7KXTbyEjwqsdi9BWwN1/rnYzZ7Dg0dVBWuxSWn9733/1fpguDS5UupfVD3XS8ZrpmvgVWKRg1S52qiwNOixOGw+FGEmv68T0HfuyJOjQAE3PlLEGeAQB9hFHhWBgkTTB3MoFCiUxRE7TjS0oojbyE42UUAt/31ZxIWYsfAqund2gCoypKmliQam8BrPUEkts8U59MoDbC+K5qVg0Pq16WMTL2LByiIuPKq33iplNf2yi63oS56Xchn+YtoT2cI1I1P0cpAcGdIkSRCleUYj73vf+3j/+9/P7VM/e9T7fKwyJkJpWWqPL8Se+Ks0a9NoXXo9ijCR9+g31xIpzqMU7V3OrSAQhCP7SEV6SecihMK7EEKhzjaVJtd8+vo20cEGgrZGKrJBmplOrNFCT2wbvfEOfTMHxYVZsZLTUqhaFo+lkqX+a4mq/QxkOunOtJfr+bamT9Ex+AydGd1D6OL69+OyBMqeGEcwMt5HaTxU8gYpabYlL0shkDb9c8Gr65Dm4aTe1lpvMQ0UbPozpuT0861DemdGWkxQXB4jLXoaUSy/4NTLNCVGdGWL75cS06+rtBb74dt3YZqrP4NyhAdoQVNJJQZwWvxIp42cGqeg5SloOfqGtnJwcC0zA5cwxbVIv01annjPHqIM0cMB0pZEtqAVPp4vqD+SJ7uF7BuAkxVAbkX39GiSUnYXf/sterDT2SPSfRD4EfDTcQSQJwGnlPKSSdbB1Dr37fnuXc/QPGMlDlcF29f+mCmtK/G466ismDUqfb6QZe2671C7eBVV088rD+JKjBI/SvMRxxA/AKQZRPG8kot+aeBYEj9Govr0B9kS1TPoze+j/SV9OYnTXU0ulySfS+KtnMr8iz9KItJN6MAGIqE9FNQcZosdf8U0uvc/BwjmLfpbqgOzQOreDK+8+i+oapK2KVfR2HAefQOb2LXrD1x68T+iFVReeFmPrVFTvZD+gc0su+SzeBR9BjaTidDT+xp9/ZuoqZpPTfXCcsDKkvBw0fK7eWnNPzNl3nXUtZ6PPX64bceL2RCNHmRb+y/w+1pwuWpx2AM4HZW8/Oq/ctXKh5gIkxVCSnUaDLXTse8PTLnkfQSDul5XWu6Rtx0pgJSeFaFBJhbCotixWlykY4MM9G1icMdLzJvxHnbteZRUSt8S1m4PkM3GqJu9Av+cpaSHe8lHhvHVz8Ti9CGlRj6bxOGvRSr6cyOlJD3YTTLURW3bcoQQHNr4JN07/oLZ7uac6/8RhEAUSq7G47dTmg4fez1EEIB0hemYIghA1qccUwQp1b3E4d1r9H9L72hpwGuLHnkBTBmNbCbKro7fk0n1DScTw1eVgsq91TiKnV7BxGKAvBf4b2CqlHIfk0AIsdTur33NnTBTfcNt7Pjl/Thw08pMqqgfNYiXUrKfdgbpofkuXdQt2A4/CxMVPwDU4gSMPVy045aSNxTU/utRwposLwYcfWUzqbct4uUnvqjnYfVjcrhIRvWB57IL/y82dwUH9z5NOj5IdHi/voTO6SSfS5OK9jC1ZSUt1edjMlnJ5zP0DG5g54EnqXRNYW7d1aRlkq1dv6cp10KzmM4m+RIh9OWTHvw4Fi5mSUwXmnP799NPF/10kyNbvoYj4zGsUlbTLtcz5Iyx4Lzb8T67u9ys460DzkuVdtaTIEo1jdhw4MSNBz8WYWUs4rwFyFfHDxw/2c51qU55qbKWp6lsXETL7KtQTJbDwsFIAQRGufYC5NU0aiqOw1mBzGYZCrXT3fUKdkeQij4T7awfVWZlzXxqGpZg91QS6t2Cu6IFS7ASmytIYvAAnsoWFK3oYZfWyGUTDA63426YisNTRTofY/Ov7gNgzqqP466ZMqqeSFm2X8cSQUrpjyWCBP5bXzV8siIIwLXeTccUQQDyDnFMEQRAyelt0QIqqMV3sb+4tKa0S3rx9qRqoHq9vstR796XOdTxF81kEvdmUskHpZRH+at2dnMUW/1l4IvAkuMF+hZCdABrT2ZTASGEp8kxNzaY7WSO6yJi+RB70uuZwSJ8BI4YxJfib1xUcwtuSxBsRfswSfGjENSfVVO0aORzRXek4ux8Sfw4FqXYTQAuvOXtaluZxTQxjwHZQ5gBQvSioKBgpoIaOunATyUzWIhXBIpLZbI8z2OYMDGHZfipZB/biTDE+awiQoj1PAdAHa3008Xl4t3lusRlhB466eMgU5lLJXXlpZgl27hMXMY6nmVJ8O0Ehu3H3N1jpK2WUtJPFzvZRA1NOHDiwI0LLy9pT3Cl6T3HvVYjOdmt0ffJHQxaBlgYuAr7oD5QF0vnH1UAKXj1v/lSK5AJ92G3+jHnJNF0L7396+lL7+Ec7ZLyMlEAGw4wKbQGzqXW1MJAZh9CmAhY63DYAmQLCUzShF0WO6KahiYLDKu95GWOWq8+NF3f91sG1YPUOWeysOpqPe2xRJDSPTmWCFI8dtIiCEBeO2kRBBhXCBE5/Y+QdI75Wy4lylBs9LUolp3v6SUm/z977x0gV1ku/n/OmV52Z7b33Wx2s5vee0gIkEgvCqhXr6KigmK5XtvVCxe9eLFdf5avYkOvDUGRToQIIZQESCAhyYa0Tdtks71M2enl/f3xnnd2ZnaTbAAhluefmTnzvuecOfOe5zzv533KMPv0V9Dt7PaFhy4RQhznb1heLwCZBBwBrhZC3G9suwH4CfA94FFgAfApwAU8lA1ANHmXDwA/FkLc/BqOv9xsdW42me3Mn/lBLOUVbH/2e4wEuiiunsFQ1x4Wzb+JQPAYPn8HQyNHSYSlUVA+53xqllxGOu//tw/JwRiukIMqM4HMcs60Bo2VHAU7jEmcmpCqm0ApdQTYh+WOrL7xc0dEyo14sbRApFMkEhEsDvkgMKtVIRUvbBwvMtSDy12Olsz6D9Np2g+uo7PzeQoKagiHByjyNlJfuxKvdxLpdJITXVsZiQ3Q17OLSZMvoL5qGYlEmL377yOVjDJz5nuIRIbYtv0nlBS3MmfW+3NgwyOPPMIVV1zByrVfwxIf6yGSLeeecyvBkRMER7oZGNhDKNzPtJa3s3P3b8e0XTjvRg4eWU/ClKRi0iIC/Uewp6wMDh0kGh1ixsobqNBH49dfDwAZGenhlV2/oPW8D+MuqR8NDXFoCCHQtu4hFOrFvHA2Dqd84KsxkIiOsPMeGZZis3nwFDZgsxZw/MTmnOO461pJRUeoXHopBY0SxClDUUtnG7y55+c9ECFfnt/yHaLRIRonXUBjw/ljvg9XyfHj7B7dWajWeAAoV7u8W139Zi0lMucSKTGUqdJ9xvmqiSaAnsyFfAoapYz5q3T3hniBnoEf1pHcOPb8eyZl1Ui4cnOVqFezcTmsIdV59L5UkwclCrKocyQlGDixg45XH06ZzeYfjQR9nz9Zwua/VzmJnl5NbhWYe4AWZKWX7UKI1Xn7+C4y/8fY9PSnP77NWzU16u9pZ6qYQzWN9M1x0bbzN3hKmggHe6mPN+DGwzD9DFYlCXVL7wh0nXkf/Lb0dEvmDmBbIJ3xKlIwI18cg3KgmI1wAy0pxkw4Yx5pMIzUGDDuhGxbeNcL5EvnzcsBqHrBCDeIB7Fa3aQd0riw+hPoMWlcKGMl4R/CpFuxGJWfVAK0oP8EL7b/Ape1mEQ8hAkz1TTQQCuapjEoehic6qTv+HZc7gqaZ78db4/gcN/z9A6/SqN7PpWOKTxz4hdECbOKy7FqtowRm0gkcLlcTPOupdo9jeTRjszvGK8CQYggAYbwG9HVFdTSwlyekkMmI+dr72Af2wm4oxSVtGBOQCweID7QwyC9uOxlLIude9JjTVTW6teSFml2shkHbpou/Ii8ro5ROioefIoh+jAtnE1RWQuacv01hsorm/8fwYD00iimHDce/EUp/MOHMVucJBNhHK5SQMNb3sLkeVfJ7nnDyTIix5HSWwmXCdefXhxzzkfFfg7ShgUr53AJJi13hSXydrkw73ggN7l14kLpnp5wm0aPnVW1C0btibhb/sZQLZgMEB1ukSrN2S4bxYrkBfAcMGBNbFTHq2sTqszNHxKrlOPWWR7C/KwMocnoWePY77xO5i397aOySFTR3H5Cz5QB0PbpHwOw+GaZ5k1NbpPG/aYnIVpkvDf2GzfmA45+QSwwSPeWP6Xj/oHDQf/QZf+I3iAn0dVe4CXAi6wC0waUIqvA3JhVBcYLDCFz6t35Go9/nY7pV15KmcUS7IUlrA/8HwBecwWxZIjZLGWQXvwM0k9Xpu/cyiuodLeCOTeMIFYtx9LwVGkgmMOqutHouCrdbCSeiRn2S1Z+AwBsNmJT5EJc2irHv+OQLEGePDg+81mw3wAAIABJREFUjzc31JHskPOzpJBeeqcKQUmLNFFCOLWCMdu38wwjBGSYBWHKqKaRaWwWj7FKu4wejuFjiABDTGUeZVo1QeFjPzuwYWcGi+niCPt4hVbmUqc15+jFm266ibvu+AOLtPNyjj0e/IiLGAGGCOCjl+OAYCZLeFE8MeY3zdQW02npwKRZKI+XM0QfFqz00UWCGCu5dNwkz2ciCoD0iuO008ayyndjM7mIt0iv+qTDRDqVILj+z0RbyigrnYkzZuTJMCb4Q8OH2bb/VwC48VBIEaayUo73565ZFRbWg67TOutaXA5pl6dsesaOdO41xpEaN2pB81hu3q64iPEsjwAwm2WZCmbZYq6qzAl5ATBXG5ECCuipsW7KWkg0wmD2fUomKW/+fZ49r2sc+JAch5rZ8PYwYLEelvsTZiOvyU8DmW5Jj2E/ZBY+ZV99JHeRPVHqztwjlmEDQqk5gAE+EkXyP7f2BkfvNX3sYqhsbMxZE0kZZi9SHBnZzrHYrngqnfxEMpm482/VG+R1ARAATdO2AHuEEB80PuvAfwMfQirsl4B/Ax4Ans4DICuATcAsIcRuJiiapmn1tSvTxzo3oZ7mjZMuoGLKcl7d/juCg0cxm+2UlU6nu2c7Hk8DnhkLsDg9dGz6I2UzV1IydSkWZ0EOAJkI/IBcADIR+AGnBiDZ8CN7H8oQygEgxvEUNcyGH4lEiFd3383wsHTTrqtfSUPNSqxWFyOhXtoPPkoiESYS85FKRlm07N9xucvRE2n6+trYd+BBPIX10piNj1BaMpXmposxm2w5sGHr1q2cs/IClqz8PNbkqIGXHSKTSsXZd+BB+gf24HZVUlBQTZG3idKSVnTdPC68sJgdJFMyb4rdWYynshXdF6bY20R3eB/D3XtZPOfjmeopZwpAlOdHJDrM9h0/p3nyRRTMlYZnNgDp3raewJ5tuN2V9PXvpvXqz+L2VBv/kdxXbGSII4/9gpLiVnr6dqBpOtHoMKVTl1I6exUxXx+FU2Yb/+fYSb3az0QhyEiol3g8SHFR80l/X7jKlgNAYGIQJKNQzwIIApBwaROCILIvxnFHZyz5EERLQzwaoP2Ve4mFegbDI77VZ6Jv/h5kHD29GglArgauAK4CTMAjwKfyK+lomnYAeFgI8bkzPO5Mk8XelkqMPqRXX3A7ncc3c/DAOjRNxyOKceKmi6NULHobzop6Bo+9QjIYoGbaGgqqp4wLP0B6E50J/IDcFfczgR8gAYiCH0Lperux0m149OUDEFNkNG+IlpSVujp7XmJf118QIoXLWsK0+Gw8FCNI004bwwyQIEaMCNVNq2iafhnOo36EEGzc811K7LUMRo/jMheRjIeZxgI8WvGYBKglzlrqC+dSMTiaYzy7jXK93scrmLFQSDEFeKmkHrthGOcbxXO05exCXp+KqnlYhQ2XvRTT0V4KZy3mxd0/Zp5YQbFWMW7/00l2CM5ethEjwhxWkLpQJl1UACQy0s+uJ79PCRX0cIzqhuU0z7hS7kQ5n6WSHDu0kYFDWymmPFMOEmDh6s8x4u+iqGwKFqtrNOmzKff5C+MDEGAMBEkIWenCS+m4njIwPgTJBiA5xz4FBAkZKPKvBUEAzM96JgRBgBwQcioIAuODEEe/QIg0fa9uonfHX9Ia4gvxWPT/+1s1rl+r5OtqY1s5En5cjswJ0gs8hYQdMaPNe5Ge1jVCiMEzPKajhMqwSkwJsNB5IVbNzvbIk8TSYWw4qKCWDg5Qy2SKipoQCPb7NzPFu5Qa71xM1txQvFPBD5BjaiLwAxgXgJwKfgAZAPJaJSSC7GATEeT9MJW5VDIJs2ZmQHRzmL2kSTGCHx2dVVyegSwHRRv9dKNjwoSJEAEaaMkA7my9+LOf/Ywv3PAlFmm5i1vZ3nxREWY3Wwniw0MxbjyUUY2X0nErMa3RrsmE+RVbazDFBaVUkSBOOTXsYztW7JlkttnHm6goXT0s+tnFi8xnJUU10sMiG4C8+vKvSfb1oKHjY4BzV34FW1iMejukBIFQFy/v+QXNzOQAu7BiI0aEqXWX4PbWkjKlKSqanPGcUPOllE3N18aBICcBIEII/Ayio1OoFY/721T52wlBEFMePDgLIAjIe2VCEARODUKyIQiAEAQTA+zyP4FmTrcFwsNr/xZzg7wRAOQDwPeBKiFE+Az7/hiYKYRYeQZ9qouLmk8kEmFqa5ZTVjqNuQv8/OAHP8Dr9fKhD32Ir371q7jdcgC4XRWEwrn1uadc+2+UIq2HtDHpihWOJntUD/z8FWk1uctMWo11ZGsgnbddXtNIsSljuKttKvGZOi55l18ZCMoA0kTW+7R6eBgDOSGIx0boO7KFSGSQvv7dpNMp6hpX4Rs6RMAnV/xWrbiFba/8NOc6lBS3MLX1HVgdHsLhAZz2IjqOPUfn8c1Mab4Mh72Il7bfMe5/EAgEKC4qY+WK/8ypFJMNQI4df47BoXZmz/zXk1bfyZcf/vCHfPKTnwRg8YJPYrN5CAQ7GRjcS//Aq5SXzWZK0yU89cx/nnZf48kFq2/H7z9G28E/Uj7zXKpa5bCLF2iZ/1YMj3Dw/v+Hp2k2voO7cFTVUb367ViMsqx6FhQbOrCNjo13g0hjcRaSCAeoXHkZpYtyH2L51VeyjdD8qZv6rnSHVJh9C6WSKn95rFdIvoSrDS+QrlwIMlKvIIjxYho9J1VFoGSP4RKnEi3lhb+okBRLaOxJK3CRcYNWY1iFziiPPoeWuX42IwRG3WP5oTpxd+4+S3dF8DfJ32E2fp66L9S5ibzJgtqXnhSQFLx47+dlf4s1bTabb45Gwt/8R0m89zr19BLgeWCaEOLABPvoU5idOso+qqingamECbKNZ6isrKS8vJx77rmH1tZWdF3nl7/8Jddff33OPgobpjNrvpwDqHEQLTImnn3GeDX+81Cl1ENKz6ZsGqZorrFtG1YDU75YRuQXKuxqpN5w3zdUWtkOOTRsQ4lMGKSSeIHZ+E4+BIRFNoh55PYTF8h2TX80oMhIjN6X1+NjgCH6iBHB7iqluGQKx49tQpBmLiuIE89JwAoyFr1UqyI9uQoNnXCoj1d6HqKWJmzYqaCODeK+cf+HSq2eYsqp0Roz27KN6piI8jyPs4BzKdSKcr4/mZw4cYLaWvn8nMkSiiknTowBuunnBClSzGYZm19jqhhZNjPBnsqjRMJDzDrno5jMtqz7XXrpHd/5Z/zDR3G4SvEPHWHKnKsp9jTJNkpHmWRlnq0bbicRl5MYq62QZCLMsov+G5NuHlPtKiN5H9WzXMHyWKGO99cSBPmuk+kZ1OfTSfjqpTjvy4Mnb1toHNcYhxYFleXY8jUZSaaHs6DeSbSX0p8KQGSAsRj1XFWeJBn3agNSqOuhQhnVItH73vMEP3tFPjPtTjnuYxFpxKcTstOUD8oV2/6PS08pFQYpTFmQ2jgXBcnV80P9lq5ND9Kz71k03YTbXbgzGBi+WAjRPf4v/fuT16qrjfwfA0KI953h8ea5KNxux8EkpuKikOFZR9m/fz8ul4tvfOMbXHfdddhsNoaGhigpKRmzj/Om/htmr5xIpuxmYsVyXBS8ZEw8jcSn4TlSbyjQ132O/LpkhxwD1hED2m2V4VwkkhCTYy20TN7bavyaw1Kfm42wCq1PJtIXsVwHT81qIdnXz3hibpZJpbNBSkgE6aaDMEEG6SVNimZmc4wDUm/jZBkXspEHcvZVRzPNzEJHJ0IIG3b2sp04USqoo4QKnhPrxj2Phdpq2tnFYu2CzLZsPbxGu4bdbMWKjRbmjAs8xpMrr7yShx9+GBsOFrAKM1aGjNCfQXpoZiY12uTX5aXXI46x37ybWa3votgzmXixtEMV9Ewe7+Tll39EY9PbONbxLJV1i5g0ZS0WZaaKUd17cP+jGU/qAnc1wZEuZs2+jqKa6QCkDV2odFS02DRmAU+NIatfjo+YVz6TFayOXikBtP2hXC+88URfICv3pLflrpdlEqBCBoSosJd4hZx7+j4jwxUDI1KRJqOG91HWKqSu4MeAWgRXul8t9Bk608imbTK2lxcHqHXLaAbf56T3ip6QRrQCHOqeE3bj/MwKsMRJGRV39Pmy0IMWSRjHV6Q9nbMPskKyFJiMRIZ5pvdX8hJY7LFEMvbOdDr9MH9D8kYAEBPSJe+XQoj/PYN+lcBh4CIhxLMT6WMyma4wm5wPVVcvZlLDanTNlJlYv/3tb+fBBx8EYP369ZxzzjlMXfFOwscOEokMEo4MYC+pouGi6yiOy6zQ48EP4JQA5EzgB3BGAGQ8+JHzOQuAJOJhhk68Skf7XygpmoLTWc7BQzL7sW6yoKGTSkkNs2DuDdjtRUSig1jMTiwWJ5te+DpWawFLl32OZ5+R4RwtLVdw6NB6zj1HxtyfDFqcd+5tbH7hm8ye+T48hXU538XjIY52PEVf/27mzbkel6v8lPvKl/raFQz7DpMWKaJRHwXuakpKWikrmXbG+1Jywerb8fk76DzxAj7fEWpXvxNvw8wMSFKVTYaOvEL3xgdxVTUy0tlO7eprKZwukwGpHC/ZAEQIQaSvk+HDOyhuWYCjpJqk4U2YvXp4KgACp4YgZwJA4DQQJAuAZJ/XmUCQTF6P1wFBQF7H1wJBgBwQkg1BhBAy4ZluGheCpFNJfJ17ON62nlh4CKvF0hGNhpcLIUb9eP9O5bXqaaPvA8CwEOJDE2xfVVhYeK8WMK+YwWKcmjtjYD3++ONcfLGMt122bBmbN29m1qqP0b9pHXGi+BhAQ6d6xRWUzV6Fq8dYedfPDH4AEwIgE4IfMCEAMh78EELg797PiYHthIY6qaKePjrxI411s9mRqealDOggPnR0rNg4zkE6OMDKSR/hRGA3h4deoNmzlH7/AeqYQqVWd0rjdZI2lQQxpmsLc7YLIejhGId4lWomMVmTBuZEDeGtW7eyesn5WLARJogZC6VUUkoVxVSga/prMqrP1S6nk8N0cpiS2jk0t14KLiOTvvF/R2I+Dm6/l1Q0TDqdxFVQQcvMa9CNjPt6XOQAEIB4OMhATxsANfXLMnBB6YdxIcgEAAjwmiBI+GpZ0fS1QBCbkaz/rYIgQA4IORMIoo4hUik0w5PTHBFjIEiiu5vufc8weGQ7GqRFOvWBtEiPjZv9O5TXoqs1TZuLTFI9Uwhx8HTtjT663W7/bCqa/lYLc6ikPjOxTqfTuFwuolG5snz06FHsdjuLK1cSIkgQH3GilLqbmFN3FbpHenqk7FIHngqAnBH8gAkBkFPBD2BCACQiQvTTxRH2Uk0jOjpHkMkzdUxoQAr5PFrJZaRIEieGBSs6Opt5jBom08QMnuURnLgppxY/gyzQZEjgyXTiCu1iXmYjS1mLVcstihkSQQ7SRpgRFrI641k2Ef0ai8WotjeQIkGMKAnieCmljCrKqM6Ev5yprl6jXUM/XRznIDGizJ72LxQ6q0jbzBkAkrAKTuzfSPeBZ/F6GwkEjjNz9r/iKmsAwBxRLsbGi66RTqcIDB6mf3APkxvWYHLIhUel/8YDIMApIcjrASAwPgTJASBwZhAkzw37rYIgQA4IGQ+CCJGGdFqGlmp5D8RkkkQ6Rrd/DweDW0iKODar9alILHL5mS6yvVXyugEIgKZpS5EJmsZ3GTh5n3lCiB9PoK3d7Xb/0Ol0/sv999/vXLFixZg2gUCARx99lIMHD+L3+/nBj35KYUUzJdUzsdjcuGqaiBiGckGn/IOTdvmHhsvla8EJY0JmVH9x9snBpB7OqtKFMgZU2IK6+dRNpyRUoWcmguo79zH5QIlUGMl/8gzr/ImjkszEMpai6+AmTuzbgNfTSGnpNPbslcormUzy7W9/my9/WQKC8tJZ+IMdWB1eRgIncBVUkU4lcbnKaWg8j6Ptf8Hv70DXzcTiATyeSdTVLKW8bNZpIcPdd9/NjTd8gYXzP5azvf3gn4lEh5ja8nasVtcbUrHl9UrT5As50bWVsrnnUtqyCM0lE1Apl95EASRHghz54deZO/sDBEe6GBjcR8WHb8wAD5XwNvOf5xmd8dyw0TH/X77kfK/eq8m68QzPqJvMipl8LdqXC0OGpxmJliJizPhJOHINy8z5eox2xkHc3aNhXZC1Kpd5OGWfPDknmL/vDDDJ89CIelXIgPF7DK89x4DIrAaqe1JNRNVkw9s+FgAJIehujpGORant9GY8g2ZfezNWt1zNzk4QW9ARJRrzc+ToBrp7ZPJDs9maSKUSV6XT6T+POcDfmbxGPW0HvgD8fCKrsCaT6VKbzfb7f//3f3d+5StfMZvNuTkQhBC8+OKLbNy4EV3X+do3f0QqEaW2+Vx0s5WiiqmYLXZG6qTh6m2XN4Mahyr0wGaEEsY9Fhw9cmz0z5NGh80vB6SC1EqfK+BpM8IRFThR+l8dw90l3xT8Xk5k06tl4tGkS7aPFpko6JCDV4VEBCZJfR5oNFa9XILY8eMEv/cb0qQooYJJTOVp8RAAzz33HKtWybzfLgqJMMLHbvoYd9zxE2y2QuxWD/FkiBnFa/BFOjk6uBUHTgJGqboqJjGN+acFDYFAgHJPJXNZkVNqOCSCvMxGZrOMIq3sDakC8Hpl3759zJk2j9KqmdRWL8NSX5/zvdIr7fd9FyduGpnOMzzM4tVflFXSDMmU007l2Tbp0XCljOhjw13kThh/u9qV4fEjtNHjZRZBjHFmXbc1p0/oWgk9lI7Nrw6jdJ2epbMUoMiEAkZVW3L6KPgnMiGyxiQxKk9K6XPVLm3WRnNAGecfKTPi8efJh4ijTNqwqb0yUUflFrldJa6OF6h4TvmiQHbpj8cmFO65YQHRwR7q7j1GJ4doZxf1S95O2Yxzcn6zxQiTtN/3PD105nhDFbo8vwuE/B8RQozNLP93JmeqqzVNuwgoEkLcPcH2FYWFhfc2NjbOv//++12TJ08e06avr497770Xn8/Hj27+Of10UeOajsdagdteRoG1DP9y6dHhaZMAQhvwATC0VsKK4vUy8XKiVbYz75Th2enp0iNtpN6wxRS0NqCefSiBbbcMX+m6Vob9ZsJgjTGigLblLxK4mafKRPbxcvkcMEUNUL61Led3mYoN28BIYpm0QLvvebqCeyilmirq2SaeAaC/v59bb72VH/9YTlMK8GDHRRAfCeIU4CVGhApqKaGSg7QRJULMqBpfQgVNzKRQKzqtjm3QWkiTYqo2P2f7y+JpPBQzmRlj8jG9VVKh1RIhRKNnEZX2yYSW54ZmJ506vq59dG68h7mcwxH2YW6aTOOUt2X0nckI4zeFDeM6r+hEwkiQquBs0gh91JKjXshK3ynJt1eV/lagxNkjx4TJKD1rNrxAsxN4q+e9Oi8trypL3KvcxeXBjl4ht7uPGKErhr07MsUAFs7RhZdURCpuLaFWBuWLbcBI8OtScE+Bb6OZNXfhMe2V+/aWjmDS5U6cP5PjWoGdDKQxkgenva6c806/sod8EUIQqyvEpJkRx3p4lkdwW8tYVv8+WS5XQcm0VNjJY52ZXDc+ZNS0w+YcjMTCfxNh5m8IAPlriqZpUwoKCtadf/75tb/61a8cXq/3pG1TqRQeTw3WolLq51+J02645FnzQEdnmkhwgANb78JsdVB5xbuJ9HZSYZ6M2WIfF4C8FvgBvKEAJBbycej5u9CT0NpyJS6njLnNhgw+n49V53yCIu9k2g89RutUN9t3HmHWkg8z4utCQ+PE4ecIBI5RW72MirJZ+APHCIcHaKg/N5NfQ8nJAMbqlV9h0wtfZ0rzZVjMDkpKWkklY2zd9kOmT72GIu/kswJ+AHg8DUyedAGmRQbJVatqWQAk2L4H37pHWbTgJlKpBM9uvo1pn/s2mq6PC0HeUAACE4IgEwEgMHYMvR4IMi4AyTrPNxKCqN8wUQiya/fv8AeOIawmXDWT0foChEK92IormHrJTZl2Wkoq9nQyzo4/fZWqsrlMnrSGZDJKODrIwUMPpjQt+cORkZHPCyHGz1L8TzmlaJpmcblc/+twOD5y3333OdTk/mTywx/+kH//5GdpXvpeistbc1YYgrVysHjb46TTSY4deooTx55n+ooPk0olcMasFLiriBvVtN4IAHIm8AM4JQAR6TQDLz5JYNMmWkemUZW1spotTz/9NF8673bixNjLNpIWmDvvekxpnWjUB4M+dnQ/SC1N1NJEnAh+himhfEzc8qmM6xqtEYE0xj0U49Bc7Bc7SBBjprbktP3fLPnVr37FFz94C7O1paRXzSNWnJtDQ+mUbff9F7NZikcrYbfYgnvGQqrrl2banQqAwAQhyBkAkOxjviYIcgoAAn8dCKL6vBkQpF900cYWLEUliFSKqkApxziAye6i9W03Yi+tyvxuIQTWkODwjgcJHmpjOgtw4CZBjOP2duHXBjqDkeAFQojRkkb/lDMSTdPOczqd933yk59033bbbRaL5eSJQf1+P16vl8lMp5YmnDWT5BcWOfh8y+TKs6dtiKFQBzs77qfOMQPnBecTDQww+VUzyakSZJ4J/AD+KgAkH374GGLXwGN4kl6mMAurZh+jCzs6Orhq0nvxUsY2nmb5hUvYs/4Qk5lOEB8mzOxlGxo6DbTIRMsMkiZNndaUs69T6dnF2gW08SLNzMSKnWKtnIAY5hWeYylrsWmOs0JPp9NpLCYLK7kMR6UEW8FljTltkk6dzra/kN61jxnaIoZFPwfYyfyLvvTGABA4IwhyJgAE3hgIMh4Agb8OBAEw6enXDUGeE+vQ0UnqaWoLZ9Ll240gTZV3FtPKzh/1AkkkEUIwEuvlhe57MvohRgQ/gxy27E6ktfRN8Xj8rE6QelYDELPZ/G6bzXbnt7/9bcfHPvYxXct3wTFkw4YNrFmzBputkFgsQP2CK6lsWZHJ0KsMBaFBeLCLro1/wh/oAEDXzZh0Kw5HCfFEiIqyWWiaRmnJNAoKatA0jWipNMSU4RQpNQwMlRfGKK84ekPKV7uRRlAlGHP2ypGukky6jM+ZUryaljFa8vcVHRliz4Y7qGheRvX083jx7s9P6BqW1czBW9FKVd2izLZELET7rvtIJWPMn/4BUqk4h488ibugiqqKeaPX9TQA46GHHuLuu++mvb2dI0cCpFNxCgvrmdJ08YT6v1lSVTkPr3cyzpVytSls5DDSDYiVtkE6Eafz93ei6SYW1b2H7TvuBAQV5XPoMXcS6jgA8QRF3iaKr38/JruDtGE3qJKckYrR/y5tM6hspyp1Jb/KlHfNv+3y3a0Tua/q4a+y5qsxoyZ5ytNBfc4HMmo/wcnqvPQs+JAb55c0FG5ChaAY5zzqJp67T1VWNO4xXFn9uQa9MsyTxkQ0oXRw3hhX11FdC5VsWGijD7VUOIzJYqfweJyXtt9Ba/PluFwVdBx/lr6+NopnLifQdYBZdVfg83cQCHSSTEXp7dtFOp3AanVzzrIvZa7Lhqe/zMDAAO9617vCL7300sFgMHjZ33pprzdbNE2rKygoWLd48eKme+65x1laWjpuu3g8zvLly9m2TXrflFBB44r34HJXZHJoaEmBlhYkEmH6Nj5IO6OGiYtCdHSiRCijGgtWCoxEcCbNTHqVobuMCW2oSuptdU8o4KkMppgxXl096ZzPCiSqMWcfSOb0U8aUmohaA/L7cIUVIQQHt/2RmK+PSWvfz+7ffnVC13DDhg28/R0fYOHCm0aTlSXT9PTtYM/++1nKWlxaAf2iix6OM8sAF0pOZRj39fXx5S9/meHhYR69/8+UU80APSxhDRbNelYY1QCbNm3i0pVXslg7n9QFsu5r0mnKGLzq+vce2cKRA+uZE1/ICAEO0kYDLUQbihjs20si4seClSkL3k1xWSvmkFRUSZdU2Erv6Hn7TeeFYYh8KJ0QOf1Ve2HSsA0bx3CoBHa5gEGJWjBRkEMl8D1ZmGTCnevynQ8slK5UYbxqrKuxqRZqEi4Nx4CxaufQjba5D6Fwudw+YiRXtYTUOWP0M7aPqHOTr8V7Da+NIdkwbdFIJeOkzRoms5WhB+7GzxDTtYUMih7aaaOWJg5a9jLn3E+RenITfobQ0TlGOzYcjOBnBRfj0FyZ8/tL6o/ccccd6S984QuRWCz24WQyeQ//lAmLpmm60+n8qtVq/ewf//hHx9q1a0/a9qc//Sk33ngjBXgJ4mNO0YVUOaZkwEcmUX8yxVCsk5f7H0AYN4oDF0mSWLFhwkwJ5eiYqKAOp2bAiXwQsVp6oFiMJOcKTivbIOmA4r3yHgvUyz7Fe6XBMFInV1M8e4xkkWYVLiH3oUeNPEwnjDAYo7znQLyTncENzHCdQ4WtkccHfnbaayiEwKUXMJtlYzzqdrOFYiqYos0iJiK0s4s6puDJgtWn0rVCCL7//e/z4osvsnXrViJHUvgZpIkZVGr1p+3/Zopb8zCTxRQ1yEXFkblGkQBDpSRtOrGwjz1P3UFp2XQaj3nZyga8lFCAl0FvhECwE5FKUs0kJl3+EeyPSpAVv1QmZc2Hx0pG3i0hstUv/8eYVw4Sa9CYT6mk6HmLdAq0eZ87BkCiUYbUR0ttOe0swdyE12reF/XqmcUVJY4HJWjo/qwM9wtOM4BJzNCxIQNeK1jtkbaCtUuO4QzUk5Es+FsM0GI8DyoNjtx9vjwn3W6cW9JYYPfJ/aQKDBjojmM2QmriUXlQ90tScdc8buSADIYy5y+EICFiWHQ7qa5unhR/4gKuJk6Ug+wmSpgCVyVm3U550IufIaKE8DOU8YKqYhIzskJsn0jfy549e7j88svD/f39jweDweuEECOchXJWAhBN06xut/sHBQUF71u3bp1z3rx5p2y/e/du1qxZg8M+g6MdTwFQ1rSE8tZlhIe7KW5ZAJrG/sd/wkjPoUw/p7OMAncNVZXzKPI24fMfZdh3CJFO0dvfRlnJdKY0X5IDQP6a8AMYF4AIkebVJ36Eu6SOSQuuGpPfQUk2cIiTALqMAAAgAElEQVRGo3zuc5/jzl/exexVn8BuK8xpu2PTjyipmklNwUzaXr2LdDqJxepm3uwPnnK/40ksFmPWjKvRdBPVlQsyiVHfLADS8pXvgBDUbAyPe+ymyRcSj49QfvE1pBIxjmy7F91mp+r8q9E0jbRNKoKRHdvpe+4xVsz5NzR0jnZs5EjHhsx+dM2M211JxY0fOy0Agb8OBHkjAQhw1kKQyMAJhvduJTE4SDIWxmSVRk6wW4Y318y9iJ5XnyEZDTJvzvUUeaUB1X7oz4jKIsyOAo4+dzeFhfUUFtRQV7uC7p5t2KwF1FTnTh43PP1l0uk03/zmN1Nf+9rXRqLR6DWpVOpJ/imnFZPJtMZut9938803u774xS+a9JOVUkPeY5dddhmb/7wFFwV0cRSA2ctuJBELUuCuweEsoff4y+zfcx/Z+WlLqMRDMY1MI06MbjpIk8bPACMEWMbb0M81stm/hQCk79AWju/4M9Pe/SXMNgclPxsbDpBvxK5bt453vONfaGxcQ021BNVqxamvt439R9axMnEhR9nHCY6QJMES1uRMDsfb73gyX1tFEB+lVOHWCifc742S81feBghMm0dXZdXxBwcHqSit5FyuQKxZRG/PDjqOP8f0Re/HYZUTJmHSiAeG2PXyL2gNtVCqVREQw2xlQ85xTJiZNv9fKSmf9qYAEOAthSATASDAGw5BYvYkvk0b4VAv8dAwppSO2eLA7ztKMhHFU9qIu6iezv0bKKIskwtBVdeYe9mXeeFRGbpYRjUNyDCATo4wg4U5ZYTVOHnllVe49NJLw8Fg8DcjIyOf+qfX3ulF07TiwsLCB6ZOnbrgwQcfdFVVVZ2y/QMPPMD1119P2XAdBwwIPa1wJYWOSmKpMJXuFhKJMM91/4Z4etQzs5Ai3HhpYAoO3PTTxQh+EsTp5TgtzKW2ZI48pzOAH/DGApB4OsKm4XtpcS6mxt5Camh43OuQrRt7e3uZUTOfZCrKQs4je0FWCMEG7mMxMgHUTp7HgpVSKmnWZp1yv+NJb28v51SuxY6TSm0038Sbpasv0K7OvNeN0uLZx67QaimjmrqGFUSSQV6JbqSsZg7Vk2QepKRNJ51K0rX9MSKhfuYOTCctUuziBQayKg1p6FRQQ/Pln0DTNGyPSOjxWiDImwFAgL8JCAJgNqdzIEjwyF5Sz7xMOOEjlYhi0e0k0hECiQFMmplp3lXsGvoLQA58flk8zZTSlRwPvUpP5ABeSimhggrq6OAAFdRkKr4peSJ9L+FwmBtuuCH64IMP9oyMjFw40QT6b6acdQBE07TqgoKCPy9dunTKH/7wB2dRUdGE+16w+vZxK4RUzV3D4MFtmFImFsz9CEPDB/EU1vP8lpPnlxoYGKC6ehJF3iYSpVY8zXMoKTMyEStXUsNlTw3USImyrIzfYng+5RtUarKojBVlUJnyDSzjRk5qSY48/TuiPZ0sX3LyKpTZk/4dO3Ywf/4C5l30H9jcxTnnnTZD184nOLHjcUwWO9VTVlHdvJKX132N5Us+h8XiPOl+zzYJBoOUNrcQ75NKdfXKr44ps7tk0afZvuNnlJXOwO/voLCwDp//KCVXXY27ZTpoEO44RO9dv2ba1GsoKZaulIlEhOee/xr26VMo+9SHEL4oustJZt4RzXX/tQ7JJ3bKZkz+DZc1YYAQPWJMnEKGwWwUqst4Nxh6WEEF5RoXLTPaKVc5o18mqdxoGfccyYSlqITOmQmgfFXlE5WRGzUWKpzG8ylqLOTHvYZrar+aIBrHVUmt07nnrRR9BhKq66WeS3rucUXedlMMDj/yM6yFJRTUTeE3X/oQfr8fn8/H2rVrCQQCfPKTn8TpdGI2m7n99ttpbm5m1Tm3sGfvvTgnt1IxbRU77/tvGla9G3dVM7rJzLaff2b8C5UlTz31FFdffXUkFot9IxKJ3HY2u++9laJpmuZwOG6x2Wz/cf/99zvOO++8Cfddq1/LMdHOAXbmbC8rn0UyEcE/fIRZLEFHR8fEC/EnOJWbdo3WyAh+7JOmYLLYaW66SCZYzAttUInUokW54QsqmaQKkVSTRu9hqcBVyXEluuE+qya6Sk/3LjYT2LmNgT/+gdksoyTPKFCSb8S6yxrwVLVSM/+izDYVBhbrOMqBjb8gGQtRWDSJ5lXv43jberyHozRoLafc79kmX//61zP5qRZxHh5NVpPIPu8irSxTNnIEP15KSRBnxoWfBqRR+tIz/0tJqJBW5qJpsiLMPrZzgiMsXv45LFYnJs2MyWQZTWqadxebYrlGrhJhyioLnlJ6PNdVWYENZRhr6rltbLeMyHGTtOeGkwoVemnJBS5q0cNmVC1QeW7y7Qs1njMAJC/ER41vBUPyEwKq/WTCcw2oYR8yQmSMCYLq77xMVjXsfVVOFLxGOd3BBfI8ax/XGDyxm+N71lPdci4///aNJBIJhoeHqaqqYvny5XzhC19g9+7dFBUVsXr1am688UbW6tfSLTo4VHiU2Vf+BydeeZxYaJj6+Zdjsbl48a7PcjoZHh7mne98Z3jLli0HgsHgJf9IVWLOVDRNm+9yuR77yEc+4v3Wt75lPZUuzZdV2uU8x6Njtje453IitIciUUYrc/AxSDFlPCMeOem+XnzxRVYtO5dSqgjNq8C7dCVN7bnegqq0eLhSnmO0OHdBRtkMaiHIZkwaC49KY8MSNEIajLKk5mDuYqHeK0FHNDrMK7712JIWZmvLxj3ffH36f//3f3zs+k+w0vEOTGbjGqrQgnSKHaEn6U8ex6LZmWZfgkMvoC30NMu4MAeWnO16ur29nRktM0kQp5Qq5rB8TAjnLG0J7eyilCr66aaKBjo5yILVn8fuKCLl0DnR/gz9bc8ym2W4NLki5xdDvMRTTGY6DbSSJnXScuGvRRQ4Uc9spSvDFdIoVV7F+cmnY5cZiyeZUD4VdmiMPyNkW/X3vCTVTf950vOl7HkDrqWVzS+Pl9q9/5Tne+yrRqJooxJt7foh4zwMHR6T4zntlNeo4z/leGu4TSrveJmcqymv0dgX5PhOpEwEXpQTh0n3DyKE4Ol932dS6RK++4vP4nK58Pl8hMNhrrrqKjZv3sztt99OWVkZDoeD73//+1xT9GGiIsx28/PMLDofp8nD5t7fs6TsGlzmIjRN47HOH5zy9wkh+PnPfy4+85nPhKPR6PtTqdTZkcTGEPPpm7x5omnaEqfT+efPfvazhbfccov5VKuJ+XLB6tsRQrB4wSfp7HqBrm7pTqXpJrp3yMXcuppzsFrdVFbMPe2kvrS0lMULbmJo+BB7996HpaAoA0DebNFNZjx10/EdbWP/gYcoL5+VWfHOlgtW3555v+HpL+MubiA6MpABINlSPWctHk8DTm8NVrOcQRd5GxkcbqeyfE7Ofs5WUeV2rWWVGQCyd/8DzJh2bU47t6uCRfNvon9gD7puon9gD/H4CANPP4aruRXNZCIZDOD1NmbgRyDYyY5d/4eGTnRPO5rJhF5g+PySOyF6q8UUGR+CCN0wgnUgLT1Q0lYjJ4ZJ5uEwRSWgsITAPiQhSLhSQhD7gIQgVp9G3CuIlgns/RpJh4QgpoSEIOo4aYuEHlpSQhD12RIyIIgANNlW6KPHVaWeM9v1GKHuIzS87X2YbA5Wrsytkl1RUcHjjz+es+2C1bczOHiAwaH9TG5cC5pG/aKr6HzxIVLxCE0XfoQLVt9+2vF8/vnn09bW5rjkkku+2NHRsVjTtHcJIUKn7PQPJpqmuQsKCv7Q2Ni4et26dQ5VEnUislaX92YVDWjo7OeVzHf9faNeAaVUTbjU31TmM0gPPbqgu/1ZmpsvPoNf88ZKwax59P7xLk5wmIgYoZJ6zFruhENdA5DGcEXrCoaPv5rZpuCHJSSwlDYwb8lNpJJRrA3SDbrmsIUOjtBALgA5m2W1diWb+DO11cvo7HqBl9jIanHlmGszn5X0cJwIITR0upGhqn5fBx5vAwDxWIAmlmXgxys8hw9JhWNRH05XacYgfC2iIIh61eNpCUEMPaolBcKsYYqmSdl1hEVDS4jM9oTbjGUkiTmayoEgWkIgLBqmhCBlkeGuaatG2irfxzxmbP4kllCKhMskSznHREYvkhaga7KilVnLgTUAplialE3HFhDECrWMXo67Nawjo/tx9aYJVeikTRKCRIt17ENpTDFByqZl+ocfrcB5WS8VM/rofbUcX4vAe0CjZJuZwQVJOi8SRP9nD+WTFlPesJDVq1ePuZbf+c53cj6v1a8lJVK8yktUBeT/WTZ1OUef/wM7HrqdqmnnsuQ9gi2/P/lCD0BRURHr16933nbbbTO/9a1v7dY07RIhxMTKOvwDidlsfo/L5fr5L3/5S+c73/nOM+q7Vr8WKzbms4oO9jOIBGIaGh0jOwCopBa75qQS52l19S3Lv8MCzuXIVSUEHryHBjENssIlTwY//hpiN7kpMBfTmdxHu9hFFQ24NU9Om2w9DXIylyROigQmcvWWrunMda1hSOuj2FqNHpU5ElKkCDOCizyX3LNU1urX0ia2UEMjR9nPAN0c5yD1TMlpV6nV4xBufAxQgqADOdHvaH+S1tnyusWjQapoyMCPbtHBHmT46zD9TNamYyIXEv9T3jgpXNpP4MUyjr6jBO/vdmExOWgsW8YP/uN5Ht/1tZy2a9asYc2aNWP2cZT9hJM+7P0J7LUFTCqYz7bBR7DoNhaWXMla/dpT3veapvHRj35UmzdvnuuSSy75ndvt/n4oFPpPke3e+xbKWQNALBbLB1wu1x2///3vHVdcccWE+yWTSZYu/gQjI90c7PgLqbhc1rZaC2huupgTXS8xf/4kPv3pT3PppZeSX5XgVLLphW8CUDRlHhaHJ7OiosILNCO5pJp8ZhKjGp4dSWPl2yoTY2dW3hMuDT0hXbIzics0jZRVy4RVqESWllAaPQFeZx3pmReRLDDz6p6HKHe30DT5bTIz7ziyaP7HiPh7sJSWk7Jp0l1WGMnPhPQ2KayeQtqkkQTSIkUw1kdp6m/LmzQSHUavK6ThG1/n+Jduwe2uHNNGTXpXrbiFzS9+A2trI+xtR/OFSd31JE5nGdETL+DxjFYd6OvfTU31UvwzrWg2G1pcrSRqEDaBychErZx+ojpJl8Ac1DBFNNI2gSmqyfYRfdSNWiXF9RngICW/SlsBATGDVRVIu5+UDRz9o+7PaoylLdK4VV4jqjSiGj+qfX45WFXe29mr3L/z2qXU6qT8rFyd1XblCm1WrtEGGVeEPHMPGF4iatXRFs/yhDKOGSmT95JtWF5GtaqjP7YDr7ue8naAiZX/3fD0lzlv1X9z4KCdUIUZF+BpmYunZS7hZ55j3wPfwbPo3yYEQWpra9m6davz+uuvv+Dhhx/eqWnaGiHE0QmdyN+5aJo2ye12P3nFFVfU3HnnnXa73X76Toaco13CCH46S4cZHNib2V5HM04K8Fd285nPfIbrrruOiorxvSfGkw3iPgA2btzIFVf+K7rQMUXlQI2U5a4upc1Sp6qxaAnLN4F6M+bI6AqPloKo14TNnyJl00fzUFg0UnadlHVsEsyy7SlICxIzLiZa76TzyAE69j3JfLFqTLiKkvO1t+PnBbyTZlLQoW4e+aK8E5JeOUkwGaE4XdPdJLrt4Bvdz9m+qhgljAkTk1svwmxzcuzI02PgB8AGo8pBpVafiQh0OsvYv+W3LGAVnRzChIbZmIBECDFCgDmzrqO3fycuVzmaEKOJ8jL5vwxvCyO0KAMOVL4V5SVnyfXqU+1MRslNVUYwZVaxgPLFYiTTy6zcGf3MmYR8xnYVNpVU7tqG16DhTaLGlZ4Qo54oIsubD5kjx5TVNu4Z9RjR0oJwufHZOJbTKBvdvUJes3hZEkhTukWVkJTQTUuTgdS2gCBthsQfywk2aFgAR698roRqwTpgpv5Lm3iOnUyhFEfbxNjDE+l7WatfS51oJjq1nJQVCoddzJ7/IcSjz/Jc26OItgOsvWfLace0ruvceuut5rlz5xa/973v3WixWD6eSCR+NaET+TsXTdNMLpfrf8vKyj66fv165+zZsyfc93zt7QQYJuBN0O4bDeErpIgmZtDGFt73wX/lwx/+MMuWLeNkufnyJfv/dLiewOwowNYuocrwOTLMQ0sJ9IQgWqSjx0f1sfKG8k82Sk8fyg0TUN5PWkqFzxi2uU0a5yp8DU8V5qA00Ct8C3FG6kj6htke3sTk9DRqaBz39zyRvpeZ2hIsWDGb5DNPsxuFDOJGyENjHSXUoR09AbrOyBQPiW1J0unUmP2dzRIhRBlVrOBiNvMYhYz1wlf/5QLtXI7RjgkzKZIMn2gjeMJBhBB+DlLGzEyfbjqYzgICDONl/Dxhr1dOFjJjBSJXydBnFbKSLbZHc/vZAHOJ9FBUnndKt0fmTSLSWo6eTFN4LE680ExwekkmBNJ6bAgtnIJUCnNDHcIjF0733SAN3OKdUu9GL/Jjwo+2xYMwQf1vDsvjFMr2absVYbfScYtsX+iMUkiClNAYuB2SKR0YIZ2WY9/z6wK0n5Rh/ngPFj1Fj78QZgepu6aNdrGLMkpJ7d4/YVvhifS9LNPeRh8nMJeXQjJJU8lyJhcvY+fRP/FUz52s5vQQBGDRokXs3r3bcemll37qwIEDCzVNe4cQIjihE/krylseAqNpmu5yuf7X4/Hc8MQTTzinTz+9l0UqleLZZ5/le9/7Hg8//HDOdzVVi5k06XxsVkkpXq8Hw3nn3sbTz/4XjZd9hJLSqQBEygxjxpjMjgEgKl72JAAkU00kC37A6OQVcgFI9udwmU4yGqLr/l8TDvVRXjYT3WShsmIeTkcpoXAfXd0v0du3k2kt78Bu5E9R8cKZnAzGA0FlcxcIutqeZGDfC0xpupjioimYzbmTm7PFG0R6+6Tp7WtjJNTNsePPUfrud+G/71HsNg8L539MVpVAnrPyjEmmYmx6/uvY57QS2XMAEYuj62Z03Ux15SLqapdhMtkwmWwcOvIXotFhnP91HQBCV5asilfKzfehR5XLpfFf2vLajwNAYHSsKOAwHgCB8QFI9vcA1mDudyeFIMaxTgZBVLy42q6MDBWLq8avgi6pPAhiDeTuT/UfD4Bk7wckBDl+7y+oM02jqvLkuX9ONhZnzXgPBw8/TsvFH8NWUELKppEIB2m761Zami+ntmbpKftnixCC7373u6lbbrllJBwOXyyEeOG0nf6ORdO0ZU6n87H/+Z//Kfj0pz990qTU2XL06FHuuusubr755pztbncVLSPNFFE+YU+P00ld4yr8wx0smn8jMD78gOzJZC4AgVwAAmAzYoyzAQgwLgCB0XtscIaR0f22X9LBAUqowIaDArxUavUkRJw+TnCEvRRRRuuq62X+onz44RxdITNF5LkOJbvYv+W3VIUrqKIel5ab3wnODiCiVlCDwoePAfazA4ejmNLyGRzveI5FnD8mQaDqs1tsATR6OJb53o4TNx6qaKCECkyYiRDiBdazcumXsFicpG25lQJUWEo+AFEu0vm6KR+AZLdVsCQDQewq5FF+tvpUQqZcCJKpGKMgSFaSW/l9LgRRkg1AcrYbY208AAKMASBwMghCDgTJvg6ZPFbGPRNsMHKIyPkqoVoI7X2V8G8eZJF28vC3k43D1dqVbGUDZSsupmzqMly98gS2P/o/hAiwmisxaeYJj+M9e/awZs2acCAQ+EkoFPr82bLC+FaI4aH3wIwZM5Y/8sgjJ01KnS2RSITHHnuMr3zlK7S15ZaNbWIGdUzBbORjeb26Zbl2ES+wnqXn34z3kFxhyQYgMBqmeDIA4jmSe/+q783h3NC2TL4dw95V8ENLG3qgW3qODXft41Wj5HIx5ZixUEsTFqz4GeS49SiBeD9zWI6nUHo85gMQMUlWxNGOngAgNr2Wve0PEO3vpJFpFFORyaeh5GzQ0yB1dVIk6eEYA3QzQDezWEobL1JNI9O1BZm22Xp6WPSznx2kSBJBropZsKJjoooGGpmGII2OiZ08TxFlTNJa35LfeCoAMp6cCoDA6LMEIF4o741sCAJAyhiPp4AgANoW6X00HgQBciAIQMowPCQEIQeCAJg/Lj3ie/yFiHSajmu/xTzOGePlpORU47BRm4qPQRaWX4VZt4LDwVCkk609f2Ah5+EdJ5T1ZBKPx7nhhhtif/rTnzpHRkbOF0IcO22nv6K8pQBE0zRnQUHBva2trasfe+yxCSnqY8eO0dDQkPm8cuVKPv/5zzN37lwqKytPGSt+JjI8PMyKZR/F5Sxl99EHqZi1mpLWxUSMU7QZE9iYAUcdKgTMOLy/Vd4cFp9BptXKu5FfIT8RpkpaloEnzlELLLPqrhKbGa8jvYcJDB2lY/efmTn9Pfj8R+g88QLls1ZTMft8rHZJYEx5OVMzCSzV5DvLC62/YxsDB7ZgCiVZMO+jOf3OFgByzrIvsmfffYSKE6QCQTRflGQyQsV7r8O/6RlMBYUsLr4WTdNzAAjAzrbfEAr1ErckpGITAs/layl+IUJ373bC4X4wmdDtNoquvJTCxXLCrOU5xujJXI+I0e3Gq3HN80NTlOeEyv8CYB8yEoQaHkW+Fvm5Yqux3a4UsHzJjwFXx8wvSatKziaNlC7q1ZIHSixG4tHsxKmZhK1GG/dxI8lpgdynfVgeRMVKqnMJVxjfK/2fBWggy8vD2L/V8DBRcEVLw56f/BemFFSUz6G0ZCrBYBdFRU0kExFGQt3U1a4ATj4eW6ZcTsexp6l5xwdx1TRiDcDhJ3+N78hOzj3nVkwm6yn758u6det497vfHY5EItf/o1YeMJvN73Y4HL/4wx/+4Lzkkksm1Gf16tU888wzmc/f/e53ufjiiykvL+dMcjudTh5//HG+cPFXiBKlxzPEgsU3ZSaTStflly3NzocEYDdK42aXPc0Y0XlTqXQm10NuQsl8varHjHskEaK/aycdex7DgpVZLGULT1JaMpW62hUUe0bDGfMnzepVlXRUiTz92jBd+zYyeGQbC1mdU5HgbDGq12jXcIwDHLUepsBTR8B3jGQiTAW1eKcv4eihJ5k57/0UbZHx1NmG9YDoZi/biBHF6SglkQhTVNxEZZ+bLo4yrA+SFimESFFZOY+pDZfmAPuUKpmYGDsPVvkBRH4yUUMUPNHjucpdM9znVP9omVRuqgyzFst7GKjxowzldG6i6WxJueW+FMBJKZCTgSC5CxahagNkGPq44Lg8ts0nH1ThSqnjVMlnJSqBZHCS/Ow5mJuPLFsGDacBzXjWFe3P9Zbp2PMYfTufwZP00MxM/Axhw0Ex5RxmD83MxKxZTjoel2sXsYNN2JcvpmzNpZTugZHhTnZt+B7TWUi1NinTdiJjemBggIsuuijc3t6+MRAIvFMIET5tp78z0TStpqCg4Kmrrrqq/s4777RbrafPr/Dkk0+SXRHmfe97H9dffz0tLS1UVlZO2MPjdNLR0cHFk66mkGK28CRL5n4cfUojAI4BOQD9k0cNBnenHMvqXlalPfMldZ6cnGeSX2oql5Mc++ZhOWlMelSSNSOXWXB00OuhGEII+oIHGIocp2PoJZZzITt5gShhmp0LqHfMRE8b97TJlLMvETUMPiNsXyuVYDfUWsLxQ8/Qv28zxZTTqs3NOfezRVcv0dawm604cTNMPymS2HAwk8W0sYVaJjNZk4vT2Xo6LdJs5jE0NARpUqQwY6GZWQQZpptjxJHX30kBU5k7JmHm34PEL5LJy62PS4iWXCOrohy5Ro4He6l8Rkz6igHgBv2ZvsfeJ5//pbvkeHe+Ilc/994q7w2TV/YxWeR4djvkWHNa5fbel2VCY5UbMDxfHstiM5KzHw/S+Znv4BBO6pmCDQdRIpRTzSC9WLFRplWfdCwmk0kmWVrwMciC+nfhtHggGuMvJ+7AhIlztdGIjYmMZyEE3/nOd1K33nprIBwOXyiEeOm0nf5K8pYBEE3TSgoKCjZedNFFU37729/abTbb6TsxSqpnzpxJU1MTJpPp9J1eg1x22WWsW7eOAnc1SZtG9aJLsM6bBoyFH/DXAyD58ANGAYieEvj7D9HxysMsnP9xDh35C7pmovhtl8u+qt72BAGIOnfHnoH/n733jq+rOrO/v/v2rt5sq9hy7w13Y4NtAqZDnIQ0IAx5mSQkmUyYmZBMCiROJmUyaQRSgJAODBDANBdsA8Y2Nu69SbIsW73efu/Z7x/n7NssyXKTZX6z+PCRpdP2PXefffZez/Osxdvvfp8xo26npHhq4riBQoAU5I/FanVh+faHqf/Ro5REKzhVvx2Z62HwfV/gxKO/YHTeYvLzdKbZH2jkRN0mWtuO4vfXM6xiMY2jIsRONWIpLqRz1dsU509kUMkVNN1dSXDPfmzFRVgL8pOlH+dIgMCZSZALRoCk7HO+JEhfCRC48CSIjMSIdrXR8cornKrfjttdRDTqx2bz0tV1kiGDZjFi+PWsWZeeVZCKyRPvYu/+ZylcdBM5466g9e03aTm0hZnj7jsnl6IdO3awePHigN/vfygQCPxXnw/8AMDlcv2H2+3+5urVq51nk0q9YcMGNE1j8uTJeDyeMx9wDnj99de59lpdPHQ4E2griDN+8qfPmwDpifzQjzk7AkQ9k1teeZjxzMSClS28ybwF39Q3q2SyDPIj9d+ZBEjEpw/ah5/+bwJ0MYsliYXKQJlUTxHz2MtWplz5RTrbT3C8aj3Odo0GTjB99pdoaTpIe1sVU5rGARCXcU5wjCbqaKEBgWDS+Ds5VvMm2dkVNDcfQPoDlDGCgrnXEww1E40FyM0dcZpQLfRMglwsAgTOnQQ5WwIELj4JkkmAQDoJIqVG0Bqk/dhu6tY+R5wYORQQJEDIiAYrN4Ge+uQCcRM7eZfYqCJKbvskWTsDbHv9h4yeczclbzUl9utrnw6Hw3zyk58Mvf766wc7OzuvllI29+nADwCEEBNaEM0AACAASURBVGPdbve6Bx98MPtrX/uapa/ERX19PRs3bmTq1KkMGTLkghEeqZBSYjabkVIyjLFUmQ4xd9pXiFXoaaCZBEhfyQ84fwLE5E+fIB9r3kRXwzHGiGm8L9czhOEMytedXKQR0e8rARIYrX++zpdfZBtvp4k/w8AZqx3CRQWjGEIlq/lfKhnHUfYxmKFUMIqNrGQWS3AIfQLZKhupo4oWGggTZAKzaKAWYUhY11FFGSMYRAV2nDRTTy6FF1TwdKDhXEmQMxEgcP4kSLhNI3qykdA3nqWFBnIooIt2QBAlzBimMVgM7bE/SikZbZpCFQeYMvhWchyD2V73DwQmxoWSLkdn05//8Y9/8PGPfzwQCoWWxePxV/p84AXEJSFAhBDlbrf7rfvuu6/ohz/8oe1sxE77C+olMG/2g7yz8b+oWHo3voqxSecWVRZgLCiV7WdrSgWPt8oYiA23DZMxmVEq8JluMSodO+JLt71La5dSdjdSA5sObqKz8SjjS29my7ZHKbhyKb6yMclFccbXm1pmo0iVxCLBklwU1G14CUdDmBHDrwcGDvkB4Fs8E5PbieuK8dT/8AlcMgub1Y317mtwDB9KYPtuGn//J0pLZlM5dAlv7fxvvDOuwF5ejsj1YisdjMiUglH3yWD47c3pqdBRnzHxS1jTqpds8hSqjEUt7NX3nphYZpTBKDcgVZKi7n/UWCsqe044nWhRCze1UFMpoCrVUyn6q0mBmiR3GjIn9m5c3zIJCdXehHaNJ/1zJdLGbd3vn7qPsotWZWHqHpjV2iGjn8aVEVFMQwgToj1M03tv0viubtNVVDiJsaM/3CsJYniR01E4jHBrI9Hq41wx7XNYDdHfs+3Tx48fZ8GCBYGGhobH/X7/lz7oadZCCJPH4/lFQUHBXevWrXOVlpae+aB+xuOPP84999zDDBZxnMNEClyMn3pnuruHqfsJfSBf76g5e/QOL9TkVhERTn2w7CrTO6OtI/kQqvRXVQaRLKkwJsQZpRVCk6xb+SBXyVuoo4rGojDjrrgz7dhEHXtGuU3SFSydaEFCONDG9hXLuYpbBxwBMmP6/Wzf8TizZz3A3n1/x9Ic4BQ1jGEahQtvRco4723+GVo8zuzIQqo4QJs3yJCiK3A4cnA58rC6uhcPTFjZphIfGS4piVIULZ3Q0Gzm9HMovRC1X1RFIYw0+VCSGZA2Q2NAWW06DCvDVoNBjmUM1IZWSIJQCxsDX9R4kaRG6A1iJZaj97dIlrHNODaYp5/L2pWefRfO0bdnHTMifgX6fq6GZFuUM40iRZTVs7oHas6hHGAUnC2KeDGabZRHqvkHQJNRqeiqkQhhIr51Pwc2/pF4NIgNB9NZiEt4euyXkUiEz3/+8/z5uVcoHL+A6vV/ZQKzKBJJceWz6dOapvHAAw9Ef/Ob35zs6uqaf6nTrPsDQoi5Lpfr1UcffdTzqU996sIzGOcJKSUmk4k77riDg389yfusY9acf8PhSGauWQL6MxHO1zO5FIFsWbWlz9cJ3ayXOdha9WfW2qZPVsJF+sTjtDKzaLIfO+p10m5f9Qrc9nyK6uy8w6vMmvsANpsHk6ErFSoyNEAShLVBqPj17VFvcnKpbKUdrRp71zxGaX0OJUKfhA2UcVpKSbYpj3JGIZEcYicRQgyigjJG4hZejsq9HGM/Y5hGDvlsYhXDGIuHLKzY0jIQ/19F2126m1DjFXq/zd2ZnAh3LdbnGHlevY95rj0CQO03dBeYgu36+Ox+/zgAsQo9S8bSqEcqNYMgP/of+vvmCxPWArC5PUmSbHldX3x6q9NLJ7VlOiuS/w29X9Zd6UMIE7bDbRx7/zlaTuwGYAQTKRcje+2Xr776KnfeeSclphkcbnkHR9TOVJE0KTjbPr1x40Y+9KEPBQOBwOej0egTZ3XwBUC/Mw9CiNEul2vrQw89NOjHP/7xgCQ/AL773e/yyCOPYLbYsFgcaPHYmQ9KQSb5cSHQXTTS4cmjvf4Ie/c/i8Vsxzu4b84AqRklClosQmftQY68+BiN29eRnTW0myMvLfx+P53rtuLfsIOGHz9F9oevoavrJC2th7Hk6Sk5rsnjcQ4fQSjUSlX1m/hEHjlLr8M1biz2sgsT4dCsimg471MlCBI1EVfCo/7ic382MgkRNWH1GlPB8FlUICjyRbVLaX4kIt5qfSDS9+8NisBJZMdkfCVmlbxsLDRklp3CudeSPWEmQpiob9jBoSOvcPWCdDXrVIwdO5aNGzcyyhwk0nSKKKEE+XEuKC0tZcuWLa5Ro0bd7fV6/yrEaTTaBwZCCIvX6/3rqFGj7tq6deuAJD8AZs+ezXXXXZeYiGkyMyXrwq8FUmt/zwZOVx6H2MkRdlM24mr9XN1kLpwJUkoCHfUc3/M62177L7LJH3DkB0DtiXeRSDZs/CEmsw3NcM+SaJhMZsxmGyNG3kQ40k47LZzgKGMqb6G4YBLZ3jJs1u6FY1ORsKi9gFCaHCRIjvOIWsbSSTVlj4gq1Y10U3tyBkQ9eruUPpjdINLbh+rndjXq11RaIL1BTZJtHca5OtLnBUHDiUNlNVn96ZmAaecy9A3M00YzcdGXAEGEEFtYS1D6T3PVULDZbPzmN7/hoa/9C3VbVmC2n/sYDbo46k9+8hPrd77zncEul+t9IS6R6EA/wWw2X+t2u9947rnnvAOR/AA9oHjnnXdy4K+12LBhMtuIx8NnPrCfoMgPEdNw2XKpb9/Hdt6hhHJstnPLXgwUmoiFArQd3cmOV35MZ+Mxcii4kM2+INi8eTMdtHKInRxlLxWMRiKppxYH+rOotDyihDnELgYzlDIxglxR+H/kh4HsJ3WJuIL39HGwZWLfxW8bJ+tjt3+qPs+yVOliS7ECPQBg6tKflWE/0EnCX+5aCMCMrGM9njNB8D+jZxw1fVdfww5ar4v0RYZnM3LOnbiy9OyRQ+zkhDzW4zgNcN1117FmzRo6nHsQwoxwnd9YPWvWLDZt2uTMzc39pdPpfOC8TnYO6NcMECHEBJfLtf6Xv/xl1t133z0gB+pUHDlyhImLriVYW0XhwhsomHglkIxeq8mCipqYlbipEmQKJu+tikqpBXM4y4juKXHLjGwBlakhU+Z3mRF4tW/9eyuJhfwUzP8QZrszkZWQujhXwpVha5hw4ylEOIbJasfuygFNIt7Zw6EjryBtZqJdeo3PvDkPJiahAykDpKqqitraWmbMmEFrayvFxbrzS27OCKxWF6FwO+3tVQirFce4keTcthTbUH3FLzv0Gyvtyg1AfQ8ZoqYBI3JnUZkfye5qbVcTUON3RQyo7BpFDKhyGOPeO1qSix21TQ1SqvxFkSDqu80Ur03tD7au9MWTyixKCN2qqLQRQYy69IP9JaeTcz4jfVpdP+xTbgRG+4ySLNVO1bfMKSYtfiNg565L/7wqQhJ1pkdkI8ZzY0opL4oaax6VAZLYZnzUYEc9NY//AhGJE4+Hyc8bw9jRy1j39nfoCeFwmK9+9avU19fz9NNP97hfX+H3+7n22msDO3bsWN3Z2Xm7lPLysk46A4QQVq/X+9zkyZOvfu2111wul+vMB11iPPDAA/zsZ7/G4xvM2HEfwWZzE3Wr7Iz0jApIlhJ4DutjnTCi/iqyj5HinChNMJ6pVMIibJRAKHHSROaByj7RlMiw/ntXex01B1cxpPJKsnIqjOsaz6jS/FDliCYIdjYQC/n1aI3Dh9XmQluxjsPsppNWIugDvUpfhYFFgHR2drJ7925KS0sZPHgwg01DE7a2Q6jETwd+OogTw+kppHTwHIpL9bThxH1R5SoZooaQLGGx+PXB9DQyRGV0GGOaUCUtSvg7hQhXJSqmsOHoEFQvYpXmZlzXmsF5xuOn/1s5zanzB5QllnEOVe6rnGSCKQOxQYzEC/U6wbhDP1c0S/+784T+0jE16P1WZukDZjTfY+yfJD1UmZSjRf9MMaOcoHmcfs7C9/XP6Diup2JLg/iJ5iaf9/ZKva3uk0YJliHKqwgQLSHWq++vynDidsGe1Y+gxSP4W2qxYGUyc3lPvklvePXVV7n//vtZvXp1mtbbueLxxx+X999/f3sgELhSSrnrzEdcXjCbzbe4XK6/vP766845c+Zc6uacEatXr+aW2+4iEmpn5KhbKSjQy8rDuXr/dlfr/bt9tN6fXaf0vns2WSCZCN8wA0gVczfEg73J8cLRovdbW0ccTYtzcP/zON0FDB61QM9AVfOiHP3ZUXO9iE8QC3QRbm/E1q5htjmxu3OIx8L4//d5jrEfYbcTDXdhwcoCbhpwZLWUkr179xIIBJg+fTrbtm1j2jS9rKiEcmJEiRKhjSYsWCliCMOZ8IEuZ+krzFm6qGi8XR9DzWP0AHR838E+n0NM10tIzI36mN4yX59Iv/vDRwG4fk5SYyNWVZ12rBJq9f9NJ0pij+lrIasxJ1FZg62jUtYvxnpFCQkfE9tpfmUFsTY9LbycUQxnPKvksz22ubGxkbvvvpvZs2fz9a9/vc+ftSfU1NQwZ86cQGtr64/8fv+3z/uEfUS/ESBCiIkul+ut3//+976Pfexj/XLN88Vjjz3Gfffdh7DYQIszZOknyRk6KbG9rwRIJvkBZ0+ARFNI6J5KK+IZVqTqeqaoXq/bdfwQtW8+DcJEzN+JjMcRJhMmixWPLZ+c7OFU1axJXGfKpH8iJzs9C2QgESEADz/8MN/85jfxeUtxOLKJRgPY7T6aWw7g/dh1eOfpKZHCZdgYniUBAqeTIGdLgMDpJEhfCRDomQTpKwGif77eSZCeCJDUtp+JBOmJAIG+kyCZBEjqNkWCNG1ZQ+e+XURPnsLhyCYS6WLa5M/y7ub/pr8QCoW46aabghs3bnyrs7Pzhg8KCWKQHy/PmjVr/osvvug8G5vbS4VoNEqq2F9WVjmTp91L3Kv/LZMAySQ/4OwJEEV+QN8JkMS1Ul653REg4WAbVftfp+XkXmx2L8GuBkxmO1LGcWh2ihhCnaOeSEhv/ximUcSQNFvZgTK5Vjh+/DhlZWVYsZFFHlEieMmmjSZMmJi+UA/+JHQ5eiBAICWb4lwJEDiNBOkzAQI9kyB9JUCgZxLkDAQI9J0E6YkAgb6TIJkECPSdBAnEWtn1xs/whT346SBMkFFMYb98n/7E3/72N+65556OQCAw74NEglit1ttcLtef1qxZ41QL1oGOe++9l9/97neYLXakFmfa9M9jLdOj3or8gP4lQFLJDwU13iitqO4IEC0eo+HUdk6ufwGbM4tg2ylMZitSgsXuICvowYotQfpmk89opqQ5cQy0cRqS4uVZ5GHHgTQWGK00MoX5ac5d/4f+JUEyCRA4exIkkwCRUrJn35+RmkZg1y4cuLBhZzLzWCv/0efPcL44efIkc+fODdTX1/+P3+8/f1alD+gXAsQoe3n3iSeeyP7IRz5y0a93oRCPx7n33nv5w9PPoPn1XjP0n/8de35RQhRSLQYVVPq/WpymCVQat1pNHEK56QvaTPLD0Zz8brKO6BOk+hl6ylGC3FCZAhn6EpAsMwh2NnD00R+ktdNZMYxglW65dNWV3+VE3SaOVa+m9NZ7CJ6qoXHrm8T8HUyd/Fmys/RIzEAjP0B/eCdN+DQNjbtoy2ojfKgaz9Uzyf7QDMy+ssR+pqz0VGMtqjxeje2GuJAWMTI/YsnJdKL0yKb/w3VYX1iphb9FaWJ0VyVlnMbaZZS3KFtjJWAaUcIZye86s07VElQ2jMaPzKzvlEimWhQkNhkLCTVpVddN2B+nLCzMRs2tOZRuMZdoT4a9IyTTsSNGPbo6f6ZjUZLwSE7CFQmoCLuwkUmZaR+tnovOCmPhE49z6uEfkZ87mpratxLnu3Luf7Lu7YfoL0QiEZYuXRrYvHnzSiMTpO85jwMQQgiz1+t9bubMmYtXrFjh6ouDwEDB2rVrueqqq7BYXUgtxqDS2VSOvC5BWKjFsfrpqOtKHGsKGB0sni5QqcoV4h6j5jvlGY369HujniNLQH/4Teu36duv0TMZulu4q+dJlRWoxXVcaBzc/ncaT2zv9jM+88wz/Pey37GTDeRWTic7bzhVB16ls70WD9nMEosT+w7EifV8cT3VHCREgEbqsDuyqByxlIKCsVhi6dayaqwT3cxP1D1PvPMMscOEzbdxDkunQWZoSSLWFEofpBPfj6a2G30hnMJnqjIVQ7cjIYToVNZVxjkMEkOmZoUo69tMsfZMt7qY0S5nCuGo+qNht6n59OuJoPG5mg0hJ+M51QqTqeiaoVVi7jQcaoy+FynWJ8lmQ28h0fcB0ZVerxst1Rc6UZ/eVmu7vq9/iN7GmD3Zt5XNriq5VAvFpqf/QCuNdNCWcIMYxWT2y230J/7+97/zmc98pi0QCMyWUu7v14tfBJjN5qVut/vZdevWOadM6dkufqAhGAwyb948du89TCSkp+LPW/p9nAZJF8lOEsvBAr0P+f507u7zahxWgsG+o3ofVOM0QNdHdac/RYiowKWadyWCNynOjG31Bzmy4rG0a7lKygmcrGbevHnY3y7iANtpdrUzbvInOVn7HqfqthCPhbmKWzELfTwYiON0LBZjgnUmzdTTQQthggxlDIMZhkOcX8nD/6tQ479QY3Uw2NvuZwVLUSEAbQuTbnJZKw/of7t2NADBPL3vZh82CEUjaGBt0WvNA7u2s5GV5FOSIOxAX1/1J+rr65k5c2agoaFheSAQ+N7Fvt5FF+AQQgx1uVxvP/LII1mXE/kBYDab+fWvf52cnAAWt7dH8qNXZJAfZwNFfpwNFPnRfmB7gvwoWHITZfd8CcxmvFNmMPyhH7Ng3rcJBps5ePglPCPHE/N34KkYTf60hQAEgwNbRF0IQWPTHtraq7BVlpL7mdvIu+sWbGXF53deyznU5p+DIoSKMHRnjdgTTtOCOYtBSi0eFFGRSmb0BEWIqOtkRrS7g3KuiTsUyWeI53X0zBEodyXlkhMx5vNKJFbp6gizmUHF04jFw+TkDAdg7OhlmM0XQJDlLGCz2Xj55ZddEydOXOL1ep8SF0M+v58ghBBer/ePkyZNWvzSSy9dVuQH6FGrksEziEUDxOMRrNa+le2kLgD7CkV+nA3O9JxFwl28s+JrNJ7YTt6g8Uy66kvkFo3GlzuUOUu/y5yl3+XRZX/jXV7HTyfe7FJAMmzMjZjNdoJ0Js41ECfVACGC1HIEgaCicglTZ3yBwuJJCVemiwV5LjpjduuZ98mEQV6cRnb0BSprJHjmd700xHmloXmlCBqVEdIbbKf0fhJ36efQXGfuy9YOfdIcNURZ3bV6Gy3hnvu0vVWfM+Xc+lGaqWc0+iLdRw7FlPVaZ34x8NGPfpRf/epXWS6X620hREW/XvwCQwhxlcvlemblypWXFfkB4HQ6sb2fnyA/TGYbJtPpz4siPy42FPnRV0gpOb71pQT5UfThj1P80U9hstoonncj47/4I2xvF1LPcWo5QunQBQT8jZRUzKZ4iO4SEqSrt0tcclgsFo5zmCBdlFDGZOZSKcb9H/kxQBGrbwAge+3RHvdxGsH0tuH6uB9zG5mFRqafa8JkcinCR1IccDoL+32cLioq4p133nHl5OQ86HQ6v3ixr3dRM0CEEAVut3vb8uXLS774xS8OTLXTM2D2jK/w/vbfEol24RhczuT59wPp5IdSRleuHqqOW0X7tZTac7UwDBQbrLIhch93GFFAT3KBmLND76SKkValNaFcQy3eoY5NtleV1AgNav74CIGqw1hz8yj/569istvp3L2D5rWvM+ijd1Gx3UXN8bdwu4s4XvsOZrOV5pb0tK2J4z9Ffp7OIg7EDBDQ06sfe+wxfvjDnzJ29EfIyx3BkbvMFBQlvbb9YX3yFmjQ0wvMnSrF3ch6yE4KcsXb9IW0rclI9R2kapsMQdEa/Vyueoh2tRNqrcdXOAIhBDIYpPPkYRo3raSjs5ayhR8jb/SMxHen0i1Bj5ZJqdHeUsWkkQGGDx/OzJkz+f7/7Ej7fN0tnlRkNJHC3c1znGmrqbJAEtdXdo/hJKOScK9QEVhVfpNICTUitbZkn7YY7kXqGJWF0q2LkbGPcuCIZGVo4xikh7KV1ttP2j6RHEnLy6+QewhKh8xl/Tt61kdJ8TRGj7yVNev6JXsuAb/fz5w5cwJHjx79dWdn51f79eIXCB6P5yeVlZX3bdiwweV2n1l8cqBhiWkZW+U6LFhppI6ZNzxE9lFlv6X/CJfoZQWWLv15NqdGv/0qjcsg7IwyB7XY1OwpE3KVaeDU/6ZEUVUZhbJLhWQJQ8KhxJrxGpTQ3lbNtvd+DcDk2Z/Dl61n3L39xjepnHgzQ7ZF6aSVTtrpop0gXcSJ0U5L4jT5lDBZzAUGLgEipeTJJ5/kkUceoXZLA+O4Qh8z508hakzI1HgTM/RbZIqIrbJ3VWORVWV4qCw3Y4GeeoyKdIl2P63+ajyOQuwWNzKm0R6so75qE1Xsx+0oYO64z+n7RoxjVEaEkfkRivuZfVchgUCAiooK7rvvPm4t/xd9H1XupLI/eptXZfCkIrOkRmWBpC4MA4YqtOpb5vRSrdQgTcJZxm78tBkDaGt7+jGp7TBn9Evj2rESfUA2Ge41MV+SZM60llbfRyRbv24ky0zY38LeF3/KfHE9e+UW6qgCYB5LcQhXv/fVn//859qDDz5Y5/f7p0opG898xMCCEGKyy+V6a8WKFZ6FCxde6uacEyaImZykmmbqGTb+ZoYf00sINKOPK/tQAMdh/StSqf8mu/5saOGzDwqKGUm7TmV9q+ZI4cH6uyFiOLj4S/T+n+p2JMIxNj397wAUjJhF+ezbEcJEzeYXCbWfYkLdcKzYOMwussnnOIcxY6GZU4lzmDEzi2twCv0dO1DH6u3bt/Poo4/y5GN/YJrh4tRf8MtOYkQTpTZhGaSFRg6wjRhRZrAIn+hZxV+TcRqpY9InRzBmzBhuuOEG/nXyw+fdLlM3QSGtBxHr7kjwTAvltEzBfkDoJr0UzPHi5sTfOu/QCUDfET/v73+K0vZinLh5F91tcQxTGSyG9Xs/raqqYtq0acH29va7Y7HY3y/WdS4azSqEcHu93rWf//znCy9X8mPRwuXU1L5NSfFUrB++GrPLA0fS91HkR1+gyI++QJEfZwOZ8cw5S4fhm3IF3knTEcqeUWpEGk5R9YsfUC1MSKlROfRDTJ38TwD814+v4SPLvobfX4/d5iUvd+AKqC9auDzlNxcTxn6CXXv/wozp9wN9U6aW8TiR6loc4/Mw2c4u6ufPj1Pzx18RaW/C6s6icNJVNO/diMXhJuDXVZx9paPTjgnlmhMkSDQS4NDu5/B3niTQOJ2166p5+OEfMPuqr2MyJ9sizeKMEWQpRLckSG/QLAJTTKLZTWkkSHcwxSWaWWCKaGg2E+aITCNBUiFiEmkRmOLdkyDdwRzWCQ57m06CBAvSSZBU2FoFZq+XxpKTDLXYmTzxM2zf+TgnT20lP290Wr/oD9LO7XazevVq17Rp0/7Z6XSeCAaDP73oF72AcDqdXykqKrpvzZo1lyX5AdAhWwnQxeQbvsZQZJL86AMS5EdfcBaPWIL8ONP1hYni0hkMG70US4pLkZRxDm17mkMp+y7idoQQPN/xBBO807Fio4lTjGRi3xvWz8iMInllKQGO6BFShvf5PAF/IyazFZu7dwsrock0EgSgqvFdDtWvxWyy4XOWkO8eyvHWbbjdOeCHklDPGYNSSk4FD7GndQ1Hfj4Km1+j0XyK33/9eYZ4xvZ43DkjGNJJEC2eToJ0h3hcJzQslnQSpDvkZOkkiDpGyp4zD41rW062ESvJRrNbMIVjWDrCaSRIKqJeK9bOKLa2CJFsG7b2OHG3h4gIo0mNUUxJECDv8BqLuC3RN/prgv3FL37RVFdXV/TII4+sFULMkFL6z3zUwICRTb3mqaeeumzJj8Xiw9RwiHJGUbn4n7A7s+DY7m73VeTHhYYiP87qmKhEk5KCoTPIGzUDb+HQhF6cFg3TXneAtzmAAxchAhRTynSxEIB7/nI737rjBzRTTwElA5b86C7aX8FodvIuM+XiPrsnxmQUP534yDlrx8WQDLKJVWjEcUgXI5jIPraSTT4xdILVTffW6ABB6WcHGzBjIfynEKt5ix9+/SdcIa4+q3Z0By0S6ZYE6Q4yHj+3TMCLCMeLmwndNIPQTTPSSBAFm9VDqCKH/GoHI+REDrGTfbxPnixO6xv90W8rKip48803nfPmzXvcbDY3xOPx3tWzzxEXhQARQph9Pt8/brzxxmHLly8/h1zSgYHOrjoam/Yw7LP/gcXiwXcoqY2QmZWhfo87BGYt+fdU0kNF1zWrwN4KbaOVVamuHRJzSYgaFkpT9Yd9+B/1SU39FU5AUPReEPcJ/Twn5+qTZZe+1sY/SP8ZM+bQ2Tdcq7cpFsP/sz/T0nqYaNSPc9hwgkcPI6X+eX76s89z4403Jtp59NjK87hrlw7Z2RXY7T7C4XZEZz6BnORgFaoxBk2H/pnjBTpzG/zXP9PYpL+AB33vfmzlJeDU73nUyE4QXYZ+RljV+4PUNOpe/AtukcWseZ9j/dsPcWLDCzjs2XS16Yx/edkCCmusVF8HIPBV6U2Iuk1ITWPXut+weP502lpuJhRsZc/+p4nFgkS7OnA60yf5KqosUyN1pu4zPxLuBolsIJ28MAfjBIoMtXVDXCwh3Kh+yGQUVtXFq9/NSrfEqPO2+FPKYTLfc8Y+Ju10fZKo24Q1KAllmzCHkuJ5qt+awxDO0+j0QPY+fR+llxDQ7dFxbDxBrqsAhkBuTiVlQ+breiAZL9xFC5f3CwmSn5/P+vXrXVOmTPme2Ww+Fo/HX7joF70AMJvNt2VnZ3933bp1zjxDTOtyw2LxYQ6yg9Kx12DX9MWZ0PQaWyVqGs1zY4rEsbbqf4/mONFsejTRpggQS3LCIjQNhEAEIsSyIqMS6gAAIABJREFUXUniI2VhbQ7H0awmpElgWqcLO8p5k5HGxEfVmWsLp+qn79An3qr8AECzm8nyDcGXpQsB1r/6NHVU0U4zDlc+sUAbMfTxqIBBvBF/GmUdf+wylTIwCzOD5FA60TUsTOEYwmVkOxpaKuZQuq5Hc8shtu9+EoDhI66ntHQemt24z8Y+5mAyoqbGS1MwSlPnUQ7Xr2M2H+KItpsGfzUev5UQ7YSielZEGSOIuw3RXEMI1BzSx8jqrr1Ud27lhZee46c3PMFuNtERb6Yr3oqMGNmBKeNOvE0vRVHieMkPriYA6WO2jMaSk2Uj+0PL1481nWhMnl9K/RxxDeJaSgQxQ385GtP7aTCYsKZNQPVfrRvCW5XhqIwUw/7XFEieX1rNmLuiSJsZU0QjYrxjzQFDRDglOyeUbyfSVIdTujEZ7Zgnr+dtVlBCGZqMYzK0EJaYlvXbgvD73/++tba2dthLL730DyHEhy4H7SYhRI7H41m7fPnyrNtvv/1SN+ecsMS0jFPUoKFRMG8pImzCvEHXpBVmM2aPBzmyHFuLoY+gdBK8HizDhxE7fPScMj8U5Gb9WurLVpkmllVbMBtDqaKfvepd6Db+Yix8c61XwVHoeG0lh9lFA/pk3J1fjr+pmhABTJj5/c6fMWFCMuPkcjF+yMQQKjnIjjPvaEBKyTu8SpQIFqzMkddiE30rTY7KCDvZQCmVFFHKZlZzgmPEiNLESQAmMxez6H7ZGpEhNrOaz37+Xvb/6hT11NLESaKcoczVGJtEyrs9M1tDoaeMj25PaxybeUy3mR/dtCETFyJjxPHiZsI3zCB8wwycJwNkHeyidrGPzjIvXZtqGNSUDcJBGSNooJZ2WhLEk0J/jdUTJ07kxRdfdF1//fUvCiFmSSn3XOhrXJTMDI/H8+uJEyfOfuKJJxyXa1n8wiu/w959zzC8cikWV/fpX4rQSLW77Qlnk/0hHWfu6Ir86A3R1hba1q+l7uEfUN+wg2hUD3aEaqooyB/HmFG3c+Xcb6aRHwMdixYuZ9HC5Syc/50EgZOKaDSA1bDuDdSczhRHTzXQ8Oun6Hj1LbRwhGi0i8KCCVgsTuq+/gtkdxPDDIRzJeHGk3Ts28aIyqVYzHamTLwHAE2LMbhkBl7vEKpr1rPl/V8TU+nLKYhFgwTbTnJCTiZa4uO9939FINDIFTO+iMPRc/ZKanr9mSD78OypMhjN0of+2YswYSYSJTR90BixGLfH1tHzPiqTxFWvv2QbAofJzUlGj0uHzAZgz96/s33nk7y//XfUN+wEMjOFLh7Ky8t54403nE6n889CiBn9ctHzgBBiptPp/OMbb7zhvBCWk5cCS0zLqEYv2ysp19M5XUf1hXXC0aUX2E6cWTchgV4mJ5kQb3cvZJoKtYCPxyM0Nexh9/an2MdW2tF1l0KBJpx4GMZYZnENk8ScBPlxOWCJaRmLxYeJd7O+jBDCSs8TY02Lc+ToG+w9+Bxd/nqisQAessijmMOHVtDQ0I2Zh9b9WLPn+MsMogK38DKGabjwcpzD5FNCMWUIBOt5iYamvWnHxfP0935910GKPSP55VfeYj/vU08tUz0fYqgj6Qh3NjpMZ9OPtMEFfT9vn054Fu003GtM4WiPu9ha9cl93Civ1KzpC4bW+gPkUZT43SGc+Mihjio28Do75bvslpvQpNZv9eZCCB5//HHHhAkTZns8nl/3y0XPA0IIu8/ne+Mzn/lM8f3333/5DAAZCEo/B9nB2CmfOJ2Yy0CC+PP2X+mFgqWHQICUko5wAweb1rGZ1QnyAyDc2cQgKpjIHBZycxr5MdCxxLSMJaZlxGXsNNHLCGEsWHvN5GiW9WyX73BS6mVKcWIMYRgxouxmU5/b0cAJOmilgtF4yWYYY2mhHhcehlCJAzfb2cAuuRGtm7l/gC6iRNj7qzr8dLCbTfjIYTbX9On68mzGxj5AER99yhoxPs+FbkNfMGRVBzF/J357kCz0vi+EYCi6RfUW1rJbbmazXE27bOntVBccCxcu5NFHH3W73e43hRDnJ+zYDS64BojT6fxiSUnJ97dt2+bKyoyAXCbQNI1BJdOQMk7hJ+5CCEHOAaUob+yTkv6v7EfVYlKpR0e8KY4X2YYLgbFv69jTH+CEFavxbqj8m/4AHbs5KfKRp6/pEvahSgckrJypjHBY6+qVdK5eT37+GIqLpjBhUoSnnnqKL3/5y3zjG9/gco32Xr3gexyvfYdj1WvQLGCy27G4fZhsNjSLRryjk0Hf+Somw5M2uPcA/ve3463WsJgd1J3awuBBM2lpOUhB/jiCt46m8ck/kX3tEsIvvY3F6qKyYglZWWUcWaZP0C2BFA0Xr/69db7xDsH9+yn+7L0c/fJXWLRwOeFwB2azHYtFP669vYZTjS/T0NDK+LEfp+1ufUBRmSQtq15H7qpizPx7aazaQkf1GspLP4LHU5JkglMez8y0btVPtBRR0qhRw6pEcJVWjapl1VLIc+XUoibvKmtJRV9Tt/WYKp3yZ00tOFXT1c+UdqvnpmuQJW3fiC95nmCJfo+dJ9UH1H843thPINiE3eZj/8HnmTPzAYQQrF77IHNmPcDWbY/iuHom1pJC4s9voq3tKFdM/Rxe7+B+1a958cUXueOOO1oDgcAkKeXxfrvwWUAIUepyuXb89a9/zbnpppvOfMAAxVRxJbvZzPRZX8TpyMF26GRyoyoJUI4bjgzrUYAWgwDJMjqgitKnRvR9+iArLUqXwthFkXvvJiNkqs7c3KFHKpWDTCoZo7RDhCbp6jrJji2/xYWXIkpx4eZ93mLatGn88pe/ZNassxPpG0iYKRazly34RRdWqwuTyYLDkYOUGoFAI2NHLyMvdwTSbCLa3kJt/WaCtUdw4aGeWpy4seOkiVPM5Vp25+wnGgtS3JnLIXYxjLF6Cc2CpAVoputPtKudjTt+yYyJ/4zTns3KDd9gkbiNMKFEKnpMRhj0cQ9/+ctfqGS8fs4l+n0XUuL3N7Bt06+ZXX4XIDlpWYOo9lFqGYVZWBCZji69QWk2ZetzI+lUfTLFdczIPJEO/bwJS97UuVqHLmYqQxnp/Cpi2RcNkpRxWWRa9xr6IVqez2hTsrxGGg4zsSxlRZfuKBaPRzjx5tMUMoRdbGQ448kXJYnj98gtNDvbGD370zQe387JQ+spZTijxGSg/0oD2tramDJlSqCuru7fw+HwL/vlomcJQ5z6z/Pmzbvl5Zdfdl5OBGgqrhK38D7rKWQIwybfCoDcYxT3qcWsioKnRt1V3zIWk8JiaDKdRybImWApNEhHpcXjdKDJODv2/4V2WihiCIOooHrQburq6vjpT3/Kfffdx+VgGd8drha3cYidnOAYFmHFJCw4NDsCEzGiOPEwSegBJillQr/Fio0YUZo5RSnDqeUoY5lGhAiH2MEYprOPLeRRTCXjEuNtT9gj38OBk0oxnpXaMywxLSMgu3DgSmSQnZQ1HHPtxhywMY4ZeERy4qhJjV1sxIOPYYzjIDsYMrsA07vZ3V+7FxIuIRnQzzod3TTE+JE+/z7XdlnKdHvdwAS9XKDl5f/FipVO2minhUliDqCPwdPFQt5nPWOZTpQo1RxAojGbD2EVtn4t4frWt74V++lPf7q/s7PzCinlBXv4L2gJjNlsXuLxeH6watUq5+VKfgBMGPcxAsFGyu68/4w1bHFr79shSX70hgT50QsU+XEmhKqraXn9NebO+jfsdv17+O1vv8pPfvIT8vPz+3aSAQpNxjh89FUmTbiTto+OQEYiyLo2ZCxKNDeOpbhQf4HG9cG6/rdPkHvLDXhbNEKhVmZM+wJbt/+GeDxMbd1G8s3jKPynu6l/9LeMq7iVcLidXXv+TFZWOfYP3Y7Z5+u2Hf6t75N9rc4sqwwDk8lCMNiMyWTB5SogK6uM0IJ/wf3KevYd+F9cb84n66oFaHaJKSzwzZrDifVv01q3l4KK6YiWTnbsfJLi4qkMHjxTL4MRnFF3QOlz9IaIV2DrlJhi6SRIKuJ2gTksiTvM6SRIb5CcXv5iQEidBOmuJj/zeFtHOgmSBhMET1Szd/tv8HlLCYVbGTPq9sSzuWjhcv7n58uYO/dXuLe30XbyFDFPiALLOCyGG0h/lcIA3HTTTXzzm9/0fe9731slhJg60OrMhRBuj8ez+j//8z99lzP5sUjczm42MZHZOB0ZuhBn0kOA08mPbpBJfvSGVJG9Hs/nTH/4dux6ilJGUCF0raWV2jM0NDSQl5eHeYDVEJ8tTlKNQHDlVd8mGvGjhcOEwm0IYcZstuHzDk7sW3ViPeFIB4WUEKCTYYzDhImdvIsbH0fZx6SRd/Dent/hp5MJzKKGQ9RyhJHrTpG34Ppu29DUepBsbxlOu55Vp2cZCOLE6JCtuPFiETYaj45mBos5yh5OUcM07YqEO4XbXUihZwQHG9cyseRGCiPz2Rt5iZroASbZryTLUnzWte4KIhjWSZCYlkaCdL+zOHOmidL36G1fpf2hyZ6zUcIRsNswNXeg5fmQDksaCZIG4zwiLtFMkk0b/hsrUM1BihhCbkoGyErtGbwim/xgLke2PYfLW4gDFzlc4EyXPiA7O5tVq1a5pk6d+kOz2bw/Ho+v6vdGnAEOh+OBkpKSm59++unLlvwAOMIe3PgYOukWIIX86A1nkSl1sXG8dTutNDGP6xJlW4cOHSIajXI5r3UAgvip5QhXF/8TEokm43TVHwNAIskiN7Gvnw4Os4tKxhMjmhAlfYdXyUInpqcwn+FM4DC7mMAsWmlkE6sokeWMYELi/qVCSskpapiPPo6rbDATZrpoxybtOISLElFGsWUMR9nMVtYxXs4gT+jji0mYKJcj2clGiiljJJM4+O4O6tjMSDmJAganl+NIrVcSBHQy7pKTIN3gQrSr9sg6jrIZFx4EgomkB1u66MBDFqc4jh0HGnFKKMd08c1jT8O3v/1ty65duypXrVr1FyHE7fICZW5csAwQQ6BpxyuvvOJdsGDBBTnnpcCihcvZsesPFOSPwz1/HgDuk+ke9zLl+1cLO6VvELcbjhspLjExu/7vjkrjd4/SEkm598r9pUtFcJLHm6LqGoYLSavptHaIOARrjmFdc4CGxl10dZ1kxYoVLF269CzvwMDGooXL2bTl54wddTvBhXoJhCq3MKcEw2KhAB3H9nBi/XNcOfcbCGFi9doHWbRwOWvWfR2LxcnYUbez7+BzlJcuwGJ1sv/AcwDMnvGv1Bx/iybTSco+p6v8K2vWcK5hJ/XSa3Ts2EJl4QK8nhJqT2ykoW0f1qwctEAQq9tH3tT5eMpHExEhuo7spW3bu1Te829pnyd4opqa//0944bdRn7eKE6cfI8DB1/AbvMxder/l6YF0l1JS1JXI/2lEvElO4fVrzQ70uvquyU5+hI5zGhGartUFFBlOiV+TymxUdtaxhhtNC4Z9SavHfdqadvC3/4z4XAnUyZ9Bjhd3FTTNAryR9HeUYPV4sLhyGH0yFtwufIviXuRlJJPfOIToRUrVrze0dFx64UasM8XRkTxhRtvvPGaP/3pT5dtiSLAJDGHKvYza5rulmaqb01sk0b9eCKaqCLcrhSRUSV6rDI6DBeXuDelvDDRn41ITHcVaFJZSqfr9KTaRSeyRYQgEvVzcvMKYkQ5xj4EotuU3ssdo8UUuuhg3ORPAimlcyllhprU6AzVs+vwswxlNMWiLBH9OyL3cIx9TGYux9iHDQeDqOBEVhNN7QcZzRRceNnO21wx9l587kEINSk0+nUw3MZbu39GeeFsChrsBOjikGUvVrMDk7AQiXYxuPgKSvInYjE7iBLlvZ2PMXn0J8n2lulaMIBs97Pt+DNYzU7GdYxBorGG5wEY65hNqS1d7Bq1WFWf1fhdpPS/xD4qM0lpb3QlSyZlpvtLNyWawmNEN43+LNs60u6B/seM4UdlojhTotaqPZZ0PZJYdtJS2mQ45GgqC8SjbBX1Yzpaqtm5/pfM5Tqcwt1tlPCZZ57hjo98nDgx8ikhmzwqhH7/LoUw5Nq1a7n++us7jYy9Y/3egB5gNpuXeL3ef+zcudNZVlZ2qZtzzlgkbuMdXmNa4S34bDrRFa/XS1wSWgvdkB0q20O5JMW7Lp59rKWo8LS/SSlpCB+jo+04R9DlB/x+Py5X3yzWLxcsErezhue4xvPpRGlSd/c6JIMc5zDtNCcEXldqz3CluIG3WEERpXjJ4jhHGM54QgQ4wh6cuJnKlexlCy68jBFTu23H+/ItYkSoYDQ27BxhD120Y8dFmADZ5FPqnkC2uYBQRxPVHEBDY5y4Iu08J2U1h9nFVK7ELXxsk2/RTD3Z5DOZuVhEMmNP9bFuyYRe3slmr15erzSgLnRGUsIpJqUkxmQ8B2ejQ9Ib3pGvUkwZlWIccPrY29bWxqCcIYQJ4cKDFRtTmI9JmC7JOB0MBpk+fXrg2LFjDwcCgR9ciHNekAwQIYTT6/W+9tBDD7kvZ/IDoKFxF4FAE845OhumyI/u0GNUOwWK/OgVnp6ZvEzyo1tENQ5+J+m+ObT8aspLF3Dddded+dqXIRz2bALBlp4SD4gGOtn7x4dxF5UzZdJn0upNOzr1us14LEx29lCmTrqXY9VraG07SsHSW/Af2s+7m39CYcF4pCGeJKWkddtG6t94HhmPYfZ6iXfqKcgH2l7A4y4mK6ucEV/4FiabHUunRsfRXTTv3UTtymcwu9yYLFaKFp8ebXeWlFN622fY/ZdHKCu9kvKyKzlw8AXCkQ527f4TM664P7GvkLJPuh4Atg4tjQRJhRQ6CXJWmR69oLd2ibhEmg23mZ50RgTE/F2c/MMfEG4HhXd8HLzpdZNdlTbs+3uOiJtMJo4e28KgkuHE4mFsNi9Opx656M/sDwUhBL///e8dU6dOXRwOh78MDAhnGIfD8S9DhgxZ9Lvf/e6yJj8Wips5xE5GMfm0baeRH90gk/zoFmfIqtJP1Ac9nBQdnCPVqzhWuxYAC1ZGMYW1J18583UuQzhwpdXJd4e9J1bQ2HGYMoZRRGnatioOABAjyjQWcIz9HGA72eZhjCm7nn01K7DjxI6TuKZPRNv9J6hu2MSp1t1YzHY0TR/fqhvepZVcBIJpIz6pkyXhKP5wMzXNW9i67w9oWgyTyUJJwSR87sFpbRFZbqbwYbbW/J1NrGIq8/GQTRdt7A29S55lEC5Tz5lECjIQTCdBuoPHlUaCnC1Etk8nQXpzeTG2yWAonQRJheFGY2kLpJEgx069TW3zNsYMu4VchhLzWLH448TcZuwOPRoujLdzd4J5y5Yt4wH+kxMco4NWRlxiB6OFCxfy3e9+1/2tb33rVSHEFCll8JI2CBBClLlcrmdfeOGFy5r8ADjCXnzknEZ+9Aa1ML1UCMcDvNn4ZOL3EUzES/YHjvwAPXPCJh0EZRcu0f0Y1iab2MJaChjEBGambWsybH79dDBBzMQrc6hiP2GCjGU6R9jDO7xKAYOIG4LeMRmjhoMcZS8CgRMPAfQ59U7exUMWJZQlFtxxGaOOao6GttERb8aGHTsOxjCNTJSIcqSUbGI1Y+V0RjCRZlbSRhPH2NfteDPQMj2Ui4wwiXPWBemS7exiE7kUMpJJp2Upmun9GcvOzmZ/9V7KyyuIEKaYskQpUn+KVis4nU5eeeUV18SJE78phNgopVx7vue8IASI1+t9bPHixaVf+tKXLt8cPfSFUn3DbspK5xPL1juHOazfIle9UZeb+glVQDwuERFJKP/0DqUcLqJusHaAKQb2Fv0kgSnGe1YFxsIWcBqso9lQsT+lR4ekwcNIK0R9hlZDUBBtacbzsu7NO27MR3lz3S8oKOj/dNL+QjweoaOzltxbbkNxS85Gw3HH+MOJdc9RNmgulcP0EpXUxa/TkYPJZMVm8xIMteL1lDB+7Mf4wY+WMHfuVcRiOpPb0Lgbq9UFT6xhUNFU1r+jP+wjht/AocMvA5A3eT6542fhdej1ze5DMSCGZhH4HOMpnTwetT6LeIwIYI3+vVr9+k9/kQW7q4JTWflUVa+honwhPl8ZHR01TJ5yr04spGX6GFlIxmCmSDhLUCPmTM8MctcZfTZlIWcyotwimsFuJ7I7UgZJ9c9udEjUOaOGzo3KLkltp7Sma4IECpILUs0Kjibd+laLxWj+81/JcxRSu/ddTL9fS0vrYex2L0MGzaJmYYyujVtwffWzHB5poToji0YhKysLz8xZdBzYSZe5i6qatQwt1+3PLgUJYgzY7kmTJn1PCLFBStl3RbCLACHELK/X+90VK1Y4nc4ziygPZHTQigUbRRMWQiSGtJrRCvUyB1FtjKsJNySj38ViCe2E+HB9gWvu0tPGRDSe2N8UTNdViPuciLhMs7U1h9NdL0yR0x1IpJF1IuJxNBmnbfM6jrEOD1mMZwbvxF+7rERNzxatNOpWiEY5kggbLzEjQ6bJX0VrVw2z44tPqyleqT1DoRhMkACtNFEsyqhkHO+3bGB0zgQOtOiCpWGCCEzs3/8cM7iag+4ttPprMGFmSLyCKg5Q5B1NvnsopTnGYNzRBR3NYDHjwcFYzzzGuubq2wztC9pTInodRjQ0y0tl/hy21PyNTtoYzji28w7juAKX8KYTDpmT6Xj8dJeVVO2QYAiCyeNk2IjydVfKldDwMPqOcqKJJMVKE5oeysUileRo1Z1vTiPvNE1/VuIaMlsXn0w4GgWjekS8/QC1JzbiIYvqva9Qh40gfoooZfD829i08X8YXDID+4i5rFzX83i7vvoNhg8fQ2HhJLafeJvZ8hpMwnxJJtYAX/7yl01vvfVW2apVqx4F7uz3BqRACGH1er0rvv71r7svV7tbhSWmZTRQyyTHQrRWveTQZPTFeJeeVpuW/WEssGRM78vmcp0UjR2tumBtMufqWbUJglyJVBp6Oh2xZmrbdF2nKcxnfecreDz9L8baX/DLDjTi2PyCuNDHOpMxP9CCQaSU7OE9JjCLIjHktOfTgQsfOXTQipSSPFHE1vg6/va3v/Gpj386QXo0UocFKy2yARMmjqKP4ROZzQ42AFDOSMoZdZpzjFlYKKWSUq2yx5LrVAwSFeyVWzjBUaaJBSDBjY9Kxus7qH4Wj5+W6ZHIvuiFD9GC+vtB9dMLAZPdcAAzskkS2VEqS0WTyefC6I89ZUXFZIwdbKCAQdRwCDsOGmQdPnISDi8h/AxhGNBz5l1ZWRnFDn2f2tARPNKXpufU3ygvL+fZZ5913nLLLc8LIUZLKevP53znPfsym823ezye25988knn5RxRVAgGm4hO1gddZ1PPzJvsJTqoFqChnJ73SZAf3cEgPyynelbJNwcFNT//CdU/+h579v2NSeM/TVHhxA80+QHQ0LQHt6sQW3bPWiaBplpyc0ckflfOMYsWLsdicaBpUUKhFmy25EvtPx5YyYSxH0d3xBPMmvEVJk24i6rqN4lEOrHlFWLLLaB08GwGlVxB1qgpDFp4K4788xsM3PVGeZXVxvixH8MkzEwYewdms50Gw8WEXrLjlehfb+iLE0vvpS9nPjzm7jnarsoGPKdOn8xLKdn/6DfpiDUwrGIJAEerVlI6ZC4Oew679/2dIWsEaBrR43VIKdO+z1QsWriccdpM4oEucqbM5kTd6V7n/Y2hQ4fy5JNPOt1u9wtC9BBe6QcIIXxut/v5P/zhD86hQ4deqmZcECwxLSNAF25Od3kS1boIamIB2A1iwwf3uK23cV1BkR+9QbMnr9/cfpTVmx9iK+vIpZCZLMYjsj7Q5IeUkuMcYbAxweoOHaFTZDkHYxX6AkS5Eaj/nbjpog0nSQG7Zbn3Mp6ZiQyDUUxmITdjxkQ1ByjP182X5nM9BQzGjIWxxdckyY9UxM4+4heKdpJDAXmimHxRQhFDOM7h09wT+oRoHybPvfRjBdmb3o1fWYr2kqLdy/EihcipatjA9qqnGc4EnLhp5hQOnJQziiPspuOt1ZiEmUCwmXCki8ULlie+y0zcU/GvlA6eo793nA46aD1tn/6EEIInn3zS6fF4Pmw2m2+9lG1xu93Lp0+fPuzf/u3fLm8RICAuY3oKvUkfq3vLykvoMVzEckBFfnQHKSWvNT3GhrZnqeEQs7mGPFH0gSY/AGo5yiAqetQxihElRJBc9DKhzHHagYsOWjFhSpzjGvNHePwTz1GOrm2VQwHzWMpIJnGA7XjQM8WGMIx8SvCRwwgmMkJM7LNtbm+Iy5g+9qNbHU9hHmGCdGC4mPShj/XaV9U+/ZCp1BvJYu6mb4ZkkLW8oGvuGE4upzhOJeMI0mVk3ZiIE6MTnZTsaZxeYlrGyNBYGkJVVHincJKatG2XAkuWLOH+++93+3y+v4vzJB3OKwNECFHicrmeeP75512+HsQiLyesXvsgS5e+zbGddRQ0lNBeqTNyvqpkzVVmBNwU1aM+MZcp4f6iBCmthm5E1CWwGkRd1Jizm2p0hjW1ptxizDWUlkWwWN9oDp3+HYeOHCVyUk8vrhz6IfLyRp3rx76s4HYV0tZ+jNFvn8Dl1J1sWsbq9zJ3b5COjlpkKIjd3n1/FMLE7JlfxWp1YTHbCYfb2bz1Vzgc2XQa5TFjRt/Ou5t+AsDI4dUcOrKCEUVXsWff32lq3s/XHvw0X3/wh+Rt7cRksiSuH8hXLhHJ78sa0NJ+qm1KUwDAWxeDQAgp9Zew3e5j9MhbaGjcRdFIXZXZHDb0CWwpbgFKJsO4nOp/ShdEs5sSBEmCBFHHmE2nW+oak3iZ0rYE+ZLRBUVcolkFFn8c/yD9JaCyXFS2lIhqxJ36PQlnGa4MKeO1vV1iCYG7fATRtmaOFh6n6KqbMdlsZHWW4fWUUH18HcdPbKDogU/T+vRKXOvqkcNv6NVGzxoxEQ10gMdB3VwH+773lR737Q/cdtttvPjiiznPP//8b4GPXoo2+Hy+395+++3Zt956Sef2FwQrtWfnJHE1AAAgAElEQVR46aWX+ORNdxLffQBL5VCESqZT2RdG1El0k+liadEHZuXMIlKzNzJiAprTiimU7M9AQhcilTRUkfLE4cY2UyTO+/v/AIATN1OYjxDikkS5+xsuPNRxjOF79IfeMkIXwYodOExcxqhnFwUM6pFgHc54hlCJS+jH75VbaKWRKBHixLHjZAiVrJLPcqW4gY2s5IpqPXixhbXMYBHSpOE/tBuzyMUyyrDN9qY4AkSNxb9a6Hel6BUrbQ2VsdHaTtzfgQk9JdssLIxnJut4kZjbgs3sRAaSgQ1FwmWmVsuOrqRujMo4yZjHCbstofeReJ+kpEIrXYQEQaL6ZAqpo2zihfEZtQIjC8TjQBhaHqKhJf0zGuU5IqahOY3JvSKwXQVYzU7aczUG516NbM6muCkHN148ZLGdd6gccyvBrka27PwNUwNXJL677jI7TFX1RAsFZrON2ORKtJxKVq/5GpcKPp+P5557zrVo0aI/GCnWJ8981IWFEGJ+VlbW5//6179+IAKKq7XncJic+ANNeEV2t5oLKsU/UxvT5PUiDaHqM0W8AcxKjFQ5eWXOb+h+URsdpotoVh9OauBOYwHuSxev6Ff4yGEvWxghJyYIDC2YHMfqqcWNt0fxS7fwMlteg8sISLTIBnaxCQfOxAJ7JJN4S65gsfgwLTRQzQEGM4xajlLBaG6762ZWPrnugn0mafynofezPFHMYDmUVlMzOSb9+070wW6cVnorOxFmM0jtnEtmkhkmGe+FlIyPnkgPta2358CCBTc+NOKECFDKcPIoIotciiljD+9hwcoEZrOPrQyVYxki9EBFTxl4EokUEuFwYMkt5tUTvzinz36h8PDDD1tfeeWV6QcPHvwS8D/nep5zJkCEEMLn8z31hS98wTlz5swzH3CZYPfODsyWcIL8SIUSb9RsPS++enPjiJ4esExA9OFZkinfln2wbmdkNtspK51/5oM/IFDOAf8/eW8eX3V15/8/z+fuW+7NvpGdsIVAAEFwQRAV17oUtLZfR7SjnanTr7WL09+01XbGOp2KbaedqV9rO2qnaltt61IXtC4VEERkJxBIQhJCQvb97vdzfn987hpuQoIBQnw9Hj643vs557PknPM553Ve79d7f/XvcDjyKC2+HF+/m6C7H3/bcQ7V/oWykssxm5z09x/F4+0lEHQj1RC9fQ2oahCj0cHxth1IqTJ75hoCgSECAW3iOy1vGTlZsd3C3JxFHGl8J+odYjTaeeH3Xeh0RuqPvEVuziJkaBrujiaslgz0Zjve3jZCfg+mlAwMjC1mtHTOddTu+RPNx7aQl7cYv2+Ajs5qZkp11MV+MoigjJIgwyF14qSKEBFQE0mQMULqtHbszjZESZDhsHRJPOmJ11Zw3e0M1O6l5fXfg6Kgt9ho7Xqe8xb+I3Pn3MrR5s10PvIbcr/3Jbp+t4Haujcon66Z+0ZUIM3/N0hn+l8JvFWP0eggbfFyendvw91wmDnf+QnVD9037vuZSPzXf/2XacOGDdfqdLqrQ6HQGTV90Ol012RnZ1/785///NzM05cEs2fPxkOiT4LsHCVHfcQ4LM018jG6kdu8HM1PZIzZWs5j5SlnCznXcIXuZvIo5jB78Eg3ORSQpRbS72sjJDupYRdGTBQwHbccxM0APryECOLFzSB9WLHTQydDsp98SpBIPGjjtAED57Mq+jxNwkKWnMZBdgDgIh2d0DFLXcQ+tjFHnkeaWow70AdI7KYMgqqfXncTVoMrukN9MkyzzqLdd4RN/tcokjOxYkci6fQ1kWedibAmkiATCkUkkCBJodeNqGxRWjpR80ZQToazvuD2JBgFxyPTMYMlM+/k4NHX+fDQr3DZCtnKR+RQSCXnc4g9HNr9PPklFzGtdDk79m1giVwV3dG9XFmL9zNLGOo/Tq18Gy9DLCj6Et3ddbS0bCMttWzMj+J0YenSpdx7773m//7v/35aCLH6TJpXCyGsdrv9d08//bQlOzv75AXOAQghsOLAi5sU/cjq5FF328MKpTGRH+NEYFbMdyjNUQK8SyHlpArtWj8NRHUW+eznI/axDbO0UkYFQ/QTIkg37RzjCBUsRiLpkR148RDEj0qIbjrQoUegESVCKsxmIQF8yDBzOofzcIhweKoQFMpydvMBPrRxUkGh7qkO7VzyCOlko0PPEAM4cKITevpkFwIFGw504uTLVr0wMF3OZTvvkSazySIPD258ahelypykZaQqk5rxninIYGBERclovw2HXhhYLC/lGPVs5z1MWDjGEVRCLOdayplHM3U0U8cSVrGHLeiknlyheQ3FKzt2yc14GKKAMvIss6gf+BhfyM1V+V85qySIwWDghRdesC1YsOAHQoiXpZT1p1LPKWeB0ev1txYXFz9RXV1tMxqNJy9wjqC05DLUUICcizXDSktnTB4qwpMPf4rWAZVg3I5M+HPIHPb3yIgN6KHwssMTHv/js5WEwnMNZZYWm64eiE3EQqaw14c3UVFiuKgbGVLZc/3DXLD0fszhVLdnI9vF2cAvf/lLHv7Bc7jdHXR07kfo9Fgy8jF4IC9vMaGgl/qmdzFZnFhMqRiMdtSw6ak0Gwj4B7E589m35Qlmz1pDTtZ8/vlfFvPoo4/y6KOPUlmZmM7yqaee4o477mDNmjV0tc9HCAWPp5sDh/6MxeJBp9MxODjI0FCAVFcJPT31BIJu7PZczlt2LwDKcM8NIGhPHMiFL0hL8zb6eo6AqpKWNoO8nLDJU7yhf5hkC0UzU8TtREcUSmGyzueMtcOI74ixN9ymI+u9ZGrAJGvBSBsPWsMMdhzJMpCv3Ys/3HwNcWvTgZKYZw2AvTmuzvBcfSgfVL+PjLe72L33aayWDKaXXcWWDx/F7XZjs9nIvutqUi6upOGL/8XCqruwWbUOJaXKkVs66XjyDUS/nuwrP4shxYX7qT8hpUr59GsmRd94++23uf7667uGhobKpJR9Z+KcQgin1Wqtf+WVV9IuvfTSM3HKM4Ll4jq28iaXzrwvugiWbZ3ajxHPifj0tpH3XGTXxRT3zoq8vyIKKHPcRGNYmErIFpPnKoFEH5D4XfxIytCQw8j+mhcwtg8xQ8yP/v5pmFjv2LGDF154gT/8+8vRLAoppmyEL4CDVDLJ4wjVeHQe7EoaZsWKUEEnDKTrchnQ9eM0ZLO95xX0GFghruf/Hf4hP//5z0lPT+e73/1uwvmampq44oorqKmpobW1ldvyNAPpGrmL9Co7PT09NDY2kpubi79VxYcHH14C+FnlvA19OBRHhr0AIoSYMMf+5hFVR+9QC83+GnyhQew6F4X62ZhEWD0RaTOR9mCIjfPRhV70t7i2FiYeIimXRSSbSzLEZ4OJqEAiBF64Pcu4MKzI+YKuiMIj9s7QDWn3G2nbkXadcJ7I9UqJlBJvoJ+WfX/lGEeYzlz2hu2NvvCFL/Dss8+yYuXDHDr0EoZjPZSLmOngwJUV9LQdpPHAm5SXXElWViXe9/7Gdt7jAq5ELwxnvW/4fD5mz5491NTUdFcwGHzuTJ3X4XD8fPXq1V984YUXzm2DpmHIEvnkUEiuSdtlViOqq7gwhFi/OHHiMVoIQMSrIlnIY8SoXufSFt+yKC9WpyHsbXNYk/SH+voYlH1s5S0uE2uix53ttngmEAwGefjhh3n6wd/TzjEt7SwmLNjQoaeQcnrppJl6bKRgxooBI0ECZJKLH184JFFwkB1cyFUYMfP3z6zhiSee4OWXX8bhSCSYv/nNb7J+/XrWr1/PG9/cCmjKkTr2o0/XiBJFURhod2MnhV66COCjiBmUK+ENyjGEsYRkkEYOMUAvegzkUEC6yBnzs0kg5ob50yhxhrjSP6yNxl9bEoXJ8N8mOotMBH7pI4CPbbxDDoWUU8m78kX27t3LvHnzOJ/LkEh2sYkLuRpdWIalShUvQ+xgI+nT5lNWfhXG9/bwsfwbeRSTK4omRd/40Y9+FPrBD37wcX9//9JTIatPSQEihHBZrdbHnnnmmSlFfqxa8TCulGIO173K8C4iRpNEBUf+LTTKnmtolNdchPwYCYN7GtA5LJiMY9u5mkq4++67+f2znRxr2UZH535kKAgIzGYntbWv4XKVMPeiu7E58zBEUr+qiYt3gLTU6aghP0IorF69mtWrVyc937p167j11lspLS2lpeUFAGbPXMPC+V/kxVe+wvvvv8/KlStZMP9WjjS+TSDopqhwBb2948uoJ0168guWkl+wNEaYRJqBZESpuFTEiO3T1BdKIEGSQmFUn5GRMJrSJGBNJEHiMTgtkQSJXobRxAG5Fbsth4rZN0eVL1arlb/85S/c9I934Lx0Acb5+XR0VmMrvITW4zs5VPsKYr+J0ICbvG9+DkN4t8HlKtXCl7jmrJigDseqVav47Gc/a/vTn/70H8A/nIlz2u32H910003WqUR+ABgxYcBIn7cVlyUvRn4kw2jvxdHeX6N4dCQsEochQn4ABIIeBofaKKEo+t1kmDicCSxcuJCFCxey9d8PRAkQhMCElW7aGKCHHAopnnYJYihs/BaX4i8rTAjMYxlHOABAWVkZP/1pcsVrYWEh1dXVPPfcc+Tmat5MBkws51r+uvMFNm3aRHZ2Nkajkari8xikHwUdOvR4VTd23djnMk59Bk59RoLZqUySohbQwmwMI0y1AoFEEiQO0pUyOglyEghfMJEEia9bL0act6gG3cjtW2hLnWDISxO1nMcKbMIRlU4/8cQTbNu2jf7+JlJTy6g79iLlzMMvfWznPXyvv4hiMuNILSIrS9toMGFBj4F+eqI+A2cTJpOJZ5991rZq1apfCCFel1L2nu5zCiGqHA7HFx977LEpRX5crqzFRTrdSju5I/gBjZqtawzkRzJEyI+kdRpOPJ+Ukk5aJ0X7O9PQ6/U88MADbPzeXgZlH4P0IZEIFBR0VPMxGeSwjCswKXHhg8MICFWq1LMfPz4swsbnP/95Pv/5zyc95yOPPML3vve9BH+Vi7iaxWIlT+3+KdXV1Vx22WUUKTM5ymFA8wtRxzlR1Qk9pSRXfIwFkWwsyaC63QkkSAKEclq9bMYKozCxW35ACbOiqcYBKisr+f73v8//e/B/KGceegz00kE6ORyWezhKHUZM+PBS2pyGbpaB0KpFpP61mk5ayaXorBlWx+PrX/+67qmnnqoYGhq6DfjNeMufEgHicDjWr1271jSVQl8isFozGBw6TtPOV8idtQILk+t95G1voeFrz+Jv72Ne6RfGHR5xriMS8hAM+mg6upGqeXfgnpFKyO9FV32UspIrMJtd+JyjT2YDfjdDQ+0UFVySUG883n7vXxK+z826jv7+lxkcbCUQ1Fb3DoeDa665BoC7/2E53/jGyzgc+aS6SunqromWVQ1KUhXIWYXKyDbIo/ymd4cSiKR4GAdiKpDhCFlkVAUyHLZjmgpEZ7HS07uTjs5qsjLnRp+/KkPkCAtHvvoLDFkuMjPm0D/QzIGaF8jPXUJn9yFUkxEUhaPPPI67qQ5hMDKz8OqR7/8s4NFHHzX/+c9//jshxONSyp2n81xCiAUpKSm3/fjHP54yoS8RCCGwSjvVxzcwM+tS0uKMMicDgiEfdcffp7l7B3nZC8kayjt5oSmEeBltAwfJYhoV02/A7e9loKmGPIqibvIne4f10BGNL09mvPaW+nzC937pI58SWmjAgBEZZpEvuugiAFpbW+lFI8wWcQn7+JDAQA+4kodHSa8vQQWSAJ3uxIwv0YInT0N7ylCURBVIPPz+EYk9fa8nqgIZDt2QL0HhlIAk1yuAIxxgjjwPRSjRv8H/efD/8MMf/idShiieuRq1RmU3m9Gjx4CTIelB0Rlo7t9D3e4/oxIgkzycpI3p1s8Eli5dyi233GJ+4YUXHgHuOp3nEkIoKSkpTz/yyCPmqWhib8VBnVqNNZhCoW7GWDzVzxiklHQGm6lmEzr0VHHh2b6kM45Iv3XLAXro4CKuDoe5BPAyxFyWoBcnD7+IECfm8Jpp+FgdWSzHf1/JUg6zBy9uPAxhxkp+fj75+Vqo+xCaULaQcoyYcTNyGNSZwmgeHaPhbIXYGDByjAbSZDYpIjX6/D1yCG9qP1t73iKNLJyk0yqbaOQQ+ZTSwTGMmAjg5+MPfozH040ZMxUsPuP3MBJ0Oh1PPfWUbeXKlT8TQrwipRyXm/a4Q2CEEJUpKSkfHjlyxJKWNnleWBOJLVu28MUvfpEj9a0sXXIfiqKPeiJEwg6C1tikTQnPfyJmlN7U2G+eDO1LY5iQDsTN04P2xHLJoIT7We77Qxyue422tt2UFK8iP28JQihnfVf7TENLVbyXw01v4CqYS9H5N2pGtID1+ImDUlQZMaydBwJuNn7wAwqmXURp8Sp0SXb/hhMgw39LhsHBQex2O9Pyl2I02ikpWRX7MarmCEvt4zwHIkqKSFvQxWd3Ga2LRpTJukj5WGNSTVr9/YX6hLoBXHVhGV84LW58uWidSQbrSB0Bu0aAeDJj9xAyRX4Lnz/unSkqtA7gHdAOEv1xsvCQVqkIb5y7Oxtp/+9fk33fPzD7/dgY8+unPk9LSwvLli2jsbGR8vI5BIOJ8faKosduz2PBvDtQFANCiEnXRx5//HF5//337+rv7190umLMwx5NOx555JH5d99992Sac04YWlpa+OUvf8n3v/99FrKcNJEV3ZERcbvqwj6MHIlv6xHpdGS3Jm7hGNk9VyOhAUNxsYthdUiy3cSu7e+yhy24yGA2i6IeCGd7t+RM4nJlLR45RA27cBu8LM6/GYtBC9WUbR0nFoiMiXGLehH+W+wffJ/jgQaWsFJLNzsMwwmQ4b8lg9frRa/Xc5HhKnbzARdyFfphMu1kio7obmD8rmA45Crp8cNVRPHlIiE2EQLIFiMmpC3cjofCMrr4LC6Rth2pO36cVsIS5lStzQcdSQiNJOO6vl9r28GU8Pgc5xMlwu+IiBlwxPMmFPKzq+53pNjzmd4S2zlXpcq3376HqqoqUlNTKVTKaaYu8RLQIYCFLMdBKkr4GUymPtLd3U1xcbFnYGDgfCnl3tN1Hr1e/3ezZ8/+xe7du21TMTNUMBjktdde47bbbsPYb6NKDCMZhoUIJNtxV+OUYcMRHfOLpsW+PNoSrjtcZ16cp0rYHNV3+BC7+QAPQ8xkAelkf2oMquNxmVhDAzU0cYjpzCVfjJy5azT0yS4+4l1ms5BciqN9OoJkBEiy3+MhpYyGQLtEOiXMHlsa1vhzf1IlRjKT1FEMUIeHc52N0JfhaJGNHOEAS7g0mnUNYP3O76DT6Zg7dy6LxUq2896Jl4pCPsWUMz+a6Wey9ZE777zT+/zzzz81MDDwj+MpNy4CJDyp3vzQQw8t/cpXvjIlJ9URqKpKiiOXmTNuwJkRSxs5nABR4vrB6SJA/N0ddP72GQCqKm9Hr49t6E62xd3pxoL5X+TAwRcoWfV3OLK0v8upECAAXl8/NYdepKenDp3eREb6bAoLLop6SwD09B6h5vBLhEJ+Ul1lTC+7EqPBpr1YR+k7Wz58lLkVt+JIiUu5eQYIEK2OWBYYiBEg8fUPJ0Diy42HAIEYCTKcAIEYCTKcAIEYCTKcAAHoq95O74uvs7j8zmi2H4i193379lFZWUnhtItoPrYVVQZJTZ1OacnlmIyOqC/O8HKTAaFQiFmzZg3V19ffHgqF/ng6zqHT6daUlZU9deDAAZtujCad5ypmiioG6KVCLD6rBIgqQ9Qde4/m4x9SweKEidpkmzCcbqwSn2Urb5HNNKaXXYVOiRuDxkmAEAxS59tNk7+aIAFSSGMapWRTEPV/CcoAB/iYbtqx4qCMOaSJbBSrFdU9Qiwe0CBr8DLELLEwaUrB4aRGwuIs8nk8BEh8ueEECERJkBMIEIiRIMMJEIiRGsMIEEhCgoyBAIEYCTKcAIEYCeKVbrbve4ICbwGFIpZ6Pr69V1RU0FTdgh4dvXQhEMxjGQZMuERsbB9ebjLgZz/7mXzggQe29PX1XXQ6yGohhM1qtTa99dZbaRdccMFEVz+pMDAwgDPFyQpuiHoNAGeFAOl2N7H32Cu4yGAO5yWYU0+2Nni6US7m0U4zczk/mrXpVNEnu6hhFwP0YsZKNtMoZEZCattj8gj1VKNDRzYFFDMrsT0kQUD62cRrLOe6kx4bxUSlVY4bnyNtdDwESHy5ZHWeKRLkkNxNH10s4OIERU+kvT///PPcfPPNFDGDo9ShEqKYmWSQix0X+jjz2cnWR9rb2yktLfUMDQ1VSSkPjbXceAmQ1QUFBX+sq6uzGUaIW50qWLXiYbbvfJyykstpOf4xNls2eTOWo4Qncv6wr4Lec+LzC9i0xh0hP3rnxlZ2tobwpDr8+AKOODOysNmpCBuiZjsH8DT3sPtrv6M4dQXT8pd+KlUf8cjOmkeqq4Ts6bFdBL0nIsE5tflJSA3g9w/Renw77e17qZp/Z3QBvWnLvzNzxvXYrNkcaXibjo792GzZpKaWYrflkpE+k1DIz/G2XSiKnoyM2egUA5u2/JBLVvwriqIflYRhOOmQJIvQaB4z0TqVJARI2Ag1kooWwJ0ZSUsbqyLtkNY+lXCq3YRriKTtDVeR4CcSIUNs4ZdC3HzcH67flxo2B7bHXkKGNG3A9/dFdhvjzhc+TOdW6P9wK/0vvcF5C/4Bs1mTp8e3/R07drBk8TIUnZ65cz6Py1kUXUxM9j7y9ttvc8MNNxwfHBwslFKOX085CoQQBrvd3vTiiy/mrFq16uQFznFUiMV0006GuZDu4HFKjHOxm7RsFyIlPKGL30GP9rkTjSjV9EgqxRONTaN9Le67oF1bpOv6vew98kf8PR1UsAST0EjqyTZROFNYJC7hEHtYKi5Dn6n9LdTwYl5xDcvYEAhEn6k6EJM4y7BZoi5TWyQHe3sJ4qcn1E6N/yPKjQvJ8mUhhKBO7mdIN8Qs4xK6jJ3UDnyEqgbI1hdhEXYyAplYcXCcJjy4cZFGKlnsYSvppmkUGWfHCIy49JmKSzPSVftP9BQ4wdA0Pi3ySOEpycrHI/ydiMvEouZoKrgoATcUp3qLkOiRc5tiC41QanhhGCYygrYT52wRI3dlKLbADDm0Nq2atGsx9MT1nfB5VFOsLu9QFx/X/IYCX3ISZGBggNKUmfTRTRb5lFMZnYBP9v4RCAQoLS0dam5u/qyUcsNE12+xWB644oor/vmll14aW7q4cxiXK2t5W/6JC1jNIXaTST65ohghRPK+EF64jrbY1JfFNicj/TDBxDrc9kMHYmuiLnmc/XzEHM6LktSTvR2eLkgpsSspVLAEp5g4RX9QBvAwRAM1qISYw3kYhBGvdLOVt1jIcgAOoS3K08jCjotUMkgjmyH66aAVE2ayyKefbg6zl6Xi8gm7xlPCGEgVxRTboI6mtg237zNFdiSDlJIadtFHF4u5NKnqrlIs5RC78OPjIq7GLKwnHDNZ8e///u+h//iP//hrb2/vlWMtM2YPkLD646fr16+f8uRHBCajg+7uw7S17UKvt2ByppOZOz9KfkwEpJQEOjtBShSPRO9wJPxRGv/3A/JvWEhB3dTeHRgN8WEo3T21TC+7akLr1+mMWCxGSoovIxj08NH2/8JiSSc3ZyGqGsJqzcBqy6Bi9s2oM0O0tu0kEHDT1r6bmsMvAZCVOZfOroMcrnsVRTGQk7MwSpaNFVKqhEKhpOE4J4Uqk+7sAeg8oQQS5JNgNFNVoSaSIAnXMKgkkCDxkDqZSIKEkXL+UnrefJP2zv0UTtMIr3gz04ULF5Kbu4hjLduw27LPKT+cVatWUVlZad+2bdvtwK8msm6dTrdu3rx5jk8D+QFgwowPDw3+/fikG6/fzWLTxHu/+INufP5+dHoTUqqYMmK+Hj2DTfS7j3M+y8e+QzUFEZE3d9NG5glW4p8MilAwYiZbX4gOHYf8H1ODhxxZiA8vZmHDrFgpsM1lmrWCnp46ekLteOUQO3gfFRULNlJIYwcbw+kbBXP043+3BmUAA8P+zidRBU4YbJZEEiQePl8CCRIP/VAgKQkCoNqMCSRIPAKp5kQSBFB8gSgJYjGlUpi1hIaj71FI+QnlHQ4HxcxkO+/hJG1MfgKTBQaDgfXr19vuvvvunwghKiZSBSKEcFkslvt/9KMfTXnyIwITZpqpp4cOOmjBRSZWPpnqYDhUGWLI14VO6gmqfmzGRJVRDbupYAnpYmqkGj4VxPtAaKq61AmtXy8MOHAxWy5kH9vYxGu4ZAaZ5KISwoELIQTnsYKA9NNKI0ECHOEge/kQBYVciqhnPwf4GIFgBlXjvo6QDCEQJ4TjnE6oPm8CCRIPxWQ+aySIEILpspL3eJF+enCRfsIxu4KbSdNnYsSMKc7/cjIYnp4M9957r+5HP/rRciHEQinljrGUGc8K7ZrMzMxpa9asOfmRUwBvv/cvfOc7bn76n7/GlVqKwWgHfxCdX0UJaBMfv0MQNGsLN3NP3A73kErLxQrDYxcK/6eHjs5qAkEPZpOTVFcpx1o/ornxHczmNBShYLFKBFkIoZD1zGq8Lb0UdF0Mp5bmfEpBShWd3oQfP2ZPfOzRJ5yTRDZ7JcyYfh3TS6+mu+cwTUc3kZ01D6s5QyMYAEXRkZ97XrjgcgIBN6GQH7M1FVUN0tDwHrnZVRgMdtSAD51iGN3sLnztft8Qm7f+B1KGcDjyWVT1JURkly1Z8WRZX8LfiXC704XAn6qRKRF1h61Nhv+FnnKt+zddrZ3AuT9GvLiOaLuvEeVH0BJ7gZj6tGffNSc2fNhbtHq9aWHVSbgq/ZDAlx1R6CTcMoYUH8Fu7UUhDeEUvSmxSbiqCgx5qXQc20d+3hLtWQ7D0eYPCAaD6JOkwZvsWL9+vf2KK654WAjx9ESpQIQQBpvN9vD69esnlyvoacSLjc+wZMkShto9lBsX0hKsh1AIYTFDJKVpStjfobefExyVJ04AACAASURBVGLKHNoEXHWE26JU6fj4XfrpwYINExYs2NjM69hIIUQQV04KgX2SAH7mlN+E19uFy5qPzh9bFE/2CcPphN5oxSc96Mx21EEtf7uwhJ/vQKKRnTAaUd3aMfHqkFBHFwBq34mZUDL0+WTo8/GY/DR69uEN9GnpEYPBaLlUWz6paCGIs/yLGZL92IQTIQQZwQJAkKbLQZWhRMWGTomansqhE8NnDrGHBs/uqGliRsqJMfORHT8ZjKk/I/cWuZ/4ne2oyWpY9SIHBqNqEKVLOz6UE1ukyHCIi/54OEGJPi6c0hQJLYxTpIQVTfpBbXyNKJdUvUA/FB56Itl7Iyo8T4hQWAXiy9TW6Ib+uPHZGG7rRgVjSgY+vPTIDlLFiUaeH8l3z9lxeu3atXz7298u6O/vvwb4y0TVa7FYvnHDDTfoZs6cOVFVTmq8pT7PVVddxaY3tpJHCR20ICOSz8iOepId9mhfSqIE6a/dQwetCBQMGMkinz1soZt2TJgpmlnAroPNUeJzupiLh0FcZJzWez1XoENHgAkVoCZALwxUcSFBGaSdZo5SSznzE0KODMIYJU5LmYNXutGh176X5bTSRB7FCARSyoSyo6FPdvMR7wCQJ0uYIxZ98rCYMZYbTnKcimnq6YBA+5u3cTRKgMSTGzqdjl61C1VVOddCp61WK9/73vfMDz744CPAmHb/xkyLOZ3Of3vooYfsU9GkaSRcd911uIc66O2pB6nS19t4SvVIKXHv2s+27T+nt68Bn6+PtvbdbPv45zQ0vkNZ6ZVccP7XGXJ38Nhjj+FyFuPz9dP+9gGMqTZ8vr4JvrNzA6tWPBxVf4RCAaoPvoDZkorVdppeXmEFhaLoyEifxcKqv2dm+WdGVRYYDNZoeIai6GlofIf6hrfZuPkhDh0e+1xJrzchZYgF87+IQKH52JZPdi+ngL6KUaSmnvG9MEyjJA6MkB7J4O9PVL/kfnsd7hQvQ4PHR762c3BSDXDBBRcwd+5cixDi5omqUwhxS2VlpXnZsmUTVeWkR0FBAb5OiV966Qq10hdq51Q3ar3+PnbsfIJa9hMiRDst7GMbm3kdBR3LxBVcJK5m+/bt2EghnWwOHtuAUW/HGzj1lKXnMi5X1kb/A2iXx2gKHCDPUHbaz23Tu5jjuIhlaTclNUiNQAgFu+KKTp5bgnXs8r1LW7CJ99x/GNc5vaFBskzFlDCbg+wk0D/y+1lM4NikOz6KwX1ofONzhAhJBsUz8m+BlCTqRCHIzJjN9NIraSU2RxpudniujtOKovBv//ZvdqfT+a8TVacQwgrc++CDD065DF2j4ZZbbmGQXo5yGAvWaDam8UKVKk3yMB/xHm4GGaCHZur4gDfo4jgLuIiLxNUcPHiQaZSRRT4tNDAo+zCGFYOfRsSP0z7pYTcfkE/JmEmFU4Ve6MkTxZwvLqNAjP5eMAtr1KhToFDHPgbo4X1eoZPWMZ9ThHcOF3MpnbTSLdtP+fqnCnRCz4VczTHqUUcgc4QQ5xz5EcHdd98tpJQXCCHGlPt4TG8kIcT5WVlZMz4t6o8IysrKcDmL6Omtp6uzBp3OSE56Jal+Le7Qk6ZJhKydoaj0PxJTm7cxHL/Y1sXe/c8SCvmomHMLO3bF1O6HDh1Cr9dTVFQUbXBr165l7dq13Hffffxv/Q5EYQH9TcfIzpp3pm57UkFKSfOxD2ht24nVksH8ObehDwpGdwYdJ5KpKcaLcBW5OYtoPf4xAD09teHfTl6/ouiZlreUzq4a5sxaw8e7HsdmzyYtbbrGWo/zEkX4eGOvxjwHwyEwIiDxpWnd3hherzkPxAa7gTKtYG9cc3McShwmVEOMELp8zTYA/vr7JQAEUmLH6cJzDN1AXKaYFI1kCYVVVFi1HU8BmI9ou6CqTlN6mNwQGOgl0NxBMC02KY8PgznX8cADD9hvvfXW7wshnv2k8upwmOL3H3jggYnVFJ8DyAlNo5d22oIN2BQnNd6PmGFYiiIURHpcbPMwEzNhNoNba6i1h1+liUMUMJ1DgT3RBVt3dzctLS0UFRXhiMsU0igPcfDgQebPXYRTn0nfYDOI8/i0ol9202RspCfQygLHalwGLTOICIX7ekjljZ7EaK+rMv8BACVsVCvdsYVJZOc33tA2ampoCGe2CsQUFsJq5Y3uJ1htvz38mzb2bRh8mivTtEymMmymOMe0jHb3Ufb7NwPg8fVhiTdO9mtlRcSMFFB7NFa3VFfBds9bVFBFL50cYhflgcXapD2ySx03gVQcid1Rcaag9vYl3I/0+hgOZZgqBEDX2q0dH74uaTEhzeHxOWLMG7eYEeEhJRA2NzV2xBQtEY8P6YsQ30rU+Do2n1Fj/4br0g2Gr9UeC7VRvAH6uuoRxDlZTyGsXbuWr371qzOFEOdLKT/8pPXp9fo7li9fLj4t6o8Inrjj95ix4sXNIP345WFSycSqauOqPk9TD4WOtwFa6tDh6Jc97GELVuwsZiWb5etamVCI/fv3k56eHk2jCpr5I0CqyMTNICmk0k93NPTm06bUC8kg9RygjaPkUkQpJ64Vhz+TkTK3nCpOlhEmApMwg4RdaON0Pz1kMraU8g5cOEnDwyCzWUg126lSL8Quzq6cXp8Xl8UmkKgMCXbECEFdmqb4E1mxDd/gwcPjOlfE2FuWF2p1hSTeoaOotSoqIZSxayDOCVgsFu677z7DT37yk+8Anz/Z8WO6e6fT+Y1vfvOblnOVwT9VXHThXfT01jOz/Hp0OiPZOVUcrn9txOOVJGaVh2tfxZVSyJJFXyHVlSiVnTFjBqWlpUnZtt/+7waMeenoUqwEg176+pro7q7ljbe++clv7BxCS+tHtLbtpKRoFXNmr0WvTx7fPFkwc8b1sf8RCsfbdo25bFHhctrad9PeuZ9ZM26ktvY1du1+Ep+vH7e7i/ojf6WrOzwATiBjrx85SUJSKKOo+Qzj3AQXupHX/EEr9FfvxF5eQaqrZMTjzmVceeWVOByOHGAiJBsXpKSkZF155Zg9oKYE3G43B9lBDgU4lUxy9aU0BvYzGOpOPLB35J36Lt9RWmlkGaspExUJu9VpaWnMnTs3gfyIoKGhAZsxDYNiQqLikUN0yTbc8kTTzKmMgPSzk8249FksdV4fJT8mA64wnjgPMgozRXpt4u8SGewLbUGOUd7s0KWRpS9gO+9RTiU+fGz2vERHqJmQDNEcqqXetwdVjqyoGxcC45NPi1F4VH/mOO0mRqkrSoQAgaCHrv56ZlbcNL76zxHo9Xq+8Y1vmJ1O59c/aV1CCGG1Wu//1re+9akJU4yggRq8uJlOJVYcGDHTGE7aoM87uWeQlJK9bGU6c1kolkfJD9Dk+/PmzUsgP+LhYQgrDgwYCeCnS7bRIztOWS14ruIQu3EzQAWLKRMVp1398UlxMdcCYMJCM3UMyFHkxXEQQjCdSg6yE4ACprOTjRyUOwjKAL2yi1q5l0F5ZhX2wZaRVSwRw/DTBakTNHV+RFn28gQvpokmuM4m7rnnHp3f779RCHFSY5uTMhpCiFSz2XztunXrJncvOQ3Ys/f33HnnnTzzzDOYTE6MOgteXx8NR9/HfvXq6HGRNKy6sM+CNz32WHt7j3Dewn9ECDGuXeuM9Jl0PXuIjPTZtPn6+HjX4wDcfbfkySefnIjbm/To7Kqh/shbVM1bh8OR/KU2aSAjHiF6KuZ8jqNHNzNzxmfYtedJ0lKnYzSefFPeZHKysOoudu15kpys+VRWfIHW4zv48MOfghAEg9ru6PILH0hOBMXv/AW0ybcvM3ZcJHWzJy2SJSb++rV/HPWROvTR333hYSQ0PcaU3F6hbYJdn6K9XO788iauf+WrABh7wznOIz4gHoEvW9sZNGd4ws8pttjweiLx6CfeUmBHNSX5y84pg9PxQFEU7r33XssPfvCDrwIffJK6nE7nfffee69tsk9oJho2m41XX32Va665BrvqosVfSykVfNT3Fy7hMxgiO/BhJUGCr0N417yzs4YcpkWzt4wVy5cvZ8DThqemGoHgAzbE4to/JQjKALvYRDbTKAgUQwBUEn0+3vQ/m7Ts6x3/D0hOUghjeABKklEl4q0hk6TH3DD4dPRzpF4ZzgKkpMTG4enqfI6HjjBDzucQu2l076XIoJEiijNlxHOj1zPHdjHV7k0ckHsosy2C3kEO+LbjZQiBQoggBo+efFESTdOZjExIULdEVEkRE9M4M1Pp0q5bhFPRikAQwvcu3OH+bom13ZBd++zJixEeEfNq/aB2TmPnif0g4h+SkAI9orqJZJNxmqNpcyMZzjr3bCSVDEzVLSc+rymCO+64Q3nggQeuE0KkSilHiUc6KS5ISUlJu+SSSybs2s4V7GzbyooVK6g5oI2XM6mimu1kqblkdmrzABkKxaUJjfiHaf3Qh5cgQbIpGPe5M8ilg2Po0NNHNzVom1Nvv/02l1122Se+t3MBjfIQHbSyjCuiYSZjwVgVG+PFWOo1CTNFcgYhQjhJYz8fcb68bEzETarIZL68gF1sZgbzOY+V1LKPjbyKDh1+fLTRzIWMIbHC8DnoJ0ivOxoJEq0+/M6Sjc0o2dqGQkQ9MpbyQGxNELHakSpdvYeZTnFyb8EpgMzMTK666ir15Zdfvg342WjHjoUAufnyyy8PZWR8+kyDjEYjv/3tb9nyQQf1R97E6+slK6OC7t46rKEgim70x+f3DBAMetHpxq9ayMyYS239Bvr7j1JYcDEF0y6k9fh2/v7v//5Ub+ecQHzGl9q616iYfcvkJz+GIStzLk1NGxkcbCM3exEHav7E/Mq/G1NZqyWdzIw5NDS9R0fXAc4/7/9SUnwpzS0fUlunqY82b/0P7PZcnI4C7HZt1yQQGEKVKn7/IKGQn+nTLsVoGH2DSQkMI0FOAl2tNYEEORmkEjPUGw5VVRJIkGQIDQ3SP9CMM6WI5pYPycmqmvQKoFPB7bffrnz3u9/9jBDCJqUcOpU6hBB2k8l07e233z5FX2uj4+qrr6azs5PIeyqdLI5QzSB9Y/K3H6Q/qSv6yXC9/XaymcY23sGCnUqW0k4z1331LKfrOwOITFqPcQQzVmaexKU/nuQYiRD5pFht/kJS2Xwy6ISeUv08agK7mM1CPuZvZMhp2ETKScsKISgyV7K5/wU+7n2VpVzOBWI1g7KPrbwFQA27aJSHSB3IxaHPwKzY8EkPKiEC/iG8cogcUUamYYTFnMebQGqcFOM8XjUZUHzJ1SVKUKLqxz6UdKQPkdGVQ5c8jh5jNKXmuZA9YKzIyMjg8ssvD/3lL39ZC/zyVOtxOBxfuueee6yfNqIaICsri+rqarLFNNo5hopKCql00UYmxSctP0QfBoynpFrIp4TtvIcOHXNZQga5HKWW+fPnn8KdnDuIjNMB6ecIB1jK5SclP+IJibfU5yec+BhvfUXMZCtvkk8JBozUU00ZFWMqmyoyMUoTB/iYaZRRKc4nKAPUsJtWGvAwxPvyFRykkkIqdlIIESKAH4mKFw969JRSmZhNRiifiAQ5GVSPB8ViSfqbPi937CQIIOqPIksL6BlswoQFBYVj8ohmLjsFx6Evf/nL1nffffef+KQEiMvluuvOO+/81En14qGZ6QhaWrdz4dL72XfgD7jffIeigovpmWlhMFd7jI5mbTJhDGfJaN37Hnm552EwJG/Eo8FgsDBrxo10ddeQk72AjR88RHbWfC688MIJu6/JjJ7eI/gDQ7hcxWf7UsYHKbWdjfLr2LPvtyxa8CW2ffxz+vubSUmZNqYqigtXcrR5M0NDbXT31OH3D9DY9DdycxYRCLiZXX4jA4Mt9A8eo7PrICD43K0r0Ov1ZGdnU19fz3PPauc29gYIODWWw+cM7/LFRVyFwvPlYFwTDVm1BYRq0P41t8cGfX+PRkA894eV2r+sxBBW+9uSzL394XDL4rK26He9Xu1kRp3WT2ym8C7uwkFSzGH37O9ncLhuA1mZc2k9vp26IxtQQwEKCy4CppYPSFZWFkuWLPFv3LjxWuD3p1jNtUuXLvVnZmZOPYZojPhsxp3RzwP0MoP57OcjFjc40AkduooZAIhIZg69HlQVd7CPXjqoQPPvGO+CrYy5hAiSTylNHOIYR/jRj3ZOzE1NcgRlkDZ9K8XWeRgs2i7V68d/Me56RDLTtbCxp+ofWwiISJIGPPqdVNngfQaIETE6ZwqFcj7Hemrp0feSq5bSGKxmFgtjCW5VSSictSWqSAnDrnNhFna8cpB2ayeq0cLBwV0UGubS6j3MYsPlSCQ9vlYGfMfpxIMJCzffdz02m42MjAwefvhhdO0BnCIdnTM8WJriFif2sNeHUR/9Vw2rNCIeHjp37PkEbVpZY6fGo1obAhD28bBGhvG4Zx3JDhNVMHoD+MPeZrqwN0jED0TqY15U/vSYssTzzjt0cpBiVrCVtzBiYjnXnfC3mAq44447bJs2bbqLUyRAhBAGs9l806233jo1JY1jhtbumjhMFRdq5KM3lzSRhT4r7APS1R3tv5FoskYOU8yp+aakiFRK5RyCBDBiZiebmMN5ZGaemLVoKqKVRuw4MQut7yYjNk4H2XEqGH4dRmGiVFZQzXZms4idbGSaLMUkxra2ms1CdrCRbtrolu300kk/3aSTTQpp5FNKP93008NxjqLHwM333oDRaCQvL48NGzaw940dzGbh6bpldHO1di0GYxlk1HQt7Daki73bdA0jJwQYjtBALBRX3bWPejaRTykH2Uk7WnakNCZPuOpEYeXKlUgppwkhpkspa0c6blQCRAiRZbFY5n7aYsqHIz//fLp7DtPTW8/R5g+YPfMmdux6Aoc9D8HcEct1dh9k9oyRY2Lj1Q7xkFISCAzhchaRkTELRejQ6y34/AMnlJkqi8B4+AND7Kt+jjmz1qAo56bvTEpKAamppTQefZ+Z5deze99vqJh9M2mp009a1mCwsPzC77Jl24+pq38DRTFQMfsWnM5Cdu95mo92/oLszEpKS6+Ihobs2x1rC1JKfvdcMTt3/5pZM27E4Mwd7XRnHUIkqsNlSKW27jW6uw9TNe8Odu15Ers9F51u7JLNcw3r1q1z7Nu37w5OkQBxuVx3rFu3buQ0GJ8CGISRuXIJ+9jGQXaykhvoo4sDbGcu549YrsPbQCb5CTGx8RhtQhiSIVRCzGYROqHHK90c4wirjbegE4mL+qmyEx6PQ+zGqkshxxxz9r/C8DkA3gz87mxdVlIkDbMRgrmmC/nA8zIXW25id/Bd9rONKq4eU50XW26kxv8Rx7w19ARaSTXkMMt+AQ59GtsG3sSlZFBOJdNEzP/rxz/+cfSz0+nkS3f8A2VyLgVy/pnZjQuFEkiQk0GEZIwoGYbe3gb28z6zWEA37dhxRrMvTEVcddVVeL3eSiFEppSy4xSqWFleXh4qKiqa8Gs7lzCDeXRwDDcD9NPDHM5jHx+yRK5ipGDhkAzSSyfzuSDp76ON06pUCeAjj2IMGFHDoTUB/ElJgKmGPtlFAzUsZHn0u2TPazKQH5D8OvIpoYlD9NPDNMr4kL+yWF6KRZx8fz5NZLNUXsFW3qQeLfxqPhegoPAxf6ODFqZRxnQRW8/99Kc/jX5et24d2am5hGSQmVSNK3xoMiAoA+zlQxR0ZJNPLXux4kAXRwFMJbWeTqfjlltuUZ588slbgB+MdNzJVpdXrVy5MmA2mydkV9HtdmO1jtOEaxLgbxu/j9f7/2GxWDh/WS5/+MOjvPzyJXzrW98iUDAHoSik1EmGcrTH6XMJQl433jd6sNuTLz6TkR9SqtTWb+Bo86bodyZjCvn5S5k9aw0u56fjpdnevodUVykZ6bPO9qV8IqSnzaSx6W8UF65g1owbqK17ncXnfUWb5J7EeEuvN3PxBSeSWwvm38mQu4OaQy9xuO41ysuuOWHSLISgo7OWxx9/nO9+97tklK7DmlNIKG59J8M9P6LQUI0nXo+0a5MEjz2E0qsVyP5VEwdq/ohjxQpcFdqO+WChVtbRGLsO+zFt17GjSiNoWrbms2K1FnPbatQk5rWdsbA6l81D95bDHP9lC30DR9HrTCysuov3Nz+EM+VZ+geOYjJp5aYi6Xfttdfy5S9/+RIhhFFKOXIeyiQQQpiMRuPya665ZkKuJRgMoqoqRuO59ZKPvLzvuecefvGLX/BMyy9wuVzMmTOHfr+OtEh6z8h9hY1Oe4JtpJKWrMoR0SXb2MnG6P/r0JMp80gnh6VcfgL5MRURkiFaaWC57zo2tGkeVRHyY7zY4Pnf6OdkREUkZCYpiWFInMYIHWwY+k3Cd8nKRZQdNmsaBq+JXtHFeazgAzbQ3d+IS9HGJ13YDyRyvBymSGkMHIjVHwS1t5888sk0XsexUB27xQcskBclnaivW7eOqqoqvvCFL3CwbS+z865AAjKSASf8nlDNscE7SkaEQ31CZj1Bq/YMzB2ax1Jo70H2yq0IBJXTb0an6FGtsWlcRAUlolqX2PgfPac+JlKIqEFUvcDj6aa1bQeexlp6aKeCxeyQG6kQixmkjwy0Oc9UmUzHw2w2s2LFisDrr79+FfCbkxYYBrvd/tnPfe5zE5al61ydU2+Ur7J3717mzZvHHY/ezNe+9jUefPBBamtr6XwpeRRoH93YSRnX2BqQfqrZTgeaN42CDit28ilhAReTyqdD/dFMPYWUYxcpJ6grxuLDkawvTxRZMtaMM0II0mUOnbRQyVIA6jkQVW6eDFvkhqT1L5Or6aeHvWxFkQp5oviEsi6Xi87+dr7zne/w5z//mZKj8zGO0y9sJLTLYzRwkNndRlIt+aBTCNYdAUAfTiWvOmLnUqeFFRvto/OvUkqOUc8AfXTTRhrZzKSKVz3P4LCk4GYAM5YpOU4D3HTTTabnn3/+1AmQ1NTUW9asWTMhg3V/fz9Op5M//vGPLFy4kOLi4nNKzWA2mzlw4AAlJVo2iuuuu46vf/3r+FqPYc4/MYbX39+DyZSCosQG6/j7lVLi9fbg9WqOxi5XMbv3/obunsMYDDYCAe0lIIRC/ZE30evNzJj+GXKyE+MVkxEpk/k5ngyhkJ/Go5soLxuDKdEkR3bWfHz+AXbu+R+WLv4q+6p/h6oGPpGSQQgFuy2bmTOuZ9v2n1FWshqd7sSda4PBwD/90z/x2GOPcezjdym65nakGkJKmdS7RvGLpCQIQKhvgMEtNQxu28aRxkYAvG+8iDW/BKNr/L4JIV+Qo68dwJpipr94Hr6mNrq27KLjjT1kpM+ipHAlaWkzon2nrOQKdu759TnnBTMeZGVlMX36dP/+/fsvBt4eZ/GLZ8yY4c/MzJyQN/Ltt99Oamoqa9asYcWKFcCJMcGTGQ899BDf+ta3yM3VFmL33HMP//mv/0uaJbnXgnuonXxiGQiGT5CCMsAAvaio2HHiZiBKfujQEyKIERPHaaKDFlLJpFIuPWGiPtV2Go9wgFQyMQhjUoJhLLgy425ghBCYOETS5Y4Vq20xz6XhZMhwKELHYvvV7Bh8Ez0LySCXPrUjSoCcKozCRIl+Dq3+BrpoYxqlSY+rqqrivvvu46677mJmzioURUdIDaBTYuO6btBHyD76PpSUKu29NXT2HqJZaqnYHbio795CecbFp3QPPT31DA62kmnXrr2zv5aGxvcIhnzMoopyKqOS+o89G7FYLFiY2hHTa9assW/duvVzjJMAEUIIh8Nxw7XXXjsh4S9btmzhmmuu4bnnnmPBggVkZWWdU2NMZWUlu3fvprKyEoCvfe1rZGZmconhZpS4sTOSslzL4pK4HIm/Xyklg/QRwI8OPSmk8jdeBsCKAzcDUePLGnZhxMR8LsQ5jPxOtgCfzM/xZBiU/XTQQjHahuLw+xsLkXE6lSHjqbuceVSznf1sp4RZ7GPsGalHOo8iFFykUyJn0cRh8sJeNMMVEQ6Hg5/85Cf87Gc/w0EOeRShyhACZdzKvSHZTxdtNHIIHx6MmNjd9grLi+5KaPvRaxzwJpAgw+GXXlppwoaDFNLoo4tm6sLvnTLmcB6pQiP7zGYzhZRTTzVGzFNK+RGPSy65BI/HM1MIkS6l7Ep2zIgEiBBCZzKZLlm9evVIh4wLKSkp7Ny5k/vvv5+33nqLq6++Gji3/CxmzYopEoQQ5OTkUNdwDL2rgMECrQMo4U1GQ34OPv8AgYAbgyGRoff5+tne9AzBgT4M6Zl4G+pZtOBLlBav4tnnfk7kmR8/fpxf//rXfO9738PlLKHm8EtUH/wDVfPuGFMoxbkIj6cbNeQ/59UfEDbKK7iYo82bGRhowW7LpqurhqzMkcOmxgIpVerqNzAtf1lS8iMev/3tb1m6dDndz/+Bzu4aXM4S5sz6LEP52mTafiw2cPvt2ueeJTEBgsEWYOCND/C/Vk1O2gyM0yt5Y8N/sn79el5/dTOFJZeT8oNj2sFLoOmpxHZpjht2Nj9fRcgzxPGnn0BRDPT1N6KqG7BaMsjOns/+9vak8bg7dv+Knp5HSE0di53luYsbb7zRXl9ffw3jJEAsFss1N91004StOh599FE2btzIypUrcTqdfPjh2CcZkwGpqakJbSU7O5sBf7uW6UIIsIQnGOEMH07S6aUr6W5grdzLUeUIdmM6A952spnGTKp48sknufHGG3E6nfj9fl599VX+9V//FSEEh3fW8y5/JlcWaX4SU1QN0kM7BZQj9HFj0CjZmsZqfKpLdfJ622OsttwGgGKPNW2dMyWaOSaCyHERj45IhpiRzn2lU/OKkT4tk4n0eLALG/m6MtqCR3GSRlvwKNOCYYO4sA+BLs2VUOfJvE4UZwptviMEAn6y5ej+T7fddhv/cteDbN//a/QY6KKNi7kG85zYuyKSdlb0anHdntkxdakSlPh9g+yqfY4iZjKduVhJ4emd/82yBRdS2J2NTugIrF4MgKU+nCI6Lg25DCs+jC1a/Q1dH9LQ9gEppFHLsGfXhQAAIABJREFUX9ChJ4t85nM+H8l3TrgHs9nM4OAgBoPhnFOPjQerV6/mnnvuWS6E0Ek5rlzHZTqdzhFZ8H9SnH/++fz1r39l0aJFANx///0TUu+ZxLx586KfbTYbakDitvlI0adDhkZMqJ1aW01V8zniOZC0nj7ZxR4+REHBgIF+eriUG5nPBTy187+pqqpCSsnBgwf5n//5H9avX08qmXzEO1ikjSouHJP58bmIfrpx4MImJj5CdjTPkLEqO8ZTryIUZskFvMdLzGYhPrwMyYFR720sviYhGaSRQ5QyZ9TjFEXhD3/4A//n5tsYkD200kgZFRRw4nosntSPkHgRHGYvKio5FGAjhY1dG7jyyis5/tEWskRso089FjM6VXKztbrCakBdxQxoamUw1MvHQ+/gJJ3D7AHASRq5FHPUfQRLEiPVWnUfvb29U3pObTabWbZsme/dd99dBfwh2TGjMdELc3NzQ3l5eRN2QVVVVbz55pu88MILbNmyhYbGv01Y3Wcazc3NbNq0CVtp8oW6UHSkOKbR1rH3hN/aO/ZhyMik+J8fpMhQid2ei92WQ0pKAfGEU05ODt/+9rfZvHkznV0HCIW0hemuPU9Sd+QtGhrfpbbuddo79hEKjc0obrLDas3EZsum9fiOs30pEwaj0U5IDVBedg0HD/2Z9o59n6i+w3Wv0dNbT2nJyTNNLFiwgIXz78JgsFJafBk9PSP6ASWFr/E4gx9Wk593PmWlqynIX8Zdd/6Of/7nf6aldTvNx7aiBkd2wnYcTfzt+DsvYbNlUTVvHcWFmpGq3Z5LSdGlo5qRTeWBOoLVq1crJpPpM+MtZzKZPrN69eoJW2Xn5OSwdu1a+vr6yMzMZPGspQTGF5UzqfDYY4+RYsoe8XcXGbTTjBwWlhaUQY6KepYX3cWivDXo0ZNDIXphYN26dTjDppVGo5Ebb7yRLVu2cPDgQQbpw4qDVhrZyxZq5T4Oyz00ycN4Ti3Jz6TENMpopOZsX8aEwYgZFZVcigngZx8foo7R5T8ZuTMQ7GJn3wZm2pedNGbcZDJxzN9AFvmkkU0KqfSRdNMqCsuB2OQ4FPLT1Pg+DlyUi0qKxSyyRB5VVVW4yGAvW5O3vVDy++txH6WhaxuLWckM5qGgIFAoYy4uMbLqz2azTWnyAyA/P5/s7GwVxu2IeNmVV14pJ8rnRVEUFi5ciJSSb3/72/zqV7+iU8baxLm2q/viiy8SIohDlzwc0SocqKj0JdnMPUodhWI6FypX48BFDgUoQkdmuA+AtiE1e/ZsHnnkER5//HHaaMaMFQ9DbOFN6mU1dXI/dXI/XbLthPfBuYoMcnEzSP8nytw8eaCEw/YUdJRRwQ7eZ0D2jlrmZH1hO+9hxESuOLnNwNq1a5nHMgwYKWImXbQlPW446RFBpzxOPz2UUUG5mEeeKCYtLY0f/vCHHGRHQh9W3aNnXVSlym7PexQzk7ksIev/Z++84+Oozv39nNm+Wq16782WbEuW3MA2Ni6YlhguECBAuJCES7m/hJBwU0nIDQRuenIvgZCEEFIwhGJaQnMwxja2cZOrbMuWZFmS1bu0fff8/phtsqq7pejxxx+tZs6cOTOaPXPOe973+6IaTxJJJ13kDmn8APW78K8wpr722msjrVbrsGPqkUJgknNycs5Kjp+SkhI6Ozvp6fmI7Cw1F/p4C9tIS0vDkJRG586PSVh8JTB4/pGVeSlHqt4mOXEmWq0Rn/TS011H/fEtRN94HUJRaG7ZQ3rqxSOGRZSWlpKUWIrJFIuUXvS6CKpq1uDzucnKWMzhqrfZV/ECc2d/iUhLyrgOi1EUDRZLCl7f4FW88UpUZAY9PXVkZS6mrOQLlO/5I1HWzKCmxcng9bpobd1P4ZTr0I4xvbLZHE9O9nJ80suBQ6vx+TzA6Mc6DlTR+pvnibtpGamHB8ZZZmVlUVL872zf+RTxOz9N4rzMUeuTPh/dB3aS/KVHcWzp4Fj9RlKSZ9Hapq7qjJTZZTjB4PHyXI+FnJwcXC7XSfvdu1yuuOzs7DPeHqvVisFgoJcuumgjgTNnDD+XfO5zn+PbX/sBNncXZv3gl36iXxSsg2ZiZRJCCBzSRg0HiTNnYdBGcLy3AiMRxInhDSlGo5F8+0xaaMCMBeH/V8V+UsnBjo1KdpMuc5lK2bh3tY4kesT9Ac+MAAFPDp/dHtwmhpEXO/HYk0FotUN6gYxGlBLPUfYjEMxhKXvYRC2V5FE2ZPkrY/8j6B0yFE2OaqK1SaQaC/D0to16fp1OR4ZQVxL7ZBd2xpZy3Od1U77tN5jNicxY9J+wsXLA/iJms4N1VLKHaSwZvUKNoLF7H1mxczG2mtkpN5BMFsepoZ8ejAyfeWGsq8HjnZycHF9tbW3y6CUHkDx16tSzItgxY8YMOjo6EFQFNVjGG0uXLkUnjDQ6D5NqnDJovyI0ZFJAHUeIlNEoQoNXemmjkXaayKcYKSVNHGMuy0Y818qVK/nuPT8gkhh8eDFi5iDqolsORZSzAQ0aFsqr0AvjuAotOhG9MGCWFjyc2iLpSN4T5yN8RhEKVhlDN21kiHx0Us8eNrNAXjlkKMpo53dKO710MZ+xRztEi3iiiadHdtBM3ZiPOyYPU8cRpjE7mCo8wLJly5hKGbv4mMVyJXox9LtRONxBL5A+XydeqWaga+U4/fQQ5Q+BGY1/hb46JycHvV4/7OTkvKTYyMrK4rvf/S733HMP6eljSw16oSGEYE7Obezb9zfaK58jLfUiYqJzabpEfb+ZWkHOnYaufxeflD9GSraRllo76Zkavv59C68WptD8p5fp6q6hePptI57r5ptvprllF3GxU5g+7RbWb/xBcJ/N3kYgpdjBQ6vp7VPFnmYW30lcbMHZufizjEFvxensUt3VARk2yAwItAU124az0p/YEYb9Kv37xDCrX2eapMSZ7K1YhTU6kxhrNokJM6hr2ETeVDXTgHCPrR0el439B1/GaIrFGqaHMZoRIHx/VNQzdHbVYEpTXauFT9KXqjqCef39rdHqxNPZS/uzL1GcfSNxR6aAGHyebTue5G9/W8z3vvc94krT0Og19PjD3H11Ieeyr9+nJjbp9+r51UYrOc6n6dfeAVLS1LyLnOzLRr32zq4adu15Fil9LLz4GxgMUaMeM964EPOxP/zwwxiNRlauXHlBtm8s3Hvvvfzy/z3NJ0f/Qh7TiScFc37Ic0+XnsYU2yL22zahKDp8Pg8+r5v4xGlMj1iIXdrY0/R3CigZ4Szw5ptvqkJqKMzjMmqppJGjgJqW14PqRVNPNR48NMljpJDFdDH3rF372cSACRu9A9PDnmSfKh1O8PoYaa3V1zey10xAQDVch+TEcJUBBARGw8UjvV6sMhHFreWIsp8p2tnkOaezm81kUTwoQ9CJQqgQcnmWAo57q6i17WUKJXhaVePHWAaWgTLTxVzaaCTjQCXaPFV3zOdPhSvMIQOE9PmoOvgPTL0Kxb35iJbKQedaK1fT1dVFaWkpHc0HiYufijSEhn7CLw5szwnZXiN0RRw9+B4pciEGjDRxbMwpEzfJ97DRSy7TyRVFo5Yfj1xofeEll1zCD3/4Q+6//34iI8dnMrC4uDjK5EL29G2mu6+BpLYMrCImFGInfaRpctnj3cRHvIVJRmCjDyvRzOAiTForG91v4sVLBMMvLjkcDkpKSmijDQtRJJLKVkIhXV20BbWdKtlNk1QnuAu5akwZRy5E9Bhw4Ri94FlmLIKrYyGZTA6xm5lyAckik1pZSQv1JDG0ztdwOKSNHXxEMhkYMA5o40gEyjidTizGSFzSMaQoargXSLfsoIYDzGUZZmEZ8lx75Ga+8Y1v8NxPVzGT+epGvzHfdzyU/jawiGCQAomXFhowYMSBHS+9lHIJMHJmlzp5hEp2o6BhCddecH3amWC0azovBhC9Xs+jjz56Pk59RjEYoiiZcTv1xzdz4NCrxMVOwTL7GjQmtZMUikLOss9x/aecdDS5uH5BH9ZodWK4ulxgr24iOakUnS40oAmsdIdPNi+99FJef/11+m2tCGBqwbXYHR309jXS2lbBlPyVmExx6A2R1NSsQUofRmNoADjeVsl90oMixmf626GIjs6mqPAGKir+xvx5D5KTvZxtO54kMjqdxKSRJ1UBensb2FfxNzQaPSXFt2M8RQNAfFwh7e0HSR8hfbNnjYu6t54j6rJZxDUOXokJ5+abb+aJJ56gdUc9yfOz8DrsaIwm+jLAcoJhXAjBF39eyP98ppyM2KPMnf3/8HidWCJGX0jr628iPm4a7R2HaG7ZS2bGJWO63klOj5tuuul8N+G0URSFbDEVs7RQTxVHOUSJw0q0MeTRkmKeQsScBbQ37cMak4VZH4MQCvr6Hjr6VeHfDEKpXgMDuPDBRUFBAUbMOLBho49M8jFgwIuXOo6QQhaFlCEBB/3Y6R8kwDeekPiC7sjnk2DmmWH0R64w3T7AU0MYhllZE4K5+svZ7lpDi6+OBJFIvExml2Mdc0yjhxuCuppY49nPcU8VU/VzSHGfmnBzPCkcYteQITg+gw7F6UZKSdXBv9PdWc0cLhpxsBcdHc2jjz7KVx/8EXHxU7ElGDC22IYU3ANITC2lp6OW/Ue3MYOLSCcPExGjDih90ouNXrKYQh2HyZGFE3JgfaGRnp7OQw89dL6bcdpYRQyz5GLqqWIn68mRhWTKouBzqhdG5miX0eppQIMGKzFowsaKDmwUMXvAM3diX63X61m5ciV//OMf6aeHbArJYzoe3LTQQA+dalpzNOgx4sKFDh06xm9olw8fYkTFg3PDWA0fo5XLIB8Pbg5RThmLmEopu9lEhLRiEaOPjaWUdNBCORtIII1pzEUZQb9qOAwGA7Ek0kZTUDx1KDplK3vZQhFzgsaP4Xj00Ud55plncHba0WPELV3DhlBqhY4SeTHlbGQOS5nNpejQj8lQ10MnWUzhKIfoou1fJiNSOBNnlnkeCDcsdHV18c1vfpNnn3iMmOg8rJ+6CkN8Cq6OFl767mxiYnKpeERdCTrw35n4bHYcxzopyr4Cr9etZgfRGoYckDzwwAM88MADQ7bB7Xaj040shDne6Og4TFbGItxW/+MZtjxoj1fvj65P3ahxh4m4hfVfin+7kIP3CY+6Uds/ttVKr9H/Nwl7qWocfstuuAeKf3+wfBjWvGJMzVtoad1HclIp0wpv5MChV0mMmQZhmYIC9QXa3dZ5mCPV7+DxOIiyZjKt8DMoivaUjVpxsVPYt38VMSmhG6L1LwzYUiSenh6a33meBF8uUxtVz4zRzpWWlkZ5ez+trx6h5pdPMafsXqzWDNzfU2NOf3rw8mDZS9OqWPZ4JO9/7UXueCSXOVeo8eR3FGwa8Ry9vQ3YHe1Myf807R2VI5adZJITCQx+pZSsWrWKL37uP9BhIIsC0rIX4JM++t9/l3iisJQYwB9+II1aWtqqSSUbgYJbuhAoaIcw0BYVFQ2r8TER++k2mokiFiUszlgGJuz+FK3hhodAWIpQThhonvh7oJ/194XSPbZwlnDRuaDXyBAeKdI+xEqoRm2DwWAhXymj1lVBAolMpYwtvvdp6a8i3paCEvAaOcHz0C1d7HNspJMWLFgpZSHRbtWj4lRcivXCQIS00kUb8Va/t16Y1pLP4+ZYVznNrVtZyFXBAfJI50pLS8Pr6Mfd0sjHu/+PZNKZIS6C+WpmOX2XK+iN6DVrmZJxOTu6n+WApZ68Gf+G1OpZ8+bXR2z3C81Pk5T0GtkUUkcVHtzo0E/YTAOTnFnCn5Hq6mq+/OUvs+btN0ginVx9MQZMdLma0KAhmng0Ef6JnpT0+7oRboVkMvBINxKJFt0gA5yiKDz77LM8++yzg84vpcTr9aLVTpypkTrZb2ZqeChfYLI/Ro2jAccEK/YN3n4y9Z0GQgiy5VQ28g79sodoEU+WnMoR9lE6SnKNellFDQfRoCWbQvKF2r+eav8URzLtwxhApJTY6GUvn5DHDBJF6qjnMhgMxMbG4u50UcNB6l1VLGb4kBiriCVPzmAXGynmYkwiYkzX0kYTaeSQTh7dw4jAT3Qmzrf8PBMdHc1vf/tbKvbF09i4g9pXf4/QaJBuNxHaWA5X/YOLrCsxalTrX9/H2/B2drG987coihafz41Bb2Va0Y3EROcO6QkyFBNtUO3xOrHZ24iIGD7WfrySlDmX2oo1xETnEBuTh9PZjdttR28Y2iJss7dzqPJ1MjMuITVl3oCUyqeKJSIZCfQePUhk9kABX3t1FY2/eQrr/AXkipFjaMNJSEig+tdvoI+JID31YuoaNjPdOrwrYkpJAl/5bSFPfrkSRSOYdVnsqM97W/tBAGqPfTRA/DVcG2S8eTpNcu4RQnDbbbfx7OdW00Ur1Ryg8theQGDBQh/dTO3QkharTgo9Xie1LZsBaOU4blwIBJmygDxmjDk98ETrpwF66cRCaLVNnqPB75XWzwfDWMaMT46o1xFOgjaDCsdmmmQdySKDaBlPD53Dait4pYcj7l24cLCAK4cdqJ4siaRSxxHi5KUDJnFSSjYcfQadYmQmC0YVWA1gMpnoszXzyb7fkp++jJr6j/BI97CDQEXRUjbt36moeZODO59n2tw7Rn3eDxxQ9ZyOcZgoYtESeu6H8pqaZJLhyM3NxfWOmXks4xiH2ex6WzVoIBAoGDAyS64ILhpWunfiw8t63sKHD4kkkhiK5TzMInJMz58QYkIZPwBs9KKgCYZ4nCvOZupcUDVhkmUGh9lLsbyIeFI4ysFhy0sp6aaDg5QzhyVEEXdGvNPiSeEIe7HL/kGeF3Uc4TB7yaGIFEYXWA2QkJDA9qp1WIkhgVQaqSWL4b2x00UuWqlTPUHkpWMal7hx4sROCw3MZWlw+1jHNBOBifVNvwDY8PFjAHi9Xnbt2kVRURFms5lHH32Un/3095TN/ALCoWBdsAhT7hRuurICRRG8Wn0pfZt2Uv7scyxd+IN/WbfR3Xuew2yKw2SKpS1LfTy9Yf22z//E6nvU+6OzhVbiNGGJKsw96i9evWqd9ulCVmoZ2KYPbfMY/XojmsH33eM/v64/dC6t3a8jEjbmlycYyJ3RoUG6PVagzZ5FYm8H28p/Q2HpLep2RwdKdGgSobV56O09zqHDb2B3dJKaMpfUlHl8uP57g9p1Kqz96CHWrJnHF7/4RRyfSUAx6rG+oRpgXD2NRF50EfE33EADUPXg18ZU569//Wu++c1vEh8fT0NDA9Onz0JKH83daixyanR3sGyWSfWC+nXLnehuOsxTP1jNohdvHyTZciJ//vMfuPXWW/F47EjpGzK99CSTjJUP5KvBzzU1NSiKQlZWFocOHaKkcCaG+h5iRAL6wgIW592LLykGr8+D0RCFt7+XTeX/S5Q3Lqi6/q/GW2+9RR1HWMSnQOvX1NCFOmoZq8bgB/QlAOhR06sG0g8Hy7o9wTjnAfgnIiJ8QjJEOWUIzQOh04bqDnCiKn+YEUWYAp28Fg0wx3ID5U1v0KvrQ+PS0k4TuUwLirZKuwOf9HLQvY0mz1GiiaeI2Xwk3xx8HafAGt/LOBwOZs2aRVN/JUlxM9B2q/2oz+fB4enhkuL/RBEa3t31yJjqnD9/Pp1drfT09JCamkqsSKSTVhLDvGR8fu9Fn8GfacEQQWnySjZXPI397+9gFCOvEs6bNw+AGg6QSBr99GIZQY9hkklGInwCZrPZqKiooKxM9WS48cYb2fLax0xjNtrISEpMl+Lw9aPY3GjQojNFUuHazCHvLspYdL4u4bxis9nYzPvkMg0lrB+VAQ+9ocI+hjNkn+z2s41QyKeEA3I7W1lLAcV4cOOVHrTakBFaer20yAYOsxeQFDGbbfLDM9aM9fItfvzjH/OTb/2CWSwesK+XLqYyk3Shhs+O1aCwadMmampqyMrKolS7kKZRDCAAqcYCnB4XNb5KZsg5I5YFyKSAYxwGwI0Lr/SiGSYkcqIyaQA5S2g0mmB+doDvfve7/OapN9iy9Zdo7XlELlqALiEeQ4QOnTEwgNRiyE4bk/FjombFiI0poLO75nw344xg6PIOMIIIIcjIW4LFmsqB8ueJjs6lrf0AEck5OB092PpaqKv8J719x5lSsJKkxJLg6saZzOyzYsUKioqK2Fd+hMj5obznic50quq3nlKdGRmqx0d+fj46rYmu7lo8XTG4WzppyEsjLa530DHGKflIt4e+/iYiLSMr13/2s5/l1ltVkcOKg+pLpGjqDaQkn2wmwkkmGUhOTk7w89Spajq5PWwmQkaS1tlPsrUQh5SYjGoGGa3WhBAazIQ8t0Ya2ExEtfXi4mIEAi9Dp/ob71j1Ccy3XMNO2wdoUbDTr+pxSA/93i4aXYdo8FQRo0ka4PVxJjP7GI1GHn30Ue7+4jdJipuBJzEKbUs3GkVLhCGOXnszUeaTy8xksViwWNTnNoE0mqkj/pM99EyLwWSMQacfHD+vCA0psSU0Hz86qpu0yWRiCjOpZDctNNBCA7EykVIuCcbYT4bDTHIqmM1m5swJTez+9Kc/kfFaDpt5j3hHBhm6qQibCz0mhBAIIdAJIwpjW0yciP20yWQijmR8E7SfVoSGaXIOdRzhELuIwEo7zSSRiU320Ss7qZb7ceGkmIuIJh4hxBnPwPbggw/y8Le+P8gLxEoMvYyconcohBDk5qoZBeJJ5gA7cEmnauDBQ6QYWuQ7VZPLx5438VI2qjEjjxlBA8gOPgJgjlxCtDjpRITjlkkDyDlCCEHD8W0cPHiQ1atX89xzz3HkyBGeeCyBi+c+gHKtDtf+esxFxXzw1tgmtm63fYCA6kQgIWE6jc3lAHRP9VuWzWrnrT8ecqcNeIW4HGHidmGGaEeMOiANZDZRwhYCXf4FKX3IMSF4rM9/Cl/YNyOwTXGFzqWzqYO5cK8Qp1XdH9Ecakh3nrrN6M+C6DEpRGYWkqu5gUNb/kxXVw0+n4fjjduwRCSTmDCDQ5VbuOWmZzibXH755ez/+UukbSuhcaFfuyQuEe97rWS/5Y+Rf/DU6s7MWER1zRrMD8XT2LSDvNwreeK9XRiMgj93XgTA7Ys3ck1UOY9vclOxrTZoABkuFa4QAktECn39jRiNMTgcnRw49CpGYyzRUVn/sh5Tk5x5dsj1tLa2snnzZp566inee++XACzlOnSzS+h3tKFV9FhnL+C97f89an1e6QHEhFpdyc7OxkoMDvoxTFONn4bjoQ5V9Kt9iDcuZCQSZrUzVtoGDgiFXj/QKyTiBJ2NcM0Otz/7SrhXiF9DJOB1AuDTqtuUhtZQOa///seETfJ7+9Rjo/0eK86Qx4reEMls3VVs6VyNSzqp09ZQ31GJQBBFPJ/s3MzMmTO5QnszZ4vly5fT3V2Ld/NONEKDnK6uApodevoO78Uiuk/ZoJBCJkc5yHGOcqDiVWJIIHf55zFZ1AGwqVm977b0CCIiptN0fMeY6g1k4AgIAnfQwlEOkiHzxxyuM8kkoxEZGUm7p5ldu3bx5z//mRdffJEWWwuZFDCFmeCTdHtbydUVs8Y1+vdDSqlq1kygZ1QIQRLptNM0QCMp8CoKeoKEI8PC7YbYL/yhhMF9p+IBMhbB0aHqDTtOBEMaNWQyFbfPTQ0V1FJJs6eedpqwEkM2hXzc/T43RH/x5Ns5RrRaLTfccj27XqgkjdCCiplImqk/rbo/lK+TIfKp4QCdtNJHN6VyIXEkDxj3+pwOdAhMRNBHF1HEjVjvWrl60Lh5L59QJi8Zk5DsRGDSAHIOEUJQVFTEQw89xHe+8x1KZtzKvooX6etrArJx1dUTOX/+iLoGV63/CtLr4+ixSqpr3icudipmcwL5uVcghDKsZ8hQdV2IGA1RuFy99NtagfGZInkk+tI0WBq8xKUVk5wym6bGHXi9TmbNvItIf2rbG29/Fmd/C8fqN5KcVEZMdM4otZ48N9xwA9/+1sNkZy8DVCOao6mBCMvoGVlGIzoqm6qa9zEaozGbE+joOMy1V7Xy+tuDVw8jLApe39jy088s/nc+3vJjYmMKiI7KpvLIm5Tv/j3F028lIX76abd7kkkCJCQkcM0113DNNdfQ1dVFbEws1VQwlRJ6bI0Y9eokb7i48hWXqKGQPX3H2crrRGBFJ/UUczEGf7q8kWKkx8OqowkLHbRw1odKJuNAI8g5RKcYmKm7lE2ut2j21pLJFNLJRQjBt5c8gVs6qZeHceEMiumdSaKjo4khnnqqBrhA99JFLtNGOHJ0dEKPRVqx0YdAoMfI7g1PMqXsRmKTB9at1RnxRGgD2sAjEieSiJVJ2OhjOvNo5CjVVNBKIxex/LTaPMkk4QQ8rWfPns0vfvELcrVF1FNNrpyGTurpkZ0YRcSIugYrlBvxSg8H2EkTx0iQqcSTogpfD+MtMFxdFyJmLFTToer9iHGkRSWUkzKu5Irp1MnDdNNOFLFczAqMQjWmXx99F12ylXqqKaA4uP1Mcsstt/DmC58jRWYFvd1O1Mk6VWJIoJFafPiIJp4q9tPA0VCq3DC06MbsmTmXpWzjQ/KYgUBwhL1sYQ3z5RVEiPGZTvtkmDSAnCeEEOzd/wLPPXcFn//858m85TEcNTXMSriB4bSKduzYwSf3v0L/sU48fU4A2jsOqf+7jlA24w4A9PpI3O5+nK4e3G47Llcv0VHZ5+jKTo+PNj7C448b+clPfkLW09cQH1dI/XJ1gi7CvDh0fpF/d5jmkC4sysLmj6gI6HKcqM8BA708lBPm4G5ryPLtM/g/e0PWUq1N/RzQAgHw+hcOFG/oZM5YtQM3toW2uazqZ32E2jHm516Fw9FFU/Mumjv209lWiU4XgdPZjdmcQExMLh98+O3BF3AaZGdnk5o6lyNV7xD7jX9Tr5MudNrT9ygyGqMRQqG5ZTdzZ3+JSEsKe/c/z7UrUkj+XUHQ6vze59PZs++vTMmPH9U49/TTTxPuwuUoAAAgAElEQVQVuxebzYbZbOZ4YyhU5+Ch10mInz6s98gkk5wO0dHRNDU3kZaWhqVhK72OZqL1yfh27h+yvN1u51D1P2hpr8CH2mn10wPAJvEu0+QcYkhAgwaBwEYfHjy4caCgIU6cvhHyXLC24l2WLVvGwbVPU8RsKAxN0H1R6gBT0xMyXHij1L5Fxow8sHKmqPv17fbgNqFXB+6i19/xG8OERofw/hJeObicZ4hBod/zI5AhUpr0EEhuEOF/79g14IIcYwlWu4UOmunQddDcewyXtGMUZlzSyRTDHN6z/2XEazsVCihhO+tIlpmY/au4XrxnJC1nNPFUU0E6eRSKMtpcTVR+8iqJdCIXzgVA98YmqijHgh7EyJM+u93OP+UrdHR0cP3117Nu3To0/mFmL504pO2sTD4mmUSj0VArK7n99tvZvXs3loMZgMTkHv57MlMsoJoKHNjwoA4CWzlOK8dpo5Hpci4+vOiFEYe04cKJCydOHCSNE/2nrb613HLLLbzxt7coZSEWEYViUCcZQgkZGIbSBRngtHiCMSLogRFuVBnCYBGoV4wiQh0op+hCA3PfCRnAwveFUPt1gcDoicCLh3xm0EsXrfI4zTTQTRtmIumnhzRyMGI+48arT3/60xgxUceRoLH6TPbTe9mCgoaLUZMAbOY92mQj8SIUPt4qj9NHD0ZMo17frbfeyvX/czm/u/IXQV2dAHUcoZCyYY6cOEwaQM4zn/3sZ/n85z9P78bNGPNzae84RFrqRcH9AY8OKSWbtvyE7LtKiLkvlTh9P//4wj9Y+L2FKNtWUlH+Fz7e8mM0GgPRUVmDUoXm5141bjJmfOc732HBggVcvuJTXDT3KwQ8FCYa2VOuwO2yseHjxzCaYrBEJBGfPJ0p06/HJM3s3b/qrAp9ZmUsZtOWn2Lt7kcbFUH3h3vA1YeUEiHEKT8vQig4nao7vMWfzSc/72p27fkjx+/YTtEjN2A71k7NnjUU5H2ahPiiEevzer3cd999gBrTarVa6enpCe5PSpwZ/DzW7EmTTHIyJCYmsnjxYjas+5C8+IU09lSQI9MG6BoEqJYV2GI8FOVfizEliy0fPArAZWn30eFsYGfbm2jRoUWHHgO9dCP9s24FhWVcPy4yZhQVFXH48GFSIzM4Tg3Zo4i0jVcsmhjmma9mh+19BIJIookhlTLzMiKVWNoddRzx7D5r548QVuKlmgkgjzK6+utx4cCJA4P/3Xiqz0tAGyAaNewljiRiiGc9fye33kFa0my2s5ZIopjBRSNVBcCvfvUrQE1h+pnPfIZ169bhJTSJ0TFQK+VCfr4nGZ/cdttt/PWvf6VMG4uChm7ZQZSIDe4PPHsOaaeC7UxhJlHE0k4zlezmInE5EUSyUf6DdbyBBi1xMokWGgacx8zIniUXCkIIXnzxRab8bSYV7GC2vJQxBKCMS+aJy9ghP+RDXieCKCxYyRRTiGMRGhQ+lu+cEYPEUAghyGUa+9lGpiwA4DhHiSe0oHGqz0ugn44iNjjmKJKz2csWImQkJSygjiM0cYyZLMA8ivdGR0cHL7zwAm1tbXz5y18etD+OpNNq73hh0gBynjEYDCxZsoR1r/+d+LhCWr0VeDxONBo9lUfeQqMxML3oJmz2dnzSy6pv1gK1LP9aCQAHazOwrNRgWXknVreCz+mkd/82EhMWYyjIxvbQX+jsrEarPbcpsE6XJUuW8F9f/wrvvPMOjtTPILRaDLWhjiu2QrXWm/eGXkrVd2cHPytO/8/Aol9YKKN3iFvhCdgZAkZtr8BtVQ9WXP4Yc22okoCHiCstNLjT16vt84b3r4pazhduJPefoz9ZS0rSZ0h0fYroNp2/vf7yUtLdc4y8KVcjtWdH3+KjjY9wyy2HKX+skqjoPA5sqwCg8sibTC249oyco6e3gShrBiZjDDZbG3fffTevfOMD+vqbKC2+k607nhy1juuuuw6A7du3A/DGG2+wdOlSDIYYLlli44P3NvOjXx/m2f/96hlp8ySTDMUDDzzA2rVrqWz5kChi2cdWUmU2RzlIF21kkE8auRzjMNOybiMmfiqioQUAqykFTWwsCcRyZYIartXef5R+ZztpUcUcb99DZedGzNooGFtE2AWBxWLhg63vc80119CqaSUm4Gk4RGi54vcGcaUOHJwZatqR5pCnhr5NjbNQusPiLfwrf77EweJvwu72/3QN2jcAf7YaXOHpwlQDgs8UOr/i8O8PZKGJiSKWKJb6shE9NhShQbpc6jV6vXTRSqwmacxpdk+WNb6XWbduHV/72tdwl++nnLcxEcFWPuAS+SmM4tQWCNb4XiZXqKEunbSSJNPVMF1m8/rWl7h47nzaancQSyLH5OFR69u6dSvf+c53WLx4MbNnz6asrIyvfem/cOGgiNkcYAe7ZzQxa39o5XxSEHWSM838+WpYQLnnIxJJo4r9pMlseuiilkMYMTOTBRzloJpkVGQDUCMOgQ80RiNaJYIl3AReHw5po9lzlDxlJlqhY7drA310ox1n06c99k+4+eabiY6OpPlNdbwp3aGXjQhkgwr34gjX6pADtT8GaYGcWD6waYzSV0FdkhOzdYXhc3tQAhm7AhnBws6p1WuYK1fgcTtD4T7+63FKBx7cZyQkZTg+8X3A1KlT6T3cSQ9dOLHTQA1RMi74nJ0Kit9kZaMv6EUXKxJxeOxEa+KpYDt9dDOP5aNmInO73cTFqfogq1atIiIigp///Oc8+OCDJJNJJ63sZtNpvVvGC+PrGzwBEUKwdu1aFi98iI2b/wezOZHqo//EbIpHoOD1Ojlauw6Hs5u//iMkKBcxrxRvdw/mkoHaB4rBQOSSi4O/l5TdSX3dJg4eeg1F0ZKcVAoMn0UGLpzV88cee4x169Zh33cEc2nh+W7OWUEIgdZg5sRZT19fI4rQYDQOrfZ8prjrrru47cPbOFL9LvFxhXR11dLecYSOzipiY/JOqU6PR53oJCaUcPDQaubNuT/oUdLY3ElPbwMl0z8X1DwZiU2bNvHWW28xJX8l33jwPT5YN5uFCxcSG1NAX38jH7znJCFR4bWXxhCcPskkp8HKlStZxvXs5RNaaUCPgW7a8Pln+5200sQxcigiNk71htBpTExJXobVODisJS4imzhzFgAZ1hJSLEX8s/b/qGA7BZSgE/pxEX8+d+5cfvSjH/FfX/1RyAAykdBqweNBq+iRwjlod6u3gXxd6VltwqJFi7DZbBzkfTRqkk+sxHKY3RRz8egVDEM7TSgotNNEN+1BT5Cvz/0hGjRYsKqCkmPgootUDxHt+vigYSOP6RxmDzUcQNEZ6Ni3GS/XTShB4EkuLKKioljODbTTxC4+xkIUe/kEM6rh1YObQ5QDYsB3J0szlQhhJeIEAUijMJOlDY0/5ymXsd/3CTvZwEy5IJg140Lvq41GI6tWrSI9PZ1S31UYlIkZiqYIZUitkzYaiSHhrArmCyG4++67efjrP8BOH4mk008Ph9lDnEzCcIoGhX7U+P5IojjCPmagphu/Qnsz0cTRRiOzWBzMRjYSDz/8MKDqf9ySeB9rfC9z22238fCD/00nrTixo0FDG8dJ59TmAOOFSQPIBYAQgg2bHuell0p55plnWLNmDf22Zr73ve/x05/+lIz0BcTHF/Htdh1sUo+JKXQSU7iU3nY9gaBlr0H9Gf71rr5Oi/QsIGVfKodXv0rrDEFx69gGNOcbIQRXXnklT/zfi+TsyOHo3SHLtOFt1WDgaTgedkR28JPHElCo9luplZCVWhPI5hJm6Paa/VbtMDuE4lHL+SL8FukwDRDF7rc660KVBLRCAscBSJ26rT8jdH5dr7rf0hjyHpEafyYWv1W9sblcTYPrkQy5nHqGWL58OY888ggfffQRX/3qV1my5NOkp15MfcPmUzaAfLDuYXS6R2lp3YNAod/WEgyFSUkqIyFuGh9t/MGY6iooKGB26T1ERWUGt/3pT3+io1Ndkbz9Xisp6VpW/b6HKdmn1NxJJhkzH8hXqa+v54EHHmDjxo00Nzej0Wh48IEH+ePP/8oclqAVOqRL7RfcCRbSEy4DQHb69TBEeP+gTgRllAkBLIz+Ckfr1rPLsYM5tovHTXajZcuW0d15N32bNmARVuQlfoOAe3D79cdPSImt1yENQ4jz6cOyfln8q37+flI4wvpOozqMkfrQcEb4VxGFNmyiHYgn94Qd688W47WEzqW41P3SFObK1+jPcBP4e/h/9vm6cPj6iXZG4RMhzZIzjUaj4d133+ULX/gCv/zlL1lcupR8prOLTbikc0wD36G45Or5vP322wA0Ux80gGiFjgXyKtb6BmcKGI5SFhJLUtBF22azcQA1c4wHN/Mu/Q7b1/6UXl9n8DyTTHI2+Kd8BZ/Px09+8hPefPNNNm/ejI1e3nnnHa666iqmMRcTEWgiQiJy0fpooskc2D8EPoQ5JSg6LUVyHq2+BnZ7NlMqFw4IsbmQiYiIYPHixex9cxe5TEMbExPa6b9uGe4hN8CrTe1Lg7bLQB8bll0mWH7I7DKD9UYGHBvYF3avwzVKgtsCOkg2ddFLYwktDHv7bf7jwt6x/voaqSWTgsHtOsM8+OCD1NXVkZiYSGJiIt+/+zH/+Y+RzdRTqvOlI8+Sn5+PNddMbXUtXulBI9T3XQEl5FPMWrl6THXdcccdfPSj8gEip9/61reCRpYS5tNCA910THgDyEQNBRuX3HTTTbz//vu8+eab3Hbbbdx9990899xz1NatR6Ocunqz0GoxF0wh7pp/o/WVl+jtPT76QRcI3/jGNwD4ZPv/4W5uP6ljvf19OGqPYq+uwtvXdzaad1bwepy0NJSTmjxn9MJngLvvvpvnn3+ewsJC7PYOtFoTTlfP6AeewPIlj7N8yeNccdlPWLr4h6SnXozER/nuP3C8cVuwnFY7tsF61tM/JfPShRw6/AYerzN4jscfexGNxkBOTg6tzV5+8t0O6ms9o9Q2ySRnhvT0dF555RWqq6u57rrreOGFF/j2t7+NDy+9dI1ewQiYjbFMy/g0fY5WDrPnDLX47JORkcEUStnBOo7JIyd1rE966bU10dlbS6+t6Sy18OxQ5z5EKtnBSf/ZJDs7m7Vr1zJz5kzMRNJHDwaMOMaSmiWMFcqNwf/Ot01cxGU4sFHHEfbIzXikugqgFdoxGT+uKPs+M3NuZDeb6KQluP3KiJsAuPPOOwGo2PZnfD73AE2QSSY5WyiKwre+9S02bdrEz372M+6//34WLVrEI488QjUVp2Vc1godKZpsMjVTKGcDLnl+slSdCk899RStNLKT9XjkKGGDJ2D39dPpbaHT2+xP7z4+6JPd2OgjnpTRC58mQgj+93//l4ceeojCwkJ66cKEBTv9J11XoJ++t+BbqldTdTdevGxhDZ1STfGuCGVMHnVXmG5nufGzzCwqo4YDSH+a+RXKjbz53NtYiUGv19NGI00coyOsL5+oTHqAXICsXLmSlStXAqr+wWc/+1m8XjePz/l7sMw3N30GAMUQ6oR8nf6JpT5kNRU+vxeDDozFhcTfegs7Vv8BYTDgs9sxZmdjKSvDdGnpkNbY843RaKSldT9PP/00DzzwTaYX3URMdC6H/kNdEcw3luHzeRFCIf0DO1L6aGndR3PDFvr7mzGb45k+I4PyPx1kTtm96PUWjl6jHhuu6WFqUAew9tSw7C8m/30MaICYvGH7BnuFeBLVgWOXOfS1Sv7Ib60eoLvk1/kI0/bwRqjnUDzQcGgr1qR8TKZzu6pgsVj493+/jdWrV/OLX/ycu+6666SO7+1twOHswWSKJcKcQG7u5TS37KFoynW0dr/AFZd8xG13+7MuMHqYVe8H6/F290KWha3tzxP9mSuZtj6V7MylZGcu5Yf/s5Srr74agK985Sv86lcXRujWJP8amM1mVq8OrbqYiKCXLmJIoG2m6l6ctDFkEPGZVSO2TxeaLKseXqCE61doBAuK7mVn9Yts9P0Tt9uGURdJYtRUknMWYDKGrdpdQOyTn1BTU8Py5cs5vOFPFFACc4qD+z0VhwCCE48+2UMdh2mmHgMmShcWc+TIEeIqMkkVWVAWloo1kKUlMGkxhvpYxa8B4gvbJn2aAcdBKDOM0h8KY/EZ1Y5Zt6cmVM7o9zYJ8x6RLre/3tC71emz0+ipYb5flf9c8srGVVx66aVcfvnlrF69GqNx7BpfHummnWYMGInASqSIJkPmA6rY3rao7RQvvg/NGA3VNmcHhxreIyNxLvvad5CftoyUYwYMwsRyeQN/+MMf2L9/P9u2qUbwDX3vEhG28j7JJGebBx98MPj5sssu48cP/xQAny1kPNQExr+aIbzGwj0bAsZO6SNHMx0fPjZ71/iHdZJYJZlUXT4JmgszS0xaWhqd7lbuv/9+/vKbVZQwH7OwBDPDeJ1OJDJo1PVKDw3U0EA1blyYiCCrJJ0de3Yyi8VoI0IeGIE5hHSGhQoG72fovgr/2DfQrwIIv86TIHwe4q8vTBck8DcTWv/71OEcNHc5UUekhoNkUnBODNXhLFiwgLyZ2bS1tbFq1SoWL158Use3y2YkEjMWzMJCkZzFDj6igJnsYTMz5LwxZ42T0scB91ZilEQ6fC0c1Owm21uASURQxiKEENz4xAruueceAP72+gtce+2Z0QK8UJk0gFzg2Gw2hNCgKKdvnBBCEDl3DuaCqXja2tAlxGOvrqZ7/Xr6Du0n4e7bEBrNBZdJQwjBfffdx++e3sa+ihfJyVqGsyqDvvVbadx6ALfbhsEQhTUyDYejEyE0ZGYsIj5uKoqi5YN13yE99SJq6zaQkTaf3h0NKDod5lnFo5/8HONy9HC8ch3TFt8DJ2ecPyP8/ve/53e/+x063cl7HFXVrKGj8zBGYwzWyHSmF92EwajG0/7ulWRuv7qRS68wkZ6lG/SMBX6vulWHlJLOV/6Ofe9Bku7/D5RYA3X3fZ+2374IRV8LTqAWLFjA7t27WbNmzUkbayaZ5EzjwxtM+Xm6mAzRXFx8L722JoxeAy6PjcbOfewof5qZxXcQaUm9IBXac3Jy2L59O/lxhexhM3n9cXT21lLfthMbbShosEgrRiLooIUM8pjP5RiEiTUbX6a8vJz5sxYQL5Ox9R6ls6+WnORLThgUXxgcdu8kTZuHwXvuheIWLlxIX1/fSRk+AnTTwV62EEk0TuzMkUuIwEobjcxkAbsjq6mv/JCsaVcOesbCf1fKptHVX0951YsUpCwnLbYUKSUHjv2DaC4nAitCCK7Q3szHzo95/vnnWbZs2aTxY5Lzis1mO2P9tCIUCnRlpGnycePEgJE233EOurbRrWkjX6+Gm19oWY+0Wi1PPvkka3+zmR18xFRZhtZr5Jj3EJ0048OLSVqwEkMXbUQSTSGziCYeIQTvlf+NGE08LdQT5Uuh3duIVYkjRnPhpXDvkm100koRs875uTUaDZ988gl6vf6UPI7K2YAGDQpasmQB6eQjkUQSRTEXs59tLJRXoQhl0DMW+F0xGPFJL+XudQCU6i7FJZxscLyGAkylNNi2u+++m1mzZtHQ0DDhjR8waQC54BFCIKWXaT/cwTfX3BzaETBCu7SDtoXHXWvs6mfFGbbNYEWfZsWnk1iKZ2KeOY3GJ35Dx59WM8/4b2frUk6b8t3PsnfvV/n617/O0dUf8OXbb+f2Va+Snp5OZWUlmzdvJiEhgauuuipkzfezbcfrzJs3j/I9O0hqTuLo0aOkJjyAISMdAJ1/IcAZdp8Uh3pvvRH+FJV9oTp9er+nSESYG2DAGyQytE3xqHWYWgfrfThjQn87jcOHlJKjm18iNXE2cS7V++NcG6G02lPvEtZveI2lS5fCdVfT/c91bOcdUpLKaGnbR1SSkemzjOzf7+XX3/t/I9Zj274b+96DpHz7SygmE/0f7wIg/pabqc43UPOl0GpOVlbWpPFjkgsCZ5qV7pgYrDPnE79b7VBkuFeCdgiFfI9/pWqIwZHW6SNGkwTCh0lrJSolmQhLEjvLn2GBbwUGcWFm9oqNjaXBVssPf/hDnn/+eeZfMp8/fOk15syZQ09PD7t27aKqqoobbriBhISEAceWlZXxxf/8Ak899RTT9dOpatzPp28qpeITVbVe+D0whCfMy9HvPeONCTNEyIAeU8ijz2vye9npBxtTRNjKoLQNoeURyAjjr7fFfYwOTyMXswLE+ZnYnIrxA2Cb50Ouu+46rFYr2zd1U964iZmOOVSyGy8eEtPLOF69EdPrn4xYj9vjYE/Nq0zPWkliTBFuj53j7btJjSkhMn0u7+354YDygVCYSSY5n/h8vqDegWIK9Rnh3giDDwpoyg3WsQAvJsyYUL3+0kQeCbp0Pna9hREjqd5MLkSEEByU5bz77rs8/PDD+HxO/ufe/w72Dfv27WPTpk3MmTMnKHAczjsf/50VK1ZgMBzG7XYTHR2NsdWEUZwgrjpUVhd/fzuk17lGCSumDNrmszv8+8L+Fp4TtEL89Xukmwq2M5VStEJ3Xvppg+HU9JkAVq9ezZe+9CVSWqexz70JvdZCgieVVo6TKQpAggsHRkYWtD3s2YWChlLDpQihUOdU07bn6UtY4xx4T+bMmcOcOecm/P58M2kAucB599130Zm1aHRnz3VLaLUkffFO6h59HO+8q9Fozk6e7DNBcXEx77777qDthYWFFBYOnykmJSWFY8eOIaVEURR++9vf8uX//j7p3/762WzuSXH88Hpcrj5mTLvlfDfllJg+fTqvvfYaN9xwA9brrqZnzTq6unvo6TlGxa5ITGaF3q7BolYB+vqa6Hh5F/1bdpL45S8EByc9a9eRcNcdGPNzz9WlTDLJSdHU1ERf2zEScuee1fOkJcymrfswrZ0NF7RAmclk4rHHHuOxxx4bsD0hIYEVK1awYsXwYSNPPvkkTzzxBIqicPToUZYsWUKi5TKiI7POdrPHhN3by37bBkq4eMhsAxc6Go2GF154gRtvvJGeviYyUuZTXvMBiaRxmD3EaK7A4xpeV8QrPdRTTfORTSRETSExpgiApo59RJvTKc645lxdyiSTnBQ+n4933333rKZCBTAIIyW6Szjs2UUqF6YBJMCVV17JlVdeOWh7WVkZZWVlwx63YMEC+vzaelJK7rvvPt56Zg3F+oVnra0ng5SSA3IH0cSTJNLPd3NOieuuu47u7m7u+fx9lOgXsc+9iQRSqOEAqTIbDRpcOIc1gLTLZlrcjbR5jzPfcDVCKPikl1rvIRbpr0UvjFxhvI33HM+f4yu7MJg0gFygLF/yOG1tB9h/8CWue2ohOtPZ/VNprJHo09NpbasIpsqdaAghgq5eixcvHpADfSxIBcTw8/dTRkpJ/aEPaarexOziu1CU8fu1XLhwIU888QS33HcPCV+8HdtvVqPTR/BfdzRy5Q2R/OWpTgpzfMEV1+VLHqe/vwWbvY2qmvfRXDyFxPu/iCEr9MIyl5XS+/EWImYWB48Jxye9KEJDZ1cNOp05mHHmQgnhmmRic5n4DBv4OzH5ZcRknP2wusToIuo715Mqc855TPO5QvGv/GVnZ5ORkYGtfaDgntQqA7xAzhW93g529r1PnnEW0Y7xm8kkIiKCl156ifi4dCzmJLIppJZK3Lhw1+3A5eylXTYNiC9fLm6gkVoc2GijkezEZST5jR8ACdFTOVT3HjZnJ2ZDzKC0oD7pQxEKHumhhQZSyEQIccGEBUwysVmh3EiV3E8jtczi5LQYToVYkYRN9tJHDxZhHf2AcUhgPC2EYNGiRbzxzODFyfOBV3o5ILfjoJ9ZLDrfzTkt7rzzTn5w18844t5FqW4x5a4P0WHgE/6JlRhqOMhM5gfLr1BupEO2IPGxi4+ZImaRo5+B3u8xqggNiUoa9d4jFGgHhmgBQXFUIQQtsgErsRiFaUL20+N3pjXBcbn6OHj4DWKic/n3yzqADl7xzQsV8D+kMnz8qwwOy5B21ZvDawy5Ags58GcgZCbqksUc+MtfJ6wBJJwNGzagT08LZMmlL0P9GS6M6vOnsBVhaW0DedEC6XJlX+grZGzxC56Gebx1TlF/JpaHufUFTiElXreDqs0v4unuZE7xf2A0Ro/7ifuNN97I9x56nvon/0bMw/di27mbrvc/5NVVdqTTQ1pCI9ZIVSBMSsmefX/Bk2hAOzWe2E+vVMWwXCA16o0ylxbT9dbb9O/eS9pWDZXtB4iJzkWrMVJ/fDPtHZUsWfQDync/AzAobe4kk5wtvF4vVezHhZP4T19Pvz/MxVo1eHKuuAa7AvsMav+hCYjGhfXnQcHPE9K7JkTmUck/aOU4SYzPla2x4nA42LhxI0vmLUEKMSDFu8+oel9Iv7FEeMPuuf/e+fRh/a7fYBJeLrDNUxC6j9pqNUuatIdldtBpaXBUcqh/M1MpJdmRClw4Mf2ngsViYa5rIdtr1zFj5u3kOwtpbT9AW/0uvD43LTQQR8gAcoxKGvQNaBQdRWnXEGvJAp8qrgdgVCxYjAnsOfYapfY5VLGfSKIwEYELJ/vYyly5lH56qWA7nbQynX8NV+tJzj/9spcaDjCFmZiFX7hzqHStQxEIwQgPvfMLo8qwOsK3CQSpSi6Vvl3nxOByvlm/fj2Ril+4/1QM84H7GHaoz6G+FwMCqQCKSZ3IhwvYBhBaHXbZx27PBkxYmMUiNEI7rvtpgDxvIYewU+uqYLb+Mlq9DVR799JKIz68QeMygEPa2csWDMJMplJIljZkpA7c4yQliz2ejaQqOXS4G7HTTzRxKGjYxydEEUexvJg9bAZgsVx5zq/5XDBpADnHnLh6Pdxkd+/+54m0pDKt8CbgtXPQMnC3tGAwWPH5vCiKZlBbYWKsqi9f8jg1tR+iSbeMXvgs4nHZObj2t5hj0phZeuO49vw4kdSUudTWrcfT1UXkkoWYiqdx/LFfELl8ERZXUrCcx2PH7baR9oia7lg8kKkAACAASURBVFj0Dr4H9oqDANj27mfXnu0A1DdsDu7PSFsAgEFvxenqwe7oICoqk+VLHqfqs6FwrrwXR1aVnQjP9iRnjrGIjK5atYo6jjCXZdhOQz/nZHB77bj8gnsBTlxth/E9OQf1mgIpWc9333jUvodjjgpms2RCreYahZk0mUtj804KC64lKWEGe3b9CZennwx7/oCy3XQyJWUpydHTh6zL5emn19GClF428vaQ6W4jiKKHTgB6/T+Dz+4C/8LLpl0jtnm8P9eTnFlO7PuGej58Ph+beY9cppFB/qD9Zwu77EOHASklQogJ2U+D+jfYLTeRoD2/C0/9socdnrVkKYVk+HJPK9XxhYQQglw5jY95lyIxnxzddCKVKPa6N1OgKUXxhaxG/XQTSTRzDJcPW1+rrx6AWu8h6jk8aH8KWUhCxj43zpCoqj803WcfQivrBC70Z3vizLgmEMeOHaPP10LZ7+7BFenkq6/eCQzMzuUbKvTY784gukI7gx4iYVZVxaaWcyWoAxRtj1qx0OtwYmPdhoeJjyskJXkWsbFT0CjjL855NLq6arDMW4i+S70xzmzV0qy0hybMijuQQniw90zwvoZ5jDhy1Try/hDqOJrmq51F/WWhP0DKBnXVrPbD54kypDA1bSVCiAk1AV/70UP85jex/NeDDzN71r3otBH0X7kcR8UhlORQt/PPDx/Gav0Zvm4vikEfSi8MKHb1udR+dITpRTfTUVtFP5CfexU9vXW0th2gcOp1JCWW8MG675Cf/yxVVT2sXfcE11/7czq7qmn+1W50qclYFl0MXJjpQycZv7z88svkTfkUlvSLid7YF9wu/SuBQ3klBLz3ADQ2vyuZv3sIeDUAKP59wh36TkitAhKM+mh2ujei05rIdOeQRPpg8bkJQDvNxJCA1uUDfAPuRdAL0p/KNlxIVtOvGjs91sECdL4wEVSxdS+gZjQJ0L1Y1VaJ2t4IQEv/EY627GEuyyacK/Aa38s0NDSQl55Pa5OWRJHGjKKVrKv4FQolA8qu/MIVbHqnHvxCtF6r+m7TdKorsb19DUTLWKYzl428TQpZaNHRTB1xJJPHdD6Ur7F9+3bmzp3L1x7+Chsf2UcHzbTQgPvAfhLjppNybm/BJP8CvP3221iIIocihBDBlK/hoqYjei14BhvzQoeF+p1A+tWAuKdO6GmVDXzAq2TKAuJJIYaECTMxD+CTXrppZwqz/j975x1eR3Wt/d+e08+RdNQlq1iWJVu2JbkX3BvGEAIBAiEJCYSWXLhJID3kkgRICHDhAsE3HwQIIQmXQEzoYINxB3fZcrdlWbJ67+3U2d8fc5qQ3LAkS7be59mPjmb2zJ7ZM7Nnz1rvepfWByH9GhA6PR0rROnZJ9Lj7vYXugvXBhtR8Eg3+Z5NpDOeFDn6vIlT9wf853HHHXfwzl8+ZBJziDUlEaMk4qQ7E+a57f/D7bffDoW+BaH96rs/m9Ra5rCcLepHAGSSQz3VOOhkPNOIEQmsUVcG7lMLYbTLFhqood5RQ5QST4pMC4TVDFUMG0AGIZ588kkiclPRhw/szRW5cCHhl8+n8g9P0Vpbgcfr4kjBOyQnzSQ9bQlCKBcEK0RKSUtLCZHJ509stL50Dw5nCzkTvnHBvQz9uOuuu3jwgT9TXrGN9LTFGFOTaX7rA5rMRURFaoKmV1z2BBHhmTS/+QHR37i2xz468vfT3HKC9FFLOVG6AUUxUFi0KrA+Pi4HRWgv2NioL9MU9SFf/9rzHCl4i8amQuxXLMXb3kHja2/BiNuQUqWhsQAhdERHZXTL/nAh3NvDGDgcOXKE9957j3nzfz2g7VrN0SyY8EMa2orJO/4P2mnlBJ9glzHd6N0XgrexmXoiiD5v7bu9Dg42rCWXWZjFwKe7HQgkJyeTwywOspNYOQKdYsBmiuGoM58pzAvU2/NSASWGAyTYszAburNg3F4HR2o+IZ446qlCQaGKksD6aOIDBrpp06aRQAofPrQJLx7y+QwbEYyKWcaRovewy8VYhTbh7qCNSGK7ZTy6EO7rYQwsHnnkERJIGfC5Vq5BY6d+7HyVDtpopBYvXtLleJKEJup8IdzPnXQgkVg4PymupZQclweIIIoUceGK5T/77LO8/pc4GqgmnjQilTiOeHaRRFrgvX/frMc4TjFSH06yvqdQ+nHPfgQikAragIlCDgAgEMSIIEM7mxm004oiFLbJNQBM0M+ixlOGFydjmIhHemigGjMWIoju9owN9nt72AAywDjTD6qmrceoyGvEPDYVVF9coTGEieBfpoQs8/ZiQfWxF25dtDGw7O8fLAZg+WTtpl+7aVJwHx7BiB/9AGHQI4TAVluH96UnaGn5jLaOy4iNGYfZpCloiyEqwLdu439x7711rHxtNeljtY/uqns1j2FnR0i8vU/7Q3EE+9Vr8ccp+v6qwXVmm7aP0uXhwWV1vmohTJG6/I2UlG4kd8I3Wb/pN310VoMTo0YuYvfeF4l4YhIp1ljM4kuon/yD+38Yx++fuRuArLFf4bNNjzJNXc77r/8lsK1FmLh5QzV56ZdhNNjo6mok6X9+SOWvnyVMiWXKxNu6sZNstnhyJnwdr9fFhHE3cKJ0A+Wr1gbWH729k9oVL6EoBqSUyJoPCL9kNracHMZ8duoX90cffURGRgaZmQNHnx3G+cXpXtR+sbCysk8ZPfoyZEiqPj9DTIToLKtmXxpWR29pAbVxxGML3s+mVo1i2johaAAIL2jVfugVoiNHs3Tqf6FTDHi9Lg7KHWzJX03ipGUk57uwo6WOHapCqWvUlRw8eJAlS5bg2L0HozChy+0l05cvLl/X6gwu86Ua17cFw9786cfdIawQU7Ym0iSaOgLLvL73W2vxQfLYSCKpRIrYQTVx62tEiTjM0ko1pSTbJjEj9042732awox2UjIXYf5gF9EkEOE+QfWRzaSKTMRMTfDXMdJOc2MjitlChiubfXIrWWlX0tJRQWX9bqazmEgRE2hLCEE2M/DgQYeeHGZxgO0cPPZvbX/pUVR1lFDRuBe7LZnD7fkkRWQTHzYGe5n7lB+xlZWVbN++nWuuueaCdSwMozvO5LmUUnKcgyTJ9O7pw0PHRj9rwb9MnlpkWXVpY4vQhzCu/SlfQ/YrFMFS49fQCb3mfJP17HCvoVHWEE0CsSRiQGOxDdV7dou6mgULFlD+6TFSxOhu6W2FUTs36eolBDm0/0+hx6IYg8zsz+9HSslhdtFCI1OYd0GP0waDgTSyKOYI8ZZxpInJdHS0c9S1hyw5GasIRxEK4+U0Cjx7GeFN7rGPanmCicymnVbCiWK8aRY7nKtJYhTjmdatbiIjcePCKz1cwmUUsJdDLi09ulQSadW3sde1mTDFTpdsx4SFJN1oYpURGNy9pDj2QUrJa6+9xvLly4mOPn8OjmEDyCDD0kV/oL1DGwi6DpdoBpABhmIw4FebM8TH8b3bI9i2y8n2vEpOlKzD7e5CrzeTOfpyRiROG5Ke8wcffJA//zmd6tq9JMZPOv0GfQRvZyfHCt9n5rQfEBaWePoNhjhstnhiY8ZR/uc1jLz3SmKW5nJr/E6+dmc1uTlaXKzRYMNksrNt59PcercTt0fypWUWvvFlA9t3O4iIiKW+4QgWcxTlP/ofhMlAu7syEKPY0VFLTk4OTY1WKqt2BtrOyb6J8oqtCJMR6XRR/difCLtkGlFLrwDAcbSAjvx8Ktevp8uYTFLidKKjx3TTG/Df2+s3/RopVbLGfIXkJE2MeLDf48PoPyxTbkCVKkZMlJxYz+jRJ4+37S8IIdD50rDqdEaiR02nrbIQqXooYC9tNAOQKEcylokYhXnQe2Q+j+zsbL7zne/w4n//jclyLiefUvU9jnOAWEYwRkw8feULAJnkso+txLgWYjZGkD3zVo7t+zeWsHiS0e63cBlJEYeokiWEFRVhMoYTa5hBa3MJFlssskVSSwWyJZy65iNYzbF0OFqJ9Bnjbr31Vo4fP85mNgfazSaYOlqnGDlU/iE6Rc/cCXdj0FtwuFqprM6joHY9btpJkRkkkoophJHjv68rZDGHyUOPgQVcFTD+DeZ7fBj9i2XKDbT7jNUOOrppJw0UdEKbUwghiBRxJDISPXrqqOAIu1HxYiGMcXIKMSJhyI3TQgiee+45puRMxS6jiSDm9Bv1EZqoo45KZrMco+gZ8nihIZFUSimgzHmYkeYJjLHMoMC1haPkM8WX8SaMCDpp4zO5imji8eIlgRQiiaWTdizYqKAIPXp2OFdjFjbaZHPAAHfve99h3LhxtNBFNaUAhBNJHEk0UoMeI81qHfmujYw3zCRBNxJVqlR7i6lTKzjqySOeFJJIw05MD1aIW7rYyLsAzGAxdp+BfKDv8WEDyCBEZdUubEmjSYy4FGWzng5fUGw3toePnRCqi+9fL0IMqX5WyMufLAosU3z11mzTJnbSHLR0//mKlwCI0wXj2R+vvB7LFfBB0mqk1Kx1N95/Iyc+fp3mlhLGZ1075NggdrudidnfYs++l7CYozDo4wDQRQatyyaz9tuwXvMIdqRI9D79FI9d6zPriZBHqFRjfjjSgvGi+i5tvb1Am7rX7NhGYsKUi8L4AZqRoL39hyTEp+MsKyQxYTJTHwTb8/D6P/8fcUkVAHR23kthYSEvvvgiGRkZPPe3v/Pde3YD4HT+Ly0tLaSm+oyBLhVVemluPkFsTBaKzsDBgwe58cYbCQubiNVqZcWKFTz62Df43/9tYPXq1ZhMduy6VMa3zqPMp5VjmjwG0+QxRLpcdG7bw9Edn+LZ9y7xd3wHU9pIRv876FGeO/uX7Ni5gqPH3sFuTwuk2h3GxYt2WpDAzPRvY6xtQ7UEJ1+Kb8Ltz/ICQeaHCNEACeiB+P4aG0LieX1etIgjzcFlPrZDW2bQa6J4tG1TilRSUm7W2p2zBClVRGEphe272OHcwFR1LlYRZKcNFTz88MO89N9/5yj55DrGaAtD+lDgo9mETLJUf/ioGny3KW7fNqG6IL4MMpiCXlx7YQdOVxsN1DCH5X13IoMY/onnQw89xB9/+ycmMZfI5bPQ68wYMOK+bAIbVv8CVVUpLS3lzTffBODw4cP885/P0tHRwSOPPMIvf/lLbrrpJl599VUAPI52KigimXQAGhoa2Lx5M3fccQdhYWE8++yzOFObePuJt7nmmmvwqi7C1QhGMwGTWw9uN1YsZCQtJIOFNLWWUN6Uz9a2tYyMnkpm3ELUI0ERv2SRTrtsoYxC9rGVycwd4J4cxmCDlJIyjpFCRuBDK7iyFw2Q0zA//PCzErplgfGN2QEmCCB7Sdedq58dqOdnEjZQzSF2kSbHMlKMOaNjGEzIzs5mHFPJ51NmyeXdmTaAMAXHXenLehbaT4pZWx8qrhnQ+/D2ZE36+7/cXUS6Ov6iMH4AfCLfoLCwkAljsonoshIuIrETjQutT/1jeXNzM3l5eXzwwQfEx8fz7LPPsrd0CwDr5dvk5+czZcoUQNNwaaMDh+zCLCyYzWaOHj3Kf/zHf+DxePB4PLz88sscrTzE6NGjcTgchGEnhgRi3XGgqChAkj6DJDJwSgcVnmMcVnejoGOKYSFmYQ2wpgzCyAy5hJ2sYyfrWSyvCRgJBxLDBpBBiJqafNK/+UOUAcoqIFTRzbhyyrp+UZz4ZEbf+J9U/uMF9ux9ieioDJKTZmEwDB0hvrCwRLLGXM2hI2+Q6fkuQt+//kVPZxv1uzcwNef2fm1nsCEsLIwJ47/G/oP/R1dXI0XFXsZmavf2LTu0vij/uT9WMZGD+zqwma9g+pSZGIxhXHHZE6zd8Ctyc3PZtWsXBoMFl6udg4dfZ+G832AxRwUmEX788Y9/RAhBbm4udXV1fOPG31BVs4etO54kPHYpEbPn4Kc5KUYj4XMvIXzuJXTuO0jN8y+R/Kufo6palprq2r20t1fhcrcB4HA009xcPCB9N4zBi1oqGMFIomwDz9I7EwihoBcGxoXPxqaPZFfbBkbINGJIJFrEn+/DO2Po9VqYxDbWUN9RTKwtvd/bPFqiUYKHusjb2eKXv/wlf/rt8+xiPTnObLo667HaNOfAsjm/h217e2wzTk7HhIU19+1k7a9u4OsvXM6rr76KlTA6aceFg07ZjlWE8e6773bb9qmnntLCEaXkww8/JCoqiitnX8N+thFX2Uhm7HysxshA/ShrKlHWVFyeTnaV/hOzPoIkwnBKBw46qaKEco4D4MVDuTxOHEn92GPDGOxw0EkbLUxj0fk+lF7hn1PHMoLpchG72USLbMBODClkDKkQxgSRQpts4oiaxyRd/xsfG9UaWtVGxjO139saTMjMzGQcU9jNJsbJqXTSjg3NudEbewjKSJETSCILA0aWKTfwXuc/ANBjwIWW8v0ERxjHFJYuXdpjTv3SSy8hhGDbtm0YjUaWT7iaOiqpp5pM7yQSdMF5kEmYGa3PJl1OoNh7kD3ujcw2XoFHelDxUsxhugg62VtoDGR8G0gMnSfrIsHaDb/iyi9fhmt7PpHHPUQe9yBUtCKDBaEV4QkpqtC0QbwhxQepk4GimrQi7e5AIcwLYV4avOE0eMPZ70wJlHqHjXqHjTsO3BwoqhGwmYi59z8wLZtDtamS48Ufn69u+0JYu+FX7D/4KtnZ6eh+W03sExakJFA6my10NltomeymZbIbObIrUHTtOnTtOtwRBIpUtKKLcAdK3F4PcXs9dMVCXfV+rFnjCQ+7+HTud+b9ibKyYxjN5Tz8aBwnSkey8CdRtJS09FrfYLASEZGKxRzM3NLU1ITNZuPYsYMA/OIXP2Hthl/1Gorin1SMHDmStrY2jh3/kPLyw2zZsh7X2p3on9+IrksJFH27ViyTJ2AZN4aqp/+Xo8fe4dOtj1B4/EOqa/YAMGPa93n0v79OQeF7fPzx0Lrfh9F3WKOu5NlVT8FIJ6KuSStub6AEBpEQSIOCNCioJn2gIMRJi9RppdsyqxFpNaJ4ZKBYqjqxVHVqbAZf0XW4tEwovu1SrROYFn0VelsEe9mCV548q8FgxHr5Nite+COlFZ/hOXYc1WYOlED/hAzeUlGQigJa8hituL3g9mIuaw6UQL0uR6DI2gbqG4+SzvjzfNYDD6PRSLVaxn/+8j9oqPwXXk8nWaMqaSzajSp70a5B0w+xirDAh5rL5+V7/pXn+Na3voVOp+PD5tdOSm8WQqAoCpdddhmzZ8/m54/+iLrmWowtbvKO/x/uwwUa88mjIi0GpMWAIdxO1oilFNRt4LDczWbeZyfrAsaPdMbToNZwhD0UJef3mMwP4+LBZvUDImPsNFPfL/sXiggUPxSDPlB6g/R6u7EffDvCooQzk6VEEkcVJVRyol+Oub+wRl3Joc49NMhqnJ5O7TzdHqS7+/tGGI2+YggUfz2h0wVKb9tKVWqsG6FQpZYwUj8OgzBysWGf3MbO/B1Uxx3HndJG3MxwjsuDuKSj1/pWEUaYsAdCBzs6NN2r+YvnsW7dOgCeeO3hU47TAJMmTeK1116jjELa1VZef/9Vjnh20eis1NhT/iIUhKIjXZ+Lipcdzo85wHY28R5lFFJPNQaMNDY2suSnM9nHVkpKSnptu78wzAAZhJgxYwbvvvcg0fFZhNl7itgMJih6PRGTp2FKHEHdiy+d78P5Qli6dCkv//UjoqP6W+BS4qypwhvhQqe7+AbsuLg4NmzYwLx58zh+/Di58ybxztf+zchFaTTu+hCns5WEhEmkj1qKQd8948LSRX8gNfkWUpPg1ptfYfGC37Hts96zEkF3fY4XX3wRAJPJxLRp0xg96lJKSjcRzZJet4255RtU/f4JqqrzGDVyMfWNR4i0jyIjfTk6nYElS7Ttli9fzrJly/jggw8wGC68VNHDODVSUlJoaGigkJ1k2Kaf78M5LeyGOOyGOOo7imihkWiGDgsEYNGiRTRQjUs6+z2KXwhokY3EcnGEKoZCCMHDDz9MWFgY999/P0lJSbxa/DSlVVsxSUkt5cSRRCqZvTKJ3vzPdSzmWl7+9ttIKVnENVwfdcdJ2/NPuGtrawEYPXo0drudDHKopoxO2onoZbuY8NGMG3EpB8rfZyRjaaMJgSCTHCKElo3gF7/4BY899hhJSUmsWrWKyZMn90kfDWPoQAjBJZdcwoYPNjNVLugRmjHYYBBGUslAJ3U0UE0KQyuricViwU401ZQykv4O5ZG0qg0wxPqorzBp0iTWrVtHbm4ukZGRuHCyifcZIdOopwojJhIYSTrjegjsfj3uP1jMtSjrFf6w4f+xlK/y4jfe4MVvvNFrW6GGkYceegjQnq0rr7ySFEZTSwXRvbDthBDMMn6Jdc7XCMNOMum00MQIRjKSMURFRXH33XfzxBNPsGDBAq699lqefvrpPuylk2OYATII8atf/YpxY6/h8K5X0LU6iSyQRBZIVH2w9AbFpRU/OwSh6YJIRXZbFtiHQxcsHVpJ1DeTqG8m1dBApTuSSnckx04kcuxEIu35MYFiagJTE4z4zM2Iz9ykFcbgcLbg8Th7PbbBjJ/97GfUNxxCVT1QbQ4UoVcRehXpFUivwNtkCpYwL94wLzoHgeKZ2IFnYgdely5QaifrqZ2sR0iwT5qBq64Gr7cXNeyLBImJiTzxxBNERUVR9HoV4WFJlG+qwGKJJTf7Jrq6Gtm772UKiz7C4dTYIW5PF6rqQRG6gNaMx+NAnmGs7iuvvEJ9fT1mszbxqa07gNvTScqbLYx618Godx24jE4a8zbhfOhVov58iHCnnbC5M1B/dTkzp32fsZlfRqfTjBwmk4nDhw/z5JNPsmbNGkaPHo1er6elpXc2yzAuTOTk5HD8+HEqOg5TW3sQpcMRKMLlQbg+x7LwMRUUpydQ/IwFr9UQKAG2h1GPNOpRLQZUox7VqEcKgRQCfac3UPwMB6W1K1BEayeitbM7e8TpQjpdhBMVEEgdSsjMzCSWEdRRiVDVQMHt0Uoog0bnKwqB4q/vTLEHijTptBJuDRS90UJ82BjaaDrfp3zeoCgK3/zmN7n66qt55plnsHsiaWkvo4NWcphFDAnsZxuH5C7qZVUgjMUltfe/4ptaSlS8nBnbaMSIEdTX13P99dcDmrihGycOOvEcOor3cAHC7aWpqYj9eX+jaN+7qOXVGPU20idcwTSxkKliAREiqI/zu9/9jhdffJHq6mquuuoqhBB89NFHfdxbwxjseO+994ghgaPkA6A6HajOz3nKQzzXgdIbTrFO6A1aVpjT7eMMEDFEx2mAUWQFxDP9/Spd7kDxQyhKoKDzF12gSI8b6XGjulyBErhOOoVkw1ga1ZrzdJaDAxMmTODxxx/n8OHDdNCCBRv1VJHISMYxlRrKyOczTsgjgTATl3QipUQngmH/bs78u8Tr9dLQ0ADAUnEddVThwoHH6QjofLjUTgrd+RxybKHdWYcBE6mGLLKt87hEXEqaGBswyqSnp7Np0yZuvPHGQPj65Zdf3u/MvWEGyCDFgYOvERM9hpKyzUSPHvxCbE5HKwa9Bb1+6AkRxcTEYDLZaW0rB3pJs9hHUJ0OFKMJg+H85EofLLjmmmu48sormT3zB3R01uDxOKip3Uf+/r+iCD0er4PWtnIqKraRnr6MwuMfAJAQN5Gaun2B/UyfchddjiZKyjbS3l7FmIwrSU2Z02ubMTGa+FlhYSFV1XkAfLr1EcaOuYoRCVNoevsD3DW1xISN5fDRN7Df/lUcK9+ja/9hCPFi+Jkl48aNY9y4cdx7771s3ryZhQsXMnXqVNLS0gJ0wmFc+EhISCCTXI6whzg5E0UMZJ6SL4Yu2olhaIr42omhiTpG9nM7bq+DGGL7uZXBjfT0dN555x3miS/RRD3xJFNPNYfJQ0HBjYtKTlDJCTLJpZhDePFik+F00Aa+uWssIxgnp1DIfqopA2ApX+015ad/nAYo5jBevOxhM9HEM0nOoaOrhvySNxjFGBqpxYiZEZE5HC5fTY7M7qGXYDAYuP3227n99tvp6OggJSWFyy+/HICqqioSEy8+hs/FCCEEo5nANtbQIKuJEYP/unfSjpWw830YXwh2YmmlCY90Y6T/2M5u6SSsV37YxQNFUfjpT3/KXXfdxfywy3HQRRcd1FBOBcVIVDpopYFqaijHLmMCoYKRMoZmGgJj9WJ5LeUUUsIxXDiYyoJeWX6KogTS19ZSSSuNtNJIPdVMlvOIkonscW/EJuxYsLCbTUw2LSLfuYEYXRLmXkwP8+fPZ/78+Tz22GOsWLGCe+65h7S0NG699VYefPDBfum7YQPIIIUQgq3bPmDevHkk1s5HpzehuEIm174bVoQ4waVvtQgJLbSk+4UbgxT91XP/BMCytfeEtKhNHLwyOIH462FNqVrotUb0HcHaTp8uWdsobb+Na3cTGdn/4nT9AVVV6epqwGyKROcITsrcrdq5+ZeIEE0Vxe1jIoRovnprtLANnTNYz+ozTreNAhEZhi48nJbWEiLto/r8PIYSDAYDu/Y8121ZV1cXDQ0NNDQ0sGrVKhYvXsyjjz5K4XGYM2cO27btxGyOBiSJCVMpKllLY2MBAJGRo4mPzz1tatqMjAyOHTtGREQEjY2NLFu2jI2b30XRGZiY820i7Wn89Odf4Sc/eYCMEfM5+qeXKcv4EqkpvQt6CSFYsGABP/3pT/njH/9IUVERra2tRERc3C/liwn75FaWLFlC1c7dJJvHaguTNOFI2ZsDMCQrgD8jjK4rxEvuW9Y6Oji4RB5o7rbObQuu03XpfPsKho2JTpdvWUhbFgud7mZam5uIIOglH0ropB0z1m59qNo1g7Li6OnBkobgO1O1ahNxxdlTy0I4uguwRZtTqesoIoHBKXA7kPhUftjtf1VVqaurw+FwsGbNGoxGI3a7nWuuuYZZs2ZRXFyMt9aLRBJOJNHE8ynaPgSCXC7hE9k7zToUR2sP0tLSwqhRo7j5r7Bn6wAAIABJREFU5ptZuXIl8hgkMpI0MZYttWvJyckhokZQwlE2U8x8eeVJjZA2m41PP/2UnJwcAB577DGeeuqpc+ydYQwVrJdv89prr7FixQrkFqkZ4L4AQyOg3REytvqX+TOT9IZARhO6ZzoJ7iRkf1JSyQkiiTvr4xsM6KIdIyZ0oZ+YupC+9hs/Q7N5+TJyhWqj6MI1Yc9Q1ogf0uUmQkbSShNu6boodUBCYbPZ2C03d1vW1tZGc3MzxcXFbN26leuuu46cnByiw6JJSUnh0L4jWAlHIkljDFv5CAdaJrokRmEn5rSpaXe7NlNUVERiYiKbN2/mpptuoqO1Ex16Jsk5GIWJpXfO5Z3nV5HISD51vM0MlmAXvc9BhBD88Ic/5N///jfbtm3joYce4oEHHujVYH6uGDaADGJkZWWxcOFCdh/ZTkrGAlLWeylffP48jF3jHVgO94yfbD90gJbtW5k14Xvn4ajOHYqiEBWZQWNTIaAJlLrtvQu+nQuEohAxbQZFWz9h6uSTx0QDPbQtTvdhfyHAYrGQkpJCSkoKkyZNAuCtt94C4N133+UrX/kKDkcjixf8nqbm45woWUuYLZHJk27DGMKq8fdd7XRLjzbid3WfeJSVlTFz2vcxGMIwmzWjxZ133slDD/6F4hKNyXHs+IdYzNHExp5cFDErKwu3243JZGLfvn3MmzfvHHpiGEMN9913H9de8TWSTJkDkhI8rLCZ9szI01cMgdvrIK/mLS3F6CCPgz8ZoomnhKNIKftlQuRHUvh4Chs+pU02Ey4iTzkJDFXdP91k8UKAoigkJGgMojvuCL7HpJQ0NzeTlJSEgy5yuYQEkcJ6qY3hk5hDnAjGiIf2mz4l2b+TwDJPRWXg9xp1Jc8//zyLwr9MlNA+CmNjY3njjTdYMn+plqoXF3v4lGksPOmxR0ZGEhERQXx8PIcPH0ZVVRRlOBL8YsH111/P/fffTyQGogaxcaGYw7hwMJL+1qXrH1gJBwTttGDvR60pozARTQLFHGYsk05Z9/PZUS6GsTo8PJzw8HBSU1NZsGABAE5fCuL77ruPffv2EUY408ViTsgjOOgkgVQmMB2d0AX6yN93Qh90pPtFf/0hL360qC1MF4sIJwq9L7XtU089xb+ef5NWGgHYyTpmy+XYRPhJj33ixInk5eVhMBioqanpF7besAFkkOM3v/kNM6bPJTVyKnq9CXOtdsk6x2gWURXQ1/suYy+SCB1VGoXOHN8ZWHb1Ts1QIT3BCaTwzTuqPfbAsmsytXCDOleQhre+NRsAS7VmiIl/u4qSvNeYknsLZnPkkP1QT06aSWn5Z8Tq5gNgrg0ampyxWseqtpCc5c2+Pg8JUZM67R+hBvu1y/eOdY/QBgnbDXMo/XgVhV8GxTT0woXOF66++mocDgfV1dWkpaXR2dnJzp23MHPmTCyWnoYOl6uDQ888SNTE2SQuuCrgXfg86urq2Ln7T8TPv5K4GUsBzQJdVr6NY8eOsX37dt577z1+97v7ycrKOunx3XHHHdx+++0oisJTTz01bAC5yHDppZcyadYEyrbkkyTS0MVrVP7emB2hylvSN1Z00wvxsRsijoVQ7vzbhnwgKl7td1eCZsywlQTrywhtmS5EQX//sZVEE02qyByyk79YRnCUfDpkCzaTFqKitPnebbrgmC0c2nlLU4jDwPd+DGVN6lo0g6g3NjgR84QZgGgSXVNpsBixpV5cKRbPBZGRkXR0dFBUVER6ejqKopCXl0dcXBwjR/YeuHRU5lNXuZqZ8V/FqrP3Wge0j9c8NnJ5xs8Cy+bNm0dNYzV79+7l9ddfJzc3l7vvvvuk+0hOTqalpYXHH3+cn//851RVVZGcPLiF5ofRd9Dr9fz617/mnu/8hOlyUTcdEMXqY9V5T60t5v/wk2pwIBf60xvRemV99IIGWUMlJ5jBEpSQj9ChBEUoJMt0KjmB3R9udKZ6DmropNr/3vMP3iF97hvvR5PDfs+WU7JvhtETjzzyCL/4xS9wuVzEx8dTV1fHsWPHmDVrFjpdT0d7q2xih3st2bpZJCknF53dtGkTeWxkumkZ0Trt2lutVurcVRw8eJCNGzeya9cuVqxYgd1+8vF+xYoV/OY3vyE+Pp6VK1fygx/84NxP+nMYNoAMckycOJGoqExKyzYzOv3S8304PVBa/imJiVOIiEg534dyTvB6XegHIjOLooCUiFNkDfnXv/5FWfmWk+pZXKwwmUykpaUB2oC6cGHvnj6Ho5nS8k9R3S4a8jbSfDgPU3QCneXHyZnwTeLjsgN1/RliuipPdNuHEIKxY8cyduxYvv3tb5/R8QkhhtMtXqQQQvDoo49y2YLLSZAp+KcPotOFtA7MxKwjzdbNCBKKNmcdzdQxly8NyLH0F6RPVlOn9E+fasYPX1tSoignnyLV1dXx4x//GK/0oBPDUyk/hBBkZGQE/p82bVqv9aSUlFNEGYXghS3V/8Sqj8SldmHVRzCV2YG6lZWVfPzRGgBc3k6MumAIWFRUFIsWLWLRokVnfIw/+9nP+NnPfnb6isO44PCtb32L//zOD6mnirheslacT0gpKeIQmeQMWZaeH1486BmY7HjKafJ5/P73v6deVhM7BLRfBhKRkUEWaVxcHHFxvbOiWmUTJRwF4KB3O8e9B7AIG02yltlchk0EQ76feeYZAJrUWqJ1iXzU8XdAMz5OmjQpwO4+E8TFxfXrnHr4rT0EkJG+jJ15fyIhYRL0u/zbmaP14B5qWg4wO/f75/tQzgm1tbUUFq1mwrgbaOvntoQQCKMR1eFEZ+3JXFiy8GE+3fIH3J5O4uNzMRlPThEbRs9QIVX1sHP3/yM+NpsRS79KVPYMXC0NtBUdxlFXgdPZPVPLK6+8QuKSa6n9bFWPfQ5VNtMwzg/mz59PBFEUc4gsTh4uNdBweTvZU/UWGWR3U30fiihgL9EkYDb2v8aOXm/G6+09q9ky5QZK5TEK2EsmuYzi5OywYfSknwMc5yD1VJFBDomJkzEpVpqcFZS076XL09qt7sqVK4m1jkKVXho6SxkRPi6wz6HoIR/G+YNOp2MskzhMHlEyPkDTHwwo5AASSTxD26HYIhupopSZLOn3tnTo8ciTZ5paIq5lPW9jwMQC+eV+DZ28EPD5sbpT10UeG0klg1zdHOJFKq2ykToqaPLWdsse83bby0RERJBlmE6dtxwMgztEdPA8+cM4KT7b9t/cc48TVfWQf1gLwzC2Bi2rzeM1epgSIlvhF98Tbu1hd1bY+Pja/wHgiEujDpe5g4rrLV7tY7ze03NiubcuSBGNS9diuOoMUdT/YwNR37iKshlRnLhz6HpTVqxYQVzseKKjMnC0a8u8IcZ3Y5NPILYjaGXOml0MwMHjPV9UsjNYT/U5Ko0V2o/ll+/iOeHhirn7MFp7Wsd35K1AlR6io8bQ0lJCfFzOOZ3bhY62tgpKyz9DCIWxmV+msGgVuqhI7Ld8nagCL5SDIyqR1sZtGK2RhC9YyNqXtHu1sbGRUaMeZcTSr1O97i1Mnxy+6MVph3Fu+LRgPePGjSOrriEw0ZJJWgy0Ozpo8NR3+CYNfmavIzh4N0/RxmURQgXWd/oElh1BerbHrI0zwhsiJOcXSfWxTjzWKGqOH8FkjiRl4lV8vOuBcz7H84WSkhJqKWcuV2jpb/3oRVBP6dQMFy578H2m89VTuoITNtWmhSH6Q2aMHSEGD7cHRUh0XT0F+GplJQXsJY2xNFIzbAA5DbzSQzGHaaOFNMaiQ08JBcyMvY4o04hAPZsIp9FZzrzYr7Om7p+B5TfccAOJ4eOp7ThGXWcR0TX6IW/MG8b5w265iblz53LLnV/h/27TssypnZ096immXlgYvnAM6elFmPMcjkmVKqUUMIfLWSv/fQ57Ov/ws1gsIiTjYajhwTdWyxD9CL+WhL/PpdcbEET1hx2Fwr9Oql4Eopt4arAZyXreJoEUmqnHQScWLu4sjKfCMuUGamQ5tZRjIYzRTGCf51OSlNGM0QVDQe0yigLvbkaIUUTpEvjY/RoAn3zyCXPmzKFru5ETagutndWEiZOHuZxvDBtAhghuueUWrrjiCpKybyLMPnhoe/qYqPN9COeMDz/8kIS43mm6/QG9SY+zxRUwgPgZB/UNR+nqbGDWjHsoKduIy9XffJShCX9/NTYVkr/vr0RHZaLXW9md/wLtHdVk3ftwt/rO1nrqjmwl+6u/QCi6wPbtHTV4PEZ0Fo1OvTv/BWZNvwebre9Eu7773e+SnZ3NPffcc/rKwxjyyMzMZPr06Rw/mEeGddoZe5tUs7HXLCZ9ASHAYowc8p6vjz76iBgS0YsBolUrejye7nH7y5QbcEknJRwhjbEkkEI91QNyPEMNfs+fV3rYxQbaaCaTXPazDTcusiLmdjN+ABxp3UKGbTph+uhunsOdch1jk5dhM8RQ1LQVIx4yye2zY922bRt33303O3bsQK8fnhZfDLjtttt4+umniZCpgyLcRPjyDZroyQweSnC5XDRRSy6XDEh7CrpuLATQxh4pJaUUYMBINjPZyTqcOLBgG3RMhPMN/1jrZzWmkkkjtVRQhIrKJUp3Haw6WYGTLqYpi7ttXylP0CBqyDJMxUkXu9jAPPkl9MLQZ30+bdo0nn76aebPn3/O+xoe6YcIpk6dyjPPPMO3v3UbI1Pnk9y5EKFoHhBLo/a3dmpwgqtafLboEOHOq17QPN/v3fk4AOOM9bzfpjEMtjVqojaRxp5CTVPjywO/127VJh3haa00xJgw6hsIT4jpsc1QQXV1NUVFRWTP/ioenQGjL0LCEzKeen1apeYQVu7B/ZoWhZ8dAuCK8okXHteuQ2umxGPTroM3Ttvhlttt4LRS+t/TtWwRG7QP8aqqXdTU7iPx7ruojIug8oFdJMRPJCU5GAc9jCCamorYd+x1Um++C2v6GCKOOGko3UeM14W9wQxIHFHatVHcYRjDo6nIW0VOwhVg0AwejU2F6EelIE0K4379JCV/W0HZmDbCxqf12XG+8MILxMfHDxtALhIIIXjzzTeZkJJLY0cp45lGmENjFRg9IR97/pR/vYjzRuXVAdCeFUwTJ3W+yXFN0EspFc2TpZqC+6ieqzEeErYFjafehCi6HMfoSB3anq/Vq1cTax6JzhiOaGkPrvDrKYUaeHwMEWN5U3CZsbvhRDUZ8Pts/ewcfz9LqVK3fy9jmIis2g9ojLEKWcwJjhKXMpmM9OXs3PMsHe2t/Z6VZqjCIz3sZhN2WzJzIr+NcLuJcY2mxVNHvHEUeL2BZwHAboinynEMe4eFaKFlmnFJBx20YRMRxNgvIcwUQ2XrIfQpGSdp9exx9OhR9uzZQ1NT00nj4IdxYeG2226jrKyMR/Y+RpacTDzJgWdYF6YJ/3djFajd+R2nTWt7lhBCYJBG3PQedjdUsG7dOsKJDIYW+QVMQ1KX+3tShvSpX8S0VyaHnwliDBG69ukz1XaWEUlMoI7H46FZ1lNKIR2ijUtMV9Iq22lzNtNJG5EM3e+V/kSpLKSUY8zTX4VFhOFSO6mVFRgwIZDdGJYWGYaKlyLvAUYzAcUnTttILeEiCpNqZpn+RtZ63kDajOiUvpl7uN1udu/ezTvvvNMnBpDh/F9DCDfeeCPTp95FY1Mhuz97hsb6gvN6PGqXE51laCsv5+XloYg4dLr+9SpKKXEcLebQkTfISF8eSJW5cuVKdu76XxCCKZNuxzxqFKovTdWokYv79ZiGIlwuF1u2P8GefX8hInsK1vQxACg6A3Hp00jI6ikcqzdZGPeVe9GbLOze+yJtbZWoqofyiq1Ez14UqCcMRqRXo8KnrO1i6aI/9NAYOVt8//vfp7a2FlU9tbL80kV/YPmyn55TW8MYHEhOTmY6i4kmnh2spdCZj0f2pEufDmFHG/vkeLweJzr9+fdwniu2b99OtL7/RexczjaOHHwDE2Zi0D7C3W43ycnJ1FJBJjlkpl+OEAoej4NYEoeNH72gXB5nA2/TSiPjIxcG+ijKOIJR1olY9Z+jRnu9jAmbwbjwOexnB6WyECklZRwnnmTMeu2jVBF6JMGPpGXKDb1qjJwNrrvuOkDLYHA6LBVfZeP6jYOX1z2MM4IQggceeICJzOY4B8nnU9ply+k39KOXD/VzgZQSDx50GM75fj6f2LFjx4CkGJZSpcpTTDGHySAobH///feTz2eEY2e6eRkWJQyX1LL9DDbR28GAmpoaPpFvUEA+mbpJWIQ2zhqFmRQlgwSlZ5h/mLAzUyyjlSb2sQWH7KRLdlBPFSkiaJhW0CF9cb7+cfpc7m2DwUBUVBQvv/zyaesuU27ge1f/8JR1hhkgQwxbtj+BlI/z1ltvcdNNdxITnUlm9rUIIRixJWgdbRqr/VZcQRtXe7p2I166+keBZd+dvREAvaKta/eYqOnUHoAx9roe7ZuStSwD901YzY/aavn+zHwSRx0BHuzDsxw4CCFAgL5D+/CNKNGWd8YFHw2Pz9BvaglaQKUv7ZkrZBpkatCWtYzT+lLn0wxx1dfS8uA/cbnaGJ2+jAOHgrHN8+bNI/bmb6KfOoVaQNcl6MzfR1xsTiAUY1iMM4jHH38ch0Pz6maNvRaOqZiaghMRr8XX52EKiu+b02sCndFMyuzrqA1bz66857GNHosuZQTG0Wl4AVUPxtQUOitOML6m7+L5H3vsMW677TaUk6ThBW3iU3DsPapq9mAyDce1Xwjwx3AXFxcze/RCPnX+m9ml12BSNPaR8IcOWoOpsEW7NklT7UFvibVMYzo447VlzkRbQN9J8WjjUahpLbxUexa8lqBBt9XbBol2WkYP7XtL+4D2GRocIV5SvxdRF/KM+VNZ+mPH9Xpw+QYEHxPEkRTsZ0ObGylVij59hQqKSSSV8czmE/kGAH//+9+ZM2cOeLVU2fo2J25PF05HC9O5vE/P80JAZWUlR9gDwLSYq9GhAymR/rTMiujxASl8oSfxplFMi76S/S3raDK10OyoYnb8jeDR6tsjR7K3+j08x4732fGGh4eza9cusrOzT1lv9erVfMqHGttoOOHXBYGdch0ul4tc00zy2EiGzCGlXWNEh6ZWDWhUWIMZiM44tesZwIMbgRhUoqxfBN3GaUIYHaEpbP3jckh6Wz8bJJhmOETbyn8dfPtqUKs57N6BASOTmMNW+TEADoeDlJQUZpmvwKbYA6lya12lZJKDQQxth21/YOKI6QDYRSyJMrUHA6c3/RWkihkzk3XzOKLuZqdcjxkrqYwJ9rFQsItoGh0VJKpBI8q5hsIcOnSIjo7es9350dLSQr78jGbqiCTypPWG9pN2kUIIwXXXXcf0KbvYs+8ljhz4F+Nzb8TQ4cVtG5hJbm2pg652L9GJQ3tASU1NpaOjBo/HiV5vOv0GJ4FykvB9Z001VS8/T3r8PJKTZqJ8TritqqoK08LuVC5HyQlGxoz7wsdyISGUgeF0tpK39wUyrvwe4SljONuUPUIIEiYuwRafTlNXMZFTPhdeJCWKyQSfc+ycS1YYq9XKlClTTlmnqamJ8spt/i3Ouo1hDF6kp6eTK2ZxXB5gS+tbzAq/Cquu/zOYhKKjtJDICQOncdRfGDlyJM35tViUsD7ft9fr5mjhuzhoYjbLe2gCVFdXc6zAxZiQqIvmjnLCicQkhnbMfl8g1KsnpaSAvSSYRjM54lKE8ezfq5GGBGZFX0OFt4iMqDlYQ4T0VNWLQWdGerqHHZ1rVpiTpesNxS1X3IkLB+F6u2xznwVbYBiDGkajkaMyn1liKflswSs9pImxA3oMTdQRfoqPtaGC1NRUWmjot7DAOm8FBzzbyGYGMSR0a8PhcOB0OrEpwfFCSkmzt45RDOz1HIz4PPuiRTbSQDUL9NdgxBwIHT0VQg0kOqFngjKDGrUMNy6SSO9eF4nuc6mQzzUrTGLi6VmgeXl51FOFOE2Qy7ABZAhj85Y/0NX1a8LDIlEzOtHrTOh91rqkzY5APV275i0ruVqLKX/oO68G1h3s0ixzxc3BeHOLQfOUNbuCH2Oq9Cno+5gif/vRdHSynX98/1oAvrmhT09twJCbm0t01BhOnFhP5ujlmJq0c3dEBQ0V5mbtr8ccHGhNPna6M1qzUlvqguv0PuaH5eOj7Dv4CmNGX86IxO4iQn5kZWWx/0Al1qx42se7cSsddBYfI27qtX12jkMV3YwfrjYOHHqNuBGTSPKmI0q9ASeDagxVF9f+mH2sEH9MP4Cq13570tMZQTo4wRkSmWC0R9O0ZRNtI8cQHh7MfNTfiI6OpqysjObmZmbNmjVg7Q5jYOB/yd95551s/vte0gzjER2alofwhKTvc/o8jCHbdo73CfKGOBrNPh0QV4z24a3v9AbubX2Xdt+rxuBevCXljCwZhXX1FngiyP4banjyySdZOHsRsV0xGHQhseC6Xoz+/kma6nv+lWAdV6KWWtxcqXmRPF4X+ftfQkHHZOai68UDm5WVRUfLn9G3a9fIazNSWXaQRFL74tQuGKhSpZzjNFDDLMOXwelGOnsJ/+oleiDgATZo/W8UZtLNE7V73xeaSGQERq8DKVVKKCBNjh3Q8KMTnQWUlZXxve99r3XDhg0D1u4wBgbb5Vp27tzJ4pmXksbY3jUqnEH2Wa9jzxdEJ+3YiT59xUGOm266iR/e+mNqqSCBlGAfhoaB6rWP4iDrI/TDW+dbFqrppNUrdxZQyAEmMZtIEdujbbvdjtVqpaOxGasIQ5hMNLmr0AsjNhnedyd5AaBdtrCPrUwQMzCqRrpzSYOQn9O+CWXy+I0hCSLVtyp0Lq5iwUap9wgRRPRwFPSnEO3ixYspKCggPz+fu++++6T1TmUA8TqdQ1uM52KAxWLBZounvb1qQFN41tUfJNzW//HYA4GUpEvYf+hVMtIvCyhxnyukVMnf/1eyx99I7EnYHEsX/YF9B05gnBG0Vndsy8cyaTz6CyBm/4ti8fLH8HrddLVVUVd/kKrq3aheNyMSpzFqzLKTTnhlb1S9s0DEjNnEFijs2fsSE3O+TWTkqMC6M2V/vPDCC/zXr55m/Ljr0etMZ7xtSkoKLpcLIcRZBxYLIdThsXrwY/bs2Xzw13V0c4g4XWDqPxZdW2sFXjxDPrMAwCWXXIIZK03UEd+HHwrHqzegoGMiswNibqFYptxAvazCaws+Y253Fw2NBWSxrM+OY6jhcvttSCnpkm00ylLKKKSDVsKIZBJzMCr98w4z6MzMTruFPUWv0UU74zl7dlNFRQXXX3897m0mooSmV3AmE3KLxcLYsWPxjbdnO1Z7HQ6HhD6aZAyjXzBlyhS66MArPeg8IPT9n3VKSkkdFaTQd8K+5wsGg4EURlNDGQn01I/4ouhQWzhKPjNY3Gtq1WXKDahSpZV2vPqgsaXCVUCyaSzCcfE+dst0N+KWLtplE1WUUEclAsFoJgSMF2cNeXq2yDhlGkXeA+xgHTPkYszi7BnOP/nJT1j55LuMZVJg7n+6sVoIwZgxY8jPz0dK6TlZvVMZQHbt2bPH4vF4htOCDXJYrbF0dtYTaR+F4lNa9oQFB213uPbbO1mLJ/+v/GvwVGg34qVz9gEwKa4iUP94q2ZZLW8NDjLxNm3bL6cfpLmig//rymfa+J/11ykNKLbvWkFOznru/+1sHn5IC0UwtQYfbleYNilWfV1q6AhaRCOPaH/NzcG5UEeCDumVSKuB+pviaEnSLNonbv5FoM7SRX+gvuEILa2lZGTdDIAweunYmkfU1y6jKFdQfNN9fX+ygxxSSqor8zh+9EOEoiM2IZvsqTcTFj4CRdEHjRwh7zLhuxzCK3ssU3wecWlQApoJkcXatXXadVh8TB5XmBa36r3sEuymSsort3YzgJwpOjs7qas/hHroNSbmfDsgdnsm+OyzzzCZTHln26bJZMrbsmXLpenp6aevPIzzhqysLFKnxfLR9r9xeex3A8uF3wDi/6t6kZHdWQqdo4LeK68vfXbtlKDhJH63xkxwRmnrVB/zqXDvx2SQ0yurYSjioad/y5YtW2hZFTKn8bM9/GwagyGYEcYfo+8KxigaD/uymvn6WzjdhNmTMMZqcf+rCh/v1qZXeihgL5m2BSjN2vWo0R8nKjoTXe4c1qz9ZR+e4dBBp9rG/q7NtHubCNdFk2bIIVZJxiCMCEU5tT5Cb0Zs33WUMkTTxZ/9wT+OdmjZNqymcKakXc+mkhcZIyeedWpks9nMtm3au/4SeRlh4szD0txuN/n5+WZg11k1CjvXrFnT9uijjw5sDNwwzgp6vZ5xE7J46tUHmDRpUoCy79ehCGV99KYLonZ2craooxKJJJGR53LogwafNa4hPT2dfxxZwbeTftBjvfRoBoreGDSqu+f3qmLQg5To0GOzxqEIPR+1/61HvRMcwYyVcF0MQgi8ikqtu4SssNnobRZW1T3XB2c3tLBUuYFieYgyjmHASCIjmcFiLISdMXsulNnRgxESgs/rvQgEmfqJNHpqqaaUUZx9aH9hYSFlFKJDTyY5Z8Uc2bRpk6u1tXXdydafdHYupaw1Go3l27dvP8vDHcZA4+ZbLsPlPrUoTF+icH0lsWPtGAxD36sImrXwvvvu48c//jGq7Btlb6HTYZ2RS/M7a09ap7hkHRnpy9D5YqTdlXV4m1oxZw99L8DZYumiP5A+agmKolBavIlJ02/nkiX/RWb2NUTYU1GUM/+AE6c3TJ8S0dmXUFt3gLa2ym7HdyYZYe666y7Cw5NpaCyg6MTas9INef/99zubmprePNvjbWpqevO99947+1nXMAYUI0aMYP+uQ1wefWe/t6V4JY6ORjqaygdEkX+gcNttt7Fp0yaaPDV9ts9k2wROtOQFP7w/h2pKtYljWFAcubomn4TEU2v7XIhYptzAIvEVhBB81v4WCfqRLAn7OjOtl5NkyDgzkcGzDFk5mRHZaojCrA+ngH3drt2ZZBq3tPLMAAAgAElEQVSIiYkJMEe28THekzsJe2D79u2YTKYKKWXtGW+kYdOBAwfMra2tZ7nZMAYa1YfquXXyDwYkG4vG/qgkirgLJptUVFQUt956K7/8Zd8Zh21KBAZhotJT1Ot6r/RygqPdmAK1zhNE6hMwKRef8WOZcgNhws46+QatNDJbXM5c5UoylFysIrzv7rUzcPIlK6Mp5ABOGUwXfaYZYZ577jkECic4Qq2sPG39ULz77rsut9v90cnWn/Krwul0vvn+++/fO3fu3AvDfXSBQkoZCN2Qvpu6+OvBmztqp88rWBT0knijtRf+sqgDgWXFTi3evNWtGTYuSzkYWPfKbfNoaDjKvrYKqmsLmDLxNjBfOBlKbrrpJh544AEshgZs1niMzcEJkfBqVmq9Q3vQHVHBBz52r8aMqZ4dFOaz1mhf4IZwPa52F0Zb7wqpbncnkfZ0On2rjX/aR5Itl4y/CEDCTX12ekMCJ0rWAzBjzr0IIRBurR/93uxQPY9ubA/fb6/Znx4jZKeGzw3OIduZmrRr7LbpMDdqyx3RChZzDAiFnbv/xJKFD5/VORiNRsrKDvLd736XhQsXnvF2Xq+XVatWKVLK1WfVICClXL1q1ar/UVX1lNlmhnF+oX2k9Zx0qFGaQ1gJ1Upw+wyxZu3Vay1to2aOJpDnjNDG57i9wfoeq3bdzW9uo4k6GqmllgpSSMGCrV/jbQcS4eHh/OhHP+JP979MlF5LUSt92in+LDDdetifPSB0shfhG6vbNZuhzebbj5AIpadH0o0LOzEBAWuHp52O5nLim9tRxFkTtoY8qtBSpc2xXY1NsSNVFSlVhKJozI8QyBBRvc+vA8C/LFR8z//b91eG6r24ffe8j70zMmoaBXUbSBk5h4iyYIjSmdzvh+QuXn75ZVauXMnrr//jtPX9eP/99z0Oh+PfZ7yBD1LKzpiYmD2ffPLJLH/a3WEMTkhkj5FadZ1E6Z4vxvrolO3UU0ULDbTTylQ0MfwLZaz+7W9/S1JSEnO5UlvgZwWEsgn8DK+QMCO/Hkhv7BC9MKIKb69jiYoXgdCEZH3hGZXth0kgBU9DQ9+c1BCCR3rooJVYkpiszNP6JCTrztmgV9aHfx+hoTC9XGPQMswA5IstzGLpWbU9YsQIjhUWcPfdd/PTn/70jLc7ceIEdXV1Eth9sjqn7AWHw/H2ypUru05VZxjnH6qq9vCqpP+zb9JztdS5WPVcKdt3/pH6hqOYzZFkj7uB8PALK5+2EAKr1Yqq9l1ud+nxoo/SJtsFX/11j/UR4cm0tJYF/q+rP0hc7KnT8F2oaGurwKC3Mn/pQ31mmT5bJogjWhsOdQYTY2/8CXprBB7v2Wtr2O12Xn/99VOKL30eO3fuRFGUGinlibNtT0pZLISo27lz59luOowBhKqqBJV7+zaHppSSuoq97GIDBexFAClkkM6EC8ar6IfVakWeRLDti8Dh0dJJnYxlFkEULTQG/q/6/+ydd5xU1fXAv3fKzu5sY5e69CodEZWqiMAGFTRERY0lMaZoNJZfqi3FxGhiTIygiSUJxhYUGyoqUhQboCAgIG0py7LLsmyb3t/9/fFmZmd7m93Zcr+fz4Od++6797wyZ+4799xz8jfTi5xaGb26A1JKTlLAOM6ulmmhRTTTWCvqiJUzvOd0eqQMwBdsZkqwMNdffz2rV68mLa3pmYVWrlzp8Xq9r7ekv8rKyv+99tprakzdwTl9znjaKlSLS9rZL3fwBRtwYiODbMZzdpfLJmW1WvE3YDRqCUIITPV4mZlFEklY8Jj1r1dQBqjgFL3IiasMnYWTFJBJT9340R40YFRJExmMN03HRFK9npYNMWLECNasWUNubtNjbq1evZqkpKT3pKzfrb8xz47NRUVFMi8vj5EjRza5Y0X7Ek03VcPqZj2oW1WD4VhkKScEAxcfBWDvfj040S/e/3a0/rIFzwIwo/9BAA7t8/GbxQ6ys0YxeeJCPt/2WFueRsLp1asX5aVO0gSIUMzMlaYPdC1hr5CAtcpaXTBfHzilxDjDnpzgx/7ZZ7je38nY0ZfRa5kRLqve1/oP7+aWWwoZPHgwa95xU1a+n2DIR2bm4Oj+7sT8BZmcc96N7NhphmB1BRnRqwZ/eEYwdgYhmgnGEDV4RD1FwopWxuhlQ2RQE5LRzBomn36g0R/OdBSAHqZ+9MgZw073+/S7+Ip4nGKDvPzyywG/37+ipcf7fL6XVq5cece0adPaPmKbokVomqY/fdEBQPh5c3ljKwEQ6qu/XBrcVV4efbbq3mYVY1IBcPUzEbQKpBai+ImluHEwiJF8FdyMMY7ZCToavXv3xhtwEgrq18OYXiO6f+xALOwVIjPreMG1JlPuzufg0XX0IodgXt2u1f/ZsUwPmJl3hAB+CjnCKCbG5Vw6G/8++lcmTJjAQDE+OukSnamtY2AbnamNNcLVNHzEen9E9oXqGLMGI15RFvDqhmmZkcZpfeeyo+BVskf9iCRT26YRz8vL48SJExL4vCXHa5q2atWqVX8KBAKYzUpVd1Ra8pIWwZBSZcjQPNVtXSWyiL1sZQDDmcZ8PparW9xPR8dsNpOWlobf5iNJWKKeAlKr+v7X5eUR9QqJeO9pEp90czS4F1eoksxQGiGfs9Zxa7WVTJ8+Hc8WB8kkc5T9ZNO3acvyuiCDvtGTe77zfzzznTf1gmZ6fdT04oCG43/UeVyMl0g/OZACuZ8iwzEGGnV7wvv+F+toIT4899xzDpvN9r+G6jR4RaSUIZPJtPKll16K33SLIq7Mm/MAK1+Of5wWv0/yu1tPMnzofMaO/laX8/ioi3HjxuFyVV9bHsho3iDlVOYJCv70J3wFBUyedEO9GWAArr32Wn796z/w+dalHMh7m1EjLmpW0MyuxNatW1mzpvZSPWlq3ixM7DKZJtU3119/8JmXYN+9nZBXH8Ts+13bpBDVNI3nnnsu4PF4XmhpG16v9/lnn33W35qBm6LtyDUs4XtjbqctZhVLdm7Ej5ezOJ/+YigXmK+Kex8diXHjxuHCBtRh/GgiUkp2Fq1iT/Ea+jOUScyot+6ECRMYMmQIm1jDZ7xHBllk07dF/XZ2KioqcDqd1dZyN4vmLtFrQgD+LOsgeqWNpMi2q2UyNYMVK1ZoRqPxpYZmFRtCSnnUbDYf3rCh3rh8igSTa1jCzo17Gq/YTLzSzV62MplzGCkmtCgjRmdCCAE2Iy6aHvMmEhw1lpJQAZ/63kaiMY35WEX9Ov+mm25iN1vYxBpOUcRwxrZI9s6Opmm8//773HPtH9q2oyZkgolgEEZGG88iX9vXhgLpnDhxgh07dpiAdxuq1+ivi8PhWP7kk09eeffdd6d1NVfaroLBYCKk6YrDENTQwnEPXCP0Mmt+7Zd4gzsmknWK/lv+SunZANzeby15e3xYkuC5d7Zw5pBX2lT+jsLMmTN5+aUP9Q/hZ93orfqCR9bZG2N0tCHs4ecPewO7jh9AWEz0/Mk1nAQ+/0H9mXJmzJjBqVOFbNq0ifnz53fbbEsul4u1a9cC0HtQeFY8HKtDxFicQ0k1Bs8x7/rRrC8x90tGPUdqGwUiXiQRD5Kg1YDJq9cLJuuFlWOT4A1JyCqQbZiV+OOPP8bv95cCuxutXD+7fD5f2ccff5w6e/bseImmiCMGDIQ0f9VsePjZ1lKrHi6DM/xiGX5ktRRzNDaI8OseaBZb7KDDQOXerQxZeDUb3v57m8rfURg3bhx+fPiljxQZ49kR8RqoQ4+G0vVrbCrXg4VLqVHs2MesUT8iLbk37311f739GY1G1q5dy0cffcSoUaPo37/rTwbUxxln6IFfA9JHMjVe4CLPdQPeR7EzvjKStSditBWiyhuk5ljTIJDhwbaI1LGmIPyBcJdm3bZogPd2NS9uU1ORUvLUU0+5nc460k80A7vd/tTTTz/9wIIFC7r2G3AnxogRrdlZjhumhCJ6059Mkd1l4nw0RiY9qaSseiDumJfmKjNiHdc6rANOUkBv00DGWmcC8J7tP/X2d/311zN37lwKCgqYOXNml1v+2VQ++ECPp2ej/tgnjXl41PL2qCPWRzWvkuh+Y+2ycD0j7eOZ+uKLL0qLxbLa6/V6G6rXFHP8ZzabreKTTz6Jk2iKeGM2WQkG4rustGcfI2WnQt1KgZxxxhnYHcejA62WIEMhLKOGN7l+ZmYmF1xwQbc1fgCkhF1GTz/7R/XWqWX8iKUOrw/ZQHVZh+KvC/eBfVj6D8CQ3IbWD2DZsmVuj8fzd9kK9w0ppXS73UuXLVumssF0UMxYCBDfNdEAppR0gp7uk1nCaDSSRgb2mLgczSWo+TAZLCSbm5aRVAjBeeed162NH6BnuZoyZQrpxqxWtRM1fsQBmWzmpH0fvdLaNnvaxx9/jM1mqwA+a007oVDo+dWrVxvLumFgxs6CmaS462oLyfho8H2sy5FOj1bpaQAk9DD1aXL1wYMHM2vWrG717lKT8eP1WIKTxbnxb7wuL/WG3pli6pdox+ll0GOytNXyFykljz76qMtutz/aWN1GDSBSSunxeP7+yCOPqIF1ByUU8oPJhGY2oJkNBK1GglYj6fvMpO8zY/ToASGFBvu/HML+L4dgcoroNmBYKQOGldLXYqevxc6Kimn85ZfXY6uw8Ivv3JTo02s3xowZw5Qp47h4cSrSJGotv4hcQ4NfYvBLQmawlkisJRJ/pu4FYli7n2GVoxj5fICRz9d251PUxmAwMGXKFHw9jHj6mJEGQchsqL4l65uWVLVFEAGtagvJapshIKP3zejX9C2gb0KTGL0aRq+G2aVvAatAGnQDSlB6MWSkEkrRyPtl2yx/KSkpYfXq1YZAINCqWUWAYDD4zNtvv20oKWludkZFexAiiAEDmIwIc5XBU+QXYah0YKh06LNeQmCqdEe3SJmvtxVfbysmdwhjQGIMSHr8dxPJJ1ykbNibwDNrfx5Z/jDiDDchQtHrE0GGQtGNQBACQUxlTkxlTqTZiDQbKfcVkqFlIvYeJbR7fwLPpHNx+umnU3TAjejdE9G7p+7tYTSC2QRmEyIpCWE0VtswiOgmg0Hd+KFp+hYb60PK6nFEDIZomRAGfUtJ0csNhuh914xGQloAc3I6sg0nEv7+97+7XS7X31pjqAaQUpZZLJZ3/vOf/6il5R2UYERXtwDN44lusRgxxjV4c2fgM9s6DH1D3LXux/qLcCNLvA1JSdEtojvKgoVke7MIORyEHC0Ldtzd6N27t54RMJz5RRhErU1qstbWJGKzyUSI3FthqLdNYRCERJAkkVyn90m8+PDDD6msrKwAPm2sbpO+4YFA4N/vvvsu+fn5rRZOEX+crpOkJfduvGIMwdSGH/aj+R+Q1aNtZ1Q6GkIIXnjhBX7/+98TCDTf3lf+0Xpc7hKys1TA4OYyefJkXOWFTa5v8NUeSDSU9cUQrH+nZqmtBksnaTg/30ry6FFNlqklLF26NGg2m1+WUrZymkQfWJvN5pXLli2L3/SqIi6s1VbixEYaGU2bmQo2zf3aJsuppJRMssk1LGmllJ2H7373uwwYMIDj/vqNFyKlbs8th+ck+4repz9D20i6rsvkyZNx+HQDqyyvbN7BoZa9/Im6jBox97bEtg9rUhZmo5U12+9rUR+NkZ+fz7vvvksoFKrf/74Z2Gy2P/75z3/2BgJqkqQj4sJOKq3MchSDlJKj7CObpnsydAUyMjJ4+umnue2225odWFaTIXZ7PyGVjOhyu+6ydKi1GI1GrFo6DurW0U02dlQd0GqZgjLAydAxsg39Wt1WQ/zhD39wut3u+5tiqG6SAURKaTMajf966KGH4u+/q2g16Wk5OBxFtcqz8lq2htFx0kNxyU7Gjv5Wa0XrdAwbNoyLL76YosLmpRR17NqB/cvPOeuMGzGZ2nbJRFfkvXd3xUXJxgvn5s/RnC7SZ0xruz6cTpYuXRpwOBxxW7TucDj++OijjwZdLle8mlTEiXR64MCGFollYG79bPUR9jKCrh9QryZCCH71q19xLLC3WQPrYMjHl0dfYlS/OfQTg9tQwq6J2WxG0nECLftDbvYef5cxAy9sU5f3hx56yG8wGJ6SUsZlrZmUclsoFNrzv/81mKRAkSDS6IGDiri1V0YxGhpDGB23NjsLixYtAqCC5nmmHvR9iV/zMpnuvZylpRgwdChdfSC4g2xDX3oYerHG2+J4/w2ye/dutmzZEgqFQs82pX6TfbxcLtefli9fHioqqv2irUgc6z+8G5M5hVDIj2YUaEZRbQmALxt9y5L4siTmwc7oFnH1D4SMBEJGPjwxir32fqx7/iR9+0zsti/yP/3pTzl+7FO0cKq9CIaAvqTC7NEwezQ0k0AzCbw+G+Wvv86kgd/CYslk/Yd3RzdF0/B6K8nyZ2EISPyZRvyZxmrLkIweDZMrhNET3sLLWAwhCZqGNIjo/ZDGKpf4yDMeWR4mhQANQslGpNmANBsIWPXN1ceEFILSUQEq33mfXkuWYMDMkVt/1ibnvHTp0pDBYFgnpTwQrzallPuFEOuWLl0a3whuilZjwqwH1rNYqrYwMi1F36yW6OYe2gP30B5IkwFpMpBU6UMaBNIgSCr3ESoqppJScuieL/KzZs3CpJk44dinu0ZHlsJEllIEg9FNmgxoRsHePSvJCmTT97iZtdrK6KZoGt878ydYA8kEDx9FZKTpmyUJYTbrnhpGAxgNSKlFtwgyvGE06EtmoOqexW6gL6uJfA63SWY6WJL0LbyE5rBvJ717jiGzzwg0a9uklS0sLGT58uUht9v953i2W1lZeefdd9/tCsYxHooiPpgxEyI+90VKSQF5DGB4t3yRF0Lwf//3fxyVe/VJrpjlErWWxZhMYDJR7iuiyH+QsaEzMAqT0tMtwIObVPQYVzIUqna9o0sU61gaIwyi/mR1dd2zWlWq2jGYTQiDwGN0c1LLZ7RlaoNBslvLXXfd5Q4Gg3+SUjYp2E6TDSBSyhMGg+Ff9913n6/x2or2JNXaG4fjePSzCNZv9QseSat3H0DJlnyOvb2HwYO6byaJyZMnk5E+gOKT2xut63dVcvCdfzJ44DlkZg5pB+m6JiZTCoFgw4F8pZR43GXYKo5yOG8NX2xeykfrfs3GtfdwYPer2CvqXqInmmEEl1JS/sYbJA8bhmXQoOacQrOw2Wz86U9/8ttstl/Gu2273f7LBx980G+3d5/AmJ0BgSCFVCqON5BiMdQ0u1Ug6OGr/SsYxliMonsGUBZCMJxxHKXxGB5SSvYXr8dBJaM5vR2k65qYMBNsQnDIoObHHiyjwLuXL+1r2FD+LO9X/ofNjjc47t0X9YJqDRXeIgpPbmPYwDkArP303la3WRf33Xefz2AwPC2lLI5nu1LKDU6nc++zzzZpslLRTqzVVpJKBvY4eYDksx8fXvp1U0M1wHXXXYcbJ3bZ+DWtDJ1iJ5sYz9lYRPechG0tuYYlmDE3GshXkxouaadUO8G+0DY+Ca5mXXAlG0Kvkqftwi2drZYlJEPs9n/GMPMEzCKp1e3Vx/bt29mwYYPf7/cvbeoxzRo5uVyuPzz33HM3/OxnP7OcdtppzZdQ0Sb0yByK12fDZXSRlBK2+EWMbGFLXmphlUnPNUC/7cKkvxmW7+rF6GlHkZpk3d3rmTjuWlKSs7q1B0Mw6CMY9KKZaptCg8nhlE7bD5G350UG9p/G4EHndOvr1RrOn/17bPZ8hgw+F1+Gfm1TyjVCFgMhi0DTQpw88Cnl+z/H57ORbOlBdtZITht5MWlp/XjltZ8w9awr2LH5H4yc/R2yh5yOx3aKkN9NWq8hJFfqL5UGn4Y0CkIpVXZfR/i74E+HkNeN/eXX0RzHOXPyjzCt8rbZPb3//vsDQohVUsq4J0WXUu7NzMx88/7777/0oYceaptpUUWzEULQW/anjGKye8zQy3zh+YRQjJUuFE53W141iSHCMWyMAf3/I5+/SiomBqPHqOmus2NBggTwYerdq6owsr7ZoH/Pg1qAPXv+hwsbU5jNB/KNBEjaNajgFGn0wDQ6HOfK49U9MkCfufUUcKxoEyUUkoyVdHrQlxzGMIkNgdc53TyTg64vOBE6ytScK9CkRrFzLznW0Qh3+HmPDZAXifVhrlJjMiWJosrd7C98j/GcRfKXR9vsfPfv38/zzz8f9Hg8f2iL9m02222//OUv11111VVWq7V7LWPryPSmP8dovWOmR7rI5wDTmI9RGLutnjYajXhx60syIktAY1Nih+3+xa489rKN8ZzFl/LjRIjaJfBIFwH8pMSmKo9JSeuXPo4F93KCfCSSZKz0JodJTMdKOh5cFHKYz+Q7zJQXYBVpVMpSkmQyVpFW7d7pTcekzw1P4hisVtyanT2eT0nCwiBtGFrQ0ybfASklP/nJT1yBQOA3UsomB3BslgFESnkqJSXl/ltvvfXeNWvWpDZfTEVbIIQBo8GM5ZQHObjutH6ePpASswRP8/kJnXKQ1LsqeGrRuv1YkjLo0WMoAPPmPNBtX+qNRjMGoz7oklJirziK21WCwZCE01eCq7IQV/lxRo1YSL++p3fb69RagsEge/a+REpKT4Jn6kF3/c4K3IXHCAX9GKwplBd8hddRyoihuWRnj0LEuN9FrvvwYbkEgh5sRfuRmsahT54na9BERp13fZPk0Pw+jr3yND3oxZTTfxjX5V/z5jxQ7fO/ln+bxx9/POjxeNpmbQ1gt9t/+thjj11y8803m4cOHdpW3SiawVptJSPEeLS6MgGUVUDPulOLOt0nSTP3irpPB/wuTnCMiUzvli7VsSRRfUbJF3JT5isgKIMIo5FyfyFl3mNk05cpzMYklD2wpUwU0yggj7M5H9CDFJZ78vEGHVhMqXilhwNlHzOM0Yxmcq3ZPpPJRH8xhHSZyRbvepz+cjYXvUBQ+skZ3LTYCDIliWNlWzla+jmnM5NM0ROIjwGwZhDhtdpKbr31VpemaX+QUpa2uoM6kFJuyszM3PDQQw9d8Lvf/a57unJ1QIyY0JoZP8EX9rqP9Vo4xkF60b/bxWiqidFoxIgpmllHkxrl2km8uDFhxiZLsVFOAD+nM4MeolcjLSrq48SJE3zFZvozNOod6pQ2XJoTgQBh4Ji2HwvJTGI6GSK72vFrtZXkGpYwmsmUyxIqOEWxPMZhvmYcZ5NqbCA4cIxnn0dz8oX3fQYxnMGcFtexSk1dffub3+Wrr74qDwQCTzSnnWYrXK/X+8inn356+5o1a1IXLFjQ3MMVbUQw5MNoTIpOJBp8+h/mmKxR9lG6ZU66TLh3HKD0sf9iGTWE1FlTOPZMMgfztjBh3FXtLXqHZO6801m5ciVebwWnSr/GIIxkZAwiFPIBBn57z0388Ic/JDVV2QFbw/79+zlV+jUTx19L8s4ijhV8zMmSr+iROQQhTGianyuvms8f//hHevToUW876z+8m1EjPqEw711O5W0BYHivmYSSwNXHiDEAYCQUMyZ3DgjHCQmFOP7Cv0nq05f0i6/go9+33i7xwgsvUFhYyJp3qq8jXv/h3SxcuNAthHhYStlmAZWklEWpqakP33LLLT9bvXp19x59dSBCBDGTFE33KftkI06F3YID+rOiZeq3SwQ1EIJNu/4BwOARc+mxzUMJhWTThx7hl7/uzMpDzzBixAh2l6zFiQ0nNrLojSns/vutHy7i5z//OcpjtfUc4yCppGPGQv6+teRzACNGUsnAj5f5V8xh2U2rOf/88+ttY622koqKCrKzs/mkcDmgBwcWSUmQFFbOkWwxRv1lSVqrYuUUVu7myKnNnDXyO3z8dZM9neuluLiY22+/nSeffLLWvvfee49NmzbZfT7f31vdUQPY7fZb//KXv3z9ve99zzRkiFpG2xEIEcQUfj0ypunLxqVfX06g+eteVnCEvRznEH3kAHrRH4AT5DOLC9tB4o6PMEFBn68RRRZKKCJFSyWVDAL4mHvFuVx++eVceumlGNswRkR3ILf/N3FQwXjOwiErOcJeKimlh9YrOvlyx+9u4Z577sFUT9rwiEG5nxjMXrZFy/syIOrh0RABs8YXnjUMM41lsHF0XIKe/v73v2fChAn88/LqgaPfcj/HyJEj3U6n80YpZbPSaomWpDQ3Go0X5uTkvJKXl2dNTlZrtBKNzWajZ3YfZp/zG3x99PshYlyqy8fqCsU9MGwASdKQwSClT7yAZ8fXJE8ajSXfR/9+Z5HT74xqbXdXzwYpJf/973+5685lDBowg7S0fnV6Hihax7w5D1Bato/9B1YR0gLk9D2D/v2nkmrVPZOac51nTP0pW7/8J8GQPhNz9pm3oJ0+HCBsAKGWAUSGQpxY9T80r5sBV/2A/X+Ij1PGxIkT2b17N5Mnfo/s7Kq0yKVl+zh0ZFW5y2Uf0NRATS1FCJGclpZ2+KWXXsq56KKL2rIrRRPpJwbRm/4MmDA/WhY1gKTrA+2IAUTfKSip3MeOvBWYzFYyAukkk8IoJlWbYe+urtWgG1HPH7OALPrQhwGYYmKidOfrEm/OE5fwFZui6ZwHM5re5ERn9pp6reeLyznATgrIAyCFNM4b+WN9Z2yq3BoGkBJHHruPvcnZI79DWkqfuKS8ffXVV7n88svpyyAmiqqMXyEZYqtlQ8jhsy2SUr7X6o4awWq1/m7OnDm/eOedd5SxugOwYcMGLpt3JWeJObUMIFC3EcQvfWxhHT489CKHEEGGM44s0btave6qk3w+Hw8//DBP3vsMgxlFiqiaPOyu16QtmC8uJ58D5HMAgWAwI8lhaNQzqTnXeoo4l+18Ev08l0sxNBAAFfTvwQ7xKT0NOYwynR63jC+R35lzuKiaR1W+cT+nkgs+rnBUNDtwZYsMIACZmZnv3nLLLfMfeOAB5baXYPLy8hh/ztmM/fdPyHw8vdZ++zDd7dcbM2EYCtutjj7+F9KmnknmvDkc+UmbeeQrFO2Cz+djxg2uQlEAACAASURBVNRb2PX1i6TOnEaviy4huUzfF/v8B3P0AUzo7jdxu0uYOP4ajMakuBm2rrnmGl588UUmjPs2fXpP0PsM+di+4/GQw1m2UEq5Ji4dNYIQYkG/fv1ey8vLsypvpcST1XMkg4efT1avUaTsCAft1cIvfelVAaplJK6CWTde51dspbB0O2eP/h4mo4U1X/y2PcVWKOLOuWIhB9nFSQrIPfM3CKFnOwL0bF1AKFUfXrrWrWM7HzOZc8gU2XF7Yfrkk08499xzsZLOTFHl0XzUtJdTlsKNlY6KOXHpqBGEEJa0tLRDzz333IDFixe3R5eKBnjppZe47aqfMUnMQJjCy+ZiMxrVMwselAE+ZjWTmE5P0U+92Cs6PeeLxZRSzG62MIFp9BN1JwcwZmaiSY0vbG+RTg9O43SEEHH7DvTp04dTp05xLguxiBQAXNLBl+aNAV/AO1JKeay5bTY5C0xN7Hb79x999FHvjh07WtqEIk689dZbaAFdIdtucTRSuzrZixfh2qpnOxn22F/jLptC0Z5ctOCvZGUNJ6ffmRiSLHXWCeb4kVLi3rqbU6VfM37cVXE1foDuQQRwJH8DHk85oVCAw0fWYjSZNrSX8SMsxxq32/3Or371q8ZTNyjalPLycirLD2Eyp9RdwVF/xPVBvc8mGPTi8rZJKAKFot1JFlaGMw6LOb2a8aMmgYCb3WxhNGeQWWO9emsJhV9k3TjwSQ9e6cYuKyjQ8oI2Z+W349pZA0gpfU6n8+obbrjBU1ERn+wjipazcmUdL22NzHwDmISZoYzhJIVtIJVC0f6YhJl+YlB4aWnd/g7GzEyklBzybseAIe7GD4BTp04BUMhRXNKBJjX2iW2AvKslxg9oQQyQCFLKIrPZfNtVV121bOfOnakWS90vG4q2JzMzk4yeRqb3OwrAXjERAENAfwmz2CL/gwzr8LRjXoJBL5X7P2VA6hiGvRLORvCTdhVdoYgrESPGoIFvY9x+jIySPVgsGWz+4hEGDTyH3r3GcSR/A5UVh0mypDN29GV89El8A/zn5eWxcvXrpI3ojfPQSTZ9/lcG5EylvHKP2+NxtXuQHbvdfuPy5cvnX3HFFUmzZ3ff9NaJJiVFN3z4RmQh08ykfBWe7Q5ULVsVQT0OiAhHVQ/uzUdKSQnHkfhJ21uOJtQLkqLzs1ZbyQzxDWTAz/Gtb9OLHI6wlwLyOI9LOIKepSBIgIGMYJfcHNf+NU3j8st/TGbmEGy2fD5mNQDZyb20oD/4Qynlibh22AhSyo8yMjJe/PGPf3zNihUr1NryBJKenk4S+i2QwUCVF0gjeKWbkxQwEt3rM9ewRHmBKDo1kee3h+hJGSexyBSCBNjGRk5nJiFC5Feuw0ElafRgR95WRowYEVcZVq9ejQV9/HSYPRxmD4PESELWwAGfy/dIS9tt8RIYACGEyMjIWHPDDTec98gjj7Rdgl9Fg9hsNkaNGsX5/5xO1tBM9v6mugEEwNNHV+BHt62i9NDnJJsz8Poq6d1rHKNGLMIcnpVUsS0UnZ15cx4gEPBwvPAzSkr34PVUENJ0B4ikpHRGDPsGfXpPxGg0x/V5nzfnAYqKt3G47H2GXDsdY0oSBUu3YTSY8Qec0uezLdI07Z24ddgMjEbjwp49e7584MABa0PBZBVty80338yrn+1jwIyL6fvm4Wi5DKfDFWn6MiVboJRNRc+TaemH21dBEhZGczrZoi+g1kwruga5hiWUyEJOkE8pJzCThB8fZiz0YQBDGU0yVtbJV+Lap0s6OMAOghkWTjvtEk5sfZfjHKIvg/Cm2j+xuWyzZWsGxy1ECJGalpa271//+tfAK6+8sr27V4TZvn07CxcuZMyJaRiFqdYymNglMJvlWjQ0JBoB/AxkOCOY0OzYOApFRyXXsAS3dFJAHiUUAhIfXgwYsJLOKCaSTd+4e33MF5dzmD0c5zATmY4TO4fYTS9yqDCUhPyab4yUMq+l7bfKAAIghOhltVoPvPHGG1m5ubmtakvRchYtWoRtlpfBc4dx/P6qiPcGv66wNaOujI99/R6nTu1h/NgrSU7OYuMnrQ8kplB0VKSUzJn9O0xGC2XlB8nMGIzJpHurxdv4oWlBPvz4twwdfD4Go5nik9vp1+cMfP5i6XAWPGuzlV8ftw5bQHp6+tPz5s275vXXX0/p7ulTE8Wbb77Jd3/wcybM/CEAaV+GXaU91ePhBjQf68uf4SzmkEIqG7W3un3KW0XXxul0sjj9ejw4CREiXVQZauM5qM41LGGf3M5xDjGVeezgE/oyiFQyyE/a5/L43UPbKu1tUxBCnJmWlvbxrl27UlQK88SRk5PDiOIzSBGpUQNItdgfYWPINrkRCykMYywpWFkvX0uEuApFu+D3+7nQchUgKOck2fSNBkaNt552yEq2sI5JzOQkBfjx0oeBnEzO11xBxw/9Af9/WtNHi2OARJBSlrrd7suXLFniKSgoaG1zihZiMpmiqRUH3nug1n57RT5HD7xPIOBGSo20tH7RF0GFoqvyxhtvsHffaxQWbeFU6W4qbUfj1va8OQ8w97w/ctqoi9mw8R7yCz4iKSmdo8c+oKTkKyZNuA6zOQmb/dhxu73ix3HruIU4nc7bNmzYcHzZsmVa47UVbYHZbOas0+tPdRmSQfa7tnAqoP+WCgQWkaKMH4ouTVlZGSPSx5DPfk6Qzwnyo3GU4jGozjUsYbrIRQjBJ/IdZDgd5HY+ZgQTGMJp5Jv3hTx+98WJNH4ASCm3BYPB3yxcuNDl9bZpojBFA5hMJiTVJ4hFTIrWk/I4+XI/EolAkCrSMQiVwlXRtRlvOYt9bKeQw5ykEDfNizvZELmGJcwTl9JfDGWdfIUK9Lgfu9hMiCCTmIEn2S6lMfReIBhY3tr+Wm0AAZBSbvD5fH9cuHChyxd25VW0L+PHj+eM4vFs3jCKLR+NhZCEkEQKkALKT+3n2KH1lNsOM2L4gsYbVCi6AN/5zi2YzSmUhI5RdGIrlVleKk9LiYv3RyDg4et9Kzli19emH8nfgN/v4Oabb6bk1GEe/tulFBRucDidlXOklJ5Wd9hKpJQeh8NxwV133eX69NNPEy1Ot2T8+PHs2LEDt8lDINWgG62lhGQLGAQBfBzx7OCg63MGMZI09FnwXMOSBEuuULQd5/TKxYcHFw4KkwopEIeR55+JNmdKq9ueLy6nSB7lS/MmALy4KeQIOTk5bN35Bdu9n2KbWOCSRu03UsoPWt1hHPB6vX8tKCj44MYbb/QmYCWOAl1XF56TQfn10ym/7izd4yMmE0whhznILjQ0BjGygZYUiq5BIBAgj12YsVBhsXGCo4jsTEx9erfaUK0vs3GwjY8ooxiAA+wE4G+P/JUSrZArHl+glZtOHrG5bFfEY4liXAwgAF6v94H8/PyPvv/97yuFnQDGjRvHsmXLOHz3r6jr+ucMOAsQeFynSEmObyR1haIjcs6MO/F6Kxk0YCZ+ZwUZg8bQc/RUtj31fy1uM+L1MXnS9Xzx5T+w5wQxpqeRNGgAfe+4iSNHjvD4449z6tQpFi1a5PF6vVdKKQ833nL7IKU87PV6r7r44ovdx461KHC2ohUMGjSI0tJSvnz1t9iKD1Ixe3C1/cnGNAYmj8Wj6bMqRjWjqOgGlFNCXwaTPGwUUmqcdabuMLd+w10tai/XsIRcwxJmi0Xs4QuOWI+S1XMUJrOV08ZeyqZNmzh+/DgTJ07khhtu8Obn53/k9XofjOc5tQYppXQ4HFe/9tprxY899pjy2EsA48aNI/+Tl8l7/1917h8qxgJgp5xU0ttTNIUiIUxLmksaPcjJHo8jWMrw1ClkmnvzbvE/WtReRE/PE5dRKI/wBR+SQiomkuhNf87ifMrKyrjjjjvYuHEjP//5z91Op/MCKaUrHucTNwOIlFLa7fYlq1atKnj44YfrTpKtaDPOPPPM6N/ilJuTU81gFEizfouTU7LI6jGc/jlnk5KiG0BUwFNFV+aue88lGPSwZeujZJoClB3exZdP/6zF7c2ZfR8lp3az6dBT7MlfRbIlg8DuQ/QPjWTm0Bsp/ts/GDp0KE6nk9zcXJfX6/1tKBR6N46nFBdCodA7Xq/399/4xjdcLldcfkcUTUQIwaBBgwA4kXmY4twgmIz6FibLm4mVNPozFNCXAKhAeoquTLnpJCU9jnLkyDo+//wTPv9iWYuNH/PF5Tilja/7HmWTaT3+LAsBt41gcRFTA7MZvM/A9OnTMRgM/OUvfwm99dZbx+x2+5JEBD1tCCmlw+l0zrvzzjuda9euTbQ43Y7p06cDYC/cR3KFpqfBFQaE0YgwCLIMvUkimVFMwoBR6WlFl2fxfbk4qWRz+Wtcce2lHHJua7HxAyAg/RTIPDaxhmMcxEoqZZxkOGOZxAy+kBvIzs7m8OHDfPOb3/T4fL5vSSkPxut84mYAAZBSupxO57zf/e539lWrVsWzaUUjjBkzhqSc/gAEKsvqrBMMeenX9wyMRpWwR9H1mTlzJo8//ji7du3i+PHjepycFuByuRgxLJdPN/2ZQ84tGK1pSJcHTQsx+rTFDBtyPh989GsAQqEQl112mfvEiROrvF7vw/E8n3ji8XgeKioqWnXZZZe5QyFlr25PUnroA+tgad3pbGW6hQyyqwWBVCi6Mq+99hpPPPEEoVCIyZMnt7idKWI2n7Oe7XyC1EIYjRbcFYX0IoczOBerSIu+pL7xxhvcd999dofDMT9eM4rxRkp52O12X3zZZZe5v/7660SL06247LLLon9rWgj3oprLsUQ4RfNwhBBqmaKiy3P11Vfz2GOPUVxczDPPPNPidoqLixkoRvAJ71BOCUkk48ODASNncA79xOBo5q+Kigrmzp3r9nq9vwyFQuvidCpAHLLA1NmoEGelpqZ+uGHDhtSpU6fGvX1F3aROnIQpI4MRoxZhMCWRWhTUd2iSvTtf5FTxV0yZ/EN6ZA4FlAeIQtEY69atY9Giy8nMGMywofMoKvqcU2X7OH3CdWz+4u/V6kopufnmm30vvvjil3a7/TwpZSBBYjcJIURSRkbGxmuvvXbK448/rqyi7cTEs3/Aob2rGHfGdaSm9wPAukvPBlPizOPLynfoyyAmimnRY9TMokJRP6WlpfzoRz/ivdffZyQTMWFmD18wlNEMYmStNLqff/45c+fOdblcrvOklNsSJHaTSUpKui47O/uJHTt2WPv165docboNltRs+o+dw5jj+jUPlVcCENR8bA19gIMK5vBNTELPEqP0tEJRP1JKnnrqKW696TZyGMJARrCfHdEApxvlm9Xq+3w+5syZ4969e/dyh8Pxk3jLE1cPkAhSyq0ej+fbCxYs8OTltThFr6KZCCEw9+mDwaS/y7j66zPeQc1P6cndTJ9zV9T4oVAoGubQoUPk5uaSntafrB7D2LX7edyeMs6ecjOpqX1q1X/44YdDzz///Am73X5hRzd+AEgp/Xa7/cJnn322SC1bbD/+9sCVGAzmqPEjliLvAUalTWUCauJAoWgqubm5vP7664xkIicpYA9fMIGpDBajahk/8vLyWLBggcfj8Xy7Mxg/APx+/3MOh+Ov8+bNczkc8cu6oKifUCiEEAZSswbW2menkhBB5hovixo/FApFw7z22mvcdNNNDGQEJsxs5QNSSWcKs2sZPzRN49prr/V+/fXXHzudztvaQp428QCJkJyc/OOePXs+/OWXX1r79u3bZv0odKyjR+M9fJg+132HgYbxAKQWBZFScmTfakpO7KRfn9MZOfyC6DHKC6RrMG/OA9U+q/vaerxeL1MmX0vxyR2YTMkMHDCdHpnDEELUur7PPfecvOmmm8rdbvcZUspOlQ9cCDHIarVuf/LJJ7OvvfZalW+1jXnmmWf4wQ9vIqvnKMZNuQ6o8gApdx9jZ+X7ZJr7MsI3ilSRAaiZxa5ErKu8uq/xYdOmTVw+82rcOOjDQPozDJMw1bq+xcXFTJkyxV1eXv5zr9f7zwSJ2yKEECI9Pf2ZyZMnX75u3TprUpJy2mtLysrKGDhsLAGPnVmZl2M16bo4VF5JSAb5KvQpHulkECMZKIZHj1Pf6a5BzSVN6r62npKSEs7pm0sJhaSRwSBGkSYyal1bKSW33367/7///e8eu90+q62yKLapAQQgNTX1j4MGDbpj8+bN1h491JrmtuTEiRMMHDqcMd+9lzRPCgAppfoyGKFJKsoPsXPr05w/+w8IoTv/qBflroEygCSOd955hyVLljjcbvcMKeWeRMvTEoQQ461W66aVK1emX3TRRYkWp8vTu9dYemafxqA+VZ4epqMnAfD7nWyrfIecQH8GihGAGnx1FdSgOnFUVlYyffp0d0FBwSMul+veRMvTEoQQpvT09Hfmz59/7sqVK5ONRpUlqi1ZvXo1377ih0yb8COMB3UjtRb2wJFSckweoEg7ynQxP3qM+k53DZShOnE8+OCDwQceeOC40+mcIqWsO1haHGiTJTCxuN3uewsLC58///zz3cp1r21JSkoCKTHE/Ch6eunLYKRBcOzIRgYMnhk1fig6P9u2bcNoNLJ3/2uENH3VhTJ+tB/r169nyZIlLrfb/Y3OavwAkFLucbvdC5YsWeLesGFDosXp8sw5fwJCGNBMtR1uyv1FBDQvvciJlqkAe50bTdOYNWsWm+VaKmVposXpdjgcDubMmeMuLCx8zu12/zrR8rQUKWXQ4XB8c/369Tuuv/56r6apDLlticViQQhDvWPmI9pehhhOa2epFG3JCy+8gBCCw3JvokXpljz66KPaH//4x1Kn03lOWxo/oB0MIFJK6XQ6bzp06NCrubm5bpV2se3o2bMnlyy8kMqdnxNMEZhdGmaXhjSAL+DAaS9kUL/p0frqRbnzs3TpUjRN40TxNuhQSfy6Ph999BHf/OY33W63+yIp5eZEy9NapJSb3G73RZdccon7o48+SrQ4XZrvf//7FBz/DOEPYbS5MdrcYDIijQZKQ4X0DvUlWVgBlQa3K7Bjxw4+++wznNgI4AfUrGJ7EU5L7j58+PArTqfzxx0t3W1zkVJ67Hb7/FWrVu298cYbfcoI0nbMmTOHgMeO/cB2hNmE9PkQSUkgDNipRKKRIwcDSk93FX76058CUEZxgiXpfjzxxBPa3XffXe5yuaZLKQvbur82XwIT7UgIQ3p6+nOnnXba4vXr11szMzPbpd/uxrZt25h+zhxGXvgjeoZnEI0+jbyv3yTgrGTCuG8jhD7rGGsAmT3rXnw+OwhBWmrfWvsVHZOysjIWXvAHkpN7YDQmqXvWTqxdu5bFixe7vV7vJaFQaH2i5YknRqNxXnJy8purVq2yzp8/v/EDFM1GSklW5lCyMoYyckguRru+xNVZVsCmEy8ykwXVDCAR5onL8OHBjYNs+kZ1uRp4d2xCoRB79+7l5ol3YhH68lR1z9oem83G3Llz3QcPHnzD4XBcJ6XsMtYCIURGenr6R4sXLx69fPlytRymjXjmmWe45Qd3MD1rMSa3/vjIQJAvgmvpKfsyTIyN1o39Tp8rFuHDTTJW9Z3vRBQUFHDl4B+QQhoGYVD3rJ145JFHQvfee29FeCl5u2RPaTcDCOhGkLS0tCeHDBly9caNG609e/Zst767E8OHzsftOcX4sVdSPE1XvMGdB8hb92/OPqMqg0XkZbm0tJTevXtHj1epchWK+nnrrbe46qqrXG63+wIp5SeJlqctEEKca7Va312xYkXqxRdfnGhxuiTFxcUMyBnILC4kafYMvdDj5dOvljHAN6DOgfXMmTPZtGkTADkMYbw4u9p+hUKhU1ZWxuzZs93Hjh17wel03tSVjB8RhBBpGRkZa3Nzcyf/73//SzabVUaStqC36E8WvRkiqpa7HJX7KeIIZzMXs9AD0kb08MaNG5kzZ0607mwuJklYqtVRKBT6ZNADDzwQfPDBB0+5XK4ZUsr89uq7XQ0goEeyTk1N/WuvXr1u3Lhxo3XIkCHt2n93oKysjHFjz6fSlk+vBZeQedrpFK74F/bC/QhhZM6590VnDgECATf7857G4zaRkTGQEcMWYDIlA8oAolDE8u9//1vedtttDrfbnSul/DzR8rQlQoipVqt17bJly9JvuOEGlR2mDRgtJnOEvWT3GcuYkd+krPwAu/etAGAKs8kW1dMtD/xuGi8/8wpW0hnMqOh+NahWKKo4evQo5513nrusrOwJl8v1886+7KUhhBApGRkZb0+ZMmX6W2+9ZU1LS0u0SF2Or776ijmn5+LFzQTOJoVUvuADPLjoQS/OEnOq1bfLcrbxEWlk0pO+DGOs8tZTKGqgaRp33HGHf/ny5UVOp3OWlLKoPftvdwNIhJSUlJ9ardb7P/jgg5RJkyYlRIaujMfjwWrVXaiNSSmE/B6yJk7HW1JI8oAh9J2zkP7bqiZElKFDoagfKSX3339/8M9//nO5y+WaLaXcn2iZ2gMhxOjU1NSP7rzzzux77rnHFGs4VcSHGTNmsHlzVQgZo9HCkIHncOLkDiaNu4b07dXHBGoArVDUz86dO5k7d67H5XLd4/V6H0m0PO1BODvMfwcPHrx4w4YN1j59+jR+kKJZfPbZZ8yaNQsAI0mE8DOKSRzjIEMZw0CGV5tYVHpaoagfn8/H1Vdf7Vm7du1eh8Mxv60DntZFwtKBeDyev9lsthtmzZrlfu+99xIlRpclJSUFj8fDd77zHUJ+fX152qBRDPnWjwi6HOz7213s2vMidsfxBEuqUHRs/H4/119/vfehhx464nK5JncX4weAlHK/y+U6489//vOR733ve95AIJBokbocmzZtYvXq1dHPKclZDB4wi8EDZrLly6V8mvwB+fJAAiVUKDoH7777Luecc47bZrN9r7sYPyCaHebao0ePLp08ebJ7716VwSLezJw5k5MnTzJp0iRC4UDGvclhCudSzDHW8yp75FZ80pNgSRWKjk1ZWRnnnnuue926dRsdDsesRBg/IIEeIFEBhJhltVpX/+lPf0q/9dZbVX7WNqCgoIBHH32Ux5Y9jUSS1WM4J0t2AjB+7FXs/vp/CZZQoeiYVFRUsHDhQveePXs22e32xVJKZ6JlSgThtearJkyYMP3tt9+2ZmVlJVqkLkcgEODFF1/k8ccfZ9sXX5JNH8opQSNEKhk4pS3RIioUHZZly5Zpd955pyOcleuzRMuTKMxm8/UpKSmPv/baayqIdRuxc+dOHn74YV56/mWSsJBMajRryHRy2STfT7CECkXHZP/+/cybN89dWVn5ZHh5YsJiMyXcAAIghBielpa24corr+z3j3/8w5KUlJRokbos086+HZv9GJkZg7Gm9MRgMKnlLwpFHezdu5dvfOMb7srKymecTudtUspQomVKJEIIY1pa2tIePXpc//7771vHjh3b+EGKFnG+WEwpxQgEvcjBgAEhhHKrVihq4Pf7+fGPf+x7+eWXi51O51wp5eFEy5RohBCzrVbrWw8++GDarbfealBLF9sGKSVTDXNxYqcXOSRhUZlDFIp6WLNmDUuWLPH4fL7bfT7f04mWp0MYQCCa0uv1MWPGTH/77bfVGkaFQpEw3nrrLa6++mq31+v9SSAQWJ5oeToSFovlB2azeemKFStSFi1alGhxFApFN6WkpISFCxe6Dhw4sNlut18qpbQnWqaOQnhice23vvWt/k8//XSyxWJJtEgKhaIbIqXkL3/5S+i+++5zuN3uS6SUHydaJuhABhDQ0+RardYHU1NTf/L2229bp06dmmiRFApFN0LTNH77298G//a3v9ndbvdCKeXmxo/qfgghZlit1tU//elP0++77z6TwaBWLyoUivZjy5YtXHzxxW6Xy/WY2+2+qyumuW0t4aWLLw8ZMuS81atXWwcNGpRokRQKRTfC6XTy3e9+17N27dpjDofjG1LKY4mWKUKHMoBEMBqNi5OTk597+OGHrTfddJNy31MoFG1OWVkZl19+uXvbtm37HA7HIinliUTL1JERQuSkp6e/fdZZZ4155ZVXrNnZ2YkWSaFQdHGklPzzn//UfvGLX7i9Xu+1oVBoVaJl6sgIIURycvJdFovl3ldeeSVFxQVRKBTtwb59+7jooovcpaWlbzgcjh9I2bEiBHdIAwiAEGJUWlramgsvvDDnP//5T7LKba5QKNqKLVu2cMkll3jcbvd/nE7n/0kpVbqTJiCEMKelpT1itVpvePPNN1OmTZuWaJEUCkUXxeFw8P3vf9/73nvvFTkcjguklAcTLVNnQQhxvtVqff0Xv/hF6q9//WuT0WhMtEgKhaKLsmLFCn7wgx94AoHAHT6f76lEy1MXHdYAAiCEsKanpz+VlZX1rbfeess6adKkRIukUCi6EFJK/vrXv4Z+85vfeHw+33WhUOiNRMvUGTEajd+yWCzP/v73v0/52c9+ZlReewqFIp7s3LmTiy++2F1ZWfmaw+G4UUrpTrRMnQ0hRP+MjIxVEydOHPfqq69a+/btm2iRFApFF8Lj8XDLLbd4V65cWe50OhdJKbcnWqb66NAGkAgmk+k6i8XyxEMPPZR88803qyUxbcy8OQ80WkdljlF0dkpKSrjmmmvcW7ZsORJe8nI00TJ1ZoQQw9LT09+aNm3asBdffNHau3fvRIvUpck1LGm0jspGoOjsSCl5/PHHtV/96lden893UzAYfC7RMnVmhBCm1NTUP5jN5ttXrFiRsmDBgkSL1OVRulrRHdizZw+LFy92l5SUrLPb7dd19KDUnSJyXTAYfM7tdp9x1113HbjgggvcpaWliRap22Cz5bP76xWUlStPU0XXYc2aNYwePdqzadOmJxwOxxRl/Gg9UsojDodjyqZNm54cPXq0Z+3atYkWqUsTO2AOygD75Q4Oyq/QYmJBNmXgrVB0VE6dOsWCBQvcd9999wG32z1ZGT9aj5Qy6HQ676qsrFx46aWXlt9+++1+n8+XaLG6DcXycvPZFwAAEcRJREFUGLvlFpzSlmhRFIq4EDFST5061X306NHb7Hb74o5u/IBO4gESQQiRlJaW9pDZbP7RCy+8kHLhhRcmWqQuQ6zXR0gLcPLkTvYdeD1aNmzIPIYNnRv9rDxAmk9H8axpihxNpaa8LWm7PZ8lj8fDL37xC//y5cudbrd7iZRyQ7t13o0QQsyzWq0v33DDDakPPfSQJSUlJdEidQlqGjRssoyv2YaLqrHGXC7FIKrmNtTMYvPoKLO18TRe1ZS3JW2393P07rvvcs0113gCgcCTTqfzV1JKf7sK0A0QQvTMyMh4sV+/frNeffXV1AkTJiRapC5D7HfML30UkMcR9kbLTmcmvUX/6Gelp5tPV9fVLW23PZ+lkydPct1117k3b9583OFwXCKl3N9unbeSTmUAiRAO5vSSx+PppZbDxAcpEVV/x2aT04tjr7MQdL6Hph2JvZZ179cvn35Jm/f81nXtG+uvcSRSNiaPbGBfE3qQGgIR6aRR2uoZk1KSnp7+tt1uv15KWd4WfSh0hBA9MzMz/22z2b5pMBiUzogTUpMCQNbxFRE1vqPCINR1r4fIdWwral77ePQnkbXucTyR4X+b00dbPWPJycmlbrf7SinlB23RvkJHCCFMJtMNQojHQqGQJdHydBViv+81dbXS082jKbqzpSPUuq59a3V1S/Ro8/voGHoa0FJSUh5xuVz3dDYjdac0gICutAEVxlqhUDQLKWUw0TJ0J4QQpkTLoFAoOh2arD4bo2hDhBAGOsmyeIVC0WGQUspQooVoCZ3WAKJQKBQKhUKhUCgUCoVC0VSUtVehUCgUCoVCoVAoFApFl0cZQBQKhUKhUCgUCoVCoVB0eZQBRKFQKBQKhUKhUCgUCkWXRxlAFAqFQqFQKBQKhUKhUHR52iU6fy+RI/349A+iRuKemqk3a6bJrCs1Z71lMX/U7qR2jqSax9RRRyLqz61Uq7x2XVlnvfqOJ3r+stF6dfTTjL4abb+B8mafU43yJvXdmAzN7b/efbLh4xotl7XK6zyk2iNWIyVarQNq5LWt1WZsGt3a7db6SsWWx4oj6iqvq+0qeWJlj9SpVlaH/KJaP9X7rPPYGu02WLeBfmqeV63zr6uuqEpRV3d9UaOsqmTbV741UsoL6KT0Ev2kn3AWs8b0dLgODdVpVL/W9WWp5wvUoM6PuYNN+h7Xrttc/amX1ZGrud7fmBr9NLGvNtPTTWiv0XNrigwt0dP17pet+t2pdkYNPS516LXoroZ0dTP1dLSrevVodT1dvby2Hq5L59Xsv7pOraFfa/VTT3uRfTXabbBu7L5avzu1f1+q6+c66sbo6brr1dTjVf92KT0N1XV1nTq3ET3dYFn4jzjpaUjMmLpJuqw+Xd3Evlr0GxJ7bCt0W4cbU7fid6e5Y+pm6+labdalS+vX07H7qusbSNSYun7dG94v6t5XZ90afTTUT916t0bdGF1du15derz9xtTtYgDx42OaIRdhECAM0f8BMAhdgRsM+t03hMuFAINACINeJ1IWqRP5O6auXla93Wr1wmVSCN33RVRvN1peV1nEMCHC3xwhkDF1pYgcQ1U9Q1X9qHKJ1iV6XpHP0TbqKKs6Hr3fetqMtl2rjRi5apTFfq7r+Op9xSjrmuUx9Rs8vp7yasc0IBdCNthXRAnV7jPG2FGjbrU6MY9M5LPeT1VdEa0XW6bXFyJG4cTUq7pdVXUM4b+ryquXGaijLPy3Qcjw/qry2C1yfK2y8HF6mVZHXQ1jtTK9jjH8d6QNo5AYqDreGP7bKDQM4WtlFJreXvhYIxEZtKr6aFV1iRxfJYNeT69fJZeGMdJGTF9GZMy+qvM1EpEh0mbkfAgfQ7gNMCIwAMbwTTQgwmUipswQ/qz/BWDMOdiLTowff209DbpOjdXTUF0Ph+uJmHq1dHm0LFbn1qgfbTdG90KV/o2pV00v11E3qqfDbcpoOTF91dDT0bKYuuEyDDV0LLHt1VMW1tO6vNX3VZXVp7NFjXYbqkvMucaUU095fW02sd0ItfR4LV0sG+2rVh2q6+FqI6xwWU1dLmLrR9uJ0c+1dHHV8RGdW7OeiO6r0uWG6OfaZbF6OtJGrJ4Gorq6li6upo/rLtfLtFq6Gwjr4eq63Birt2N0ZkQXRvR0RK5YPR3pq0pnx+j8sG6NHBNp1xhtNyxTuCxWT8f2FdHTuvxVujn6WxD9XKWno+VU6Wm9TV1Xx+ppomVVelqva+haehqoNqaO0a/VxtQxY+Bqejpct9Exdc0xeA1dXlMf11leT1mtMXW1MXBED0bkrzmGja1LlZ6GenV5nbrYQL1t1qU3q+npGmX16dEGdXl95TV1bFPr1aOn65JLb1M22Fc1PV3tfGvo3RplTRpT19LPsWV6/Wp6OtxXrJ6OHN/YmDoyVqxWVkNnx+ppqDGupo6yOsbPtetqUT2tl1UfU0f1dsyYupreralza4ypY/VurJ6OyNXYmLq6Lq7eV80xdex4P1ZPR+uKhsfUUf0cM6aOjKHbe0ytlsAoFAqFQqFQKBQKhUKh6PIoA4hCoVAoFAqFQqFQKBSKLo8ygCgUCoVCoVAoFAqFQqHo8igDiEKhUCgUCoVCoVAoFIouj5CydgTduHcixHtAS4KZ9AJK4yxOW9KZ5O1MskLnkrczyQqdS96OLGtpZ84uIITYDXgTLUcMHe1eK3kaRsnTMEqehmkveZSeTgwd7XlrKkru9kXJ3b50ZLnbVFe3SxaYlp6AEGKrlPKseMvTVnQmeTuTrNC55O1MskLnkrczydoJ8Xaka9vR7rWSp2GUPA2j5GmYjiZPB6ZD6emm0lnvr5K7fVFyty+dVe54oJbAKBQKhUKhUCgUCoVCoejyKAOIQqFQKBQKhUKhUCgUii5PRzeAPJVoAZpJZ5K3M8kKnUveziQrdC55O5OsnY2Odm2VPA2j5GkYJU/DKHk6J531Oim52xcld/ui5O5ktEsQVIVCoVAoFAqFQqFQKBSKRNLRPUAUCoVCoVAoFAqFQqFQKFpNhzGACCH+IoTYJ4T4SgjxuhCiR7h8qBDCI4TYEd6eiDnmTCHELiFEnhBiqRBCJEj2C4QQ+8Ny3JkIGWrIM0gI8YEQYq8QYo8Q4vZw+e+EEIUx1/KimGPuCsu/XwixIAEyHw3fyx1CiK3hsmwhxFohxMHw/1nhchG+33nh52VKO8s6OuYa7hBC2IUQd3SU6yuE+I8QoiScLi9S1uxrKYT4brj+QSHEd9tZ3k6rDzojbaXD2vpZbO49b0A3JkQmIUSyEOJzIcTOsDz3hcuHCSG2hNt+SQiRFC63hD/nhfcPjWmrTh3TknsrhDAKIbYLId5OtDwiTr8NcXyGegghXhG6ftorhJiRwOenvt+iRF6f/ws/y7uFEP8T+jOesOenK9HRzl10srFGTH9t/jvQRnK3+e/F/7d3rjFzFWUc/036FizXtoimtl5aE43FmNIQvKCkAaK0IC8JX5rwRdSYCJqoMYakicGPoCZ80EAiaoSgFSpeYmICmqgkCkgLleL17UV94bUlIHj5ICCPH+bZ9uyyu8m+nOfMOSf/XzLZObNnd/8z85znmZ2dMxuoPSymBGoOjT2BukNjVG8ws1Yk4P3AnOdvBG70/JuAAxNe8xDwbiABPwG2F9C9AjgIbAJOAvYDmwu35Tpgq+dPB/4EbAZuAD475vzNrvtkYKPXZ0XDmo8Arx4puwm43vPXV2xih/d3At4FPFiwrVcAfwfe2Jb2BS4Etlavm1nbElgLHPLHNZ5f06DeTvqDLqZIHxZti7P2+RTfWESTn3Oa51cCD/rn3AXs9PJbgY97/lrgVs/vBL7r+bE+Zrl9C3wG+DbwYz8upocaYkPNNvQt4KOePwlYXVLPyHU8iEWl7Hk9cBhYVbGbD5W0n76kNtadjo01KhrD40CQ7tB4EdzmITElWPMRAmNPoO7QGNWX1JoVIGZ2r5m96IcPABumnZ9SWgecYWa/ttxbtwNXBsscx/nAgpkdMrPngd3AfAEdxzGzJTPb5/l/Ab8nD0wmMQ/sNrP/mtlhYIFcr9LMky9k/PHKSvntlnkAWO32UIKLgYNm9pcp5zTavmb2S+CZMRpmacsPAPeZ2TNm9g/gPuDSpvR22B90kTAfFmmLy+nzKb6xiCZ/33/74UpPBlwE7JmgZ6BzD3BxSikx2cfM3LcppQ3AZcBtfpxK6plAkf5KKZ1B/tL3dQAze97Mni2lZ4RqLCqpZw5YlVKaA04Blmif/XSR1tW9a2ONiu7QOBCoOzpehBAcU5qm1TYSHaOidJegNRMgI3yYPCM1YKMvnfpFSul9XrYeWKycs8j0L/lRrAf+1gIdY/HlY+eSZ4oBPuHLnL4xWAJFO+pgwL0ppb0ppY952WvNbAlywAJe4+Vt0DtgJ/CdynFb23fWtmyD5gFd8gddpOm+rssWX1Gfj/jGYpp8afCjwDHyIOMg8KydmACsvsfxz/XnnwPOWobOadwMfA54yY/PKqynjthQV39tAp4Cvuk+6LaU0qkF9VSpxqIieszsCeBLwF/JEx/PAXspaz99oSt179RYIygOROqNjBdRRMaUSCJjTxTRMao3NDoBklL6acr3hY6m+co5u4AXgTu9aAl4g5mdiy+h8hmucfehWnQdxtAWHS8jpXQa8D3gU2b2T+AW4M3AFnK7fnlw6piXN12HC8xsK7AduC6ldOGUc9ugl5TvWbwCuNuL2ty+k5ikrRWaO+gPukhb2m5WW1y27jG+sZgmM/ufmW0hr3I6H3jblPcI1ZNSuhw4ZmZ7q8Wl9Dh1xIa69MyRl/zf4j7oP+TlxKX05A95eSwqoscn/efJS9RfB5xK7rdJ79HYNd8Dul731vVpYBwIIzhe1E4DMSWSyNgTRXSM6g2NToCY2SVm9vYx6YeQN1wBLgeu9uWW+HKnpz2/lzzb+RbybFR1WfwG4Mkm6+MsAq9vgY4hUkoryY79TjO7B8DMjrrzfAn4GieWjxWvg5k96Y/HgO+7tqODW1v88ZifXlyvsx3YZ2ZHod3ty+xtWVxzR/1BF2m6r+uyxWX1+TjfWFoTgC9T/Tn5PtzVfgvB6Hsc/1x//kzyEvS6ruMLgCtSSkfIS+wvIv96V0pPXbGhrv5aBBbNbLCicg95sFnafoZiUUE9lwCHzewpM3sBuAd4DwXtp0d0pe6dGGsEx4FwguJFBNExJYzg2BNFdIzqD9aCjUj8u82lwO+As0fKz8Y3uiEv7XkCWOvHvyFf/IPNuXYU0D1H3hxmIyc2pjqncFsm8r26N4+Ur6vkP02+nw7gHIY3FzpEg5ugkn8lOr2S/5XbwxcZ3rTnJs9fxvCmPQ8VaufdwDVtbF9GNgudtS3JGx8dJm9+tMbzaxvU20l/0MUU7cMibXHWPmeybyyiye15tedXAfeTJ/3uZniDuGs9fx3DG8Td5fmxPuaV9C2wjRMb1hXRQ02xoWYbuh94q+dvcC3F9PhrRmNRKXt+J/A4ee+PRL7X/JOl7KdPqa11p2NjDf/M8DgQpDs0XjRgK9uoOaYEag2PPYHaQ2NUX1JxAZUOWyDfb/Sop8EFcBU5oO4H9gEfrLzmPOAA+VfgrwCpkPYd5F2kDwK7WtCW7yUvVfptpT13AHcAj3n5jxj+wr7L9f+Rhv89g/xFdr+nxwdtSL7v72fAn/1xMCBLwFdd72PAeQXa+BTgaeDMSlkr2pd8H/gS8AJ5Fvcjy2lL8t4bC56uaVhvZ/1BF1OUD4u2xVn7fIpvLKIJeAfwiOs5AHzeyzeR/31jgTxQPNnLX+XHC/78psp7jfUxy+1bhgerRfRQY2yo0Ya2AA97n/2APDgsqWdcLCqp5wvAH/w1d5C/sBS35z6kttWdjo01Kp8XHgeCdIfHi2D92wiIKUFaw2NPoPbQGNWXlLySQgghhBBCCCGEEL2lrf8CI4QQQgghhBBCCFEbmgARQgghhBBCCCFE79EEiBBCCCGEEEIIIXqPJkCEEEIIIYQQQgjRezQBIoQQQgghhBBCiN6jCRAhhBBCCCGEEEL0Hk2ACCGEEEIIIYQQovdoAkQIIYQQQgghhBC95/9WdygDkqbbEQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for i in range(len(shortName)):\n", + " if model[i] == 'mim':\n", + " Cvars =['cTOT','cSOMp','cSOMa','cSOMc','cnpp']\n", + " else:\n", + " Cvars =['cnpp','cTOT','clitcwd']\n", + "\n", + " globalSum(ds.isel(sim=i),Cvars, plot=True, Round=False, sim=ds.sim[i].values)\n", + "\n", + "# Now call the map_function\n", + "fig, axes = plt.subplots(nrows=1, ncols=len(Cvars), \n", + " figsize=((5*len(Cvars)),6), \n", + " constrained_layout=True,\n", + " subplot_kw=dict(projection=ccrs.Robinson()))\n", + "\n", + "for index, ax in np.ndenumerate(axes):\n", + " i = index[0]\n", + " # there are various ways to do this part, index in this case is a tuple (ie `(0, 0)`)\n", + " da = ds[Cvars[index[0]]].isel(time=-1,sim=0)\n", + " map_function(da, panel=panel[i], ax=ax, title=Cvars[index[0]], cb=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mimNlimit = (ds.cnpp.isel(sim=0) - ds.cnpp.isel(sim=1))\n", + "casNlimit = (ds.cnpp.isel(sim=2) - ds.cnpp.isel(sim=3))\n", + "dNlimit = mimNlimit - casNlimit\n", + "dNlimit.isel(time=-1).plot(robust=True) ;" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "global cnpp 39.7 Pg C\n", + "global cnpp 43.5 Pg C\n", + "global cnpp 40.4 Pg C\n", + "global cnpp 43.5 Pg C\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for i in range(4): \n", + " Cvars =['cnpp']\n", + " globalSum(ds.isel(sim=i),Cvars, plot=False, Round=False, sim=ds.sim[i].values)\n", + "mimNlimit.isel(time=-1).plot(robust=True) ;" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Vgh4bg0oWsdtXUFSgUpg/pbgHUJadAXuG8QsO7FpsuXl8LOvS1fPmMKsG9LZlF2j75xygapKuzbWvv2zL4o4X5ur5wma8ix87iUG3flDGr1icW8b0AmDtntxiv0W8Xz9PvO73APS7/zvG9r8fgFU7VXrq2Vrv3/89p7+X5+XjGYwXP3wUuaLeVe1H/7HM8390+YEkJCYGl+8d158X563T9lslATDMGqTXp+usf5iVdqZ8pffmlmP6MqCN7nvSBP19Tn1bXVdPmqqfk844MXiOPu1Sy+zL6Qfp/RjTQz3Nb3y7dJxFeUzu/GvY0rCoj2ssCBDrq1iiijWVk7hEJA39sWYD7b1AYGPMZhFpV8GhUeEGhzJIPeJmAPIydhWb3Zdk7KRv+PD3fStsa+DN7wdVQrXB/PV7ADiga5QjhKPJ8d2anYwZfzsAGV8+WOvn+3KFqk6P6t221s/VZBCQiKKBAHQXkXlhK6fYtD/F9xRJAaYCNxhj9tZGZmo3OERgybWdACj4y98AOPofqk5ISFYDccdzNUgoPlVnxC0768yrRbtk0ndkF2src4ZmtkwZo//IOdOvByDxtCeD++z69hkgpLP2XE4lT9Nb5MUVi/+rFL0KN4ctNSu2rX8bncV6M+xsG8fhLcdmbMH49HEZ1UFnjnO2qeTQr7WVMnasLNZm/Px3kK6afkEK9ToWbtY2xnS35zfafp6dNW1K7kk7K3UlBNTesT5Xt6W10Nn+Le8vA+DecaGBuXvrFHJycxni1zRbsks/A0k6aCYk6URqTnbIhgKwN6+QqycMCrZzzcgewe+LHgnNlkvywtnFZ7devF7qU3pPU7u1B6DZgu+072YHe1poX761On8v7uHtPx8FQKJd9qS1fJ+fxGzdt/shGrQ46tSbAPDFqETx5ZsPlOrb8I7627a1+ZaSY7W9zjZKPQuVEro1V/fVhBgfefYCPtmpUshVR/bipAHtg20+P2ctEJJGwtnfns/7/Py34kktxScR82jFHX52hduryspnx5e5vi5USeGICL4Ig4NPvZXWGmNOidBWLDowvGqMeduu3uqlERKRjsC26vbZDQ5h9Jj4Vn13oVLEDbuY79/9W/A7QP5PLxbbHk72B7eV2jZz2qO13c0mSWDVvOIrEiuWIJsqo5+YxSeXagBfzM41dm3neutPg0XAF1dxwKrPFznaXFREeAFYaoz5W9imd4ELgYfs5ztV7qt3rvBoxn2JESNGmHnziv+De4PDxrmhCqMvvPCX4Pfzh3cJfvderoNOmgDA5uXqBXPA0UMBOLBHK+6/9eFi7XcYMgaA7vtrO3t3qn48JtZnP/347OzRS3Ux/xIV3Qvaq1ePL0tnksnjQv0Kp6LBYe/DGgTX7LZvg+t2Wkll1lq1R/y4QdVUrVJ0ZnqU1R8bA/M2qfTy+9baBxNvPWfs7H9hkc40Pa+oFgkxrE1XicGbDY+K1xn9Lz79DfZDg+88qWRBfiuGNC8qtm57gX4G9flhqtlwfTvA16tCnjiH92wdtKmk2llz2yQbQBd2TLvmxT2AoqHk4JDfQZ0J1mRo3//eQVNYdP1cU4okxvk5a6BGHP+8NROAsS3002/v6Q9+tV94nl1Jsf5SHi7pNg3J9ZM1+eFvM0onJ3x9s9ow0j07y2q93zHpGwHIbNUbgOU7c4Pn2ZVTEDz+8J7RS6dlDw7gTxsadRuNARGZb4wp2+c3CvokJJl/9KjY4WRHQT7nrlz8XkWSg4gcBnwNLAK8/DJ3oHaHN4BuwDrgTGNMtbw2nOTgcDgctYyIIBEM0pG2AxhjvqH8sJOjK9+z8nGDQyXw8r805NwvJaWFpk7RMr0n/v6l78nG3aXzEDnqhld+3AAUl7b3aQT8cRW//H0NrNyPGxzC8IKSehymUt3qb97lr69onppOPYoHSnnqm8Me1sRrPYf355vbxtDqOFX3DLn+TNrtp2qccScPL3ZsTr6qBpbbADMvWZwJmGB9BS9adtAkNSJn7VVjb5vOatTsNlL97Y8a3ZOXHnwqqusb9lFp75LXF6vdamuGelQNskbFAzup0blDjuY5unNBSP340B41SqZb426i1aXmF6rb4+8GdQRg8bZMEqyazAtgWxin+ui21oV1eb7uW2jdVXu1jOX131QaPrCz9qVdkrbhZX+N3WrdHnNK+9d7KhFvYOjePIHOLSuvNoqEr6dqGNIufR2AFffqOSbP0Xsb85a6Im/ek8uk8cWzpIb64xl8VZ00yCbAW71Hf9eFWzJYbd1eZy3V++Rl6+2Qps/BRX+/A4BXP1kOwLQbD2fRNj0m59DR2s6EMwDoN1VdcxPzNHB2aKL2dXdcaxJjq+btYgKGY6doAkUvl9clR/aqUltNGhEkQnBgpO11jRscapD6CIxyFKdwvo1N6Dm6PrvhsPSY+BbHjO0dXJ4yoeHbIq6fForPePL0QRXsGT0Ckb2VGliCZTc4hLHm+bOKLfe6oojmrXWWnLU3r1iJRY+hvXWm6qXwPuKMYwFYunkvw45UV0EvbcFma5z1Ujn0stKI57baKjmeBSvUOOm5yu62xsuW7dUV03MgOPKIkMvlgHE6M1z6SXFvK2+9l0q5yLorjrnsEjas0Nn5K1+rIf38w7W9vdbg+ekq3Z7gVwkiMS6LnVbS8a7Duy7PhdGTEjyjqd8n7MhWQ2e83fbrDr2eHdlq8O6YagPn7Ha/TxjZtXnwGnq3LSPgqnvp9NYlGfuXL4Lflz5RoWdgtSj5zPzhIDXoX/+/yqcjT01S4/p/Z+g9OaJXa1Zs1/t914lqzHxqlkqQXVrqc/nVr+o2mpCkv2e/Y66nbf9DAEg5X12nF913KAC/XKAxOxu+VwkvbYyWBu347JvkFFTNMeW1iw8k3aZa+dlmfZ312w4glDrEgcY5REi8F2l7XeMGhzJ4aEbkh/qi11TdlFIP1dUcZdPn6mksvTiuXs7teUl5HlWNmbhhF3PuLdcEl186d3gFe1eOZqPVnXrvzIcj7Nm0EBH8EVxZ/aZhPTvuzVYBl501mNvH9Klwn1QbsLV4nepxB9hI5QfG9eHG9zRY6+5h+sIycToj9uXqDOvjdN33qxU60zq2fzt6tlN9dKZNblfUpw0A39gZ4n2nqDTSxSa9W7Iti9MHq94+9/e2BkN28Zz8WVaqSbASS6xfWNVDg/ZuXv8KACs73gqEkve9+4u6nHpJ29LaJJNir9UL3hrXS/u207pBerUA0nN1OTO/KJi+Ismmz8i00ovXxzZ2xjtnQ8jr7tKDulNV+jwXKlyzesoZVW6nqmTkFXF4z9bVKsP54Il6j9ftyqTA2mIWbdNn5sJD9Lfxkup9ahMJ3nSOSlP3rxnH5w9qIr/hZ2q6ju6XqXF48Uvq9jpvqT5LqTZ9R/8VX2G+1poZnf5VuUSenVsmk7FVbT+HWonPS9fx0qMa2Ou3qVJenfRapdpuakSKkI4cQV23uMEhApO+X801I3tw8pTvgdCLMTXBpdB27BvEDbs4GM0P4A9T6y3bWn7SvUhthsfkNBSufGshcWGGYU9DUG0kcgr2aFxZ6xI3OJTB2p2a9mL/zs3K3SfDzo6nHKeBTeYITbPhs5XVTCCb507WNMgBz9JkvaHI1tnZCf4VABzfR2fTgdQEVu4qfku22IRu/71QRXuv5nOrL/4BwNEdurF5P/VcSrLBdHnWxhBjZyK/7tDZtBfo1K9NcnDGXnTYnwEYukOlnN+S1Hh4Rxudke7qqS6izb5/ldx1awBIHad69tWiksPwDVpzwgyytaU3adUwmjXj9V1qkzmhj0oq/jwb+LV+IQDfFaiBckiH8n/raImLj2Hm/cdWu52qUJnAsWjp1ioleL+9VNpXj1ZPIM+Gs+gCK5V20nsef9UofrPP7xU3XQDAs4+/rO0d/3/F2h92stpi3gy8V+rF9dqjk6Lupxeo19yq1Drv1ed69jQtkdvCeqZ99LE+w5vmfxJ12/VBflGAyWcMqbmBAatWiq345e8vcoODw+Fw7FtIZFdVZ5CuJiKyBsgAioBCY8yIqlRBWrMrm4te+5GXzh3O+f/RVAgp5aiKnItq3bIlPRS81qEKqS0ctUtZebyqQuLBVwOQM/uZavepulz51sJaP0dkV1Y3ONQEY4wxO8KWb6cGqyA9PVJF9au+TQ/WEvBsDTF2dH/ltDQAjL+4d4zx608qeZmYRJtG26qTxKpUsMd4GUMD61WlkzXjAy457RLd1xqtpZMapnda0b3VjMnahtVP+pq1ouNyFdMz5mu+ndbdNK9+/P7q0tiuSNVJH/pVZfTZyh1Bveq5r6i6YtIZGqjVI8mquLoPLna9z6WOZfwZ6k67vdDmTrJqhPxhJwMQW6jqqx+TBgKwek8Ou3I1uG7SbDWKtk7Waz+/q6rc0nfp9e3I1vOedf7/sW7m01SFOy8cztfr9nD2kKaT+M1z5f3oOHVAKFinLroZP6vKo+iSewDYaO3wbZKyg8bq4d30+Xr92RsBmGvTu789Q+95jI3Yfarv1Xw+T+9P8276kpzVXIvhDF2kgZPhmYPDGXzcDaydoffrtUXqxDB+gBqg//aBBis+kf4GAB8/cIc95hP8cYklm2oQFAVqJ9ecRJGy2xmka4cqV0GqSb2iw7Evsa+laqkWUbiy+goblitro8vKKiKrgd2AAZ4zxkwRkT3GmBZh++w2xlRYGHjEiBFm4I3qalcU0Fmrp1Z6+tBQCcbLv1Lj3jOnaEpmCehMNxATb5dtuosCnbr5d+sMzMTEhiSEWDtLslKFl1l1+R23F+tTfMtkut7zdwAKP/0XAD88oO6Hh/9TZ12F2zWzpufZ8OtL7xJnA+a6jFGDX9JBmn+rYI1WlcvfrH2K66xukP7mrfm502g96VVnAtDndyMBSByoaSGks2aBLVz8DQCrBp/JduuqOsv69J87VI3wXp3ogdtUcpGWaqTfkNo76Mqama+/sVd/es0e/b22ZOgs14sXuf7K4tlmG6JHS32Qv1uz1w66S3/jxf+nkbuPLNHf/tMFGtg24OaLePy1SwHI3qL36ftxOk/abFOkbLK/fU9bw2Pz3lzemqlV4bxgul+/U1Wr39aN2LWqbLXLii+eCmbc/W69Zu3dbR0fWtu2juiuLq6Lt4Xqmxxzxq2ha2sE97i6WVn3a9XcvHF8xTUttmbnMnb6lxVmZa1LGqPkMMoYs8mWwftMRJZFe6CITAQmAnTt2rW2+udwOCpBTdkwapr89B2Rd4oSLfYTIfGeUytVD2PMJvu5TUSmAQcRZRUkW25vCsDw4cONl7Zi8u9UR+65WQasdIAJMPl4W8/A6u1NORKDl8ve5Fvlb14OEq8Sgz9B9caBRJ1BSaG2FZusbe1erQFgcc0S+faoUwFIO1ollWZd9NiF96pet8DOvJNszV+fX8i2rqqBAt1WuEndUDe8ry6maX+4EIDfJj0HwJYFWzn8PdULF1ym9oIfH3kTgJ4n6myz9eU6ScparmNvr7j36NtHJZNRbbQqWN7nekzmetU1z/lAZ5fDbztHf4ODe5Nr7ROtE/VRW7hFbSnrduss8rA0dXEdtUdrELR7WQO3xg9SqcShxFlpLGuX3p8Bf9Hf+r+3a42Qy0aoneWumyHxAF0Xt1uD3U4MqGvx3h810C3rLHVfnrFGbRCJcX5OPFSlyukzVII44/yQS/DkM4YEEwzmZ+izumO51t2e9O1aDk5TIf2N+Rtse8VfKzdP+i743avMtuwztWH0P+Z69gmiKfZT0LDUSg3LsTYCIpIsIqned+BYYDGhKkhQQ1WQHA6HkpmdE3knR8XYeg6R/hoSjcrmICI9Aa/0VQzwmjHmARFpTSWrILXrtb/ZME89P3w2KM1Y24A/U8XJQGLzoL3An2P3sdXJvH1NnM7gxav1nK9umIGUtkGPI4DY9j3Izcmx+1r7xGrV6xZuXhPcL+G4iQAs/YOqHRNaq7Sx8xfVKe9cof0ozFEpYf9zh1FkPYL2rtVL3rNWdb8DL9CEa62O0SA5iVNbyvtHXk6+9co44HyVBtoOU0niy5vVs6TvierZ5D2wyR1b8+1krSh2/MOalmLPck3nvXOp2kHaDule7Jg2f3yQn6xDsZeAz0ub4empvSR7M9YU9zy+eEQ3HHTXcrAAACAASURBVOUz6FbNPvu7ozUo7gCbtuXOl39k5MNXAfDMGp0jFSxVqSxv4zoAjE1hknz6FQDsjGvNNJtSY+ay4kL3C7a+9tSl+j/xyvcqNe7Zrs/5Rcf15bctKnF7qV9esQn3TrfJIad/sybY3ty76ydIsbpU1+YwsG1LM+2MimvxbMnM4Yj/fOhsDlXBGLMKKJWS0xizkxquguRwOBw1hgi+uIpft5HUTnVNoxoc9gUmt+gPwOjT982C9Q5Hk0Qi505yaqUGwgH79zXffz0TAFmp6h1P7SKtOpbaPxBr1UdFNuOpUdFc7Gdhi5D3U3xqC8pi0WZV93g/eZ9W8cFtiQl6bm9wGNBbjXw5O0Luf8evWciOp24CQuqmnG27Se6kwWm7l60BIKmdHht74d0AbM9WFVR7G0AX06UXKya/pMfvVnXY/teeDcCy51StNP1DDZTqm6LuiAefO5gt81V9tNlWamvfU6+zyygNaGs/0haaH3MuAOkxLZi3SVVrPVqqGu6btao+8nIpefmepny7OnidUy8+uORP5yiBV4Yzr1AdI7zsrTkFRSw/QoXoUa31Nz/zP38EIHaA/q5eMGbBBr3H6QeM5/NVxdV6K3aEotTvOqYfn/waUjeN69eOnzfps9wqwc81by8G4CSbHdgXlgbi4hHdWLI5lJzPq/3R2KiuWmlQ+9bm3fNPqHCfLRnZHDrlbadWchRn+97siPukv/DnOuhJw+G0538Ifp9+6SH12BNHONE8q42VwMo5XLdAJ2pFNTlxjia3kisT2jAQXwyBeR8FlxOOvaTUPkVr1V3Q330InjYwf4+t5btDXf6wBupAbELJw0sxqKPO9r1Z1zRr5DumV6vgPlttFbWBNoPjYuumOvHJCQDEparRL2Ggvizjug1m+nqVXnJ66yxyySadqQ23M/zTe6XoNXdK05P0OZhuz+os5steBwIwa7wWXznvznEAZL6rRsWvrOTy4z/mcMsDJ2q7fVVSMEV6vqIsnYnGdlNV2JIclbIGNMvnSBsAlVWgfbxQ9Dd9bfuw4DVfeEBXxvVrV97P5iiDCf30d93x2M0AfPm0pru4cP1PvPid1jUfO/MxAHJW67Ma208nvoFU/a0lXiXBpFgfv+uvLtues8QrtgaIx2+7VJI4a3+te+1lWt2Qkc+5B6nzQGyYxHD6wJD03VilhRpFBH9sxa9bf4yzOTQ6vLrEMQecGPUx10z9Ofjdm4F4OZsQ58PvaDyc+/JcDrVFpxxVQ6KQHHCSQ8PA5OmMuCyJwcPffUioYL0lZpe6A3rJ9Ey8zuR9NkhOqViK6Jyq6S78ojOq95aHIjHvydFc+N55R9paEENfVYnip1v2ByArRYOiJs/ZQB+bBiHbzvb6tldJ4Yx2eo3XpI6qsD/htDlHXWkfvOAGAALLbEoMvx9fD3VrXB6j9pXeiWp/ifHsLgl6PUXb1Y6R748PVpJrZhPeShethXweucR0rLjKnlMllc87K9WWc9J+6srapavWrC4IGHrZ+tJzT70TgBOaW3uCDdCUQr0/G/sdD0CnQH4wHQz284Leus9F76t00TFF118/XQPqXjpBJYO1RYkc3zuUqcarg91YufB7HykJtWGHlUZnkN5nBweHw+GoM6JxZY11aqUmz5VvLQxWx3JUnn7XTg9+//Xp0+qxJw5HzSBRlAmNtL2uiWpwEJHuQB9jzOcikgjEGGMyIh3XkJFmbSpUKXmUtDP4eqpRr2jZ17oiaw/+/odT8KG6if4xW6OSN+zOLlUL4oYfdMC4dZ4WOVn4vEaunrRibqnzru9+BABzrSvozxPV1TOwRQ3Fa9uqEfuIHq04MEn3mXumloV8/wdVBVyTX9yoWBZ/z9bMrUc+qtlXl/jVuPjQp8sB6NBc3VNH9WzFcJsjqrl9iFfnqQ1l416N0M4uUEP7oTYfVEGRoV2JYj2/ZrYPfu8XsXeO8sjMVzXj1F7qNnzWUzai/OcPGZOhOZNMtjomjPpZc4dNv85GzPtVBdrR3sfCd54k9oQrirUvhaoybG4zq56arwWv+h6jmUV3xuiro2dL2JsXoHPLplGU6fkuv7LzG/1f8CLJAZ6tgbYbm1opYm9E5DLgLeA5u6oLML38IxyOEAXb1tR3FxyO+kcE8fsq/mtgg0M0ksPVaObT2QDGmN9suux9Gn//w4stJ5xwJQBFb6hh8H+dfiKmsxoLC9ZqZtM9S7Qylq+lGozH3KjZM3/oHwr6OmWzBhRdZwOLbh2r7qEf5mmuI7+1Gw62WU5bPH0D+YP1POuta+xRvVWqiG+ms74fl+j6Kz+4F4C9P83ltna/B2DsU2pw7pWmAW1eFTHPO2WZlVyWbMlgRCc1OLe0boyeFLzb6krb2FlmSp660Hq1L8Lp4dsbtlS2i6MvpmH9kzREvNxTHy3TjLhSpEZoug0iO0mls5TF6qo96xB1opAF6oYtseodsHfO9wAktmuJmf8hAIFMlTq8gNAnmum99aVqcGb/DbMAyBowVo8l3BGj8RM/+jzadx8QXPb30Nxj3DOleg2L4IvgytoYbQ55xph8sTp0EYlBC+00atbvyWHY/+k/T0Geql9Gjwwle5s0fnC99GvoHfpP2jWtwlpFTY5pizcDWia012hnZ3A0LQTw+St++UuE7XVNNIPDLBG5A0gUkWOAq4D3ardbjZcpE4bab0OD67ZOnwrAUw9oPv2WdoZwyy9vAdD+y18AePCsB2GVzrqvf/I6AAbkqu1h99n3ALDTpptoa1S/vz47B1+i6ntzP9Ja0p06a4BUvzy1U7xmTRo3btMBfv+DDmGcneWfN6ILAKt2qdurl4bhiO4qfZzWT2sIPzt7PZ+t1FoCXnqEvELVyZ7WX/dJtTWJA9I6eO0JiSVcG6MQnVfOnN7gCr80VLwgw+zAMQDEffYsOw/VSnAb03R2n2BFvOYva4R9au80/RygM2TfIaeR8Z9H9bt9QaX87nIACr9XDXJBJ7VbSFt1h01J1+ys6+L1+emZUuOXVm+sTgm5WPeuqUatWqnCXaL43xCRF4GTgG3GmIF2XSvgdSANWANMMMbsLq+NaIlGfr8d2A4sAi4HPgSafB6HQbd+EEyL7Kg6W9KzIu/kcDQQwoNXAYbc/iFDbv+w+g0L+GJjIvxFJTm8BBxXYt3twBfGmD7AF3a52kSUHIwxAeCf9q/JkJ6RR9u84t4839hKVkWFNas1e/0xTWfQNVF1vYutd8+3E9ROMeJGrcaWlOcPnvutXzS//uzb3wXgiP+qbaD7aLVB5PbVQLSUzm2J7arrMqwHy7tLVQ99Qr80ADbsUslk80bV9y9ctZOX/6BeV9kFej6vpvOCjSqRePWGL9pfbRHXHNqNF+apF1SXFioNpNlPT9pYuiPXrlfDSFm5aeJalR0d7qVbcBJD5UhKLB5wmV1QQK9MtW39FKvz3rkbdRJ5wdEa9BawXkyeXaFoznu0OOk8AGadokGQh515DQAxh54OwMobtJbW7rAEfSO/nEXPGr6ehkDXRVoy5qBPay4qXKgZycEY85WIpJVYfSow2n7/NzATuK2SXSxFuYODiCyiAtuCMaZ+lPIOh8PR2KjdxHvtjTGbAWyp5BpxGKpIcjjJfl5tP1+xn+cBTTctYwnCRcqFD50QNBh7M/yCvJBHzrInTy127CH3aw3nCbXdSYfD0bARwRcTW+EuPo0d6S4i88JWTzHGVNNVqmqUOzgYY9YCiMgoY0x4cp7bReRb4C9lHWeNI5EIGGP2VKqnNUzqtvUc9riKzinWdfLhRf8G4JDXVcVSkFfolW2oFsP7qYH2oFs0TftTF6vqZObP6lrY6l0NunnlTweROf4oABLuVJfYvc+r++nr9+ig9KoNcLv8VFUl+eL8pHZXPellbdVg/HNvVVO9sVBLi546VFU5PY9SNUOsz0dekQ5uXj2FhetVnXT7GFUU5Nvt/gz1ImqXsY2LhquRvbV1pzU279OvO1Wd5LMebQkx+nn5W5qH57ULDozyl3JUF0lMJmOGGpETT7wVgPMGqOdb/of6nGRt0Hva8gg1WMuhZ/DdMZqlN6WTWpava6vBbtedr/m0Nt2pz2xGXmn35KbEjG/Xcv0TdwFQdNOkGmxZwBfBpqDb11ahnsNWEelopYaOwLaIR0RBNN5KySJymDHmGwARORSoKBxyk/2rKH+EH6333KgYcfcnFW4f9n8fcfBf1Y7w9R+fJrVV405C5nDsK9S684kQ2VNPqqxWehe4EHjIfr5T1YbCiWZwuAR4UUSa2+U9wMUV7L/UGDOsgu2IyE9R9q/WEODPd6n7X5tRmv3z69/rTOu7yX8CYMTU0M8TG++3n7ouN0uli+RmOo0OBEqbZzL32ICyJ7US1x2j1YnAk1S221nYC6+rwZjXL+XcVT8CIWNupwvvA2DYVJU0d83XWd+/3tM0Gn+bM4mNaUcCkHHdWQD0PkzbaztYjYtrdqoWcK893+8HdwhKBlmeW+2RWgzeSwnV9vOndXnQSL2+nCxSOmu/Y7dqyg0vI+1+SfpoSEGu/S10pvrv49qW+k0ctUvMQScSs1qlTi9r7qpMdVvuY+/lrsUvA5Az4KjgcUO/+LxYRtWDSrS7n/18dNaKWuh1w+HwJ64Nfvc0CwBLqt2yRI5jiMLmICL/RY3PbURkA3A3Oii8ISKXAOuAM6vZWSA6b6X5wBARaYaWFU2PcMjIKM4bzT4Oh8NRq0TSBtQYIhATV/E+kbYDxphzytl0dOU7VTERBwcRuavEMgDGmDJtDsaY3LB9/UD78PMYY9aF71MZRKQr8DLQAQigxponReQe4DI0HgPgDmNMhc7JXQd0JzZZXfmO/0WDXjJPVv3+M3c+BMD4WesY2kL3eeDKJ4LHzr7rGKa07B9cnrh7GQfc+TEA39/2D+1rYYA5IzVtxtzbVMrz21n5EYs0bQG/06R+81eFzC+DV2h8oW/QaACMX9MiJJ+t0s3giTpbn37j64Am6Ouebs+zTSWE5kerzeGafBsEl6gp7n6xtXxf/HETKQl6S5rHq5GsZaLO/mdbd9cTT9YgvMJCdWn1/foNSdn68wZS1MXPn2FVm1497d1q47h2kCY0fOg5TQrXYuJfcdQNse3SyPxMJYOY3Xp/Vqepo0TPDvoctOzfHQD/V68Ej0s4bmJU7d/YdkPYUo2FiNU7MbHFZ+3PmjXFlp+rZpZlIYrEe1VXK9UK0aiVwqOYElAvpqWRDhKRa1GRZyv6Igd1ja2OC2whcJMx5kcRSQXmi8hndtsTxpjHqtF2lbktrifYQcHhcDhKIdEYpBvZ4GCMeTx8WUQeQw0gkbge6GeM2VnFvpXVl82A58+bISJLgc5VaUuSmvHRw+pqemS25lg68VfNM/HFI+sB2JRbCNZucMpDV4UOvus3Ju7W2fptcerd8+0oTW52w/E6S75nzxL2MoYOzZPZdvW/ADhvjZpaJn+3BoCiP6uH2uTBmtxuv2d28vy0smsY7PlN+9TjWq3Q5v9MUyS8vmgLF/6g7Se9rF4qP1jbwkGpmopjwhIdP+UwlSjeWpWLNTkQsLaN6Ut1lnlUT/WsWpupAYI94qx3SqC021YgTnXUxq/isJQQi2+//LVSMzBH7ZNyXjFhn6Nt3fNMv3oi5a1Ru5VZuTG4T6eSMbfl4N9vdPU72IAosilgjn3UeuzH+ng4f1XNn0gEieDKGml7XVOVoSoJogqMXA9Esk9UGRslOAybLRa4RkR+FpEXRWTfylrncDgaPj5/xX+NTa1UIlLaD7QF7qtg/xvt11XATBH5AMjzthtj/lbl3obOkQJMBW4wxuwVkcm2T8Z+Pk4ZHlUiMhGYCNCtWzd0nKs8B977KZ91nBn1vndUsv074nsxpLl6QZ0x97+VPNrhcETCC2aVMmwJ4/7xbfD7J1dFX3+9YqKOc2gwRGNzOCnseyGw1RhTUSRMqv1cZ//i7B/UQKpvEYlFB4ZXjTFvAxhjtoZt/yfwflnH2kjDKQAjRoww45dqNbfkDdZ9NFHVOx+EuaVuyi1+qfNL5HX/4k9aAe6L72HeveMAVSvN6nMgj139dwD+euUTzL372OBDN+omzVNz+b2a62bEQg1ASkyN44THr6Us0m78E/7uQ4LL54Zt+1O2isRp69SwfXwfVQ1lxqnGzX/o2dp+uhoTJ7QPkJ6quZl25Oj1pSWqeL3sEnWG6Pay5pcJGBV1Y7rtT06yuqbG56lAGEjUjJzGp4/RcqPbr930M/t3LLtWg6PuiWuh2RS2b1Nng7SRWhHOy+a7L2OMYcFfT4AHQqqk8MGhxpDIrqyNMWX3/caY88NXiMgrJdd5GGPutfucaYx5s8Rx1fK/FR3mX0BjKf4Wtr6jl1sEOB1YXJ3zVJWrfWn1cVqHw1ENCjdrzFBMxz4R9qwGIhDJphATVdXmOiOa3uwfvmCL/RwQxXF/At6MYl1lGAWcDywSkQV23R3AOSIyFJVM1qCpxSPiBf3Mue5OAGZ9ozPrZL+PWzKXs/L6s3nz+fkADJmvKS7mvqpG5aPXH8H8+47DS4JScmCYsT2b3KziVbL629n079drG6/20J/xvtSZwX3uvUMlkQXt1Xj4t3+HIuFnF7czBhnZQzOW9G6larK2SXpbvXoLniC0I0nTaBgDrQt1FpkaC3EtOzD/ZA0I3O8SlWJ8NqBNijSQam9KZxJtHQevvrDkayBgIElNPL1TID61RdmddNQ7T3+9BoCj+2nw29ieoXvVsEyhtc+Cv+pz7g0M4WzdUDumUomgNlLP/4ZDRVlZ/4S+eBNFxKvtKEA+VjVTznHHAycAnUXkqbBNzVC1VJWxKTzKcjiudML1pZv2MuqhLwF4ooztI+7+hNcjtPHv+epBdOEBXSt7eoejQdNsdCjj896ZD9djT2qHKyQNgEmbPqtwvxpDJLKramNxZTXGPAg8KCIPGmP+VIk2NwHzgFOA+WHrM4A/VqmXtcwfR/+Zb28/istt2VC/TW9xVos/MC/rfwCcPEUD1847VkXP1knF3TafCawB4IRnvwNgzM0XccftRxbb58nTNYnZgfd+CkDCXc8Ft319i9aTnpeogUXJNpT+xjmREzKesl+HYssF29Wt1m+9H2L2btHztdW2jT+WAKkkJIV0zge8p/8kz8/RCl9H5eksZluWPiIHJGxl+z8fCe7f6c+TI/bL0bCY/+v2Yp99/xBKiLh/0r6ZB+zIf68Pfv/2dv3f9qSKmkVKuXqX2qOBubJWJDn0N8YsA94UkeEltxtjfizrOGPMQhFZDBxrjPl3zXW1dtn/xveIS6w9nV//6zVKumRab4+Rf/0CgHG11gOHo3wues06ZZQRz7KvMPBm9WNp3VFVull78yravXLUbuK9WqGit+GNqNvn42VsM8BRZazXjcYUiUhrEYkzxuRXs4+1QqDIsGdb8RKWcTapnpcwL5z3Jmo6qL+laqrsRy4L/SzhaqXtWzMBePuOyRyVpVq08x6bVawtUyJJX2FB6B9y/b/UJLMnW3+2CT/A1IsPjvayAPBtV88LSdCHvLCF2ho8+4EU5Qc9WEpyUj9NjfH9etUkvr9YpY6FPVpx8eWVESAdDY3v7yiefic7R5/z+74sHfTVbr/KPXONjQX3PQ9Ajv1f94LhaguJIvFeo/FWMsZ4yVaOL5kLSUQSyjikJGuBb0XkXcJScNREnIPD4XA0KqJKvNdI1EphfAeUVCuVta4kXl0HH6HYh0bLVwcfWu62ftdOJ8amvk6ywWtNnUv+px5XL5xdYXZ2h8MBWiY0UuK9xmKQFpEOaN6iRBEZRshLqBlRhBaHxTuk6qLJrH53aw7xQUKyjtRdu6tLX06+5hO688zycwM+d5EaZWOtW2dBOZWxNi7fxLmPaFBdXGLxGYEGy8GN72g4xqfWxbB9t+as2ZbJF9cdXunrCeeXlvrCTrGZJvMLQ2qsfu0qDk5rk6nG7JNbQkznAXy/WvMzrd+VzaxWqnL67/wN5R7vaDwkJaoCYPrnWqNh6ROnMPEN9RBf8Njx9davuuDQQerEMWOOGqR799UAztYp8RzSU13D567ZHdx/PtUligjpRmRzGAdcBHQBwlVBGRA5I4SIDETrTreyyzuAC4wx1a+bUYd40ZL/V0PtDfij5ixc+kRlKwE6HPXDuS/PZcZ7s4PLm9+8poK9HeUS6eXfWAYH62n0bxEZb4yZWoW2pwA3GmNmAIjIaOCfQPn6mTqkZWo8Zx7VC4DmdmbfIUVVQu8u0mDrbXtDppZHL1EDdJo1XHn1EDxpY/0qnWX076WzjtMOS8NvpYtMm4Jj6qfFA24+maX1Ftp101oKgYBhxg1HVPvaFm1RieXMznrerKSyjc9lEdN5QLHlw3ppKo4TA0swVl68YNoPoR2cWqnREz5RmTJB64RnZmuA48S36iXZQK3TIkn/5y86QWtcpGeHAlZ/s04l6dk16EsjEkwzUx6Rttc10aTsnioiJ6KR0glh68ss9hNGsjcw2P1niohL5mLpc/W0oHeUw+Fo6kjTkRw8RORZ1MYwBngeOAOYE0Xbq0TkTlS1BPB7YHUV+1njJMT6SbPpJvq00jHrp80aNt/CShLdWycFZ/8eHZvp+Oiz2RxX71RHrEPsDNuTKA7t1pJftusMpF2qSiQjDlCX0h++Vz1nfl4hvz1zek1fGucO04R4OzO0MhwGWqdWLQOtF2C3J7MZKXu13+sfatpujg5IsUFxr12ggXId3vmuPrtT43gSv8ex1uawLj2XJbZi4pnDuwS310hu5EjV5KpXbK7GiWbqeqgxZrCI/GyMuVdEHgfejuK4i4F77b4CfAX8oepdbboMs5HZniQx+65j6rM7DkeluPsTLXy1x6pmvvkxVERo/n1RVhFq4hgRjL+JqZWAHPuZLSKdgJ1Aj0gHGWN2A9dVo2+1Sl5Y0MvGDLUtdLZSQYp9SXdMiad9ivom59r9E2xqDS+ObbhNprc509ZatqN/wBgGtVMP3qEJKpG0TNAU2j8vDiXTq03mbMwIfj++f9UkB48WKUnkLwrpn+NGjq9We47Gxca/lxvz2ih58MT9ANiwS6X7lDj9v+6UGkcba4/wV7NudCmamloJeF9EWgCPAj+i0dHPRzpIRPoCNwNp4ecxxjStp8zhcDiioakNDsYYr+rbVBF5H0gwxkST0/ZN4Fl0ICmKsO8+S5+rp5HSIpqA88bN9dMWBb97CQgdTZ+JbywI2u0+DvPWWz3ljPrqUj0RjbdSI0mfISK/q2AbXhW2Cig0xjTY1J0tE2M5vbeqhLICelM8ldHuXB3L0vOKSLKBZF5AWWq87lto9Uq5NsBMRI3OvVJ0eXWW0DlVxdNAQI/t21r/Sbr11PoHyxZq3qKcTHWZy80uXv+huhzfv32NtudUSfsu/q7lD+hrd6rjw8dTtbLiUaeqt3pKQsNKB1EW7Qt3AFCQqI4X7WNyad9e+51FhHQXlUGalrfSyRVsM0Q2Sr8nIlcB0yheQ3pX9N1zOBxNkc7nTGHjfydG3rEpEdFbqWG5K1UUBFddz6IL7ect4c0CPavZbo2wKT2HNVk6y+/2ndZViDlU3UpbpuosIiEmdLNSfFYzVqT2+aJYNfD6xQbFxelsw9jleH+A+FwNjEuP0fQcfZJ0hjVlgqbnOMJKDosvCN2GmANOrJkLbGCs3ZkVeSdHo+TKf90EwOVF+uw/VngIANk2iHT2J1ovMcZmCQ4UNpxEzbHt0gDYag3TWYUxpCXpe6GophO1NiHJoVoYYyr0aBKRY4wxdVSGyVFdznpJQ1tev+igcveZMUzjH87tHSov7lItOMpj/Iuz+fYDjbYPL6HZJJ+ZqFxZG4nNoQ54GKi3waFH6+RQErrTtEBdTq7OdHJsfYVmyz4na8BYACRHbfAmXmc/vhn/AiB31AUAtBQ91sRq8FDLBGH2MWcCMOwaTbQnR58HQNIHfwfglVtvBGBFQug29K+5S2xQTL/0kPrugqOWOOAxrfOxvrPWPHktQf9/Ct97GoCdvVcCcKpvAgBblq/k0OMPLNlMvdKllf5fe4kHp0wYStuaPomTHKKmYSnYHA6Ho9ZoWgZpAEQkCbgJ6GaMuUxE+gD9jDHvV/PcJvIujvqi45mTgt8jifmzjxlT291xNFAu+d9PPDcg8n6OJuTKGsa/0HTmI+3yBjSGobqDQ40iIscBTwJ+4HljzEOVbSMxQeMNYpd+DEDu8gXEb1SRuCBHDar5e9RwFd9KM6m2nK8JawN7dwKwcdSlABgDezdohPI3d00DYEzHNACmD70cgCHWdTa3MMDQzi0q2906JS+KMorn9DwXcCLhvoYvWdWzXddrevv1r74KgD9WXy+drtMM/3NtmdpA8jAOfFhrVie21qwBeenb667DFeBlpa1xhBqTHGriXRcN0fSmlzHmEaAAwBiTQ838/6+pgTYAEBE/8AxwPLAfcI6I7FdT7e/rhEsR4XQY/yQdxj9Zx71xOBopIpH/IjZRd++6aCSHfBFJxKqBRKQXYXEL5SEiZwIfG2MyROTPaFnR+40xPwIYY8oNsqsCBwErjDGr7Ln/B5wK/FKVxnIWqQfF+mNvJO3rZ4GQxBAoUpfW+IPUyLxz6r+LHZv5ikZ+Dpw0iaJ53wChALoN96pUsd9NGkJSUGQ4sFvLqnSx1vFUSd7AMOoGNbxz6fJS+wasz9/6Z9UV2Je5ow566GgI+H3C34fps3HGNaMAKMxSd+8uf9EaYYFYm8k400oHRYX8NFFrjATi1IGDrYl11eV6osZsDjX6rquIaAaHe4CPga4i8iowiuiyq95pjHlTRA5Dq8o9BkwGaiPfc2dgfdjyhlo6j6OGqYxtw9Fw8GqIl0xpXxN0PmcKQJMLkotoc5CobA519q6LJrfSpyIyHzgEVSddb4yJZmro5VM6EZhsjHlHRO6pck8rpqwntJTBW0QmAhMBunXrVm5jSUfqDHhLZh49TtbEsDxzKAAAIABJREFUskmFKiyJ/fQursVFGuPny1P7QqvzwgLa7D/Oo7biW86o23XDD2trT7dZw3gv7IeSS6uPPN/0A6a+rivydcYYSGpJbPuIiXsdTYCDrzibC377qNg640kDRVqJ0Jel9jgTr1mKA0ktKTIqbcomTfdNB42N7X7z17Xd5XrBiGAiqI3s9u4iMi9s9RRjzJSw5ajedTVBNN5KXxhjjgY+KGNdRWwUkeeAscDDosmHastXawPQNWy5C7Cp5E72R54CMGLECOctVQVOe15VbtHELXj2iC1Tr4+qbU+KMIFQnsZoj3U0Pbqe/xKnnjY8uDxp/OB67E01MeqkEmkfYK0xpqIC81G962qCihLvJaAV4NqISEtCI1YzoFMUbU8AjgMeM8bsEZGOFE+lUZPMBfqISA9gI3A2cG5VG/N3HwLAodlZrN2rHhY9fLY2Qowm4zIxmmhP7AzIC37z6jWnpK+l5+6fATg4rXuwba9KW2PjxBXzuPODpcXWeVLFJ79qfYqACdWMOD7KnH/eQCANzI3PUTGeOmlNdkHof6FIE0eKlx7D3ltflqZTK0zRsLK5W3IZmagS+K/tdJLRP3eFHmufg6b3PBiKIowORdEJADX6rquIiiSHy4Eb0IFgPqHBYS9qLa8QY0y2iGwDDgN+AwrtZ41jjCkUkWuAT1D3rheNMUtq41wOh8NRWQyhAmHlEWk71O27rqLEe08CT4rItcaYpyvbsIjcDYwA+qGxErHAf1CDdo1jjPkQ+LA22nbUHx3GP9n08+44ouLwR2cEv399S+MLvDQRJIeIaqdQO3XyrovGIP20iAxEfWoTwta/HOHQ04FhaPU4jDGbRCS1Gn2tc3wFOST49ZLXBTTorXue2uL9GVsBWJuYBkC3zapCSsrUBHU3bRvAo0f1A+CMxV+GtTqhtrtdKwzq2JyicqY24/q1K3N9NPaCkvt0PHMSPqu6a0jZOx3FeXCbBrqlbv4WPC+cgBqgPa8cT9VQ1FJV5F5+spEJhZgYVcN2ff8xPWawOtx88YTmI3vkSw0+nfq/rwA4/4LGNxiEY4CiGpAc6pJoDNJ3A6PRweFDNPjiGyDS4JBvjDEi4sVHJFevq46GxPgXZwMw9WLnMeyoew7+i+bsnH3XMfXckygxNaNWqkuiiXM4AxgC/GSM+YOItCeKGtLAG9ZbqYWIXAZcDPyz6l2te+Kat6HTFp3BbIjR2fEqaQ1AYYx+eqE76T0PAyBplmZrfWDcyfj2rAPA1yGtjnpcu7w3UTOoeANDbbD5zWvIy9gDQI9L/ws4CaIhsuQVTZVxyPm3QYHNSBynDgmSr3VLjJUACajThj9PA0lfGHoWF62aCcCtF+sc85lVp+kx9gV5+hD1efl7vkrq9wEBO/UuzG+cVYcjq5Ua1ugQzeCQY4wJiEihiDQDthFFwR5jzGMicgxqwO4H3OXqNziqS7vTNep227Qb67knDkf0GCBSdrKari1UXaIZHOaJSAt01j8fyATmRNn+csAYYz4XkSQRSTXGZFSxr/VCIFklhM4F2u15meq21zFFZ0Wd4tR979cMvbVtD7sIgPgiQ06K6lrzEjoH22ucjqzFqW1VUnyqJiFc80yoUm1cmy7BgcFR/xwx+zsAAit+oKi5zvK9ea+x6TLEBkV6BGwtlD/8+nHQLvH05i/0GGuv6JuhWSB67dUqid+NUgeEm6fdx0Nnaj2UA19qnJWGI1WWq/HKc9UkGoP0VfbrsyLyMdDMGPNzpOOsKmki0ArohYZ9PwtECp5zOByOJkdTVCshIp2B7t7+InKEMearCIddjSaJmg1gjPlNRMp2a2nAeF5JHgcm6wyHQtWLbxKN9uqc6qXf1hvcfON8pub3AmC8Lyx4rJUbG6Mlrk1xOcupkhoeP992NwOffgoISQye95KJ9YLjrBeTX5dj9mxiuWkFQG8bRIr9LNyqdrqinSo5HJa8EID8/n3Z2XYgAK9cXVhr11NbRKNWalhDQ3TeSg8DZ6FZ/zxLkAEiDQ55xph8sflERCSGhnf9DofDUfsYynUF94gUQV3XRCM5nIZWfouYprsEs0TkDiDRGqavAt6rbAebGl42yxfOHlbPPWkY7MpQz5Ykf+gfIyEpudg2gFapSTgcjRVD5JlxwxoaohscVqHRzZUdHG4DLgUWoak4PiQ6F9gGhXhuejs26GcP+1K3InSnAjWOZUkbADruXGS3x/O75lo9LuBX9dIVX+6ukz47HHXF0KmfUDB7OgBFQ44DwGddWbFZWLHBbx6FLbvQO3sjEMpJFvy0FRd9zdQRZHMndX4o6ngwv23NCrYxtk/bmr6UWqcpxjlkAwtE5AvCBghjzHXlHSAiPuBnY8xAGllsg6NuuPGdxQD8+aiIXtEOR5MgktaogWmVohoc3rV/UWPjIhaKSDdjzLqqda1hEEjQ+rg+zzhaolrTnniVGJL9uj6QpJXdilLasj4vFoCuCWqq8fv21Hp/GxueOuneGWuD6x48Uase3v5RqOpcY6l/sS/y7dUPAzBqsv4PZA0YC0CCJkegIEmlgLifVKu8sd/xtP/hPwCsO0wL+mTlqLl2fy9gbj9NwdY+Xx1CVvnaMqJj402yYKLIyhpoYKNDNK6s/460Tzl0BJaIyBwgKA9GyFXeoOhz9TR+uav2X0rnvjw3+P21Cw6s9fPVBxPfWADA3IWbARhzUNeKdi/F+f/R+iev/H5EzXbM4agLmlL6DBF5wxgzQUQWUYatxBgTqfLGvdXtXEPAZ/WlmW01iV5ijla18hVogE8zGwxXYNRNz/h1OWb3erq07Q2AFKg2btK4LsQ1b1NHPW/YzJijlQ79IzUw6i8HxJfaZ9JR+ltd8vGWuuuYo9KMnvc9AFdIGgB3//VEAJKu0leA3wa/SZ+DAOiW8Ru/WYmhwL4RE2JU6jD5auMrmqfV5WLTBgDQo0Mim/OaBc/ZIqVWLqVWaUpqJS9d5klVadgYM6sqx+1LeLPhpswh938OwOC+0Q+KnpThDQ4OR2NHs7I2EVdWY8xm+7m2vH0qQkQyKC1xpAPzgJuMMauq0m5d4o/x8etddwLQ7/abADAtOuqnlRCYr9VTE3qr+iloc/C3xp+5PdhWbLu0cs+TV9jA4uZrge/mqLdXm87qwfLKTk24dsjTmqJ57oWaMuPgV/cybIDGSnqpS1olOy+vxsCzZg0QkiAu+Fg994Z98ikQSsy346XHCSzWfQf88WoAitJVIi/K2guAr73WeDfNNcjUv3cbXfNXh07WulbKwtQqkWwKjSZCupyXexBjTLPytln+htY2fQ1N7X420AH4FXgRTQPucDgcTR5josit1LDGhgolh1QAEfkLsAV4BX3JnwdEU7TnOGNMeIa2KSLygzHmLzY4zuFwOPYJDFAQqHh0iLS9ronGlXVciZf8ZBGZDTwS4biAiEwA3rLLZ4Rta2BjZNkse/JUFoz/BwDrXnwBgM7jNe+8v0MPAIzfFkS3uWH8mzSPUn5vFXsTExIoj+aJqpp6/vQeNd31BoPfGhofm6bquSOfvFTXX3gfAJ++9gQAuz/W/YcNOI85CzYB4Ou4DIC/jdi/zvrrqD4XjukOwPz56kjQ44mbim1vecNjtJz3TrF1fpuJN7ZrHwACe1QlG1iluZXMkGMBiG/WqpZ6XduYKNRKddSVKIlmcCgSkfOA/6Ev9XMI5ViqiPOAJ4F/2ON+AH4vIonAPlMIuGC7hnnEtu1Wzz2pfY5+6msAsjO1OI/f76to9yrhuf02VZdfR9MkKrVSwxIcohoczkVf8k+iL/lv7boKsQbnk8vZ/E20HaxvBj+iM1wTo66WBUs0j70vrbgnr9mmg0DB5jUAxLbqEkwJUB5PDVW3vTx/bE11t8Hx4qpJAPR46TYADv5Ya3G/d6iarFp1VIOjL1EDnP6e9SnzvtB0DHO/UqnswAfVaHnR6l511GtHdRj5pToqFo5U6TmhhWqhm41RF9eivAxiOqYBELCGaF9LfQ6MDTKVZH0+/Pa5YNMS/Wx2eO12vhaJJDk0qiA4EfEDVxtjTq1swyLSF5gMtDfGDBSRwcApxpj7q9JREXkUHWzygZXAH4wxe0QkDViKGroBfjDGXFGVczgaDy4oruHy3Gx1cNyvnvvRkFCbQ8Uv/8IGFgVX4eBgjCkSkQOq2PY/gVuA52xbP4vIa0CVBgfgM+BPxphCm0b8T2hyP4CVxphaCWW+eLb+RFOO15lN7CCtFV20Yj4AGUM14LvZMvXnjxmhycdk13oumBcK93/tgtJqpaJdqpON2bWF2AMbTeB4ueTlaJ79Qb3VBTU9O58+Z6rvQcE6Hbu/P1LtCTHrVQIz3foCIJ01yLCwRRdavj0TgC0LNHXCggem6AnO1TQNfp/U5mU4aoiDHrgcgHtydADvvFsl6SuTt7L8oYcA6HPDtQAUpar7si9LE1kGWnQKthPbofFLjKaJpuz+SUTeBd6keBqMtyMcl2SMmePVc7BUuUqHMebTsMUfKG7gdjgcjv9v787D5KrKPI5/f+nsCyRAK1nIwhJkkYmhRRZZBAREHfbFEQVBGVAGdNQRHhwERsYFxEERMDgYRNkxijgzASKbQICQPUAgEMBICAlkIQlJp7vf+eOc6hTdVXWrl6p7K/1+nqeevnXvrVtv315One09mbZFNStF2wBvA4fm7TMgqXBYIWmneC6STgSWdibIAs4E7sh7Pk7SLGAN8F0ze6zQiySdTVi6lNGjt/wO4p6g4XtTAZhx2ZEpR+JccYbVXLOSKjUrT9KOwCRgf2AlsBg4zSxOoyz8mgcJE+XautjM/hjPuRhoAI43M5PUDxhsZm/HJrA/AHuY2ZpS8TU0NNiMGeWnr1g1KTSPbFz1LgDrloaOtIGXhozkuZEGj70eMq8eODoMzRs5rHYzSXZUY1zzoumhWwHoPWIsvcZ+GADrHYb0Nv7ldwD03y9kZWkeFrLdvtkcjm+/cCrrZocRSRvivW7eEEY/feCITwJw1uKQ5vv5l95ufW8vHLJjt2+EJM4Lzg3Ni3dvCEO1G0aEjunRm96k1/ow6/2u/c4A4ISZdwHQMuSDrdfJUh4ySc+aWac7uHbafS+76s6pJc95e9lSvnL43n/KSnLScpYJHQX8HDiAUAv4K3CBmS0p9bo4WulwSYOAXmb2btJ7mdnhCbGcTsj1dJjFUi2uULcxbj8r6WVgPCFNh3POZcKW2Kz0a0IKjJPi89Pivk8WOllSwVXgc30PZnZ1h6MMrz+K0AF9sJmtz9tfD7wTO893BHYhrF7XrdYsDi1iimP3R3wyDKmzh0Jn6b82hVa3aw4NK1Q9+U7I2tqjag4xb/+xy/YH4L8PncCotS8DMG1tOHbwsWFCVMua0Bm/6X9uAGD7mH3T1q1hwE5hItTgYeFeqneYLNiyPlQGb943dF3t9tR7FfxuXFdZnPF7wpDws27qH/4W1vYfSZ+HQ6twY2xK0apwjvqVk3yh9oTEe6XPyVirUlmFQ72Z/Trv+WRJXy9xfu6nuyvwUTYvFPRZ4NGOh9jqWqAf8EAsaHJDVg8CLpfURJicd46ZvdOF93HOuW5lBk0Js9yaajB9xgpJpwG3xeefI3RQF2RmlwFIuh+YmGtOknQpYcRTp5jZzkX23wPc09nrlutr40L++ZvW3QmADj4NgMY7rwTg6vowr2+pnQ7A2KEwZtsaTDrfBdc+FVoa3421puF163ltUOgf2HOrOLmpJXzq77UynPve8tD23Lgq9DNs9YlPQ//w+UKNYXBc62TCtaE/55bVIwGYfaWvDpdFXzk+pDtZUh/6D0YtnwVA3eowjLnxthvoOyb8DCfOewqAliUPhxe/OnuLGNZdSFLNIWuJ98rJb3AmcDIh+d6bhCGkZ5bxutGECWs5jcDYDsbnnHM1z2JupVKPrnY5SDpJ0gJJLZIa2hy7SNIiSQsllTV6o5xlQl8HOlOU3wI8LWkKocntOKCzS46m7k9n7wfAxgdDMrh5J4UEfB/4hzAkdvudw3zQ4c/dR98DT00hwvRd+InQV5CbpPbKxv6MG7AJgF7PhxbFutiPsGFOqGlt9cUwjzGXnsRWv9Fau1g/aiIA/daFJGx19aEm8fmtQpfTuryPWqUTlbhq2nnb0LfwwQHh96Dl3VA7bB4T/l9td9zn2bQ4pMMY3Dd8Pu01KGkFgNpmBpsSmpWSjpdhPnA8ceJxjqTdCUsm7AGMAB6UNN7MSubIS6w5SBolaYqktyQtk3RPHMFUkpldQahhrARWEdJd/CDpdc45tyVqtuRHV5jZ82a2sMChY4DbzWyjmS0GFgH7JF2vnGalXxM6lUcAI4E/xX0FSZqZF+yzZnZNfMwqdI5zzm3pDMpoVqpYp8NI4G95z5fEfSVVYrTSbpLmljguYOsy3jeT/j4hZO3Y8/zQXGIbQlNH89tLGXDsN1KLK0u2HxImtNVJrFNcz2L3I9hmyMDWcwaOf/8yj7fOCh3U72zoz5RnwvaalWGi+3VfCum5N/QNTXf79g5TZgauW1Zy+VWXjt22C81KfV4PnwGbx4ehzY23h4YDnfxtiM1Ko9bHpT+HbEvdDh+ucqTVY2Y0JjQbNYbRSmMk5c/RmmRmk3JPypkoXEChZGSJJVG3j1YCPlTGNctZD8I557YYSYn3WsLx10rNkE6aKFzEEmCHvOejCEs4l1RO4XAmYY7BTwmlzROUGK1kZq+Vcc2ateN2cRrHUWenG0iGfWFiYpdUO//0kc2vGdgnrOPw6IsrAFixPgx6Gz4kdFq3DBja1RBdBfWtCx9U1TusU9J7+SIA+p0UJkDWrVpC877HAyETZ7/BNduQUDajjKyslZsFdy9wq6SrCd0DuwBPJ72okqOVnHM9yFm3h27FSz65S8qRZE9ZKbu7WDhIOo6Q6qge+LOk2WZ2pJktkHQn8ByhPP5a0kglKC+30s2EXEqr4vNhwE/MrJy5Ds512NvrQk3hE7uGYa8vrwxDVw8cHYY7bgIGD/TBq1m16tyQaWfZmo0AfPi8EwDoMyikUGHF396fJqMn1BzMaGxKGsratcLBzKYAU4ocuwK4oiPXK6dZaa9cwRDfZKWkj3TkTZzLqqNvCIsO/c85+6ccidvSpdis1CnlFA69JA0zs5UAkrYp83XOdcq3Dy6YKcVlXG7y4/B9wup+je/GyYqvhDyYD591bOu5Jy5bUOXo0pVyn0OnlPNP/ifAE5LuJnyPJ9PB6olzzvVkZpTRrFRjiffM7Ddx3O2hhPGyx5vZcxWPzDnnthBmlrjSWy3WHIiFgRcIbovjfQ3d5xef2AaAln7fA8D+GtZs+OMZP28955S3eua/kS21Wcm5TDj2V9Nbt//w5X27dK0jr3u8dXvqVw8ocaZzXWdG8gzpWmtWcs65crz+/X8DYPR3fwzAxkPOAGD4uFvSCilTEmdIZ6vi4IWD61kO+1nI19S7dzk5J53rHoZ5s5JzldLVpqR8TU0tTDv/wG67noONK0MSyo2DwuTF95rCP7vdHniQ+q0GFn1dT1CNGdLdzQsH51yXfHbSkwD8KOU4siwMZS2dsWJTwvFq88LB9SheW6ic8T+8CoCmmCA6aehmz1JGs1Ll1nPoFC8cnHOuwozkwjJrzUo10ysn6VJJf5c0Oz6OzjvW4cWznXOuWnIzpEs/slU41FrN4admdlX+js4unu2c6x5Tr78RgF6HfxWA3qvCSn7bDsjPtjqo2mFlSjkd0i0Za1aqmZpDCZ1aPNs556olN5Q16ZEltVZzOE/SF4EZwDdjptiRwPS8c4ouni3pbOBsgNGjR1c4VOd6hrV/+U8ANj5+T9hx+Fmtxwb0759GSJlUa0NZM1VzkPSgpPkFHscA1wM7AROApYRssdCBxbPNbJKZNZhZQ319fUW+B+eca8sMmptaSj5aErK2Vlumag7lLp4t6Ubgvvi0U4tnO+e6R99h2wPwXMMXAHhi7rLWY1/eZ0wqMWWRJfQpJB2vtkzVHEqRNDzv6XHA/Lh9L3CqpH6SxlHm4tnOuco7+oYnWlfb69HMsJaER8YKh0zVHBL8WNIEQpPRq8A/A3R28WznXPd6fvlaANZtCn9+U+e9mWY4mWJAc8JQ1aTj1VYzhYOZfaHEsQ4vnu2cc1VjtdesVDOFg3PO1bKWhNFIlq3+aC8cnHPd44QPj3jf8wsO2DGlSLLHzBJHI7X4Yj/OOdfzJM2AztoMaS8cnHOuCiyxWckLB+ec61HMvHBwzjnXjtGc0KfQ0uJ9Ds4517NY8mgkH63knHM9jJE8lDXpeLV54eCcc5VmlDGUNVuFQ83kVnLOuVplhKGqSY+ukHSlpBckzZU0RdLQvGMdXi3TCwfnnKu0chLvdb1Z6QFgTzPbC3gRuAjarZZ5FHCdpLqki3nh4JxzVVDpwsHM7jezpvh0OmH5Aujkapne5+CccxVmRvJQ1u5Nn3EmcEfcLnu1zHxeODjnXBUkToILfQ5jJM3I2z3JzCblnkh6ENi+wMsvNrM/xnMuJixf8Lvcywq9XVK8Xjg451zFWblDWV8zs38sepWE1TIlnQ58BjjMNucA79Rqmd7n4JxzFRaysjYmPDZ16T0kHQV8B/hHM1ufd6hTq2V6zcE55yrNwFpKL1CZdLwM1wL9gAckAUw3s3M6u1qmFw7OOVdxhjUn/D/uYm4lM9u5xLEOr5bphYNzzlVabFYqJel4tXnh4JxzFWZYGc1K2cq854WDc85VWjl9DsndAFVVM4WDpDuAXePTocAqM5sgaSzwPLAwHptuZudUP0LnnCumnJqDFw6dYman5LYl/QRYnXf4ZTObUP2onHMumZnRnNCn0NzFoazdrWYKhxyFMVonA4emHYtzzpWn9moOtTgJ7kBgmZm9lLdvnKRZkh6RdGCxF0o6W9IMSTOWL19e+Uidcw5Cn0Nzc8lHV4eydrdM1RzKyRsCfA64Le/YUmC0mb0taW/gD5L2MLM1bS8Sc5RMAmhoaMjWyhrOuS2XD2XtmjLyhvQGjgf2znvNRmBj3H5W0svAeGBGwYs451yVlTeUNVvNSpkqHMpwOPCCmS3J7ZBUD7xjZs2SdiTkDXklrQCdc64dS57HYF1cCa671VrhcCrvb1ICOAi4XFIT0AycY2bvVD0y55wrymsOFWVmZxTYdw9wT/Wjcc658pQzlLWrWVm7W00VDs45V5vKSbznNQfnnOtZqpOyu1t54eCcc5VmLYlDVc2blZxzrmcxa6alqRH1qit6TsvG1QCrqhZUglqcIe2cczWl19BxtLzzUslzWpbNA7imKgGVwQsH55yrsJY3Zw1rWfFC0X6FlvUrgDCRt5pxleKFg3POVZiZreo1dGzR2kPLm7Ppte6NhiqHVZIXDs45VwXFag+5WkNTU1Nmag3ghYNzzlVFsdpDFmsN4IWDc85VTdvaQ1ZrDeCFg3POVU3b2kNWaw3g8xycc66qWt6cNYz+w1ZqwDAgm7UG8MLBOeeqysxW1Q2fSPMr06ijKZO1BgBlLYd4tUhaDqwDVqQdSxvb4TGVI4sxQTbj8pjKUyqmMWZW311vJGlr4GQzu7G7rtndemzhACBphpllquT2mMqTxZggm3F5TOXJYkxp8g5p55xz7Xjh4Jxzrp2eXjhMSjuAAjym8mQxJshmXB5TebIYU2p6dJ+Dc865wnp6zcE551wBXjg455xrp0cWDpKOkrRQ0iJJF6YYx6uS5kmaLWlG3LeNpAckvRS/DqtCHDdJekvS/Lx9BeNQ8LN47+ZKmljFmC6V9Pd4v2ZLOjrv2EUxpoWSjqxQTDtIekjS85IWSLog7k/tXpWIKbV7Jam/pKclzYkxXRb3j5P0VLxPd0jqG/f3i88XxeNjqxjTZEmL8+7ThLi/Kr/nmWZmPeoB1AEvAzsCfYE5wO4pxfIqsF2bfT8GLozbFwI/qkIcBwETgflJcQBHA/8LCNgXeKqKMV0KfKvAubvHn2M/YFz8+dZVIKbhwMS4PQR4Mb53aveqREyp3av4/Q6O232Ap+L3fydwatx/A3Bu3P4qcEPcPhW4owL3qVhMk4ETC5xfld/zLD96Ys1hH2CRmb1iZo3A7cAxKceU7xjg5rh9M3Bspd/QzB4F3ikzjmOA31gwHRgqaXiVYirmGOB2M9toZouBRYSfc3fHtNTMZsbtd4HngZGkeK9KxFRMxe9V/H7Xxqd94sOAQ4G74/629yl3/+4GDpOkKsVUTFV+z7OsJxYOI4G/5T1fQuk/pkoy4H5Jz0o6O+77oJkthfCHD3wgpdiKxZH2/TsvVvNvymtyq3pMsenjI4RPoJm4V21ighTvlaQ6SbOBt4AHCDWUVWbWVOB9W2OKx1cD21Y6JjPL3acr4n36qaR+bWMqEG+P0BMLh0KfSNIaz3uAmU0EPgV8TdJBKcXREWnev+uBnYAJwFLgJ2nEJGkwcA/wdTNbU+rUAvsqEleBmFK9V2bWbGYTgFGEmsluJd43lZgk7QlcBHwI+CiwDfCdasaUZT2xcFgC7JD3fBTwRhqBmNkb8etbwBTCH9GyXPU1fn0rjdhKxJHa/TOzZfEPvAW4kc3NIVWLSVIfwj/h35nZ7+PuVO9VoZiycK9iHKuAhwnt9kMl5TJB579va0zx+NaU36TYlZiOis1yZmYbgV+T0n3Kop5YODwD7BJHTvQldIDdW+0gJA2SNCS3DRwBzI+xnB5POx34Y7Vji4rFcS/wxTiaY19gda5JpdLatPkeR7hfuZhOjaNexgG7AE9X4P0F/DfwvJldnXcotXtVLKY075WkeklD4/YA4HBCX8hDwInxtLb3KXf/TgT+Ymbd+im9SEwv5BXqIvSB5N+nVH7PMyPtHvE0HoSRCC8S2kEvTimGHQmjRuYAC3JxENpapwEvxa/bVCGW2whND5sIn5jOKhYHobr9i3jv5gENVYzplviecwl/vMPzzr84xrQQ+FSFYvo4oWlhLjA7Po5O816ViCk/0b43AAAHn0lEQVS1ewXsBcyK7z0fuCTvd/5pQif4XUC/uL9/fL4oHt+xijH9Jd6n+cBv2TyiqSq/51l+ePoM55xz7fTEZiXnnHMJvHBwzjnXjhcOzjnn2vHCwTnnXDteODjnnGvHCwdXEyStjV9HSLo76fwS1/m6pIEdfM1kSScmn9nhWJ6IX8dK+qdOvP4MSdd2d1zOgRcOLoPyZtG2Y2ZvmFlX/lF/HehQ4VApZrZ/3BwLdLhwcK6SvHBwXSbpizFx2RxJt8R9YyRNi/unSRqdsH+ypKslPQT8KM5gf1LSM5L+I++9xiqu8RA/Of9e0v8prBHw47zzrpc0Q+/P3X8+MAJ4KL4Pko6I7zNT0l0xR1Gp7/UwSbMU1uG4KZeoTWFtjsvideZJ+lDcX6+wxsNMSb+U9Jqk7eKxXJbQHwIHKqwn8I22NQJJ90k6JG5/SdKLkh4BDsg7p17SPfF+PSOp9ZhznZL2LDx/1PYD2IMw03a7+Dw3O/hPwOlx+0zgDwn7JwP3EdcWIKYviNtfA9bG7bHENR6AM4BXCLl4+gOvATu0iaOOkEdnr/j81bxYtwMeBQbF598hzpxt8z1OJqR16E/I1Dk+7v8NIdFd7rr/Ere/Cvwqbl8LXBS3jyLMZs69f+57OgS4L+/9zgCuzXt+XzxnOPA6UE9Yi+Tx3HnArcDH4/ZoQjqN1H8//FG7D685uK46FLjbzFYAmFkuYdp+hH9YEFI5fDxhP8BdZtYctw8gpNDInVfMNDNbbWYbgOeAMXH/yZJmElIm7EFY5KatfeP+xxVSOZ+e9/pCdgUWm9mL8fnNhEWJcnKJ+J4lFGIQvr/bAczs/4CVJa6f5GPAw2a23MJaJHfkHTscuDZ+H/cCW+VydznXGUXbdp0rkygvlXGxc/L3ryvzNfk25m03A71jQrlvAR81s5WSJhM+9bclQl7/z5XxPrnzy4mlmc1/W51ZtKaJ9zf55sde7J70AvYzs/c68X7OteM1B9dV0wif0reFsJ5y3P8EIeMtwOeBvybsb+vxNud1xFaEgma1pA8S1svIeZewnCbAdOAASTvH2AdKGl/iui8AY3PnA18AHkmI5a/AyfH6RwCF1gTPjwlCE9UESb0k7cDmNNJPAYdI2lYhTfdJea+5Hzgv90RxLWTnOssLB9clZrYAuAJ4RNIcIJc2+nzgS5LmEv6JXpCwv60LCAsgPUPoU+hITHMIzUkLgJsIBU3OJOB/JT1kZssJ7fu3xXimExZ+KXbdDcCXgLskzQNaCGshl3IZcERs4voUIdPsu23OmQs0xQ79b8R4FxOygV4F5JYBXUpYG/pJ4MHc/uh8oCF29D8HnJMQl3MleVZW5yoojmZqNrMmSfsB11tYjcy5TPM+B+cqazRwp6ReQCPwlZTjca4sXnNwzjnXjvc5OOeca8cLB5eaONv5vTg2v+2xSyV9K424qk3SBElH5z0/RdIiSfelGZfr2bxwcGl7uZIdtJLqKnXtbjSBsO4zAGZ2B/Dl9MJxzgsHlyGSLpa0UNKDhNnIuf07xfxJz0p6LC9v0U6SpsdcQpdrc+bWQyQ9JOlWYJ6kOklXxvPmSvrnvGt/O29/LgfTIEl/jkNL50s6pUTMe0t6JMY2VdLwuP8r8bpzYs6jgXH/SfGacyQ9KqkvcDlwSsytVPS9nKsmH63kMkHS3oRJbx8h/F7OJKShgDA34Rwze0nSx4DrCGk7rgGuMbPbJLUd178PsKeZLZZ0NrDazD4ah5Y+Lul+YJf42Icwk/leSQcRche9YWafjrEVnGcRJ6L9HDjGzJbHf+xXEHJG/d7MboznfR84K557CXCkmf1d0lAza5R0CdBgZucVeh/n0uCFg8uKA4EpZrYeQNK98etgYH/CxLPcuf3i1/2AY+P2rYQJYzlPm9niuH0EsJc2r8mwNaFQOCI+ZsX9g+P+x4CrJP2IkBDvsSIx7wrsCTwQY6sjTHID2DMWCkPjdafG/Y8DkyXdyeZcTM5ljhcOLksKjavuBazqRL9Efp4mETKmTs0/QdKRwA/M7JdtXxxrMkcDP5B0v5ldXuA9BCwws/0KHJsMHGtmcySdQciqipmdE2s/nwZme5oLl1Xe5+Cy4lHgOEkDYjbRzwKY2RpgsaSTABT8Q3zNdOCEuH1q2wvmmQqcG5uBkDRe0qC4/8xYO0HSSEkfkDQCWG9mvyXURiYWue5CoD7OfEZSH0l7xGNDgKXxPVtzQ0naycyeMrNLgBXADrTPreRc6rzm4DLBzGZKugOYTViXIb8p5/PA9ZK+C/QhpMCeQ1jV7beSvgn8GVhd5PK/IqTQnqnQ/rOc8Kn+fkm7AU/GZqG1wGnAzsCVklqATcC5RWJujE1VP4v9Er2B/yLkdPp3QqK81wg5knL//K+UtAuh1jEtfh+vAxfGIb0/iKOVnEuVz5B2qZE0ltCmv2cnXz8QeM/MTNKpwOfM7JhuDDE1Ciu/fcvMPpN2LK5n8mYll6ZmYOtCk+DKtDeh3X4uYfW1b3ZbZCmKo56uo2sLAznXJV5zcK4MkqYA49rs/k7bTm7nthReODjnnGvHm5Wcc86144WDc865drxwcM45144XDs4559rxwsE551w7/w/z2Uv0kg+rowAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mimCNlitin = (ds['cLitInput_metb'] + ds['cLitInput_metb']).isel(sim=0)/ \\\n", + " (ds['nLitInput_metb'] + ds['nLitInput_metb']).isel(sim=0)\n", + "casCNlitin = (ds['cLitInptMet'] + ds['cLitInptStruc']).isel(sim=2)/ \\\n", + " (ds['nLitInptMet'] + ds['nLitInptStruc']).isel(sim=2)\n", + "(mimCNlitin - casCNlitin).isel(time=-1).plot(robust=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Look at changes in soil pools in last 100 years" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MIMICS_mod5_GSWP3_KO4_exudate0_cwdN change cECO = 0.0 Pg C / 100.0 years \n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#print(ds)\n", + "poolCheck = 'cECO'\n", + "j = 0\n", + "dtime = (ds.time.isel(time=-1) - ds.time.isel(time=-2))\n", + "d_ds = (ds.isel(time=-1) - ds.isel(time=-2)) / dtime\n", + "f_ds = d_ds/ds.isel(time=-1)*100\n", + "d_ds[poolCheck].isel(sim=j).plot(robust=True);\n", + "\n", + "#ds['cTOT'].isel(time=-1).plot(robust=True)\n", + "\n", + "temp = d_ds[poolCheck].isel(sim=j) * area \n", + "temp = temp.sum(dim=('lat','lon')) * 1e-15\n", + " \n", + "print(str(ds.sim[j].values)+' change '+poolCheck+' = '+ \\\n", + " str(np.round(temp.values,3))+ \\\n", + " ' Pg C / '+str(dtime.values)+' years ')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "------------------\n", + "## Quick look at latest state of model" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['MIMICS_mod5_GSWP3_KO4_exudate0_cwdN',\n", + " 'MIMICS_mod5_Conly_KO4',\n", + " 'CASACNP_mod5_GSWP3_exudate0_cwdN',\n", + " 'CASACNP_mod5_GSWP3_Conly']" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sim" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cnTOT\n", + " MIMICS_mod5_GSWP3_KO4_exudate0_cwdN mean= 12.7 min= 6.1 max= 23.7\n", + " CASACNP_mod5_GSWP3_exudate0_cwdN mean= 18.5 min= 0.0 max= 44.6\n", + "cnMIC\n", + " MIMICS_mod5_GSWP3_KO4_exudate0_cwdN mean= 6.9 min= 0.0 max= 9.7\n", + " CASACNP_mod5_GSWP3_exudate0_cwdN mean= nan min= nan max= nan\n", + "relMIC\n", + " MIMICS_mod5_GSWP3_KO4_exudate0_cwdN mean= 0.8 min= 0.0 max= 4.0\n", + " CASACNP_mod5_GSWP3_exudate0_cwdN mean= nan min= nan max= nan\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "meanVars = ['cnTOT','cnMIC', 'relMIC']\n", + "for i in range(len(meanVars)):\n", + " print(meanVars[i]) \n", + " j = int(0)\n", + " print(' '+sim[j]+\n", + " ' mean= '+str(np.round(ds[meanVars[i]].isel(sim=j).mean().values,1))+\n", + " ' min= '+ str(np.round(ds[meanVars[i]].isel(sim=j).min().values,1)) +\n", + " ' max= '+ str(np.round(ds[meanVars[i]].isel(sim=j).max().values,1)) )\n", + " if compare==True:\n", + " j = int(2)\n", + " print(' '+sim[j]+\n", + " ' mean= '+str(np.round(ds[meanVars[i]].isel(sim=j).mean().values,1))+\n", + " ' min= ' +str(np.round(ds[meanVars[i]].isel(sim=j).min().values,1))+\n", + " ' max= ' +str(np.round(ds[meanVars[i]].isel(sim=j).max().values,1)))\n", + "\n", + "ds.cOverflow_r.isel(time=-1,sim=0).plot(robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ncols = 2\n", + "nrows = 3\n", + "s = 0\n", + "# lists of variables, titles & labels\n", + "plotVars = ['relMIC','cnTOT','cnMIC','cnLIT','MICrK','specRESP']\n", + "plotTitle = [sim[s]+' MIC C: Total C','Soil C:N','MIC C:N','LIT C:N','MIC r:K','Specific respiration']\n", + "plotLabel = '%','Soil C:N','MIC C:N','LIT C:N','MICr:MICK', 'g CO2 y-1/g MICc'\n", + "\n", + "# create the plots\n", + "fig = plt.figure(figsize=(12,10))\n", + "axes = [ fig.add_subplot(nrows, ncols, 1+ r * ncols + c) for r in range(0, nrows) for c in range(0, ncols) ]\n", + "\n", + "# add some data\n", + "i = 0\n", + "for ax in axes:\n", + " ds[plotVars[i]].isel(time=-1,sim=s).plot(ax=ax, robust=True, cbar_kwargs={'label': plotLabel[i]})\n", + " ax.set_xlabel('')\n", + " ax.set_ylabel('')\n", + " ax.set_ylim(-60,83)\n", + " ax.set_title(plotTitle[i])\n", + " i = i+1\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "-----------------\n", + "# Read observations:\n", + "- Microbial C:N, Xu et al. 2013 https://doi-org.cuucar.idm.oclc.org/10.1111/geb.12029, avail @ https://doi.org/10.3334/ORNLDAAC/1264\n", + "- Soil C:N_GSDE, Shangguan et al. 2014, doi:10.1002/2013MS000293, avail @ http://globalchange.bnu.edu.cn/research/soilwd.jsp, \n", + "- Soil C HWSD and NCSCD\n", + "- HR Hashimoto et al Biogeosciences 12: 4121-4132. doi:10.5194/bg-12-4121-2015, downloaded from http://cse.ffpri.affrc.go.jp/shojih/data/index.html" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "obsIn = \"/project/tss/wwieder/soilCN/global_run/\"\n", + "\n", + "xuMic = obsIn+'GLOBAL_MICROBIAL_BIOMASS_C_N_P_1264/data/Global_Soil_Microbial_BiomassCN.nc'\n", + "dsXu = xr.open_mfdataset(xuMic, decode_times=True,combine='by_coords')\n", + "dsXu.CN100cm.plot(vmax=10,vmin=6);\n", + "\n", + "GSDE = obsIn+'GSDE/'\n", + "GSDEoc = xr.open_mfdataset(GSDE+'OC5min.nc', decode_times=True,combine='by_coords')\n", + "GSDEtn = xr.open_mfdataset(GSDE+'TN5min.nc', decode_times=True,combine='by_coords')\n", + "GSDEoc['CN'] = GSDEoc.OC / GSDEtn.TN.where(GSDEtn.TN>0)\n", + "GSDEoc['CNmean'] = GSDEoc.CN.where(GSDEoc.depth<=100).mean(dim='depth')\n", + "# Mask out crazy results\n", + "GSDEoc['CNmean'] = GSDEoc['CNmean'].where(GSDEoc['CNmean']<150)\n", + "\n", + "HWSD = obsIn+'input_data/Soil_obs.nc'\n", + "dsOBS = xr.open_mfdataset(HWSD, decode_times=True,combine='by_coords')\n", + "\n", + "NCSCD = obsIn+'input_data/NCSCD_Circumarctic_100cmSOCC_025deg.nc'\n", + "dsNCSCD = xr.open_mfdataset(NCSCD, decode_times=True,combine='by_coords')\n", + "\n", + "dsHR = xr.open_mfdataset((obsIn+'RH_yr_Hashimoto2015.nc'), decode_times=False,combine='by_coords' )\n", + "\n", + "dsOBS['HWSD_SOCall'] = dsOBS.HWSD_SOC.sum(dim='nlevsoi').where(dsOBS.HWSD_SOC.isel(nlevsoi=0)>0)\n", + "dsOBS['HWSD_SOCall'].attrs = dsOBS.HWSD_SOC.attrs\n", + "zon_meanOBS = dsOBS.mean(dim='lon') * 1000 #gC/m2\n", + "zon_stdOBS = dsOBS.std(dim='lon') * 1000 #gC/m2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Regrid observations" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "dsXu_out = xr.Dataset({'lat': (['lat'], ds.lat),\n", + " 'lon': (['lon'], ds.lon)})\n", + "GSDEoc_out = dsXu_out\n", + "HWSD_out = dsXu_out \n", + "NCSCD_out = dsXu_out" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reuse existing file: bilinear_360x720_96x144_peri.nc\n", + "Reuse existing file: bilinear_1680x4320_96x144_peri.nc\n", + "Reuse existing file: bilinear_192x288_96x144_peri.nc\n", + "Reuse existing file: bilinear_268x1440_96x144_peri.nc\n" + ] + } + ], + "source": [ + "# NOTE: [from xesmf], Data arrays should have (lat, lon) on the right. \n", + "# If not, use DataArray.transpose or numpy.transpose to preprocess the data.\n", + "# Note this is also a pretty quick and dirty job, not sure how coastlines are bing handled?\n", + "XuRegridder = xe.Regridder(dsXu, dsXu_out, 'bilinear',periodic=True, reuse_weights=True)\n", + "GSDEregridder = xe.Regridder(GSDEoc, GSDEoc_out, 'bilinear',periodic=True, reuse_weights=True)\n", + "HWSDregridder = xe.Regridder(dsOBS['HWSD_SOCall'], HWSD_out, 'bilinear',periodic=True, reuse_weights=True)\n", + "NCSCDregridder = xe.Regridder(dsNCSCD, NCSCD_out, 'bilinear',periodic=True, reuse_weights=True)\n", + "#XuRegridder # print basic regridder information." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "using dimensions ('lat', 'lon') from data variable BIOME as the horizontal dimensions for this dataset.\n", + "using dimensions ('lat', 'lon') from data variable OC as the horizontal dimensions for this dataset.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xesmf/frontend.py:486: FutureWarning: ``output_sizes`` should be given in the ``dask_gufunc_kwargs`` parameter. It will be removed as direct parameter in a future version.\n", + " keep_attrs=keep_attrs\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "using dimensions ('lat', 'lon') from data variable NCSCD_SOC as the horizontal dimensions for this dataset.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xesmf/frontend.py:421: FutureWarning: ``output_sizes`` should be given in the ``dask_gufunc_kwargs`` parameter. It will be removed as direct parameter in a future version.\n", + " keep_attrs=keep_attrs\n" + ] + } + ], + "source": [ + "dsXu_out = XuRegridder(dsXu)\n", + "GSDEoc_out = GSDEregridder(GSDEoc)\n", + "HWSD_out = HWSDregridder(dsOBS['HWSD_SOCall'])\n", + "NCSCD_out = NCSCDregridder(dsNCSCD)\n", + "\n", + "dsXu_out = dsXu_out.where(ds.cnpp.isel(time=-1,sim=0)>minNPP)\n", + "GSDEoc_out = GSDEoc_out.where(ds.cnpp.isel(time=-1,sim=0)>minNPP)\n", + "HWSD_out = HWSD_out.where(ds.cnpp.isel(time=-1,sim=0)>minNPP)\n", + "NCSCD_out = NCSCD_out.where(ds.cnpp.isel(time=-1,sim=0)>minNPP)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Plot observations and model together" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "soilCN = xr.concat([GSDEoc_out['CNmean'],\n", + " ds.cnTOT.isel(time=-1,sim=0),\n", + " ds.cnTOT.isel(time=-1,sim=2)], \n", + " 'soilCN')\n", + "soilCN['soilCN'] = ['GSDE obs',shortName[0],shortName[2]]\n", + "g_simple = soilCN.plot(x=\"lon\", y=\"lat\", col=\"soilCN\", col_wrap=3,robust=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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YfTRyxAiXh8tYFVRGCgMhhHa0M5oE/+EgtRf/qXhWCVoiCoChKxWMI9KC1lJNMHcaxRkthFIycenqjlgEtMUMDCmRDg9Ik0BU2cVzmzYTz5+KkCYJbxZ6cC/SlcIpQgl+K8MZfGGGFycmpjTJb6vHdCrTeyK7DEdiK3pbPSIexfRm8LfqkS76Kj7eE+CqhUoVu6G2FSnBkJJowsDn2lfk2ablM5HG/doo8Chh1uGfnPS9tOmZDF/Pc9lIy0M6lM1aOjzoHZrzuh0kJi9iohYjkTEJjBip1hO+IebG79VxeH1gGkhvBmLta5jlStMvHCbSm4HWWot0+ZhU+yFVJScAsFi0gTQxYxlk1X2KmZKFkWE5NzTW4mjcSbxyC87iiSxzTOMEVg/iWRkYPqlp5brjy/cRIp2aRnvcwNlNAvok4GB+prnPsqK0TvHClZqe9L20Uei2z+Xopq+CxlD4To4GBjrv5qGkYRqs7Q/Uxkh/eei4wT+zupqvH3tgO/LzG2pZUKh8+/64oiq5/LSJfo7ztaKHGtmZPnXMJ+2OtgXQWzqP/2Dan4NhViznpdh4zio48Hbx+krrU2bP6+t2At381Rqq0GIh9aVDKOkHHQFCMPLTwFQ2tfHwR7sBuPrYkgNua+xaQzxP+Uj+baMSEC+fX0xi1SsIrw8z0Ej7rLNxC5MxUDEvSayhCrydWvB4bQV6m/JXHgh/zehbj/Pp5AuYexAVr3q56d98ioaCYMRB8xzS2DbtVb6a0/IPrDkd7fTqczlG5vGYFy4PhSNVsOyJrsLXaDsvg52gfrgS4G9vDnPm1FyOLUrjzIl+JqYos5aINrEplnaQvffHbWkhXLWbkC51DLudSsApb6vGyBzH2zsDXDjBR0hC3FSaNY+MkaFJtgQEM0ONGOkF5ESU75WZ6kcPNSKFBu5UjNRc9GAd0mk5pUUgZkg84XoQGiFfPmn1mwBoyplGauEMtFg7pkc9YOYWqFuV1OJkE8YvGyEMpshCWGa9RFYpLcEEntQ03O2N4NjXAc7c9iGgHs6lVz7B8acqX7vX3t1Jxbsv89c//YRUl841n4QozGjmwkt/CEDhUWdw63UnM9l61r9QZeLUOwXzCZb5fHcgYi1R52ey1gRCQ+oOhGH5X0ql3cn06OTEGsHsXNaB3mqZ3X1pGOkFxNGItIdJS/EOWhT5joYgAP4UdZ57iw4eaMa17+LqqVnEXn4QV9k02tevJtpijeXci3rcJ9ZU3WOcd0dks9Qc6A07ENZcrsuZjr9DA5xbwqbmOEc56jDJAaHhC6iXAZ/QqJWF5NbtwVFQinPPWsgrAUuoQ3NguryYqX6o34XmS0+Ow/Bm4qrZAEA8dxIi1o7pU24q+qSjMWMh9CkLMIFJqR5EQgle7r2b8DfXgmkgcoqQponhVy4SrYZOhi8HpImIdd5rjN3rkHWWuXzBeSy85VUuOLGM51fuYfNHWwB4+VcX49E1/rh9AZNDMRaedxOFR50BwJ9/fDbHWG19EPHTMZXn/uVWPnvuTQA8v7nB2sJkfpqa18JIJOeyFBroDupR95tcgnQXJ7xmpMu3FKTTS9SESCiMB/V7cPv6f786EB3zGKAgVVk7vJ5DE3IHG4d26JpLIUQJ8DhQgLqLPCylvEcIkQ38FSgDdgKXSCmbe2tnMDnihMvehKRDFZ66CxRdv3fXio024Wwo6Hq+DkeAHemax8PltS3qAXf2tE4/wuy0FP6xuZLJxaoWdSR9HOUpKtHz+zsbmZbj5QfifQDeHf9ZZuR6Ea11RApn0dYcZXzdSgB+vEO1eft5nYE+Hf6A5M5HB5a/v4Hlu5q5/bwZGDuVSc/IKEAP1DLd4SSRU4beUo1RvQ0AMeU49QDSNJx1W5C6i0TuRDTL1yx9/OnUtydI0x1Idypv7wxw3jilEkwngogkwEywOerj129X8PvFSnty6+ooPzo+gx2OcRSnO3G01hLJVJpcT+N2ynUXf9nk5cyJWSytaAEy+dLcImLNtWiRzgcPwJJ7Htrn+8WX/Yi5F30JXdd49LmnkstrVr3BpflHYZLGOfEtmLnjkm2JRISlKEHvKwv21cJF2wIII46ItSOFZkXdqyd5Tswy02o6SPU0MV0+XP7iHq7+wYmb5sE3GiG8vzvALQuVz59ECS2pl/2UWEMV7W+/TdY8FZUd27kJ72e/hahYTnzHeqbc+ThH/fVJAMy2Fppff5GMObNpi5l4Vj7D89lnJvu4fH5naqICgKM+k/y+ZuVu1pDCVxb4iS17BjFOzXazrpICVwVi/HSM6m1s+M0fmXP7T0HvdMnYffcd6E4H/nlT2PyXt5n7q58BUKfPJlfTkU4Pa1sE880GhOViIswESJPalPE8s34vN2Z9yDOGikH/greJ1kknkxZpQAvWkfCXo+1RQmpOWjavxko4sTSL9+sdQBpnpHSm/unKffc/T6ByY/L7aVfX8+SvrqIpFOPca9UYa1a9AcDxzRnItExmV72JI7eIRE0l8cot+7T39WPGJz/H9yo/UOn2IaKWdl3XQJrkmpbconcTJXTnIQuOWxqV3+iRoLl0avu/JvUxWjwBfFdK+YkQIg1YKYR4HbgSeFNKeYcQ4mbgZuAHAzfqvjMmhcsDCSi9rTtUoWa0mFVHKgMlcI/VAJ6ueeS6s6uxrcfl71Q07OcT1Rc60uZ0BK7Y9I8HP9yJISXXFlvXJav/YfArd7cAsKBkf5N6x0N+tJKo3oyIR4D9Az4Sq16Bkln7L9+z8RCyUe6rpbbpP6v3tGCYMKviRbTpJxxSGyt3t/Q4j20shED0dJ/ug3AppawBaqzPQSHERpQb/IXAqdZmjwFLGSbhUkg5+itpLFy4UK5YsQIYXu3gWNFQHixJ+Uih+/k+kOZzOAVPIcRKKWWfcqZ0ncuBUJj3dyuBr8MMa1gm6Vc31XHjiWXEDMnVT60C4KVrjqGyNUZtMMbeUIxFJRlJk9eSjfV8fnouQghihiRXC6Nt+0iNz6u0SNv88wF4vaKR645XprnIa3/kD2mnMzFLmX5Pr34VbdbJAKyNZuJyCKab1Zi+HMTm95GmCujRXB6W5xzHpCwPGR8/g/D60DNyMMNK82E01qJl5GDOO5eoqXIOJs2IbfUsj2bz11XV/Or4FNYbOYxL7dQeCSHwOATe5p0Y6YXJ5W/tiXK2azexwpm4atarcUzo+bS7jrpqv2WX/+B6nrjzPsL/uJEbVwjunqTM0ylXPk3o4Yt4I+1Yzgh+hFZQrrSyHeNpqeXB4AR0IfYRLo3UXGXyFhoioVKxdOwnXep8ipjS0rj8xUnBEpRwueTTGnRNoAnB2dntyXUHiiwfTPozj2HfuRyvrUCYCUQ8olwdtE5nv716NgW73kM4nXycdhRzVjwCgHv6QmRGPkbGOPTN7yETcUIzzwLAt/41pGmgeXxENiyn4p8f4E7vdIOYcvPNAESK5pHi9fDB6acAMPtfr+AOKSvAii9ezrF/+DU1WdMBcGqQvW0pOJxsvONuooEoDq+DWff8BgBj22o++dnDOD0OUvwpxEIxQnvVdfFkeZh+5dlovnTCO7aTdsFXktrtirTpvLS1nusLGqjJnkmuUL8BV2YekfYQWjSIvmc9MrsYpMkGoVxSpu16AzFhPnLbx2r7RZf0eJ57msvb3ryXSYtvoO3es3jcfTyfX/kg+Q8rl5Wqy9IQV9+OfPiHZJ10GmgawroebSuXsfO876vjtYRLfZIV0CRNpO5C6lZyT2kqbbyF6VGaSldWwX4vSf/aqF6S44bJuaXqOg1n1Hh/5/Ig9H/FN3OKHrsoI3e/db9tqOKF1oY7gTO6LH5YSvlwL22VAf8GZgGVUsrMLuuapZTD4oQ9JjWXPTEafQYHir4KvQMhgA3Vee5uTu/rtqONCdledgeitMeN5LILZhQwIctLzJBUB6O8fpJ6iMWB0nQXmxva8ac4ydXCbI+oB8Gi0izS3DrOjUvRfGmYKZlsK1amw+v+tpanLj+K8k9f5GHt6B7HEYgmyPNZD5VdawGY63AhsgtB06gxUsib+xmc65XZ24xFOLZtNbRBQtNB0zECjZhB9dCpXngpJTveRl/7Kl7TQMvKoyVFCYqu9GKKowbfO6UcvelTygvVw7ZrZHA0FMTILObbL2/n/llKAF/sL0fWBnBWvI82a3G/zvO4BWezaWcz4SU38Fh9FvPHw/d3KkHwuv/5DjK2gbO1bZiajlG1JfkwFsVTkXHlltBxfv7R4ubzs8fBhqW8pk0nGDP4XCH7CqSWT550epPz80BanlebUvjs9J4roIwWtLYGjMyipGDdkSqqcMNScHuQmYVoV12M8WX18tK+Yimui25ARIK0rVxG2pkXk9asfCfjjTXs/PurOH0evLlZzL79f1npVMnm5+55i1U3/YTpz7zQ4zikKyWZd3XrHb9Ad1l+pgumETJNUmYtZOJFJ7H5L28TC8XZ+L3vASA0gTTUy117Qzvh5gjHP3QLAOtvu4stT72O0DVSCzNIuSw/GS2eI3WuOqqQxMrl5OaU7XPsnhQfRv02SPPzwA4n14TfYdaE2QDEAo2w6nU8n7m6z+f4/Ou/qcYXN2n77XnsmXwWi4HlGd/hhdPh7Kl5NNz7XVzP3UEEaHjrdRweF5knnpZsw6VrZLh1YoZJ9awLqDpfuRQc/9wj7HCMo8ysQ0gTYQnPevl8FYBkJJJuHQeayy9VRvncrMJe1x8paLpA7yEXkZXW7Hkp5c0Ha0MIkQo8B3xbStkqRlAC9rEdLtqFoRB4IuHwiBRgR+KYhpKxdvzt4cjBNzpMnl6zh6fX7Bn0fvpDZVMblU09uwKMNHrSJh0uSz6tYcmnNQPe7nDR/tyvaH/uV4Pez0hMgTMUv+Gh4pfvbOv3Ph2azCMZoQt0p77fX4+m8p72F8KJEiyflFL+3Vq8VwhRaK0vBHrPbj/IHDGaSziytZfdORRtXk/BSj2tO1BpxsGmt2s81L6xA9HfE2trmeZPZUKWh81WcuRTxquQ5cl5aTy1qop3KxpZdIIKSLjy6bVcdkwpc/NTiRgmlTHBBKelXWiuIJy5EJe/iH8G/Fzg2sskoYTHG06fRFPE4MOsk/G0RVk8IZuP9ihtoGvibKaZqeSnupjRvIq3S84hxaneSY8zKpBSEs6ZRKg1jmvnx9SUK/NjfrweU5qIvRVw7OdUbsCqjQiPMsGXtawn1liL8PhwFJQS37kxmZzHyJ/MjrCHHc1h1tVk8f0iqAt3am4B9JYqTHca95yag+6fq5YB9DEgJrbqkeTnBz/cyY3X/ozqleD9a5d1+xjNLH/A7Ssg0ICMWcJBw26E14cnrvGzJ1ez8dVnk3t4L3ucO+79b6b4U/lblYlD19har4TjquYw954YtTbsOfL7c7MKeX5DLaaUSXcIUPkzAWYUDI1v7EAIyh+2Z3JcOmgNOzEKppB4uzNgSp9xKh9XNvPRrhb+48Sp/DzrCwDcemIOptNLm/Cgf/nHJFYsYfez/wRgwre/Q3rZWvzfuoXqO37A3mceo/CbdwLQPvsc8h87m9pQnJJEHWZKFnmzlabMHazFTMmi7V+PMeWfLxOKm6T99VYAhK7hO/3zxHMnYW5by+wH7iH24YuQUJrp5k07mfZfn2Pv80sw4wl2v7uVbff9FoC26jacqU4ySjPZu7qa3OfuJmXOsQB4Zy5mc2OEDakncrE0SXj21eolKtbgKJ/FdeNa0Mu/mlzu6cWlozsd8/XjymYWXfhdAF64r2Pd5wEo93cG1/hv+LVq/92naf5gGWY8QfM7bybXex2CdytbuOLKnzD+hPNh/n+hOzTWpBdQHqiiwlkEwNZIOhvr1P3F0bTLarzn399np+fzr41798myEGupoxF1PyjMHPya7IPxwnc4CF1Dc+2fC0r0IVxcKBXlH4GNUsrfdFn1PPAV4A7r/z8HZLCHwJgTLnsTgEazabSvDOUxdhXi+trv4UTkH4kvBR1+j89vqKU8S53jipYoswv3rQKzw6HMb5PzTab6U7jl1S38+MzJ/Pqd7XzHqt5D9jxEKEGZ0LjAVwNoyXrL56XV83ZrAY99uItFk/2Mb1lPcYEywf52ey7XeFZCuwbZhZwWWMt7mhLmDF8OVY48CjGZkP1VzC0AACAASURBVOEkkTIThxX5LHZvRWTm0z75JJojBvmpuTCjAOfezQAE82fiyZuikls3VuKYcwqmlTpIxCPMKypgXlFm0nxW2sMUk56BSWNy7XFl3Gh97ip09sQpzwUBN+98XgWlGI3VyPyJzE1JZ/Hxpbxy83388CV1jE/98n7aIgnSXDpp1kMkzaWuncuhcdMy5Xt3/+d77y9umBgSjipQx5rq0miOGL3vMEI5aUIOkEPM7UNvqUaffzp6+fz9tvPd9BtmblJpcIKOdO799y5uWlTKY2tq+crCz+Ff+DkAWiSY8QRVP/sOmstJ9tELSbx6NwBPf+vP7HhyCZfMHUf7y3/ClZOD+MnvAah/6PuY8QR5n/kMzQ/+AO3rt5O6UAWsGDMXY7bWokWDeE6/FCMtj2DFLnxFyi8u/xvfwUjLp+DKQqTuIB66jfHfUemqpkRDmIFGdvzhT0w8by6uovEkGmvxnPU1HMC8Ig/zipRQ2a0cOQAifvj3t+75TQ82l+8xF8KxC/lW3d8J71V+qL4p08hwxZmYlULkuf/kLWM8192vMk40Gw5yzQSTokqQnJjhwuNQr4S/b1I+0d88QH/5ltvIxCw3qcbosEAMJpou0J37G4/7IlwCi4DLgXVCiI6M/D9CCZXPCCG+BlQCXxiY0fafMWkW7808fSQKKB0M9LEP5bns7VoeyhhG2xzo7W17tJiHB4O6QGhA2wu2D++cOP/hDzj/4Q/6vV84MrpMqzcuWdfj8kBodP0mB5LOhPuHT6Jq/YC1dajc8uombnl1U7/3M3Z8MgijGdloDg3dpe/31xezuJTyPSmlkFLOkVLOs/5eklI2SikXSyknW/+HzSdkzGkue2O0CRX9pT9ay4HUcPalrcHUqB5KZaXBTlvUdQwDMe8uvuxHfPtn3+X/zp9JS1s72xuCODTBaeVZRAwzGRG+dW+QZ9fV8v3TJ/FJTZC7zpuSTNAtzASmw03AU47XoWFIia9GPexj42ZzAoIXslI4oTSLuD+PJzeq/HXnTs7ihVoPU/0+prWuIxFs4YSw0mSQOpuSeC0JUYzeVo90esi2EieLdD9Gej6BiEGWR0dv2YPpzQAr919VaxxwkJMyjtxALYlMZU7zpPTNPCZdPrRwAGdu/9P99ETjsgf6lDj83e+pwIf7P1Bpga4p9SHCARbIZjaVFFDfnuDYCUqb88aMRfzmzic4+v7rMaQq93ZmqtLKneUzeTkvn9ZInF2NSlh+bOXuZD9fWVDCkk9rcDt0Ti/LoDWmtJV1oQQuXTA+Q2mBXt1cx9lTD1xD/VAZDDPi95bWM7fEz/KjVdDOb9qVIDInSxCMpQKwq0m5gLy+XeMbRxezZm871051oQX3cN24zlyW9wQ+QYuqsottzz1E2kVfA+CKDZfyux0avy1SGvYrd37CPKu29q6r76TMk8BY+meMWAL3Yz9BO/tCALTtHyKzi5GfLoXUTMT2VaQU5OA9Ua1PpBegt9ay94mH8BWqzAYdJnOpuzAnLEBzPYH/AhXVrU/rzLV5IBzjypGm2eftD0T7C9/tcyWq752i3GneqbiKBR8q835kZwWJTbcx4as/JxEfxxS8XPwZVSHpO//cwKPnFiLMBFJzUPvrnzDJyq96ynf+B6k7uU2lzrWqUIEzrwyAN7bWk+F2cJReS9xZjuG0XDoiBnnNStNfGwgla54PNCPNJA6g6Uq47I7oIfflaOSIES5tFAMlVB0JbgYjgWt/ehPuHso0Gqbk1je2cf1J5cliYbd/djqvbmukJN3JJK+LqAS3VVIw4U7HGawjzelBCjem5iJWqB5CEUMiBNxyxkQ8Dg0RbeWyqermr0WaKS5yIV2CaOYCnL4dyfQ/Yu1riPK5aLEQS2ocfD69GqNGRfPKsjlo4QC5G15Gm30q1O9Cd7r4XWsZADP0GCdqldR5p/JUezlzW1TFjjkpBz8nbXGTNpHFBP/AmMUPpRrNRVOVqdTU2vlLbZRTy7I4OQMmn3EDjz5iJdbesIyv/bcyuLfHDf7DH+T3lerh+Y2SMOMzPUwTbXzpVJMngj0LyRVNIeKGmfS13dSgrmemJ4M1tQOrwR1sxvtTyPTuXyNeSsneX9zE6vuX8YEhwUqPN/74Im59W5lgT6h5E629mftqlG/g9YWLuTFDmdXvr34d3xeuw3CnWg2afGOWhmhejogEub5wf/M7wF0vfI+bzv8lP/25eiHKmjUFR1GIbZPPZfLupTQve5esRSdBWPm4rv7cRcz97qWE9tQT2lNP3q+eoL3jx/fsnXimz6fo9j9Cfd8DXExvBmbxHNypGQff+CAcannT42vfgjKV1N0142QVSR/YQcr5v2b1y3fzfz/6JQC//d0tiEQU6fLS8NufE7zhHvSfXAGA1lxFzV8e57yPKjjq8Z7N8TtawgS8fk52N7CmXf0Oji7NIuqYSLMxNKJIbNUjvL+zkUXlfxqS/g6IRo9aSjE2ZMvhNYsLIXYKIdYJIVYLIVZYy7KFEK8LIbZa/w+ao0maZtJMOtY1lL1xJB97B/2tYz4YrgKH2+buljA3LlmH66ireGTFviazjpq7YxmzYjnRtgDRtsBwD2VY6X7tD8QbW+sHvP+B0PTEqndRdcs3WLm75YDFAMYqxqdvJv+OVGINVSpNUS+E/nLrPt/rW9t72fLQGYlaSwBN03qOFu+bz+WIZyRoLk+TUjZ0+X4zI6R8kc3AczjlN0dTYM9AjfW7p5QTTUgMS5sTNyE3xUHckNx7/lQeW1tHx8vvOZP9XDwjD3c0QJOWRnass9yhI9wEpgGJGKYnHYdpoAdVlooOQ5QwVc1gYSY6X5/NBNLpoTmhkZ1Qfp7apn+r/6XTIRZGq/mI82cuhppaxCSVJ7PJlUOqS8c514vpScfp9SFdPr6RpcyIpjPCe4FStm5p4IoJOkG3k6y6T/t0Topc8UM+nwNFcbbSki35NMhljo1M/2mIt39+JtvfvJeZF/8CgOC7dyGMONLhJiYcGEYKV80Ed5oK7JhWW8HaeA51ZiqXTtL589Z9H6w7mtu5YFoeUkKjFS2f73NxXK7G7qjJnHwf6+sH/mHclY6gkDe21nPmlMPT9lw5T2m8DQnLrWXfSZmWXH9+sdKWL6uz3AQsrSUoTSXAAztV8OsDlS8ghYZ0p0E8jBYNQrRzvnfUm8c0eaDyBb5Vej4A99W+zfUFVk5H0+DWez6Pb4IKehOaRtuK95k06Rhi29aSddKpmHM/AxH1onP0Q3dietIoCjSCw4m27Ck0q8ShccnN7G6Lk/a7H5P1xWuIvvM3PLOPP+g50bdavrZdylMONa5FlyQFwHVXXM7mn/2JL8RWEHroAqb/7A2uWv0WACuOfYsrGt/nhpwTuPffd+Df9hKuP/wDgOgbf6LwquvIvy6L9ucfxnvhNfv04U9xclK+jnR6MUQa4/TOoDRn9af4gy00Tz6NwaRjLrcuPuMgWw4NmqPnPJe2cDl4jJjyRTZDR199JW1sRjvb6oOsqQ1ywf7FOWxsRhUf7lLxIkcN8zhGI6IXn0tNHxt28WEt/yiE2AE0AxL4nZTyYSFES1/KFwkhrgauBigpKVmwZfPmoRr2iGY0+EIOd4nOA+XoHEg6+vGmpByw1FjXuVxUXLLgwzUbiBgSv1cnZkgihkS3Ki9kuDVcsSBVCS+raoKcOzmb2jalydOEID9FJ2qCx4wi4u1oYaV1ieeUoxlxtLYG0HS0SADTo/y8TE86WrgFTMMq8eakwaUkH3+kllZfITFD4tAEme01SHen072IhVWgju4EI57UeDoadyJiIeKFM5G6Ey0WAmmiB1RJRaSJdPsIZZSSsuF1hMvD624VgHFGtjpvHcEAI5kqK2o/nJA88vFuvnV8KYVB5XeKaSDdPqTDzcpwOkf5ney2FI1raoOcX6zO1bo2Dw3tMbItf8T5oopd3jIA4qZkdyBKlketK0lX/3P2fIw+49R9TH4HSz1zONS3tpOX4TtoybyuczkVfcFlFDPO4+Dm6vdU0IsrBS0R5ca0ucl9dAGz0j2sCUS4K7yJm7zTemz7gR3/wEjtrEuuhxqRugPNmoPSSmWltTcjdYeai0KjNa2E9KAKlopkluKKhyAeQW/YgZGncoy6sseRqN6MdHqRQlOaUM1BfOVrGAFVzce9+DJV5jTahiNQTXT9h8TqlfbfXVSKa8JMap/5M670FBxX/RzPe39OjrU/VXaGg9i7Tyc/61m5xCYtwrHmFSqfepqyb1payLQcpMPDm6d8kSVbm7itdQNbm5S/6vzK19S+pdMJZE8mo6WCXb+5HYDSK67ALJuH6U6jNQ45rduRmtJrBZaoOZtz3S+HbC5fI8r4HbuGvfzjzQtnPHb59An7rbtt+ac8tXnnIinl+8MwtAFjuDWXi6SU1UKIPOB1IUSfcxhYdTYfBlgwf/7oL5A+AIwGwRIGtgb7oZifR1oN+K5zee5R8+V7uwPMyE2lImLQHjf4tC7I6VYEsl+Psi3iIdurcWxROoYpyXCrt1+vUwPTwG1ZVbRoSAl+gLNxB7J6K/FZZ+FsrUFqDrSQ0jqY7lT0YJ2qDWwJh7khy+dPaGQ2bSWeOwm9tYZ4RhExo7OesHfNmzTNuwh/tJEWt58s6yGe8JezN6ZT1FQBUiJdXoy0/OR4jPQCnLUb8SZCaF4frzlmcVqpMjUbpPY5any46TCPG5ve5daJINslssWqozz1ZD778MfccdEsFnha+Lg+nUBEmWvPmJBFGHAve4rjf7AMgBeevgOAN8iH9jC7A2EmZKsIp+ZInDMm5yr/vS51uWOrHhlRPmVd53KucMtFOV7qowZNWhrhmEnF3iBHj0tNbn9b6wZSiSF1J3qwDhlu4d5G9Uy9IeeEfdt2edHbLA+qSJBY2dG46rcqV45IEDNb6SBE827wpqsXGN1FemBHcl57924kkTsRR3MViXEziejqXuACEqvfInjiV8hq3UEgo5zMlgocx5xH2Kui8VPqPkVvb8Z0edVvRdPxnXM5AO2vPonw+HClp6B99eek166FSXPQJh03OCd6gHGd9KXk541fvQC4B19BDrHWdowiVUDgkr9t47bzxrP4rScoc5Vwe/Ys2hLqXvAocPP3T2HKa0rIrFp6H2n/+wcAmqSkLW5SEmoEVw6N6RNwP3v7fmMYaXN5sOk1iXofK/SMdIZVuJRSVlv/64QQS4BjsMoXSSlrhrt8kc3IZ6QIiDY2g02sqZr9H0U2A0E0FDz4RjY2A4ima+jO/UUwOxXRYSKE8AGalDJofT4L+BkjqHyRzdhmsDW9h9J+wpRoQrCiOsD8wnQeXV7JE3fex/Y37wWgPuFiyp53KPzZBr59w4VM9Pt4faN6/3rotEzeaFaartNLUjBSc9FbrVrUQkMUTcXVWEEgo5ys+g0AaBMWIrZ9CEJTJnTTIFG/B9lFO6Z5fIisEqTbh2fPajyWFiheMJ1Y5Vbyi9eB5iDhzEGLqIe0iIUpkiY4nGAYJDKLkZqOTC8AIJSQOPKmk1azhubxx3Nm2x5i4vDTsQwXb+vTSHXp5HuclOSpHJTuypW8/JXpiEgL0bQCSp0GzW51y60LJbjg9repWKq0lsf/vyuYnquu3cb6duYW+AhEE1x41Z1Eg020vamiamVUmSGP/5eTj29RfQ+mCbGD3PQ+5IjqRtG8mcx/aSntcQMpYcnGOm6+4TaC793D3SGV8Pvbvhm88+17ufMbx1CakcWzn9TQcO45AFxxskrP9Pi/lRZdCwc6A81cXpwblxKcfLLSEgJ6k9pOOr2IuMqnalZXJM3a0UVfJnXH+2ipARI5ZejbPsSnaRiTVOBN3bvLKZ66AIRG3JRgGGjhABmWhl/qLpAmRlYpIhrEcez5XJd3cvJ4b7vvC2Rc8p/E/vUbWDC4wSmDyZSf/g+1mVNx6QL9rptYdup5ADz74uNowXVEShaQmzC5qW4dXofSsp133wdM+duTAPzwju+ToSeoj6l7SH6igVaRw/xfrmPLm/+g9Zcn0VSn8uh+fOFPALjA6nso5vJDcie/E8OvHRQOHc3Vk3A5/GMbCIZTc5kPLFElMnEAT0kpXxFCfMwQli86UL3sjvWjQTs2WkziA83Brt9oQxeCwlQ30/yZPLWuFl0TXPnDG3BYphLDhD1lp/DQrUdRmuFltt/FRZMzk2bkc1TVRqKhIMKIIR2eZNvO/HISVevJaN2V9F3TgNi2tbgmzcH0ZhBf9RbuGcfS8PcnAEi77k5M00Akooh4RPkROpXwpLU14Dn7K5hmAmPjB+TUbCdhJVWO7tiE78TPkkjLR8QjaJEACW82WDd1t67yVfp8OWTuXg7edNy1G3osCTgaONVbh4hHMc1shOVXagSbkVUv4SieiMvlJT8RoQDlH/v3Wh8PfOt4yv77NGKG8uoptUzspdmpSfPgK3+7k0UFrmTyeXPi0Sy6Z3X37kcmAtLcGpNTYrxZ04bXqXPPgz9FxEJglR69u30jW1tiPDCu0wfzIblzn2YeF2UAmJavb0c+R3PVK6RWvAdetTy66g0AXJPmIIHophV4Zh9PeMMnyEtUmUajZC6my4cWakQmYgDJkqTF3/gWAOGPXiGNV4gAzZt2Me6KbwCQyC5FxMJowTqkw831XQRLAG9hPoFnfovD4ya+9EUyr/7FYZ7A4WHDj37M1OuuRM8pZN3aneyqVCnQQgsv5pzX7sYZ2IMrESEzGuLVxercXNES5c2a1UooB9w+Lx1VxjPPuINosJkNL95B6X8WIWIh8osnok1ZBBtqh+MQRwRC19Gc++d9FdrYsE8Mm3AppdwOzO1heSOweOhH1DOjSWDpb63vscJIu0YjbTwdxPfuoPs7cVdH/pHEyt0tACwoyTzIlmOHuTe/BMDPrxgZAnZHFaKzJ/qZefaNB9l66BgJZQ77Q0fuxkPR/o5WFt/7Lj+/YMZwDyPJq5vrOKFEpY3KWfStYR6NQgiB6CkyfGxYxYc9oGfA6a8mqy/bDKT2cqDbOtLp6/UbLXy6pZKidBfBmMGNi1Qk4bXPruF/X9/GF+aNA2C6P4WjCtPY0xojfdH1gDInNQXb0TVBOGESTQhcug/hUVqdnIgynTuKZxKvrVAayK0fAyBjEaIbluOeeRwtJ15JJGFScN2d+4xLxNqR7lSMDDUGZ345Oqo2stR0nOOnUf/cE7jSVH/xUDiZP9NMyaIprpETbaXdobRzMUOSE65VWj5NH7UayyRCUy4AQkM4lDbCnHYyWnszBKqRugt9z3pkljp/F5an8OiGADtbwpw/xb9fc88++QvOyY0hYg1Ux0qAlKRm8+Nbzhqywzoc1m6qJNujE8PHOdPUb/B3H+3iT1uinDnRxwR/GtFQkLIMFz9q/JQCXZn8o61WOWRNB6FxV3gTWqwdQ9PRWzoTcjuO+gzmFuVWENu+HjNm7b9pBe5pC2k95yZagezxC8CM4mjZjZFeiB6oRjrcyIkqWFjLVtfE2LUGAO+C09j18EN4ctIxYwkS1dtVhzllmL5sYpoLb6AKlyaIWZq6e9/7PwLLVc7K0aqx7MCIGcoVxuVl5vevZda9UwHQQk3EqypwpPmRDVWQmcs/d6lsFJ+bnM3bU47hzLWv7dfeS3+4iWMCKzHWLiF8nDJEplpVsS6YUTBERzXyEL34XGq2z+XIo7sQcaCE3R0MlZapa58DIWD2JDCNJiFqKBit52PamTfu43v04MVzeWtbZxUWXYDXoTEp23NAH6VA1MB69pEbb0suF9Ik9r5yZU75/H8Rfv5e9Kw8EnW7yckpQ9v1MbJ0NgBSaKCpP61d+Uk5Cicn23LmlmJWqJTYmQuPRs9RDwvhdBErmI4eaiThTifFKWlK+HBZ4xFC8E4wHfR0zpi8f8LH0aax1KIhpNOtTL5WmhXpcCOqN0OGHyFNasYdS6ZHmbyCMZMTS7OYmKETR9AUNrj0bHVezyrPQIsG0QLNfPntKLCBv155zJAf06/+qK7r+ydPYNyCs9m1un9J1GdMLqGyNc6MgvTksm8eO57tDV2SncdCuHQX+Q5wpSshOylcdiEg3WBAduOezoWWeTz04esAaF0e1NfNv4a7Q+txbH4XLS0zmT5LC6pI/o4k645xU5P76OPnklj5IiItk4KTj1YvPVm5yLlnq33bGsBt4kkEMNLyiJkyGdm+K5EGk89hct7+JUlHm8ayZmUtM2IRNDOBNA2E5eca27YWLS0LMyWL0NTJ3JzWqZl8saKZmCl5IVtFx99yzDgev7EagPs/eYhE/R7+lL4Y1u7l2uPKhvyYbn58JRecXA7AlMX/wfp+zuXBQOjaPnM2iS1cjl6Gw2w52H0eqSbxI53aQAhvD7XH+0r4+Xv7vY+5fQUAsj0AGXn7mdoPl811ysdral76Qba0GUtEQ0GQ5sE3HEASa17DtITZjhejgaJrCdOBqB1uM7bQdK2XgB5buBwxCE3rVagazoCPgc6nOFqCi0YCo1XInj+jjBUr9tdGnj5pX+1eS5vy44oYnSleUz74C0LTSCubTqRoHq6W3Riblfapbt5FABSitJHC7VXlIAE0HUdhGfH8aUQ0N4HyUygKKX872aSizR1zlSnW2NlDMIk0MTLGoc3KQ1hJ242MQpyN24n6Jyed/JP5OD0qyGi6MXbS08YKpuNoroSG3Zg5RQC4atYj/UXEK9bi0J3kZpUQNtWxV7XGGJfmYlebQaoT3A7Bd2epJOAy3IwWCWJ6M/jzucOXTP7tO84FlJb12Ace7ff+Hqe+j9aygwn+Tu2eK6sgWXpQWjlQ5YdLOtdPmEk8fxo5LbtIVKyh9eiLk+uyUS4dQtcQmoZwqXPrKpvOPcE1xNGITjmF1N0rkKGa5H4dc9msWE53UdaMRZAZ43BNMcE0MMbNwFGlotGNvInckL1v3kqXZVIvHUOpjM5a+hjG7k0kanaipWdj7lJlWZ1l03n21P/k4qW/xZcd596WFdQZ6pzn6RFMp1clnzcSsPl9TkhR195orkO4PFwVWYb71MuG5ZiW/fg0NNT95r67nhmWMXRH6HrPqYjsPJejj+4Cx0ALarbw1z/G6vnqelyDJeRmpnaa2moDqhazcfyl+DSDOOBsq6PSWUCJVfs4ktj3MVp73BX4nOoNOWvT65iBRvTAMupKVATsVtd4AKZ4W/fZz9y7Ez1LCboyu5jEp+/hmjQXPVhHIr0AYahoaBENEfUrM284YfaoXd3cqATkoqx9E6ZHE6NP6PSk+IjFctCDDUQ/ehkAx2lfRmtvRvP6EFa0t8NKMzIz14uraQfZOeXobQ1okXCywowwrNruOyxBfpiEy3JLCBzsxNYuf3HyczgSQZyoEnrrbfUYQkNvrSHhn4Co2kxTpLMmdbYlo9aceRMlqRr8W6XCie+pwOX1UelfAECjfx6lu5ft12+sYh1aWiaOokmq749ewTP3RGjchZldgtyxGpEdxMhX81jEI70eQ0NMze+iLlNZ6q7+nooRgV42D2HEiO/aRNPrL5Lzxa8D6jdd2Z4gXlWB7i9DxNrJN5VQbax4C2fpFIz6PZjBZrSMHKTlAxvZsYXaj1Tqs6nDJFymeD0jLkG7sDWXIx9pmoNa0q+vAlD37YbKFG4zdjClJFGzFcxE8uHkLJg4YO0H28N4Dr7ZfkTfehxn2eBFf26rDx6Wed9m5CGNBIlVr6iyonkqZ6VeMnvA2o8FGg4pqXz4+XtxlkwZsHF0J9oWwFm3FQpnDlofNqMfTdfRe0hFZAf0jAF6M5mPNI1aXwXl0WoKtjk8CjL21fyZW5YRL5hOEXEYPweA0rqVkJZDe8okIunjKF73Kpr1wJfFU6l0F1PkMZlQuZL2smNxJdT8j3un46zflmxbyyslUa2+i0Aj0UVfZnswTpYVqJJtBTSEpBPNMHHpWjKzRsyQZPg65+jUnJ4DHXK8jv20maOBmCsNr9uH+xgVACLbm4l99DLu+acjHU4cTZVoHnV+zLQ8tHAALREl7M3BqzWjV28EIDF+AU2Gk3et/I2XDM/hJKn99/0A5KQPfhBEh8sEACk+om/8CUfxJBzBBiidTnn9SgBkZiGmKwejZC7F7z6OnluEmH0SADucxZQbtZSsfgZO+jLOhm3gL0Ivma3KZ1o4x5URr9xCrFllUpAXfpdtbXHGp+oII442cQFSc+xnCu+gaz5Ovx61PnXOW1fNerQJw1a++rAwU7IQXh/Zi89JusYEP1rKTe/chfAXI2u2oKVmIq1k9bHGGpzFE9EmzEVu/YQ9S16g8HRVvjPls1+D83OG7Vg6aHurM4rfnT0CAnocPWsu6Sk9Ufd9hXgE+CxQJ6WcZS3LBv4KlAE7gUuklM0DNuB+MjZE5DFOJBweUcKuzYHpeq3s67YvwXb7fIwW2sMR2sO9m4JHG1VNbQffqB9cI8oGtD2bwSNeXzncQ9iPjmjx7n99rNDzKPCZbstuBt6UUk4G3rS+DxtjTnN5KNq77lrLg7U9nAJD95RGo52BDrga7edEi7WzQeaBgDkF/Y8wNXavY49/LiRUpRejeTcAwuWhLn0COeteBcB57EXE96qgHa25Ct1TgtQc1BYeTX7TdmI5yhS/JxindPdWHAWlYCYQmgNHocq/WZ05jbxoMwnTRzhh0ho1yMhWmiefGScslTbT7dDo6X7ZVTs5KXf/FC6jjdQUL5TPx9iwFADhTUc/6+vQsB1ME9OXndz2rd3tzMybhU9q7G2LM8njIFGrHoB6ZgG5wCVzRoZZVdcEvtaqg2/YnXAr1eNPBDqrD/WHxKpXMBZdioHymYstewYZVv7FDYVHk/3OHwHwXnAD5vYVxLd+onacUYzUHHDil/h2ynTubV5Onam05LHt69FzCpLVeRyF5TRMUBpPf9N20lPLkJpOyBCkS4keaqQjvuJA8Wfu9M5r607NgNTRqbHswFE4GQonE33jTyr4D0g973Jk9VZk3S5E4URkPEqloSpMagAAIABJREFUfzoAJacW0PqPP5Jy+Q/RvJvZ9uIGYq3qWvGP15n68N+H61CSSKsqlGP3yKhw1VsSddGH0pRSyn8LIcq6Lb4QONX6/BiwFPjBYQzxsBgTwuWBosX7Q19zUQ61kDnaBaYjmX5fO7ePOeMOL21JUWhH0rdNH6+KYCXWvEZGsY6W0WmecuarvG/kl1O06hXi008l1SUxRS6uLf8GIKV0EY6Jc1StZmlipOUR9amAnnh7AunxUWT5DeV4HWhSBVw0JzTCcQOfU5Lq0mmNqeXdTfhjEWNcp29qCBdpKVmg6ayNpONzqYfJVL9ASoibkslaE40il/9tUYnk379/FwBr/n97dx4fx10ffPzzm5k9dd+SZdnyfSVx4jgHDUlzcISjgbQUAuVogVKOAKF92pKHPkBp8wDlKgFKSilQWigPNARSmgQIScgBieMcTpzEiW/HtmxJ1rWS9pqZ3/PHrGRZXlkraaWZXX3fr9e8vDszu/ud1c+73/2dn/E3uQz3eT8+wsbsviZUZf2skspTYth1H9Z5XgVN+JI3jk+d1Zzpxq08OReqsXIrkVwT9LK7v40+/1UYGS+5+VDdhXxxdBcAoeXrvRHmhom7Ygt2pBojVzbdigbqQy4qmaBKu3yw9QpipuKLQ97k6n/fuIWe9MkBRZOXqSxH5oaLMdLe+2hXNGDV9IEV4YVQB/VVJkuU1yw+/GOvmbn3C39Fzep2hn/0M/764YPjz/OThQ/9FOrQ04TqcmvjhoPxfaoME8PKt/yjAXCNUmriPHHf0Fp/Y5qnbNFadwForbuUUs1FC3YWyiK5nMp0I3ZnmhwWWsNZbDKHZWmYrx8bY9P/mJ3nnvG4d1JhQxzGatfMjZfPJbQZ29ebOGUqGhFMdtfueXne7CNemhG66PWzOp5P+j5vlPhCT3OTTgwQqSqtyf4Xo7HPusAxTW9Vr8m8tcVv11r72qw9V2WdXBZqujkyg1KDWe4KHUiV7+8VtL+BXz8EphqNa21+BRaQWr4V48k7MGtO7WBvnXc1FmA+8APMjvVkj3vN6U1D/82eda+msdaiwtTsG3JYnfbmshzOxhiOhLAMxUDKoSFmknK9Jp2QAQdGsqypj3JoKIOpVCH91MtCuNarMHB2PUB8+VbSVa2E04NsaozQn/amhPqrn3mDd/79rVuBClrxVmIC6PjpE36EfTrDOmU1poU2VmM5UeyaD43ftl2bzG9+itnQdso5kZf9CXBqn8g/j68H4B9Hn8NFYaDZN5hlTeYYw4b3f6EmVoFjhHAiNURGTwCQcTVDrpcA9KQdvpTchXKd8Sm3yp3VvoH0Pd8FwIjX4dS2Y4z0sSa1HzvWwYH/9e7xc9d948fU5W5fC/zfW59e+ICnoGIVgRtcpUwTFcozXdXsR4sfV0q15Wot24DuOYQ3Z2WdXE73BT/TBOBMSWjQkptyFeTa2/mKbaoay0KPT2T1HYBlGzHbN+Q9Hr70Ouwdvxifa82IV7HqyG8wquu5bXQpZ7VUko54zfbtluZwIsuK2jA1EYNExiVmecmlq6EuZpGyNQ0xi5pMH4TGRgIvnprL0MHtmHVLwTAxUoM42msm/vSr17N0iibjT3zwioUMMa/5Siqnq5GcSY2lOnGIyLrzMM+6Ku/xW/QB0nd/mw+//G/H990Q98r9Xxx/mmXVIdRglg7dC4BtthE5/jzKTmM3rhzva1kV8m7cfOI3GCf288xH/px177zWO3j1ewqOt9S5zz6EzqQwV58DDhjJQVb+3RdOdq+Z5Ct/HIxkbqFbZwpmmKh8NZdq1snl7cA7gM/k/v3pbJ+oGMo6uVwokliKcuHsesDvEIQoirEaNyECybDAyldzOX3XJqXUf+IN3mlUSh0GPoGXVP5QKfUu4BDwh0WMdsYkuSyA37Vlfr/+QpptV4PF9B7NhTVFjeVE9vEXSV/yFgD6kjZJW7NuYAevrz0BI8fY5XgrmmRdbx7L4yM2HVEHFYqQzq0ElLQ1Bl5zeWXYoH7Ea2YcG2C0GJjrvVHI6WSK8MCLoF0i0enXS3/3hcvnO7SyMFWN5UQTay0B6sMmfRmHL7ScPX7//ww+A4Bhp7Hrl2O+8BBmMoGpFJ/vexTteCPL7Vg9ITvD4MFBtn3iO1z2yG+KfEXBFLny7eO3nYM7cLoPYtY0oCNnHpx38fL6Mx5f7NQUNZeFrNCjtX7zFIem/0+xQCS5DLjFmjRJVwN/6OpmeOkWErll9gyliFnwnicr+cQrVtDqDhDDayZcY6ZwI1UYqUFUyiZc1cxoriuaUrm5gB1v+cfd0RWsb5k+sSpH8VgUu9/FrWigcrF0PA2ovozDu1+1im/euReAwayDus+r4dSug86kcBwHq3kpX+i6F+1k+HjThQDUhUxSrjcf0SeTe/K/QJkzl2/mgT94L5f+6Gvg2n6HU9qK3+cyUCS5FEIIIYRYSMYZR4uXvPJIkcvUYq21LISsWjQ/jkTaGXUULuACEUuhgRuvWs1Tx0dQTpYOp9ebTki77Bty0FYUN1aDmRpi/0CK/QMpkrZLytbjI8QXa63lmEzdcoZdk+GMO76N6RkapWdo1MfoytOHr/p43v3fvHMvayu9GiNHg7azaDvLDa/5rDfIIhLD7j5MqrIFbUWpMA0qTGPR11qOueyHX8GN13l9BifNgeru2467b7tPkZUWZSivaXzyRkEr9Mw7pdRapdS/KKV+oZS6Z2wr9PFSc1kEhawyU+hKNJJQCj8tb/BGMA/nlspL25raiMmJpMN5rZV0Uzm+sk64fgnJFwdIGlFiZEEZrK7zRoQ3L4LJ0mci62qqU704lU1+h7JojE1yPnFKoq/t/wkfWPF6XhjOnHIOQE3oC0TWn0/62W3gusT69gHw8UWeTE6WeeFx3JEhwi/5PW9Hra9zdZeuqUaLB6dZ/EfALcC/AM40556mbJLLyQnbTJO0fAmfJHrBE9TayrmWv4nso8+jsil0r7fknnX+a2b2+B2/AOBQ+0sAZNLygDp4Ypi9/UnObg5WIp556IeosPcjIXTBNXN6LnfvNnQyQeaAt0JO7LUfmNHjxyZVHz3rlQDUVMhnctCkh/r4cM0WOmIhbtz5n36Hc4rRWz+PWeclvxMHJgXClM3igUkuba3112f74LJJLoNMktTZKfa646JwOreOcsbRmIaiPub1A2qoip9yXnXEZCSryRgWBwddKsLeD9zmua1gWXZqKmJQsYyjJ4ZPO5Y506LVoqg+sOL1fO2AN/3f5JkLBrMuTl0HkbNMPn3O2+jP3gLA57P7FjzOIIvm5vbMHt+PGzv1P7pT4U1IH5j0KMCmmkRdBafP5X8rpd4P3Aakx3ZqrfsKeXBZJJfadac9Z6qlG4OWtKSSSUlGS0y+MjTbJTt1NjXtOfaOX3BgiVcrubrpZK1k6o6voy57C0H4aHrsxQEAzu+Q5fFKya1PH+X3JtxPJwawBl6c1XPp0cFpz8n89lbSm18NQFXc+78y9G2vr2TFlX8wq9ctttFkingsOv2JIlB+/nw3l064bx9+xrdY8plqKqIA1Vy+I/fvX07Yp4GVhTy4LJLLfM6UNE6XUI5Ng1OMRE8SxeKYODXRxNt+rfdeqNn8eBmpWUbUSRLKeo8dHElS2e0tF6hDkVPOTf7kS4TPu/KUfbrVW11lWeoQzp4nx39yzmbt5bCpxgefjPW1nMjRmkTGwdVQETZJZqf/obeYjfVpPZirwbxydRPpkQQAXQMj4+e11frXVD7WjGh3FL7y01Sc6lZ0/TKMY4cASA8PYvXszTsi9vg/fJDGN737lH1GbpnS+LO/JLlzO0NA9Z98ak4xfaDzdaf0tZzog82XYSowlaLSMvibgWAlJEESalmBu+dhAP5p9w8wVl88fj+rvc+BUOsq3+IDsFqXeTc2Xga5uXYDwzDBLOoKPUWltc6/9FKByja5DILZrlku8gti8lh0yiCWGcSNVGE3dGIOHT/tlJ7ll9AaNogf3XGyrQIYuuTtZDKattQQ2pzbf+1IbhnHmOV90E3V121sFPgD+05QE7XGR4c3xfN8aIpxY0kmwN6EJmYpogH4NL50WQ3J0EUcTmQJp70y0F7fiZ7NF14oirbCaDOMcc4VmMO9TF6Re/isV1FhJ1HP3MvYePnotdcD4CgDvfvx8QSzWKZKLMf2f7FqLf1ZB1MpQolj3sFYZ1FjKBfG6otPuW83reZDtVv5StevfIropMuXxjAqNuFWNoF2UbmE16lq8Tkyj1YG2sjznz4gySWAUuosYCMwXnWvtS5o6asAfJwFjyR9QgghhJg3ysg/p6UKzFREn8BbYnIjcAfwKuBBQJLLYphp0/hMVpaRVWhm70z9Zkt55L+jLOxoLf0pB60rqWqsYTjjcih6snkplHYYzrh0LDkbo3UDB1PeL91KYMR2GW5cS8QAc7gHY9OlhJqWkfntrWR+eyvhlxTWj601N5XQ95/wRqy/5bylZzz/0pUNPHV0kIqQ92HZl/JW72if0dUvThtbvdrfY4Mjpx372XPHqY9ZPH385ECgP7to/paHHEy7vDiUpbUyxHDWG5y1ZwhqIrMYdGQYqGwKlUmiIxU4Vc2gDJItGzByX6CVmWFwMqiVW6hb9xIcw4JcDRPKwNh8FToUxRg5QXzJGrKP3kXyJ18CIPb6jxQUxi36AP/TcU7BYf954gX+OrySwazjzecoChauaeQWfQC7a/dpx44NjlAbNnjkqFfOf3dV47zGopKDpOpXEk71gzKwawL2aaRU/v6VAUkugTcAm4EntNZ/opRqAb5Z6IMlufTZ5CbyUkmCxEnF/JGQdTV7+tOkbZeIZTCcdbEMRXXYS9ocrTGVwtGa7pSmLhoGvETu2IhNVdggZCjQzskv6TlorYpMf1LOOUtqeKZrCICz22S4+ExVhPxvDlvTXMU9e3qIWgaxkPclZ+D9aJkxZYAycCu8BE2bYVwzRHj05GBT5XhlV4djXnnVLm7UKztGOoHKjICTRfUfndN1HRvJzOj8z2b28V7VyYerNk/ZjC7OoAifPXMVblyKnUyhsmmU7S1VC8AcuwwVi1Zm3mZxHZBJ1IGk1tpVStlKqWqgmwIH84DMGFCQoNQuyqo0szf23i3G9y8z2Dt+2z7ynI+RnPTwwT4ePljQjBZikv29CY70j3Ck//SazsUk++jtfoewqD9X5so58CSZ/mPYXbvz1nSWPcM4ucrRxC04fS63K6Vq8SZRfwx4HNhW6IODkcKXmdnUPkqN5ezNZsL8oL7fY82FEcsgZhmETUXSdrFzS8+FTcXe/iRVYYvmihA9o/b4aO607RIPGaRsF0MpqgeOYLesA8BsW3XaSPNCXLl6ZivKbGpb3Ms8zsXYVDwTHUukeNnyRtpzNciWocg4J2uFDvcNs7S+8rTHzUVrZYSBVBZHn/x6sIxZ1KY4NmgXY7QfACM1iLaiXu1kbn5Ep7IJZacxRk7gVjTgWFHc3CSr0eSg16ReWUHfL39GzdaLMBvaAFDReP7XnMK7+nbNOHypsZw9a8m60/Yl0i7Nvc9wSawGlTk9Gc/0HibceObuNzMVGupCR6sgY6K0S6hpGfbR54v6GrMW8AE9Wuv3527eopS6C6jWWj9V6OPLIrlU8zwvVFATEREck5vGZ9tUHsmNzh5LKofSmqzr0pgbfX1i1KYmEsLVenzybTOXkDpaEzIU33myixvac1/oex7xjq26wHvegCzV1lwho8kL8def/A8+UdPEa669EIDrX7qCprjFcMYlZs1P89nG1mp+vbeX/mR2vF/cbNY+V6GI9wUa8gaaOlYYDAtj5MR4s6mR7Acz7PWvHDmBCsdw4vXe4zOjPKKWs+Y//h7tuJx48AGarj45C6d13tVzvdQ5uyG+Yfy2JKNn9sYvP4hpGXzsDzt41SpviiBz6Jj3Q8OeWbeFQoVaVpAeHkTHaohUej9o1EDXvLzWjAV/QI8C/ghYqbX+lFJqmVLqQq11QbWXZZFclrJCJneX5Lb4irlcYyHPvxg8e8zrbzk2QGXM891D1ES8D9FWWXO86L61/RCr6k7W5BVzoMSjh7wfKZ21M6/1LmUfsbwp/r5k7z9lfzoxMF4TG2qZ0zSAIo/d3QmaK7y0pNhLfQ6PJqnM0zrgF20YeaeMm9W0X/PjnwAXuBL4FJAAbgUuKOTBBV2FUuqzhezzUzQWK6kk7Ez9dKbaX2rX6Ac/k7rJf5/Z/r3OWVLD+pZqhjM2BwZGaYiFiJqKqKkImYq6mEldzMLRmrCpsEywTGiIhWjPdPG+wbvQhkXmwC5UrAIVq8BMHMdMnD5nZjHc9KsXuOlXL+Q9dsU/3p93/8rGKlnzfBpv+4/tJLr2su+bb+byNY1cvqaRtO3Sn3KIWYrDiQy/2Dc//VZ/d1Uj8dDJWpWm6pk1Q48JNS0jXNuMNsOMhqrBtTGSg+ODfYzRfnAyXvN5KoHKpjFH+zBH+8g+9whNn/0zYs11OFmbmtXLsXuOjG/z4bEXB8ZXl5rsc7/ec9q+W/SB8U1M7badXTxzx4/Y9keVnNt6shuHG68D1yYZa+CgOz+DACOVNWSNk8ssmhsvn5fXmTE1VZ/LYNRcAhdprT8ApAC01v3A6etVTqHQFPnlefa9qtAXmQ2l1NVKqeeVUnuUUh8t9HHFTr78Tub8fn0xc8X6EfA7nQ3EQyaO1gxnXYazLp/+5QtUhgxqIiYxy8DVmgrLoMIyODacQVsRzEv+AB2pINy5HrdppbdFazA7zi7C1U0t47in9Ac8uV/TM2pLreUsPdSV4r7dvdy3u5eIZdBZE6Yp7BC1DC5qr2V9YwVZV49vxXLBsrrxba4iVbVkHI22omRb1vHlp4b58lPDKO1iJnrQVgSnshFjtB8diqNDccIrN9H5zrdjNbVTs3IpZkMrygoRfcW7iL7iXUW4wqnFTIOYefrXo2NFyVa3Sa3lLPW3ncczPaMo10a5NqHjuzCPPkdEuXRUGjTETDLOyS4/xVIZjwWq1hKA3GjxyVshfS5nmx/NUFYpZeIt+YhSqgmvJrMgZ7wKpdT7lFJPA+uUUk9N2PYDBXfsnKncBX0NL4HdCLxZKbVxvl4vSAqZs1GIUjBxOcN894UoBdmeQ2R7Dp2yL9N72KdoRNlQyutzOXmbpuZyAfOjm4HbgGal1E14E6j/30IfPF2fy+8DdwKfBiZmxwmt9XzOI3IhsEdrvQ9AKfUD4HXAs/P4mqeZz1pDmUBdFGJ9YxwN/OS5bgBODGcIm4qhjMtg2luizs39mKyKmPSHG6iKmBgjJ8h0bAHmv/b7Y1et5Uj/CG/9t8cAuPeGy8aPGYaiJW5R5IqIReHxx7v4zM0f49sPH6Qm5rVG3fp0F6/d0MJo1iEeMqkIKSKmSWU4+N3na51BcA12JWPEcvO24ji4sRp0bvS4Ha1Cpby11nUohl5zMeHefWh7LQDm+kvnNcbzO2qxu3Zz1x135j0eGupC51sPWpzRj588wraffZFf7R8gHjJ5rMcbwHPOks3YrsZEEbaThK0Y5mxmJihJaopaymmvf0HyI63195RSjwFX5YJ6vda64LnszlhzqbUe1Fof0Fq/WWt9EEjiVZFWKqWWzSXwabQDL064f5hJi30opd6jlNqulNre09Mzj6EEk8ytdrq5vB9+vpeLvSzfues4d+6an/6gpepw3/D0J03h4InZP3auFntZ7h4coTvPSkuLWfb4/ulPyiPTd5RM39wmzw8ybeRvFs8N6Llm7P9RbnvPhIdOmx8V0XHgAeA3QEwptaXQBxb0c1cp9XvAF4EleLO0LweeAzbNONTC5EvdT6n70Fp/A/gGwNatW4taL7JQ/Rwn115ON8BnqrhkZHlx+LVK0pnK8nceO8Ifn9/OtRu8KYTeek4rfSmHqrBJrNKgL2XznUdPDm7404s6SDma5gZvIYWFupb2ugpuer33cXDJZ+7hoY9eyY13PM9/vH0LlqGwgC//xmta/NtXrs/7HL85cAKANfVezLMdRFIu7vjYFSRtlzt2dNFW470n9z/XzRvOaWNtQ5QjiSwumsqIQV1uNH7S9orP2NRBC/0enqksPzIQ4aLqJOsrsmzs9FbmcSLNGKkEVu8+7LoOHup2gAgXLqkkYqdRqQQ6kwIWbiCG1baG91V679++j7yFh972DwDcsE6N9xV8aLQOBnunHJk/MDxKRfLk4gWhpvmsiwm+f33tMlA2v30xQ31DBQ/nBk2d3xQm1rsXu6ETlEFkpAeVTeJGTw72c/Y/DoC5ouC8piRowJ26lvJ2rfVUfSmnzY+KQSn1d8AfA3snPL/GGz0+rULbUv4euBi4W2t9nlLqCuDNMwt1Rg4DHRPuLwUK/gkzeUnFmfA7OZPmcjHR375yPft7E9y1x0u8XrO2kXjIGF8GsiZi8qZzlwDguFAbMelJ2hxMuKxrXtgJzdsqw7z1m4+O3//OW7bwlu8+yss2tpzxcd25pflqosFv2l0oz/SM8tVf7+XGV6zl3996Hg8cGgTg7y5vBzR7E1l2dg/zus4oPzuY4qoVtQDs6U8RMU2W1RQ8qHPBXLqygUzvYY5kIyzNNS2rTNIbxBCKYo6c4CVLO3DGBiWZIbRp4bSuJVy/ZEFjrcwOcPjv/hcAb9viTez9re2HuHR8cFM67+P609567C1xKctjhuIt3PZcD9ed1cy7Owc5Ho5x+egT3sE9e7FXXcTxjEn70Uc40XExDaN7SNZ4yXjYVJiDx3yMfv642pub+LT90z90TvnRDLwRWKW1ntUkpIWOFs9qrU8AhlLK0FrfC5w7mxcs0KPAGqXUCqVUGLgO8H+trxIgzeVzJ0u6BUPP0OisJu8WJ2X6j5HpL88v51KS7T5AtvuA32GUtPQ93yV9z3f9DqNotNY47ulbnnxzsoXKj3YCtbN9cKE/rwaUUpXA/cD3lFLdgD3bF52O1tpWSl0P/BwwgW9prZ+Zr9fz0+Ra1kKXJvS7hnWxCMJSkXv7U7RWepNYt0Q0KjOMG63BRZGyXSpzgyP6kzZPHh9hQ6M/zckrGqv42tu8pqs9Pd6gjO+/ffr5dt9xvvcjfGyt8b39KTprI+MrDy1GbVURPvbKdTzRNcSa+hivWOl9xh8YtemoCrOyRhMyqniiP0vINLj/kDeB/ZNHBnnHlnYSGYcTozabc62L6RHv7xGp8Hdu0b5QHWEX1BFvXlQV8f5v6ZEhVH0bod690LgKgP5wA/WJA94DF7jmMly/hJ98czsAL/xjJ7foA7xz68mm7TXN+d/HsdaCnqFRBiKNVJsOKjOCyqbmP+iAipiKN2xs4uBglvX2KG3pvTid3ueE1bsP4+hOWlvWMbryd7AczXDjWvb0eTXDm83jYJjY9cth/04AUnd8neir3+fb9RSLV3N5+v7pkssFzI8+DTyhlNrJhKp6rfU1hTy40OTydXgTaX4EbzmgGrwZ2+eN1voO4I65PEcpNTHPJdZSus75VK7vw8vWNPHV33qd4ofdGpRVzXDSoT5qkrQ1Mcugva6CZ7q8BOPwkNeK0Va78PNKntuea57NJZczcfFyb9m/3d0J/v7uvXz8ZauKGlspOWdJDXt6EuzvGcFQJ7+EllSGvC4RdpKwGaatMkxXIk1bbu3xtc2V1EZN7tzTR100hK4NQ4BGN7fWVHCobxgacuMP7CwohU70Y7g2Km1j2N73WNgMMVzrzSc56+qTOfjzxAu8V3XO6rFN1fHxhP6uLri6efE2k1fGvc/lruE068Neo6/Vu887qAzckQRkU0SyKYatOmosg5bcKj3GQILuhg1ElSIeCuMm+v26jKJzczWX+fZPpxj5UQH+Dfgs8DQzmN9yTEElXms9cfjbv830RcTCC0KNm1g4v97bS2M8eP3siuFw3zBL6yunP1GIgMsM9hKuKd7ynKJ0aaaouVzwSKbUq7W+ebYPPmNyqZRKkP9aFaC11gs7YqDMzSUZLNdaO+FZU+/VQt6xu4/BdJarVzeyfzBDddjkwIDX5JZ1XVoqQ+zv978JbnXT7Jtf1zRX8f5LOulNOlSHA7PO7oKrCBm888IOepMneyB1VIUxs6PsGbG4/2Avr17TSEtlmIaYVzuZdTS/PjjIqro4g2nvcakJH/NBWCG8MWZxyPWamEeyLhv0MfSKLTh2mtGqJYRNrztEPDVEn/J3Vae5LOs41gXhFZ0GLmBkF/fn80vb4ziZNgCsEwcAcAd7cVZfzJ5hg7XWAPGQgZUZpibq/d2P12+gKmQwnHWJJkfAKp8f0K4mb81lARWXC+UxpdSn8fpzTmwWf7yQB58xudRay+K/JURqKstXfyoLwAXt1QykbPqTNtVRb6m0sQm0K0ImPSM2IbP0+ypubJXfrfVGmmwozPHhLGvqvbQw62qszCiraupo29TMvz5+lAuX1jKUG6U8tmJhZ22EilCMoaxL9SmDPf3/jBhMOyzFG/2ermnAsZu89cbJjQ5OetPUDBhVxKzS/3ERjY8lyIt3+VMjnQBlYEeqiRx7Fm155VlnUlgHH2N9ZQPPsoJWR2OEKsb7W5sK4kd3EFcGzuYrcZ74pZ+XUVTeVET59wfEebl/L56wr+hTES0apdKcPLmWcmLNZSnEL+ZfYjRJVdDW083j2WNDJLPex+z5HV7vun9+5CAAf3bRct/iEsHhvvAQxtpL/A5jWumhPrKW939ubC3rsf7Hc6nNF+XHdfP3udQBqbrUWl8xl8eX/s/CRUiav6dW7MQ6KIl6PGQSD5kcTaS5/luP8nhu8E7W1WRdl6zrUhUxaK30mkfPbi6NCcj39c584M9iEamupy7qzQQQNg3CpsGevjSD4XqM1CCPHEkwnLLZdniA9uoQ7dUhRrMum1sqqQopjg5niVqKjBEmUllDpLLG5yvyZBxNX6iOvlAdf/PzPTw/7K2nrK2I92Xr2ODY1KW6CRmKqiMFtcL5TqZ8mlq4thmtDIYzXg17smktyaaslKVtAAAbgUlEQVS1qKXrcJMjHKleTSrrsrc/RTRxLPe5pqkfOYzOpHBjNZgjJwiv3UL06vdM82qlwcXrczl58zu1VEq9/Qzb2wp9Hqm5FKIEGLlmon19oyhD8eDuHtqqIrRVRlhe4zUx9YzahAzFyroohwa9ZvRNJVBzCdBefeqI5qw748GJZckyFGc3hvl1bqqheMhEa80Jo4be0X6WN8TZuqSGfbl+toOpLGNN33v7krT4PPXQVHpGT/Yj/e2LAzSta6ImYhIdeBGnuhUA7TqE+w9it6wDoCR62xkmkaHcfNbxxTvbQT5OKE5tso8jNWupnlhj1+lNmd0Yt1gScchabSRzSWjcsFCGSaZuOaGn7gLAWLl1wWOfD3qqSdT9zi4h3/xxCvg9vGUm/72QJynrmsu51vAFbSLtQuMJUsxi7pK3z3rA3rgH9p3ggX0nihBNcQyOJAuq6Tk0hzW2RfB0f/7Dc3p8YjQ5vgXB2OTozs5fTX/uLNfYFuXJG9Bz+uZ3bqm1/uDYBnwIeAT4XeBhoLhriy8mQWkGFbNXjiPnV9R65fLEaIaP/v5ZbGiqJGwqtIZ4yPuNuDoaIZF2ODjoDeC4YHypuuBK2ZpVFS7ZSXMxvnpNI5ZR+gOT5ioWjeIc3MEVLd4oWzcS55neNC0VFq9cVcfR4SzP9gyPD+pqq4rQNZwh64bY3FpBX9KrAaoKUC+JmKXoHfW+Qt9/yXI6qsIoBUY2hcqMYu75LQCqtoVs81qgND6XdbgCq+8AbvTU7gcdkez4gKXFLB6LYg+M0J7pQYeiAAzXLCeeGWBp/7NkWzfQk7Yga9OQWz4zG24n7NpEu3ZCQ6uf4Redi85bcxmEPpdKKQtvXfG/wEsu36C1fn4mzyHJ5RSClpxMF0/Q4hXBsLs7WH0ak6kzT5OUTKUYzUqTuDhdpu8oRIPzg8k58CTEp57e3e7a7d2oaFigiEQp0W7+qYj8bhZXSn0A+DDwK+BqrfXB2TyPJJcTlMKvY1GYyctqljKrrZNVNd7AjvaqBo6N2Kx2j+NEm8iYEQZTXu1ULGTQM+oQD5lsajt1Kp/WymD1WIvZI7jRGlbt+DHJrdcyknapj5njx10NTx7zmsSXLfIJ1M3lm3F6DwMQ6n+OcyobOWDXeQMeYhavWVPPrl4vaW+rDJG0Nd0jGdJ2iJTtJerLA5Lf1Gy9kNCJ56itWwrAsFVNeNd9GDWNOPE6nKomxkqBU9OGkU4Qrm0ef3zYSU94Nv8/r/XzD3s3Ojcx+t2bqLz2T8F1MEdO4Ma8GkxtRegOe9fQ7legAWG1rcE5uAN37xMAVDV0YXecixutwuw/xJJUgvTScwn1vwiAG63Crl2KkU6gLa+2MwhztRaDozXZPLOo+51cAl8BuoGXAv+tJi3Dq7U+p5AnKevkciYJhiSW5WnyFE2FJptBKg+hC65hrNHY7DmEqepQ6RFMJ0NMGfRGvC9qN+uNGJ+YjLm+9+A51dgvdSdUgeNCdOtrsQxFy6EH6V/x0vHzMo5mc8viTionCjd6f+OsnQYny5rWKoZHk3SP2uzqTRGZMB9kPGRQEwnhoglbirPbgjFKHCBy+R8BYO3d5u1oPgs3NQKug+o/Dh2bcCPe312lEoRaJwyKUcEaIuDGa1HrvCkAXaD6VdfhKoPs/T9CX/VWrAFvYM9IZTtNaqzv8OKd63KMuXzzKbdNwO1+Aae6lXRuXfnrl7wcgK90/QoVioFhoVy7rFY3cqcY0KP9/8xeB7QAL07avxw4WuiTBOt/q4+CVsM1NnhntoOKgnY9QbBY3pOgXaez6wGyx/aSfeQns3r8YRnUc5rMYK/fISwI+8hzfodwiuTPvoa94xcMf+9Ts3r8Yvm7FWr4e5/C3vELv8PwheN6NZeTtwBMlPElYEhrfXDiBozmjhWkrGsuFzuZVL0MHXiSyKorsRs6MVJDKDvNUsf7whqNtRKZ9HOxPur9F3+8y0vQ1jX7u/JNODsyflulh3Gj1YTtBG7nFuoPeQM53JY1hCobiWcG6MaLt3twhOYaqfWxa9sJ73kIp2MziYxLezhL2Ahj5gY/DWUc0rZGKW+ZxaDK7n8GAKfpLIzOc1CpBHqoF3PoGE7NEgBUZuTUB2mXQffkwK9m/GWMDpy8M3wCKuowh3swtr6MxH99lfgGr/WwJlKBMdI3PqWS8+LTmB1n+xFyYAzUrwFONnE7Vc24T9+HtdGbKP/mnge9/fE6lHYxRnIzXZRRzaWjdd4p1wLQ2tSptX5q8k6t9XalVGehTxLcT595VmgTqSRmi0vQ/97OpqtYeuw578M46iVe23q8PpdnV2jGpg+M5s63c83Q57RU0FbrX3Jm9B7AyaQg6/UNNI48S3bdZZipIYzRftyKBhKdLwEg5qaI6Yy3P15NtAyWsywWa+gYdudW+h2LoYzDCwmXjho93lErmXUJGd4vDD//3tMxN3jNydXb/wvWno+OVkG0iu74Euqd3Mjq8KT4DYtaPXJKH8yFpgyD7IveQB3lZMg8/xgA5vlXe+V1oAdV30b8jTdgHHzSO6//KOl9z2AsOQur/5BvsQdJpfLm4bVe+jqcigZ0tIrURX9IfLQHbVq4MW/glnK9DzRryTrfYp0v7lR9Lv3vdBk9w7GCvyAXbbN40JoO59NiutbJFvO1l5vP3Lubz9y72+8wfJG66xuk7vqG32GIIrl7d4/fIfhm6Nsf9zuEQHA04ysRTdz8zy15VCn1p5N3KqXeBTxW6JMsiprLQmopJ9dYBb0GSxRfKfzNo/EK7P7jGJkkunEFyVgD5+amfxtbn3ti83EQaq+c5lXw/G8x4lVk7v2+ty85SjSTwqxpwD5xDH3WVUQN71NV2TYoA6VdEmmXUQN+8uxxPy8hMNSRXeh1l1JtmmgNjc1xKixFd24+y129XlPydZuDPS7Zat8AQObh/0E/dT/WOZeBYdGQ6j7lvFDLivHbftZYjsew/gJSj92DWdNAz63/TmZoFICG5AhGRTVOfzeRy1aiUglUxPs80ckRrJZl9DsWtVUt3N8jNfGhY15fWqeyCeXaqJE+KuwURiqBU9XM8VEnd6ZieUN5Duzz+lye3iyeb5DPArsBuE0p9UecTCa34i2SdW2hT7Iokkshykn2yF6si6/BGjiMEW8Y/6V7dNhramoOzuBgAFQmiTN4ArNzA9bL/xgAS7uMhKqJKQcrFCOhwvQMe18oyyMG2oqAnWVD+ll6m87mHect8fEK/Bda5k0mntrxIOnVlxG1vMnILUNhDh6FcAsAa+r9/zExEyOHjlD75uvh+F5UbQtuvI5h82QyUe9jbPm4iT4y/QPE6ppoesM7xvcnWjYR1RlCO36ODleQiDZSk/UST8MwyA6eoOHIozjtZ3GZ/zmyryIdK0jv8nIWa+vV3kwBdgplZ3F6j0JVM03x8k9NvD6XwZuKSGt9HPgdpdQVwFm53f+jtb5nJs9T/n9BpGlUlI9iLAUphN96vvQRv0MQwleuq7Hz1FzOdYUepdQfAp8ENgAXaq23Tzh2I/AuwAE+pLX++VTPo7W+F7h3tnEs2j6XE5VCc6iYX6VUBsIrN6Gy3g+mEC4PH07w8OEEx4cznNs+9YohfjlsNWOd87s4revQoRg6FENlkkQNjTlwGOVkiG37L5ZH0iyPpNFWBKtnL9nWDYws2SzLQALKCqGsEEZFNWNvR4wsGUdz0GwmZChChmJJVYjzO4JXBqZStWGD1ywaieHG69iXjtI9alNfFac+SGtW5tz68huoOO9irFWbybRu8CZ+j9cRUS5mohudTpH+xXeo7d6JG4rjhuLYJ47BBdfgNK8GJ+P3JfjOWrMFZRgow2uhUHYKIz2CDsfQ618KWhMa6iIeixKPnWlsSWkbq7mcvOUZ4zNTO4HfB+6fuFMptRG4DtgEXA38k1LKPP3hxbEoai7P1OcyqElFOa6PLeYuds2HcF94CPfobmw7i2rdwOXtESKVAWsLn2BFYxWp5DLM4R6sPm+0bGbXowDYgLrsLRiVTZAcJNS6CufAkyg7hdV/iERlB9Uqw1/etX/8+f71uvP8uAxfpV/wRh7jOkQNTXfSxnENNA4hQ+VtXguypo940+Wl7/422W13YLYsQ9UuYRU9p06cHjBv6n6W96pOvrr9a6j9OxnZs+uU45WveRvGpktxAA7sAMA5fohQ/yHcqhasEwf4Tp/XLv7OrQsbe1Bknn4QXK8LjJEa5PqO1wBwc/82yKa8mQMWgfmaRF1r/RzA5JV1gNcBP9Bap4H9Sqk9wIXAb+f0glOQmkshhBBCiAU0tvzjFJOoX6OU2j5he08RXrKdU1fdOcw8rki6KGou8wlqjeV0JsZdiksZBlHJvT9WBBWOotpWwcBhrKWb/I5oWlkN2Yqm8QnUzAteQ6hp2fhxO3FylLByMqAMhqo6qLAMjo1afPzla8p21OhMRM6+hAwQNhUJWxOxFMnc+uF+T5A/G9bS1WT2PIXZtgpSCczOc/0OqSC6YxOh2m5Cy9djrLrwlGPvVZ0AfPnemwAwaptxqtv4cM0Wbh7YzlsbKKtlDGfKiMYJrfA+s1wzzM392/hQ3YWgDNy4N79lNF5aA9Nmw3XPOIn67Vrrj071WKXU3UBrnkMf01r/dKqH5dk3b00eiza5FEIIIYTwg+1qMnaeqYgK6OKitX7ZLF7yMNAx4f5SZrBW+EwtmuSy5GqnmD7m2dRiLhblXKtrrNxacv1ZquK59zm+LO9xq23N+G03WgWGhWl4tXLxUKldbXGlkkncRD8A2Rd3Y8XrqKtsgkgIx4XKkEl7XWnW9JjrLyW2/lK/w5iRW/QB70Zz5xmPj9Vgej4GgDZDk09fVJwDT9J934M09HuTyEfPv5Lrl7wcgA/Vep1Qx9/fMudMkVzO4wo9twPfV0p9EVgCrAG2zdeLLZrkcjEqxcRJiG3ZZporwlRPSCwr44u7LJt1uckRXQc37q1hXV3bgelm/Q1MTOmsam/l7J1DaQC+cvw+GO0nNEVSuljUbViOm/GWgXUqGnyOxj9T1lzOfSqia4GvAE3A/yilntRav1Jr/YxS6ofAs3hjKT+gtXbO9FxzIcmlAE7W9ElCKkrd013e2tRntwV3BL0QhUimvCQsFi3fKXkWK8eZn5pLrfVtwG1THLsJuGlOL1AgSS7LhCSFhZP3Kth+p3Px1mbk87pvP87Nb7gOgFV2F8lQBTG3h3Df/vFlFEXwXD/4vN8hBM7Xu2r4g9f8Bc1HvanIMjVtfG3/TwBKZjBXsTiuO0WfSx+CmQeSXApgcSRci+EaRfnVWF6wop4Ky+secMW/HQWO8sBfXuFvUGJBlFuNZX00RFXY4G3bvT7C398YhUWWVI6xXU16lgN6SoEkl2Vopk3c0iQugqpnyFufuam6sNVaBoa982srg7e6i1jc7CPPARRc2zzT80VpcXX+RHKuk6gHhSSXi5yMMhflolzL8uf+5ot8/J5PA3D3+7b4HI2Yb2NJZTn653v28MamQb778tJZonS+OK4mk6cNXGouRWDNpgZSai1FEBVaYzkmaqqyK8vLLn71+G3rxAHvRuVmf4IRszabGshyq7V0bA3KQB/OJdATpiBbbOwp+lyWSW4pyaUoP+VagyUWn4cP9vkdghBFkU4M+B1CoHjzXJ4+E5CTZ9WeUuRLcqmU+iTwp0BPbtf/1lrfkTt2I/AuwAE+pLX+uR8xLhblVsszlcVynYtZuf6Nn/781ajEcQDcWM2inyex3JVbbeVE918bhvQINCzBWLnV73B8ZTvlPaDHz6UvvqS1Pje3jSWWG4HrgE3A1cA/KaVMH2MUZUJqM0W5yHYf8DsEIebM3bfd7xB8NdYsPnkrk4rLwK0i9zrgB1rrtNZ6P7AHuNDnmIQQwheDKZtQ9wt+hyHEnGXMCNnDe/0OIzDGln+cvM11hZ6g8DO5vF4p9ZRS6ltKqbrcvnbgxQnnHM7tO41S6j1Kqe1Kqe09PT35ThGL3MRm0iA3mUpZFlO5sj6FG6/DqWwa34LcLC5lWUwlvu83WM3tOJWNOJWNi75Z3HU0tu2etmlpFj8zpdTdSqmdebbXAV8HVgHnAl3AF8Yeluep8r7TWutvaK23aq23NjU1zcs1iNJWKk3hUpZFuZCyLERhtPaWepy86TKpuZy3AT1a65cVcp5S6l+An+XuHgY6JhxeChwtcmiizEVjsdMSy1QyGejaSyHyCTUt42/ufI5PnjMyvi/FMqLxCh+jEmLmzLOu4vtPHOZNffsByGpNqGWFz1H5R2sXN888l2WSW/rTLK6Uaptw91pgZ+727cB1SqmIUmoFsAbYttDxCSFEUHz8d5p496+TvPvXSey6ZX6HI8SsXVd9lM91teLWLfU7FN+5jjfv5+StXJrF/Zrn8h+UUufiNXkfAP4MQGv9jFLqh8CzgA18QGt9+kRQQgghhBAlytUaJ0/NpVsmVZe+JJda67ed4dhNwE0LGI4oQ9IELspFuKaR77yl0e8whJgzY9WFfHSV31EEg3Y0bp55LnWZTEUkK/QIIYQQQiygqWouZUCPEEIIIYSYMe24OHlrLssjuQzaJOpCCCGEEGVNa2+uy8nbXGsulVKfU0rtys0jfptSqnbCsRuVUnuUUs8rpV4554s4A0kuhRBCCCEWkOtqHNs9bStCn8tfAmdprc8BXgBuhIVfXluSSyGEEEKIBaRdnX/Lv25M4c+r9S+01nbu7sN484XDAi+vLcmlEEIIIcQC0rkBPZO3XJ/La8aWUc1t75nly7wTuDN3u+DltYtBBvQIIYQQQiwg19H5B/R4fS5v11p/dKrHKqXuBlrzHPqY1vqnuXM+hjdf+PfGHpbn/HkbPSTJpRBCCCHEAtJa51/+sYA+l9Mtr62UegfwWuAqfXKE0IIury3N4kIIIYQQC8h1HBzbPm3TcxzRo5S6Gvhr4Bqt9eiEQwu6vLbUXAohhBBCLCDtOrh2Ju/+OfoqEAF+qZQCeFhr/d6FXl5bkkshhBBCiAWkHQc3my+5nFvNpdZ69RmOLdjy2pJcCiGEEEIsIO3a81VzGQiSXAohhBBCLKCpm8XnPot6EEhyKYQQQgixgFzt4uappZzrgJ6gkORSCCGEEGIBaSd/zWUx1n8MAkkuhRBCCCEWkHbtKQb0SJ9LIYQQQggxQ1PVXEqfSyGEEEIIMWPegJ5snv2SXAohhBBCiBlyXQcnX83l/M1rvqAkuRRCCCGEWEDamaLPZZ71xkuRJJdCCCGEEAtoynkuy6Tm0vA7ACGEEEKIReRxd/AQ2nVO2Vwnizt8DOB5vwOcK0kuhRBCCCEWiNZ6J0YId/j4qfv792FULUVrfcKn0IpGkkshhBBCiAWkBw9udo8/efK+dnF6nsHtfqrJx7CKRpJLIYQQQogFpLV+amLt5YRay16fQysKSS6FEEIIIRbYWO1ludVagiSXQgghhBALbrz28vDDZVVrCTIVkRBCCCGEL/Tgwc3aDO/AyZRNrSWA0lr7HcOcKaV6gBGgFLP+Rkozbijd2Bc67uVa64I+OKQs+6ZUY1/IuAsuxwBKqQSlO6WKlIeFF9iyLGauLJJLAKXUdq31Vr/jmKlSjRtKN/agxx30+KZSqnFD6cYe5LiDHNt0SjX2Uo0bSjt2cTrpcymEEEIIIYpGkkshhBBCCFE05ZRcfsPvAGapVOOG0o096HEHPb6plGrcULqxBznuIMc2nVKNvVTjhtKOXUxSNn0uhRBCCCGE/8qp5lIIIYQQQvhMkkshhBBCCFE0JZ9cKqWuVko9r5Tao5T6qN/xTKaU+pZSqlsptXPCvnql1C+VUrtz/9bl9iul1M25a3lKKbXFx7g7lFL3KqWeU0o9o5T6cAnFHlVKbVNK7cjF/re5/SuUUo/kYv9/Sqlwbn8kd39P7ninT3FLWZ6fuEuyLJdqOc7FImV5fuKWsixKg9a6ZDfABPYCK4EwsAPY6Hdck2K8DNgC7Jyw7x+Aj+ZufxT4bO72q4E7AQVcDDziY9xtwJbc7SrgBWBjicSugMrc7RDwSC6mHwLX5fbfArwvd/v9wC2529cB/8+HmKUsz1/cJVmWS7Ec515byvL8xS1lWbaS2HwPYE7Bw0uAn0+4fyNwo99x5Ymzc9KH2PNAW+52G/B87vY/A2/Od57fG/BT4OWlFjsQBx4HLsJb/cGaXHaAnwMvyd22cuepBY5TyvLCXUPJleVSKceTY8rdl7I8f9cgZVm2QG6l3izeDrw44f7h3L6ga9FadwHk/m3O7Q/k9eSaJM7D+7VZErErpUyl1JNAN/BLvJqUAa21nSe+8dhzxweBhoWNOFjv3wyURHkYU2pluQTL8Slx5ATib1+AwJeHiaQsiyAr9eRS5dlXynMrBe56lFKVwK3ADVrroTOdmmefb7FrrR2t9bnAUuBCYEO+03L/BiH2IMRQTIG7nlIsyyVYjiE4cRRL4K5HyrIIulJPLg8DHRPuLwWO+hTLTBxXSrUB5P7tzu0P1PUopUJ4H2Df01r/OLe7JGIfo7UeAO7D699Tq5Sycocmxjcee+54DdC3sJEG8/0rQEmUh1IvyyVUjk+JI8f3969AJVEepCyLUlDqyeWjwJrciLMwXsff232OqRC3A+/I3X4HXr+Zsf1vz43wuxgYHGvqWGhKKQX8K/Cc1vqLEw6VQuxNSqna3O0Y8DLgOeBe4A250ybHPnZNbwDu0Vov9K9kKcvzpFTLcomWY5CyPG+kLIuS4Xenz7lueKPhXsDrv/Exv+PJE99/Al1AFu/X2Lvw+o78Ctid+7c+d64Cvpa7lqeBrT7G/VK8ZoingCdz26tLJPZzgCdyse8EPp7bvxLYBuwBfgREcvujuft7csdX+hS3lOX5ibsky3KpluNcLFKW5yduKcuylcQmyz8KIYQQQoiiKfVmcSGEEEIIESCSXAohhBBCiKKR5FIIIYQQQhSNJJdCCCGEEKJoJLkUQgghhBBFI8nlIqWUGvY7BiGKQcqyKBdSlkW5kORSCCGEEEIUjSSXi1xu5YbPKaV2KqWeVkq9Kbf/cqXUfUqp/1JK7VJKfS+3OoQQgSRlWZQLKcui1FnTnyLK3O8D5wKbgUbgUaXU/blj5wGb8NZ7fQi4BHjQjyCFKICUZVEupCyLkiY1l+KlwH9qrR2t9XHg18AFuWPbtNaHtdYu3jJjnT7FKEQhpCyLciFlWZQ0SS7FmZpU0hNuO0hNtwg2KcuiXEhZFiVNkktxP/AmpZSplGoCLgO2+RyTELMhZVmUCynLoqTJLx5xG/ASYAeggb/SWh9TSq33NywhZkzKsigXUpZFSVNaa79jEEIIIYQQZUKaxYUQQgghRNFIcimEEEIIIYpGkkshhBBCCFE0klwKIYQQQoiikeRSCCGEEEIUjSSXQgghhBCiaCS5FEIIIYQQRfP/AdpZlvXTXIGOAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "soilCNdiff = soilCN - soilCN.isel(soilCN=0)\n", + "g_simple = soilCNdiff.plot(x=\"lon\", y=\"lat\", col=\"soilCN\", col_wrap=3,robust=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "micCN = xr.concat([dsXu_out.CN100cm,\n", + " ds.cnMIC.isel(time=-1,sim=0)],\n", + " 'micCN')\n", + "micCN['micCN'] = ['Xu obs',shortName[0]]\n", + "g_simple = micCN.plot(x=\"lon\", y=\"lat\", col=\"micCN\", col_wrap=2,robust=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#need bulk density to get GSDE #'s, provided as %C\n", + "#GSDEoc_out['OC_1m'] = GSDEoc_out.OC.isel(depth=slice(0,6)).sum(dim='depth')\n", + "#GSDEoc_out['OC_1m'] = GSDEoc_out['OC_1m'].where(GSDEoc_out['OC_1m']>0)\n", + "NCSCD_out['NCSCD_SOC'] = NCSCD_out.NCSCD_SOC.where(NCSCD_out.lat>25)\n", + "#combine datasets, all units gC/m2\n", + "combOBS = (HWSD_out)\n", + "combOBS = combOBS.where(NCSCD_out['NCSCD_SOC'].isnull(),(0.1*NCSCD_out['NCSCD_SOC'])) \n", + "totC = xr.concat([(HWSD_out),combOBS,#(0.1*NCSCD_out.NCSCD_SOC),\n", + " (1e-3*ds.cTOT.isel(time=-1,sim=0)),(1e-3*ds.cTOT.isel(time=-1,sim=1)),\n", + " (1e-3*ds.cTOT.isel(time=-1,sim=2)),(1e-3*ds.cTOT.isel(time=-1,sim=3))], 'totC')\n", + "totC['totC'] = ['HWSD','HWSD+NCSCDS',shortName[0],shortName[1],shortName[2],shortName[3]]\n", + "g_simple = totC.plot(x=\"lon\", y=\"lat\", col=\"totC\", col_wrap=3,robust=True,cbar_kwargs={'label': 'SOC (kgC m-2)'})#, norm=colors.LogNorm(vmax=1e5, vmin=1e4))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### unweighted zonal means" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "zon_meanCNmim = ds.mean(dim='lon') \n", + "if compare == True:\n", + " zon_meanCNmimAll = ds.mean(dim='lon') " + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax0,ax1,ax2,ax3,ax4) = plt.subplots(1, 5, sharey=True, figsize=[24,10])\n", + "# Remove space between axes\n", + "fig.subplots_adjust(hspace=0, wspace=0.05)\n", + "color = ['tab:blue','tab:orange','tab:green','tab:red'] # for MIM, CAS\n", + "linestyle= ['-', '-','-','-'] # for CN, Conly\n", + "lw = [3,4,3,2]\n", + "v = ['cTOT','cSOMp','cnTOT','cMICtot', 'cnMIC'] #'nMineral' 'cSOMc' 'MICrK' 'cnMIC' 'relMIC' 'specRESP'\n", + "\n", + "# SOC\n", + "labels = [sim,'HWSD','NCSCD']\n", + "ax0.plot(zon_meanCNmim.get('cTOT').isel(time=-1,sim=0), zon_meanCNmim.lat,lw=3,color=color[0],linestyle=linestyle[0])\n", + "if compare == True:\n", + " for i in range(1,4):\n", + " ax0.plot(zon_meanCNmimAll.get(v[0]).isel(time=-1, sim=i), zon_meanCNmim.lat,lw=lw[i],color=color[i],linestyle=linestyle[i])\n", + " ax1.plot(zon_meanCNmimAll.get(v[1]).isel(time=-1, sim=i), zon_meanCNmim.lat,lw=lw[i],color=color[i],linestyle=linestyle[i])\n", + " ax2.plot(zon_meanCNmimAll.get(v[2]).isel(time=-1, sim=i), zon_meanCNmim.lat,lw=lw[i],color=color[i],linestyle=linestyle[i])\n", + " ax3.plot(zon_meanCNmimAll.get(v[3]).isel(time=-1, sim=i), zon_meanCNmim.lat,lw=lw[i],color=color[i],linestyle=linestyle[i])\n", + " ax4.plot(zon_meanCNmimAll.get(v[4]).isel(time=-1, sim=i), zon_meanCNmim.lat,lw=lw[i],color=color[i],linestyle=linestyle[i])\n", + " labels = [shortName[0],shortName[1],shortName[2],shortName[3],'HWSD','HWSD_regrid','NCSCD']\n", + "\n", + "ax0.plot(zon_meanOBS.get('HWSD_SOCall'), zon_meanOBS.lat,lw=2, color='k',linestyle='--')#already converted avbove\n", + "ax0.fill_betweenx(zon_meanOBS.lat,\n", + " zon_meanOBS.get('HWSD_SOCall') + zon_stdOBS.get('HWSD_SOCall'), \n", + " zon_meanOBS.get('HWSD_SOCall') - zon_stdOBS.get('HWSD_SOCall'),\n", + " alpha=0.2, color='k')\n", + "ax0.plot(HWSD_out.mean(dim='lon')* 1e3 , HWSD_out.lat,lw=2, color='red',linestyle='--') #convert kgC to gC/m2\n", + "ax0.fill_betweenx(HWSD_out.lat,\n", + " HWSD_out.mean(dim='lon')* 1e3 + HWSD_out.std(dim='lon')* 1e3, \n", + " HWSD_out.mean(dim='lon')* 1e3 - HWSD_out.std(dim='lon')* 1e3,\n", + " alpha=0.2, color='red')\n", + "\n", + "ax0.plot((dsNCSCD.NCSCD_SOC.mean(dim='lon')*1e2), dsNCSCD.lat,lw=3, color='k') #convert kgC to gC/m2\n", + "ax0.set_xlabel('SOC (gC/m2)', fontsize='x-large')\n", + "ax0.legend(labels=labels, frameon = False, fontsize='medium',loc=7)\n", + "ax0.set_title('Zonal mean pools', fontsize='xx-large')\n", + "\n", + "# SOMp\n", + "ax1.plot(zon_meanCNmim.get(v[1]).isel(time=-1,sim=0), zon_meanCNmim.lat,lw=3,color=color[0],linestyle=linestyle[0])\n", + "ax1.set_xlabel('SOMp (gC/m2)', fontsize='x-large')\n", + "\n", + "# Soil C:N\n", + "ax2.plot(zon_meanCNmim.get(v[2]).isel(time=-1,sim=0), zon_meanCNmim.lat,lw=3,color=color[0],linestyle=linestyle[0])\n", + "ax2.plot(GSDEoc['CNmean'].mean(dim='lon'), GSDEoc.lat,lw=2, color='k')\n", + "ax2.plot(GSDEoc_out['CNmean'].mean(dim='lon'), GSDEoc_out.lat,lw=2, color='red',linestyle='--')\n", + "ax2.fill_betweenx(GSDEoc_out.lat,\n", + " GSDEoc_out['CNmean'].mean(dim='lon') + GSDEoc_out['CNmean'].std(dim='lon'), \n", + " GSDEoc_out['CNmean'].mean(dim='lon') - GSDEoc_out['CNmean'].std(dim='lon'),\n", + " alpha=0.2, color='red')\n", + "\n", + "ax2.set_xlabel('Total C:N', fontsize='x-large');\n", + "labels = ['MIMICScn','Shangguan et al. 2014', 'GSDE regrid']\n", + "#ax3.legend(labels=labels, frameon = False, fontsize='medium',loc=4)\n", + "\n", + "# MIC tot\n", + "ax3.plot(zon_meanCNmim.get(v[3]).isel(time=-1,sim=0), zon_meanCNmim.lat,lw=3,color=color[0],linestyle=linestyle[0])\n", + "ax3.plot(dsXu.SMC100cm.mean(dim='lon'), dsXu.lat,lw=2, color='k')\n", + "ax3.plot(dsXu_out.SMC100cm.mean(dim='lon'), dsXu_out.lat,lw=2, color='red',linestyle='--')\n", + "ax3.set_xlabel('MIC C ('+ds.get(v[3]).attrs['units']+')', fontsize='x-large');\n", + "labels = ['MIMICS-CN','Xu et al. 2013','Xu regrid']\n", + "#ax2.legend(labels=labels, frameon = False, fontsize='medium',loc=4)\n", + "\n", + "# MICcn\n", + "ax4.plot(zon_meanCNmim.get(v[4]).isel(time=-1,sim=0), zon_meanCNmim.lat, lw=3,color=color[0],linestyle=linestyle[0])\n", + "ax4.plot(dsXu.CN100cm.mean(dim='lon'), dsXu.lat,lw=2, color='k')\n", + "ax4.plot(dsXu_out.CN100cm.mean(dim='lon'), dsXu_out.lat,lw=2, color='red',linestyle='--')\n", + "ax4.set_xlabel('MIC C:N', fontsize='x-large');\n", + "#labels = ['MIMICS-CN','Xu et al. 2013','Xu regrid']" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(4, 3, sharey=True, figsize=[15,16])\n", + "fig.subplots_adjust(hspace=0.3, wspace=0.08)\n", + "\n", + "ax[0,0].set_title('LIT', fontsize='xx-large',loc='left')\n", + "ax[0,0].plot(zon_meanCNmim.get('cLITm').isel(time=-1,sim=0), zon_meanCNmim.lat, lw=3)\n", + "ax[0,0].set_xlabel('LITm(gC/m2)', fontsize='large');\n", + "\n", + "ax[0,1].plot(zon_meanCNmim.get('cLITs').isel(time=-1,sim=0), zon_meanCNmim.lat, lw=3)\n", + "ax[0,1].set_xlabel('LITs(gC/m2)', fontsize='large');\n", + "\n", + "ax[1,0].set_title('MIC', fontsize='xx-large',loc='left')\n", + "ax[1,0].plot(zon_meanCNmim.get('cMICr').isel(time=-1,sim=0), zon_meanCNmim.lat, lw=3)\n", + "ax[1,0].set_xlabel('MICr(gC/m2)', fontsize='large');\n", + "\n", + "ax[1,1].plot(zon_meanCNmim.get('cMICk').isel(time=-1,sim=0), zon_meanCNmim.lat, lw=3)\n", + "ax[1,1].set_xlabel('MICk(gC/m2)', fontsize='large');\n", + "\n", + "ax[1,2].plot(zon_meanCNmim.get('MICrK').isel(time=-1,sim=0), zon_meanCNmim.lat, lw=3)\n", + "ax[1,2].set_xlabel('MIC r:K', fontsize='large');\n", + "\n", + "ax[2,0].set_title('SOM', fontsize='xx-large',loc='left')\n", + "ax[2,0].plot(zon_meanCNmim.get('cSOMp').isel(time=-1,sim=0), zon_meanCNmim.lat, lw=3)\n", + "ax[2,0].set_xlabel('SOMp(gC/m2)', fontsize='large');\n", + "\n", + "ax[2,1].plot(zon_meanCNmim.get('cSOMc').isel(time=-1,sim=0), zon_meanCNmim.lat, lw=3)\n", + "ax[2,1].set_xlabel('SOMc(gC/m2)', fontsize='large');\n", + "\n", + "ax[2,2].plot(zon_meanCNmim.get('cSOMa').isel(time=-1,sim=0), zon_meanCNmim.lat, lw=3)\n", + "ax[2,2].set_xlabel('SOMa(gC/m2)', fontsize='large');\n", + "\n", + "ax[3,0].set_title('Total', fontsize='xx-large',loc='left')\n", + "ax[3,0].plot(zon_meanCNmim.get('cVEG').isel(time=-1,sim=0), zon_meanCNmim.lat, lw=3)\n", + "ax[3,0].set_xlabel('total veg C (gC/m2)', fontsize='large');\n", + "\n", + "ax[3,1].plot(zon_meanCNmim.get('cTOT').isel(time=-1,sim=0), zon_meanCNmim.lat, lw=3)\n", + "ax[3,1].set_xlabel('total soil C (gC/m2)', fontsize='large');\n", + "\n", + "ax[3,2].plot(zon_meanCNmim.get('cECO').isel(time=-1,sim=0), zon_meanCNmim.lat, lw=3)\n", + "ax[3,2].set_xlabel('total eco C (gC/m2)', fontsize='x-large');\n", + "\n", + "if compare==True:\n", + " for i in range(1,4):\n", + " ax[0,0].plot(zon_meanCNmimAll.get('cLITm').isel(time=-1,sim=i), zon_meanCNmim.lat, lw=3)\n", + " ax[0,1].plot(zon_meanCNmimAll.get('cLITs').isel(time=-1,sim=i), zon_meanCNmim.lat, lw=3)\n", + " ax[1,0].plot(zon_meanCNmimAll.get('cMICr').isel(time=-1,sim=i), zon_meanCNmim.lat, lw=3)\n", + " ax[1,1].plot(zon_meanCNmimAll.get('cMICk').isel(time=-1,sim=i), zon_meanCNmim.lat, lw=3)\n", + " ax[1,2].plot(zon_meanCNmimAll.get('MICrK').isel(time=-1,sim=i), zon_meanCNmim.lat, lw=3)\n", + " ax[2,0].plot(zon_meanCNmimAll.get('cSOMp').isel(time=-1,sim=i), zon_meanCNmim.lat, lw=3)\n", + " ax[2,1].plot(zon_meanCNmimAll.get('cSOMc').isel(time=-1,sim=i), zon_meanCNmim.lat, lw=3)\n", + " ax[2,2].plot(zon_meanCNmimAll.get('cSOMa').isel(time=-1,sim=i), zon_meanCNmim.lat, lw=3)\n", + " ax[3,0].plot(zon_meanCNmimAll.get('cVEG').isel(time=-1,sim=i), zon_meanCNmim.lat, lw=3)\n", + " ax[3,1].plot(zon_meanCNmimAll.get('cTOT').isel(time=-1,sim=i), zon_meanCNmim.lat, lw=3)\n", + " ax[3,2].plot(zon_meanCNmimAll.get('cECO').isel(time=-1,sim=i), zon_meanCNmim.lat, lw=3)\n", + " labels=(shortName)\n", + " ax[0,0].legend(labels=labels, frameon = False, fontsize='medium',loc=7)\n", + " ax[3,1].legend(labels=labels, frameon = False, fontsize='medium',loc=7)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "v = ['cSOMp', 'cTOT']\n", + "(ds[v[0]] / ds[v[1]]).isel(time=-1,sim=0).plot(robust=True,cbar_kwargs={'label':'SOMp, frac total C'});\n", + "#ds['cTOT'].isel(time=-1).plot(robust=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Cvars = ['cnpp','cTOT','nMineral','cnTOT','nSoilMineralization']\n", + "max0= [1200,5e4,10,25,30]\n", + "min0=[0,0,0,5,0]\n", + "max1=[200,2e4,3,10,40]\n", + "max1= [50,1e3,0.5,2,2]\n", + "fig, axes = plt.subplots(nrows=len(Cvars), ncols=2, figsize=(12,len(Cvars)*8/3), constrained_layout=True,\n", + " subplot_kw=dict(projection=ccrs.Robinson()))\n", + "k=-1\n", + "for index, ax in np.ndenumerate(axes):\n", + " #print(index)\n", + " i = index[0]\n", + " j = index[1]\n", + " k = k+1\n", + " ## COuld add MIMcn - MIMc, but not sure it's warranted...\n", + " '''if j==0:\n", + " if i !=0:\n", + " da = ds[Cvars[i]].isel(time=-1) - dsCmim[Cvars[i]].isel(time=-1) \n", + " map_function(da, panel=panel[k], ax=ax, title='MIMICScn - Conly '+Cvars[i], cb=1, cmap='BrBG',vmax=max1[i], vmin=-max1[i]);'''\n", + " if j==0: \n", + " da = ds[Cvars[i]].isel(time=-1,ssism=0)\n", + " map_function(da, panel=panel[k], ax=ax, title='MIMICS-CN '+da.attrs['long_name'], cb=1,vmax=max0[i], vmin=min0[i]) \n", + " if j==1:\n", + " da = ds3[Cvars[i]].isel(time=-1) - ds2[Cvars[i]].isel(time=-1) \n", + " map_function(da, panel=panel[k], ax=ax, title='MIMICS exudate 0 - exudate 2 '+Cvars[i], cb=1, cmap='BrBG',vmax=max1[i], vmin=-max1[i]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---------------------\n", + "### Correlation between soil stoichoimetry and microbial compostion or microbial C:N\n", + "_sensu_ Fierer et al 2009 (Ecology Letters) likely need newer refs." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "################### Function to truncate color map ###################\n", + "def truncate_colormap(cmapIn='jet', minval=0.0, maxval=1.0, n=100):\n", + " cmapIn = plt.get_cmap(cmapIn)\n", + "\n", + " new_cmap = colors.LinearSegmentedColormap.from_list(\n", + " 'trunc({n},{a:.2f},{b:.2f})'.format(n=cmapIn.name, a=minval, b=maxval),\n", + " cmapIn(np.linspace(minval, maxval, n)))\n", + "\n", + " arr = np.linspace(0, 50, 100).reshape((10, 10))\n", + " return new_cmap" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ds_1 = ds3.isel(time=-1) # select exudate 0 case\n", + "ds_1['cnLIT'] = (ds_1.cLitInput_metb + ds_1.cLitInput_struc) / (ds_1.nLitInput_metb + ds_1.nLitInput_struc)\n", + "ds_1['cnLIT'].attrs['long_name'] = 'C:N litter inputs'\n", + "\n", + "color_by = ds_1.tsoilC\n", + "label = 'soil temp' # Need to rename if 'color_by' is changed\n", + "\n", + "fig, ax = plt.subplots()\n", + "s = ax.scatter(ds_1['cnLIT'], ds_1['cnTOT'],\n", + " c=color_by,\n", + " s=5,\n", + " marker='o', # Plot circles\n", + " # alpha = 0.2,\n", + " cmap = truncate_colormap(cmapIn='seismic', minval=.15, maxval=.9),#plt.cm.seismic, # Color pallete coolwarm\n", + " vmin = -20, # Min value\n", + " vmax = 30) # Max value\n", + "\n", + "# Mappable 'maps' the values of s to an array of RGB colors defined by a color palette\n", + "cbar = plt.colorbar(mappable = s, ax = ax) \n", + "cbar.set_label(label)\n", + "plt.xlabel(ds['cnLIT'].attrs['long_name'])\n", + "plt.ylabel(ds['cnTOT'].attrs['long_name'])\n", + "#ax.set_xlim(20, 110)\n", + "plt.show();\n", + "\n", + "color_by = ds_1['cnLIT'] \n", + "label = 'Litter C:N' \n", + "#fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16,6), constrained_layout=True)\n", + "fig, ax = plt.subplots()\n", + "s = ax.scatter(ds_1.tsoilC, ds_1['cnTOT'],\n", + " c=color_by,\n", + " s=5,\n", + " marker='o', # Plot circles\n", + " # alpha = 0.2,\n", + " #cmap = truncate_colormap(cmapIn='seismic', minval=.15, maxval=.9),#plt.cm.seismic, # Color pallete coolwarm\n", + " vmin = 20, # Min value\n", + " vmax = 100) # Max value\n", + "\n", + "# Mappable 'maps' the values of s to an array of RGB colors defined by a color palette\n", + "cbar = plt.colorbar(mappable = s, ax = ax) \n", + "cbar.set_label(label)\n", + "plt.xlabel(ds['tsoilC'].attrs['long_name'])\n", + "plt.ylabel(ds['cnTOT'].attrs['long_name'])\n", + "ax.set_xlim(-20, 35)\n", + "ax.set_ylim(4, 24)\n", + "plt.show();\n" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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SIdS7Znr1MtdatSH08psuNV+jUcrMTHMzrn9CgIaB864YEttVrPZUsMq+k6PLluHNmAGehzNrFrL33m1+zLQ0+MUvTNjfoEFGESQSxkrPyjLKwnGMb//pp+Fb3zIRIWD8/K5rngg+/bTNRe1W1LvavsmuxLYHg6aPendOV049bYuXWDoV3h13GA0KeLfdhu+xx/bIcbOyjE8Y4JNPTBqESMQo9X794Mgjjb/+3HO33W/8eOMKWrVq+9rTlo6B45joKNWu72br4qe3DW2q7EXkMuACzE30z6r6x7Y8XndEpk5Fn3rKvP9mJsQ2YvNmY9VPmGBcAB9+yNaMimCs/PoHjMY+ZDB+453l8rJ0HOrHALo63eAUt9Jmyl5ExmAU/QFADHhNRF5W1WVtdczuiHP22ejee4MqcuCBbX68DRvgxz827w84AH73O5OT/uuvja8+N9dEb0BDyUFomEVvsXQU7ABt67EP8JGq1gGIyBzgJOC2Njxmt0SmTNljx1q1yrxGImbS1OLFxi9fVmYe+Q87DE491Vj6CxYYBV9WZm4A9eVRLZaOQmv9HEVkIPBXoC/gAQ+r6j0i0hP4JzAEWA2cpqrlrXTYXaItlf0i4GYR6QWEge8Ac9vweJY9wP77GxfN8uVwwgnw6183FE2qn14fDJoY/BUrTDROZaVpk1m1geHRhfiPOgrpaBmxLN2OVi5ekgCuVNXPRCQbmCcibwLnAG+p6u9F5P+A/wOubr3Dpk6bPcWo6hLgD8CbwGvA55gLsg0icqGIzBWRuSUlJW0ljqWVSE+Hu++GmTPNZKvG7LOPseyhIdxv64QeV6m+4pfUnnIKdXZk1tJBaK1JVaq6SVU/S76vBpYA/YETgCeSzZ4ATmxN+XeFNjWvVPVR4FEAEbkFWL+DNg8DDwNMnjy5A6ZKsjTG80yuer/fhOhdeKEpR3jAAWbAtn7i1MEHG1dPaalpm9szxl7LXoTaWtyPP27fk7BYkkiqfkXVfBFp7Jl4OKm7dtTnEGAi8DHQR1U3mS50k4j0bom8LSElZS8i3wWSNhtzVPWlFPfrrarFIjII+B5w0O6JaekIuJWV1GyuRPsMJCNDyMgw6Y2PPXbbdomEUfBHH21m0PbpA3sNEvwH7I/35ZcE/2iDsiwdA0k1ttR1S1V1crP9iWQB/wIuV9WqlG8me4Bmlb2I3IqJqPlbctOlIjJVVVOZ+/ivpM8+DlzSXgMTlpaj8Tgrxo0jeOqZZF95HRIKEQwKgYBx1axaZfKnbNkCZ55pBmivusrcDFShvDaN/i/9j2ybJ8fSUWhcZKE56rPMNdmdBDCK/m+q+nxyc5GI9Eta9f2A4t2UtsWkYtnPACaoqgcgIk8A84Fmlb2qHtoy8SwdBbeigvimTcTvupXE+nX0mzmTioocHnrI5EUvT97Ghwwx7huAe++FO+80/5O//c1kxvzVr0x+e4ulQ5Cqsm8GMSb8o8ASVb2r0UcvAmcDv0++vtAqB9wNUh2gbZyktINlpbbsCfwFBfS86CKcrCxCfXoQys/hpZdM3H1paUMR8fqUuiINOdbnz4cPPoB580yhE4ulQ+A4DTkmmlua52DgR8CRIrIguXwHo+Sni8gyYHpyvV1IxbK/FZgvIm9jBqYPIwWr3tJ1qE+d2++ee+h3zz1btw8ebGLpc3JM0qxeveCcMxMs/MJh1Wph0iQI18FefSoQ8vD7oVevjuPDtFhay7JX1ffYeeDOtFY5SAtpVtmr6j9EZDawP+ZkrlbVzW0tmKUdqagwiWs2bqTypnt59MupRCIm1XF6usmLM3w4TJ8OffuadMWZmSbrYk5amOnTs3A9AZSJI6oIeyGuvFKpKY9z2skJ0Aw7u8rS/uyKz74LsFNlLyJ7q+pXIjIpuak+bLJQRArrY0otXZDXX4fVqyESYfkz84mNnIrnGVfMhAlmklR9WoT6AhjV1eA4ytLSLDJCHnVhh4KeLmFfNuoTph0WIT87bnaIxbpOUnRL58YqewCuAC4E7tzBZwoc2SYSWdqfsWNBBA2FKNh/CFLVUMP0ueeMu2bECOPCqaxsMNIjEairE8bsnWDCsCqiEqS4LhNVyAlEIeGZ59xAoD3PzmIxWMveoKoXJt9+W1UjjT8TkS5YxsCylX33hVmz2FKmVAcGckwc8oJh/nhrmEq3J3V1yiuvCOPGmSyWoZDx2y9eDD6fMnZEhJLydPJyPUIBl2jCIc2XVPSq5jGguUoYixaZgP0JE/bEGVu6I1bZb8cHwKQUtlm6EgMHEnFAy80EqYq5yyF7H3yVHp5rZh6qKgJsWp9gUaWfMWNg6GCXW+4M8p9X0uiRpzz8YJwBuVVmpmJ9zTvdyUTpigp4800T3vNwcnLi1VfD6afvsdO2dCNEupU7sSmffV9MboeQiEykYaQ5B8jYA7JZ2pkePUx0muvCp5U92Hecn7KiBENzStCMfmzeDD1CYYrKQoCwYIFSWRxn1hvpxBNCVQ188LGf7xzsEOqRbjqKx7etXt2Ye+812dNUjaunutrEa1plb2kLrGW/lWMwGdsGAI0nCVQDNlq6G1BXZ/4LPh+MPLg3W+YpA4b4yM3vS0mJmrFWJ0QgYDwuICxdE+Sgg5TZc5TsbBgwyMey0jwKhiYgoxkbIRw2ln8gYMJ8cnNN8h2Lpa2wyh5U9QngCRE5WVX/tQdl6vYkysqILllC6IADcFKb0NEm+HxG9wIUDk7D+9QMzn70keK6guPAQQeZMoOxmFJT5VFdK5zxQ4+zz4Jo3IcjSprfNbOv+vVr+rH55z+HZ54x03BPOMGGZ1raFmvZb4uq/ktEZgCjgWCj7Te0pWDdlURZGctHjsSLRgkMGUJwzBh6XXopGVOn7lE51PNIXzaPtEEjSOuVR3m5+W9s2FBvxYPnKdXVQloahNKVGUeGUcfHG2+AGwiyzz6QneFS2DsB2ss8KjSl7AsL4fLL98wJWixglX1jROQhjI/+COAR4BTgkzaWq9sSW7oULxpFa2uJLV5MbPFiqmfNYp+qqtQz9LUCmy+4gKp//hNEGLpgAQXDTEKbkhIlEDAWf1aWUFMD6emKiPDWh5mMGx1nwkSPmjgkEkLc9RFI88ALpDrt3GLZM3Qzyz4V7TFVVc8CylX1d5g0xQPbVqzuS2jyZDIOOcSEJiarOUk7FHCtfeMNtLYWVKl45S0Wvb+FSETxPPD7hbw8xe9XqqvNzFlVwVPhq+UB1hWnU1IC69YpVVVqBmU3bWrIkGaxdBQcJ7WlC5DKWdT/Q+tEpBCTrnho24nUvZFAgCGvvcbocJhBL71Ej4suYsjs2akXWWgl8m++GcnIQPc/nBVp46j19aBfPyEzU5LjrKaGj+cpmZn19yLdGr0jYgz5aG2CqpUlJnlON7KiLJ0AEWNQpbJ0AVI5i5dEJA+4HfgMM3v2z20qlQWA7GOPJfublUH2EHlnnUXp1LNYvFhNNstyWLtWTUK0fsa6Ly5WRo6Efn0hFFLCYZMJwYTUmzj8jNwA62QwgwtqycrKapdzsVh2SDdz4zSp7EXEwRTLrcAUIpkFBFW1co9IZ2lX1q83ShuUoiJBRPH7hZIS5eCDTcqELVtg9hzoXQDjxkNVlRKug9Iy8DyhtNREUSbSraK3dEC6kbJv0o2TLFhyZ6P1qFX03YcRI+pz00syu4E0ylVv4uzXrjXbi0vgyy+huFgI+WNbi40nEmZyVq6tgmDpaNRb9qksXYBUfPZviMjJ0pGKKVr2CP37mzj6zZvrXTcmzYHnwauvwmuvGr98vWIvLxdUBV8oSEGB8e3vt5+JqNzu11NRYWbHrlu350/MYoGGgaXWKV7S4UnFZ38FkAkkRCSCGZlTVc1pU8ksO6Vm3jxi69bR47jjkFYcPNJk4IzrAptWE/18Pp+mnQgIoRAccYSwYYPy739DNGrcO8ceq8ydZ/YNBk0Y/eDBJr99k3z0kTnY5s2Ql7fzFAoWS1thffbboqr2X9iBqHrvPZYccwyIkH/66Qx/5JFW69t1TSlBVIlVRPni3hdZMuNE4nGYMwemTVPy84U+fZSizcrk/TzSAvCtwyE94NGvv49AWooPgI3D2WprYe5cc7eYPNmmQLbsObqRsu8aAaTdiPCXX6KqeLW11HzWevVjErNmEbvqSjSeYPGX8PxHQ5j3nUeIx43ydl2TdTgSMROoXE8oKnFYt95BUAYWegT8O8lmuSMOOsikRdhvP1i2zLh1iothzZpWOyeLpUm6mc++awSQdiPyf/ADyp59lsiqVQybObNV+tS6OqKnnALRKMXOAOYNv5z169NBlZxcxXFMHpz99xfKS+Js2uQnkRDWrYPjjoNw1KGyRsnruQvDOtnZpkgKGFdOebl536z/x2JpJawbx9KR8WVns++bb7Zypz7jOolGSX/zBdwhyfw0IvToAUcdZRJWlpdDXAOIQMDn0qePY6JzUNTxm9Gc8nITj1lYaKqapMK4cdCzp3H49+nTuudmseyM+klV3YTuc6aWnSLp6QTffZfEM89QeMIJnNBXmD3bBCEcf7wpMP7xx/D222Ygdu+9Ydpnd9HLl0fd6qlkxsrJG3OISXT2wQem0erVpkJ5KjgODBrUlqdosWxPfTRON6Gp4iXVmNmy0FC4RJP7pKmqvVF0IXwTJuBLlgAcDJx9dsNnkYhxqXueWWqqldHOEuTd9fDec6Ym4cmHmOgaMMo+Gt3zJ2Gx7CrWjbN9FI6IZAMXAz8B/t3Gcll2gltTg5OZucdy5RQVwf33mwHaggKj+PfLW4GsTzMxlrEY7LOPaZyba2ZiFRXBqFF7RD6LZbfpZj77ZqNxRCRPRH4LfA5kA/ur6pVtLZhle1ZdfDHzcnNZNHEi3h7KILl8uVH0rmv0enExzFoynDf9x5oNpaUNyh5g5Eg49FDo3XuPyGex7DbdLBpnp8peRPJF5FZM8rMEMFFVf6WqZXtMuk6MF4kQXbgQjcVarc/SP/8ZPI/o8uXUff55q/XbFPvua8ZNHceMubquyVP/qXOgyZUQjVqXjaXz0o2UfVN+9zVACfA4UAec39h1oKp37WS/bo/G46ybOJHEmjWk7bsvAz75pFUKj+SdeCIVL72Ev6CA0OjRrSBp8/ToAb/6lVHyNTUm1r62FqaflAUFRxrXzQkn7BFZLJZWxQ7QbuV2GgZo7SzaXSCxaRPxlSshFiO6YAFeVRW+vLwW97vXM88QW72aQGEhTlPl/VqZ+voNPXrALbeY8VefLwuO+PUek8FiaXVs6KVBVX+7B+XoUvgHDiTj2GOpe/FFsr7//VZR9GCyT6YPbd+6MV2kaI/F0u0GaFO6rYnIcao6a2frlm0REQpfeAF1XVNS0GKxdEy60f8zVTtt/2bWLTvAKnqLpQPTzaJxUrLsVfX6ptYtFoul02HdOAYRORMQVX3yG9svAGpV9e9tLZzFYrG0Gd0sGqcpN86VwH92sP3p5GfNIiL/T0QWi8giEfmHiAR3R0iLxWJpE7qRG6cpZe9T1epvbkxua7a6hIj0By4FJqvqGMAHnL67glosFkur0oo+exF5TESKRWRRo209ReRNEVmWfO3RpufTDE0p+4CIbJdcPJkjJ9VnHz8QEhE/kAFs3HURLRaLpQ1o3QHavwDHfmPb/wFvqeoI4K3kervRlLJ/FHhORIbUb0i+fzr5WZOo6gbgDmAtsAmoVNU3vtlORC4UkbkiMrekpGRXZLe0IRqJUHPBBVTNmIG7alV7i2OxtA1+f2pLM6jqO8CWb2w+AXgi+f4J4MTWFX7X2KmyV9U7gBeAOSJSJiKlwBxglqre3lzHyUeWE4ChQCGQmRz0/eZxHlbVyao6uaCgYHfPw9LKRB99lOhTTxF/9VVqf/rT9hbHYml9HMcM0KayQH69UZpcLkzhCH1UdRNA8rVdswM2ectS1YeAh0QkCxOZs50PvwmOAlapagmAiDwPTAWe2l1hLXsOKSjY+mcQWz3K0lVJffC1VFUnt6UoqSAik4BDMKls3lfVlAtRpxpnX7Mbcq0FDhSRDCAMTAPm7kY/lnYg7dRTyfI8vM2bCV6YihFjsXQy2j7OvkhE+qnqJhHpBxS3pDMR+Q1wKvB8ctPjIvKsqt6Uyv5tlgVIVT8WkedoSJE8H3i4rasDOzAAACAASURBVI7XHVBVKl5+GScjg9wjj2zTY4kI6afb4ClLF6btlf2LwNnA75OvL7Swvx9gUs1HAETk9xj9mpKyb9O0Vqp6varurapjVPVHqmoTn7eAjbfcwrLTT+fr44+n9O92TpvF0mJaL/TyH8CHwCgRWS8i52OU/HQRWQZMT663hNVA47lK6cCKVHduagbt95raUVWfb+pzS+tT+/nneHV14DjULVzY3uJsRVXReBynG81GtHQBWtGyV9Uf7OSjaa1yAEMUWCwib2J89tOB90Tk3qQMlza1c1NunOOb+Exp8BtZ9hADb7qJyNKlOBkZ9L3ssvYWBwA3GuX9gw+m8rPPGHb55Yy+y9a0sXQSRCDQ7PzQjsS/2bb+9+xd2bmpfPbn7qZAljYiNHIk4xYsaG8xtqHys8+o+eorUGXVzJlW2Vs6F52oQIOqPtF8q52Taj77GcBoGvmLVPWGlhzY0jK82lpKL7kEt6yMggcewD9wYLvIkT16NIG8PNR16f3tb7eLDBbLbiHSqZS9iBwH3AgMxuhuAVRVc1LZv1llLyIPYVIdHAE8ApwCfLK7Altah6oHHqDm6achHqf00kvp++9/N79TGxDIyeHIZcsIr11L5ogR7SKDxbLbdK4kZ38EvgcsVFVtrvE3SeW2NlVVzwLKVfV3wEFA+5iRlq34evdGfD4kLQ1f377tK0soRNaoUa1SVN1i2WN0vuIl64BFu6PoITU3Tjj5WicihUAZJgWCpR3JOuss8Pvxtmwh+4IL2lsci6Vz0nEUeSr8EnhFROZgInMAUNWUBspSUfazRCQPuB0TwK8Yd46lHRERss84o73FsFg6L/W5cToPNwM1mLHTXRa8WWWvqjcm3/5LRGYBQVWt3NUDWSwWS4ejc1n2PVX16N3deadOVhE5Mvn6vfoFmAFMa27CVXtT/be/sSojg3XjxuFWVLS3OHsUL5FgxV138fVvf0uitra9xbFYOi6dz2f/XxHZbWXflGV/OPA/djy5qkNPqir/9a/RcJjEihXUzZpF9pnbZVZuV1SVxBtvgOfhP/ZYRGSH7dx//hN9/nmcyy7DmToVVSX8wgtoOEzGaachO/gRrn7gAb761a/AdYkWFTHuwQfb+nQsls6JSEq56jsQlwC/FJEYEKO1Qi9V9frka6ebXBU69lhqnngCHIf0Aw5ob3G2I/qnPxG+8koQIXTLLQQv3X6Ws65ejXv22VRFowReeomcmhpqHn+c8mTb2JIl9Lhh+6kObl0deB7qeea9xWLZOR3Ham8WVc1uyf6pxNn3Aq6nIYfye8ANqlrWkgO3Jfn330/Oeefh698ff79+7S3Odriffw6RSMP7HeH3szKRMFmOwmEOfP99nBUrIBol6LroCy+g11+/nXU/7LLLiBYVkaiqYt/bbmvbE7FYOjMinWqAVowL4AxgqKreKCIDgX6qmtK8p1QCo58GSoCTMROqSoB/7qa8ewQRIX3y5A6p6AFC11yDb/JkfBMnEvz1r0lUVLDywgtZedFFuDWmdIAMGEDpqFF4gPr9lH/4ITlXXEF2r16ki+BfupT4X/+6Xd++UIgxd9/NhEcfJa1Xrz18ZhZLJ6Lz+ewfwMxz+mFyvQa4P9WdU3FY9WwUkQNwk4i0ay3Fzo4zaBA5H3+8dX3Vz39O8V/+gojgz8tj0K23ArD3fffx6cknk5afT/8f/hBffj5pkybhvvmm+aHu3twKi8UCeyKffWszRVUnich8AFUtF5GUH01SsezfFpHTRcRJLqcBL++utJbtcTIyzOxTx8HJzNy6Pf/II/l2eTnTli0jNGAAsQUL2DJ7NhHAHTeOwNlnU3HjjawrKKDsssvYzYl1Fkv3pXNZ9nER8WHc6YhIAeClunNT+eyrk50KcAUNtWMdzOPD9bspsOUbDPzd7/Dn5SE+H30vv3yHbVSV2IwZaCRCGIht3EhuJELl734HrkvNn/5E7hVX4B88uFVlS1RXgwj+rKxW7ddiaXc6n2V/LybFcW8RuRnjVv91qjs3FY3TopFfS+o4wSD9r7mm6UaJBKHNm/Fhajzm/vSnSCiEb+BAvNJSJBTCKSjYbjdVxYvF8KWn77JcJf/9L58cfzyIcOBrr9HrsMN2uQ+LpUPTiZS9qv5NROZhCqIIcKKqLkl1/5QyV4nId0XkjuRy3G7KamkBEgjg3HQThT17Muj888m65hric+ciJSU4iQR506ZRlZtLzfTpaCIBQKK2ljljx/JKKGRi73eRdY8/jheJ4IXDrH/qqeZ3ANR18ZLHt1g6NI4D6empLR0AEXlSVb9S1ftVdaaqLhGRJ1Pdv1llnyxqexnwZXK5LLnN0gqoKiuuuYZP9t2X4n82HeQk11yDlJUhjzyCiFAzcybU1iKRCF+/vooVWZNIfPDB1nDO8o8+om7NGlBl5T337LJsA885BycYxAmF6J9CHp7K+fN5rUcPXs3OpnTOnF0+nsWyx+lcPvvRjVeS/vv9Ut05Fcv+O8B0VX1MVR8Djk1us7QCtYsWseGee6hbsoQlZ5+9S/sGTzoJgkE+GHYBfzj4bX5/8Nu8O/TH+JJ55XMnTsSXmYn4fAT79iXeOHXE/PnQvz8MHgxffbXD/gumT+fooiKOKSoi//DDm5Vn7eOPk6iuxotEWH3ffbt0LhbLHqeThF6KyDXJMdRxIlKVXKqBYuCFVPtJNQF5XqP3ubsgpwVYP3Mm7+bns/gHP0C9bQfPAwUFJgonFCJ9wICmOyothdtvh5dfZs3Dz/PG/L4sv+IfbDz/TmJOkJgvxOrzbkdycli2DD5e3JPCH52L4ziEV61i/plnUvbuu6avO+6AoiLYuBEeeGCnhwzk5ODPTm34pu8JJ5gngWCQwtNPT2kfi6Xd6CTKXlVvTY6h3q6qOcklW1V7qWozg30NpBJnfwswX0TexgwKHAakfAALLL/ySjQWo/TFF6meN4+c/fff+ll6377s9/HHVH7wAfknnNBkP3ryyaz/6CMiIsz73UIiw0ZQGamhIN3HwAFQWwvTe8xl4Tsjuey3vRARJvX6IdN8f8T1PIpff53St99m/KOP0v/oo+HFF03HRxzRKudZMG0aR61ejZdIEOrfv1X6tFjalI7jommWXVHsO6JJZS8iDiaO80Bgf4yyv1pVN7fkoN2NrPHjqV2yxLhThm5f9yVz9GgyR4/ewZ7bsnHlShbGYiawtrqYFRWDCccyKegNQ4YK48Z6vLPmQD5+zMUNR0k4QdbJaEbecANr/vIXar78EleVygUL6H/ttTBuHBujPfl402AK3oOpU1tekjO9T5+WdWCx7Ck6X+hli2jyr62qHvAzVd2kqi+q6gtW0e86E2fPZvTTTzNl8WLS8vNT3i+6bBmLc3JYGAhQ/vjjxM8+G3UcVIS+n93Dux8G8AdMxkxVZf4C4a67HN77wE9ZZQDwWLcmzh+XXsjmS/5L1r77kjNhAsNHj4bf/haefZb3Vg+kshJWr4YNG9rk9C2WjokIni+Q0tIVSMWN86aIXIXJh7M1QbqqbmkzqboYvowM8mfM2OX9ii6/HLe6GoCNl13GXu+8Q01FBeFNm9jnzjvIuVRYvFgZOxby8qCuTnBdxXWFmtoYX35VQyAgROK5LFqezb1/X0DZuVPw3n4bsrMhHifHV0PUl40qZGXtONWyxdIVUQVPO/5vXkR6NvV5qro4FWV/XvL1ksb9A8NSOUBXw6uowNuwAd++++40D31j1PP4+oYbqP36a/a59VYyhgxJ+VgZU6dS8corAGRGIhRNnUrvadPo/dJLeCUl3PGHOH+8z8/GjUJ1Naxdm2DlSqO0XTeMKsTjSiQSpyDfx9Kf/5TBq1axJTOTfuPHQ3qQIw+Ns2Z9FT1yEvTIziW1n4TF0jVw3faWICXm0ZDN4JukrItTKUvYbYuLa10d0VtuQURIu/ZavPJytowZg0YiBM84g5w//7nZPjY99xwrb78dNxIhvHYth7z//g7blT/3HKvPPZd4JILvkEOY8Mor5F93HYGcHIJ/+hNeaSmlJSWEX3+d2OuvU3XiifRdvIZAoIDKSuW992KsWGF+udXVafTqlUZtrVH44bCPrGwhPONW0mc+TN26ZSyJxqjqNxZZpWRLNSeclUddxOGxx2HixFa9jBZLh0S1cyj71tLBqUyquiRZcLx+vYeIXNwaB+/oRG+8kfgddxC7/XaiN95I4tNP0VgMwmGiL6QW3uqEQgCI4+DLyNhpu/VXXIHW1OBLJKj78EPK3ngDgMw33yStqopgWhp5OTlmsHfGDOKOj7A/m1AIXNdj9eqGX62IR48eQSAbyGH9eofqamH2wgJwfFT2GUXdwLE4juB6Dk88n8OGzQ5byoXbL13G0qlTqXnnHSgpAS/lPEsWS6fDdVNb2hMR2Tv5OmlHS6r9pPLMfoGqbs2ZnEyreQEmt3LXxnXN7V8EXJfAEUfgGzwY96uvyGwul02SPscdx5j77qNm6VKGX3nlTttlHnwwFc8+C66L6zhkJaNz3MpKfMlsloFJkwhNmkTkpz8l/uGnSCiICLz2WhzXNfdtn89j+HChpEQBE2kQDDpUVcG3viUkE+YBgoh5P2mS8J//gIiyf8an1L3xISuOOop9+/QhMGkSPP00fPQR9O4NKUQNWSydAc+DWKy9pUiJK4ALgTt38JkCR6bSSSrK3hER0WT+3OQU3c5T3qUFpF9//VbLNv03v0EyM+m1eDHqeSYlcQqICIPOO2+nn8dWrWLDSSeB5zHoz38m4fORe+ihhJIhmt4111B5yimoKpGjj6bPRRcRKioifd+xVMbjiPiJxxv68zwfS5c2mCLZ2X6mT3fo2VM56SRhxQoIBsHzFAGCQWH8eOX5fynxqEfaqb8iBsTjcT7ZvJmDFy+GJ580FX3ef99cj7Fjd/la7pSNG02fzU0os1jagPa22lNBVS9MvrZoQkwqyv514BkReQhzF/kp8FpLDtpZkMxMgnfcsf32lgajN6L0hhuIfv45CkTfeov+jRKOqSqbzzmH0hN+gvf9y+ix5n36BIPE07KJ7zOUdHG4/Mxifv/7vK11TBzHwU3+gkUgHo+yYkUG69YJRUWKCFRVQa6WQ1YOoARLNzPo/b9RM2sWORvWEwkE+DAex3NdOPBACARMZwMGwPLlrafs586FRx4x7886ywT6Wyx7iM7is69HRALARZiJrQCzgT+panynOzUiFa11NfC/5EEuAd4CfrnLklq2ofi221jSpw+lf/mLKT0IVC5fvk0bjcVwq2vxLv499BlE+YTvUXzbXcR9aajjp7JSidYJvQtk62Qon8+H3+8jM9OhoCBAnz5BEgkFlIoKqKkGVaHOyWHYx/+g/9qPGLzsLRwRcpYsQTyPoCoD+vZl7GOPwWOPgd9v/hUlJbBixdb6uS1myRKIx82yeHHr9GmxpEi9su/oPvtGPIhJfPZActkvuS0lUonG8ZIdptxpd0NVcd95B/x+/Acf3Gx7r7aWomuvBdclBlRjYqryDzigoU/XpfzII0mPRaC8GDJzkXiE4J8eILjkS2af+RhFZT4cpzeT9lM2bIAvvvCIxVwyMjyi0S1EIkpeXi+yswN4Hiz9ymX4Xg5uDAZ4awhFKwiVrUDze+KNHY3cfrux4EUYed55Rqk//DBEoxAOw9KlxuVywQVwzjkwbVrLLty0abBggenzmGNa1pfFsht0IEWeCvur6vhG6/8Tkc9T3Xmnlr2IPJN8XSgiX3xzaa5jERklIgsaLVUisuMyTJ2c6AMPUPOd71Bz9NFEn3ii2fYSDBLo1w8nECADSAeCmZkM/8MfUFUqZ85k1YQJFH3wAXWJBN5ZE/F/Pht/wEH2GoN/wTyKio2F7nkwZYowdKiD3+8g4qOurpZEIobrxqmurkTVwfPA58CEcR5TxoXp+/6/0IoKWLsWmT8f5//9P8onTMCdMgW5/HLIzYV584yCV20wgzzPvP797y3/pxQWwp13wt13w6BBLevLYtlFVCGRSG3pILgiMrx+RUSGASn/CZuy7C9Lvu5WsRJV/RqYkBTKB2zAlNTqcrgff2wsXxHcTz+FZlIVi8/HXvPnU/HUU5Rddx3ZrkvPK6/EFwoRfusttlx9NdG6OhTYCNSJ0PegoyGQxprrHmOfR6+kz4r3Wd7vMPJ7wSEHKzk5RoS33gLVNDQ5MzA7O4CIyWS8b58SCGfjfDHfJMGJRNCqKmT2bMjNJXjEESz/4AOySkpg/XoKHIf0+oljmZnQs6fJlJmZCclsnRZLZ0W100Tj1PMLTE3wlRhnwGDg3FR3bqos4abk6xoAEclpqn0zTANW1PfV1Qhed51R8n4/6U2EVzbGn59P7ve/T2z9eurmzGHzQw+x9OmnGTp9OgnXZT3mli0+H15VOV5FCb7MHMjL4+Of/oXPPvIjFR6e5/DlEkEVRo1ymDwZVq7MYu5cH7GYkp0dqvfMkLn0c3wl1eC6iOehkYgZbN5/fzj8cDJ9PkYUFvLWFVfgRiIEsrOZ9uCDyFFHwYUXmmicjAx48EGYMsV0arF0Ulp7gFZEjgXuwcQ8P6KqrVrkSVXfEpERwCiMsv9KVaOp7t+s8haRnwA3AGEagrR3NV3C6cA/dtL/hZgYUgZ10kd536hR5CxJuRTkVlbPmEFkwQJUTRjk8OJiMpcuJdvvZyUQB3BdHFyqTh9P/v7fYthtN/NlvC9oNi4+wmHF88BxhLIyY6kEg8qoUUFqa4VEAvLylEMGrGbwPploRgHy1Vdo0lL3KivZUlJCbjSKPxhEPQ8vHseNRPDicbxAAN9TT8GcOWYgVQRycqCyEp5/HvbZx9wsLJZOSGsp+6T34n5gOrAe+FREXlTVL1vnCCAipwKvqeoXIvIr4HoRuUlVP0tl/1Sew68CRqvqEFUdmlxSVvQikgZ8F3h2R5+r6sOqOllVJxfsoGB2RyW+cCGlBx9M+dlno9GUb67b4FZUUB8z6QGZGJPA8fnITLbpC0wB9q0oo++PTyM4vJDsxBaysiA9XRk/XhkzxnQzY4aZGKUq5OZCZqaSm6t8L/wkV0ycDT17IpmZ6H77wbRpyD77IIMG4bz+Or7772fLq6+y+quvGHD++YQGDWLsL36Bb84ckxLzkEOM22bcOBg/Hu69Fz780MTgb9zY0stpsexxWjka5wBguaquVNUY8DTQdIGKXefXqlotIocAxwBP0JrROMAKoG43hQP4NvCZqha1oI8OR+WPf0z8k0+Iz59P+FvfIuPclF1nABS/8QZVAwYQWrXKXFyfj7KhQ+m9ejW+iRPp853vEH74YQrXr0cwN4GMoUPxhULUZeQzfoJgMjEIo0YZA/sf/1A+/dRMmJowXjnj+x590sv51iuzIeMYk0nJPAYgPp+ZEVtaSo7fj1NcTI+iInK+/ppAbi5j7rkHnnvOzJwVgaFD4dlnrevG0qXYhWwg+SIyt9H6w6r6cKP1/sC6RuvrMXZaa1J/25kBPKiqL4jIb1PdORVlfw3wgYh8DGw1YVX10hSP8QN24sLpzPiGDCG+cCEigm8XZn/WvfsulS+/zGd//CNeNIoA/R2HcYEArF+P89pryLRpjAD2uu46vszJoXdtLQpUfPAB8UQC1x2LP82kPhARqsvj7DXKz5hhdfxXgogjDBmsfP+HPqgNIcMuhokT8Z57DklLQ4YORdPS8FavJjFnDml5eXjhMDJlCoHcRlUnDz/cROS4rnnfWNFfein873+w994mqsZi6WTUB5mlSKmqTm7i851lpGxNNojIn4CjgD+ISDqpl5ZNSdn/CTOpaiHG25AyIpKB8WH9ZFf26wzkPf44dX/9K77Bg0k76igAtKqK6COP4AwdStpJJ223T3ztWtYecwzxSARt9Cvr5/Phq1ekL7ywNX5dHIeCyy+n5rbbKBAhcPvteH4/+T+/g01TTsbvB2Jh+gXXEqjqwVE93sd/5n7Ura/g1JND4A6FNWvQ2bORyZOJFRdT+8tfEkhLI2fIEBwgLRYzg7RTpyLJ2buqSmz9evy9e1OXnU38iy/I3msvtinh0L8//OhHLbqGXjxOYssW0mx1K0s70MrROOuBgY3WB2CC6VqT04BjgTtUtUJE+mEidFIiFWWfUNUrdkcyVa0Deu3Ovh0dycgg/cgjKTv0ULS2lh4vvUTs7rtJvP46+P3I888T+MZEIa+mBgC/Kn3T03FOPpnBF11Ednk5+qMfQSCAnHWWqQ27ahV6zjlUvfsuwwAnGDRjAyIMfPpOpG8/wukZrP3lDygrLyKrVy/CK1ZwwqJFpPXqDYkE3tFHofPmMSccZhAw/JJLSHz+OcEvvkDqxxmSZdnkmGPMTFlg6VlnUfrMM2Tn5dGrpgbq6ogvWkSfRYta7folKiqYP3Ys8aIi+vzkJwy/775W69tiSZVWjMb5FBghIkMxYeanAz9std7Zqk+fb7S+CdiU6v6pPAK8LSIXikg/EelZv+yGrF2O8FNPoSUlUFtL7R/+gBYVbTUVvJKSbdpVX3UV3vLlBFTxBQLkn3IK/gULiC9YQNrxxyMlJcimTbBlC5x9NnrttZQXFLDsnXfM41TSuehGIhStXo7//50EP5xCaN0KBp98MtGNG5FAgBW3324ynfXsSelPfsIbrkud67L0uuvQtDSyH3mEwPXXm8Rmfj8cfzz65z/zxSefMHvsWErefJPSZ59FYzHiVVXm3+DzIclUzU2x5tpr+WzoUDbedx+xLVuIFRcTWb2axccey7zBg9l0993E1q2jYtYslp1yCrH169F4nOJHH22Lr8diaZLWHKBV1QTwM0wusSXAM6raoXKAiDbjtBKRVTvYrLsSkZMqkydP1rlz5zbfsIMQmzOHLd/+NqiSc889pB96KHWXXYYzciQZd9+NBALEZs+mYsYMiEaJZ2fjVlTgAcWOA8nsmVmHHEK///s/8r79bfj739GLL4a6OlxVViQSFIvQ33EI+/3UqlIUi9ETSM/MRF0X/4gR1C1cSObBBzP6hRcI9DIPU5HNm/lfYeFWx+SAc89l3GOPQV0dXHEFWlFBXXY261auZOVHH+HW1ZHWuzfDTz2VzQ89RGjkSEZdfTXukiVkXXopvsJCNjz0EKtvvJFexx/PqAcf3Fqta93Pf876mTPxMDG62TQ8Njb+hYkICVU8GnyC2cOGMW7Firb+uixdCBGZ14wPvVlGjpysDzyQmr6ZPr3lx2tvbKWqFpB2+OEUfP01Gg7jHzkSgOxk0ZF6NBIxA5uehy8zEy8axVHF5zh4sRgkEtS88w7LP/qISTU1OKeeij7zDO7LLxNLJOgNLFNFXJdq1yWB+dJ69OhB4ZNPEq+qYvmPfwxA7UcfbVX0AMG+fUnr3ZtYkQmEitU/baxcCdEo4jiEKiuJvf02nghOKETG0KHsNXMmQ26+GV929jYZPlWVpT/7GbguRU8+yYBLLiFr7FjU8yidOZMsoAYTOTQckwaiCKjCKHYBAqpbw0rrR/sH33QTkX/+k8CUKfhSLNuYKCmhds4cMg87DH/v3into6p4VVU4OTkplZS0dH06WW6cFmHnu7cQ38CBWxX9jkg75hgyr7+e9NNOI/9//6PvZ5/R74sv8IVCOCJbh/AlFKL8nXdYeeut1P3mN1SI4AIbRdj79NMZmZ7OJGBCYSGTb7+dvebNI/vIIylfvBj8fpxQiLyjj97u+JNnzSKQk4MfcJcvJ1FdDcOGQVYWKkJk1SoKVdl3//0Zc++9HPiayV7tz83dLpWziJAxciROZiYSCJDevz8Aic2bTf8YRd8LU/DAAfJpKJ7pYG4ATnI9HfMUsPGMM1h5+umsGzmSyscfB6Dmk0/YcOONhL/+GjCKunjmTFaffz6RpUtZNn486885h2XjxuElxx9UlZ09qarr8vWhh7KgZ09WnnLKTr8vS/ehfoA2laUrYKtLtzEiQuYvGgbMNRLBmzSJMWVlFAElPh+hww5jxSefsPGoowgA6+69l/1XrmTzE0+Q1acPa+65h7JEguEZGeQdeijZV10FwFdXX82ae+4BYNB557H3DgY58yZPJhQIkACi69ZRMWcO+ccdB3ffTfiGG4g+/TQ+ID8ri5zkE4J6HhVPPYVbVUXPCy7ASU/f2t9+H37IljffJOeAAwj0NEM3ic2bAWOpK8mZvxjlX07SogdqgQwa3DpxIJLcb0R2NlXV1Wy+6CLIzGTZuefiRSJsvvtuJpWWUv3f/7Lh6qvxIhFqP/0Ur7QU4nG8WAyvspLaRYtYefzx+LKyGPHee6SPGLHNdYitXk3d3LngeVT8+9+4tbX4MjOxdF86Wz77lmIt+z2AW1pK7b//jVtSgv71r7BkCYJRfEHHQd97j5zaWtMWcGtqCPXrx7DrrmPl3XdTuWgRZWlp1F58MVl//evWfr1odKs16+TmIl9+Cd/6lslj08gcyf/ud3FCIZy0NLL3289s9PsJHHQQpKdDZiaBww/f2r78scfYcNFFbP7FL9h0xbaBWP7cXHqfcgrBRqktal9/HZ/INkr8c2ARJvYsLXleCmzBKPgwUJZsL0BOTg4JIBGLkdi8GU1m2HQrK81M40ZPGRII0Pvaa/H37UvBL3+Jv3dviv/wB7SujkRpKVsaFYCpJ23QIIKjRiFpaWQfcQROE/WALd2DTpjPvkXs1LIXkcFAhapWJtePAE4E1gAzk1OCLc2g8Tjrx483vuKsLAY+9dRWpRgFE2XjeQQd5/+3d+fhUZVn48e/95k1ewgEAgkgO0pYRQX3FXFfiku1i7+qaOtatWLVtlQvW19ttdW+FbWWKvUtUnegLqgIoiIFBQQBCTsEgezJTGY99++PMwkRkxCWJJB5Ptc1F5kzZ3nOmeGeM89yP4hlkdGvH0f96U/OCFcgpWdPguvXgwgZl1yCeHfPCNnv17+metkyxOul7733wplnOoOgPv8cTjqpvh/8oOeeo+COO/AVFODJrp87Hs8555Dx8cdoPj6bnQAAIABJREFUZSXuBsE+tmsXGomgsRilzzxD51tvxT9okPPis8/CnDlw111Ql38/HsdyufDHYoTZXWWTNXQo9tdfY4XDNEwoEUqs08nlwpeaSrfMTCqqq50GW1XiQMaYMVTPn49lWez4wx/o8dBDFDz2GMGlS8m75x58vXvTbfLk+n1mXXqpM0m6CBmN5NkXj4cjlywhsm0b3p49TZ29AXScQN4SzVXjzAAuASpFZARObpvfA8NxZkm5rvWLd/izq6uJ79wJsRjxcBgdOpRtvXrh27yZMp8Pb+/euPx+rHHjyO3fn14TJyIi2GVl1Nx5J8MyMyn5zW9IOeYYcvaYtm/T449TsWgRAMXTptG7oGD3jE/du9evJyKkFxYSr6pizbnnEt2yhT7PP0/aqFG4R478Tpk733ILux57jFhJCXFVKl5/Hd/ESUz5YwBWDOWGzx4nZ/GVTkMvkHPXXcSrqgi8+y5lK1dSGo/TqVMnhgwZQuRf/2Ld0KG4Ej1wAMTtZtCsWUSLivjmzjv5Zvt2oraNM58WlE2dSvq4cdR+9hkArkSDau4NTY/N63LDDaQn7ti9TYxoFrcbX+/eLXjXjGRQl88+WTRXjZOiqnUjwH4A/F1V/4iTP/nYpjdLXqE33mBXly6UDxhAfONGAFw5OWT/8pdYXbuSfddduLp2JTZqFMV+PyGXi25TplAxciRr//IXVt5xB9tfeQWAqptvJn3OHPyffkrBCy8QeP99/pOWxqdnnEE80SBZu2kTdiiEHQyy+Te/ITR5MjzyCEyf7tzl76HkhReonjuX2hUr2HzLLU2ehys9nW4PP4zt82GlpJB17rnMnAlF21Mpyh7NzMG/cFIdJ1h+P90eeYS+S5cyfPlyxowZwzHDh8PZZ+MdMgTv5ZcjloWF84GzPB40EiHnuutIO/NMNC+Prg89BH4/4vXS+Sc/occDD9D9wQfp8fDDdGth2mj/wIFNBnrD2JOpxtmt4e/c03Fy5KCqtvkJ/F1aW0v5hAkQixErLcX7u9+R9oyTJynngQfIeeCB+nWP+Oc/KZs2DV/fvmScdhq1992HncgtH9ri5FKycNIliAgaDLL24YeJq1K+YAFl8+eTe9ZZDPr976n44AMi27bhKi2l+Mkn6fvMM40VD8Cps7YsJC2NlKFDCcydS/Czz8j+8Y/xNPglANDl2mvJuuACrJQUXBkZdP8GPB4BC/JG9YCbZzZ6DM+RR5L13ntQXQ2JNAh9X3yRymuuIbxiBVULFpA+dixZ55+PiNBn1qz6bXNvvhm7pgZPItdOXqIh2jBaw2E4eckBaS7Yf5CYmnA70AknPw6JfAxJdIlaRmOxb2VVsoYPb3JdV1oauTfeWP88LxQiBHhE6JSok0+fMoXIFVfg2bQJGTSIzM2bieJkrUwtKGDdyScT3biRPldcwTdTpgCQNrr5MR9ZZ53FwHfeIVpcTOqRR7L+uOPQaJTKadPo38iE354G/dfPPBOcLvxuRo48u/5WYPWvfsW2adPoffPNeGtrsfx+etx+O1aDfDficpE9fjyMH0+3ZgK4KzMTV2Zms+dgGAdLsvXGaS7Y3w5cAXQHTlTVuh51ecB9rV2wQ1l0xw6q336btJNOwtfXGUhsZWSQNWMGwd//Hv8FF+D74Q+puPZaNBYj6/HHsXKazjCRNngwfVavBhF8/ZwpJq3MTHxvveWssG0bx6xfz85t20iZPJnQ/PnU/ve/aChE6IMPGJS4O8467bS9lj3jxBMBCH7yiTPYKxYjVlKy1+1EYNSoby+r3byZ9Y8+ih0Os/ruu8n2eJy++aoU3H33XvdpGO3NBHtHP2CLqk7fY3kGUNR6RTq02bbNqpEjsSsqsDwehmzejCuRFjj10ktJvfRSAKomTaJ22jQArPR0sv73f5vcZ+5zz1Fz6qm4e/Ykdfz4766Qn0/goYcou/xymDSJTj/9KVgWVloaaccdR+Ypp1A+fz7BdetI7dfvu9s3ImXsWLpMmkTggw/o9tBD+3gVHJ6cHKyUFMTlcm70E7+J48EDmf7AMNqGubPf7U/AvY0sDyZeu6BVSnQIU1UWjR/Pru3b8QLdbJtYaWl9sG9IsrJ2Z5Rs5PWGrJQUMidObHadwPz5TuoFVaLr1tHv00+JbdtGyskns3LiRL6ZPh1V5Zh581j3xz9S89VXDHv6aTqNGdPo/kSErr/+Nfz61y07+Ua409M5ZdkySufPp9Oxx1L8hz9g+f3mrt44bJhg7zhCVZfvuVBVF4vIEa1WokNYrLKSXR98ADiNFtnXXVdfjbOn9F/8AruqilhREak//ekBHzvnhhsof+klooEAuffdR8qwYax97TU2XHihMwBJFSs1lS3PPsuON98kHgyy9NprOa2RuviDKaVXLwp+8AMABjTTOEww6DTaduqEejzEi4qw8vKwMjJatXyG0RTbhv2cUfSw1FzXS38zr+093+1hqrYWnn1WOeX4IF5PkPT0Cs47r5rbbw+wtjidziefjHg8ZB97LL0TqQoaY5eUEPjLXwjNmkXJqac2e8y9ZR4FCNXWsr6khM01NWyaOZNvZs5kzYMPEo7FiKti+f1kFBaSd9llqCqu1FTSm8nZ06aiUfj6a9i+HdasoeLGG9kxbBg7+vQhvqNDzVZpHGZM10vHf0XkelV9tuFCEbkWWNK6xWp7a9fCW2/BsmXw2ms2FRXOd50d8vOf/5QBFtOmRZg6dQ7/zg1z/iXe+lGuuno1zJgBp5+OzJsHZWXYF1zgVLvE48TXr8cuLcXq/O15XGJffUVw4UKKb74ZV6dOHPHJJ3gaGfSjqiy+5BI0GESB4pdewt+jh1NNFI+jlsUxc+aQnWh8HTtnDoGiInpcfnmrXrMWq5voM1FJGnrlFQiFULebyKJFpFyQdDWCxiHA1Nnvdjvwmohcze7gPhon1cl359w7zL30kqIqbN0KXq/Qty9s2eJ8GPLysikvD1JeHuP66wXLSmH+QjiqdxmFx2ZhjxlDdVUV/qeewterFxKP47Zt3C4X8Xgcj89HfMkSrAZZKWv/9jcCt95KeTiM2jaxaJTK6dPpMmnSd8pm19YSTOR7F6D39dfT88c/pvyTTwgUFTHkscfIPm733MY5J5xAzgkntPo12xvdvh28XqRzZ2dEb0UFdO1K+l13UXXffbi6d8fXIE2DYbQlE+wTVHUHcHwiJ05hYvFsVf2gTUrWhoKffw72MGoCboJB5bjjBFUoKIBt25RYzE3XrhnU1EQRsRIfEpuf3xng3RfKsC2LlKwsqqNRfKqoZRGdMwefx4NGo1h9+uDeI9VBdNYsqK3FB8TdbvB4SDv1VKJR54Z9/Xr41a+cmo9du1LxH1nNbV8PYcDJ/ej7858jlsXI559vnwvWArEXXyR27bXgcuF97z2ssWPrB1ll3HMP6Xfc4UzDaAboGe0omYJ9k3X2DaYfXAa8mHgs7YjTEtbMncugeQ8Qi2l98HG5hIwMIS3NeW5ZMHSoB8tSRJTq6krmfmYz8cFerOhyJl63GyscprqggGjnzoRWr8YKBPCedx6ZK1ciifQCsSefJJSdjbesDMnOJq17d1L/PQ/7/c1MfnU42dlFZGet5dxzI3z4YZzFi4OsXx9ge3kKn/9sHWPee/87eeYPRfFp05zWr2CQ+OzZ33ldvF4T6I12ZdIl7LaE3fNO1LUg1v3vVOCgT0vYXrIvu4yB9w9ivebjck0kEBC8XqWiwmlbFFEuvFA4/XQoLlYmTdpOTU2UPn3SKa/xMqXwL/x1QSGezEzSystBhNTcXOzSUlbNmUPM5aJnbi5dX3mF2KRJTivw55/T6d13mV06lt/+djtLlpQCJTg9WyG0cQvRaOfEc2X79iCvvJpLdidokOzxkOW+7TaiH34IPh+uK65o7+IYxneYdAkJyTQdobtLF2ci77kfUlL4ffLyMrBt4c47lSVLYMEC6NpVqalxkkqedVYep4wsZ8HyHEQgtUcXojUjSff7ENuGUAgrLw+7tJTMaJRtwMZdu9h01lkM7tIFa/t2JBbjhl+l8OrSKsrKyqE+52Mdzx7LIoRC8N57h0ewd51zDlZlpTNZudvMkWMcekydfYKIjGrqNQBV/fzgF6d9SEoKWWPGMG7hy/T44d+46BIlEICdO4UePWyOO07ZvFlITRWuuFyRtV8x6vXJZJ73ApGaMN2zanCvdVIFaGK+WTsxe1O1KgrEgMpwmI+2bSMLmNH7z8z6agRDhgT46KO6kriBNCzLjWUV4HYrsVgIsHG708jKqk9Rf1iQBjNcGcahyAR7x2JgJZCYpfpbWTAVJxNmhyAi9P3oI3qsWsWoHDcuv0WnTkpqKtTUCHl5FqCcmfYxnlob/+pZuApyuTryd1x5OYgdh8JCdMMGSoqKqF29mppIhOpYzJl9CWemJj/OxB2l4qKo/0TkC2HgwHTi8Tw++aQCtzsDny8bl8tLPK7YtuDx5NK5M1x8sZsf/QjGjm3PK2UYHUey5bNvLtjfCXwPZwa56cBrqlrTJqVqB+J2E4nFKH74fvJ/9T8gQjis9DlCKS+z6RlaQ1ZqHNIz0B/8APV6cNs27NiB7NoFWVlo//503rIFyc8nnprK2i1bCJaV1U+sbeFMRZjRLY+dO52q+7lz4eSTO/HJJ7XE41EnpbEq0WiMvDyLnByLiTnT+dlTV7XvBTKMDsZU4ySo6uPA4yLSB/g+8L6IbAJ+p6pL26qAbaHk5ZdZdv31BCsqAChfuICscReTftKZ5A0rpH8fwVuZRTyrANLSARsLG1EFvx9qaiA/35lbdsAAJ0lZ794MKizk63feIVxSQihxLAXKamvQUC22nUpJibJ+vXDRRZm88UYlNTU7ADfdurlY9e9iWPUVqZdd1E5XxjA6NhPsG1DVDSLyBk6KhB8CA4EOE+w1FmPRZZfR8D2vWbyQmsULsdLTGfnvN8g65SSstMTkHpblNMKKOI+0NGfSbq/X6bZk206emupq4pmZdMvKorakhBScvja1QE1lJVeFz+Wxzh+Smio8ed3n9J7xR9IzZ/PeuAcJ//B6xo3z4ffnwnFN58U3DGP/md44CSLSF7gSuAjYglOV85Cqhpra5rBkWcQBF9RXt9T1f9GaGmqWLaHLySc6LRahMOr3Q20I0ZgT7Ldtg3AYDQSQaBSiUTQcxo7Hqdmxg9pNm7CANJyZ2usu3sDIR2ydOsep63/uP/DuyxCLMa56NjLiIvD3ausrYRhJxVTj7FYELAfeAKqAXsDP6gbCqOpjrV66Jux85x2W33gjmcOHc/RLL+E6gF4fgeXLSSsoIHXrViycZP27ABsn6Bc9+FvE5aLPdddhBQNocRXW9u2gigSDTqDftQtdtAi7ooJAURG127axeelSesTj9YMUqoBsICBCxOtliNcLV17pfOI8HnTQIKRrV+jVC/veewlMmEDGqFGwdSuMGeOM6jIM46AxwX63B9h9k5veBmVpseU33EDtpk1Edu1ix6xZ9Pje9/Z5H7FAgIVnn035xx8Dzp13XWBu2O0oHgiw+hd34vd7KbjiCiQnBwmHYdUqJwBXV0NKCqunTsXv81ETClECdAXCIrhOPJHiL7/EU1lJZ1W6+XzkFxYSXb0ajUaden/LIuJ24zv1VGTIEBDBVVSEvv02MnMmXHopPPnkgV84wzC+xQR7QFUnt2E59knmsGFESkpQ2yZ90KB92jb0zTdsnDKFbf/8Z31yMYAKnIAfAvZ8/zOALXfeiXz1FT0uvBCKi51A7/VCRgbbX30VVAmFQtTifFlUAzWAvWABUVViXi+e008n9847KXnuOaq++IKs7t3JtW30+uvxZWUR6TuY8s79Sddq0jp1gtGjnYbf998HnNG80SgkMi8YhnEAzJ19gog80dyGqnrrwS9Oyxw9YwY7Zs0ifdAgMgsL975BQnDjRj4sLCQeCHzntQiNz6IuOEGbSIT4U0+xY+pUfD16sGPrVjoPG0a4shJ77VoycH4VBL3e3a0+qlgpKURDIYhEqOrdm7U33YRu3szYJ54gZdAgqKhwfkl4PBT1OoMYHnZic2TVItxEKDvqeGb7r2P1PTGmv2QRiQl/va+YC06thgED6mfDildUIKmpWIkJyw3DaJ7pZ7/bIZuz3uX302PChH3ervKLL5zeMi3gT0mh4Oab2fDEE9jhMApUiJB9wQVYy5YRi0TYsXgxADlALCWV7BGj6Ty4HzunTsXtcuErHIr3mh+zdtIkNBJh09SpxCMRvJ06kTJkiFPnHwpBWhrasydx3E6jL0Lc5UFjyvPrj2dHqZvly4VgyEnD/PSzNud2/hLdsgVKSih/8022v/IKrqwsBnzxBd6Cgn2+NoaRjFoYDjqE5qpxDt38ufsp96yzyCwspHLZMlxpacTKy+tf8+Xnk15QQOmSJbh8PkbPnYsEAmx48sn6hguX30/Z7NlYqnQ76STKV61i2F13ERxxDmvdhdSmCF3Tqwm9PpN+M14m/bixaDxO8eTJdAVKc3LYVVaGBALELQtXly5QUlLf+Nqnaw07atLISo/jC9vURlzY4gKE/Hxl+XJAlatO/QYLiG7axPLrr8crAqrYwSA1771HzjXXtO2FNYzDkKnGSRCRN5vbUFUvPPjFaV3u9HROWrQIgMrly1ly+eUE1qxB3G4yUlLwr1hBvsfD4E8/ZdcDD1A9ezbdfD62h5wOk1mWRTQQIA74+vThtH/8AzsSYemWAaS5wmS7whRtSSF35iYyRzsV6xqPc9TUGXj+/Q8Kxo+nfM0a0j/4AKuiAo4/3pmMvLwcDQbxpQhdJYh/zXLYvpkUv59Teq1nsTufvAybfjelYKtwZN8MxLLwpKWhQFQVD2D5fMR37mTL979Pl0mTSBkxon0utGEcJkywd4zF6V//L+Azvt1JpUVEJBv4G87kJwr8RFU/3Y9yHlSlCxaw8Oyznd4wLheW14u7vBw7EMBKSyO6ZQvVs2YRDYWwbJtufr8zxaDbTcjjwW1ZpAwdSm11DVa/wfSoCjAorxJRm0H5NdiWG7tWsf2pWJEQGauWINdfDz170u34450EN/n5zq1FejpaUQHRGJ5oLR6XwOB+yM5tEAoxOutrjj56O7OX92RDrCcqgistBcVLdIlT0+bCyQ+f//TTFF9zDRoMEpw3j0HFxe17oQ3jEJZsd/bNdd7OA+7FCdR/Bs4CSlR1nqrOa+H+/wy8raqDgeHAqgMp7IEK79zJh8OH89n48Wg0ikajpB95JP3vvZea7GxqsrKo7dWL8s2biY4ezTfAjmiUjCuvJKVXL3ZVVhKKxwl6PKz9/e/xDRiIt6aMgbnliNrOt6Fl4bLAHazCu2wR3o1rkV49AefbUgDS0yE3F9myBbsmgFpOojW0rspenGUuFxqLQXU1Z3rmM9y9koLsAIVdtsOCBbhXr6b3Mcfgsiwyxo/HO2CA0yYhgpiGWsNoVltNXiIil4nIShGxRWT0Hq/9UkSKRGSNiJx9YEdqXnN19nHgbeBtEfHh5Mf5UEQeUNW9dvoWkUzgZOCaxP6a6vDSZrZOm0b1l18677II/vx8Bj3wAJ9///vY4bCzUmUlpT/9KS7Lcvrdi7Dun/9EYzGn7t62SQkEGHTTTYhLEI8Hq6QESUtzAnQkgno8SCQCVVXOJyUzE33nHTj/fBAhunEj8fnziZ04ntru/fAH1uONBQntrCWlWxZhy4sOP4nMVZ+BCHY8js+K0P+IKH28W7GKt6EbNiAeD13HjaPr3XcTO+00ikaNwo5ESB07loKpU9vxShvGoa8N0yWsAC4Fnm64UESOwslSMAToAbwnIgMTsfegazY3TiLIn4cT6I8AngBebeG+++IMRp0qIsNxevfcpqrf6vcoIhOBiQC9erVuioCMIUOcd9g5MCd89BGezp0Rj8fpwN6wad7tRmwbcbuJJersPSK4gZN8PqSyEgBNTXVy41RVOQOkQiFnOr5YDK2pcfrib9hA/P33WfbEExx1yy2kpKfjBqoHjcC/azPxkjJWZp+AHbLIDUJGBlidU9CUVCQaJdy1J3rKOaSv30RmaBeEfWhKCuHaWmy/n7SsLAJz5xIvKwPbJrJ+Pb6BA1v1WhpGR9AW1TiqugpobBrOi4DpqhoGNohIEXAs0CpV3c3NQfs88AkwCvitqh6jqg+q6rYW7tud2PYpVR0JBIB79lxJVZ9R1dGqOjo3N3ffz2AfdB0/nsxRzpwsGSNGkNK7N57MTE767DO6n3YaqZaFBVheLzmnn84Z5eUcO28errQ0LL+f4U8/zalz5uDyeHCvXw+lpUh1NXg8TtVM4pOjK1agsZjzJRKLsfWpp/hg8WJiIri9XieZmsuFZ/1qPBKjMqcvioWIEAoJHo+QmmJDVhbBorW4wkE8a1aQ8eWnTobNjRtZ/N57LJo1i8W/+x3hgQNJPf54Z15Xn4/sq69u1etoGB1BXT/7ljyALiKyuMFj4kEoQj5Ou2idrYllraK5O/sf4gTogcCtDb6VBFBVzdzLvrcCW1X1s8Tzl2kk2LeVSHk5O2bOpHrFCgBqVqwgXluLOy2NjKOOYuTrr7Pp7rvRWIzejz6KOysLgE7HHsv48nJngJTXC7ZN7LzznNw4xcX1vwA0MxPJykLXrYOZM6FfP7SwkPD8+YTXrGFU587kLF2Ky+Nx5jns1YvsUYWoHSc3CGVFStyG0lKlV76NK1CFeNykjR3rDJldsgR69IDTT4czzqD2nnuwa2uxUlMJ79xJ5jHHMHjzZmIlJXha+ReSYXQE+9hAW6Kqo5t6UUTew2nn3NN9qvpGU5s1VqwWl2gfNVdnf0CZt1T1GxHZIiKDVHUNcAbw1YHsc7/LYtvMP/poIjt3oolKOpfP9625UV3p6fT9618b3d7yeOr/tkMhimbPxg6HOfLmm8GyUFWktBTduhVZvRpyc+Httyldu5Z1CxYQAzI9Hmc/3brB977nNKTaNiJCahoMH2pTXuVGRKiNCCmbNzqfhIIC+O9/nRw8Hk99n/zBf/87G+6/n5zx48kY7XwGrbQ0vGlprXINDaMjOljVOKp65n5sthXo2eB5AdBqXehaO5XiLcCLIrIcGAH8rpWP16h4KERo82bigQDi8XDErbdywscf71e2TA2H0XAYIhHCmzY5gd6y0PR0KC0lvisxi+Ojj7I1ECBSW4sCkZIS7FcbNHfot7/AQxEX3/rxNHQYDBnitAfUdaFcsaL+09nt8ssZ8/XXDHziicbqAg3D2Iu26o3TjDeBK0XEl5gkagCwqLUOttfJSw5EYkarJn/6tBV3aioDJ09mw5//TI+rrqLwT3/a7wDp6tSJ7s89R/mUKWhuLlJ3Jx0OE+zXj5Rjj4VhwyA7m/79+/P1+PF4d+ygi8eDHH888XD4u18yloXXJ4TCCqqklWxCfLlOO4DL5VTj1NZCly71uXAMwzgwbdUbR0QuAZ4EcoHZIrJUVc9W1ZUiMgOnxiMG3NRaPXEARLXVqoj22ejRo3VxIt9Ma4vV1FD+6adkjRqFt3Pn/duJbcPGjU7KA9uGkSOdO3Gc1Mg7X3gBX9++dMrLI+rxsOCCCwhu3Mjghx+m/223oSUlkJOD+P0A6NatkJHpTGC+fj0cfbRznGgUKiogJ8cEe8MARGRJc3XoLeHzjdb8/JbFmw0bDvx47a1V7+wPVarKR8ceS+3mzbjS0zlj3Trc+1PXbVnQt6/z2MOaq6+m/J13EMviqNmzqS0rI7xjB9g26x97jP79+yOhkNM18+KLweVC6gZXwbfzGHs8TjuAYRgHlRlB28HZkQg1q1cTDwSIVlQQaoW0AuFNm5wUC0Bk2zY6jRmD5fNh+f0UXHklBIMQj6Nxm1BIqa0Fu2ue07Wyuhr2MU+/YRj75hCos29TSXln7/L56HHVVRS/+CKoOikJDrIBU6ey7mc/I2XwYLpcdhmW18sZGzcS3rmT1L59YeFC2LSJ2IijncyWCpGYhT+/1brZGobRgMlnnyQiO3cCoNEo26ZPZ/Bvf3tQ958+YgTDP/nkW8vcGRm4MzKcJ8cdByNHIpYHYk5jsZlm1jDaThumSzgkJG146XHFFVh+P5bfT9dx49q+AJYFfj9urwufz6m6b9Cd3zCMVmaqcZJE72uvJfeMM7D8fvx5jQ18azt1HWziwSA1y5aRPmwYLjM4yjBaXUcJ5C2RtMEeIPWIIwCoXLqU7a+9RveLLyZr5Mh2KYvG4yw86ijCW7fi6dSJE4qLvzVy1zCMg8vks08ysWCQj088kbUPPsjHJ51ELBhsl3KENm4ktGkTGo8TKSlhx/MdblZIwzjkJFM1TtIHe41GsaNRZw7XxIQmqsqOt96ieMYMtI3eabffjz/xtw+IV1TUv1a+aBFLrrqKbdOnt0lZDCMZqIJta4seHUFSV+MAeLKyGPXii2yaMoVeN9yAJyuLrS++yPKJTgbTymXLOPKhh1q/HPn59HvwQXY+8giuIUPofuONgDMAbOFZZxGrquKb114j+5hjSOvXr9XLYxjJIB63975SB5H0wR6gx4QJ9Jgwof554OuvsSMRNB6nZlXbzaSYd//95N1//3eW12fnFEFMugTDOEgUMME+qR1xyy2UffIJsaoqjnrkkXYti4hw/Ny5bJwyhW7nnlvfqGwYxsHQQSrkW8AE+0b4unRh7Jw57V2MepnDhjGsiVz7hmHsL3NnbxiGkSRMsDcMw+jgzJ29YRhGElCcOUOSgwn2hmEkMdNAaxiG0cGZahzDMIwkYYK9YRhGEjDB3jAMo4MzDbSGYRhJQDENtIZhGEnBVOMYhmEkgY6RvrglTLA3DCNJKSbYG4ZhJIXkCfZJP1PV3rz0UoRx4wK8/nqkvYtiGMZBpUC0hY/Dn7mzb0Zpqc2PfhQiEoF58+KUlnpIT5f2LpZhGAeNaaA1AK9XcLshEgGvF9zmahlGB2LSJRgJGRnCvHlpvPFGlAkTPPj95q7eMDoWE+yNhNF7HbE/AAAIa0lEQVSjXYwebeZ9NYyOxwyqMgzDSBLmzt4wDKODM7lxDhoR2QhU4/xWiqnq6NY8nmEYxr4xd/YH02mqWtIGxzEMw9gHydUbxwyqMgwjicVb+Nh/IvKoiKwWkeUi8pqIZDd47ZciUiQia0Tk7AM60F60drBX4F0RWSIiExtbQUQmishiEVm8a9euVi6OYRhGnbo7+5Y8DsgcoFBVhwFfA78EEJGjgCuBIcB44K8i0mpd/1o72J+gqqOAc4CbROTkPVdQ1WdUdbSqjs7NzW3l4hiGYTQUa+Fj/6nqu6pat5OFQEHi74uA6aoaVtUNQBFw7AEdrBmtWmevqsWJf3eKyGs4JzK/qfWXLFlSIiKbWrNMh4guQLK0Y5hz7bja83x7H/gu1r4D53Rp4cp+EVnc4PkzqvrMfhz0J8BLib/zcYJ/na2JZa2i1YK9iKQBlqpWJ/4eBzzQ3DaqmhS39iKyOFl6Jplz7bgO9/NV1fEHa18i8h6Q18hL96nqG4l17sP5mfBi3WaNFetglWlPrXln3w14TUTqjvN/qvp2Kx7PMAyjXajqmc29LiI/Bs4HzlDVuoC+FejZYLUCoLh1StiKwV5V1wPDW2v/hmEYhwMRGQ9MAk5R1WCDl94E/k9EHgN6AAOARa1VDjOCtn3sT13f4cqca8eVbOe7v/4C+IA5iZqOhap6o6quFJEZwFc41Ts3qWqrJeuR3b8oDMMwjI7KDKoyDMNIAibYG4ZhJAET7NuAiLhE5AsRmZV43kdEPhORtSLykoh427uMB4uIZIvIy4nh4atEZKyI5IjInMT5zhGRTu1dzoNBRH4uIitFZIWI/EtE/B3lvRWRv4vIThFZ0WBZo++jOJ5IDPtfLiKj2q/kRlNMsG8btwGrGjz/H+BxVR0AlAPXtkupWsefgbdVdTBOb6xVwD3A+4nzfT/x/LAmIvnArcBoVS0EXDhD3zvKe/sPnCH8DTX1Pp6D05NkADAReKqNymjsAxPsW5mIFADnAX9LPBfgdODlxCrPAxe3T+kOLhHJBE4GngNQ1YiqVuAMC38+sVqHOV+c3mwpIuIGUoHtdJD3VlXnA2V7LG7qfbwIeEEdC4FsEeneNiU1WsoE+9b3J+BudmdT6gxUNMiV0apDpNtYX2AXMDVRbfW3xOjpbqq6HSDxb9f2LOTBoKrbgD8Am3GCfCWwhI773kLT72M+sKXBeh3tvDsEE+xbkYicD+xU1SUNFzeyakfp/+oGRgFPqepIIEAHqLJpTKK++iKgD86AmDSc6ow9dZT3tjkd+TPdYZhg37pOAC5MzNg1Hecn/p9wfubWDWhr1SHSbWwrsFVVP0s8fxkn+O+o+1mf+HdnO5XvYDoT2KCqu1Q1CrwKHE/HfW+h6fexTYf9G/vHBPtWpKq/VNUCVT0Cp/HuA1W9GpgLTEis9mPgjXYq4kGlqt8AW0RkUGLRGTijA9/EOU/oOOe7GRgjIqmJdpi6c+2Q721CU+/jm8CPEr1yxgCVddU9xqHDjKBtIyJyKnCXqp4vIn1x7vRzgC+AH6hquD3Ld7CIyAicxmgvsB74fzg3FTOAXjhB8jJV3bPx77AjIr8FrsAZ6v4FcB1OXfVh/96KyL+AU3HSGO8AfgO8TiPvY+LL7i84vXeCwP9T1cWN7ddoPybYG4ZhJAFTjWMYhpEETLA3DMNIAibYG4ZhJAET7A3DMJKACfaGYRhJwAT7JCQiNY0su1FEfpT4+xoR6dHgtdtFJHU/jjNYRJYmUif0a2a9jSLSpamyJZbnich0EVknIl+JyH9EZGAT+3qlwfMJIvKPfS17g+2zReRnDZ73EJGXm9vGMA5FJtgbAKjqFFV9IfH0GpwUAHVux0n01WIi4sJJlPWGqo5U1XX7W7ZEP+7XgA9VtZ+qHgXcizOpfWNGi8iQfdh/c9NzZgP1wV5Vi1V1QjPrG8YhyQR7AwARmSwid4nIBGA08GLirvw2nMA/V0TmJtYdJyKfisjnIvJvEUlPLN8oIr8WkQU4g41uB65rsN3rIrIkkQN+4j4U7zQgqqpT6hao6lJV/aiJ9f+A82XQ3Plekyj7TOBdEUkXkfcT5/SliFyUWPVhoF/iWjwqIkfU5XhP5K+fmlj/CxE5bR/OyTDalJlw3PgWVX1ZRG7GGe27GJxJOoDTVLUkUd1yP3CmqgZEZBJwB/BAYhchVT0xsd1AoEZV/5B47SeJEZcpwH9F5BVVLW1BsQpxMko2SkSWquqIBotmAD8Tkf572e9YYFiiTG7gElWtSpzjQhF5EyeRW2Hd/kXkiAbb3wSgqkNFZDDOl8ZAVQ214JwMo02ZYG/sqzHAUcDHTu0KXuDTBq+/1My2t4rIJYm/e+JMdtGSYN+sPQI9QBx4FPgl8FYzm85pkLZBgN+JyMk46ajzabqaqM6JwJOJMqwWkU3AQGD5vp2BYbQ+E+yNfSU4QfL7TbweaHQjJzfQmcBYVQ2KyIeAv4XHXMnu5GItNQ0n2K9sZp2GZb0ayAWOVtVoIlPp3srXWGpfwzgkmTp7ozHVQEYTzxcCJ9RVkSSyPn6nV0wjsoDyRKAfjPMLoaU+AHwicn3dAhE5RkROaWqDRNrhx3HaDVoiC2fugWii7r13Yvme16Kh+ThfEnVVVr2ANS08nmG0KRPsk1OqiGxt8Lhjj9f/AUxJNEqmAM8Ab4nIXFXdhdNb518ishwn+A9uwTHfBtyJbR5MbNci6mTruwQ4K9H1ciUwmUTOdBFZ2sSmz9HyX68v4vTiWYwTwFcnjl2KU2W1QkQe3WObvwIuEfkSp/rqmsMxw6WRHEzWS8MwjCRg7uwNwzCSgAn2hmEYScAEe8MwjCRggr1hGEYSMMHeMAwjCZhgbxiGkQRMsDcMw0gC/x/otTA5RdaAwAAAAABJRU5ErkJggg==\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "color_by = ds_1.tsoilC\n", + "label = 'soil temp' # Need to rename if 'color_by' is changed\n", + "\n", + "fig, ax = plt.subplots()\n", + "s = ax.scatter(ds_1['cnLIT'], ds_1['cnMIC'],\n", + " c=color_by,\n", + " s=5,\n", + " marker='o', # Plot circles\n", + " # alpha = 0.2,\n", + " cmap = truncate_colormap(cmapIn='seismic', minval=.15, maxval=.9),#plt.cm.seismic, # Color pallete coolwarm\n", + " vmin = -20, # Min value\n", + " vmax = 30) # Max value\n", + "\n", + "# Mappable 'maps' the values of s to an array of RGB colors defined by a color palette\n", + "cbar = plt.colorbar(mappable = s, ax = ax) \n", + "cbar.set_label(label)\n", + "plt.xlabel(ds['cnLIT'].attrs['long_name'])\n", + "plt.ylabel(ds['cnMIC'].attrs['long_name'])\n", + "#ax.set_xlim(20, 110)\n", + "plt.show();\n", + "\n", + "\n", + "color_by = ds_1['cnTOT'] \n", + "label = 'Total C:N' \n", + "#fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16,6), constrained_layout=True)\n", + "fig, ax = plt.subplots()\n", + "s = ax.scatter(ds_1['cnLIT'], ds_1['cnMIC'],\n", + " c=color_by,\n", + " s=5,\n", + " marker='o', # Plot circles\n", + " # alpha = 0.2,\n", + " #cmap = truncate_colormap(cmapIn='seismic', minval=.15, maxval=.9),#plt.cm.seismic, # Color pallete coolwarm\n", + " vmin = 8, # Min value\n", + " vmax = 20, # Max value\n", + " )\n", + "# Mappable 'maps' the values of s to an array of RGB colors defined by a color palette\n", + "cbar = plt.colorbar(mappable = s, ax = ax) \n", + "cbar.set_label(label)\n", + "plt.xlabel((ds['cnLIT'].attrs['long_name']))\n", + "plt.ylabel(ds['cnMIC'].attrs['long_name'])\n", + "#ax.set_xlim(-20, 35)\n", + "#ax.set_ylim(4, 24)\n", + "plt.show();\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure 3** Litter quality and temperature interact to control soil C:N. " + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# try above in 3d space\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "\n", + "y = ds_1['cnLIT'].values.ravel()\n", + "x = ds_1['tsoilC'].values.ravel()\n", + "z = ds_1['cnMIC'].values.ravel()\n", + "zz = ds_1['cnTOT'].values.ravel()\n", + "\n", + "fig = plt.figure(figsize=[10,8])\n", + "ax = fig.gca(projection='3d')\n", + "\n", + "surf = ax.scatter(x, y, z, linewidth=0.5, antialiased=True, \n", + " c = zz, marker='o', alpha=0.8,\n", + " cmap = truncate_colormap(cmapIn='gist_earth', minval=.0, maxval=.85),\n", + " vmin = 8, vmax = 20,\n", + " ) \n", + "\n", + "#ax.set_xlim(-25, 30)\n", + "#ax.set_ylim(20, 110)\n", + "ax.set_zlim(5, 10)\n", + "ax.set_ylabel('Litterfall C:N')\n", + "ax.set_xlabel('Soil Temp')\n", + "ax.set_zlabel('Microbial C:N');\n", + "# Add a color bar which maps values to colors.\n", + "fig.colorbar(surf, shrink=0.5, aspect=5,label='Soil C:N')\n", + "fig.set_label('Litterfall C:N')\n", + "ax.view_init(10, -35)\n", + "plt.draw()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "y = ds_1['cnLIT'].values.ravel()\n", + "x = ds_1['tsoilC'].values.ravel()\n", + "z = ds_1['cnMIC'].values.ravel()\n", + "zz = ds_1['cnTOT'].values.ravel()\n", + "\n", + "\n", + "fig = plt.figure(figsize=[10,8])\n", + "ax = fig.gca(projection='3d')\n", + "surf = ax.scatter(x, y, z, linewidth=0.5, antialiased=True, \n", + " c = zz, marker='o', alpha=0.8,\n", + " cmap = truncate_colormap(cmapIn='gist_earth', minval=.0, maxval=.85),\n", + " vmin = 5.1, vmax = 10,\n", + " ) \n", + "ax.set_xlim(-20, 40)\n", + "ax.set_zlim(8, 22)\n", + "ax.set_ylabel('Litterfall C:N')\n", + "ax.set_xlabel('Soil Temp')\n", + "ax.set_zlabel('Soil C:N');\n", + "# Add a color bar which maps values to colors.\n", + "cbaxes = fig.add_axes([0.1, 0.25, 0.03, 0.5]) # This is the position for the colorbar\n", + "cb = fig.colorbar(surf, cax = cbaxes, shrink=0.5, aspect=8,\n", + " label='Microbial C:N')\n", + "fig.set_label('Litterfall C:N')\n", + "ax.view_init(15, -55)\n", + "plt.draw()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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tsSpBKBSit7fXF3rZbNafWptIJAiFQhsEzX5ZVGrl2xFCEIlEiEQiDwia0dFRMpkMLS0tGzw0hde83iswpVAs/iA/cdvLc8r30DT6c1bsX5SAOQCUa9TdisLqSCqVYnBwkO7ubi5dulSRm105osJ1XcbGxojH4xURT7UiFArR19dHX18fAJlMxk9+XltbIxwO+4KmtbW1YReVejEebyZo4vE4o6OjpNPpDS2npqamhqvAFFLsNVNM0KiASkWjoATMPqZwdHklbr75FZi7d+8yOTnJ448/7o+MrwSlmni9BOuurq6Kiad6IRwOc/jwYQ4fPoyU0hc0d+7cYW1tjebmZn8mSKNVBurxXPMFzbFjxzYImrGxMVKplC9gAoEAzc3Ndfk8NqNU4agEjaKRUAJmn7Ibo+5WCCFwHIdXX30VIUTFtyd7x9jOA3Pv3j1u3brlJ1jvZ4QQNDU10dTUxJEjR5BSkk6nmZycJBaL8eKLL9Lc3OxPEq7nxbVRxFYxQTM4OAjA+Pg4qVRqQ8upnq854N8HykUlbivqGSVg9iGe12WnRt2tSCaTzM7OMjAwULXtyVu1kLw4gEwmsyHB+iAhhPAFS0tLC8eOHSOVShGLxR5YXL32R70sKo0iYArxKg99fX20trYipSSZTBKPxzdcc6/lVG+CxnXdiswiUonbinpCCZh9RKWMups99vj4OHNzcxw6dKiqs1U2EzDeYLwjR474cQCK3PVqaWmhpaWFo0eP+otrMYOqJ2hqRb14YHZCvgdGCEFrayutra0brnk8Huf27dskk8m6EjTV8u+Ukrj9mc98hre85S17Mo9JcbBQAmaf4LquvzWy0lUXz2vS0dHB+fPnmZycrNhjF6PYuXt+m50Mxjto5C+u+X6OWCz2wJC3WuQKNarw3Kp6VEzQeFUxT9B4VbP29nZaWlr29Do4jrMnBuRiAZVf+tKXePbZZ6t+bMXBQwmYBserukxPT5NOp3n44Ycr+vhzc3OMjY35XpO1tbWqJEVvhm3bXLt2rWp+m4NA4Y6bYmP4veTnjo6OkvKqdkqjtpCgvCpGsapYKpUiHo8zMTGx54KmVjuohBCkUimam5v3/NiK/Y9aDRqYfKOurusVFRa2bXPjxg0sy+Ly5csEAgGgMmP+S2Wv4wAOCsXG8HvJz9euXcOyLKLRqC9oKukzamQBs5tzzxc0/f39mwoar+VUaUFTKQ/MTkilUrS2ttbk2Ir9jRIwDUhhjpG3U6BSAmZ1dZWhoSGOHz9Of3//hhvpTqfkloMXUHf9+vWaxgEcFPKDEk+ePInruqyurvqD9Wzb9gVNe3v7rgRNIwuYSlYxigmadDpNLBZjcnKStbU1mpqa/Gu+29k/tZxhk06na+q7UuxflIBpMLy5DI7jbPC6lJMSvdVjT05OMjs7y4ULF4p+aqp2BcaLA5BSlhQHoKg8mqb5I/Yh55/wBM309DSO49DW1uYvrl51rhQa2cRbTfHl7Sxrbm5+QNB4s392I2hqKWBc11WtX0VVUK+qBsJ1XUzTLLo9ercCJpvNMjg4SGtrK1euXNn0ZlcJobQZy8vLXL9+nUceeYRsNqvES52g67rfToKcoFlZWfEXVynlBkGz3WKlKjDbs5mgicfjGwRNqdOZ98rEq1DsJUrANAClbI/ejbBYWFhgZGSEM2fOcOjQoS1/thotJCklo6OjxGIxPw5gdHS0osfYjFplITUyuq7T2dnpDxC0bdsXNJOTk0gp/YW1ra1tg6Bp5BYS1E585Qua/GGG8XicqakpEomEL2ja29sfyM+qlQdGvbcU1UQJmDqn1ByjnQgYx3EYGRkhlUpx6dKlknafVLoCk8lkuHr1Kp2dnTzzzDN7ukDYts3o6CiGYdDZ2dnQGUO1xDAMurq66OrqAnLXNR6P+1uIhRC+oDEMQ13jClBM0BTmZ4VCIb8qVusKjPqdK6qBEjB1SjGj7lY3gXKFRf5QuMcee6zkG0wlKxa1jANIJBL+8wc2ZAw1wkh+qN9Pt4ZhcOjQIb+aZ1kW8XicpaUllpeXMU2T8fFxOjo6iEajNdsds58ojJsA/ArN9PQ0sVgMwzBwXddvOe2FoGn0AExFfaMETB2ymVF3K0oVMFJKpqammJ6e5vz580QikbLOrRILuuu63Lx5k3Q6vedxAFJKpqenmZ6e5sKFC4RCIVzX9T/FFo7kzx/4Vo87KepZYHkEAgG6u7vp7u5mbW2NiYkJWltbWVhYYHR0dIPHJhqNqgWvQniC5vDhw75XKRgMbqjQ5HtoqnHd1Q4kRTVRAqbO2MqouxWlCBjTNBkeHiYUCnHlypWafPJNJpNcvXq17MpPJbBtm+HhYXRd5/Lly+i6viGUrtjwscIJtpFIhM7OzorPRzkoSCnRdZ2enh56enqA3OsyFosxPz/PrVu3MAzDFzSRSEQJmgrgui7Nzc309PRw+PBh4H6F5u7duyQSCYLBoN9yqtR1T6VSSsAoqoYSMHXCbnOMthMwS0tL3Lhxg9OnT9Pb27vb090R5cYBVNLw6c22KWcoXrEJtt7AN28+yk63Ex9Uiv1Og8Egvb29/usym80Si8WYnZ3l5s2b/sK6l62P/UaxVk5+hQZyfrR4PM7MzIwvaLwKzU4FjZcJpVBUAyVg6oBSjbpbsZmAcV2X0dFRVlZW/B0+e40XBwCUHAdQKeHitczu3r2766F4hQPf8uejeCV674bf3t6uvB2bsN3vNhQK0dfXR19fH4BvTvUqBZ45tZTtw4ocpXhRwuHwA9d9t4ImnU6rGAFF1VACpoaUa9TdimID5pLJJIODg/T09HDp0qWa3Oi9yseJEyfo7+8v+e9527V3IwJs22ZoaIhAIOC3jCpJ4XwUb/fN8vIyt2/f9gfCeduJVeVgZ8bjcDjM4cOHN7Q+YrEYU1NTrK2tEQ6H/d/DXockNgqO45T9+i8UNIWVsUAg4Iv1zbxLKgdJUU2UgKkR+TlGlU6PllIyMzPD5OQkZ8+epa2trWKPXc453Llzh5mZmR1VPna728kTTqdOnfIXvmpTbPdNLBbj3r17/nbtjo4Of8v2QRQ0lWgL5u+2yZ+H4o3gr0ZIopSybnd9lUIldgMVVsY8QTM3N8fIyAiBQMAX7J6gKVfATE1N8a53vYu5uTk0TePnf/7nec973sP73vc+vvCFLxAMBnn44Yf5oz/6I39StOLgogRMDfCqLuUadUvBsiyuXbuGpmk1S282TZOhoSGampq2nOq7FTsVMJVsGe2WQCCwwazq3fC9VshBrBxUepBdsXkohSGJLS0tvqDZ6dZ4KWVDC85qbGcuJmji8Tjz8/P88z//Mx/+8Id55JFHMAyDbDZb0pwpwzD46Ec/ytNPP00ikeDixYs8++yzPPvss3zoQx/CMAx+4zd+gw996EN85CMfqejzUTQeSsDsIbs16m6Hbdu8+OKLPPTQQ3tWdSgkPw7AW7h3wk4EjGVZDA8PEwwGq9Iy2i2FN/zC8D5vofW2bO9HQVPtKkaxkMRkMkk8Hn9ga3x7e3vJ17nRJwjvxTyWUCjkm7HPnDnD2bNn+fjHP86LL77I6173OqLRKG984xv55V/+5U2rwvmtwkgkwsDAAHfv3uUHfuAH/J95zWtew5//+Z9X9bkoGgMlYPaIShh1N0NKyfj4ONlslte97nV70nMuvKFLKRkbG2N5ebkiZuFyB/OtrKwwPDy8py2j3VLYCvFm0IyNjZFOpzfMoKmF+bpa7KUQEELQ2tpKa2vrhq3x8Xic0dFRMpkMra2tfutjsy2/jT6QrRZRAseOHePxxx/n5MmT/Oqv/irz8/N8/etfL3n8wMTEBK+88gpXrlzZ8PU//MM/5O1vf3s1TlnRYCgBU2UKjbqVvgmm02kGBwf9ybF7IV48w7C3EHlxAB0dHVy6dKkiz7HUCozntZmdnd1Ry6ia4ZTlsNUMmhs3bmCaJtFo1Bc0jTqDptaVjPyt8ceOHdt01o8naDzhWOvz3i21ihJIJpN+qn1vby9ve9vbSvp7a2trPPfcc3zsYx/bMHLhAx/4AIZh8M53vrMq56toLJSAqSJSSlZWVgiFQhWvugDMzc0xNjbmj+JfWFjYkxutt0NI0zQ/DuCxxx7zs3AqdYztBIxlWQwNDREKhbh8+fKObtD1aswsNoPG27J99+5dHMfBMAzC4TCWZTXMDJp6EwLFrnMx4djos0xqVUFKp9Nlz52yLIvnnnuOd77znbz1rW/1v/7888/zxS9+ka985St19RpS1A4lYKqE53V5+eWXee1rX1vRN5xt29y4cQPbtrl8+bK/eHmLfrXf3JqmYds2t27dIpVKVSUOYDsBs7KywtDQEA8//LDvKdnPeFuy29vbOXXqFI7jcPv2bRKJBFevXkVK6Vdn2tra6s7/41GvgtFD0zSi0SjRaJQTJ074wwvv3btHIpHg29/+tl8Ja29vb5hKmNe63mvK3YUkpeTd7343AwMDvPe97/W//qUvfYmPfOQjfO1rX1PbshU+SsBUmEKjbqUrL57X4/jx4/T39294bK8dUu1PWlJKXn755arGAWwmYKSUTE5OMjc3x1NPPXVgb2a6rtPS0kIoFOLYsWP+DJqlpSXGxsbqOl+okT49e8MLDcPANE0GBgb8Stj09DSO49DW1ua3nOq5ElYrAVNO9eqb3/wmn/70pzl//jxPPvkkAB/84Af5pV/6JbLZLM8++yyQM/J+4hOfqMo5KxoHJWAqyGZG3UpURaSUTExMMD8/v6nXYy/8HDMzM6yurnLhwoVd7TLajmKD+SzLYnBwkKamph23jIpRb22NnVA4g8Y0TX9L68jIyIZx/JFIpGbPt1GvtXfexSphhYLG+349xUvU6pqXK2Be//rXF/3g8iM/8iOVPC3FPkEJmAqw1fZoT1TspqSfzWYZHBwkEolsuXBXU8DYts3169eRUvqD2KqJ57PxiMfjDA8P1zTLqZEIBoMbZtB44/i9JOJazaBpVAGzWWWzcBqz4zisrKw8EC/h/VOLuUy1REUJHDyEEGHg60CInMb4cynlbwkhTgH/FegEXgZ+Ukpp7uZYB+vdVAW2m6ir6/qOxnh7eCbZM2fO+J+uN6NaAqYwDuDq1atVr/R4LaT8ytNBbhntlvxx/N702lgs9sCwt2rPoGlUAVPqeeu6TmdnJ52dnUBO+HuCZmJiAiHEhgDQevUqVYpyKzCKfUEW+D4p5ZoQIgB8QwjxN8B7gd+RUv5XIcQngHcDH9/NgZSA2SGl5hjtVFQ4jsPNmzdJp9Mlm2QrLWDy4wAuXLjgV10KqyPVQAiBZVm88sorFW8ZHXTyp9fmD3uLxWIbZqN4sQelTFAtlXo38W7GTr1lhmHQ1dXl79ArzMsSQmzIy9pvgiZ/G7XiYCBzb/K19f8NrP8jge8DfmL9688D/wElYPaeYkbdzfAqMOWQSCQYGhriyJEjDAwMlPyJVdf1igkLLw4gHA4/MNW2mD+l0pimyfXr1zlz5oxqGW1CpX4H+cPevNkoiUSCWCzG9evXMU1zQ9Vgtztv9nMFZjuK5WXF43EWFxd983WlA0BrtQMJVAvpoCKE0IGXgNPA/wmMAXEppb3+I9NA6em+m6AETJm4rotpmiXnGJVTFcnP8Tl37hyRSKSsc9M0rWyxVIxYLMa1a9c29ZtUswLjtYxisZgSLyVQrR1ghVuJixlVPUFTjq+jUVtI1drdFwgE6O7upru7G7hvvs4PAC0MSCyXWk4RVi2k0vihTl0uWrU+i9J4ac0dBjJ5X/qklPKT+T8jpXSAJ4UQ7cBfAANFHmrXn8CUgCmRneYYlVqB2ariUSq7bSF5kQRLS0s8/fTTm45Vr5bXxjRNBgcHaWlp4ciRI3Wzg+OgU2znTTwe3+DrKLUN0qgCZq/Ou9B8bZrmA4nP+bvJSrkP1VLA2LbdMLNyasmiDd+50hhxIeIrqYyU8lIpPyuljAshXgBeA7QLIYz1KsxRYGa356IETAnsJseolMV+aWmJGzdu7DoAcTfCIpPJMDg4SHt7+7ZxANVoIXlVH+8a3Lp1a0/8EpZlYdt2RX0e+x1d1zf4Ooq1QTabQdOoAqZWIiAYDPoBiXA/0XxmZoZEIkEoFPLF42bb42sVI6Aok33yKwYOctwAACAASURBVBJCdAPWunhpAr4f+Ajw98CPkduJ9FPA53d7LCVgtqBUo+5WbFWBcV2XW7dusbq6WpMARI+FhQVGRkZKjgOoZAtJSsnt27dZWFjYUPXZSRp1uSwtLXH9+nU0Tdv3ZspqUqwNkl81CIVCvqCRUjbkYlovwqsw0bzY9njvddza2uq/V2vxem5Uw3ZtcMHJbP9jjcFh4Pl1H4wGfE5K+UUhxDXgvwoh/iPwCvCp3R5ICZhNkFJiWRaO4+xqmu5mvpRkMsng4CC9vb1cunSpIjfHcgWM67qMjIyQTCbLigOoVAvJaxm1trbyzDPPbFjYqilg8ltlTz31lC8y86sIhmH4u3BqOfitESmsGniL7NTUFMvLy4RCIVzX9QNIG+Ha1msadf72eMDfHn/nzh2SySThcJjm5mYcx6mZCGuE32/N0TRoaYwWEqS2/K6U8irwVJGvjwOXK3kmSsAUoVyj7lYU7gySUjIzM8Pk5CRnz56lra2tEqcMlCcsPAHV19fHmTNnym6L7VZcFLaMih2jmj6b1tZWLl265AvVwiqCV6qfnp4mkUjQ3NzsVxEaZdGtF/IX2cnJSSC3qN2+fdvfZps/g6YeqZcKzHY0NTXR1NTEkSNH/Hk/MzMzJJNJXnzxxT19HasKTBkIQBV9y0YJmDx2atTdivwKjGVZXLt2DU3TuHz5csWncpa66M/MzDAxMbFjAbWbFtJmLaNix6j0DdCb5psvmjZr7+WX6r2FYHl5mfHxcVKpFJFIpCpzUg4C3rUtnEEzMjJCNpv1r21HR0fdXFvXdRtuiq4376ezsxMpJadPnyaVShGLxfzXcTUHGGaz2V23xQ8USsCUTWO9I6vIboy6W+G1J7yKw0MPPeSXeyvNdtuovTgA13V3JaB2WoExTZOrV68SiUQeaBkVUkkBs9sAyPzBb0ePHn1gToplWUSjUTo7O+sq/6YeKaxkFM6g8dKfvfeLbdt++nMtwxIbpQJTDM8DI4SgpaWFlpYW/3XsicexsTHS6fQGQRMOh3f1nJPJpJoBUyqqArMjDryAqYRRdys0TWN2dnZP0pM1TfOfRyFeHECxFOudHKfcCszy8jLXr1/n0Ucf9ds0W1EpAWNZFkNDQ4RCoYpN8y2ck+IF+i0vL/v5N94ioAzBD7LVa89Lf25ra+PkyZO4ruuP4p+amkJKuWGo3l5VRerVA1MKm517sQGGa2trxGIxbt26tWEisydoyiGVSikBUzIuyH1j4t0zDrSAqZRRdzPS6TTj4+MEg8FtKw6VoJiwyB+Olx8HsBvKaSHlG2bL2WlVCQHjibZTp05VreoFDwb62bZNLBZThuAilFvJ0DTtgWtbmC2Uv2W7WmKx0Sswpdx7hBBEIhEikQjHjx/fUGm8efNm2e09NcSuDDQNIo3SbtvaxLuXHFgBU0mjbjHm5uYYGxujv78f0zT35NNboYAprD5U6uZeagvJS9GORqPbzpYpdozNqknbIaVkenqa6elpnnjiiT2/iRqGsakh2Nvq2tnZeSANwbsVAoXZQt4MmoWFBX9ybbmD3kqhkSswO50DU2wic2HrNF/QFO5iVBWYMhDsmzkwe8mBEzDVMOrm4/lMHMfh8uXLJBIJ5ufnK3qMzcjf8bRdHMBuKKUC4w3nKyVFe7Nj7KQCY9s2165dQwhRUdG2G5Qh+D6VNmZvtnssf9Cbt8B6c1F2QqNXYCrxPshv73mP60VMzMzM+H6l9vZ2XNct2wMzNTXFu971Lubm5tA0jZ//+Z/nPe95D8vLy7z97W9nYmKCkydP8rnPfc6vyO0ran+rajgOlIBxXZfl5WXi8ThHjx6t+A1pZWWF4eHhDT6TnYQ57hRN07Btm7GxMRYXF7fc5bPb42wmYKSUjI2Nsby8vKvhfDsRMGtrawwODnLs2DGOHj26o+NWm60MwdeuXcOyLNra2hrKEJyxQNcgUOINuJpCoHDQW/5clLW1tR1vI27kCozrulUZ558fMQH4XrDJyUl+6Zd+iUQiQUdHB3/5l3/JG9/4xm1Fh2EYfPSjH+Xpp58mkUhw8eJFnn32Wf74j/+YN7/5zbz//e/nwx/+MB/+8If5yEc+UvHnU1OUiXdHHAgBk2/UtSyL1dXVit5EvQDC+fn5B1oW1ZpnUgzbtrl37x5Hjx6tqudmsxZSNpvl6tWrJcURbEe5AsbbGn7+/PmyQzBrSbEy/crKSt0bglcz8MqUxhdeMXh1UiegwzteY/GTr7W3/Ht7XckonItSuI241Bk0jV6B2Qvxle8F+/rXv85nP/tZvv71r/Od73yHj370o5imyRe+8IVN41LyB/JFIhEGBga4e/cun//853nhhRcA+Kmf+ine9KY3KQGjAA6AgJFSYpqmvz3aMIyKCopMJsPQ0BCRSKToLpe9qsAsLCxw48YNWltbeeSRR6p6rGItpN22jAop1Wfjuq7fj9/J1vC9iCwoh2Km1c0MwXtx3nNLgj/66wAJE546bTM4ZnBvFb4T01nUNFJZQZvmYtiCD/xVEC0kedsTDoYOWpH1vpZCoNg2Ym/XzXYzaBq9AlOLc7dtm/Pnz/O+970PwK+AlcLExASvvPIKV65cYX5+3hc2hw8f5t69e1U755oh91WUwJ6x7wWMt0B5Rt1KCop79+5x69atLRftaldg8uMAzp075086rSb5z0lKyejoKPF4vCJ5Th6lCItUKsXVq1c5fPgwx48fL3thTGbh333e4PqsQVeL5FfebPJEf/2IGdjcEHz37l2Wl5d9wVYNQ3AqA7/8eyFevKeTdAXZfwwScV3slEbKAXkYaIIMGqQBU/Cr/3eI/+3bgoc6XV5zxOHfv87cIGTqSSwW7ropNoPG27Lt7VRsRGoV5phOpzcIllJ3QK6trfHcc8/xsY99jGg0Wq3Tqy/2UZTAXrLvBQxs/DRfCQHjOA43b94kk8lsmyFUzQqMt4D39vZy5swZMpnMnrSrvOtZmGBdyRv8dkZhTzyePXvW78GXy8e+qvPPtzXAZTWj8Z/+LsSnf7q+PwXlezzu3r1LNptFCPGAIXgnczsKeXVM45VZjbgU2CbgwAoa2IAEkkDT+n/rgIDUioabhqlVjTVT8FCHy0+e3dhWqlchUDiDxnEcf8t2LBYjlUr5u8fa29v3rJ33rYzG3yQNdAE/FbE4HihPBNYqzDGZTNLZ2VnW37Esi+eee453vvOdvPWtbwWgt7eX2dlZDh8+zOzs7KYtqIZGtZB2xIEQMPnsVlAkEgmGhobo7+9nYGBg25txtQTM7Owst2/f3hAHsFd+GyEEqVSKl156qeQE650co9indS/Be21trawAymIsJEAI8A6zkBS4bu7DUKMQDAbp7+/3x/Kvra2xvLzMjRs3ME1zx4bg+Tj83t8ZzK1qyDDgAC65G22QXMUlCSyRu/H25f5wRe5npMy1kO4lN74/GslLous6nZ2ddHZ2kkqlOHXqFJlMhuXlZW7fvu2bWD1/UjWqHENZwW8uhcjI3DUbzGp8qidDpIzFrlYtpEwmU9YuJCkl7373uxkYGOC9732v//V/9a/+Fc8//zzvf//7ef7553nLW95SjdOtPUrAlM2BEDD5i+FOBUX+QLhz586VbBSttMfCcRyuX7+ObdsPeD72QsB412FtbY3Xvva1Vdv2W+y6ZTIZrl69yqFDh3j66ad3vRA+fljyT+P3RczDXW5DiRfYWM3Ib4nkG4K9XTi5KbYdNLd20tsdXR8vn/u7K0n4w78PcGdR8N1pjeE5ncyyAJOcYPHEi1z/RwPu5P3/Cjj9IDohoEvawhJNSC72PThYsVEETD6u6xIIBGhtbfXbxZZlEYvFuHfv3oYZNJ2dnbS2tlZENHwzbfjiRSKZsTVezmq8sbm81PlaCJhkMlnWDKZvfvObfPrTn+b8+fM8+eSTAHzwgx/k/e9/Pz/+4z/Opz71KY4fP86f/dmfVeuUa4eqwOyIAyFg8tlJjo9pmgwNDREOh8ueLVLJm3UikWBwcHDTOIBqCxivZdTa2kp7e3tVZ5YUCpjFxUVu3rzJwMBA2WXpzfi517nYjuTqtKSjBX75TWZFHrdeKDQE/923Jb/5SYNbczoWkod6U/x335Pgrd+j874/7eHWrM74PcFaVsACsLb+QFkgv0tnABlywgVyN98EoIGWhI4ll3/xuMMbTzi86fjGDwuNKmCKnXcgEKCnp8dvaeT7kxKJBOFw2L/+LS0tO3reXbqLGczgHFrENSywdIIySk5VlobjODVpIRV6YLbj9a9//ab35q985SuVOq36RHAAV+Pdoy7ZNni7a/ITjPeaUuMAqilgPAHx2GOP0dzczPXr16tyHA/vuXhzZWKxGJcuXaqoaNI0+IU3OHs2KbmWuC78/uebmY4LVk0NBEzHAvxf/9BES/A2X7/aydKagWuJnDhJkLupCiAOhADPUhMgd+eQ698n9/8BAwwBVlzjV57McLTrwcWonky85VBKFSMQCtLS18Whvh50KchkMsRiMSYnJ1lbW9tR8vNbWx3+JLrM3WAaW3egWfDLMsPPmBH+RyuKYPvHqFUFRkUJlINL7o2nKIcDIWB28snH81qsrq5WdHdNuXhxAMFgcNvqTzU+2bquy+joKKurq76AyGazVV+IhBDYts1LL71ENBrl4sWL+15kVJO0CatJsBx80eG6AlcGcYInWYw3IbPk7qPZvL/okhMqKeAkiGMQPeQSTsDC/6vhLpIrfR8FI6eLaAlJtnp57JcKTD7LIssfhm4zKzK0YvBj2WOcb2p7YAbN8vIyX5ue4GpYcFwEeJPRsqXhWhNwKJxlTrex0RCAKSR/GUxy3g3yOmf7QZW1bCGpKIES0TRoVruQyuVACJhySSaTDA4O0tvbW/HdNeXgbed8+OGH/cmie4nnOenq6uLixYv+dSgnzHGnJBIJFhcXeeKJJ0pKr1ZsTUsYzhxziSd1Yuuen+awpLtN8tnvBpAW9ysqTYBFzrgryVVcjgFSIibh3OM2//uPWnzlnMHQHcGpqMNnXgixlhFEwpJ/+bRdtPoCjdtC2k4E/FVghhkt9wk6gc1fBe9yPtPmf9+bQTMcCfJ8MEpaOHzDEcwsZXjzuuE6Go1uyBVykHxFTzCPiYWLXBcwGgIXWBSlvQdrJWDS6XRFwmMPDMoDUzYHVsAUu5FKKbl79y537tzZsLunWsfb6mfHx8erGgewHQsLC4yMjBT1nFSzVeVNNZ6dnaWzs1OJl21Y01xmhEW3NAhs0074yC9k+f2/DPDqbY20LThzXJIIuvzN9eD9dhHkWkXt5HYYAfQCHWAsQZewyXwxyWrkKv+yr42ffLyTtrY2/ofvcfi7QYP2ZskPPemw2Uu9UQUMbF05yrDR65MSDhL5QIvnvwWWsfQpAsJCakFe6j7Or0SeAFf6uUJ3794l7Tr8+fk2Rtt04prAkC6uEEh0dKDX1bnilN5OrcU1Vy2kMlAm3h1xIAWMpmk4jrNhB49lWQwPD6Pr+o4mum5F/jC97fDG8be1tVU1DmAzvNZZIpHYdJvyTozQpeC1y8LhMOfPn2dsbKzixyhGIy6oL2sZPnLcZjoIAW2Op5ww/0u2gx65+es20gy/8RO5hO+rtwU/81+aGL8XwBFAK7C6/oM2OdHSTe7GGgDjHpwMSSIBHVtGOXn6SYJsnBD82qOeYTjCZtG6jeqB2Y4zboSRdeOQRPKQ01LUn7KkzyJE7ncghImrzeHQyZSxRrQjRLytiy+ckoyEE9zRwcUlKw0kOq6rYaPjCHCkRpes7xVPCZgyUR3ysjkQAqZwgcpPbYb7rZqHHnrIH1ldSbyt29uJEa/qUalx/OWSTqe5evUq3d3dG1pGhVSjheQFYT700EP09fWRTqervth5W9KXl5eJRqP+zI9qBN9VEhvJp0IrTAtyi5lwGdZMPhtI8m/NrauGrgv/8bNBPvV3AWKOyLWIXHJto0NAyEEfsNFOuDBnIFzByWlwAhqR9TEyp/okvR06un7If50WpkB7O3A6OzsfmBDciIJxO77X7iWAxm0tSVQG+BGr+H2kW0oWpU5GBAiR5bh0+Xj4Kt92dL6VPEHcbiakd6NlO+nvmEMIzd+pbrkh1uwIQc1kOJDgv9dHOOParAUNhNAYcFs46TbxZru9JHNvtTFNs+7fS/WDMvHuhAMhYAoxDAPbtjEMg/HxcZaXl6vaqvEEzGaDxPKrHpXeaVMqnnh6/PHHt02NrXQQprfDKj8Is9o+m/wYgtOnT/sD4IaHh7Ftm/b2dn8AXL0EKHokcYnj4F0dgcAVkgySr9/QmVwWXHnI4dG+BwXgZ/9R47+9Ikjldzw8Xd0HWjME3mBhtDt0Xjb5X7sFP6FpfOYrBt+6rtMSlvxPb7EovCT5E4KllH4K9O3bt0kmk7S2ttLZ2Ylt2/tSwAC83u7m9eRanpLi4lvIDuYQrDlBpCuYygT4qmayZLZAWNIduochbFqcJLgS15AIqWPLAEm7GSlBCsgSYCrksiAsEBYgGHRT9DlB5rF4p10f02qV8b5ENA1qtFGkfJSJt6bouk4ymWRoaIjOzs5dJydvx1aekVQqxeDgID09PVtWPcqhHJ9BJSfblott2xvadvlCoZohi55YO3v2LNFoFMuy/ERob4R8PB5neXmZ8fHxDRNZI5FIzRfgCBrHZYAZLNICQBJ2BbN/286//+cQSPjTf5L81luyvOb0/dfdGjafSaaJG21IQ4C9/vZPAYvAPXCjOiw3E3nU4j+8yeLHenM/8o4327zjzVsnTXsIIWhubqa5uXnDhOBYLMba2hqvvvqqP8G2o6OjrAnB9c63NIs/DqZZE5KzjsGvms2+N8lFMisimI6LIwWuJskEIaS5tISTmDJIVgZxhYY0BD3M4rgG0tWIWW0gIaibNBkpbBkgTTNBzURbF0u2BknT4huJGc7fmvOv715M5y5kv7YKq4bywOyIAyFgChecbDbL9evXOX/+/LbVhkqw2fRfLw7g8ccf33GeTyGeWCqlapDfMqrEZNtyWFtb4+rVq5w4cYL+/v4Hvl8NAeMFT66srPhirdjNXdd1urq6/IgE0zRZXl72B5Q1NTX57ZFS53lUEg3Be7MdfDybYiQMPcEmfiwb5YPfbfKHy6VMwV+8HOA1p+/vif6ysUzobBr9HyM0dZm4q2Cjw+z6+ZvAGrQekXzodQ5vfbQy55s/ITgWi3HmzBm/QjM1NYWU0q94tbW11V3Fq1RMJJ8IpYmv7w76J8PkT6XGT1lN2Ej+Wre4i8CWGhrgIAkH0kgJSbsVx8k9b01zCQbSGKKLVi2Fodn06fMgJQFhEcRkzjmCprvr0ig3IlkgCAUD9La3cPr0IWKxGBMTE6TTaYaGhsqeQVMJai32G4rGfNnXlAMhYDxs2+b69euk02nOnDmzJ+IFHqzA5McBPPPMMxX9BFqqgPHCEEtpGVWamZkZJiYmOH/+/KaRDJU2Cpum6ZujCytd21WsgsHghvZIKpUiFosxOjpKJpMhEon4IX/VrmA5SP5KN7mmL2MxwVMyzZPOSV7jdm/qephYEvzu14IMZnvI9q/w+I/PMvHPnRzSE/zooTCf+FgbjgCpQSgo+aFjLm89W71dZoUTgm3bJh6Ps7S0xNjYmF/x6ujoIBKJ1EUbopTX4qCIc1NLIwUEpUaHDLMkJC6S/xDI8Ipms4jGmibRXBtNSCQattDBleuiHRxHx9ZCrBrtOK5Bi5bCFAFcYZDFpk3G6dLiNEmBLR10kavCaAgiMsi/tjr9ClhfXx+vvPIKJ0+e3PCabW1t9UV4LVrWigLUJN4dcWAumWcSPXHiBKFQaE8/GeRXYLw4gGPHjnH06NGKn8d2W5xd12VkZIRkMrnnLaOtcpwKqWQFZmVlhaGhoU2nKZfzO/DmebS0tHD06FFc1yWRSPgVGtd1q1ZNkEg+EEzzT7pJTHPR9BNcscexApP0uBH+zcUTfOobQe5kBXYQuo/DgpvlJ/9WZ3pWx70VJmOHEOdtnFED57bOHwWhucmlLZybortqCpal4MuTOt9/ovIhpMXEomEYHDp03xDsVbwKDcG7GclfbVwkXw6NEaaTNYKkhYuOyYDTxKBw+JZm4yLQyRBEx3R1hGbjarnZLuFgFtPNBU45joZYH8pjEiJMCta/4qKzIjoJ6HDINXizafOdwDI6ggAa7dicde8Pj/M+zLS2ttLa2sqxY8dwXddv6V27dg3Lsmhra/NTtitxT1AG3jJRAmZHHIhLlkgkuH79um8SHR8fr0pC9GZ427bv3LnD3bt3t6w8VOJYmwkYr2XU09PDmTNn9nQhSKVSvPrqq/T393Ps2LFtj10JE2++Qfipp54qOhV0t9dA0zTa2tpoa2vj1KlTfjUhf3ux559pbW3d1fGWhOQ7uo0rXCQSW+jc0bpwrRT/2ZW85k33cPTDpOcCiMPwD60G3zsB95aDmN8I4K5oCFfAqJHrNDmCFQ0IQbpTIm3Qj8PtQxof+laQgGbyxmOVfZ+U4s8qrHh57aaJiQnfEOxVD/ZiQnYp55zCYk1keULe4xYd2Og84Vj8sNPD70mbOzIncqQbIqJlaBJZUiIIQiCQ6LqDIUBioOs2yNwUmdwQ5CguOa91IG9M8l3N4UsBl7CQ2CKX45VybZLCpl3mxEOxaqymab7nqzD0c3p6GsdxfI9Se3v7jkZKpFKpmsyvalxcEGoXUrkcCAETiUS4fPmyX4reaSL1bhgbG/PPo5o9/s0EzPz8PKOjo5w9e7ZifptS8Y597ty5kocD7rYC4zgOw8PDaJpW9WueT2E1IZvNsry8zNTUFIlEws/D8fwz5RCQYMjcMDNNaNg4TKZ6+bbZgUTnH3SbxU7Qojk/hAvMpSJoayZuLDfnX7pARuRmvXh5RjaknxQEjuaSuWcknHLgW7N6TQRMPlsZgm+sT7D1qgfVMgQXH3oJ/ykZ4J9sjTCSn2kSHAo3I0WKJ+UiLvDD9klcV/JpR2AaOlJ3AJ2E1YRIamgRE6mBrjmgSYQA4Q3EEwJd2ug4uGjr02UkLjoBzPVqjGBBcwgQIoxLGJuYZjJOhqfXwx5LGd9Q2NLzTOyeaBRC+IKm1KpiuUnUBx61C2lHHAgBI4TY8CbeSwETj8eZmZmhr6+PgYGBqh+vUMC4rsvNmzdJp9N73jLy2lWpVIrLly+XtbjsplKRTCa5evWq36arJaFQiMOHD3P48GGklCSTSWKxGCMjI2Sz2bIW37mUjnOnnTHNAb2JNctFdtmIiA0pncVUE9mUQNMgZOQWWeG6tH7vCpm/bQZrPazo/v7r+9N3nwQnBPosmAhsKWkP7f3ule3INwQfP358Q/Ug3xDsVQ8qIVyLCZg/y+h81pUkogkczeW7jsPPrFi8sHAB0wlzLmzzL3rC/D9SMovAzYQQuo0QEjsDzVmNYFMGy3DRHRstZCFEGBeBg4YuHXRh4Qp93d/i+ruNcv/OVWd0bECQJUzTenz4C8FVns5GgZ3FCBSa2C3L2lBV1HXdf81Go9Gij19uErUCZeLdAQdCwBSi6zqmaVb1GFJKbt++zcLCAkePHt2zcmq+gPFmnfT19fHYY49VvGW01afpTCbDq6++uuftqvn5ecbGxjh37hzRaHRPjlkqQogHvAirq6t+hUZK6Vdn2traNiwMyxb8xkSYuC1IxGBlqQURdNDDDk1PrmJrLtY3gmhJiYuL1SNwXQ1DM7B6QjRfTpD6ZvT+0DpX5G6YBtAJtIEMgG1C86LkSp/DT58rbdt0OVQ6SmAzQ3D+Fnjvmu7UEFxMBNxxBauRFK4mcYTDmpD8l6knaHEsmt0wt7Ih/lA3eaHJJeMK3IBNQEAwbBIIWwjNRJMWEZklKGw0M8ucEcbVRE6oCLAIr+8tkmhkkUjCMo0ucu0lHWe9zpZDR0dIjTY3vOW5l0sgEKC7u9uP9TBNk1gsxtzcHCMjI4RCIf934LVJd1KB+dmf/Vm++MUv0tPTw9DQEADf/e53+YVf+AUymQyGYfD7v//7XL58eVfPpy5R26h3xIEVMNWswGSzWQYHB4lEIjzzzDO+uXMv8ARMtVtGW8UjLC4ucvPmzaI5StWicJ5NI8wW0TSN9vZ2//dj2zaxWIx79+4xMnKLRSdCS6Sdp0608qLdxpIlmHMEK3EBLkhTR2qQHW1GWA4iK9E0iaa7OCkDaYGlCVzZSts7lskQRiZ1ZAi4qYMuIaDB9wMtEmxBICr5z2fS/JvD1duFVE0xW8wQXGxCcDmG4GLn/KjhkNXc9bBuDd1xyNgBAsLFEFl0GeKP4gHGXbB1l4Bm0dSeRNddhACTAKbUaJIaYWeVKfMohnAwcEADGwPWxYtY98O0yDUMLHThyZacMJFIDCwcqdPhdnDJvi9gSmkhlUswGKS3t5fe3tyQoHQ6TTweZ2pqioWFBT760Y9y5swZLMsq6/f90z/90/ziL/4i73rXu/yv/fqv/zq/9Vu/xQ//8A/z13/91/z6r/86L7zwQkWfT12gBMyOOBACpliUQLUEjLd458cB6LpONpvd5m9WBk3TuH37NkKIsts25R6n8NOdN2clHo/v6URhLz+qs7Nzz+fZVBLDMOju7ubQoW4+8A9B/npEw7IdBobiGCfuMRroJ5X/lhUgXYGUGlqHhRzVsFZ1aJJwFDBBCh07pBG3D9H2MzHMV4JIqWG/U0OsaWTDYWjT0TSJEZAc7pAEO6p7/fby95O/2O7UEOxt/c4nFjIJIsmKde9K0MENwbLZypoQGA4YmsCWAscVBHUbXXcQQqxPbQEhNTJuiPFkP00tGYQg53eRIEWuEiPtnFh1MzrJe610nkgQ1BxsJDYuOjYBHEKYGLINXbh8IjzDj1pd/IjdVfJMqN3Q1NREU1MThw8fxnVdOjo6+JM/+RNefvllLly4wIULF/i+7/s+3v72t2+ZTv2GN7yBiYmJDV8TQrC6mgvpWllZ4ciRI9V8nrgCBQAAIABJREFUKrVFCZiyORACBjaaQqshYLaKA6hmenM+qVSKubk5uru7efzxx6u6UBTOafFERHt7O5cuXdqzRcrbClqr/Khq8K1pjS+NGgQMCBga/7DSQ/OKi/WIg4yTq5assL710iXQbWJ+uwUpBYTWA5LWgB4gAAQErjTIaC0c+sE5Th69w/zSEe6t9qKbkqwVJqC5dBmCQFAyFl7hpghyRu6vbbBbGYJv3ry5qSfJdd0HXs8LQnJSkywJsIRFSjiEDyewtACagEBGJ7oUZUHoSCnIJFuIdCSQ+v33jOPqOLaOkXUJRzIgBLY0cKWGLhykJtANBzsdhDWI9mRp0wWua2BpnlvGRcfBJER7romEFPDlQJwfsjsr0kIqB03TuHDhAm94wxvo6enht3/7txkcHOSrX/3qju65H/vYx/jBH/xBfu3Xfg3XdfnHf/zHKpx1PaCykHbCgREw+VRawHhxAJuFIO6FaXhubo6xsTG6u7vp6uqquoDIF2XLy8tcv359T0WElJLJyUnm5+ermmNVC+JZgffrk0BGCpocCHXaOCEXp9XI7bpMS/SAhTXbhL1isL6NJYdLLhTaxg9s1ITEMsMIoCOSpj8UpwcDkQ0wk2xjSZM0tcX4VnOK70r4t9kOnnIbZWdE+RQzBBd6ktrb24tOrj0vNb6CRq8EKYPcMDUIWxh67n3uhC2SdgAj3YwpBK7UWYlFaW1fzeVIuSAdDTsR4ETrJJY0MLUAQWHiugZRsUYaAxcNo2mVcFMuwTqGXPfFaEgEWQwcLHSpARppkcbFQchg7te+xwLGw0ui1jSNJ554gieeeGJHj/Pxj3+c3/md3+G5557jc5/7HO9+97v58pe/XOGzrQM0DUKN8l5Tu5BqSiUFhScctvKaeHNgqoHruty4cYNsNsvly5eZnp7ek2qPEALHcRgfH2dhYYGLFy/uyUwOyHlFhoaGCAaDPPPMM3UxqbWSfM9xhxNtLndWcruGwkFJW48gndBZMzS4q8FdaNYypObCyF4J7UCcnC1CAF3rD+YABkhHYCaCnO5w6Vo7yzekQUAKphH0BgT/c7vJf2u5R3Z9nc4K+JqR4imzUW6qu6eYJykejzM/P08sFuPll1/2203PRiKsYfBt4dIMLNkGi833NwaE0Hio2cIxJYuaxAWy6RasTBhdM9GEi7XYBFmN28EwPX13aepIYmiSU1KwgmSFDIXvZOn/mRMyOdliIITLCimCIoME+sQ8U3ozQSdcUwGzW55//nl+93d/F4C3ve1t/NzP/dyuH7Nu2SctJCHEMeBPgD5yH6U+KaX8XSFEJ/BZ4CQwAfy4lDK2m2MpAbNDHMfhxo0bWJa1rddE1/WqiIr8ROWBgQF/u/heGYaHh4d9o/Je3SS9DKWTJ0/u2354SxB+70cy/OlgAEdCz2GXP10NMmUGCODgLOV8F6YbQAY0MCU0CUiTEy/HybWPTAAJrkRPSYy0y9FzIf4/AlgCUgJWXMkSgv8DiWY20RtK++ehbxpOcDDwDMHBYBBN03j44Yc3GIJPh0JcXo88WDWCfN7VkJpLbjag5F+HJZfbTH4haXDDBSEkQpfIgIa5EEaaAUDiODqL9/o42TGC0AIkZAjIEMJhyQ3johEWGTQh87ZSi/U/c5o1JDUedmdoEhbNWBxjlQk9yGn3TE2ypVKplG/y3Q1Hjhzha1/7Gm9605v46le/yiOPPFKBs6tD9tckXhv4VSnly0KICPCSEOLvgJ8GviKl/LAQ4v3A+4Hf2M2B9s8l24ZKemASiQRDQ0McPXq0pDiAarSQ5ubmGB8f5+zZsxuGw+2FgFlZWWF5eZlHHnmEEydOVPVY+XjPuZqTjOuFYNhl4DVrdErB43aA8ZjGd8YDhKIaGVcihchl6DjcH0zXRO5GaK//4wBtEr3Jhn+CYJvkb6WO7U15XZ8D48r1Ka92GC2YwhbQ7er8a0sNIoP7Jt5iu2+Wl5eZmJjgzRmTW6ceYuKQTtCAH5AB3mWHCBqST7TY/GxKZ8wRoLnoQiJyLt7cHEE3AK7Lmt6MIQJ0Sp0Vcl6mVbcdV7homiSAhRC5mTDSzYmfoMgSFA49UucCcfQ8H4WBgeu6O5qku1t2UoF5xzvewQsvvMDi4iJHjx7lt3/7t/mDP/gD3vOe92DbNuFwmE9+8pNVOuMas48EjJRyFphd/++EEOI60A+8BXjT+o89D7yAEjDls1NBIaVkenqa6elpzp07V/IiWklRkV/5KbZdWNM0LMuqyLEKyR/N39XVtadbpG/evEkmk2mYLdK7YRmH3wyvcVdzkC7E/r6bkTsh0i64d8gZdG2gg1yBVidXbfFugmtAGzlVkhHIZogOZDh+UmNW17GR62nIuWF3TaaJKeEhIfh3dDFnuJx1grTul5r2LtnMR9LU1ER/fz/9/f2clZLXr60Rm4wRi8XIZrOMR6N0dnYy0NHBW+418/tSYh2SOZO1nouDEALQJIGoiasFCUnBknCx0Oh222mTQVYExGQQIS0ibpIu6SCtLiKB27RpWVqEpEOkScpjtDOGJSw63A6esJ5iyV2uSQtpJ4PsPvOZzxT9+ksvvVSJU6pzXND3n4lXCHESeAr4FtC7Lm6QUs4KIR4MpiuTAylgdmJwtSyL4eFhDMMoezR9pSow3oTZrfKEqlWB8XwngUCAy5cvc+PGjT1pVeUPxKvGML565C8CWSZtl3ujLaRXNKbnAjguyCTrn2vWSQO95ESMtzfXWf/TAtY3wrlZg+Y2h1BU0ONoLOkOlpb7uRDQEwgQNS2+f3aO+f+fvTcPj+Mq075/51RVr9oXW4tlS95t7NiOlwQSkpAMECaZAIHkhZmwhWVgyMzAzPDBMJmXgYFheQPDS2AIMAzhYwlr+AJhCxBCyGqbJJb3RdYu2bKk1tJrbef7o1VtSdbSkrol2/J9XbrsbnXVqTpdqnPX89zP/Zw5QzAQYKCsDFFaSigUWhRzPhWy8TKZShDc0dFBW6SesFjKcNTAWW6hhRy0sIVmKgKhJAVLBmCkLNsi/RV2S5chBRKBVBogUcoPyRAOLp36EpptH4Zw2aydZoVS3Jq8jZiIUaJK0dHpcc5c0BqYRYMLS8RbIYTYO+qNryqlzgmNCSEKgB8D71NKDeXjPrJoCMxcJm9gYICDBw+ycuVKqqurZ7x9LkhFd3c3zc3N56SM8jHWeHgdtEfrTnLRbHE62LbN3r172bBhQ8bWfDGgqU/j6Yersfq0dJrHEOloyhBnyYoEUqQjL5KzAkA/4N0HFaC5aKcc+qJFlFQk2BmW/DuCX7kKP3ANgk4BDQGdwoYGVH19JjVy8uRJEokEhYWFGfHqYuwwPJtKnvGC4Je3CfYfAzciGLI0fEtShFcN4A9YI666AhI6pu6A7qaDao7ExcEZEWYXK9ilfLwCyW+kwzMqTFIoLBT7nSW8Rg0TJERQnduNer4Rj8cvtRKYKS6cWoRepdSOqT4ghDBIk5fvKKUeHHn7tBCieiT6Ug30zPVAFg2BmQ2UUrS0tNDT0zNpN+NsMJcIzHix8HT57FwTmM7OTlpbW7nsssvGmFDlU2vjzXsqleLqq6++qEqks8HePUXY/Vr6hhYVmUoiYMQBjbPqTQNG7GDT5CU86rOlKp1OciWuqVF+ws892xLoUvCGUXfL0dRwtFfKsmXLUEoxPDxMf38/Bw4cyHQqLisry1mvofMduXAPvn25AqH406DkkP80qxtO8DO5FscVCKHo7ywjGSlA4CJ8LlqZhSMUG4sP0ScqcZBYwsURMW6WIR6VijgGFi4mYCid6+3Kc8Zd6DLq+YYX9QoGg+i6jmEY6LqOz+dD07TzN5p4ETnxivQkfx04rJT63Khf/RR4C/CpkX8fmutYlwjMJBjfDmAuN4HZLvbRaJT9+/dPmTLK1Vjj4TgOhw8fxnGcCYnTXLtFTwbLsjhw4ACBQICCgoJF+cSvbIGBwExy1nLBJE1WAiqdHhIizTxKVfr/EqggfRP0q3RqSQPiAqc0TaCPlvVwc6CbGg1ussu43Zo+BS2EoKioiKKiIurr6zOdir0Ija7rY3oNnbcLxBwwkZHdbHB7nc3tdXBQE9ynF6AcnbhlYLgQixSjkxb4plJ+rAGdkopeKmQ/hSpKXIQIkSCqh/gqxSSVRCnQSP/rE4qCCR7hFxuB2bNnD9/5zncoLy/PCJg9U9GhoSH+4i/+ghtuuGHejysrXCQEBrgKeBOwXwjxwsh7HyZNXH4ghHg70AbcNteBFjWBma6Xz9q1azMNzOaC2dz8urq6aGlpmXFTwlwQmIXS2nipqoaGBqqrq3n22WfzQpI8eGZ4ra2thMNhysrKKCsrm9C4bD5x21qbI+0a9rDAGR1tcUCscNMpJVukex4hwFCgibSR50oFI4Ey3UkhggIr7seoNKlYdRpLOJzWFL8WEUqUxqCw8SnJjXY5/ixi2OM7FadSKSKRCB0dHUSjUYLBIGUjpcUXSwpholYCc8GLnAre4xRzSLOJAnE73V7AEAoDgQ0YKMKpAKZrYEibYjWExMVS5XQJh3ohOSFsoq5EE4o1coTYjkM+eiFlg0QisSAEpra2lpe97GWZqG0kEmFgYICnnnqKhx56iKqqqvOTwFxEERil1BMwqQdDTid/0RCYydxxR0cWXNflxIkTDA4Ozmsvn9GYLvIxHeZKLCYrz55onFySC4+wjU5V5SvKA+l5PnDgQEaU7S3ETU1NGd1HeXn5GEv5+cK7GmwqX6W45zc+Ok9JfAbELdAMxZJdKdp6dcweHeVXZ3UwVSp9A/QEvK5CSpABB9t1CIXiSOEgNRsLwaCw+L5xGr+QKBSH9Rj/lFyBPkPvF7/fT1VVFVVVVSiliMfj9Pf3c+LECZLJJEUjlTgLMY+5Qj6iGBsxuN2Fh4RDka4wC+IkowZCQEizCIRtlO7jaHQ99aEWNOEQMcsYNqtYFT3FtqTB/hVFFBsSHcFNlh8xwXe3UBoYr8/UfEIpxfr161m/fj2QTn8/88wzfPe738Xv9/P4449z1VVXzesxZQ8XJS++KqR8Y9EQmPEYT2ASiQSNjY1UVlbOay+f0fBSRtn6y0yE2ZrmzbRUOVciXs9J2DTNcwhbvghMPB5n37591NXVUVtbi2maY3rkuK6b0X14lvJemqS4uHhenmhfW+tw85sS/OuvfOzp0OhOCXq3mbSWKESxhVrrgisQJtAq0268IQFCIHUHpI200sZnJaW9FPv6CPiSuDLt3RrDoUSkFzaB4KRM0CwTrHFnHzURQhAOhwmHw9TV1Y2ZR88hOpVK0d/fT3Fx8QWjn8lXB+2/Vga3Kx0TsCpTfDQcZdCFbQUJ9mkW3XaQplQpJ4ZL0dCxBTRoNv9SXI/FMCUnIuwWJjUph11GAYMjabzR1+dCpZBSqdS8OXN78Bo/trS08Oyzz/K9732PZcuW8T//8z80NDTM67HMGFLi+i6YKqSFPoAMFj2BgbPtADZu3EhpaemCHI8nlp2rSdts2hZ45G0mpcq5SCF54y5dujTjJJzrMcbjzJkzHDt2jE2bNlFcXDwhQZJSUlxcTHFxMQ0NDdi2TSQSoaenh+PHj+P3+zPppnyWGRsafOomk//YY/C9JLirbUDgBgRCVygrTT5ocKFbQ5Ra4HNRwwbS0QkWDFBe043hs9FcRUL5sd30k7pPmUhx9twlggKVW0Ix0Tzu2bOH3t5empqa0HU9M48FBQXnrX4mn1GMUgQP2PB9J4CtB7hCuhwO9HNGt6lUURKuwRkrRDkQdDTeJgVFhoLycq4qL+cqwDRNIpEI3d3dHD16FL/fnyHcC5VCynXaLVt8/vOf59/+7d/YuXMnn/70p7nsssuwbZuhoSFCodCCmPplAwW4FwafP69wfn6b8wBN0zBNk+bm5szT/0KEuB3H4dChQyilZpUyGo+ZLvregj5T8jbXFJKnM5pq3FxGYJRSNDU1MTAwwM6dO2ckDtZ1ncrKyoweaqIyY28hzsc11JWQhGKMGKCBqzNSgaTApxApF19xCjuu4Q5rYEl0v0V8uBC7Q2fZylZcIXGExHZ9WG6YMA6rRJQmmUAiuNYqoVrlN2Wq6zq6rrN27VqATDSmra2NaDSa0SGVlpaeV5Vn+VyMT7rwdSddaBYXLl9WFmG3gLCIExEGVYWnCcVK2WyV8xJN8Oe+QR73vYCNTYPTQIPTMKFDcCQSoaWlheHhYY4cOTKv85pP3dp0SCQSXHHFFUgpectb3kIikcBxHDRNo7e3l1/84hfceOONC3Z8k0KAo184ddTnCxYNgRn/dOe6Lvv372fFihVZV/jMdfzx4VwvZeSlMnJxDNkSGKUUx48fZ2hoaMYLOsw+haSU4uTJk/T390+rM8oVgbEsi/3791NQUDBht/CZYrQD6/g0ST7STbVhxb5enbJjBv2rLYRSMCLetAUYRRbF9QOgINpUgh3z47gS5QisU8W0JxqoqBggtCQKwkVHcpnj55/sclpFgiBa3snLRPD7/VRXV1NdXY1SilgsRn9/P8eOHSOVSlFcXExpaemC62fymYZpUWApkAL6RQJH6LiuHKmUFwxKnX/2udwkBQ9rUf637zDFYphV9NKpdaKndOrcujH7DAaDBINBampq2L17N/X19WPmtaioKDOv+azym++ImlKKT37yk/M6Zq6gBNiXCMyMsWgIjAelFJ2dnZlePnV1ddNvlAN4xMK7EeYqZTTZOFMhlUrR2NhIaWnprBf02bQssCyLxsbGDJGYblHIBYHxKptWrlxJVVXVpOPMFvlON7XbgkPLFa12EjsqKI5AsESiS0WXsBBIjEAyfQcElAGplD8dk06mSwFSwyF6owGqfJ2Ei1xWOT7eY/vQEKxU81cpNNV3KYSgoKCAgoKCjJPt4OAgkUiE9vZ2gIz/zHzpkDzkSwMDcLmAJRJ6lI2LhUDDrycBlfZ+IcBPDINfaBHaNZshWYaklITrY5PoolPrPIfAjMZE8zo0NEQkEqGzsxPXdSkuLr4ofH2EEDz44IPEYjFuvvlmSktLsW0bXdd57LHHsCyLa665ZkGKM6aDEgJXu0RgZopFRWBGtwOora2d1wt5tObm8OHDOUsZjcd0BKa/v5/Dhw+zbt06KioqZj3OTMnF0NAQBw4cYNWqVVl3qZ0rgfHci8eb8OUT2aabsn36/c9hH4eKhyi8OoFAEEBBvICEpSGFQ8CwCASTgEAB4aUDJCMh3LgOrgBdoVyJK2H5QDEfMyRr8REYqVh5Vhvit/ogLoqr7WJe5kxeeTZXzOS7lFJmogSQ/tsdGBgYQwy9SFc4HM7r034+IzAlEj6hwzecGPv0Fs74w5iGgT1ir1yudIaFy37doURJBAKFoFWU8yLVSWiGBHS0Q3BDQ8MYX5/m5uYx815UVDSr87Zte8GI0L333svHPvaxzHXj3V+vuOIKXvva11JfX39edrRWCCztwqzSW0gsGgKTSCTYs2dPxmOkubkZ27bnbXwpJcPDwxw7dozly5ezbNmyvIwz2aLvpW76+vrYvn37nCsEZqK16ejooL29nS1btszIG2K2OhvXdTl27BiJRCIvJHEmGJ1uUkplnEK9p9/p0k0RV+BqbqZE1hWwonAI03QwRAIRsEiIMEoJcEG5AqE7UAQMaIDAdTXCwHv0Ai7jrMC7XaT4lu8M5oiY9weyl6qkwYY8RmVmSzQMwxhDDJPJZKYTtFey6xHDXFe/5DMCA7BWwn/IAo77f8s/cw1NVjVCCsJSy5jTec03wypEXCQwlMsKewWb7c1zGnu8r48nCD516hTHjh2bFVFcyD5IQ0NDGY2V9705jkMwGGRoaOi8FfECOBeLEcw84vz9NnOMQCDAtm3bMiK22VTrzBZKKVKpFEeOHGHLli05TRmNx0Q3GNM0MxqQHTt25ORpMhsC43nauK474waYMDudjZceKy8vZ926dedVZYsQYsbppnW6w4GkHzOQQiAQwqVHKooDLoZMkSCADxMlBLbSScTDBAsdlE/hGC5WxAAFNcUOG4vTVUwejssEKXGWHDlC0aQl2WDnh8DkkggEAgFqamqoqalBKUU0GiUSiWTabozWz8x10cqVE+9UEGjst/6GYX2QJbgoO0if4RAn3R2i2tXQEaQIsNoN8Q/JZWzIg25pKkFwLBbLSmgdj8cXTIStaRodHR0sXbo08515953BwcHzShw+GgqBewE1QzpfsGgIjJRyzMWradq8RGBs2+bQoUNYlpVzvUs28BpRrlmzhiVL5ty9PIPp0jvxeJzGxkZqampmLZKeaQrJO9e5psfmC5Olm5qbm4nFYhQWFnJHaRm+QBXPRMMov4UVdHDTSgls14crdVwUNhrogppSF38oQdtQATWFgo4CmxTgBize78A9KOpl+rtY4wbxKw1TpEmipqDBzV9aNV+RjPGdoB3HyehnWltbEUJkogizSYvMV0lwCgNdFWcIZbFts0I4LENwoxVkjavTLVzqlEYwC8PBXAjgRwuCJxJaTyQInk0E5s477+Thhx9myZIlHDhwIPP+vffeyxe/+EV0Xeemm27iM5/5zJT7ec973sNnP/tZ3vve91JfX4/P58Pn8/HZz36WK664YsFsMrKBc4nAzBiLhsCMh67rpFKpvI7hCUhXrFgx76FLpRRtbW10d3fPqRHlZJgqAuOVZr/oRS/KdOOdDWZCYNrb2+ns7JzVueY7RZAtxqebvOqm67qf4xrXpaSkhPtWl3IiqIEAv5KkvTs1xMgTnI1DmWFzUzBFfyJAh4Iaw8avQRs2/yqjvFuzeLFTSZ3y80azgt/pA7gCXmoX8SI3f6H/+Sqv1TQtE8mCtH5mfFpkJsLqWWlglAuYILJPZ73C1fi1tOkVoFBscA0+Zxdk9EoAhSr748j1dT2RINi7Rjs7O7EsiwceeIA1a9bMWF/41re+lbvuuos3v/nNmfd+//vf89BDD9HY2Ijf76enZ/rmxW9729vo7OzkrrvuYvny5QghOHjwIDt27OC+++47LwW8cCkCM1ssGgIzWSuBfMCrdGpvb88ISIeHh/PWvXmi8fft24fP52PXrl15eXqcSJ+ilMq0YphNafZ4ZENgvDSVUoqdO3de0FUUozG+iaJt2wwMDHBl5yBHl/hIGRoBKRkOKmwhQEFQ2axzNf7C9nOr1Gg0bNpRaBp0C5MoDkktyf8J9HKTNcjbzdVc5RRxlZN9r61cnNd8wzAMlixZkolAjhdWj9bPTLTAzZQIaOav8SW/DG4MV99MKvxJENMvnBVIPm37+YV00FG8ztXHkJeZIt8uvOMr8EzTpLOzk5/+9Kc8+eSTXHvttVx//fXccMMNXHHFFVOWwl9zzTW0tLSMee/LX/4yH/rQhzLfSbYR5LvvvpsPfOAD7Nu3D8uy2LBhQ4bMnq9QKGzmT5N5sWDREJjxyBeBsW2bgwcPomnaGN1HPgnTaAwPDxOLxVi5ciXV1dV5G2e8PsU0TRobGykuLs6J1wpML+JNJBLs27dvTmmqCwW6rlNRUcHrqWCXcNjrxHk02s9uQyepWyO94CTvTRisdny8sy3AvoSgX1NQmcQtdTGEhd+xiNg+ntCj3GjFqVPzJ7Y83yNdhw4dwrZtSkpKKC0tpaSkBF3XZ0YEVBJf4l6EGgZAs/ZiJL+GFbwrq82rkNzp5oZ0eAZu8wWfz8ett95KSUkJdXV13H333fz+97/n29/+Ng0NDdTW1s5of8eOHeOPf/wj//Iv/0IgEOCee+5h586d027nui5+v59du3bN9lQWABKH+e0ddTFgURGY0U/0+SAUXsqovr6empqaMb+bDwLjVfsEg8G8khcYm0LytCe56t7tYSoRb19fH0eOHFnQ9g8LheVKY7ks5IDej66ZBITEReB3U8QPtfO/EyvZrVfRb+goV+D2+SksHCY1WEC7XYKULoHKFjR9/o3GzgcCMxrjI11eWbEnXJVSYpom0WiUQCAwvXeRGgY1CF46QAiEGsjuWJxmpL0bV1uH0rfO8cwWrg+Sp4GpqKjgtttu47bbbpvVfjyR+zPPPMOePXu4/fbbOXny5LTXkHfO5+P1NhkU4pIGZhZYVARmNHJJKJRSdHR00NHRMannSD76+ngY3Y5g586d7NmzZ17Cx67r0tbWRldXV150NhOlkJRStLS0cObMmZx0DBdCZMa5UG52Hi6zO3hClXCGIgQuNaKXJVsqKGyqJjEscRUo5YKliA0UIRwBQoGSxPrqqF4yv+m2C2GOJyor3rdvHz09PbS0tBAIBDL6mWAweM75KFGO0tYh7GMg0p4tjrZj2nGl9ST+5McRKoZCxwq8E9v3xjmdy0ISmFzcC5YtW8att96KECKTCu/t7c36Iel8v9bGw1m8y/GssWhnLFcExrZtDhw4gK7rU5YK5ysCE4vFaGxsHNOOYLzrbz7gui6RSARN0/KmPRlPYLy59vv9OSsHv5BRYvmoEd0UMIiOiy4djki4qsjlJ7H0n7blCrSwDa5OoemCcAi7glJhYKaS8ypqXMgeObOFz+fDMAzWrl2LYRgZ/UxTU9PExoRCkgz9n7QGhhiOfiWOf/reO4b5QwTxdMQGB938SYbAtMkOurXTlLglrHVWZqqUpsNCEZhEIpETH5jXvOY1PProo1x33XUcO3YM0zSnrC4cHh7mRz/6EeXl5Znu8t5PIBDIaJ3ORygE9uJdjmeNRTVjuU4hee6yE6WMxmM21vvTwXOa3bRpE0VFZ4WY+Yz2QJo07d+/H5/Px6ZNm/I2zujvyyNqK1asmHaucw2b9Fzq51mId0miAuWaBGVa/BdUAWJC5/VlDhGS3B3VULrCX57CH/Pj2H7qhB8bh21OH4cOHce27TFmevnWTFxoT8VwlggIITIL4rJly86pwnFHKsXS+pkPznAuJyZ3h7RjPOPbixIKhSJiDXCltT2rPc63BsZDLBbLRLCyxRvf+EYee+wxent7WbZsGR/96EcxWW2sAAAgAElEQVS58847ufPOO9m0aRM+n49vfvObU14/kUiEr371q4TDYaLRKKZpYllWJi24ZcsWfvnLX8719PKCSymk2WFREZjRmAuBUUplynazdZfVNI1kMjmr8cbDdV2OHDlCKpVi586d56j780lgTp8+TVNTE2vXrqWtrS0vY3jwzsMbczxRmw88Ypxkr96FQrHFXspN1pqsn4DzjZCjUZsKExvxdVFApevDReEsjVJaECDqSsodHTuYQupxNmNygyzhteEChNiG4zhEIhH6+vpoampC13XKy8vzYtF/IaSQJsJkxz1RH6zBwcFMhZOu6xlyWFhYOOW5277XIpNHECRRSmL7bgagSW9GjTglCwQtWltWBMYV3YjC/6bIGMLWXoPuXDXLs585EonEjFNIDzzwwITvf/vb3856H8uXL+fpp5+e0bjnCxQK61IV0oyxaAnMbBd5L41hGMaM3GVzRSq8ypuqqio2bNgw6Y011wTGdV2OHz9ONBpl586dKKXmpSy8u7sbYEKilm80yX6eMtozr/cY3axwS9js5M4QcC7QENzSW8KTNRYJ4bDSCXOjvZSf6Al+biQIGJJIMsgp6eBXFhsKT1Ea7iBg1SCsVel9aBoVFRWZ0Lxn0d/a2ko0Gs2E3cvKyuacbrpQCUy2Trwe+fOiD6lUikgkQkdHB9FolGAwOEY/MxqOcR1JWYVm/wlXrsI1rgRAG2cvr2XxlK5IkvLfjTQ6CPgcTN8JRDKEprZle8pzwkK2EnAcB6UU3d3dHD58mMHBQXRdR9M0VqxYwZYtWxbkuKaHxGVh5uxCxqIlMLO5kQ4ODnLw4MFMP6WZIBcpK89yfjqDuFwTGM+ev6ysjMsvvxwhBLZt51XTYJomHR0dhEKhzJjzjV4RR6EyERcBDIjEvB/HVFhh+rkyVT/mvVZpY6MwwsMUajZJR3CZPMWLAqdRKP6kN+MXZ1hl11Hvji1tnciif3yJ8Ww7F1+IGhiYgHgpG6m+i2AQl5ei5MQVQ36/n6qqKqqqqlBKEY/H6e/v5/jx4ySTSYqKijL6GcMwUNp6bG39mH1sNTcRCQyM9D/S2WJNn7KNy4P8VitmQFQTkkmuEScx9D1o1vwRmFwL+rOBUgpN0zh69Cif+cxn+N3vfgdAXV0dzz77LP/6r/963hKYdArp4vCwmk8sKgIz20XQc7Xt6uqacUNCD3MhFeOjH9MZxOWSwEQiEQ4dOnSOPX8+01Setsizfp/t95YQhzFpJaS20SM6OSX3I9FY5VxPETV0i2Mc154g6Saodtexzr1mzPbrnQoeV23ERFq7FHAN1jnz2KJAJdGjPwRM7OAtoGdXfbHUlXQLF0dAMBTHj0OpO4xAMSCGCQmTE6KPZq2DV6SuYrk7MRkfbdG/YsWKMZ2LvRSJF1EoKCjI6nu6ECMwXqUaAEqhq39G4xlAovgZlvtxlJzac0QIQTgcJhwOU1dXh+u6mcae7e3tKKUylvyjtUg1qopbEzdxWp6hQpVTkIVvz5NGP52iHKQiRoAnWM0tKi1eFe5edPVzQMMWb0bJ5XOZmgmxUBEYj2g+/vjjLFmyhB/84Ad84xvf4Mtf/jJf+9rXOHPmzLwf00xwyYl35lhUBGY2sCwrU/kym4aEHmYbgUkmk5nmhNlGInJBLpRStLa2cvr0aS6//PJzQt6zabSYDbq6umhtbWXLli309/fP+ql9QD5IRPsRCoej6hucFgUI4cOnShkW3Vxu38kL2s84HjU4Eq+jQmvh2tODrJBbMvqPYhHgL5ObecpoR6HYadWyZL6M35RFoO/vkOYRAPT4r0iW/1dWJOYax89XiZFSoAFFSsdWYSRRDGFSq0wAHOHQqnVOSmDGY3yJcSqVor+/n7a2tqzSTRdqCmksIkj24Pm8CFJoPILNzEzTpJSUlJRkIqme03Jvby9NTU34DKgolRSVNlBQWEq9mz3RGAakqsBRfQgUMarR7VsR7hF8zr8iRDx9DGofKb4OMre6soWKwHhwXZdQKER/fz9DQ0NA+j7qpaPPR6RbCVyKwMwUlwjMFPBSRitXrqSqqmpO+5pN92vPrG39+vUzUvXPlcB4Oh+fz8fOnTsnLMXM9ULkCZNN02Tnzp3ous7AwMCsKrcUikH5SxQOUaJEpIaDQGCREjYK6HT3sTtSyINDN2HhR+Bil/fyrmE903nXC/G/pmzNvOtvZPJppHkIRPqmJp3T6ImHsAvfMe22FUpntWswPNKk0UXxWquOG+w6vhf8Oa4XTEARmENHY7/fT3V1NdXV1Vmlmy4OAhMAfIDXR02hmFvLDDjrtFxRUYEwn8eI/DvK6iTeW86B429D+DdkyGEgMHV/pTJVxBlVjGuGQCjK5HIEEk39MUNeAIQ6hWQ3Ln825+MfDa89w3zDu7aWL19OKBRi48aNaJrGNddcg6Zp3HHHHfN+TNnikoh3dlhUBGb8zdOLIoxfoEc3Qty6dWtOniY0TcuaVCilOHnyJH19fWzfvn3aG9Z4zIXARKNRGhsbsyoNzxW8KFNlZeUYYfJMu1F7GBYH6BcdOCKFjY1GCEUQhYmLieM6HGs9wXMFu7BIL+AKybOpBj5SrWX0H16Iv6OjA2BOHY1nDBni3NLa7EhUEMG7U2G+64uTEIottsEtdhDpmtx88iQdoo1jVZsp8q1l5/GT6OZ+7OWvhODMSl9HI5t0UygUwrKsC47IjLkGRQhb/RU69yNI4bIShzvP3ciNYVhfRKh+XLkJ27gDsjxn3/CX0egDI0CxEWNHyR/p872K/v5+jh49SiqVori4OEMOx5Prl5o7UEB7sotCwtygvzh9HqIcXCdDikFDMTN7/2wQi8UWJIXkXVOvetWrMu/dd999PPXUUzQ0NLBq1ap5P6bsIXEuiXhnjEVFYMbDS+uMXozGp4xytVBlm0IyTZP9+/dTWFg4a7O22RIYz1dm8+bNFBYWznj72cDT2EwUZcqWwCgUB0QXMZFig1tBo3YfSRXGLxx8WASJkyCEPUIAXC2OWvMn/KeuI/kHcAYVRdeG8BcXAInM2KNLZMd3NJ6qoiQXcH3bsYPXoyceBQSubwN2wf8ae96j5kZYuzGshxCA6X8DO9nMzuSo6Ipr4z/096waPsRKAVd1dkLiIPqp5wGJ3vQTUtd8HlWQmwVtonRTZ2cn/f397N69O6fVTfMNV74F0/0zBD0osXHCRo3+1N1ozp/SpMV+EnCxfW/Jav9CRce+oWLndIH2yrU9K4PR+hldalxvXsHJtpMUFRURrEgfnyNeg5T7ke4fAB1H3oaSG+YyFRMiV0Z2M8Wzzz5LbW0tiUSCY8eOZVLBq1atythYzPRhcL5wKYU0O1wiMI6TeYLxevqsWrVqzimj8ciGVHiL+Zo1a7LuvDrbsUbDdV2OHj1KMpmct3Ll0VGuiTQ2kB2BUSge1J7jkOwC4BHRQQNxfDIIBChkEEO52EJD4uCiIRAoEWfgnjMM/qYYR0Hsh0n+6nM+ROXZ/aZvK2kCObqj8eiKkmPHjpFKpcakS3Q9B39WQmCWfCwt3lUJ3MCVIHyIVBt6//cRgGG/BOFbhXCO409+BEk6PRCI7ycZ+gpKO6ttkUMvoA3vB6EjAD11CvoOg0hf5zLRg37iR1hb/x6cKMJN4eqFIPtAFSOYWxTS7/dTVlaGbdusWbMmp9VN+caE0SJZO3n0QrlIdfRsxEVoSLcx6/Ec3+XIeFs6UqJcXN/YVgRSygxhgfRD18DAQKZK0e/3U1paSjKZpLi4eNSJSCztIyCjgA4iP4v5bHxgcoHnn38eXdd57rnn+PSnP01lZSXxeBzHcWhpaeFrX/sab3zj3Noz5BP2JQIzY1wiMCO+Aa2trZw6dSovPX1GjzURphPMzmasbAlMMplk3759LFmyhPXr189LaN9xHA4ePIiUcsoo13TdqAH6iXFQdiGRuDgMSZtOamigDRfBGZaiCxt35BP9hyt45P5XcqRzNad+bSAB0xQkO22++Lcptn46yIYr9tBqPIYjLEqdVWwwb80QGZi4osRLl7Qf24cPm4KatZSVV5xTnWMRo09/ChBU2i9FY4rogxC4gVHdd60+/G3vR9q9AFRbv6PH9xk0e1+GvAAINYC0n8TRXp95T2njrimlYLQh38hr/fT9GD3fwTGiJNbYOKEiBOVoqb9HunMzQ/NSR5OlmyKRyBgDuPLy8qyrm84rCImiFEEs/VopYHLbg/GwCv8BJZcgnTZcfTV26H9N+XnDMKisrMz0CEokEkQiEQYHBxkYGMikmzLRLpFffYrruvNOQpVSvPvd7wZg+/btvPOd75zX8eeKdCuBSwRmplhUBGb8jVDTNFKpFEePHiUYDOY0ZTTd2B5Gp6wmE8zOFNkKhj2R8IYNG+atR0g8Hmffvn0sW7aMurq6KT87Uw1Mxq9FKYZEAWlli4sPha5ses+Uc//77qT59CrirRIG+0Eb2cYvGDQFn/r/JP/76p/jSAcQ9Oj7KXCrWG5fPem4UkrKyspY2vIj9KYHULZJ7PRGjq5+L8PxVKZfTlGZn5aiL5OS6XLOAf0F1ib/HpmltkUb+h3SOpN5stfdCOHUkyi5Lr1ICs+RV6K0hjHbqoKN2JU3op/5FSBwCzfhyir0jsfTRClcjV3/MgJtf4fAxawZAC2BtBXK0HF8X0cmc0NgzjmvSaqb2tvbGR4eJhwOZy1gzTVmWwVn+t6Pz7wnrYHRVmP6/jb7jYXELnjzpL/W7F8i1f40SUqkSZIdvBllrAYgGAwSDAYZGhqiuroaKSX9/f0cPnwYy7LG6GdyEi08DyCEyLROGBoa4uGHH+bpp58mHo+zevVq3vSmN7Fs2bKFPsxJkU4hXRzfxXxiUc+YV22zbt06li5dOu/je34nuahyGo3pCIxSiubmZnp7e2clEp4tent7OXr06LRGfB6yKdUuI8xGt4bDshsQlDlR/HqKBCFcwE+KsEry9X95J89973ISpwpwwwKGFBAAJ93eQSkNtSJEX/dpnFNHkI4DBT7w+UiJdlwsWnwPkhQ9+FQpK8zXYowS3YmhDvQD30YgEJpO4dBRLnNfwNr1lky/nLaen2MaLRi6jqbpxLUOItpzlDtXZDeB+hLSwt6zrQMcWYJjXI/lHEC3fgVILP9rcPVxdvNCYK66G3vJzWAP45ZcCcLA6XgUUgM4dTcg7A6ESoEwQKqRYUauIxHL7hhzgPHVTbFYjP7+fo4cOTLvC/BsBceuvoOk9gBggZh7lZI2/DO05B6E0YwMtIAAabegnACYNejJR0mW3YvSV2S28Rb0goKCMdGuwcFBIpEILS0tmXSU1+5grg9QC2lW6I39yU9+kueee47Xve51NDQ08OMf/5h3vOMdfPGLX2T16tULdnxTIV2FlPtmvxc7FiWBUUrR0tLCwMAAa9eunXfyopSio6ODjo6OWRvjTYWpGkd6EZ9AIDBvHZ29qqr+/n527NiRtWgzmwiMQPA653J+nOyi1TGpCD9HTLkoodBGfHR//vWbeeq+K7GHfeBokPT2WQIyAbgQCuEYGlYD+E8nsUsURC0IWyw5+SgtWyW9+p8QCKK044gU61JvP3sciT6Ea4M0vINHmFGEEJS07mfJj79EycYhWm4KYpUsxbZt7JRFS3s7CVmbEQNPtVg6Rddixf4cfeBXgCLqu5p44DqKACvwd1j+9wICxCTfqRC4RWPdWJ26GzL/V0YIN7CaQaOVYVGKTwwQlIUoXKQzdxfX2ZABIcQYAau3APf392cWYC86M12/ofk65lEHDzkosdaGf4qv/3MIpaCwFWyB0ktBmQjdRZkg1CBa4hHswrOpk4lSOZqmZeYLyIjTu7u7OXr0KIFAIENoQqHQrM99IdJ+HpltbGzk3nvvZe3atQC8/OUv55WvfCVnzpw5bwlMupXAwnnnXKhYVARGCIFpmhw4cIBgMMiyZcvmPYRq2zaHDh1CCDEnY7ypMJmId3h4mP379+c04jPdDd62bRobGwmFQmzfvn1GhCnbFNK3hzS+MlCPi8sbVg6jCxcdB4EiQIK2x1dhDwXAtQALMnoWmS5X9glYKuC0IrUuwJ8ad8GuBMlgAHoKubr9t3RsOz2qpYAgKca6eroVG3DL1yL7T6aJghHCrn8ZODb+Bz6LGOyj6gnoW2MxvNGHXlpJpXMZVRU3Eukf4MSJExnRpWcvf861KQRWzT9jL3kXKMWZ7ji+0XMv5ngtSR9t61/NGe37gEJp9VSzghLzRUj7r+a2b3JjZDd+ATZNM1Pqno900/lQ8q0ldqfJC4CSCBVHUZ55nf7XBTlW2zKRRcR4jBanQ1o/45W+e34u3nxO5wDujblQ87V3717C4TDl5eX8+te/xjAMioqKiEajLF26dE6FEfnGpVYCs8OiIjCJRII9e/Zkqnyam5vn3J9oJnAchz179lBXV5fXfOxEBKarq4uWlhYuu+yynJlMeQRjshuW5ykzm95Ro/c/GRwOkZCP0C789Mo7eGnZIxQwiI2Gg4GByRKzjxee2AyuC7ik8yLePi2oCECBTBOYqCLyQiHfrPkrwvFhjKokVEHjks38E01j+iL51LgUmOYj+fLPYzR+E+GYWKteiap8EQz1p38A6cCLvpHkzC1LcV7xFordzYiQJBwqYNmyZWPKY1tbWzPh/fLy8jHRBaV75ea57wYe8e9HybPkdtCpotx+U072nQ8y4PP5xvQbynW6KRsSkG8oWXhW4xSvRBk9gIErloIpEcrC8V+JHbptzHazOfZgMEhtbS21tbUopTLpz4MHD2ZVLbZQFUgA3/rWt2hubqagoICPf/zjfOc736GkpIRnnnmGurq6ebOGmC0utRKYORYVgfHSJl4KIxcNFrNFV1cXiUSCK6+8kqKi3Fp3j8doAuO6bka8t2vXrpxGnLxxJrpJnjp1ipMnT87JU2aqcnCHoyT0D9PhxrimAGqDL9CsraBT1dGgmikUPRQR5ZPv+wipFoO0lkMyxhxOl1AtoViADUqAJh0cW0NfaRF5soyhvcWcLjD5/ZvaeVWJJGYU4VdlNJivP/egAiVYu/5+7HsFJajqBkTXyfQ52S6l+tXY7rlN5caXx04UXSgvL8+zd8p4gnHh3FTzkW5SSi04gbFK/wZptSDNoyCqMLV/w/WtQ4klCP8QqFRa+zIudTje42qmEEJQVFREUVER9fX1Y6rFmpubM/NZWlqa6VkWi8VmTGDuvPNOHn74YZYsWcKBAwfG/O6ee+7hAx/4AGfOnBnTi20ifOhDHyKVSuG6Lvfccw+9vb2YponP52NwcDDzd3U+Ih2BuXD+1s4XLCoCI4QYc+PXNG1WVvUzwWgCUVRUNC9PJ97Cn0gkaGxspKqqiuXLl+f86XeiMmev8WQsFkt7yjgRROcjEKpHlW6fZE8TY0wExjHBioG/BITAlr8HcbbfT7XeQTdLMe0gPUY9TVaAvf1X8Pi3X0yatJjA0MieiwEdAgKKRDowI0GGbdZXnqT6hl6OPlVL1721oCCqHH7U/BI++MH7sMJ/gx2cgZeElKTe/UmMB78EiSju+h3Y192a1aYTRRf6+voy3imaplFUVJQRa+YC5fa1nDIeQgkb6QapsF6Wk/3C/Kdjsk03lZaWTmpdsJApkQy0QlJV/wXuMMjwmFSh0iePpuaafI2vFvPms6uriyNHjvCFL3yBNWvWoOv6jL7rt771rdx11128+c1jK6/a29v5zW9+w/Ll2fWB8qK8juPw9NNPc/LkSYQQbN++nZe+9KUzONOFwaUIzMyx6AjMaHjujPlCPB6nsbGR6upqli9fzt69e/PWwXk0pJTE43Gee+45Nm7cmLcnj/FVQqZpsm/fPsrKyti2bRsiehR9/z8hzD4QEmf5m3Eb/hpcG+3oRxCDz4NRhNPwt6iyc0t0Mymqpp+jPX8vwhxGlW3Avv7ziEABrnLBUWhCUmTHGUiVsVT2sLT3DN80P8jRx9ZCzAZsoHvkXwXEgFooGVm0NEBzqb6+jV2bfk/dmj4O/fBtCAQSB0PYDB0vYiBaTKH/eWBmZliqvArznf+e3YfdFMLuQ+kVIM9qDkZHF7xqkhNH9hEa/iGdzzlE9JdTVlEzZ/FlhX0dIaeeuGyhwF1HQM089TcZFlpPMlm6aSozwvOCwEA6faTNPHKbz2MfPZ+u6/LBD36Q73//+xw+fJitW7eyc+dOXv7yl3PTTTdNmba+5ppraGlpOef997///XzmM5/h1a9+9YyO6/Of/zzf/OY3ufrqqxFC8JGPfIS7776bO++coOXDeYL0I1b+14aLDYuKwIyHpmnYdn4aaHmumKNLhucjZaWUorOzk6GhIV7ykpfk1aZ9dARmcHCQAwcOsHbt2oyhltb2LYTVP1KNoZCdP8Zd8XZk61eQvb9Lh7ztAbTjn8Le+eDZCp4RCCHAsdLkJXACURIH1Yr2wsewNn2YvvivWVrRwmnl5/fd1xA5tpbb4r/i4R1Xc7J9JRzXQNrgDJMW74qRHxuCSVhWAK3AcvCXJCheMUTHy6sZlIVUlveQUpUIlcCnTFaEeggH4iAmWERsC+3xnyCsFPaVN0Hx7Dx1RGwvge7/QFincH11pGo+ggpuHPshpRDRDnzdv2Zj8htIw8YI+DGN47SJf+PkyZPE43GKioooLy+ntLR0xs7KIVVPyKmf1TlMhYUmMKMxPt3kmRGOLy+erjLsEtKQUnLZZZeRSqWIxWJ85StfYc+ePfz2t7/l6quvnrHu7qc//Sm1tbVs2XJuqnU6fOlLX+LkyZOZ15ZlsW3btvOcwFw8VUhCiP8BbgZ6lFKbRt4rA74P1AMtwO1Kqchcx1p0BGZ0WmImjrXZwkuhRKNRdu7cOUa5P9cu0dPBsiwaGxszVuL57jHjRWA6Ojpob2+fwMV4/Lk6gEKkTo/J1wuzF+xB8I3NcQvXQtgxRKAVUdyXLk0GlP0wLzx/M5s2fYECYtAX4fXfvpsVsd/y6OYKjlatwT0qIAiUaNAvz0pfhEhzmIAOYWAACICv3Kbzpysov6yXlspVpP48gO/wABXHCygKdPJ3b/wuenAtyeBd407JwX/vP6AdfwEQ6E/8jOQ//heUTJ2vnwi+M/ch7D4QBtI6he/MfaSWfyHz+2GOk2j7GJr2PP5QnLBKEB7SwVePz2qmrqKRmmWvxnVdhoeHGehqYnD/L4iHVlC4dEVGDLxQmo7zicCMx2h9DKSjiZFIhNOnTzMwMMD+/fvz2vvqYkE8HiccDqPrOi9+8Yt58YtfPKt9fOITn+CRRx6Z8baWZVFZWUlzczNLlixB13WGhoYuCMM+5+JZju8Hvgj8v6Pe+xDwO6XUp4QQHxp5/cG5DnTRzNhskOuIiNdVuaKigssvv3zClFW24yUSisOHXWpqoKpqen2DFwFZvXo1hYWFHD16dFbnMBMIITh27NikJeFuza2IyG6EGU2XFle/AqSBKtoMZ36TJhOOjUq6aIe+hFt9PWrpS0G5aHs+QlHn46xOWlDp6ZQUynJx5QA7Ny3FV1zK5+IlfCFZR+QNDyFdG60oSdjtQwVV2oJjhQ6qDKIJcKIgBQSLobI43bfRBDQYPlWEHjI5emw9phFCCkXgfSlukIO8p3g1Pv2fSRrnPiHJo39CO/ocaOk/Jdl3Cv0PD2K/+l0zn093nFmcm8j8t1d7lg7nPkLrjyNlEN3xEU0EqD4ySMgcQBkleH/OUkpKB/dTte8/EMlBXH8xPQV30ZlqYGhoiFAoRFlZGeXl5edtc7uFhs/nY+nSpQQCAXw+H3V1dWPSTVOWuy9izEbEOx5NTU00Nzdnoi8dHR1cfvnl7N69e1r7Bykld9xxB+9617u45ZZbSKVS/PKXv+T222+f0zHlGxdTKwGl1ONCiPpxb78auG7k/98EHuMSgZkbcplC8lxmp7LlzzYC09Hh8L73pWhrcwkEBH/zNwZveMPkHgxeBGTr1q2Ew+GMEj+fSCaT9Pf3U1tby9q1ayd+sh7qgX4bEgOoktW49e8FwK1+PdgxRORZRMdTCFdHdP4aeer32Ns+gRhqQ3b8FlcpdDeRDtzoAjWcQFgKX8JC/7/v4ODbvsoXknX0+ItQmoaSBiLlw4pJ9NVJzO8Z0KWBbcDyFWCm0sfl86e9X/YrCAnwA7bATvkYtgoJKhs/KXzK5sHuEn7bFEYS5i+qY9yx5nF0CihytqdLqnVjgsKd2UU4nNAOpPkT0qIcFyd0tg/SGf0pXK0fOdLiwNE0zKCPWIlBsMfFCW/DKb4x83lj//0IMwZSR1oxKtsfoujPv5JpROm1kfBKjcvLy/PeSPF8jsBMBs8Mbnzvq4nK3XPlZnshIxedqDdv3kxPT0/mdX19PXv37p22CgnSEZitW7eydevWjBfMRz/6Ua6+evJWIOcDFoEPzFKlVDeAUqpbCJETU55FR2BGp5B0XZ9zBEYpRVNTE5FIZFqX2WwjMF/7mkVXl0LXBbYN999vcdttBpo29ubvOA6HDh1CKTUmApLvVJXXV6W4uJiqqqqJFyXHRDtwL8KxwFeOiPUjn/sEQg8BCmfl66Dseoy2153Vvjgm8vTjKBEaSReptP9FxwBuKImUKh0xec5F9h2k/4F7SNzyxbMEIgJqQGIX+8DnwAkgRTqTNSSgbCTa4ABHSZt/bdUybvmUQCIRxnJBwyY4lEANSkI6KBy+2z1ITc0eNpY1U2zvo9a8E3fNVuyt16K/8AcQErdmJfafvWFW82otfT/KqEaarbiBtdglZ6uVBAJH849yohl5aktVk1p+N07JjWOqU4Q9trpOOOnXoxtRji417uvryzRS9KIz4XA4p4TjQiQwEx3zROXukUiErq6uMRGuhUw3LZSlfzwen3EE5o1vfCOPPfYYvb29LFu2jI9+9KO8/e1vn37DCdDV1cWHP/xh/vjHP14QlUceFOpCEvFWCCH2jnr9VaXUVxfiQBYdgRmNbJseTgbTNGlsbH7lzLoAACAASURBVKS4uJgdO3ZMe3POllikUuPHAduG0Q/HXlPE2tpa6urqxow91/OaDKO7Zm/fvp2TJ09Ofj52HGEOn33t2mjNP4FAOjolTj+NfeWnUXoI4VreACg9jKq4Ek7+BJL9BKxWVMpEHJLQNbIvH7A6yRXWQ5QkP0Y0EMLtFXBcgCtwjgThWQW9ciS6AgwCZwADCIz8FErG6OYMhVyeAmngugLb1SjTIqSEhcTFxeFMvAJR1sqg/icqrZvwU4X5zo9jN/4REY/ibL8e/LNctITELv/LCX9VaV9N1H+EKBHCDKO7DsosJmb8N0Wl59qj2yuuxdfYMur1dRPud3ypcSqVoq+vj5aWFmKxWKYRZbZOrFPhQiQw2VQheemmpUuXZiJcC51uWigDPu+amQkeeOCBKX8/UYXSZDAMg6qqKn74wx9yxRVX4PP5CIfDBIPB8zzVJ1FcMNqqXqXUjhluc1oIUT0SfakGeqbdIgucz99o3jGXCEwkEuHQoUNjqm6mQ7YRmFe8QueZZxxME1xX8eIX6/j9Z2+iXoXTpk2bKC4uPmf7fERgbNvm4MGDGIaR6Zo9pVOurxhVuhHRfyCtdbFjjM61CHMQ2fsc7rp3I4/9N8KJo8q34q57F2gBrLVvRh/+B7TCVDqKYjhwamQXVwFFioAb49tH/pLXrn+Q3tNLwUkbxbmNEppGhLslpMnKAGniI0d+aoBylf6MJkBT6KsSqFpJIDxMgR6lqqgbZ6gAmxAgKAsMcvmSwyNnMOq8pcTdem0OZ/tclDs78CXKOWP8ACH6CVBKsvNahDZxdYe99U5UYS0ychy3fD1Ow59lNY7f76empoaampqME2tfXx8HDhzAdd1MqqS4uHhWC+SFRmBm6qUyOsI1UbpJCDHGTC9fJCOX3kAzQSKRmJXrdq5gWRZHjhzhfe97H+Xl5RiGwcDAALt27ZqWKC0kFBe9D8xPgbcAnxr596Fc7HRRE5hse+2MhtcIsqenh8svv3xGIeJsicX11+sUFAiefNKmslLwl39pZMY+ceIEg4OD51Q4jUauF4lYLEZjYyPLly+ntrY28/6U5yME9kv+E+3gl8AcQvnL0E7++OzvlUIFKlArbsZd/uo0wfGXp/1iHIf48A8pLVQoV0MYLuxQcNJAGSDKBCpQjBjq5Sqe5R+b/pPPiX9EAI7U6OspT0daLNKVRkFgBeloTObggZgCzYVCDepc7FemGU4yruH4fKyuOM6u9btJ9t1CmBKuWv0DAv4mUrgE3Vp0NYHWyU5i7Pm/iGgPqmw11uV/PXlzRQ+Wif7L+5HDAzgbd+Fsu+6cj8T1n5IyfkIhNn5nO4Xm39Fmto89p3FwVr0Sh1dOPfYUGO3E2tDQgG3bmcqc48ePEwgEMummbP4OLsQIzFyPeXy6ybKsjPnb8PAwwWAwL+mmhYrAxOPxBa3Sqq+vZ/fu3ei6jmVZWJZFKpVaEDI3M1w8GhghxAOkBbsVQogO4COkicsPhBBvJ90D5bbJ95A9Fh2BGX0zmumNaXQnZy8KMRPMpApp1y6NXbvOXtCj01Xbt2+ft4XAi/Zs3rz5nBYI0xIyXwHOtlFCcyHQWh4C5eLW/Rlq+U3p9/VQ+seMkxiK8MKxVraXh5FIXHSEcsCncHbeiHvlm9DbPoHoa0/rYzR4Q+v3+fmmPydhBDkVrwajLB2pCaZbBABnF3rvK3OBsAaXAbWAJqFS4ieJkArX1jkjKnm0+mr+n44f8bqOEzRXJIgU+BFIpEjSZ/yAJdYdY0/58Y+itz+Zjjp17QbHPLe9wPhp+urd6AefBiHRnvkV5h0pnCvOEg9bdBM1HkCI9Fwn9afQ3TXApqyvAwubR33P0S8HKVAhrktto3CGvhO6rlNZWUllZSVKqUzjv2xTJRcigck1ETAMY8J00/Hjx8c08ywpKZmxf08+jztbxOPxnPVamw2am5s5cOAAt9xyS2b+mpqaiMViGQfh8xEXUwRGKTWZ0+cNuR5r0RGY2WJwcJCDBw/OqZOzlHJWVU8DAwMcPHhwRumqucITJw8MDEwa7ZmolcBUcLf8A+6GdwIKfOPI0DPfxH3ivxHRQXatvgp92ztQp59HJfpAM3Dt5Tiv+hpi4DAqLhHOIK4m+MGyW9m3fDNJJ4Dj17B8EuMVcayfhSAi0l0DSoFketiMqHfEz444sBY4JiAKrl/ikya2qxHXQjjS5N5NO9h++GvU/aIT600rGAxVI3Awxelz5yRyfMS4DxAS2Xv4nM+MgZlEO/58JkojXAdt3+NjCIwjToOwYOQJTSBwRX/W8w7wB9/zHNfbEAj6GeK3/j28NjX7tJcQglAoRCgUGtOIsq+vL1OZ40VnCgoKZhXtPB+QTyIwWbopEolk0k1eyq6oqGhGx7GQBGYhmjl65/vEE0/wyCOP8OpXv5pEIkEwGOTZZ5/lkUce4f7775/348oeAvciicDMJy4RmGmglKK9vZ3Ozk62bNkypxJBTdMwTXPGY3d1dU1gEpc/eIZ4hYWFU0Z7xrcSyAq+cwV+avAU1qNfxLFMCkIhRPfzOM/vwN7+VQYa/4OK4VbECR/6kzcinJOIwBCY8KP1t/Kjla/l4KnLONVXQ5Akw6oYqzwAf6XOtj5ySKeTNOApoM87FqBs5Pc6UKDSXgyOQagoiqFbKJVOS/1h1Ut465++RW3n/8/emYfHVd73/vOebRaNZrTvkuXdxgvGG4sJYSlbFki4CYSQhUKTtCENTZo0dAlJ2lKg7U1pb5LSLOQ6NzQJNAtLs7IY0uBgzGLLNl60WZJlyVpnpFnPOe97/xjNWJJlW5IlWcL6PA8P1mh0zpkzM+/5nt/y/R0muUgwaOThEdHRLwXlLYBo19APCuU7jSuvYaWLfu1U9m/wjHyfTbkcXZYhtcx2LSzngtOc6JH0icFh/UvQrw1O6O9Px8kGUba0tDA4OEggEMjW0MwlZjJqNPwcLlq0CNu26evro6Ojg4MHD2ZTdpl006mO62zWwJxpG/WZoJTK7j+TysrMvZrNSCDB3BP4Z5tzTsCM9aU/2SKVKVzVdX1Mo7aJMpEUkuu67N27F03T2LRp04wtRgMDA9TV1bF48WJKS0tP+dzxRmBsF5oiinwPFPuHznP8CHrb95DSpflwLjWJPgIqBhGFsgIQD6OsK9Fe/hIEAqArtOgB2BRHBQETDvoXoxmKpO1BA2L4SAkLXD1dpFsLDAIDCnqGjO0u1uAQaUFTTrrINybhfAeR7+DBQdNc8gs70TSJ345TnDiGx00hLR03XyNHxmiX1cQ7bZzW1yjIzyOvrAbDMEhd+Fmslx5Ei3ag8mpJbf7MqU+OppG64Y+wfvwNRDSCrF5G6sZPjHwKPkLJvyZqPg44eN23YanVpOcgjI+QCtBJT1bEhOT0hvlHzx0aHBykoaGBI0eO0NHRMWLu0Gz2TTmb06hN06SkpISSkpIRKbv6+noSiQTBYDCbshudbjrXIjAZli9fzjPPPMN3v/tdrrvuOvbs2cO2bdu46qopz15MMRrMnS6kWcM5J2BGk6njGC0QBgcH2b17NwsWLBhRuDoV+zodmaLZ6upqqqqqpmTf46G9vZ3m5mbWrl07rjz2eCIw/Um49LMDND3dgyYlW67y8/S/e/Hu+VNUvJ1kLEa1HsSjxyEeT/u/JFIojwJnkNzaeoQvCUqAN4kKkI6aWJAfCKMUBL0R+vqLSOkWrhhqjc5kvAJArgDLRfRpaYfeZZkJ1BJPVRxjYRzKBFLT0YQEFOVuOznEsKTDUtHAu448xeBlXlIBiz5RTFiUcfm+wxTt+HPcVIKuovM5fP4fUVBYROEV/0Ygx4/Qxic63S03EL/gCsRAH6qoIuvqOxxDlRNKfXpc2xuLy1PrcHHo1QbIUT6uSK2f9LYmihCC3NxcQqEQgUCA/Px8+vv76e7upr6+Ho/Hk40snMkgyulASjkr2m/HStlFIhF6e3tpbW0FGJFuOtdqYDKv9eKLL0bTNO69916+9KUvUV5ezj333MN73/veGT+mieLMX44nzDl/xjJRkeECJnMhX7NmzYQ9Dcazr1PR2dlJQ0MDq1evPqFodqKMN/wtpeTAgQMkEgk2b9487gV7PILsfVsd6v+zE6TCVfDCkwN8ffkh/uyiFhLJJH4tjh7rgXwb5c0DqSCUi2a4qK5HcHO04zUruaS7ikxAwe2D36PXm0+gehCvE2c/K3ANhR3xjTB1w1AY+TZu2ATTAB2E41J4RQdmURLd6+C4JpF4HlIJcj1RpKFzb+/9CFdjVeoAyRtzsT3Qr+fRYCyjtsWmdEcDmjAwPRbV4T0UiGaO6YXYT/4DXdF+Ugs2Y5x//ZgeKmKwDmH3I0MXpqdO+3NR/qn7rI3GwuT61MTn0kwlmc+jYRgUFRVlnVUzkYXGxkbi8fgpIwszzdkSAqdD0zTy8vKyg2JHp5uEEFiWle0KmilReLYETHt7O7m5uTiOQ01NDb/4xS+y79t0DeydStKjBGbf52y2My9ghokK13V58803cV13Qhfy8XKqC/7oIZBnunBniiZPt3Alk0l27dpFUVERK1asmNBCd7qi5EgKXnoiBSmZLmxVMZR9jH/5jyR9By7ib2/+ObrdByjQFAT9EDfA7ILYbxE9PmxfECsgIOUiHAX28flA/lSCvwk/iNoNTpvJJXc9y2G3hkgkhHM0ByV10BSa5ZC7pA+5CAYOF4KuEyjpxypOgBJoArzeOLpIoaMIecKYKDbE4lgIYCEm3yYmgwgOc7EToKyjEY19w06Gjpnop+a3/4zeXgcCnF17OeKxqMtdgVIqW9Ra1PcwZvdTAEjfEhLLvwbG2evcmClOlm70+XxUVlZSWVk5IrLQ0tIywjclGAzOeHRmrnROjU43tba2Eg6Hx5VumkrOVgpp27ZtrFq1iubmZrZu3Up+fj5KKSzLor+/n7vuumtWO/Omu5Dmi3gnyjknYE42YDEWi7F7924qKipOcLadKk4WgUkmk+zevZuCgoIxh0BOhoxYOtXdY6a7afny5RQVFRHG5VWRoloZLOX0i9zpUkh3/UhHHjVB6eA6wFHAwXUVv3zjYqqD7fzJLb9G9WmImEB0H4NqDXJB730ZZQbxlXemgyl+GzVgwveBD5I2p4sD/SAOg+Xa/HnLV/n7qntIBTykahQyYaZXBo9DXPrQclzMqgR2lx90hVLaUMoIDGWjeRwGZYiU9FAhj2LhBUxs780oYwk+BQvc9AgPubAcmVuGNpg2lFRWALfqAsztj2a7kAwNKgfrKb78tuwdcnfLDoK9P8LRDQxDR4/VY3Q8ilM1su4lSyKCiPejgmOnluYa43GrzkQWFi1aNMKmf//+/eTk5GQFzUwMohyPE+9sIxPlys/PHzPdlBHTk+luOh2u656VqNkVV1xBWVkZpaWlWaGbSCRwHIfe3l6qq6tn/JgmxnwX0mSY+yviGaLrOseOHaOjo4NVq1aN6Ww7VYwVgck4+mZExFSh6/pJxcXw7qaMGd/LJPlTMcgACp8Gn1FePqxOHRU4XQrp4D4BpQr29ZLuV04ABj09OgUFRRxOlUFQILx2ut35WSCgQIp0pMVy0RwXkumaFeE4EDFQ/+jAJkCCOpSLyM9BBQa4+Ve/YeFlbXxiwcMcMSpIBBQKcFIGqYSFZrr4CmJomiSVNAkIiaE76JpNQBtkwA0SIoJAcUQt4GD+k1RjghjDMNCfR/Kmf8Hc+X2QLvaaG1Aly8DyQ3Iwc6JRnvQ5zNwhl/or8SW8uGi4jkMikeRoSyPRRD2FhYUjHG6N3T/G/P3DCDuKLF5B4l1fBX/eKd+T2cxkohmjbfqj0Wh2FpfjOCOKgaej0P1sFvGeCcNvXk6XbppId9NsxXVd9uzZg8fjYeHChXg8HrxeLx6PB8MwzngMxnQz34U0Oc5pAZPxXZiqtM3pGB6BGT5XaKKOvuPhZOIiMwASGNHd9JciRjcAgoSCb4gEH1Q56CeMWh65j5OlBfqkpEFX8PJujvczA7hIqdF82Gb5H0ZI9zY7adO5hQISLpjpfYqkk/ZqGRyy/JcKpTsIE3gd8GqwthTn0i+iiQPQ/hoX9NRyvab4fpVFQoB0NZyEgW5KNCERKLx5cXL0GEGrl4U0oQlF1PUTJYiuXDQFCB/dO3/L0l//EOVzca/bjLPiVtCOi0yVX0Xq6ntGvO7UZZ/AevE/IDmAqjgP+20jIysqZwVucD36wG50y4Ppz6Nk8cfoS+RlTQO9Xi+FoQALX/4Wwk2BZqJ112Pu+Cb25X9x0vdjtnOm6RghBIFAgEAgkB1E2d/fn62fMQyDwsJCCgoKpmwQ5VxJIY3mVMXHw9NNQNZMr6GhgXg8PmL+1UTWxLPp83P33Xfz4osvcsEFF1BQUIDjOCQSCTRN49ixYzz88MOsW7furB3f6RBoCKY/ovhW45wVMIlEgl27dmGaJrW1tTMS9swIGMdx2LNnD5ZlTcrRdzyMNdAxHo+za9euMdNkw8YuIoCYStujnOqe9lQppK9FFINRAbHhXik5pMdJ+5AEMUNLUMEFiL5W0vcgOrRGUQtFumC3XiJqSHcVKWAHiP1AFelPbkoiDjSjblyOeOPnyO4jpOINXOn1EPfcwffjZcQSXkzTQddtinzHCHkiuOiYmgNCUEE7JpIjlGCSQqEj0FkcibHuhw+hlXQj/qAdw/MbjNhPSPm+iNSvPOk5cc+/gfh51yCSUZQ/H0a/t0IjufSrGJ0/Qsg4TuG16N4FFAXIRuBisRj9R5tJDvSSHOqQMwwDlYyd4t2Y/Uz1BU7XdQoLC7MOq4lEgt7e3uwgykzdx0QvxMOZrUW8p2MiPjCju5sGBgbo7e2lra0NpdSE51+dDcG3fv16BgcHWbNmDWvXrqWiooKioiJ0XSccDrN48eIZP6aJoOAtM0pgJjnnBIwQgu7ubg4cOMB5551Hb2/vlA8+PBmapmHbNjt27KC2tpaKiopp3dfw19XT08P+/ftZtWpVNpQ8nOXo/B5JuokYlqEPFbCeeh8nuygdeBnYk5FANmlZpIEoBq2CQEmI1+ou47ZFj6JKClDRAMpYh0hsx14RQVbHIepgPOdgtpAexlhPugOpg/RoAAGEHPSGz7K7WLCvciOD/nxeKVqBpI3z81N0uBYJ28LSE1xovExC5dKoVZMSJsUcw0sKic6a5F7u6vw2z2hXYUQ1/mTvz8jJ6YMLw+BzQYKW6sO0vkfyFAIGANOLMk9xN6VZOOUfPumv/X4//kUr8Sy5BK31VVwpsSUcdMuJvvFGthh4LjrbTufFzev1jhhEman7yFyIJ1P3MVcFzGSPW9M0QqEQoVCIhQsXYts2/f392ejgqVrez9bnUSnFX//1X/Pxj3+cxx57jCeeeIKamhouu+wyrrzyymktC5gqFAJ3vgtpwpxzAiaRSHD48GE2btyIx+MhHA5PeiL1ROns7CQWi3HxxRdPaXv2WGQEjFKKpqYmuru7s695LP5J5fBpBtklbHQgT8BR5VJ+iruCk0Vgnn45xa+/Y0GfDlY52J2gnHSnjVEFHh/5uXHyY3sRZjcMGMiy9+Bu+CfUyltwS55FOCBMcP7AQP9LB62fbPs0CdLiZRHwDthXEuOJmuuRyqRXFGAbAk1COTFSRgSlaeS6UUTCw3v0X3PIWEC7HqJCtaOjKFA9rI3uZUt4J1c1/ZZUtxeRU4SoiB7/hmgayuMjHUGaAYQg+Y5/xHzlEUQigli4haW1W0gkEvT09NDY2Eg4HCYnJyfr4Dob/EpOxUymY4QQJ1yIh9d9jHeI4lxOIU2F8DJNMzv/Cka2vMdisWyUy+fzYRjGhAur77jjDp5++mlKSkrYs2cPAJ///Od56qmnsCyLxYsX893vfnfMm64MmfenuLiYu+66i9tuu42nn36aj3/843zoQx/ivvvuO6vmeuPlrTILaSaZ3SveNOD1etmwYUP254m4406W4T4rOTk50y5e4Hi054033sDr9bJx48ZTLmjl6OTriiVDM3nq2wW3/gjkAWgOKfxLXG6qgX+46vhHZqw6m85jvXzySyEiDVa69MWqAtcAJHhywZOP16e4suoJPvOB+4bqXVz08OPIgrfjrr8YnMMQi6C6jqAsiSoAegGpgZJpkzoJnEfakTewCKmboCQexyZiCBABojKCX5d4XAeBpN/00dfsJ1HmRQYMAiKKVyWwVIoeI8Q+dwnLww1otkRPJpGVC1HHNLTKBsgrAN3C1S6fyrfp1BgW9sV/POIhr9ebbTluamrKRhpONn9oNnE2xcDoNuNM3UdmEOXwYuDhQnAudiHB9EWORre8Z9JNH/vYx+js7EQIwbZt27jkkkvGVTh7++2386lPfYqPfOQj2ceuvvpq7r//fgzD4Atf+AL3338/Dz744Cm309DQQHd3N42Njbz00ku0tbXx5S9/mZtvvnmOiJd0U+U8E+OcEzBjtVEnk8lp21+m1qakpIQVK1awffv2advXcDLFukuWLBl3qmpgqApe2nDof4dwGnX6u2yIJiBp8nXLZPUelw+uTkdlhqeQlFK0tLTwnz9y6N5dli6+VUBKAXnp1mJXQTBBKGLzt1d8mYB/gONjokE4HQguQxk/Bz2BMkxodRHHPKDHwWOAV0DSBiHTRToC/MJFaRZCKfxmAQUiB2vgELZHxxUBhK6wSCGQvFiziUEjgI1FLwVcJl5A6RpteTW0rlnAa6Xnc+uPf4bmRHDDuSRu+jZaaB+63IfUluDq1zJbyAwDzBRjplIpenp6svOHhhdjzoYujNkSzRhriGKmGLipqQnDMLLnba6mkGZiFtLwdNOTTz7Jrl27+NznPsfjjz/OZz7zGSoqKnjooYdYunTpSbdx2WWX0dzcPOKxa665Jvvviy66iP/6r/867bHcdNNN1NXVcc0113DHHXewZcuW7OvPzOKa3cwX8U6Gc07AjGY6IzCZupOVK1dSUHCaoX5TSGdnJ11dXSxevHhCdTarMPgfUiQ6DWKtGon6AWjvAldCl0bSKOIxvHxwdfr5mRRSRiwJIbCTazl+jVLg2EMmdqSjLdUa9hsGj79xG3+68V/Bo0DTkb4ypO8SNFYBf4/y/gp972No32xBSwrwBpBFZQifiepqRnOi8DtgoYer2p+jPbSQFt9KPFoR7+jt58L6B/jdgkq+V/A+ImYAIUCTEmloeEQKVxnEhZeUMvCLFAqB0ASRkhB1eeex9qVeRCKCJ3o/ybsfQupXTO2bNA1YlkV5eTnl5eUopRgYGKCnp4e6uroRRnpnwxAOzm6XyqnIRK4y39FkMpk10uvr66O+vp7i4uJZIwTHw9kQXpZlsWDBAr7+9a8D0NTUlE09TZZHHnmEW2655bTPW7p0KbW1tfT19XHvvfcyMDCAbdtIKRkcHKS/v39GfIPOBHf+cjxhzskzlnGphekRMMPrTjZs2DBjXxylFIcOHWJgYIDKysoJ7/cv3BxKNcGRIBxwdWLH+tLW/kKAlPD7firXHRdEGilCsSc5vP0n5FV+gKra5bz4WygOKjq6h0TLcGLAXo3efC//ePBzfPOBO8izurhk+S6++GchLM+qoe1eCPqFaOEALg+hQhbk5iPQ6F60AZ+dICfRB8EieM6PufoIt5svErPqML1rsCK/Q+jNXBppwJGKJ4quJ675wVFErCA6Lut5lQo68BLDVh4kGlLXkBq8dMUl5LQ3sHh/D6K7/QzflbODEIJgMEgwGBxRAzLcEC7TcnyyuqjpOq7ZjsfjyQrB119/ncrKSiKRCHv27MlO1J5IV87Z4GwImHg8PiJds3DhwjPa3n333YdhGNx2222nfe54ojSzmXQR73wX0kQ5JwXMcKZawNi2TV1dHX6//6R1J9MRSk+lUuzevZtQKMT69etpamqaUHfVD7U4T4oEErgqYLFwlUvfNplO+1iAIfFGFF+8eui4ZRLr0J9QEt9Ljt+PFjuI436Lj/1RDs17W/jmT8pJJL3g8UMqmh7GSA4MWhDQOFLo4UhHIUItYffRtVje5/jil0YdVPkC7JwQpj8AAmLJFMcufh9LbrgdtfUeRCoB/hiiWqIJRcDuQ0S/h7ICqC4QAcXlkRfpNvJ5LbgRBixsbwJhSKrNNrxuEkOlcCwDVLoLQCmBowyev2EJ1a/twdIGMV57HGf9+6fonTo7jK4BiUaj9PT0sG/fPhzHIT8//wQjvalmtqSQJoJSKpuKq62txXEc+vr6RnTlZITgbDKBOxsCZnBwcMrqTbZu3crTTz/Ns88+O2vO6XQyL2Amx7yAmUIBMzAwQF1dHYsWLaKsrGzM55xs+vWZEIlEqKurY+nSpdl6iPFOvgbYh833tTiZZ/9UJKAsiaZSyEQBJDQYGOC9734VSu+hW1WiDpUTHHgTXTfQDRPiTWg9T2AW38w/3XAjzzT+kH2NK6HfB8qT7qRmaDBjN1DhQG8XasBhwLT4r+dX8uWrvohc8h5UWbrIWr79JnpeeharfT/RRJLUu/6IpRdeiv7IV2BQoJIu6uLz0IrqSQ8f6gE3gkgMQD/E9vv574uvodNTipYS+AuWsWTnS6xse4Xw+RpCKZIBC483SZgQSZ8PPayBbhD1uQzkahTmC8wXv4EKFOEum/1ppPEw3BBuwYIFOI4zolU248xaWFg4pQaLc1XADBcChmGM6MrJFANnZg6FQqHszKGz2RU2EzUwo4nH4+Tk5Jzxdn75y1/y4IMP8sILL8yJAtypYl7ATJxzUsBMRwrpyJEjHD58mLVr156yYGyqBcyRI0doaWlh3bp1IxaPiQiYJuHipqtAhh4ROD6QiSrAQggwdR+1CztRIspAYjd6YSNlfT7iwwqglTAg2YXp9pCXFwaPwrw+iv2UD1Ja2hJGkP5/XQSi4fQDIsaBfSEef1pw84Z7cK76GhQsByFovuLD1KdSrFm7lvz8fLQf/DPazueG5g3psC+JWlOCsI8hnO709jQBRZJtHwdDWgAAIABJREFUwbfRmlyASJnkFYcJGc/zrs0NyI0fZl/fdpz+RryDKfKO9rN8ZycvvHNL+vhcm/zOMPldEcSxMJTmYvziW7glqyCvZCretlnF8OnQSini8Tg9PT0jOnQKCwvP2K5/ttbAnIrTia7RJnDhcJje3t5sV1gmspWbmzuj4u1sRGAmM8jx1ltvZdu2bXR3d1NVVcVXvvIV7r//fpLJJFdffTWQLuR9+OGHp+OQZw3zXUiT45wUMMM5UwEjpeTNN9/Etu1xTbDO7O9MnX+llOzfv59UKsWmTZtO2K+u69i2Pa5tbVQmIaUREYqwVDR2euh7MpRuWxaglETicqS1gmg0hmma+IorUceKofN/QElUYA2q6D2gFDJnGX95zb/wwQUPY2/wYOvAb0jb/bpAQoGdhIxgUkAkwSd/cQ9ry+5kWduLyILltLS0EIvF2LBhA3l5eYiObei7tyKiXSgzFzzF0NmLU/Zv6L0Po9lHwKgAkcTNT7Ej7xL6KKYyrxW8kjgmiBhCe4w1oX+kXT2D1vQm1Tu78R0+RGp7A00LCjH7klzy+O8wUg7IFOJoEuw9eL92F4lPfQPyzqwwcTYjhMhelKurq3Fdl3A4nPWeMU0zmzIZbWQ23u3PJSYSNcoIlvz8fCCd1s0Y6Q0MDMx43dFMn+tYLDbhCMwPfvCDEx678847p+qQ5hACjblRID6bmBcwZyBgMtb85eXl1NTUjGvBmEhk5GRkWrNLS0tZuXLlmPs9lUvuaErR+Ws3wNeI8fseH7Ev+6Feg3LgGJDUcVI+vvfwlfy243y+89A/cF7ZEuwln6Cp599ZsWAhWuR59H03gW8FsmQzLTuDaMsEdp8H8iRYcsgPBtBcRt5vKEDQ3xvg0d3X86Xrc9m7dy+u65Kfn5/u/Eh0o+/5B8iJg5tEyBRKs6C6Fs3zIrLiXQg1yOFEhC9rf8xz1oX0uyEc5RIYiLFOvsqHgk+mNZOIkUMOK/Puoquqi9ejB6gq20dOTxvnt9osfOb76MpFCYFAoby54M9D6+vEePkpnGvvOKP3by6h6/qIDp3hRnrxeJxgMEhhYeG4UiZzMYUEkxcClmVRVlZGWVnZmHVHmchWKBSa8XTPdDAZATNPhvlp1JNhXsBMUsAMH0eQueOazv1l6OvrY9+ePZyf7CTX6UJVVoB5onIfaxbSqbBcnV/25BJ7zAMNAspIxzUrgF1ASoAbpukJH9f+7nPc81f9/NXHTHq1zehd/xut/1lAQc82trddwf/d9VX09SAsF563wfZAxkzTFZAMAWHSIRkTyEMkBdVLguzoL6e4xE9tbS27du1KX/giBxGpMGwoRrkKcSyOKjfgtmNo9qOAQBa8l79r3MxvPavo1QpISA2R0ohoObwePZ8legfXBt7EUEvRVClNzU10dXWxYeNGYCN652HMh+4C4SJUP0oH5TFx8srR1VC8yJrdrZjTzXAjPSklkUiEnp6ecRnpzVUBMxWMrjtyXZe+vj66u7upr6/HsqwzimzNBmKxWHYu1TwTIz0LaXZ2tM1mzkkBM3xxmEikAtKLcENDA319fae05j8Zuq5PKgKTMYrraG9ny8s/wtz/CiBQ236M8/mHwRp5HBON9HwvpehuN+EXIt11lMk+eYEaoEWAtxz6j2EPKr7xoGLF4kYqfDZicMeQUZ0E16WhpxJXagTrY0QcH/QNnV8l0wXBtk56sGPWpx/w4i9WLNpSwsJFi7JFkpl6JRVagbLyEM4AXFiKQqA2hRCe/uy2tW9+i441b0cVK5Rmg+lBqfSioITObncJe+W7uNi+jb179yOEYOPGjUA63G/s/A1GIooIKISTNsaTlgcR7SBm5BOrWE7vggspiEbn7EVmKtE0jby8vKzN+1hGepmLsmma57SAGY2u69m6Ixjboj8T2ZqJQbNTweg26nkmwnwEZjKckwJmsqRSKerq6sjNzWXDhg2THpY20QiM67rs3bsXXdfZrA2kxYuW/rCL5v1ozz+OvPZDJ+xnIgJGCXBfkNAHFJP+ZNhksjuQq4ZSQC64Jsmkwb6GHipWSxAGKJV96qLSBo4WFhCOBdCiQ9uJpcAxjjv0Ci8ok3SYR8MsFZy3uo9NG88fEYbOFlx7CnDX3ove8F2UtFFlVyD828EdEjBRF3EwwsKadtrzg/SpHJLKAk2iCxdd2OQbCTrdDbz6ykHKysqyab/MeVJef1pkuSlwJOgaFFYgShejX383es1qtP4wDQ0N2Y6TzEXmrZACOFNOZqTX1tYGpA3iIpEIhYWF80JmFGNZ9Pf09NDa2gowohh4tnrPRKPR+RTSGTA/C2nizAuYcRIOh9mzZw9LliyhtLR00tuZaAopFouxa9cuqqurqaqqQmxvIVv8msF1Tvi7iQqYdyr4l1ejKGlBVIF/KBKTJJ3l8QJRCboFro+YKKG0oAdFKw0LbuE1Xyu2rlMW7uSR/Z8m5XhIxrwIXUcPKtyuITWkqSFPGEDXwaODCSpfUmAJcn/9f1El1ahL3g1CjHgdqmQLTsmW4wftLMN4889h51HQDDCKue/Fr/GA990cTlTy2qI1RP1+/GacUquDJf6D9DUU8/bFF2EU19EjXidXbsYk3fJuX/FOxIEX8PxmL9gOGCbkxHC3bECuvAgvUJkTyF5kMsWtTU1NmKaZTZ/MR2fGNtJ77bXX6OzspKGh4awZ6c0Fhlv0AyNMCCORCH6/P/tZG8us8mx1e01VG/W5iEQQmxcwE2ZewIyDtrY2WltbT2hVngwTERZdXV0cPHiQ1atXZxcztfEq1POPI5reTP9ctgD59pvOaD8AC/sgT1f0LQD2ORDQ0+3I2c4hBxJhMnMCRKGPJ16NkH/li7SU1JCSPuJajCO+WnaK9SQSATyWju2CU+iDI0lIDi2sYkjECNJdzwUKw6PgyAH0X30fUkncg68jP3o3OfoekEEgdOJBN3jhuyYiEQC8KMNHSMa5/3f3QVWErStu4XBhFb1GIUqZBGIe3l/0dqLBrfRoOxEI+rVnqLA/i+15Atd4hvgftuNZVEru1gRCSYgp7Ks+Nub5Hd5xkilunY/OjI1pmpimyfLly9F1/awY6c1VxhpEmRlTkkqlsoMoM5+1szWAcjJt1PNkEAyfCzfP+DgnBcxYX+6x8vOZGT9KKTZv3jwlF6LxRGCUUjQ2NtLb28umTZtGzl8xLZzP/Tva8z8G6SDfdiPkBE/YxkQFTEEBeBYClUBjChr6QTfB0EG6kBianCgB3cS1LY5FckkGwgxqSdAkDhq6ZeMLRlBaOa6bDmQgBJR40wZ2iaERAwbgA3JB+AWa5hIVJuJoM6QSGD/+V2TuT6jZpNDjxQj/36E8l4w8l69tQyQdEOnXL5JxnM/8GypQgL79b4h7Aui6pFj0IoXA9W7i274kKc3HuzGxcHDFAGH9ESzxSvr9Fy7JzS5maxHe3X6UEDCOiNno4tb56MyJZL5j4zHSG+5uO89xhg+irKmpGdHmnhlEmZeXl64bm+Gao/kupMkz78Q7Oc5JATOajKgY3gaaSd1UVVWlUzdTtBCcTlhkRhHk5OScvM7G8iCv/eAZ7Wc4mbbs9164hH+PKXhfDjyrQ2cSLBMKfNA6AP1O2hvGE4RBgbsE/OoYSTuXAdNKfwEF/MHVz2IfKaTpzWKEJhBegTS9UCTSHjBJkf7khUB4AKXwmHE+4PseJGPp+h6VQvtNK5xfjTAH0KOP4IwSMMofAKWyUSEsD6pyMRSU0rroq8SM76BI4QrFESp5zagkpOLYYh3tvQHu++59aFKRek8cFqUreFROEBEfRObKtKfN8vWQO/4us8y5n4/OjJ+ZMtJ7KzK6zT2ZTNLZ2UkymWTHjh0zOpF8XsBMnnQX0vxne6LMCxiOF9ZmBEzmTnB46maqOFUEZjyjCMbLeAVMf38/e/fuZcWKFXwxWMi3t4FdBnzACx1eeJ504W1uLkQE+El/24KK/iUeNBIUuxH6jUVIke4nKqpq4/6/+DNad5Tw5Z/eS7gogOz0plNR/qFtAKIQlAv+nCh/XPFD/vjot9IFtJYXcnToSWJ+5whayIO6ogQuGnns8h23I+p3o+3fibK8yOs/DAWlNIl6/lk/yCEu45gowyRFEg8mDraIY9o+WiIFqPoEOYkkgY5W+r9SjPKnUL4A5C1Dy1lP6roKnOtvPy6QJsl8dCbNeCIC022kN9HjnWt4PB6Ki4sJh8OsXr06Www8E4Mo5wXMmSCQaj51OlHOSQEzetEzDAPXdbPTnCORyImpmylC07QxHXI7OjpobGw87SiC8TKedu3W1lba2tpYv349Pp+Pjzfq2O0COoaeECbdlZQEYuJ4R5IGLFOkDpkUXNdFq1VGQviRaAgUfhmjyD7MsrU7+aenPovttYgs9MCBYROqg6CKwfBJ/Ivi3NzzPKKoArraUV4/ItkPKRfjQBTlTyHaD+MuOAzlC46/ANPC/ez/we3vGhI96VTS11QXr1JFnwhgY2GSQlOSFBZ5wsGIWQTiklw7gKUKET2Q8+KlJP4AQGEa70beuIQzsxscm3M5OjOZlMZUGulNlLNhxz8VuK6LpmknFFJnBlF2dnaOmHmVEYNnSjwen5K161xEArF5ATNhzkkBMxpd10kkEuzdu5e8vDw2bNgwbXd2oyMwUkoOHjxILBZj06ZNU+b5cKoITGb8geM42dqelIL/aRMICSoPaCPtL1cGtJOeXxQADIm2xMGzwKFY70LoLi1aNSlMNCQCDUcZLLab6FJ55Il+DOkyUJCLWgoMAvnACiAHLE0hkwYvec5nbaAe5fGj8lLQJxGRKEpJSJkw6MV4+B5U1VLk+svBNNF/8R2UY6PWXY58Z7rQtr29neYiHd0SqKGqfhedkAiTVB6Um8Rv5POHz/4ar5NetBWgAhdgJd424xesM4nOzMUIwZl+r87ESG+izFXfmpPNWhs+iDKTquvt7eXQoUMkk8kzHkSZSqXmjGfNbEMogW7PjxKYKPMCBnAchz179rBy5cqsgdp0MdwHJpVKsWvXLgoKCrjgggumdLE8mYBJJpPs2rWLkpISFixYkN2nAfh9oAuFow858caAC0mLja2kC3wrJd7+JPlGH5+49OvkG/20q0qiIoCJTYAIKiWo15YS8nSyfuUrvHDg7eS8rx8RVDgDBvHfBUFP71fTdfI9UOlLonwVyGtuQ+v7Kex7HV5LgNJQUkfrbgMniTh6GG3nsyiRQphmuqH8l83IokoO5i9hcHCQFZXVdNKFgY2NgYZCInibfIGb5K+o9l7IsurzUYfqQSmci9+Ju3YLynWz703mDna4oFEomvQGbGwWuouxpnh2yWSiM3PxAjtVTNRIb6LM1QjMeI57eKpu+CDK0WKwoKBgQoMo5+L5mg0oJXDd+XM3Uc5pAaOUorW1lXA4zPLly6ddvMDx1E7GV2bZsmXTst/hBm0Zhte7jLb81gR8YYXkc/2CzhYNvAKqgUwpzoeBEkXVni5Wxd7gwXf8Bb7zB3iTZQyIXFxMbCwUGgXefl71rCbfqeS2W/8fB7uXogxJxAliCoEogPhrfvLiiqUhg3cuy+XaLX+Fk1kj90n0/mZUfxzV0ofjKcIUSfANhafjA4h4GMoqgfSwyb6fPUL+gtUse9v1VKsSmuOvga+QBB6K6aKcDq7UniWo9aJ4gfA7P0LONT9Dui5C0xgQSepEDyFpssoOZc9dJhyPgBe8z9FqtCAQ7Jdvcl3iHXiYvtECp4vOAPMOt8M4nZFeplU7GAyO63zN1fM6GeF1skGUra2tDA4OEggEsoJmLN+euRgNnG1I+dZKGc8E56SAEULgOA779u1D0zQqKiqmPH9+MnRdJxKJ0N/fzwUXXDBtvgmjF96Ml82p9vn+XMmWK3v5aFszv+286PinQwGLgIQgP5Li7ZUvsqZsL8kWnecWXY5H2SSFhobExsAVGklh0mUVkEsMb0WSUtnJgsRhut1icmpj3GY/xscqyqD282ijrhHyvP+FyluIuKCONjsf77FBSh/9O4gPgC83PSKAAIL0Yu0cOUyRaEZrrYNdz1Fy2+f5k8rH2L00D5HWHihAFy4GCbwqQpJ9+KREaBpt2iCPmAcYFOnapIvNUt6TqgXSAkZKSQfttOiH0ZSGQBAW/bxp7GOds35q3rDTMFZ05sCBA3R0dNDe3v6Wrp2ZDGMZ6WXM4Pbv3z8uI723cgTmdIweRDk4OEhPT8+IIasFBQXk5eWN2NdEBN8dd9zB008/TUlJCXv27AGgt7eXW265hebmZmpra3nssccmNGturjIfgZkc56SASSaTvPLKK1l328bGxjMasDhepJQ0NjaSSCS49NJLZ+RCI6Vk//792LY9Li+bOusXXLOomR29a0i6wzoKEsCr0KSV8GrjBm557Ee8c8VTVAQ62N25nt5oIT5/jFVrXifh8WGoJI0Na6lPLsdaliRi5pD0eCh0utiSs50rV27Dal1wPOoyClWxHlWxHs8Pv07+b74HUiH6jqLyHOSmq5FX/S+c//4O8aP15KtEeuEcPAZOHO33v2TV5eV0VLXS589HCUGACHn0E1T9aEhQh7OeJL/VO4gKBzHkcLxT7+Kd2gI86NnFWcdI70OlU0kKhSMdXNc9IdU0E3i9XoLBIIFAgMLCwnO2s2m8jDaDG4+R3lyNwLiuO6VrixCC3NxccnNzqa2tzfr2ZAZRPvroo5SWlmIYxoTO2e23386nPvUpPvKRj2Qfe+CBB7jqqqu45557eOCBB3jggQd48MEHp+y1zFoUyLeQgBFCXAf8K+nqyW8rpR6Yjv2ckwLGsizWrl2bbfk70wnR4yEej7Nr1y4KCwtRSs2YeNm5cyfFxcWsXLnytAvLf2pHeUKvoMuppsDTydHuBYCeFi+dQFASbfHQGFmMlpR8o+dTVA0e5kDoPBxhIjQX19XQNkp+/8oHGGgJUSj78bUPUn5ZC66ps0wc5L3en2APlII4fV1C4I3n00Z6wQJUbh6ydAHuZ/6VtiNHaLvyk1zY8wTi+/Vpp2AhIBlFCMhbejcrum+ipzyAMBSGJlFAP/mUqk5ynXSRpzi6n/LBV9m7tBLbc/J0UCVVVMoqjmrtKBRBGWKlswqlFFLK7Ocn877OpKA5lzubJsN4jfS8Xu85G4E5FcN9ewBCoRBPPvkk7e3trFu3jgsvvJBrr72Wa665htzc3JNu57LLLqO5uXnEY0888QTbtm0D4KMf/SiXX375OSFgXARRZ+591sZCCKEDXweuJt0O8ooQ4kml1L6p3tc5KWA0TRvhVzDdAiZj+33eeefh8/nYu3fvtO0rQzgcJhaLsWLFiuxCczIUij3aDp7UbXqUxcHXVhDty8XnJIhHfIiURHk0iAMuCKEgATKu80LH5ciAjtI0XKnT2lVLZ2cJg8EQrJTEDvso7ezhfU89wR+v+RpoitSAj/JkCLfmk6d9HUobdsEVGsLysP/AARKJBJs2bcL4+X+hSk1EcwLQUB4P7rUfIiV/RignTET4QBMoBBoSV+gkpQdD3oDx/NfQd/yQq6TNguI8/t9H7yYazGejW4pnlKmUQHC1fR0H9f3Y2Cx1l+M104JHSpkVMZnP0fBW1rnU2XQucjIjvebmZqLRKAcPHpxTRnoznfpavnw5d955Jy+88ALPPPMMO3bs4Fe/+hWLFy9m3bp1E9pWZ2cn5eXlAJSXl3Ps2LHpOORZhyYFnsTcGCVw4uS9E9gM1CulGgGEED8EbgTmBcx0oOs6qVRqyrerlKK5uZljx46xYcMGvF4vtm1Pe7TnyJEjtLS04Pf7TyteABq1/2G3/hLHxKXEkh5i/QGEAM10CYbC6MLB40/Rn59H4HAUoQMJMFQKrUjioiNJty3bpomOSW2ogdq8JkStoqehCOuQQ2FHEpSD48shseJvMP1XnPbYBt72Hsyffh2Ui/R4ObD4QnKbd7OSGEp2IJreQIQcWALKsXBv+CvU6otx5Avk9tuUDXTRkV+IJkBHpoem6V46td9S8+qLAJiaydLuCHds207fdX/GWlU45rFoaKxwzzvxcU1D0zQMw0BKmY3KDBc2GSEz02JmPjozMYZ35wSDQY4ePUpRUdFZMdKbLFLKGavpy5CZRG2aJlu2bGHLli2n/6N5jqMEyn7LXI4rgdZhP7eR7medct4yZ2yiCCGylfPTEYHJtGZblsWmTZuyF66JziiaCJl6l1QqxaZNm3j1hefQH/4r6O2A8lrcD90D5sjWX+2ZH9JT/iz7l61B+B3QTYQuUa6e9kfRBSur9rBu8et4UimuzNnOYztuplMV41uX5HCgEnUMlCMQ3hSetVE8/jilnnYsbBBgiQS/UZfTdyjEJxb9O6U5YYy2DyO081AVD0LOyQthk2veRntJLSX9beyJ6yyLtlDw3w+Ba0MyAiUmqmAheGPpRWDl1QDoxnJSoTLy4x104wyNqldYpAgwiOt9ip71JkWvpO96DKGz0PFTfRLxMl6yNTNDYiAjYEZHaOajM7OfTCTjbBnpTRbXdWd8wvdUTaIuLS3l6NGjlJeXc/ToUUpKSqbg6OYI03NZmA6KhBA7h/38TaXUN4f9PNbCMS1tarPjG3eWmWoBE41G2b17NzU1NVRWVo743XQJmIy/y/B6l4XPfBetuzldGzI0vdr9w3uzfyO2/zf6j/8N6+ZiBpdaFKhukkYVRUs66K4vRzoaOaEBzlu2G02XdGhlvLhhE59e/1Xu9f4tnalalCvIaQ6j2RJqHYRfodBooYbFRgPJRou9z12AJqHes4y99Wt4NPRRTCMJsgHj6D/jLPnPk74uTdPo9eTS4q1gzaY15H/pekTnwXRdjADleqEwCGYApERZ6Q4ry70Rx+jEDfwE3Dg5RgQLGx/J9LdLKBJrUohftYDQkXk1uOe/CwCFJGX+I1K8AfgxnTsx5OTuKIdHXYZHZ4anmuajM7MTpdQJ78lMGulNlrPRPRWNRqeko/KGG25g69at3HPPPWzdupUbb7xxCo5uDqAAd87cMHQrpTae4vdtpE04MlSRtkOdcuYFDFMrYDKFgGvWrCEYPHFK9HQsahlPmeXLl49IGfn6OlBiSA4LAe1NI/5Oq98NwMpf91KwZoA2XxkaLgULeghV9KEcjRzvAD4RJy5z6NSKOJCzlNfdNYTJI2HlUWU0UXJ+NzHXywF7BUIoUspCCY3+RJCmF84jEctBILFtk0ZzIfsjy7mgIL1vnN6RAxlH0dPTQ29vLxdddBEe00T0HgYl089XKv2fTE/KlmtvgMLatEhwJR7nTjR5FVXyozTnhqjUjgCg0BHSxpASAgUgJXh9qJLFANj6ozjaswg0oA/b+Ff01HoEZzYZeXh0xjTNrJBRSs1HZ2Yhp+uomW4jvclyNgRMLBabsIC59dZb2bZtG93d3VRVVfGVr3yFe+65h5tvvpnvfOc71NTU8Pjjj0/TEc8upILEiRNm5iqvAEuFEAuBI8AHgFNPH54k8wKGqREwSinq6+sJh8PTNkdpLDL1LmP5u9jBIuhrGzJCUVAwckCkKiwDKQn0wxf+/mn+7YPX8uNLq5EIhCnQTBeBpIMSjoly+owCXDSiIkACk5gMUyrC6W0JQBdIQJNOulW1JYTjGkiVrh9xHJOk6aXc2w4Y6DKEyl05pnjJpMNisRgVFRXpkHgqjioOIQ7H0q9H15GbrkRe83HwhUAmoH4bbvWFKG2o7Vkvwm+GqZAuKSw8WgqBi+FIQmoQLvegXqlC2DHEYDeqoAYlOofEy9CxiB6U6EeoMxMwoxkrOpNJN8F8dOZsM1EhMNVGepPlZKMEppPJCJgf/OAHYz7+7LPPTsUhzSk0Bd5xVMfOBmKn+b1SyhFCfAr4Fek26keUUtPSuXLOCpiprIGxbZvdu3eTm5s7rXOUhiOl5MCBAySTyXQ3zhj597Zr76DwlZ+h93eiymtxP/SFkdu47qO0JjtoTrUTOtpAJC+IckX6I4dCoqFIe5846Lho+FWcQnpQ6PSngtT1r8N2PTiWhr8gjNQMhFCEZJhcY5CuUDnJiA83qsEuQVgr5Wf63/OJdzyHsqpxyz59wnFnRiwUFRVRUFDA4OBg+heWD7XpKpTnBYgnIRRAXnYrasll6L/8S0T9NkChla7Gfs/XwbAQbhNCk+QIiXJtpHJBQlFHFH8kBWUOqmQQlVyOCqYFniZX4ejPIIbStppagFCnL4Y+E05WOzM8OpNpv5+PzswMZ+IDMxVGepMl6x49g8xPop4Cpt+KbMZQSv0c+Pl07+ecFTDDORMBMzAwQF1dHYsXL6a0tHSKj2xsMhf4wsJCVqxYcdJF1i0oI3b3Q/h8Y0cOduqdPHHzxbTJPvq1a4kQxBEamRosBVgqSTWtnC/fYLvYQljmcVSVg4BUX4CYE8BFJxU3kWGNYEEf8biPY/EK+vJs3HINIgq2K6iHPs3ioa53Eed9fOaTJ9YCDQ4Osnv3bpaVFFAUsOhS2gibcvemf0IVP4yI9iMXXYhadR00vohoeB6GWq61Y/vQd/4HlJQic0vwhYqxjQ5AoruK3IE4fleCz0S5XlTlcuw194GRjpqZ8nqUM4jUXkYoP4Z7J4KZHVI3nuhM5vGZ5lyJzkxlKmYyRnqz4bjHy2QiMPMMQ/GWEjAzxbyAYfICpr29nebmZtauXTvhMfKTvbubyAyl4YMjx2K73sZRBonrEgcdD3F0AtnJ0gEGKRFddFHGgB5kpfsmjydvwRVedBLEXR8akiQWCIHr6qSSBjJqYmLjYiKrwRuJkuz2o3QdpQRJkWLXvhPvOru6ujh48CCbG/4H/9YnwXXIW7KO3huGRWlMD/LKu0ecR5JRjhf7ACKO0fIIHPOD0NDOu5S86lZsZyfmoIPP1kB3UD4/ru9a7IXfOMFUz3LfD+77T/+GzABjRWcy1u6FhYXYtj0nojNzbV7OdDnxjtdIr6Cg4KQ3H6fibBXxzkdgzoB5ATNOpmQeAAAgAElEQVQpzlkBM3xhmqiAyaRvEokEmzdvnnD7ZCZ9NdHFsb29ncOHD7Nu3bpxLRaapp3yoqFQ2MTT1voIDBR+BhHkUEgX3RSxmwswcailEV1TrLSb6PCVkDAM+k2FkzQwhY2DS02oGWVDJzlDrjASnzeOk29hByROWMcwXAxNERxm0Jnxy+nq6mJzaS7+rT8FNNB0rIOvEnr557BiRbpY17BG/J3ruqjay9CLl6N1H0z/IieJcBUMxMGbg37oDdxF/43H3oMZ/juU04bMUbj578cNfGpcjsCziUgkwptvvsmqVasIBAJzonamsbGRWCzGgQMH5kx0ZqaEwMmM9A4ePEgymSQvL29CRnpnQ8DE4/GsAd08k2RewEyYc1bADGciQmJ4u/Kp0jenIiOYxrvIDBdMJ6t3GYvTtWyvlkW8YTSgUBjYuAhMHBRxYuSQwI9A4SNKgEF04RL0d9OqlyKFTlFhO339JWhSUhw6SsAzgBCCY6IcW1l4SOA1EixaVsfBW1eS+EGAYrubypoEn/tkbva17d27FyEEGzduRN/1IriKrBGu0Agc2Y7xvXdAIoYqWo/77gdQljdbFyJMD/Z7v4G+60cgXfSDW9HCQ6aPg70ILJAOyn8eqSU/BDcMeh6I8Z1/hSKm/RxHa0JXNeS4787OTZppOjs7aW5uZt26dSPuzueC78yOHTsoKSmZM7UzY7VRTzfDjfSqq6txXTcb0Rqvkd5Uz0IaD/MppDNDKkhMvZfqW555ATMB+vr62LdvHytWrKCwcPKGZxPxgsnUuxQUFExYMA1PIYk929G2/RQ0gXvNbbBkLctVAUXKT6eIYpFEoWMwQJh8ktmaD8ViGvCTQKHhM2NUqcM0sxjTUKwsriNEH30UowC/FWNx6BBdsRJCsp9SdZS2+lrcXIvr/+VJrqx5nlJfN0n7JpLJ9/PGG29QVlZGTU1N+rXFoyjpIKIRyM1DmSY+cRDRohCHOsCuQ/x+B4lPb4WKRccvMKYPd+Pt4Droz30LgjpobrpFOjiI1XUjoJC+63FCd49xtk7OoPEoUf1nZOZaS9FF0LlzQts4U5RSHD58mN7eXtavX3/SttzT1c44jpN9zkxenDMRx5NFZ+Lx+KyrnTkbjraj0XV9wkZ6ZysCM59CmjyaBO8cETCn60KaSeYFzDhQStHa2kp7ezvr16+fVF56OONNWUUiEerq6sZV7zIWWaHUchD9W/ci4lEAREMdzl9+h7KO7Syu6CFe5CFupF+TgSSPXrr/P3tvHl/XXZ/5v7/fc+4mXe27LEvyLi+SLdkma0MaIBt7CLSdQFnKr8swU5gO/dHS6bRQhtJhXqWQQtkKdMoSlpCFQCAQoAmQxEkcS5a8yFosa7V0tV3d/Zzz/c4fR/dKsmVbqy3Hel4vvSzp3rPK95znPJ/n83woQANyOr1WoIiRhRQaP0k8KoUtTXwkMYAsolh40ECBf4yN3jOY/Q7dvZsxkwotBP32RnqzNgAKmycRPcfYsuXPMtk18olvYTx4PxgG2El0QQmJV9+NeexziOYhV5mRAjE+jOfHX8L+g3kGnAoJdiHqrA2BKBTYiIoI6Cn33Ee/i+NtQAcuPcYgjaQ8wiyDDSnZvOi/xXKQVuCUUuzbt2/BN6e1lAo8XylzrXc2KaXWnCq0kCA92778/bjrCswK4Cppo15LuGYJzEIvTI7jcOyYW444ePDgijwZLkSBSRuEF+p3mQ/Z3S3kff37GEOnERPDUOB2SYnwOMa3P4yHNuTbbyQqm9Ckb9ECAyhhjGwSxMlGIfGRRKKROJgkmSRIj97MFDlkiTgBongxUVrgFwlK5BDGBkFJ0Vk8KYeeUC3ZhVOAYJAKgqlhamuOYfpm2pPF4Z+7ZjZpupk1ponV+Hp0x3dADQAahER7gwgreaGTi3Pj2zB//hUIe9HVNiJnFlkUIO3+RZWbpc6aE44tuHwXatu2OXr0KHl5eWzatGlZN9SFqDOraQS+VCjcWlNnrkQJaTG4UJBeKpXi+eefv6xBeusKzDKxbuJdEq5ZAjMfzjXWxmIxWlpa2LBhA1VVVSv2NHYxBUYpRXt7O/F4fEkG4QxiEcoe+RyeZASZjCPCY2jTC46NcCxE+xRtv1fOc0WNTMlcnOnoNjk9ltGDTTnDGDgIHBQCY/oRIUvE2Sq7OEUdZ9iI0IoazpAl4tOdTMq930uNDoCXBLtqj+KYkiQ+LOXjNeJpTDlXVRKeczqTPAHw59Kz74PsHv4HZHcXOpAPviDOnt+64KE7t70Lte0ViOFu1JYavIm/QOgJALTIQfkXNxYgaN/HpOefcMQQBiUErfsWtfxSkUgkaGlpYePGjStukLyYOjN71MFKqTOLNa2vBXVmtbqQVgvpIL2+vj4OHDhwWYP0VmqUwDWLdQKzJKwTmGmkSUWaMIRCIU6ePMnu3bszTzgrhQspMLP9Ljt27FjeRWakH2Nq1B3emJ2LTsYhPIZwbHRuIbJvhB5vHSk8gECicacY2fh0gsloHh2j7miA7aVtmH4HLwm8OOQQISayyNERbEyX9AiNTyeRQjHnVicgN2sKjWCcfPLsBHfbzeQKDfJtc3bZfv17MYf+B2JsGJ2di/P69yCEYIx8ht/3PQpffAw5cRbGxzAf/yY8/k2cV74J5/a3n3f4euMu9EZ3crSV+nuM6AOgwcm6B+3ZtKhT6dU7KE59GkeMYegCBKs/KG9qaiozHiLtf1hNnKvOzP5K38iXQ2aWQwaulDpzJbwkK4XLHaQXi8UWHSWxjnNw9QxzXDO4ZgnMuRfTNIExDIPu7m5CoRAHDhxYlamu8ykwab/Ltm3bVmYCa9lGnPxSRNRVHigoRecVghVHxMNoDY3fPcKDB+4kLgMYaExSLpGxJQ4+ivND9Iaqeab7t7ll6xMYHkUKhZ8YtvLgFwkcPPi1hakdhNBMUMAI7v6XMkwRo4A7H2lc5VOvqtlLHahtYDTM3eft+7A/8i1E7yl05SacrFy8jkN1dTV9AwMcD26jIuVj808fwpAChMB89Muo6jp03YVni2lvPerkELLjNxiBp7Fv2wXexfmYBF5MXX7pN64ARkdHOXXqFA0NDVdElj+XzADzqjNpsrCQm/xKZsBcLnXmalNgLobVDtKLx+PrCswyoDQkLlAVX8eFcc0SmHNhGAbJZJJjx44RCAQ4cODAqj19navADA4O0t3dvSy/y3nwZzH21j8j72ffwPSa6PqbkM88ijjxDFortGNT3qv5wPPf5Z8PvIkzZg22yCZIBIHANBxMw6GmpJtD7TfQO15DXekJNJKoCnKd82tOm5sIk0N+apyaeD9d+ZX0UoPCADRnqCaXUUAwahdwMHkYw1cM334a88xnIZCD86r/it79mpn9zspBbW/M3CyllHPmy6QeaUVZFlHHdvfTNLE6WjEvQmBky0/wPPpxN0dGa8TQKax3/vMFB0heSfT392fM4pdrntbFkP4MzKfOzJ6ovRB1ZjXIwGqqM1ezAnMxrEaQXjQaXVdglgGpwX+VlJDWu5DWIJRSNDc3s3Xr1lUPZEorMFpr2tvbiUajy/K7yCe+hWj5FfgDOG/+E9jgTlV2tu1jqGYXtbW17hsj3XDiV4hUAve6rKg/+SyvqK6lv2IjPpFCIxDCLccqaSJ8Ci3g2OBeKgsGCHoiOMqgzBnlk/w5U3YOMm7zhHUXCSsLx2si3AlKKCQxcjB1L9uMTiyvh4nYIX65bYzXdCVhKonxxKewd7wyE1Cntc7cIIUQc256Qgj8Ta/E+4vv4EvF0UqRkh46vAVMPPssBQUFFBcXU1BQMOfGI9t/PT2xGhAC2d8KiSkInD8tfFlwYqCmwCxZcMZMGlprOjs7iUajNDU1rYk24vkwnxF4NqmxbRshBIZhzPkbXC41YyXVmbXYhXQpLGWfVyJIL5lM4vf7V+IQrk2se2CWhHUCgxsONjExQV1d3WVJk5RSkkwmefHFF8nPz6exsXHpQ+N+80O39XhaoReDPdh/+w3weOcoPUop+vKrqfFLZHpbYQfxgmL7znZ0BSQxMAHTTOLIoNtzpCWbNnXQ3bONzuHt1G04RoEaI2H5MaMOBUxw3Ludyewc8sUkw1TgIJFoPFgUM4xHOCAEtkdC3KKntoCUKfHaChGfhGQEzMKZZN3pm91850RXb8d6519h/OJ7bkfRrfdS13QrjuMwPj6eGUeQlZWVuSib/hx3evX0+rQv6BqEVwBxwrSZT5Az/ixbBp4m25aoQB1W9T+CWbCgdaTD/Hw+Hw0NDVfNTXM+I/DsFu3ZRuB0OvDl3r/lqDNrvQtpPixXNVpOkN5St/upT32KL3/5ywghqK+v56tf/eq1SYbWCcyicc0SmHScf3t7O5FIhPLy8sv2obEsi/7+fnbt2rVsv4vsaMmQFwAxeBpGBqCyNkNgUqkULS0tlFTsQ3pyIJVwA96kgBHJwe8fIVgXI5SXB6TQZKEFWI7EFl6C+RG2+k4gYw4ajc9MIiIKHHfTRTqElIocEaWEIUKU4CdJDd3kESGbMHFysYSHZJ6fWJafB95ygLc8cpisvE0QyF8QeUlDNd2Karp1zu8Mw5jzFBmNRgmFQhw9ehSRt589OS+QPdmDzM7Hvu2PwVxYW6ns/gnmyQcAhb35Dajtb5nz+mHPQ0yIfnYM/RhbxUnIIP54O+bZf8He8OFLrj/9tykrK2Pjxo0L2qe1irQ6Y5rmHHXGcRzi8TgwN0jvcmOx6szV6IFZ6bLXpYL0nnvuOQoLC5esHvf39/OZz3wmU7p/29vexgMPPMC73vWuFTuGqwLrCsyScM0SGMuyMgpIU1MTHR0dS55IvRgMDg4yMDBARUXFiph1dVHFNBlxL1o6rxAK3PZkKSXxeJwXDj3H9qoyiiuq0TX1iM4XITrhBsNNwTG5i7zQJNFsk5TpQzCtVhgGEo3SAo/HJq9oHBMHL0n61QYaOtvIj08SrI1yfclzHPHvpUKdZZPsIUgCHzEEikqG6MVHFNffEzGy6dzo48evv4k3VP45jtaoWU/ry8XsGn9tbS2WZTG6pY7uvk4mk4qgr5jis2cpKiq66IVXjHfieeGT4CQA8Lz0z6Ryq9HlBwFQKCIihKEcDCcFCBSWe+5U9JL7mW7T37Jly5KCCtcyZqszsViMjo4O6urqANbEiIOFqDPxePyqG0C52r6dc0lgPB7n4Ycf5vTp09x2223ccccd3Hnnnezdu3fB5M+2beLxOB6Ph1gsRmVl5art/1rFuol3abhmCYyUkk2bNmVGApimuaoJlrP9Llu3biWRSKzIetVdv484ewZx7BD4s3De9McQcInC5OQkifZnuKn/h5i/CqGDZRCOoFMgUtpt2zM8FPWFMBxFjpUkboKDiY1CCw1oHGUiPIqU8JLDJAkRwONXqBEvpbExzjRm0SCPU28fZ0pUcljcxJDwo0lQpU8zJYJ4iRPFj9YGXmyiOTm07C7lYFJT7Jzvd1lJeDweyisrKa+sRGvN5OQkoVCInp6eOcrNuQZqOfwS2PEZs6+2kKFWnGkCI5H4ySViWExkl1M41Y8QBiBRORfPmpmYmMgMZMzNXWEvzhrCyMgIXV1dc2Y3navOwJUdQAnzqzNjY2McO3YMr9d7xVOBF4rLOQdJSskrX/lKbrnlFp5//nkeeOABnnjiCT75yU9y3333cffdd19yHRs2bOCDH/wg1dXVBAIBbr/9dm6//fbLsPdrC1KD/ypJ4l038a4BGIYxZ57RYidSLwbpMkHa7xIKhYhGL/2EviBIifOe/znnV1prurq6GB4eZk/PjzCTI6AV4qVfIYYTkFUAIht0Egw/tYMhXvXEL3ngHW9GBBzAg4oZCAO0KUjG/UifgzJgWJaRJ8KM+goJbwigKgQl9hRnPdlgmOSpEnaoN9Bl/D2TIkyXKCdGDuPk49UWUiWxhQ8QSO1nXE9RIvIuflMI9SH7jqFq90J+2bJOlxBiTnppIpEgFApx6tQpEonEHCOwKN0LZiCjwCA8qOLdc9bXYL2WNs9POLHpLewcbKUqVYWVfSMq/zXnbjqDCw1kfLlhYGCA/v7+82Y3zVZnPB5Phsiky4jp71czFfhiSKszgUCAXbt2oZS64qnAC8WV6JyyLAvTNCkrK+Md73gH73jHOxa87Pj4OI888gjd3d3k5+fz1re+la9//eu8/e3nZzu9rKFZHyWwBFyzBObcG6aUclUUmKmpKY4ePcqWLVsoKyvLbGu1yJJt27S2tuL3+9m1axfmf0wTpfhZhBVzy02JMGgHpAedW4ZORMBjY5qOW4p1DHAkwtFMjOYzlcjD8kjyyseZlPkEmaJIjDC+sxh7wgMCNiofpLaizc9gyx+xjQEOU05K+HC0RABeUmgFIaOKYpVNoS6gRpdePGL+yE/xfP8fIBlDZ+VhvfWv0LtuXrHz5ff7qaqqompDJTL1JaxYC+GYn+cPvR5/oIDqTe+i+OxPMaTG3nwXMvsEhI/gZN0JZjUFupKbU+92V1Zy8TL2QgcyXu3QWnP69GkmJycX1FF1qREHV0qdSXtg1kIq8EJxJQhMLBZbcvzDz372MzZt2pQpod5zzz385je/uTYJzLoHZtG4ZgkMzBh5wS0hJZMrW4QcGhqiq6uLhoaGORkJhmEseBr1YhCPxzly5AjV1dVs2LCBSCRCpHg7ucMvIpwkFBsQNV2m7zXRwVJ0fgk//a2beeSNN2AFvNhokrbJmf4aIvEcRifK0Br85RHKKwexMQiTxwYzQkx6GMuvwopXUuH5a5DXgfAzIJN0yyCDwouFwZTIxZr+r9bp2cJuq5xtOsiN9i784uJBgeYv/x2sBEiJSExh/vLrWCtIYDLbSf0LhvUNPF5JlkdTWiiYUB9hZCSPLrETx0lR7/ksORMdGKaJEf8BVuFnFpzqu9SBjFcbtNaZ42xoaFj0cV5oxEGa1KQfMi6HOjMfGViLM5sutc+rjeUMcqyurubZZ58lFosRCAR48sknOXDgwplOL2usKzCLxjVNYGZjJUtIWmtOnTrF1NQUBw8ePO9Je8XLVZFJYr98hO6xSXa+/u1ueWS6BbSv8d2URRqQh7+BiAxBeR4MTqKLarD/4nGQkpP9Xybp8WBJDwJFvi/MiBljeKoCiYWRrdiwqQePYZHDFAl8eLFwMAioEXyGBfJmEAYWMTqNwzjCQwGTjJGPjUQhmSCfFH56jFEMPUWlLqZA5Vz82Jy5n2qhrJU7b3PWe2xOdot48WlyY/9KcPNBavffgBNrxjtyHMuCRCKJYcRJWN/EU/4hTENgRL4JzjjKfwvav2/OuldyIONahuM4tLa2EgwG2bx584oc55VUZxbShbTW1Jl0qODlxHIIzHXXXce9995LU1MTpmnS2NjIH/7hH67wHl4FWFdgloR1AjONlSIVlmXR0tJCbm4uTU1N8160FjKNesEYG8b62Lsxh3ppCPgRp56GRAxsm8CeG1F770a98o9QB38X48d/gxjrhpom7Nd8GKY7cPIGBlEbCxEwPRMJyrcOUrBpDK0EQTmB37CmaYgmQg4GDkpK9Jgixz+CMfU21NTbSFU3YXsSgAcJVHKWPqoIk88kru8kJi1GGeXnxNmVqsbHhUspzt7XYD75FUCDNLAb7wQrhfHcE2hDol5xB6zAk64WeTNZMU8MYbQmEMZ34PBDWK/9EKJuO6bXhzk96cmxbSZSDkcPv8jW4L9Q5G/FNL0Y0Uexij6K9t8IrO5AxrWE9P/7srIyqqqqVmUbl1JnVto7s9g26rWgziilLrvysxwCA/CRj3yEj3zkIyu4R1cf1ruQloZ1AjONlSAw8/ldVmtb4F6sRv/9HykY7iMQzEbYFuLQz9AVm8Drw/PMDynQfjhwALLycO74KKK7DV21DcaHMT//BxAZ5w0qwrObSumuqpmeSe3FwsQwHIShsfCTTQIQmDgUMI6Bg0TTXrGFrESK7dH/QJxoJdWdhX1HA8LUGAgCWOzkOE9yBxqBAnwkMIkQkYIU1sUJzKvfjS6tQQy0o2rq0VsO4Pk/f4I8fdw9B888jvX+f1o2ibG9f4bQYwinE9lhoeX03CPHwmj9GVb9nTiB12PEfgApGzleREHN7/GK2jI8vR04SpJMJlAqTjT6LeyiHZimybFjx6irq8vc1F6OSCQSNDc3s2nTppWZ47VAXEqdmZ05s1QysxzV5EqoM1dbCWkdLqQG/1XSsb/ehbRGMNsDs1xScSG/y3xYCQUmmUzS3NzMDo9JIGvaQGelQM9ar5R4JocBECdewPjC/0D0toNhoP3ZCJ970clPRrj3K4/xt3/+IeyAQQ5hDNwWaleVAY1mCFdByGMMhcRHDAyIeQKczi9lR7KLwpiP2mPldNRX0K534EES0EnyjAQhgvhIUsIIEo2BQ4BLhweqhtug4TYAjJ89gOw5kcm9kSdfRL7wU9R1dy7rfCKLsQKfB2Xj870FrNHMS3p6zIGd/5eoyB7MJ/8PIjqO7zfvQRtDSOMsRr6BZ1spFBeiRR5tvb2Mjo6Sn5+fucCvxmDQK41IJJKZmn0lSdqF1JnZycDp963V3JmVUGeuBIGJRqNXZOjoyw7rJaRF45omMLOxVAJzKb/LSm4rjfTk6h07dpBX+8fonqOI8RHw+tEFpeCZHgJoeAhX7XS/fewryNNtEA2D4yAcG51XDKUbEbFRXmy6h8r+YUar8pB+B5UhMBofcXqpJoUfE4tnuJEz1FDNGe4WP6RUjmEnTbQt6Lm5FKtsmOd4FWdlDSYWHmzeoP6DPkoYlO6FzkFS51RmSjILxrnnTYCwV/CTL02sm96J52f3QyoO+ZU4v/XumZebf4WIxRHWEGJ0zNV+PUCvA+E+7DuSjJt7sCyLm2++Gdu2GRkZobW1FcdxKCwspKSkhNzc3KveC5POsqmvr19zg/wuhzqzHKyWOnM5c2DSWFdgVgDrHpglYZ3ATGMppGIhfpf5sBwFZr7J1fb//0XkoZ+gs3LQ1XUYj38VLAt13R1MKjckTScTkIy5pljH3baYGkd7A6AcpNBYHgNbeBA4lDBECh8GiizC9FCDiYOFFweDCDmEyePX+mbelHyUnJ4onbdUMbExl4jMYZBSJLHpiUgeOqnlBn5NL3nYSISq5E7r9Ys+fueWN2E8+zhisBsAVbMT5xUXzlxZCtSBe0huvQkR6kZX7QH/zM1ZODYiOYiIT7lJxglgFFAgJiCxN07W7o/RuPcDmN6D+Hw+srOzM4nAY2Nj9PX1EQ6HycnJoaSkhMLCwquupTodUNfY2Ljm59ZcS+qMUuqyTzFfThv1OmZhncAsGtc0gZlNOBZLYCKRCC0tLWzevJny8vIlb3ehSCs9kUjk/MnVRWWou34/86Pzn//3zGu/+Y27/IFXw69/MG1UBQwTTC/a50PXN/HG3iM8s7eBhOElQjYFjFPBIBKI48PAhsycaY2XJAYOKeWlqm+QqskhWuu3IiSYWJjYOBiAjcaDIRIILcjWuQgkJoqwOEmBnhsMd0kEskn9+ecxnn4EDIlzyz0zitMiIYZaME7+AISJ3fhOyJn+O2oFubno/OvPW8bZfjvGiX+H+HQ3VJzMLCqVDb6XYugdQ2j91+jR5xEVX8gs6/F4KCsro6ysDK014XB4TiJwUVERJSUlayJP5GLo7+9ncHDwqs2yOVedmf0FM508V2qMwHLUmStRQorH4+sKzHKxrsAsCdc0gZmNxagiZ8+epbOzk/r6enJyLtEGvAKwbZuWlhZycnKWNrlaa9RNr8Ue7MR44FMIx4ZAFrqkFL27Huc9n2TTj+7nulMv8KOy21B4GKaMSfIoZwiQVHOGEEWk8OEjSSnDeEixLdzBxu8MQT2Y2iGBIECKgzzP87wChYcKPcr1PM+AzCOpUvgTMYSeIkE/yEUSGICsIM4d9138PUohxnvR/iBkF533sgi143niQ4jUFABy8DCpN38FGf8PPKHPgY6h/HuxKv8B5AxBUnV3oH+Si0hFmeZy7pcAPMJVYmwFwoLogxitB3H2vPf87QtBXl4eeXl5bNmyhWQySSgUoqOjg1gsRkFBASUlJRQUFKyZzBitNd3d3UxNTdHY2LjmUmiXgnPJDLgEZmJiAiklluUS1fSxrnV15kp5YIqLiy/rNl9uUMptHl3H4rBOYKaxEFKgtaajo4NwOLxgv8tyEY1GaW5uXpLSAyAcB+P+/448dgjt9ePc+1+Qp45ArBcZGEXaJ5GfehXi1DCFb3oLhiFQCDQGcbKZIoc8wpRzli10kkWYLJIoTMoY4nV9P0ABytlK+dk301v7JI5McBOHuFn1k7LvJGW8yGm5EdQEuZNDSEdjJhzKXvwK3HojeFfYP2HF8Xz/A8i+ZjB92Ne9E+f698x5i+z+ZYa8AIhwL6L3KUzuBzVNamKHMEe/iF3yX+Ysq6MScmC6McudKWUKtAB71/RQTUAmwTj5TZy6t4N58TKLz+eb89Q9Pj6eGXHg9/sz85quVLlGa82JEycAaGhoWNMK0VKRvvGPj4/T2dlJQ0NDZrL27EnpV6rUBJdWZ5RSZGVlXdZJ2vF4fL2EtExIDf6rRIFZSzxrncAsEGm/S05OzqL8LstBKBTi5MmT1NfXL3ngX9nhHyNbfwNCIhIxjBd+gfXx72E++D50TxgmxxBTY+BPEpyM4AjDnUaNmP4XcgjjJ4nEIUmQW3mKrfSg0ag6EychkEdPk8WzbCp/jLj5TSQGXnULHfJZpoSJg0Nx5xR5kTE0XqraB8maaEUdezPW7o+iPTes2Hkzn/sacqDVLZNpB/O5r+HUvwGyZz0lBvLdUlE6vE5IyMpFTE3O+p0Ae3zuyiPtGLvOQhau5HsK6AAdALUxC1XjltqMUY3nWBZCKFAWLKDbKg0pJUVFRZlZXdFolFAoRFtbW8YIXFxcTF7eJWZIrRDSAXU5OTkv6yA+cNXVnp4empqa5nhJZg+gTH+lS85rSRG8PqoAACAASURBVJ1pa2tjcHCQ3t7ey5YKvG7iXSFcJQRmLeGaJjALvRAvx++yFKRnyYyMjHDw4MFlmfI88ak5CbOkEojB04iTLyBSk+7vbAuU5nU/eJwv/cm7SAk/GonExkeSAAkcjOk03TyOUs8WepAo8ArGbw5S+qUpBM/wbN5z5Jb8NsXFxcRLThHx/AIpJslBo7Og5qkBDC0JqikEAmEM4kl8jJTxDZD5yztxaSSjMxOkAewUIh5GzyIwzu57kYMvIXt+BdLA2fM2dPkN6NQORLJ9enkDlT3jgzF6vo555iMQtN2LjQS2AD0gvBpzysH4N4VQCp3lg41VqKrrwbu8MmN2djbZ2dnU1NRg2zajo6P09/dz/PhxcnJyKC4upqioaFUUQcuyaG5upry8fNUC6tYK0t6exsbG887lfEbgc03Aae/MlVRnAoEA1dXVZGVlXbZU4HUFZgWw7oFZEq5pArMQDA8P09HRsSp+l/lkXsdxaGtrwzAMDhw4sOwL4cSmvdB3FFJJ0BqdV4h89IswakG2BmWjHQcRgfG8QuyYh2TQO10ZMQkQI4nXNeziY5Qi2qkjwpP4sPAQxa40wAY5anNdVjejpQcYGRlh1PN9PMEoWXIKLTTJIj/jlVuoOtOJqQW6NAjVeQg9ilDtaPmKZR1r5hzueBXGiSfAirn+n4rd6MKauW8SEuvVH4f4GBge8OWClUL/uABxKgxZHuy3vBeVO93hZEcxur+GSI4zp/PbwG2jdkB4EohcIGQiRizs2jqsmz6+IseURnrq77lG4DNnziClzJSasrOzl32TSgfUbd68OTNs7+WK9JDNhXp70t6ZdIlpPnXmSgygTHtgLmcqcDQaXVdgVgLrBGbRWCcwsyCEyFwA0n6XyclJDhw4sOKtiemup9ndROkbRkVFBdXV1UtbsW0hH/gUou8UFJQR33oLqfd+FPOFn8LZXmTPSUTbIcTZCCpggx9k3ICE4rkbriNrOM5gsByJxsbgBQ6wjU6yiRAhBwnEdBaPiHsQaOo4zs2JX7s38lwD6cmlMC9IYWEh7UKScCbQjkajyI9HURUfxS7/NUp8ByqyQQg0BWi5fUXOK4CuaiT1hr/HaP85mH7s698Dcp6LtBCQNWPwNR/+HLL5ORB5EAfjoadwGv7EfV+oA9HahbbiiDpmSEwISFeIFO5FSNgQNhATQ6BtEKvT1nohI3BnZ2fGCFxcXLykm1QkEuHo0aPs3LnTna31MoXWOnO+9u7duySysZbatC80SmA1U4HX26iXD6UgEb/Se3H14ZomMOd+UNOkQilFS0sL2dnZ7N+/f1Vq/ud2PU1MTNDW1sbOnTspLCxc3MriUURnC7p0I/In38B46iG3bKRb2dx9Cudj30Ds+y2Mf/oAADoriDI8yHAKEfeiTRMh4lSEzhIrDmCisDFx26Yl4zqfpHAzYbwkMFBoBAI4rndy4FeHYVMYVVaE2fstzNNfgmrFtvIYk94xBnIqcYSHirEUhminLfk68j0RSiNteP05iOw/RKxU+WgaeuN+7I37F7WMCA3OKT2J8WGwkq4p+KG/QfdNYti4LrYy3BbqU4APyMOdJpvuSko6iOGX8La+l9TO+8GTtzIHdhFcyAjc0dGxKCPwxMQEJ06coKGh4WV9Y0pPztZaU19fv2Kf8/lC9GZ7ZlZTnVnIMMeVVmfWS0jLhwT8V4m1bN3Eu0ZhGAZTU1OcOHGCTZs2rerwvdm5M/39/Zw5c4ampiYCgcDiVjTQhfmZP0OMDIDXh/L65phQA2ODM0TJNFFaEY/F8RWUYIQsIIXQSTDgxuNH2R09xpEck7DIxaMtShkmSBhbexAaSsQIOUSI6ywEikAkTjKYDQaIiSS6OATlIWRglEA8G18yRm40iRWvJTdmktx2Ew3Zu1BqDxMTE/SMjDDePo7ff4SSkhKKi4uvWOS+qt6OPPp05vypilrw+nGOPIJz9jTZ6VyQUWAC99MTAIK4CozAVWAUblnJSiGmTmEO/Bt2zZ9e1mO5mBHYtm2KiormNQIPDw9nghLXekDdcqCU4tixY/h8PrZu3bpqxuTZ6ky6S+jcAZTp962EOrOUNurlqjPrCswKYN0DsySsE5hZsCyLtrY29u3bt+r5LoZhYNs2x48fJ5lMcvDgwbnhdAtdzw/+FTE27HbcOA5y6AzkFGZmBVm5RRjTBGbylb8Dzc+S4zUxA7noqQFEYjrYToDwwZuPPc22gnYmvUFeEgcYEJWMUIaXJPv18+wSJ+jTVWC7oXaelM2mvjNggojE0MNjiE0J0AphxTEMRbaapFckad7XhOP9PkXqBNvsN1NYWJhRm6LRKCMjIxw9ehSlFMXFxZSUlBAMBlev60Vr1wNjBsCbhXPXuxGJOLLrKCqYh/3WDzA1NcVgXx97dBihrbm5L67PF5K4LdXpi1A2kAKZZaGGh9GV1urs/yKwECNwugR1tQbULRSO43D06FHy8/Opra29rNu+1IiD5aozy82BWYo6sxwCMzExwXvf+15aW1sRQvCVr3yFG25YuY7EqwYaV8Fdx6KwTmCYqYPH43EaGhouSzgdQFtbGyUlJdTV1S39Jm2lpruIHPD40CUb0JvrEWd7wLbxxCP4P/EHTNa/kmOV9ez9+Heh7yRWXi7ev7zd9Wuoaeofi3DLPz1JXN1A394KwiU5KNy2ao1kUhbgI8UGMUBMBfDFLOo6j+M5a0MebikqOQrRpBtqICxQElvl0F6zASkH8MheJuVL9GhFrXNv5jDSN9h05H4oFKK7u5toNEp+fj7FxcUUFhYuysshW7+FefIRAOwdb0Tt+b2ZF+0Unsc+iOw7jPb4cQ6+G6fpPuy3zGS+jI6O0tX8LNeLXyOCAuLTZE8y88mZHdaaJjQAJUCuBAtU6esWvM+XA/MZgdPzvILBIP39/StmBF5rsG2b5uZmysrKrnhX1YW8M7PVGa01hmEsSp1Zyb/ZxdSZX/ziF6RSKRzHWbxyPI33v//93HnnnXzve98jlUoRi62lAsVlxjWgwAgh3gr8LbATeIXW+oVZr/0l8Ae4Z+JPtdY/udT6rmkCI4TAtm2OHj1KVlYWpaWll6VjYGpqilAoxKZNm9i8efMy16YRg13gOGhfAP3ad+P88cdhsAfz4+/BFx7Fngrh7zrBKz74GYySCnRJBWiFzs1FxGOZRFntgG8qxhs+8gS2FDz2+BsgO4yedqxaeBCAnyRBIuSFwlQfHnCLojZQ5iDyvNAH2isRfgUxh/CkRG+O4/MkQbhP9jHzYRznLgzOf3LzeDxUVFRQUVGBUoqJiQlGRkbo7OzMeDlKSkouWmoSg4fxHP4CKPexxnP4i6SKdqArmgAwn/8qsu9FEAJhJzCf+xJO3V2Q5SpC/f39DAwMcCB/CLP3LMLnQGCarbjzFWaUGBv3I2dMvyanv/drnIrXobN3LOPvu7rQWtPf308wGGT//v2kUqkVMwKvNaRSKY4cOUJ1dfVliUNYLFZbnVmJ/ZutzpSUlPDwww8zODjIwYMHufHGG7nrrru47bbbFqTIhMNhnnrqKb72ta8B4PV6L/scpzWDa6eE1ArcA3xh9i+FELuA3wV2A5XAz4QQ27XWFz0r1zSBSSQSHDp0KON3OXny5LKmRC8E6bbskpIS8vKWaewMjyHbnkOXVEE8AobpTqMGRPuLkIhiOw6mYRAM+HB6jqMabnKXFRL77R/G/PIHEZZCe00YtyBucXpPFcdfs4MiM0Q/GxBoHCSVDAAKQylyRyfY036cTf4z6FtdsYWogx4FEdWIbtxSiinI9cYJ2HFm5AmBECkSoptsveeihyilvGipKT0/KCcnZ86TpwydyJAXAJSFDJ3AmSYwJMNzs2KsBCI2jgoU0NnZSTQapampCfP0WUhE3Wnf6d3XuN6XJDMXnSiQP/2aBXhAe0CV3O6Wqqw4eAJzt3mFkS6l5OXlUVtbixDiokZgn8+X8Sldbf6YRCLBkSNH2Lp161URe79a6sxKora2lg984AM8+OCDPPfcczzzzDM8/vjjOI7Dm970pksu39XVRUlJCe9+97tpbm5m//79fPrTn74m/TRKQSJypfdi9aG1Pg7zqoRvBB7QWieBbiFEB/AK4JmLre+aJjA+n4+9e/dmPjBLmUi9UGit6erqYnx8nIMHD3L69OnlbysWgVQC/NnuFyBSSQDiG3eiUw6GkO5TjSHRtbvm7tMr7oVffgxaziJGUuBAd0M1P3rf7cSqstgmT2EqiywRp1wMUKeP41MpPJMONZE+NmzsQwpXuREhENKBSBxsAZaClIQyHwa5VLdGGbyxCIQPkwBeVYhXL17Cn6/U1NPTQyQSIS8vLzPdWVQ0ud4We7o30Qyg0uQFcDbfgnHicXBSbj5OaR1O3kbaWlvx+XyZuHxn890Yhz4P+pSrtsCsdmlm5iHlMUNwTMAL6FzMw/8Gz/w7InwWXbARa+8b8bQ8CMkIekMj1h3/c/4W71WGZVkcOXKEDRs2UFlZOe97lmoEXmuIxWK0tLSwY8eOjHpwtWGh6szlHkCptUZrjc/n49Zbb+XWW29d8LK2bXP48GHuv/9+rrvuOt7//vfziU98gr/7u79bvR1eo5AsJqv7ymKVinwbgGdn/dw3/buL4pomMEKIOWx/tQiMbdu0trbi9/tpamrKXIwWOjzygiitQm9rRHQedfNUfAHUwVcxPj7OscEx9r3jQ6gffwPDa8Jv34Ouv3Fm2WgY+YuPIU6GYUpnlIRTB7dge020BK9js0V00aQOk62iFI6N4yiT/MNTFDecRaafGAzQQRBxAAeMIFp6wU6gg9sBQcXpPPT+1xPxtyPVCEVWOR4dX1b67nylpnT5w+fzUbP9Dyg++ySG4cGpuwddXJdZVldfR+qOv8Po+Dl4/MQa30lLcwtlZWVs3LhxZiNCkrrjswTap8lfmrwoZsiLj9nikkteTBAd40j7SXSgGgLZiJEOfI99GJ3jhsKJ9p9i5Ffh3PD/LfkcLAXxeDyTLL2YgLpzjcBjY2OXLRF4qZiamqK1tZU9e/ZcNm/bauNC6szY2BiGYWQGUF7JVOCFoKqqiqqqKq677joA7r33Xj7xiU9c4b26Qri6SkjFQogXZv38Ra31F9M/CCF+BsxXo/0rrfUjF1jnfE9Al2Tj1zyBmY10Z9BKIh6PZ+ruGzbMEMoVIUtSYv+3zyAf+1dEIoZz4FX0B8s4c+JEpiW7vbohM9mYaBj568eg9xSy+Snk0HEYi8/54HgTKdfa4WiUV2JKRZYTpWx0mLrOHpesnIJYvYkqAD3u+oDx4a5nHLQhwWOiKq9Db9iFFgJn99spEbupiPwZUnWC6EaJI9jm/SCXb6acr9QUChXSbWzDcRyKdBEl4fCcUpPedBP2ppsyT+hbtmyZ/4ZummifiVC2630ZAHJxy0hpD0z6o5YuIU1PaRDJBCLSg87PRwfyEakImultCIkIDyzsAO2UWxLzLi/xNH1D37Vr17JKmKZpUlpaSmlpKVprpqamGBkZWZVE4KViYmKC48ePv+zzbKSUjI2Ncfr0aRoaGvB4PHPUGdu2Mw9NVyJ35kIoLy9n48aNnDx5kh07dvDkk0+ya9euSy/4csXVQ2BCWusDF3pRa/3qJayzD5j15EgV7pX2orimCQwwR3ad/fSyEhgbG+P48ePs3r37vDRTKeXKqD0+P+ot70NrTXt7O7Hh4Tkt2elUYaYmMP/3HyGGziB6TwHavSnbs0iugBsePMTA9nJO12xE4FDtnMYUinBeDuEcP0ZAM/jaEor7Q5ibbRLbwDuoMEIgosAICDuMLohAbhi7/o/RJa5RWTjHkeqZjJFX6hEM5yEc+V+Xfx7OwWy1wLIsRkdH5y01TU1NZf5GFxqYaT77GURMuapLFPff8el/vbikJYrr+RHMmJqD07+bSCKSYUQyhiqeIbEiGUb2/AfeB+5FVV2PfdN/n9cjYxz6GsaL30QoC7X5t7Du+NtMm/xiMD4+zsmTJ1f8hi6EIDc3l9zc3Ewi8Ojo6BU1Ao+OjnLq1CkaGxuvOr/OYjEyMkJ3dzeNjY0ZE+zlSgWOx+PLGiNw//33c99995FKpdi8eTNf/epXl7U/Vy2uLgVmNfAo8E0hxD/imni3AYcutdA1T2BmwzAMEonEiqzrzJkzDA4Osn///nkvoCtJltKtobm5uezbt2+umXWaKMlffBcxdMY1+yaigEacc6jaB97rLd704g94bt9eRI7A9DhoIUgGvAzuKiHXCBMyCjjtVFP3UjtlxihGDKQXV5UYArJAjCmkfQp58uc40wTGJS6zLphao8Xqy9sej4fy8nLKy8szraAjIyOcPHkSy7Kora29aPeDGDwB9nS5L4GrwqSYMe7m4gbbhWF6iJT7e9yfdYGEaDba8JK6868xun6DiE8iBp9HiCREhjBavwsTvaitd6C235khKCLUifncV9zJ2YBsfxKjoh5n31sXdQ7SU5YbGxtXPSjQ5/NRWVlJZWXlnC6yy2UEvtBE6Zcjzp49y5kzZ+YdQAmX9s7Ytr0sI/By5yDt27ePF1544dJvfLnjGsmBEUK8GbgfN2jih0KII1rrO7TWbUKI7wDHcM/E+y7VgQTrBGYOVqKEpJTi+PHjOI7DgQMHLvjEuVJkKRaL0dzcTG1t7bzJwTNem2lSMzXOfKVF7QP+FKgEn0hRpCeYNHLRxnS5BUHUk82QKGecApRh8OLeRq4/cpgye3Qm4G0zGY4ihsMQyAUrifmDTyHGBtAlBYhXjYEp0bIWJe9b9jlYDKSU5OfnMzk5SVZWFlu2bMmMcXAcJ2NMzc3NzRBBIafTjZVyiUr6dCrcchHM+GFmt1YLAVIiPH5UoAqEia66Dnv3mxBjnXi/+5/c9zgWYqwXMxxCn3ke1fVLrLv+wX1tsg8ca8boKwREQos65t7eXoaHhy94k1tNnFvai8VihEIhjh07hmVZK24EvthE6ZcbBgcH6e/vp7GxcUEhmBeb2TR71MFi1Jn1FN6VgVKQuAYicLTWDwEPXeC1/wX8r8Wsb53AzIJpmssq6ySTSZqbmyktLaWmpuaiF+SVMPGOjo5y6shh9vptssT8xCuznb4O6DmBSE135QjhtvemcQOucAdIDdsGTtPi2YGVPy1JCxsHgymdixDT92/TYKCogrKxUVeVSDDzFGEAheDsuwfPt/8G2fpLd5tdCsdqwnnzG9DyFhCXd4qtUoqTJ0+ilGLfvn1IKcnLy5tTaurt7WVqaipTairZ81YCp34OTnyG+0lmSAzMEBc9/ZoCPB4wvChRAN48rAO/D3kuydS5GyB3A0SHITqOsFPoQBEIiex+CnG2DV2+B121H51fhQgPutvxZKE237ygY509qLCxsXFNmDmzsrKorq6murr6PCNwMBjMeGeWQj4WO1H6asbAwACDg4Ps27dvSQnecL46M/tLa50hMRcjM7FYbH0S9QpgfRbS0nDNE5jZHpjl+FLC4TBHjx5lx44dC8qZWK6Jt7e3l7GWQ9z4i69hjA+D14vz5j9B3f6f5rxPSon/0BOYP/jydFKsCY7tPtEL4ab4wnmijN+yqDg8wvDNxQgDlCHwaguBQmiJ0AqkRo4qGMSdyjyGS2ICuPVcLxCbQAx2zHg7hEQOxbGNO5d87EtFOrQwHSF/LsGcr9QUCoUYPhVmz0QQX1YK4XXc/Je02pKuxpxzv9SWidalaG85qXc9AYZnrm/F9JN61ccwX/giUr2EVhLtT5tq9Qy59AVJvfEfMQ99DVQKZ+fd6Mr6Sx5rWgk0TXNFBxWuJOYzAodCIV566aVMC3dJSckljcCzk7SXOlH6akJfXx/Dw8Ps27dvxYjauWQGmFedSW8v/d51ArOCWGZT6rWIa57AzMZSScXg4CCnT59m3759C5ZTl6rAKKU4ceIElmWx78wLGOFRMAx3DtKP/y/q1b8750YppcTf9uuZcQGmB4REldegtu7F/OVDgAO/BvYD1bhEpxM2fG0Yp8ogWh1AOIoCPU7c9DHIBqSj8HvibP9xp0tU0ubVJO5NXYA2A3h+8WGEcxKRnER7S0F40DlFiz7u5SKRSNDS0sLGjRsXNKRzduqo+fTXEVYlydESbCOOySSe3AiGTJEJErZxSUzajOfLBV0CgVrwzO850aW7sO7+J4iG8D78PsRkH2iNqr0ZXbZ75o0FG7Hv+OsFH6vjOLS0tFBQUHBJJXCtYLYRePPmzZlE4K6urouOk5g9UXrPnj1XxbEuB2fOnGF0dJS9e/eumsqUJifzqTOzJ2pLKZftgVnHNNZNvEvCOoGZhcWWkLTWnDp1ikgksuhhjEshS+nwsaKiInbu3In81dfPfQPyO59CTI6htzSgXvU2pJTEq7bPKC8ApofU2/8C7/c/S/pTI2zQnwEO4D4JtIIR0NR+dIDo63wMvraUQVGJUJJihsmPhan29BDosiAHt+MmARS6q9RSgrcIGX4asVfBMxOIWBhVdT1qdy3GS/8MlgRvDk7974CxembLdOtwXV3d0oLMTC9SSrxeH16vD51XRt9/+xLZP/4Qgf6XCERH3LKacmUZ5cuG/Aq0N4h93Xsuvf7sYlJv/gJG++Pgzcape92SuozAjctvbm6+aEDd1QCv13ueEXh2xk86c6arq2vVJ0qvFZw+fZrJycnLrjLNZwROE5qnnnqKrq6uy7YvL2usE5hFY53AzMJiSIVt27S0tJCTk0NjY+OiL56LVWAikUgmq6SsrAwAdf1dyGPPuwMdtQbHwnjye2655oWfg5VE7r+TwcY7KA714H32RyAN7Ff9Dt6H/wXZdXTONoSNm4XocQczIm2EA6lTPsZihYgcEBp8wiHonyJwwnJNrPnAFC7xkYANAgNVnI3YrBG6H15jQMJGDj+DPPoSYiyFln50djWy7xmsu+9flUTadDvtclqH7bvehexsRpztBdPEec19lNZshj/6Llprxo48jv+nn0DFw0xuuIHkb/1nSswI3oo6yFogYcrKx9n3e5d+30UQj8dpbm6+auLyF4r5jMDDw8McOnQIKSUVFRVMTk6u+UTg5aCrq4tIJEJ9ff0VLZHNNgI/+uijPP3003z729++YvvzcoFyIBG+0ntx9eGaJzCzL3gLJTDRaJTm5mY2b9685KFwiyFLIyMjtLe3nzcpW++/DTuYh2h9BgrKkI9+CdJdVEIgjj9Pzq1vZUzZjA30kRvIR2YHIViIOdTjdrfMA1W6Fa1TGIl+wCG/a4rsnjiR3QGEBzwiRfHQGN4HgVLcklGEGR+NCWDjvPI2TOcHbguw0jDsIOIWRGywNUIosKaQ/S8iRo6hyy7t7VgM+vr6GBwcXH47bckGUn/5NcSpw1BUia6cGcAphCC78W5ovBsDyIrFiIVCHB1JYYfaMz6O2V1Nq4GVCqi7GuD1ehkdHWXr1q2Ul5czNjbGwMDAihiB1xrS/p5EIrGmvEyPPvoon/70p3n88cczxHIdS4cU4L9KfOfrJt41ioXMEgmFQpw8eZL6+voLBp8tBIZhXFKB0VrT09PD8HQ43Xw3Yb1jP3rHfgDkz7/rzkcCtFYofzYej4edbU9iRIbRVhxx+gy6uxVtpRAXOFRhp5ATw5BywAMyqNl5ooPBYAkKSenQKH5tQQ3wK2a6j8ZxFZgA4BUwloVTfR3G5BMuYcEChKsQKQek434vJJgrlwmSvuinBzKuiFfAn4Wuv3T3z7ldNrO7mnJzcykpKaGoqGhF/QtjY2O0t7ezd+/el70fIT1RuqamJqNEzmcEPnLkCECGzASDwTVz818o0iVq27bZvXv3mtn/Rx55hPvvv58f/vCH6+RlHVcU6wRmFi7V6XD69GlGRkYuSCYWg0t1PCmlOHbsGAAHDhxYkGzsvO39GF//B5gcRW3YhvXWP3WPKe6SGiM8SqbfV1+APEkJyfh0hokBcQd2glGiqEqcdc26acWF6dUN4Jp3DWYyUvK8YHiwdv1f1MS/YYx9Hzn5gpt54qQgIUD40J5snG2vQxdtW8BZuzSUUrS1tc0ZyHilYJomZWVllJWVobXOBOh1d3fj8XgygW6BQGDJ2xgaGsoEma12QN2VRiKRoLm5mS1btsxbIruQEbi7u/uiRuC1iLQ5GWDnzp1rhrw8/PDDfPazn+Wxxx5bJy/ruOK45gnMQi4MjuPQ1taGYRgLJhOXwsUUmPRT5kLyZGZD1d+I/bHvoaKTiGA+Im28a7gZ44WfuWlJWqMNjxtrZ5iAAmfWfmiNjoZBK3e6tIObNFuKS1AEkAM6BiJds01XotIemBRoXxBnzxsBcPLfiZP/TqT6Ot4n/wYdmQB/Aan970dvuhVdvnfhJ+4iSKVStLTMM5BxDUAIQX5+fmakRDweZ2RkhOPHj2cC3RZbajpz5gyhUIimpqYlZ4FcLUjPq6qrqztvLMeFsBAj8HIJ5GpAa51pgd+2bduaIS8PPfQQn/vc53jssceu2qne63h54eV91VsBpJ/6KioqqK6uXrH1XqhcNTU1RUtLC9u3b1/UpOB0RLgWApFTMOeipw6+Ggswv/TXiIkRCAQRgwlXbVEA06RGCLSywPTglCiMhIWI4JIYg5kpABIoAd0HIj0LyJ7+vQbt9+NUvQZd0TBnH+XQIFqWQ245CIHn9C9J3vCn887/WSwuOZBxjSEQCJxXaurr6yMcDmdKTYWFhfMSE601HR0dJBKJTBjfyxkrMVH6QonAaQJZWFiYSQS+kudTa01bWxt+v58tW7asGfLy/e9/n89//vPr5GVVccnhy+s4B+sEZh6kUyjTEfM7d+68LHLp8PAwHR0d7N27l2AwuODltNaZEQgXuviqg68mtfdmzIe/ANEwqrcdo6MFIuNgWejyGrf1OTwG/gCGrw+Ri6uuDOEqL+n02bT6HsTtPkpPotaAAr2hHPuNf3X+TsQn5pKVxCRYcfAuL4o8PXX4YgMZ1zLmKzWlSx/nlprSO9dLqQAAIABJREFUpUWv13tN5J6s1kTp2V4lx3EYHR1lcHCQEydOZIzARUVFl3WWUrr8mZ2dzebNmy+9wGXCgw8+yBe+8AUee+yxBatf61gclIJEYj3JbrFYJzDnIN3enPYWNDU1rbrErLWmu7ub0dFRDhw4sOCL5uw8BiHEpW9mXj/2296fXhi79TeIWATZ1Yo8/jz4AuhkHPOFJ90aUXosQBHohPtvBtOBddoBtoJ4iUyJyXrNG9Flm87bvKpswuh5inTSrCratmzycvbs/2PvzMOqqvM//jpcUPadq4i4gwuyuVdamkuGcm0ZTScrU+tXTWM10zJlzbQ6VrZN07Rom6ZNloBLppnVWGamowKi4QK4kHAv+3bhLuf8/sBzBhARkLvBeT1Pz5MXuOd7zz33fN/3s70LycvL6zSuww1TTYMGDcJoNCqRApPJhMViISQkxKlSC7bCXo7SGo2mUSFwVVUVBoOB9PR0wD6FwKIokpmZSUBAAP369bPJMdrDF198wcqVK1XxYmPc3EQ8PescvYxWUeNEbUhdXsA0vSG5ubkpk27HjBlj82I/q9XK4cOH8fDwYOTIka0OX7dZvDRFEJBir6oPmoy9rv4xUaTbo8lInl4IFTX/i2iagVzqh9R1o17YFACnQYwHU183vA6K9REajYDgn6Acxu3c97gV7YFugViGLMJcU4HHd2uRBA8sV7XfyFHu0CopKWHkyJGdtgbEy8uLyMhIevTowaFDhwgNDcVqtfLzzz/j7++vRAo62+t3lKO0IAj4+fnh5+dnt0JgeXJySEhIh6apL5fPP/+cVatWsXnzZlW82AV1kl1b6Vx3vcvEZDJRVVVFQEAAw4YNs/k3XFEU2b9/f5vray5bvFz8ieu7hMx1/zMmBNgPwhSQjlE/dfcssA8YAvQS0MgdSBoQQyRM/34e909fwm1wH9wj9edrYySEsl8RdpeBwYgg1NLt02cx/f4ppCFX17dStxLZkFGSpC5RAyLX90RFRRESUh8Ga5hqysvLw8PDg9DQUMLCwpyuKLWtOJOjtK0Lga1Wq2IA27t37w5efftZv349H3zwAVu2bOn0c4WcA9VLoD0Il5h70umrikRRxGw2U1lZSWZmJhqNhpiYmDbVoLSH8vJy9u7dy8iRI5VNqTUoxbrn63Q6WmS5r/k7Hp+9DnXV9cPn5JqXwUA49fUuXtQ/DkheYPER8NgvgQeQDxg14AbSEAlLLx8sIZG4e7ijsUqwywpu3cG9FDcPA5JfANaoiZinvwbdL33OL2XI2NmoqKggKyvrkvU9cqrJYDAoRalhYWEuN502Ly+P0tJS4uLinL7VWe4kKyoqwmQyERIS0qZCYKvVyqFDhwgPD3cq24fPPvuMjz76iE2bNnVl8WLXD41GkyB5en5jz0O2m5qasP9KkjTK0esAVcAgSRJnzpzh5MmTxMXFkZeXR2RkpE0/uAUFBeTk5CBJEuPGjWv1jbo1xbqXjSTh8dK9uB34Breq4vq26gBPhJ6V9R1LIhABBPE/EWMAQaT+ajkOWIX6n0VJ0MsNU8/BWKwSJouGbj9YcXfX0M3vFAhWJL9QJP8QrMNuxnLVn1pcWlsNGV2dhjYIbRlQZ7FYKCkpwWAwUFFRgZ+fnzJAz1lTTQ0dpWNiYlwuqma1WpVzXl5ejo+Pj3LOm0uBWSwWDh06REREhFNdy//+97/5+OOP2bx5s0sWxHcgdhUwghAvublttech240o9nYaAeOcdzM7UlNTw9mzZxk9ejQeHh7tdqRuDXL7a0VFBWPGjOHgwYNYrdZLChibpYyaQxAwP/YObr/sQCg8hdhnIB4/v4jb0d0I5vNV8meBauq7kMwgyCkkN8BXgLLzw/JygTANHpIRjW8EbtH3Uut+GumHNWhEE1I3L6xe/vUXoamyxWVdtiGji3Hu3DnOnDnTrhoQd3f3RkWpFRUVGAwGp001dQZHaY1GQ1hYGGFhYUohcFFRUbOFwLJ46dOnjzJN2Bn49NNPWb16NVu2bGl3u7pK+6gv4q119DJahVrE60R4e3szYsQI5aZpKwEjpz4aHq81ho52FS8NEMdMxe30TjwOvIyblIngLoGJ/9XGlFGfsvWi3hzDjfqrKfJ80K5WAm+Q/P0xjXkbMTQRPPzo3heYegfSVw9AcTaSVaTaaCKvVotHXh5hYWEXtMt2hCGjK3Hq1CmKi4s7ZECdIAgEBAQQEBDQbFeTPEDPUakmuXXYy8vLqeaeXA4NC4H79++PyWSiuLiY3NxcqqqqMJvNREREOJXh5rp161izZo0qXhyGWgPTHrq8gIH2GTq2BaPRqHzjioiIaPWxHCVeZNwPv4dQVwbubqA5X+NipV6seAA+QDn/EzAi9SInCDBS32q9txj30r9hGX0n0sArcP/mRYQqPVJQH6QhOjRY6d53An0jrqSoqIgTJ05gNBqVGo6qqioKCgrs3o3iCGTvG5PJZLPiZLmrKTIyUpl/kp+fz9GjR+2eapK7b4KCgpyqdbij6datG+Hh4QQHB3Pw4EH69u2L2Wxm//79HWYpcTmsXbuWtWvXquLF4agCpq10eQHTVBR0tICRh+ENGzbsgtRHSxEYWxfrtgpzDYJRj2A1QoAHWERw9wBTbX0kpop6oSIPsiugvuXaHfAGNPVz6zRZv6A5lYHo7YPgr0Xy8ESoLsbqE4Il6Rmgvjtb7vaQ6wmys7MxGo2EhoZSWlrq1DUcl4scifD09LSbcV/T+ScNU03u7u7KxmoLg0iLxUJ6ejo9evRwqu4bWyFP9I6Ojm40FLO5iJg9JwKvXbuWdevWsWXLFps3Lqi0hBqBaQ+dcze4DDpSwOTn57c4DO9ix7JLsW4rkHqOhqKM+n+EuCP6+yOJPlDihebsr1BjhR7Ut1abgX7AKRRLAaBe6JgAcy1CzflZMUF9QBAQqooueuxz584RHBzMoEGDqKysbFTDIdcadIbBdVC/mWdkZBAaGuqwOSBNU021tbUYDAays7Opq6tTNtbAwMDLFlfNOUp3Zmprazl06BCDBw++4EtM04hYSUmJMhHYx8dHqZ2xRfRxzZo1fPbZZ2zevFkVLw5H9mNRaQuqgKGxL5FGo6Gu7vImIkqSxLFjx6ipqWH06NEXjRo0daR2dMqoKeYxT0LFKdzyvwcPb+juj1TbA7eTeqjxA9EIDadHelA/rbe0wZOcr+et91yyIoiWem0jiUhhgy44ZnOGjE1rOAwGA1lZWVitVkJCQtBqtTadkmpL6urqSE9Pp0+fPvTs2dPRy1Hw9PS8INUkb6x+fn7KAL22zmmRN/NBgwY5VQ2IrTAajaSnpzN06NBLdjZeqhBYrlfqiGt99erVrF+/ns2bN3eJujJnRxQlamvNl/5FlUZ0+TZqqN805fNQWFhIZWUlgwZduLm2BvnbtJ+fH4MGDWrxRnPs2DGCgoKUG5YziRcFScQ98x2Ekiyk7gFI+p64f7u+3q26rgwh7Dfo3q1+boyFevGip764V+5M6k59SsldQOwVh9hrOG7Fp5B8QpD8e2Ke+hfw07bZkNFsNiuzT6qrq5VzGRQU5BJtuPLrbZpWcGbkVFNRURHFxcVoNBqlq+lSqabq6moyMjIYOnRol5jsKr/ejvDokguBi4qKlGGbsohsy7wcSZJYs2YNn3/+OZs2bVLFy8Wx8xyYIZKn5wf2PGS7qam5Sm2jdlYuJ4VUU1NDeno6/fr1a9VsB/lYTiteAAQ3LHH31f9/eR7uxe8jmCuRPPyQPIORJCtCiB9UFCBUViBWg+Djh9gvFioPoykrg24CICBJAVhibkeQ9HAuC8FcjVB2Go9tz1J09SMcPXGKYbEJrb7Ze3h4EB4eTnh4OKIoUlpaisFg4NixY8ocjtDQUIdPc22O8vJyjhw5clkOy46gYapp4MCB1NbWUlRUpKSaGg7QaygiO8JR2pWoqqoiMzOzw16vXAgsX+tNDT9b0xovSRKrV6/miy++UMWLU6LWwLQVVcBwYQqpPQKmpKSEo0ePMnz48FYPwZNTSA4v1m0FQlEWHt8/hlBXhtTLDOVGJG08lol/RQrtjluNAWtQDEJtNVLvGOjmhXB8F27/WABWM0g+SB6hSD0Govn1wP9cqSURsr/CR/8T4wNCEUPuQ/S/oc3rc3NzIyQkhJCQkEaGfAcPHlRC87YqSG0rclt4QkKC08xiaS+enp707t2b3r17X1DD4evrS1hYGO7u7pw4caLLtMHLYi02NtYmtSVubm4EBQUp9TRyIfCvv/6qiEi5XkkWkZIk8fHHH5OSkqKKF6dErYFpD6qAaUJ7BMyZM2fIz89n5MiRbSosdXNzo6Kiol21BPZGcyytvqUaoH8wCAKmm14Bz/qbqHzGGuYcpairMc17Cfcf/g1WM+KwqxDjrkUs2IPmXBYIAmJFAVgr8cEDobYU8b9vYxo4rb7mpp00NeRrGCVoOPvE39/f7oLx3LlznD17tlO2hTet4aisrOTUqVPo9Xr8/f0pKipCEASnEJG2oqKigiNHjthVrDVXCFxYWEh2djapqalKYfiOHTvYtGlTpz7/rosqYNqDKmCa0BYBI5sKmkwmRo8e3aZctFyAWl1dzf79+/H29kar1TptyoOmG72gqf/vEohX/g7z4BF4bHkKTd4W3D7ch3nyn8FipiovHR+3s3TrboWaIjCWIljN9VN5L0PANKVhlEAes3/27FkqKioICAggLCysQ92Fm0N2zy4tLWXEiBFO7/NzuQiCgNFoxGg0MmHCBERRbFWqyZUpLy/n6NGjxMfHOyyy1lREajQa3nrrLXbt2sWAAQN45ZVXmDlzJgkJCU4b7e2aSNS3cqq0BVXANKG1AsZsNpOenk5QUBBDhgxp9c2gYb2Lp6cngwcPRpIkqqur0ev1jVIeWq3WaVqFLcPmoynYD9WFIAhYo26A7q2rVXH/z5sIpacAECrPofnxXfbFLCFoyG1E7/g9VFUDEoiWelHkfekC3vbSdMx+WVkZBoOBkydP4unpqdz8OzI6InelWSwW4uPjO82G3RL5+fnKAEK5C+9SqSZXiERejNLSUrKzsx0qXpojMzOT8vJycnNzMRqNbN++nRUrVrBkyRLGjh3r6OWpnKe+C8k1rAScCbULifrOIVm0mM1mDhw40OKHu7q6mvT0dAYOHNimORatLdaVZ3Do9XqsVqtSoOfwVuHaUjRndiH69kIKH93qP+u2bjGC/lcAJFGkTPKm4tZP6BkWQrePZyDUFNQXBgsarINvwnL9S7Z6BS1SXV2tuAtLkqScdx8fn3afd1EUOXz4MN7e3p1mVP6laIujtJxqMhgMFBcX4+bmptQruUqdRklJCcePHyc+Pt5pvnBIksT777/Pl19+SVpamlOJKhfBzl1IAyVPz7/b85DtpqbmFrULyVnRaDQt+hPJYfC4uLg2dRe0ZbJuwxkccqtwbm4u1dXVBAcHo9VqO2SgWJvxDMIaNavNfyZGJqIpPIooihhraugWO0mZeWKNuRn3Q58gufsh+YRgHbWoo1fdanx8fPDx8aFfv36YTCaKiooUh+SgoCC0Wm2bUh7ytFmtVqvMtOnMNHSUbm2kSRAE/P398ff3b9TVdPz4cWpra5stSHUm5GskMTHRaWqaZPGydetWVby4DOok3vagRmBoHIEB+Omnn7jyyisb/Y5cw6DX64mPj6d79+6tfv6OmqxrtVopLS1Fr9dTXl6Ov7+/Enp36poKSaLmu3eoOrmfkEGJaK65F9z+t14h/7+4lZ3B2u8q8LFd+qi9yCkPg8FAeXl5qzyD5AF1XWXarCRJ/PprfZStLSnVlpDPe1FREWVlZfj6+iqTaZ0h1WQwGMjNzSUhIcGpxMuqVavYtm0bKSkpqnhpP3aOwPSXPD2ftech201Nze1OE4FRBQz1N0pZYMCFAkYURY4cOYIkScTExLRJhFitVpvMd5EkifLyciX07unpqRQBO8vNVObs2bOcO3eO+Ph4p1tbW2noGVRcXNystUF1dTWZmZkuNaDucrCHo3TD1viioiLc3NwapfjsTWFhIadPnyYhIcEpxBTUn6OVK1fy9ddfk5KS4jTpLBfFAQLmb/Y8ZLupqblTFTDOREsCRvZt0Wq19O3bt13FuvaY7yIXAcutqnIRsCO/gUmSpLhLx8TEOHeUqJ3I1gYGgwGr1Yqvry8lJSXExcVd9vRVV8BRjtJ1dXXKFOba2lplCrM9Uk3nzp0jPz+fhIQEpzEXlSSJd999l2+++UYVLx2DXQWMIPSV3NyesOch240o3qMKGGfiYgKmsrJSGfXemtH2Mo6erCvXEej1esxms/JN1c/Pz25rsVqtyrfyS1kqdBYKCws5duwYfn5+St2MK1kbtBW5xqdnz55EREQ4bB1yatVgMFBWVmbTKcy//fabEk10NvGyc+dONmzYoIqXjsHOEZg+kqfnY/Y8ZLupqbnfaQSMc3wCnZDCwkJOnjxJfHx8m6ZptqVY11Y0nXtSVFTEqVOnqKqqUopRbflNtTlDxs7Ob7/9Rn5+PmPHjqVbt26Ioqi0aLuCtUFbcSZHadmPKTQ09IIpzA1TTd7e3pf1eTx79ix6vZ6EhASniSZKksQ777zDd999p4oXl6fzF/EKgvAykAyYgJPAnZIklZ3/2ePAIupPxBJJkrZf8vnUCEx9Dt9srh8iJEkSu3btwsvLq83FeR1VrGsrZL8gvV5PWVlZq4pR24psUNhV3IYlSSIvL4/y8nJiY2Ob3diaq9+Q62ZccSqqKzlKd1Sq6fTp05SUlFz0PXYEkiTx9ttv85///IfPP/9cFS8di50jMJGSp+ef7HnIdlNT86d2R2AEQZgGfCtJkkUQhBcBJEl6TBCEYcCnwBigF/ANEC1JUouqTo3ANEBOe0iSRGxsbJvEi62KdTuSpn5BcjFqbm4u3bt3R6vVXtYQt7KyMsUPqisY9kmSRHZ2NqIoEhcXd9ENsam1QV1dHQaDQZlKK1sbBAQEOO21IyMXKA8ZMsQlHKW7d+9OREQEERERSqpJHrMvR8VCQkJavOZlgdrSe2xvJEniX//6Fz/88ANffPFFm7oiVZyVzh+BkSTp6wb//Bn43fn/nwX8W5KkOiBXEIQT1IuZPS09nypgzlNXV8ehQ4cIDw9XUkCtwdH1Lu2loavwoEGDlCFu6enpAEoRcGsjBIWFhZw6dYrExMQu8U1QFrs+Pj4MGDCgTe979+7dG02lLS4uJj8/n6NHjzp1a7yrO0pfLNWUnp6OIAjKzxoOLszJyaG6uprY2FinEi///Oc/2b17N59//rkqXjoFXdILaSHw2fn/j6Be0MicPf9Yi6gpJKCqqopffvmFIUOGEBISQkZGBv3797/kTdpVxculkMPuer2euro6pYagOfNDeT6O3HnjLIWNtsRsNpORkdHhA+qaa42X62YcvUmVlZXx66+/Ehsb6zITctuCfM0XFRVhNBoJDAzEbDYjCAIxMTFO89mWJIk333yTPXv2sH79eodfF50YO3chCdsA587H/g9PoKHvwXuSJL0n/0MQhG+Ans383VJJkjae/52lwCjgJkmSJEEQ3gL2SJL0yfmfvw9slSRpQ0sLUQUM9d+mKysrlZbjrKwsIiIiWgyRO0Oxrj2wWCwUFxdjMBiorKwkMDAQrVZLUFC9C3V2djaSJDFkyBCn+YZqS2pra0lPT6d///5otVqbHssW1gbtoaioiBMnTpCQkNBlomuHDx+muroaQRDw8fFRojOOnGMkSRL/+Mc/2Lt3L+vXr3f5mUpOTue8oTsBgiDcAdwDTJYkqeb8Y48DSJL09/P/3g48LUlSiykkVcBQf2MwmUzKv3/99VcljH+x33fmYl1bIXfW6PV6SkpKsFgsBAYGMnTo0E7RWXMp5PqPwYMHKwLOXsjWBgaDoVGLtq3nnsipQWeaNmtL5LomgMGDBwP1EVo5OgM4REhKksQbb7zBvn37+Oyzz2zyXrzxxhusXLkSSZK46667ePDBBzv8GC6EKmBsgCAI04FXgWskSTI0eDwGWMf/inh3AlGXKuJVBQwXCpjjx48TEBDQ7DdsVyjWtTVyFEKr1SKKIkVFRXh4eChFwJ0xrC0XKMfGxraprd4WNJ17YotuMqhvGy4sLHSqmSe2RJIkjh49iru7O1FRUc1+vhsKyZqaGrvM+pEkiddff53//ve//Pvf/7aJeDl8+DBz587ll19+oVu3bkyfPp23336bqKioDj+Wi9A1b+425nxxbneg+PxDP0uSdM/5ny2lvi7GAjwoSdJXl3w+VcDUU1dXp/x/Tk4OXl5ehIeHK4911nqXtiIXcg4ZMqRRFMJoNKLX6zEYDEq6Q6vVdop6CYPBQE5OjlO5Dcs0dHOWhWRTa4P20BZH6c6AJElkZWXh6enZajsEeSyBwWCgtLQUb29vpWapo0SGJEm89tprHDx4kE8//dRmUbDPP/+c7du3s2rVKgCee+45unfvzqOPPmqT47kAXfMG72KoAuY8DQXMqVOn0Gg09O7dG/ifeLFarbi5uXVZ8SLXQlyqkFP+lqrX66mtrXWpNuGm5OfnK5NXXSFN1tTaQD73rZ3C3NBRuq2+X66KKIocPnwYX19fBgwY0K7nkCSpUc0SXH6qSZIkXnnlFTIyMli3bp1NU3hHjx5l1qxZ7NmzBy8vLyZPnsyoUaN48803bXZMJ8e1blRdFFXAnMdkMimt02fPnsVqtdK3b98uU6x7KdpryCi3CRsMBioqKggICCAsLIzg4GCn/mYvSRK5ublUVlYyfPhwp17rxTCbzcq5r6qqIjAwUDn3zQkT2VFaEAQGDx7cJa51URTJzMwkICCgQ72cLjfVJEkSK1asIDMzk08//dQu4vn999/nrbfewtfXl2HDhuHl5cVrr71m8+M6KZ3/4u8EqALmPA0FzLlz5zAajfTv379LFus2pCMNGSVJalQE7Kzj9eWNXJIkhg4d2ik28obWBiUlJRekO+zhKO1syEaUISEh9OnTx2bHaWuqSZIkXn75ZbKysli3bp1DPhtPPPEEvXv35r777rP7sZ2Ezv8B6ASoAuY8DQWMXq+ntLRUGVDWFW7mzWFLQ8am4/U1Go1SBOzIOhO5hdbPz4/+/ft3yve+uXSHbPoZHR3t4NXZB6vVqhSiy6lie3CxVJOfnx/BwcEIgsBLL73E0aNHWbt2rV3Fi16vR6vVcvr0aaZNm8aePXvs3m3nRHS+D34nRBUw5zGbzYiiqEQJMjMz6d27N1qtVpkP05WQDRl79uxplxt809qNhkXA9hIRZrNZcVe256bmSCwWCwcOHMDb2xuz2exy1gbtQXbRDg8Pp1evXg5di5xqWrt2LWvWrFFcvb/88ku7d7tNmDCB4uJiPDw8ePXVV5k8ebJdj+9kdL4LvxOiCpjzmM1mpUXaarViNpuVQlSLxeKQDdVRONqQseG5r6mpITg4WHHQttW5t+eAOmehOUfppjVLzmxt0B4sFguHDh0iIiKiUZeho5EkiWXLlnHw4EGioqLYtWsXAwYMYNGiRSQlJTl6eV2Rzn2T7ySoAuY8JpMJs9ncbLFuww3VaDQSEhKCVqttdrS+q+NshoxWq5WSkhIMBgPl5eU22VCrqqrIzMxk6NChLmFQ2BHIjtJRUVEtDmxsaG3QvXt3pUXbFWf9mM1mDh06RJ8+fRTB5gzI4iUnJ4c1a9bg7u6u1GGVlZVxxRVXOHqJXZHOdWPvpKgChvoW6vnz5zNt2jSSkpJazPvK31D1ej2VlZUEBQUp0QFXL/SVp67GxcU53bwTuHBD9fLyuuy5G7LHz/Dhwx0+oM5eVFdXk5GR0WbBVl1drXTWiKKoiBlXiErK0ab+/fsTFhbm6OUoSJLECy+8QF5eHqtXr+4SAwNdBOe+oFUAVcAA9TeRzMxMUlNT+fLLLwkICGDmzJkkJyfTo0ePi96c5e4CvV5PWVkZ/v7+aLVap28RboorGjI2LYYUBEEpAm5tzZJeryc3N9cpB9TZio5ylG7aJhwcHGwXa4P2IDvNDxw40CEp0YshSRLPP/88p0+f5uOPP3aJz10XQhUwLoAqYJogSRI5OTmkpqayadMmRFFkxowZJCcnt9iV0lx0QKvVOl2LcFNEUewUhoy1tbVKEbDcUaPVavH19W32PTt79iwFBQUuM6CuI7CVo7Qoikqar6ysDF9fXyXN5+hzK6fKoqOjCQ4OduhaGiKLlzNnzvDRRx+p4sX5UAWMC6AKmBaQJImCggLS0tJIS0ujpKSE6dOno9PpGDp06EU3ezk6UFhYSHFxMe7u7k7pE2SxWMjMzCQwMJB+/fo5fRqgtVgsFqVmqbq6ulGaTxAEcnJyqKqqctkBde2hqKiIkydP2jza1NDaoLi4GI1Go6Sa7N3NZzQaSU9Pd4j5ZkuIosjzzz9Pfn4+H374oSpenJPOcTPs5KgCpg2UlpayefNmUlNTyc3N5dprryU5OZlRo0a1uBE29AkCCAsLc3h7dm1tLRkZGfTp04eePXs6bB22pmmaz2q14u3t7TKpso6goKCA06dPO8RR2mg0KqkmOTLWFmuDyzlueno6Q4cOJSAgwGbHaSuiKPLss89SUFDABx980GWuQRdEFTAugCpg2kl1dTXbtm0jNTWVQ4cOcdVVV6HT6Rg/fnyLYfO6ujoMBoND27MvZsjYmZGnrnp6euLu7q501ciRMXtv7PbCmRylLRaL0qJdWVl5SWuD9iIXKcfExODv799hz3u5iKLIM888Q2FhIR9++GGXif65KKqAcQFUAdMBmEwmvvvuO1JSUti9ezcJCQnodDomT57cYpTFEe3ZrTVk7EzIA+rCw8OVQWGAUgTcNDLm7e3tqKV2KHl5eZSVlREbG+t0m+WlrA3ai9wS7yxjAGRk8aLX6/nggw+c7v1QuQBVwLgAqoDpYKxWKz/99BOpqans3LmTgQMHkpyczPTp01sMZTdtzw4MDESr1bZHCf+wAAAgAElEQVTa/K01yIWrcXFxnTbi0BSj0UhGRgYDBgxosX1WjowZDAbq6uqUVIcrzvqR/atqa2tdwlG6uY6yhk7OrUWOLMbGxjpVS7woijz99NMUFxezatUqVby4Bq71oe+iqALGhoiiSHp6OikpKWzbto3g4GB0Oh0zZswgLCysxfZs2fSwtLQUPz8/tFptu4e3daQhoyvR3gF1zaU6OlpM2orO4ChdV1en1M3U1ta2ytqgoqKCI0eOEBcX51QRNFEU+dvf/kZpaSkrV67sMp+9ToDrfXC6IKqAsROSJHH8+HFSUlLYtGkT7u7uzJw5E51OR2RkZIvt2RUVFej1+na1Z9vSkNGZKS0tJTs7+7JTZU3FpNwiHBoa6vCakqZ0Rkfp1lgbyO3h8fHxTuVbJooif/3rXykvL+e9995TxYtr4fofni6AKmAcgCRJ5Ofnk5qaSlpaGlVVVUp79pAhQ1oUM9XV1ej1eoqKii7Znm1vQ0ZnwVYThRu2CBcVFeHh4eE07fFykXJwcDB9+/Z16FpsRXPWBj4+PhQVFTFixAinGkYoiiJPPvkkVVVVvPvuu6p4cT1UAeMCqALGCSgqKmLTpk2kpaVx5swZpkyZgk6nIzExscWURcP2bEmSGhWhOtqQ0VGcOXMGvV5PXFyczYeoNT3/DTvK7MnFipQ7O/n5+Zw8eVIRLnLdzMWGF9oLURRZunQpNTU1vPPOO6p4cU1UAeMCqALGyaisrGTr1q2kpqaSlZXFhAkT0Ol0XHnllS2mLEwmE3q9Hr1eT21tLWazmSFDhqDVajtFKuFSSJLEyZMnqampYfjw4XavVZFH68vnvzV1Gx113KaO0l0BeTBfYmIi3bp1Uzr6DAYD1dXVDrM2EEWRJ554gtraWt5++22biZfXXnuNVatWIQgCsbGxfPjhh04VgeoEdP6bZidAFTBOTF1dHTt37iQlJYU9e/YwevRodDodEydOvOjNqrCwkLy8PMLDwykrK1N8arRarc03U0chiiJHjx5Fo9E4ReFq07qNgIAAxSOrIzfT1jhKd0b0ej15eXkXHcwnDy80GAyN6pZsbW0giiKPP/44ZrOZf/3rXzYTTvn5+YwfP54jR47g5eXFnDlzSEpKYsGCBTY5Xhel890oOyGqgHERLBYLP/74IykpKXz//fcMHjwYnU7HtGnT8PPzQxRFUlNT6d+/f6Mps1arlZKSEvR6PRUVFS7VUdMa5NqPoKAg+vbt63Dx0hRRFCkvL0ev11NSUoKPj49SBHw5m2l7HaVdncLCQmWqcGvOnyRJVFVVKUXwtrI2EEWRv/zlL1gsFpuKF6gXMOPGjSM9PR1/f39uuOEGlixZwrRp02x2zC6Ic91IVJpFFTAuiCiKHDhwgA0bNrB9+3Z69OiB2WzG29ubtWvXXjRs3dHt2Y7GZDKRnp5OREQEvXr1cvRyLom8mcpFwBqNRikCbkv4v6McpV2Nc+fOkZ+fT0JCQrs7wJqafsqpvsuZ9yOKIo899hiiKPLWW2/Z5YvBG2+8wdKlS/Hy8mLatGmsXbvW5sfsYqgCxgVQBYyLU1FRQXJyMt7e3pSWluLt7c2MGTPQ6XT06tWrTe3Z8jdTRzsItwbZ68aVi5SNRqOymVqt1lbZSsjt4c4278TW5OfnU1BQQEJCQoeJ7abzfgICAhRrg9YeQxRFHn30UQD++c9/2kW8lJaWcvPNN/PZZ58RGBjI7Nmz+d3vfsf8+fNtfuwuhCpgXABVwLgwer0enU7HQw89xC233IIkSZw+fVppz66rqyMpKYnk5GSioqJa/IYpRwYMBgPu7u5KR5Oj24ObQ45ADBs2zKmM+i6HhrYSNTU1SmRAdtAG+zlKOxtnzpzBYDAQHx9vs0hhe6wNRFHkkUcewc3NjTfffNNuKdnPP/+cbdu28f777wOwevVqfv75Z/71r3/Z5fhdBFXAuACqgHFhTCYTWVlZJCYmXvAzSZIwGAxs3LiR1NRUCgsLmTp1KrNmzSI2NvaS7dmy4WTT9mxHU1JSwrFjxzq1l5Nct2QwGCgvL8ff3x8PDw9KS0uVrpuuwunTpykpKSEuLs5uAqGptQGgRCfla04URR5++GHc3d35xz/+Ydd6sr1797Jw4UL27duHl5cXCxYsYNSoUfzxj3+02xq6AKqAcQFUAdNFKC8v58svvyQ1NZXs7GwmTpyITqdj7NixLX6rNZlMipgxmUxKmsMRszbkAXXx8fFOGRmyBfIE58LCQtzd3TvM9NAVyMvLo7y8/JKC29bInwGDwcBTTz1F7969MRqNaLVau4sXmb/97W989tlnuLu7k5iYyKpVq7rMZ8JOqALGBVAFTBfEaDSyY8cONmzYwH//+1/GjRtHcnIy11xzTYubosViaZTmsGd79unTpykqKmrUYdUVaOgo7ebm1shB21YdNY5GkiRycnKoqalxOjPKiooKlixZwrFjxxBFkZEjRyrdgJ01IthFUQWMC6AKmC6O2Wxm165dpKSksGvXLoYPH05ycjJTp05t8YbctD3bVrNOXM1ZuaOQX3ddXR3Dhg1r9nU37ahxZHSso5AHEsqv25leh9Vq5aGHHsLX15dXX30VgH379rFp0yZmzZrFmDFjHLxClQ7EeS48lYuiChgVBVEU+eWXX0hJSeHrr7+mb9++zJw5k6SkJIKCglr8u4YFkL6+vorh5OUUXYqiyJEjR/Dw8CA6OtqpNjNb0h5HabPZTHFxMXq93qGTaC8HSZI4duwYVquVoUOHOtX7LYsXPz8/XnnlFZc5pyrtxnkuPpWLogoYlWaRJImsrCw2bNjA1q1b8ff3Z+bMmSQnJ9OjR48W27MrKysVw0lPT09l1klb2rMbDqjr169fB70q50cURQ4fPoy3t3e7HaVFUVSKgMvKylxi3o8kSWRnZyMIgtOJVavVyoMPPkhAQAArVqxwKfEiiqJLrdeJcJ4LUOWiqAJG5ZLINQmpqals3LgRSZKYMWMGycnJ9O/fv8XNRnbPlms2WjO4TR5Q17t3b8LDw23xkpwSWzhKN5330717d+U9cJYiYEmSOHr0KB4eHgwaNMjpxMsDDzxAUFAQL7/8skuJAdnxfv78+V1qWnMH4TwXocpFUQWMSpuQJImCggLS0tJIS0ujpKSE6dOnk5ycfNFaDZna2lpFzIiieEFrKqC4aHc1fx97OUo3LAIWBEGpm3FUi7ycJvTy8mLAgAFOJ16WLFlCaGgoL774osuIF0mSEASBtLQ0tm7dyvDhw1mwYAH+/v6OXpor4TwXospFUQWMymVRWlrK5s2bSUtLIycnh0mTJqHT6Rg1alSb2rNDQkLw8fEhNzeX4cOHd6mbraMcpevq6hQxI78HlztWvy3I6TJfX18GDBhg8+O1BavVyh//+Ee0Wi3Lly93GfEC9WJYTtdu3LiRnTt3MmDAABYuXNilPleXiSpgXABVwKh0GNXV1Wzfvp3U1FQOHjzIlVdeyaxZsxg/fnyL9S8Wi4W8vDzOnDlD9+7dCQkJQavVNppC21lxFkfppmP1g4KCCAsLs5nppyiKZGZmEhAQ4HQ1Tlarlfvvv5+ePXvy97//3aXEy759+1i5ciUzZ85k4sSJ+Pv7s2PHDrZt20ZERASLFy9WRUzr6Nw3nk6CKmBUbILJZOK7774jNTWVH3/8kYSEBHQ6HZMnT75gZklBQYHiMOzu7q60Z5eXl9usPdsZcFZHaVEUKS0txWAwUFpaqnSVhYSEdMgMHrnWJzQ0lMjIyA5YccdhtVr5wx/+QK9evVi2bJnLXXPLly/niSeeICoqitmzZ3P06FEeffRRvv/+ewD8/Py48847O9XcIBuhChgXQBUwKjbHarWyZ88eUlJS+Oabbxg0aBDJyclMnz6df/zjH2g0Gh599NELNkdJkhT37Ibt2R21kTqSiooKsrKynN5RumFXWXFxMR4eHkoRcHsmv1qtVtLT09FqtfTu3dsGK24/VquV++67j969e/PCCy+4lHg5ceIEJpOJYcOG8dZbb7F06VJ++eUXtm7dSmFhIevXryc8PJyTJ0/y3HPPsWjRok4f3bxM1JPjArj2LqDiEmg0GsaPH8/48eMRRZGMjAy++OILRo8eTWhoKAsWLKCkpISwsLBGN1VBEAgKCiIoKKjRRpqXl6d007jiSH3ZUTo+Pt4p/KVaQhAE/P398ff3Z9CgQdTU1GAwGMjMzESSpEYO2pfCYrEohcq9evWyw+pbj8Vi4b777qNv374899xzLiVe9uzZwz333MM999yjRJByc3PR6XTs2bOHoKAgZs2axeHDh1m5ciXDhw9XxYtKp0CNwKjYHZPJxKJFiwgPD2fhwoWkpaWxefNmNBoNM2bMYNasWURGRraqPbuoqAg3NzfFcNLZXZo7k6O0yWRSrCVqa2uVIuDmrCXMZjOHDh0iMjKSnj17OmjFzWOxWLj33nvp378/zz33nEtt7v/973+ZM2cOr7/+OsnJyUoHEsCf/vQnUlJS2Lt3r12LwzsJrnMRdGFUAePkWK1WRo0aRUREBFu2bCE3N5e5c+dSUlLCiBEjWLNmjctFIF599VXc3Nx48MEHlcckSVLmVqSlpVFVVcX06dPR6XQMGTKkxU1FHqmv1+uxWq2KmHE2b5qGtT6u9p5dCqvVqkwCrqysbFS7ZLValS4rrVbr6KU2wmKx8H//938MHDjQpcSLLFSWLVuGJEksXbpUeaxhF9KTTz7JP//5T06cOEFoaKiDV+1SuMaF0MVRBYyT8+qrr7J//34qKirYsmULc+bM4aabbmLu3Lncc889xMfHc++99zp6mW2i4bfEi1FcXMymTZtITU3lzJkzTJkyBZ1OR2JiYovh/aZRATnF4efn59DN6ezZsxQWFhIfH+/y9TuXoqG1RHFxMSaTiV69etG/f/82TWO2NbJ4GTRoEM8++6zLiJeGPPvss/j4+PDnP/+5kXAByMzMJDY2lkcffZTZs2czevRoB67U5XC9i6ELogoYJ+bs2bPccccdLF26lFdffZXNmzcTFhZGQUEB7u7u7Nmzh6effprt27c7eqk2pbKykq+++oqUlBSysrKYMGECOp2OK6+8skUxILcG6/V6qqqqFPdse7dnN3SUdtZR/ragrq6OgwcPEhERgclkori4GHd3d2WAoSNTaBaLhbvvvpvo6GieeeYZm1wP2dnZ3HLLLcq/c3JyePbZZxtFHi+Xjz/+mFdeeYUdO3bQo0cPzGYz7u7uCILA22+/zZQpU4iKiuqw43UhVAHjAqgCxon53e9+x+OPP05lZSUrVqzgo48+Yty4cZw4cQKAM2fOcP3113P48GEHr9R+1NXVsXPnTlJSUvj5558ZNWoUycnJTJo0qcUNUfYHatieHRYWRkhIiM0KNlvjKN1ZkefbREdHExwcrDxuNBqV4XlWq7VREbC9RKXFYuGuu+5iyJAhPP3003Y5rtVqJSIigr1793aITYQcxbRYLDz++ONUVVXx9NNPK7UuW7duZenSpaxfv14VMO1DFTAuQOeOZbswW7ZsQavVMnLkSGWGQ3Ni0xXD3pdD9+7dSUpKIikpCYvFwo8//khKSgrPPPMMgwcPRqfTMW3atAtak93c3AgNDSU0NLRRe/aJEyfw8fFROpo6Kr3T0FE6JiamS71PRqOR9PR0hgwZcsF8Gy8vL/r06UOfPn0wm80YDAZOnjyJ0Whs5KBtq/NlNpu56667iImJ4a9//avd3pedO3cycODAyxIvx48fV8SIvG53d3fmzZvHp59+ynXXXcfChQupqalh1apVfPzxx6p4UenUqBEYJ+Xxxx9nzZo1uLu7U1tbS0VFBTfeeCPbt2/vcimk1iCKIgcOHCAlJYVt27bRs2dPdDodSUlJLRYvSpJEVVWV0tHUrVu3yzY7lEfk+/j4OJ2/j62RvayGDh1KQEBAq//OarUqEbKKigr8/f2VIuCOSruZzWYWL15MbGwsTz31lF3fl4ULFzJixAjuv//+dj/H5MmT6dGjB+vWrQMaO01bLBZWr15NXl4e7u7uJCUlMWrUqA5Zexel63xoXRhVwLgA33//PStWrGDLli3Mnj2bm2++WSnijYuL47777nP0Ep0KOfqRkpLCli1b8PT0ZObMmeh0Onr16tXixlVTU6MYTranPdsWjtKuQnV1NZmZmQwbNuyyxtVLkkR5ebkyPM/b21upm2lvEbDZbGbRokXEx8fz5JNP2lW8yEXMWVlZ7WpnPnXqFH379qWuro6kpCT69+/PqlWrgMYiRqVDUQWMC6AKGBegoYDJyclR2qgTExP55JNP2jURtasgSRKnT59W2rPlTSA5OZmoqKgObc+2l6O0M1JVVaV0vfj6+nbY80qS1MhBW6PRKGKmtePwzWYzCxcuJDExkaVLl9o9IrZx40beeustvv766zb9nSRJ1NbW8uc//5mnnnqK8PBw6urqmDZtGtHR0axcubLR78qvqzVdfiqXRD2BLoAqYFS6DJIkYTAY2LhxI6mpqRQWFjJ16lR0Oh1xcXEtfpOV6zUatmc3dG52lKO0M1BZWcnhw4eJi4uz+ewdWVQaDAbMZrNSBOzr69vspi2LlxEjRvDEE084ZGOfO3cu1113HXfeeWe7/t5sNpORkUFqairPP/88tbW1TJs2jSFDhvDee+918GpVzqMKGBdAFTAqXZby8nK+/PJLUlNTyc7OZuLEiSQnJzNu3LgW6y6sVitFRUWKc7Ofnx9lZWUMGTKkyw0LKy8v5+jRo8TFxdndFsFsNivvQ3V1tVIEHBAQgEajwWQysXDhQkaNGsXjjz/uEPFSU1NDZGQkOTk5baoJahpFOXz4MH/4wx+YNm0aS5cupba2lqSkJHr16sUnn3xii6V3dVQB4wKoAkZFhfrOmR07dpCSksL+/fsZN24cycnJXH311S2m6CorK0lPT8fX1xej0WiT4lNnpaysjF9//ZX4+HiHuxs3bJO/7777CAsLw2g0MnHiRLsX7F4uDcXL/v378fLyon///lRUVHDnnXdyxRVX8Ne//hWj0YhOp2PVqlVdrt7KDrjOBdOFUQWMikoTzGYzP/zwAxs2bGDXrl3ExMSg0+mYOnVqoxSJwWDgxIkTiqN00+JTW7RnOwuyIWVCQoLTeToZjUbuvPNOqqurKSsrIzIykhtuuIFZs2YRFBTk6OW1mn/+85988skn9OjRA29vb2677TZGjhypFCO/8MILar2L7VBPqgugChgVlRYQRZF9+/axYcMGduzYQWRkJMnJyXh7e/Piiy+yY8eOC2bOgG3as52F4uJiTpw4QUJCgtMVkJtMJu644w6uuuoqHnnkEQRBIDs7m40bN3Lttdc6dWux0WhUIlmnTp1i9uzZbNu2DavVSnp6Om+++SbLli1Do9HwyCOPsHLlSqczxuxEqALGBVAFjIpKK5EkiaysLJYvX862bdsYMWIEM2bMIDk5mR49erS6PVsQBEXMODr10lYMBgO5ublOaUhZV1fHHXfcwYQJE3j44YddKjKxfft2tmzZwiOPPEJkZCQnT57ktttuY/fu3bi5uVFeXs5zzz3H0KFDWbRoEbW1tU4X+epkuM7F04VRBwioqLQSQRDIysoiLy+PX3/9lXfeeQez2cyCBQuYNm0ar7/+OidPnmx2YrK3tzf9+vVj9OjRxMbGIggCR48e5ZdffiEnJ4eqqioHvKK2odfrnV68XH311S4nXr766iseffRRJk6cSJ8+fRAEgUGDBjFo0CDuvfdeRFEkICAAX19fTp48CeB0519FxRGoERiVDqesrIzFixdz+PBhBEHggw8+YPDgwdxyyy3k5eXRr18/1q9f71L1CFDfwnvPPffw5ptvNkobSZJEQUEBaWlppKWlUVJSwnXXXYdOp7ukB5LcSaPX6zEajYSEhKDVapX2bGehsLCQ06dPk5CQ4FSO0lAvXm6//XYmTpzIn/70J6c6b5eisLCQ3//+97zwwguMGzcOk8lEXV0d1dXVFBUVsWbNGr799lvmzZvHu+++S0pKCjExMY5edlfAdS6iLowqYFQ6HDmMv3jxYkwmEzU1NSxbtozg4GD+8pe/sHz5ckpLS3nxxRcdvVSbUFpayubNm0lLSyMnJ4dJkyah0+kYNWrUJduzZffsyspKgoKCFPdsR05bPXfuHPn5+SQkJDhdMXJdXR233XYb1157LQ899JBLiReob0O/5ZZbWLZsGcOHD2fZsmXs3r0bs9lMv379WLFiBSkpKXTr1o1Ro0YxfPhwRy+5q+BaF1IXRRUwKh1KRUUF8fHx5OTkNNpMBg8ezPfff094eDjnzp1j4sSJZGdnO3Cl9qG6upqvv/6alJQUDh48yJVXXsmsWbMYP358i5EMURQpLS1Fr9dTVlbmsPbs/Px8CgsLiY+Pd7q28NraWm677TamTJnCgw8+6HLiReaNN95g69atZGVlMXnyZCZMmEBMTAzvvPMOc+bMYcaMGY5eYlfENS+mLoYqYFQ6lEOHDnH33XczbNgw0tPTGTlyJG+88QYRERGUlZUpvxcUFERpaakDV2p/TCYT33//PSkpKfz4448kJCSQnJzM5MmTWxwC17A9u6SkRPEGCg0NtWk658yZMxQVFREXF+eU4mX+/PlMmzaNBx54wGXFC9SLXLm2atasWUpn11133cX48eO54447HLzCLonrXlBdCFXAqHQo8hC43bt3M3bsWB544AH8/f158803u7yAaYjVamXPnj2kpKSwc+dOBg4cyMyZM7n++utbnNjatD3bw8MDrVaLVqvt0MLOU6dOUVpaekmLBUdQW1vLrbfeyvTp01myZIlLi5eLsWHDBpYtW8ann35KdHS0o5fTFel8F1UnRBUwKh1KQUEB48aNIy8vD4AffviB5cuXc+LEiS6ZQmoNoiiSkZHBhg0b2LZtG8HBwSQnJzNjxgy0Wu0l27NljyZBEBTDyctpz87NzaWyspLhw4c7rXi5/vrr+eMf/9jpxEtBQQGfffYZ7733Hp9++ilxcXGOXlJXpXNdWJ0UVcCodDgTJkxg1apVDB48mKeffprq6moAQkJClCLekpISXnrpJQev1PmQJIkTJ06QkpLCpk2b0Gg0zJgxg1mzZhEZGdnihl1XV6eIGYvFohgd+vj4tGqjlySJnJwcampqiImJcTrxYjQaufXWW5k5cyZ/+MMfOp14gfrX+O233xIdHU1UVJSjl9OV6XwXVydEFTAqHc6hQ4eUDqQBAwbw4YcfIooic+bM4fTp0/Tp04fPP/+c4OBgRy/VqZEkid9++43U1FTS0tKoqKjg+uuvJzk5maFDh7a4gbe1PVsWTiaTiWHDhjmdODAajfz+979Hp9Nx3333Od36VDod6gXmAqgCRkXFRSguLmbTpk2kpqZy5swZpkyZQnJyMiNGjGgxWtJce3ZYWBhBQUG4ubkhSRLHjh1DFEWGDBnidOLAaDQyb948brjhBu69916nW59Kp0S9yFwAVcCoNKKoqIjAwEA0Go26UTgxlZWVfPXVV6SkpJCVlcWECRPQ6XRceeWVLc5qkduzDQYDpaWl+Pn5YTKZ8PLyUsWLisr/UC80F0AVMCqNSE5OZvDgwaxYsUJ1unUR6urq2LlzJ6mpqezZs4eRI0ei0+mYNGlSi345oiiSnp6OyWRCkiS8vLwU92xnmLZbU1PDvHnzuPnmm/m///s/m12LzU2OvuKKK2xyLBWXQb3xuQCqgFFpRO/evfnqq6+IjY3FarWi0WjYs2cPoigybtw4p5sHotIYi8XCjz/+SGpqKt999x3R0dHMmjWLadOmNbI/sFgs/Prrr3h5eTFgwACgfh6J3J7t7u6uGE46wnG6pqaGuXPnMnv2bO6++26bCunmJkcHBgba7HgqLoEqYFwAVcCoKOzbt48bb7yRs2fPNoq+GAwG0tPTmTJlCj///DNRUVGEhIQ4eLUql0IURQ4ePMiGDRvYvn07PXr0QKfTMWXKFO655x7uvPNObrzxxmb/1mg0Ku7ZkiQps2bs4Z5dXV3N3LlzueWWW7jrrrtsKl4uNjlapcujXgwugHP1Sao4lA8++EAZW242m4H6aay7d+9m9OjRnDt3jjfeeKNRjcXhw4exWq0OWa9Ky7i5uTFy5EiWLVvG/v37eeWVVygsLOSqq67CZDJRUFBAfn5+s+7ZXl5e9O3bl1GjRimTeI8ePcrevXs5efIklZWVzf7d5VJdXc0tt9zC3LlzbS5eAHJycggLC+POO+8kMTGRxYsXK23/Kioqzo0qYFQUtmzZwp133gmgdLUcOnSITZs28Z///IdnnnmGHTt28O9//1v52RtvvIFGo7HJZqbScQiCQP/+/dm3bx9PPfUUa9asQaPRcPfddzNlyhReeeUVjh071uz72L17d3r37s2IESMYMWIE3t7e5ObmsnfvXo4dO0ZZWVmHvP+yePn973/P4sWL7RIRsVgsHDhwgHvvvZeDBw/i4+PD8uXLbX5cFRWVy0dNIakAcPToUaZOncrZs2exWCwIgoBGo+GVV16hvLycZ599loULFypdLPHx8ezfv5+Kigp27txJ9+7dlbSTJEmIouhy9TKvvfYaq1atQhAEYmNj+fDDDzl37hxz586lpKSEESNGsGbNmg4d2W9PXnjhBbRaLXfddZfymCRJGAwGNm7cSFpaGgUFBUydOhWdTndJGwGr1UpJSQl6vZ6KigoCAwPRarVKe3ZbkMXLrbfeyqJFi9r9GtvKxSZHf/nll3Zbg4pToqaQXABVwKgA8PDDD7N161aOHDmiPFZYWMhLL71EYmIiN954IzNnzuTDDz+kX79+AERFRREdHc1vv/3G+vXriYqKoqioiNDQ0EbPLV9jzlxjkJ+fz/jx4zly5AheXl7MmTOHpKQktm7dyk033cTcuXO55557iI+P595773X0cttFa7rKysvL2bp1KykpKWRnZ3PNNdeg0+kuWcAtiiJlZZgSmfUAAAt/SURBVGXo9XqlPVur1RISEnJJIVtVVcXcuXOZP38+CxcubNdruxyamxz98ssv230dKk6F896sVBQuPjBCpUsxduxYdu7cSXR0NL179+bFF1+kpKQEk8nE2LFj2bVrV6P22vT0dLy9vZVvqjU1Nbz88st88803GI1G5s+fr6QBGm6aoiji5uaGxWJpcV6JI7BYLBiNRjw8PKipqSE8PJxvv/2WdevWAfXdKk8//bTLCpjWCMiAgADmzZvHvHnzqK2tZceOHaxdu5aHHnqIsWPHotPpuPrqqy/oTHJzcyM4OJjg4GAkSaKiogK9Xk9OTk6L7dlVVVXccsst3H777Ur60t68+eab3HrrrY0mR6uoqDg/zrWDqDiM2bNnM3v2bMrKyli/fj3p6ekUFRWh0Wjo3bs369at46qrriIiIgKATz/9lNGjRwP1Q9Vee+01Nm3axP79+8nIyGDlypXU1dUpaaiFCxfSo0cP3NzcOHHiBI899hgFBQW89957xMTEOPKlAxAREcHDDz9Mnz598PLyYtq0aYwcOZLAwEBFaPXu3Zv8/HwHr9R+eHp6kpycTHJyMmazmR9++IENGzbw5JNPEhMTg06nY+rUqfj4+DT6O0EQCAgIICAggKioKMU9++DBg7i7u1NcXEx0dDQhISHMmTOHBQsWsGDBAse8SCAhIYH9+/c77PgqKirtQxUwKo0IDAzk7rvvBuqjJadPn8bLy4vExESef/55rFYrf/7zn9m5cydvvPEGAHl5eWRnZ+Pp6ckVV1xBcHAw1dXV7Nu3D6PRyAsvvEBJSQk5OTksWrSI1atXM3LkSK677joCAgKUY0mSpKQb7D1Er7S0lI0bN5Kbm0tgYCCzZ8/mq6++uuD3nDkNZks8PDy49tprufbaaxFFkX379rFhwwZefvllIiMjmTlzJklJSc36W/n6+uLr68uAAQMwGo188sknPP300xQVFXHVVVcxYcIEB7wiFRUVV0cVMCoXxc3NTal30el0CILA4cOHARg5ciRpaWlERESg1WrJzMwkIyMDSZJITU0lIyODMWPGsGTJEm666SYefvhhtFot7777Ljt37uTnn39mzJgxDB8+XDlWQwRBIC8vj379+tlFzHzzzTf079+fsLAwAG666SZ++uknysrKlHTX2bNn6dWrl03X4Qq4ubkxduxYxo4diyRJZGVlsWHDBm6++Wb8/PyYOXMmOp2OHj16XPC+eXl5MXfuXFJSUli0aBFeXl4sWbIEvV7PH/7wB4dGYlRUVFwLtYhXpV0cP36c5cuXEx0dzWOPPcacOXO4//77ufrqqxv93sCBA/n6668ZOHAgAOvWreP48eMkJSUxYMAA9u7dy9KlS4mMjORPf/oTEyZMQKPRsGnTJh5++GGOHTtGUVER586dIzY21mavZ+/evSxcuJB9+/bh5eXFggULGDVqFLt27eLmm29Winjj4uK47777bLYOV0aSJHJzc0lJSWHTpk1YrVZmzJhBcnIyAwYMQBAEKisrmTNnDosXL+a2225T/raiooKCggKio6Md+ApUVBS6ZqjVxVAFjEqHsGnTJp5//nlqa2vR6XQ88sgj7N27l+eee44ffvgBqG+Vff7559FqtTz00ENAfddLt27dOHDgAO+//z7Lli2jZ8+eLF68GK1Wy7Jly7j//vs5fvw427dvt2k05m9/+xufffYZ7u7uJCYmsmrVKvLz85U26sTERD755BOHjNZ3NSRJorCwkLS0NFJTUykpKeGaa67hP//5Dw888ADz58939BJVVFpCFTAugCpgVDqUY8eOcfbsWa699lpuvfVWevTowauvvgrAgQMHWL16NdOnT2f69On88MMPvPXWW0oL85o1azh8+DCBgYEMHjyYTz75hNGjRzN8+HBeeuklkpKSFH8mmYqKCvz9/R31clVaSWlpKatWraK4uFgdFKfiCqgCxgVQBYyKzdDr9Wg0GsU36e233yYzM5O//OUvuLu7c//99zNp0iQWL17MXXfdhcFgYPv27fz000/cc889ZGRk8NtvvzFs2DDKysoueP7333+f/fv3s2vXLoYMGcL8+fPR6XQuN0BPRUXF6VAFjAugWgmo2Ax5kJnMFVdcwaRJk+jVqxf+/v4YjUauvvpqvLy8sFgsjBkzBoD169crtTSrV69m3LhxwP/8mSwWC1u2bGHFihXcfPPN7N69mxtuuIF169axb98+RFHkiy++wGg02vkVq6ioqKjYCzUCo+IQzGYzjz/+ON9//z1Dhw7liy++YMOGDSQlJZGYmMjrr7/ONddcQ2JiIo8++ijz5s3DbDbj4eFBeno6K1euJCYmptFQudOnT2MwGBAEgVGjRvHqq6/ywAMPIAgCVVVV+Pr6OvAVq6iouBBqBMYFUNuoVRyCh4cHK1asQJIk9u3bx6RJkxgzZgwHDx7kzJkzXHPNNZSXl3P69GnmzJkDoAyUO3HiBACTJ08GUOpi+vTpQ58+fVi5ciWCIHDkyBEEQSAnJ4dnnnmGBQsWMGnSJMe8YBUVFRWVDkUVMCoORRAExowZo6SPqqurlaLfVatWodVq0Wg0jYp3BUFAr9crLbeyG7YgCFgsFtLS0li8eDF9+/YFICMjg8DAQAIDAx3wClVUVFRUbIFaA6PiVPTt25fbb78dgOTkZD766CPlZ3K602w2o9frlcdFUVRaq7Ozszl79izLly9n/fr1WCwWDh8+THh4OP3797ffC1FRUVFRsSmqgFFxWqKjoxk7dixQH2URBAFJkpg+fbrSZg31k2FLSkoA2L59O4mJiXh6ejJw4EBOnDhBXl4eAwcO7HQRmIULF6LVapVpxgAlJSVMnTqVqKgopk6dSmlpKVAv/pYsWcKgQYOIi4vjwIEDjlq2ioqKSoegChgVl0I2CkxOTua9994jNjaWefPmsWvXLsrKyti9ezfTpk3Dy8uLXr168eKLL6LVajtl9GXBggVs27at0WPLly9n8uTJHD9+nMmTJyszV7766iuOHz/O8ePHee+991zWUVtFRUVFRhUwKi7JzJkz2bVrF99++y233XYbEydOpLi4mB9//JGZM2cCUFxczLFjx9BqtURGRjp4xR3P1VdffYF54saNG7njjjsAuOOOO0hLS1Mev/322xEEgXHjxlFWVsa5c+fsvmYVFRWVjkIVMCouTVhYGElJSQQGBtK3b1+++OILZTLvlVdeyZ49e9BqtfTo0cPBK7UPhYX/397drJoWx2Ecf8RISSRakpiZKlMzysjLRHEBlNyEa2CuZeoGZMJQchVeIzOZKXtw2qvUqXNO7X3W+tvfz0hag8fI0/r9X86yLEuSZFmWs1bocDi8lLhUKqXD4eBKRgD4CuxCwtsIBAIqFovOjqRSqaRer6d8Pu92NNf97ryn777h+6tkMhmFQiH5/X4FAgFtNhu3IwHwAAoM3s7nH3Mul9NoNHI5zf+VSCR0Op1kWZZOp5Pi8bikX29cdrud89x+v1cymXQr5j9bLBaKxWJuxwDgIYyQgDdSrVZl27YkybZt1Wo15/vJZKLn86nVaqVwOOyMmgDARFwlABiq1WppuVzqer0qkUhoMBioXq+r2Wxqu90qnU5rOp0qGo3q+Xyq3+9rNpspGAxqPB6rUCi4/RP+SjabVSQSkc/nU7fbVafTcTsS3p8Z89UfjgIDwNOOx6OSyaQul4vK5bKGw6Fz2SfwTSgwBmCEBMDTPtfqxONxNRoNrddrlxMB8AIKDADPut/vut1uzuf5fP5y8jCAn4tdSAA863w+q9FoSJIej4fa7bYqlYrLqQB4AWtgAAB4xRoYAzBCAgAAxqHAAAAA41BgAACAcSgwAADAOBQYAABgHAoMAAAwDgUGAAAY508H2bEXHgAAeA5vYAAAgHEoMAAAwDgUGAAAYBwKDAAAMA4FBgAAGIcCAwAAjPMB0AdALuZ4lvMAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x = ds_1['cnLIT'].values.ravel()\n", + "y = ds_1['cnMIC'].values.ravel()\n", + "z = ds_1['cnTOT'].values.ravel()\n", + "zz = ds_1['tsoilC'].values.ravel()\n", + "fig = plt.figure(figsize=[10,8])\n", + "ax = fig.gca(projection='3d')\n", + "\n", + "surf = ax.scatter(x, y, z, linewidth=0.3, antialiased=True, \n", + " c = zz, marker='o', alpha=0.8,\n", + " cmap = truncate_colormap(cmapIn='jet', minval=.0, maxval=.85),\n", + " vmin = -20, vmax = 30) \n", + "\n", + "#ax.set_ylim(20, 110)\n", + "#ax.set_zlim(8, 15)\n", + "ax.set_xlabel('Litterfall CN')\n", + "ax.set_zlabel('Microbial CN')\n", + "ax.set_ylabel('Soil CN');\n", + "# Add a color bar which maps values to colors.\n", + "fig.colorbar(surf, shrink=0.5, aspect=5)\n", + "fig.set_label('Temperature')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---------------------\n", + "# Look at MIMCS_Conly w/ GSWP3 & CRU + CASAcn\n", + "- `MIMICS_mod4_GSWP3`, leaching as fraction of total DIN pool\n", + "- `MIMICS_mod4_dens1.0_GSWP3`, density dependent exponent = 1\n", + "- `MIMICS_mod4_dens1.0_KO6_GSWP3`, KO = 6, turnover * desorbtion as in `MIMICS_desorb2`\n", + "- `MIMICS_mod4_dens1.0_KO6_Conly`, C-only of above\n", + "- `CASACNP_mod4_GSWP3`\n", + "- `CASACNP_mod4_Conly`" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CmimCRU = /project/tss/wwieder/CASACLM/GRID/OUTPUT_GRID_CRU_NCEP/MIMICS_SPIN_b/mimics_pool_flux_9000_9980.nc\n", + "Cmim = /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_Conly_KO4/OUTPUT_C/SPIN/mimics_pool_flux_*80.nc\n", + "Ccas = /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/CASACNP_mod4_Conly/OUTPUT_C/SPIN2/casaclm_pool_flux_*80.nc\n", + "CNcas = /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/CASACNP_mod5_GSWP3_exudate0/OUTPUT_CN/SPIN2/casaclm_pool_flux_*80.nc\n" + ] + } + ], + "source": [ + "cruConlyIN = '/project/tss/wwieder/CASACLM/GRID/OUTPUT_GRID_CRU_NCEP/MIMICS_SPIN_b/'\n", + "CcasCRU = cruConlyIN+'casaclm_pool_flux_9000_9980.nc'\n", + "CmimCRU = cruConlyIN+'mimics_pool_flux_9000_9980.nc'\n", + "print('CmimCRU = ' +CmimCRU)\n", + " \n", + "simMIMc = 'MIMICS_mod5_Conly_KO4'\n", + "caseMIMc = 'GRID_CN/'+simMIMc+'/OUTPUT_C/SPIN/'\n", + "Ccas = path+caseMIMc+'casaclm_pool_flux_*80.nc' \n", + "Cmim = path+caseMIMc+'mimics_pool_flux_*80.nc' \n", + "print('Cmim = '+Cmim)\n", + "\n", + "simCASc = 'CASACNP_mod4_Conly' \n", + "caseCASc = 'GRID_CN/'+simCASc+'/OUTPUT_C/SPIN2/'\n", + "full_pathCASc = path+caseCASc+'casaclm_pool_flux_*80.nc' # casa files for vegetation results\n", + "print('Ccas = '+full_pathCASc)\n", + "\n", + "simCAScn = 'CASACNP_mod5_GSWP3_exudate0' \n", + "caseCAScn = 'GRID_CN/'+simCAScn+'/OUTPUT_CN/SPIN2/'\n", + "full_pathCAScn = path+caseCAScn+'casaclm_pool_flux_*80.nc' # casa files for vegetation results\n", + "print('CNcas = '+full_pathCAScn)\n", + "\n", + "#MIMICS_mod5_GSWP3_KO4_exudate0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Open each dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -- data read in -- \n" + ] + } + ], + "source": [ + "# MIMICS, C-only, CRU-NCEP\n", + "dsCmimCRU = xr.open_mfdataset(CmimCRU, decode_times=True,combine='by_coords') \n", + "dsCvegCRU = xr.open_mfdataset(CcasCRU, decode_times=True,combine='by_coords')\n", + "dsCmimCRU = xr.combine_by_coords([dsCmimCRU, dsCvegCRU], compat='override',data_vars='all',combine_attrs='override')\n", + "\n", + "# MIMICS, C-only, GSWP3\n", + "dsCveg = xr.open_mfdataset(Ccas, decode_times=True, combine='by_coords') \n", + "dsCmim = xr.open_mfdataset(Cmim, decode_times=True, combine='by_coords') \n", + "dsCmim = xr.combine_by_coords([dsCmim, dsCveg], compat='override',data_vars='all',combine_attrs='override')\n", + "\n", + "# CASA C-only & CN, GSPW3\n", + "dsCcas = xr.open_mfdataset(full_pathCASc, decode_times=True, combine='by_coords')\n", + "dsCNcas = xr.open_mfdataset(full_pathCAScn, decode_times=True, combine='by_coords')\n", + "print (' -- data read in -- ')" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/CASACNP_mod5_GSWP3_exudate0/OUTPUT_CN/SPIN2/casaclm_pool_flux_*80.nc'" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "full_pathCAScn" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Sum pools & print mean" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "minimum NPP = 10\n" + ] + } + ], + "source": [ + "print('minimum NPP = '+str(minNPP))\n", + "dsCmimCRU = dsCmimCRU.where(dsCmimCRU.cnpp>minNPP)\n", + "dsCmim = dsCmim.where(dsCmim.cnpp>minNPP)\n", + "dsCcas = dsCcas.where(dsCcas.cnpp>minNPP)\n", + "dsCNcas = dsCNcas.where(dsCNcas.cnpp>minNPP)\n", + "\n", + "dsCmimCRU = utils.sum_pools(dsCmimCRU, mod='mim', CN='False')\n", + "dsCmim = utils.sum_pools(dsCmim, mod='mim', CN='False')\n", + "dsCcas = utils.sum_pools(dsCcas, mod='cas', CN='False')\n", + "dsCNcas = utils.sum_pools(dsCNcas, mod='cas', CN='True' )" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "HWSD global soil C = 1056.7 Pg C (0-100cm) \n", + "\n", + "Combined HWSD+NCSCD global soil C = 1224.6 Pg C (0-100cm) \n" + ] + } + ], + "source": [ + "#print(combOBS) \n", + "# HWSD units Kg C / m2\n", + "# land area km2\n", + "print('HWSD global soil C = '+\n", + " str(np.round(((HWSD_out*1e3*ds.landarea.isel(time=0)*1e6).sum()*1e-15).values,1))+\n", + " ' Pg C (0-100cm) ') # convert to Pg C\n", + "print()\n", + "print('Combined HWSD+NCSCD global soil C = '+\n", + " str(np.round(((combOBS*1e3*ds.landarea.isel(time=0)*1e6).sum()*1e-15).values,1))+\n", + " ' Pg C (0-100cm) ') # convert to Pg C" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "MIMICS_C only GSWP3\n", + "global cgpp 108.3 Pg C\n", + "global cnpp 43.5 Pg C\n", + "global cTOT 1579.0 Pg C\n", + "\n", + "MIMICS_mod5_GSWP3_KO4_exudate0 CN results\n", + "global cgpp 108.3 Pg C\n", + "global cnpp 39.1 Pg C\n", + "global cTOT 1489.2 Pg C\n", + "\n", + "CASA-C, GSWP3 results\n", + "global cgpp 108.3 Pg C\n", + "global cnpp 43.5 Pg C\n", + "global cTOT 994.4 Pg C\n", + "\n", + "CASA-CN, GSWP3 results\n", + "global cgpp 108.3 Pg C\n", + "global cnpp 40.5 Pg C\n", + "global cTOT 1182.2 Pg C\n", + "\n", + "MIMICS_C only CRUNCEP\n", + "global cgpp 117.8 Pg C\n", + "global cnpp 48.8 Pg C\n", + "global cTOT 1424.2 Pg C\n" + ] + } + ], + "source": [ + "Cvars =['cgpp','cnpp','cTOT']\n", + "# MIMICS_Conly results, GSWP3\n", + "print('')\n", + "print('MIMICS_C only GSWP3')\n", + "globalSum(dsCmim,Cvars, plot=False)\n", + "\n", + "# MIMICS_CN results\n", + "print('')\n", + "print(sim[2]+' CN results')\n", + "globalSum(ds3,Cvars, plot=False)\n", + "\n", + "# CASA_C results\n", + "print('')\n", + "print('CASA-C, GSWP3 results')\n", + "globalSum(dsCcas,Cvars, plot=False)\n", + "\n", + "# CASA_CN results\n", + "print('')\n", + "print('CASA-CN, GSWP3 results')\n", + "globalSum(dsCNcas,Cvars, plot=False)\n", + "\n", + "# MIMICS_C, CRUNCEP\n", + "print('')\n", + "print('MIMICS_C only CRUNCEP')\n", + "globalSum(dsCmimCRU,Cvars, plot=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Call the map_function\n", + "sims = ['MIMICS_Conly ',('MIMICS_CN '),('CASA_CN '), ('CASA_Conly ')]\n", + "Cvars =['cgpp','cnpp','cTOT']\n", + "vmax = [3000 ,1200 ,5e4] #max values for each variable\n", + "\n", + "fig, axes = plt.subplots(nrows=3, ncols=4, figsize=(16,6), constrained_layout=True,\n", + " subplot_kw=dict(projection=ccrs.Robinson()))\n", + "k=-1\n", + "for index, ax in np.ndenumerate(axes):\n", + " # there are various ways to do this part, index in this case is a tuple (ie `(0, 0)`)\n", + " i = index[0]\n", + " j = index[1]\n", + " k = k+1\n", + " if j == 0: da = dsCmim[Cvars[i]].isel(time=-1)\n", + " if j == 1: da = ds[Cvars[i]].isel(time=-1)\n", + " if j == 2: da = dsCNcas[Cvars[i]].isel(time=-1)\n", + " if j == 3: da = dsCcas[Cvars[i]].isel(time=-1)\n", + "\n", + " if j < 3: map_function(da, panel=panel[k], ax=ax, vmax=vmax[i], vmin=0, cb=0, title=sims[j]+Cvars[i])\n", + " else: map_function(da, panel=panel[k], ax=ax, vmax=vmax[i], vmin=0, cb=1, title=sims[j]+Cvars[i])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Difference in NPP (CN-C)\n", + "- most notably in boreal forests.\n", + "- somewhat int tropcs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Calculate differences between simulations\n", + "- MIMICScn - MIMICS_Conly\n", + "- CASAcn - CASA_Conly\n", + "- MIMICS_cn - CASA_cn" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "inVars = ['cnpp','cTOT','cSOMp', 'cSOMc']\n", + "newVars = ['d_cnpp','d_cTOT','d_cSOMp', 'd_cSOMc']\n", + "ds2 = ds.copy(deep=True)\n", + "for i in range(len(inVars)):\n", + " # MIMICS-C GSWP3 - MIMICS-C CRUNCEP\n", + " dsCmim[newVars[i]] = (dsCmim[inVars[i]].isel(time=-1) - dsCmimCRU[inVars[i]].isel(time=-1))\n", + " dsCmim[newVars[i]].attrs['long_name'] = 'MIMICS C GSWP3 '+inVars[i]+' difference from CRUNCEP'\n", + "\n", + " # MIMICS-CN - MIMICS-Conly GSWP3\n", + " ds[newVars[i]] = (ds[inVars[i]].isel(time=-1) - dsCmim[inVars[i]].isel(time=-1))\n", + " ds[newVars[i]].attrs['long_name'] = 'MIMICScn - MIMICS Conly'\n", + "\n", + " if (i<2):\n", + " # CASA-CN - CASA-Conly GSWP3\n", + " dsCNcas[newVars[i]] = (dsCNcas[inVars[i]].isel(time=-1) - dsCcas[inVars[i]].isel(time=-1))\n", + " dsCNcas[newVars[i]].attrs['long_name'] = 'CASAcn - CASA Conly'\n", + " \n", + " # MIMICS-CN - CASA-CN GSWP3\n", + " ds2[newVars[i]] = (ds2[inVars[i]].isel(time=-1) - dsCNcas[inVars[i]].isel(time=-1))\n", + " ds2[newVars[i]].attrs['long_name'] = 'MMIMICScn - CASAcn'\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Now call the map function" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Cvars = ['d_cnpp','d_cTOT']\n", + "fig, axes = plt.subplots(nrows=2, ncols=3, figsize=(16,5), constrained_layout=True,\n", + " subplot_kw=dict(projection=ccrs.Robinson()))\n", + "k=-1\n", + "title = ['MIMICScn - C only','CASAcn - C only','MIMICScn - CASAcn']\n", + "for index, ax in np.ndenumerate(axes):\n", + " #print(index)\n", + " i = index[0]\n", + " j = index[1]\n", + " k = k+1\n", + " cb=0\n", + " #if i == 0 : da = dsCmim[Cvars[j]]\n", + " if j == 0 : da = ds[Cvars[i]]\n", + " if j == 1 : da = dsCNcas[Cvars[i]]\n", + " if j == 2 : \n", + " da = ds2[Cvars[i]]\n", + " cb=1 #turn on CB for right most colum\n", + " \n", + " if i==0:\n", + " #map_function(da, panel=panel[k], ax=ax, title=da.attrs['long_name'], cb=1,cmap='BrBG', vmax=75, vmin=-75) # for % change\n", + " map_function(da, panel=panel[k], ax=ax, title=title[j], cb=cb,cmap='BrBG', vmax=200, vmin=-200) # for absolute change\n", + " else:\n", + " map_function(da, panel=panel[k], ax=ax, title=None, cb=cb,cmap='BrBG', vmax=2e4, vmin=-2e4)\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Fig Sx** Differences in NPP and total soil C (top and bottom rows, respectively). MIMICScn shows greater N limitatation, shown by lower NPP (a) and lower soil C pools (d), relative to its C-only version. CASAcn shows similar spatial patterns, with lower NPP and soil C stocks than the C-only version of CASA (b,e). MIMICScn also shows greater N limitation at high latidues than CASAcn (c), but larger global soil C stocks (f)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Look at zonal mean plots for lat. bands" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "var = ['cnpp', 'cgpp','cTOT']\n", + "varLong = ['npp', 'gpp','total soil C']\n", + "\n", + "# weight values by grid cell\n", + "ann_fluxCNmim = ds * ds.landarea *1e6\n", + "ann_fluxCNcas = dsCNcas * dsCNcas.landarea *1e6\n", + "ann_fluxCcas = dsCcas * dsCcas.landarea *1e6\n", + "ann_fluxCmim = dsCmim * dsCmim.landarea *1e6\n", + "ann_fluxCmimCRU = dsCmimCRU * dsCmimCRU.landarea *1e6\n", + "for i in range(len(var)):\n", + " ann_fluxCNmim.get(var[i]).attrs['units'] = 'gC y-1'\n", + " ann_fluxCNcas.get(var[i]).attrs['units'] = 'gC y-1'\n", + " ann_fluxCcas.get(var[i]).attrs['units'] = 'gC y-1'\n", + " ann_fluxCmim.get(var[i]).attrs['units'] = 'gC y-1' \n", + " ann_fluxCmimCRU.get(var[i]).attrs['units'] = 'gC y-1'" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "zon_sumCNmim = ann_fluxCNmim.sum(dim='lon') *1e-15\n", + "zon_sumCNcas = ann_fluxCNcas.sum(dim='lon') *1e-15\n", + "zon_sumCcas = ann_fluxCcas.sum(dim='lon') *1e-15\n", + "zon_sumCmim = ann_fluxCmim.sum(dim='lon') *1e-15\n", + "zon_sumCmimCRU = ann_fluxCmimCRU.sum(dim='lon') *1e-15\n", + "# unweighted zonal means\n", + "minGPP = 10\n", + "zon_meanCNmim = ds.where(ds.cgpp>minGPP).mean(dim='lon') \n", + "zon_meanCNcas = dsCNcas.where(ds.cgpp>minGPP).mean(dim='lon') \n", + "zon_meanCcas = dsCcas.where(ds.cgpp>minGPP).mean(dim='lon') \n", + "zon_meanCmim = dsCmim.where(ds.cgpp>minGPP).mean(dim='lon') \n", + "zon_meanCmimCRU = dsCmimCRU.where(dsCmimCRU.cgpp>minGPP).mean(dim='lon') " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read observations:\n", + "- Microbial C:N, Xu et al. 2013 https://doi-org.cuucar.idm.oclc.org/10.1111/geb.12029, avail @ https://doi.org/10.3334/ORNLDAAC/1264\n", + "- Soil C:N_GSDE, Shangguan et al. 2014, doi:10.1002/2013MS000293, avail @ http://globalchange.bnu.edu.cn/research/soilwd.jsp, \n", + "- Soil C HWSD and NCSCD\n", + "- HR Hashimoto et al Biogeosciences 12: 4121-4132. doi:10.5194/bg-12-4121-2015, downloaded from http://cse.ffpri.affrc.go.jp/shojih/data/index.html" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "ename": "IndexError", + "evalue": "index -1 is out of bounds for axis 0 with size 0", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0mlabels\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m'MIMICS-CN'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'MIMICS-C'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'CASA-CN'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'CASA-C'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0max1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mzon_meanCNmim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'cnpp'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mzon_meanCNmim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlat\u001b[0m\u001b[0;34m,\u001b[0m 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+ "\u001b[0;32m~/.conda/envs/analysis/lib/python3.7/site-packages/xarray/core/dataarray.py\u001b[0m in \u001b[0;36misel\u001b[0;34m(self, indexers, drop, missing_dims, **indexers_kwargs)\u001b[0m\n\u001b[1;32m 1045\u001b[0m \u001b[0;31m# lists, or zero or one-dimensional np.ndarray's\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1046\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1047\u001b[0;31m \u001b[0mvariable\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_variable\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexers\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmissing_dims\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmissing_dims\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1048\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1049\u001b[0m \u001b[0mcoords\u001b[0m \u001b[0;34m=\u001b[0m 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\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_indexing_array_and_key\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1294\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0marray\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1295\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1296\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__setitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mIndexError\u001b[0m: index -1 is out of bounds for axis 0 with size 0" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2, ax3, ax4, ax5) = plt.subplots(1, 5, sharey=True, figsize=[20,8])\n", + "# Remove space between axes\n", + "fig.subplots_adjust(hspace=0, wspace=0.05)\n", + "color = ['tab:blue','tab:orange'] # for MIM, CAS\n", + "linestyle= ['-', '--'] # for CN, Conly\n", + "\n", + "# NPP\n", + "labels = ['MIMICS-CN','MIMICS-C','CASA-CN','CASA-C']\n", + "ax1.plot(zon_meanCNmim.get('cnpp').isel(time=-1), zon_meanCNmim.lat, lw=3,color=color[0],linestyle=linestyle[0])\n", + "ax1.plot(zon_meanCmim.get('cnpp').isel(time=-1), zon_meanCmim.lat, lw=3,color=color[0],linestyle=linestyle[1])\n", + "ax1.plot(zon_meanCNcas.get('cnpp').isel(time=-1), zon_meanCNcas.lat, lw=2,color=color[1],linestyle=linestyle[0])\n", + "ax1.plot(zon_meanCcas.get('cnpp').isel(time=-1), zon_meanCcas.lat, lw=2,color=color[1],linestyle=linestyle[1])\n", + "ax1.set_xlabel('Plant productivity (gC/m2/y)', fontsize='x-large')\n", + "ax1.set_ylabel('Latitude', fontsize='x-large');\n", + "ax1.set_ylim(-50, 85)\n", + "ax1.legend(labels=labels, frameon = False, fontsize='medium',loc=1)\n", + "\n", + "# SOC\n", + "labels = ['MIMICS-CN','MIMICS-C','CASA-CN','CASA-C','HWSD','NCSCD']\n", + "ax2.plot(zon_meanCNmim.get('cTOT').isel(time=-1), zon_meanCNmim.lat,lw=3,color=color[0],linestyle=linestyle[0])\n", + "ax2.plot(zon_meanCmim.get('cTOT').isel(time=-1), zon_meanCmim.lat, lw=3,color=color[0],linestyle=linestyle[1])\n", + "ax2.plot(zon_meanCNcas.get('cTOT').isel(time=-1), zon_meanCNcas.lat,lw=2,color=color[1],linestyle=linestyle[0])\n", + "ax2.plot(zon_meanCcas.get('cTOT').isel(time=-1), zon_meanCcas.lat, lw=2,color=color[1],linestyle=linestyle[1])\n", + "ax2.plot(zon_meanOBS.get('HWSD_SOCall'), zon_meanOBS.lat,lw=2, color='k',linestyle='--')\n", + "ax2.plot((dsNCSCD.NCSCD_SOC.mean(dim='lon')*1e2), dsNCSCD.lat,lw=3, color='k') #convert kgC to gC/m2\n", + "ax2.set_xlabel('Soil C stock (gC/m2)', fontsize='x-large')\n", + "ax2.legend(labels=labels, frameon = False, fontsize='medium',loc=4)\n", + "\n", + "# Soil C:N\n", + "v3 ='cnTOT' #'nMineral' 'cSOMc' 'MICrK' 'cnMIC' 'relMIC' 'specRESP'\n", + "ax3.plot(zon_meanCNmim.get(v3).isel(time=-1), zon_meanCNmim.lat,lw=3,color=color[0],linestyle=linestyle[0])\n", + "ax3.plot(zon_meanCNcas.get(v3).isel(time=-1), zon_meanCmim.lat,lw=3,color=color[1],linestyle=linestyle[0])\n", + "ax3.plot(GSDEoc['CNmean'].mean(dim='lon'), GSDEoc.lat,lw=2, color='k')\n", + "ax3.set_xlabel('Total SOM C:N', fontsize='x-large');\n", + "labels = ['MIMICScn','MIMICS Conly','Shangguan et al. 2014']\n", + "ax3.legend(labels=labels, frameon = False, fontsize='medium',loc=4)\n", + "\n", + "'''\n", + "ax3.plot(zon_meanCNmim.get('cSOMp').isel(time=-1), zon_meanCNmim.lat,lw=3,color=color[0],linestyle=linestyle[0])\n", + "ax3.plot(zon_meanCmim.get('cSOMp').isel(time=-1), zon_meanCmim.lat, lw=3,color=color[0],linestyle=linestyle[1])\n", + "ax3.set_xlabel('SOMp(gC/m2)', fontsize='x-large');\n", + "\n", + "ax4.plot(zon_meanCNmim.get('cSOMc').isel(time=-1), zon_sumCNmim.lat, lw=3,color=color[0],linestyle=linestyle[0])\n", + "ax4.plot(zon_meanCmim.get('cSOMc').isel(time=-1), zon_meanCmim.lat, lw=3,color=color[0],linestyle=linestyle[1])\n", + "#ax4.plot(zon_sumCNcas.get('csoilslow').isel(time=-1), zon_meanCNcas.lat, lw=3)\n", + "ax4.set_xlabel('SOMc(gC/m2)', fontsize='x-large');\n", + "'''\n", + "\n", + "v4 = 'cMICtot' # 'cnTOT' 'nMineral' 'cSOMc' 'MICrK' 'cnMIC' 'relMIC' 'specRESP'\n", + "ax4.plot(zon_meanCNmim.get(v4).isel(time=-1), zon_meanCNmim.lat,lw=3,color=color[0],linestyle=linestyle[0])\n", + "ax4.plot(zon_meanCmim.get(v4).isel(time=-1), zon_meanCmim.lat,lw=3,color=color[0],linestyle=linestyle[1])\n", + "ax4.plot(dsXu.SMC100cm.mean(dim='lon'), dsXu.lat,lw=2, color='k')\n", + "ax4.set_xlabel(ds.get(v4).attrs['long_name']+' ('+ds.get(v4).attrs['units']+')', fontsize='x-large');\n", + "labels = ['MIMICS-CN','MIMICS-C','Xu et al. 2013']\n", + "ax4.legend(labels=labels, frameon = False, fontsize='medium',loc=4)\n", + "\n", + "v5 = 'cnMIC' # 'cnTOT' 'nMineral' 'cSOMc' 'MICrK' 'cnMIC' 'relMIC' 'specRESP'\n", + "ax5.plot(zon_meanCNmim.get(v5).isel(time=-1), zon_meanCNmim.lat, lw=3,color=color[0],linestyle=linestyle[0])\n", + "#ax5.plot(zon_meanCNcas.get(v5).isel(time=-1), zon_meanCmim.lat, lw=3,color=color[1],linestyle=linestyle[0])\n", + "ax5.plot(dsXu.CN100cm.mean(dim='lon'), dsXu.lat,lw=2, color='k')\n", + "ax5.set_xlabel(ds.get(v5).attrs['long_name'], fontsize='x-large');\n", + "# +' ('+ds.get(v5).attrs['units']+')', fontsize='x-large');\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ax3.plot(zon_meanCNmim.get('cSOMp').isel(time=-1), zon_meanCNmim.lat, lw=3)\n", + "ax3.plot(zon_meanCmim.get('cSOMp').isel(time=-1), zon_meanCmim.lat, lw=3)\n", + "ax3.plot(zon_meanCmimCRU.get('cSOMp').isel(time=-1), zon_meanCmimCRU.lat, lw=3)\n", + "ax3.set_xlabel('SOMp(gC/m2)', fontsize='x-large');\n", + "\n", + "ax4.plot(zon_meanCNmim.get('cSOMc').isel(time=-1), zon_sumCNmim.lat, lw=3)\n", + "ax4.plot(zon_meanCmim.get('cSOMc').isel(time=-1), zon_meanCmim.lat, lw=3)\n", + "ax4.plot(zon_meanCmimCRU.get('cSOMc').isel(time=-1), zon_meanCmimCRU.lat, lw=3)\n", + "#ax4.plot(zon_sumCNcas.get('csoilslow').isel(time=-1), zon_meanCNcas.lat, lw=3\n", + "ax4.set_xlabel('SOMc(gC/m2)', fontsize='x-large');\n", + "\n", + "ax5.plot(zon_meanCNmim.get('cSOMa').isel(time=-1), zon_meanCNmim.lat, lw=3)\n", + "ax5.plot(zon_meanCmim.get('cSOMa').isel(time=-1), zon_meanCmim.lat, lw=3)\n", + "ax5.plot(zon_meanCmimCRU.get('cSOMa').isel(time=-1), zon_meanCmimCRU.lat, lw=3)\n", + "#ax5.plot(zon_sumCNcas.get('csoilmic').isel(time=-1), zon_meanCNcas.lat, lw=3\n", + "ax5.set_xlabel('SOMa(gC/m2)', fontsize='x-large');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### NPP\n", + "- N limitation reduces NPP in all models, expecially MIMICS\n", + "- CRUNCEP has higher mid & high latitude NPP than GSWP3 forcing\n", + "\n", + "### Total SOM\n", + "- lower with CN models, especially in boreal forest & arctic, where NPP is lower\n", + "- most of MIMICS decreases are in SOMc\n", + "\n", + "### SOM pools\n", + "- large drop in SOMc with MIMICScn\n", + "- also increases in microbial biomass (fraction of total SOM)\n", + "- modify microbial kinnetics of SOMc to increase SOMc & decrease MIC" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Cvars = ['cnpp','cTOT','nMineral','cnTOT','nSoilMineralization']\n", + "max0= [1200,5e4,10,25,30]\n", + "min0=[0,0,0,5,0]\n", + "max1=[200,2e4,3,10,40]\n", + "\n", + "fig, axes = plt.subplots(nrows=len(Cvars), ncols=2, figsize=(12,len(Cvars)*8/3), constrained_layout=True,\n", + " subplot_kw=dict(projection=ccrs.Robinson()))\n", + "k=-1\n", + "for index, ax in np.ndenumerate(axes):\n", + " #print(index)\n", + " i = index[0]\n", + " j = index[1]\n", + " k = k+1\n", + " ## COuld add MIMcn - MIMc, but not sure it's warranted...\n", + " '''if j==0:\n", + " if i !=0:\n", + " da = ds[Cvars[i]].isel(time=-1) - dsCmim[Cvars[i]].isel(time=-1) \n", + " map_function(da, panel=panel[k], ax=ax, title='MIMICScn - Conly '+Cvars[i], cb=1, cmap='BrBG',vmax=max1[i], vmin=-max1[i]);'''\n", + " if j==0: \n", + " da = ds[Cvars[i]].isel(time=-1)\n", + " map_function(da, panel=panel[k], ax=ax, title='MIMICS-CN '+da.attrs['long_name'], cb=1,vmax=max0[i], vmin=min0[i]) \n", + " if j==1:\n", + " da = ds[Cvars[i]].isel(time=-1) - dsCNcas[Cvars[i]].isel(time=-1) \n", + " map_function(da, panel=panel[k], ax=ax, title='MIMICS - CASA '+Cvars[i], cb=1, cmap='BrBG',vmax=max1[i], vmin=-max1[i]);" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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n7FfjnoKVTpoNpIBAkizD+tqsdv7mmFDlmg8M9UEVwrBzBEiuSthXBH1VaOA62snhtvQ75TAxEv+tvujwlR/HLr9xD/9FBZuBvtUBZzzxJQrTOCD9asVJ8T91/hBMKt/y8NcAeOwUn/V/X+WONYfFZ+KmUhvav/WeOlO5VU7d2Oc+A7HHjG0krc3E21T2EX66zsTn1k6bhZ0+1XJQPfeGzbg3NpjO/MboiQDsX74VgJZoPgeWdJ1pB/aJ2zbZ7DwkXb09WtojdDhX3raoXZqXYjZb/uDUZwH4w+Zj4vtf3M8sJtXhnrr7QELpbksJZvZb200KObni9XgalmD2HRBIKKUuZmd3tAQw6SaYYQfH7o1asOWjDb13/uFd+3P6BIst2d1Z2mXbFGczCigIJaoQXn/ELVy34uT4cmCvCCSkDW024w9sLsH3bY7lE3F9aogW8ZX9H4i3EUgAB/XSz2sP/2OX5bP+/UUAjh9vv03wvZc1mu3o+IrV8ZxoLzfN7NL/Jc12LzVH7VoEksyeSHHcTjYtzyS4xc6R44lmk5wn5yUku4DguwUxMuVOAmty6XQ2dlZ02b4nWszcfHNECVzLAWZMSxjbd7pgy0LpOYsaP7XrfT4QtVfyubLJ1/a/v9f1w6PySmAuxWlsKl79Nfa44rXTAajKkV/l7CcvAOyBeOkrZwPwvYPujG//2LOfAuAdVfYHmpH0vb780gcAOL5sGDo6BvnCix8GYH5R4BW4b87MX9s4LZ7csipkg1aR+FJe3VGV+IStLzoH6VIsIucA3wH2B45W1eeTtl0MfAqIAv+pqr2PtlkgRx6fw8uTey2Y676Og9i6NxHR/PrZ345/Pvqf3wKgrMBmgflh008Hs8+J+fVs67AZ4RM7bXaZ5/58gYQSCXXNzUU+FLga4ME+LU5C+u2GEwCIxmw2M7HY7ABTSuqZV5JZGv8gKDJZzA4i9Me5Geqju/YDoDBss+oTK1fZsbFI3JAY2C2aY11dUQMbQSCVFId66skDT6fgvFOct1Rtq3lP7WopjrdzYJGpV7Z2mDS4oX1Cl/bHR5r4wcF3xNv+wsJH+cRzn4gv33jUjfEMCMHvGbyPS/K4SpZOBsrBFebl9tA2szddOscSZS8JmxTy0K5FnD3xRQD2K7JZ+Vml9tvucNf0/sYDAGiOJoI7V7tUNcFvX5Nv1/q2nWY3mV5ov9+ESOL7HFRov1twvZu6JfzsPiPu0Lz4vqs6Iry1ZkWP7zd5WubF0lq0jZIp6zPef18hmiZiPjr4MJVXgfcAv0peKSKLsPpTBwBTgYdEZIGqRns2MXj8oOLxeDxDTCbqr8F6f6nq6wC9VMI9C/izqrYB60RkNXA08PSgTtgHflDpB0fcdwkAL5z+gxHuSd+c+thXKHeeY6X7wNX93UqzZX1ywb97bDOHi6ph7pEHEvEz3eNq9lUsoj71H3IIvb+mAYuTlje5dUPCPvDYyZzAaP3URsv4WlHcSkeHGSYrylq67PvsaT8EEgPNntYiXjj9Bxxyz6W2vLWc6bN2ArB5lQUNFm63toJ4tnFvMaN+DzUY0NhmKhBx6prAbbai0PpRHjG129ziHXGngdZo18tZ12yquz+1Hd1le3l+G6XOvfWuVw8BYPoUC5ibX2Hqlf1LrG8NLrp8Z2cZezvNfhMEMgYu0QGBm+68YquZtqFlPNMKzNC8vcP6Eqi2AnVbYEBvcW7VZflt3LTRAkunl5iabVqRqXhmFphDQIXzdCoOtff43W486kYg4cE3PX83n17wRI/9Bst1h/8BgGuWvw0gboR/+2RLIPp8c6KI1TcW3cdXUrQ12b03rLdjXm616/n0nrlxdd3z9bZud5v95u1Ru5dKw/YbvFpvhvT5pdtZ0WwtnjXO1G1N8Vxpdt0muxxqu2Il8T5s7hhYBe6t0VI61K7HDqe/CY+RbLvZJr36SwBmicjzSatvcMUFARCRh0jcMslcoqp39dF0bycesovkB5UssvB7V1N4WPr9PENHIhanNOV+nuHhNyvf5FzzjeFKezMYam68Iv659hPfyEqbmkHwo9qzf72qntnnPqpvG8DpNwEzkpanA5kbyfqJH1SSuOzAf7h3W97vjsuJRFyAWGt+F0N9QPvDZjxuN5s84XtM3TIuAo2v2oQib5pNClxiYNxEnz0P23bnvUu0AOadUAvAJGeI31hvRuoZ5TZbb3TpVB5/2Qzqj0cWctTCdUDCWWBHi81Ag0zEO9ttuTDPZtP17QXsbjWpY/JEm7WOK2hx7Vtnrnv2LQAsnG1G5fZomM27rS+HTLX7cXaJSWITItbXlc1mfA9myusbq2gss1ny8nrbtm6nSSYas8nT8bOs7+3OlbqhvYDZ5bsICCSP/tKbFDMUfHm/h7osX7L0PcDA3EODB+41T38OgPdPfIaXmmuARFBoIPE9tNUcAp7ZbhLMpBIz1D+xbS5TSy1Q9uF6M/y/pdykp7DzLmqNuxLbfbGmdWJcouwvYZQNnSblBOmCguDesRJ3kS3SpmkZOpfifwC3ishVmKF+PvDsUJ3MDyq9sPB7VwMgB6Tfp39VLDxDyc2rjqdshFz9AxfjcWPgH3XvugPjedeAfmduSMUjtTYY9uZhNpYxl+J0EfWDK+UgImcD12Jp4P5PRF5W1Xeo6jIR+SvwGtAJXDBUnl/gB5WU6LIyll+aShsOTU4KKdxls7JgMhLqhA6XtSJQpTqzAdFi5y5c7q5ryJaLKltZsclm9NEWuzTSajfa4ceawbPOBdONn2Ez15qKxAwzkGKOGG/7BkkOC/PMTTnPSS6F4U52tppu/s0uGWDgCh3YBsYfZNJHkXMtnhBpZGWp9S0IKJxbaDEaS5pMst7VZjPfRWUm3UTKonH7y6IKs9HMLTPp5tH1FrwXSCivbk8kIxxMdoBnmxJZnn988N8G3M5AeaOzOG5vGSh/Oe56wNzWD6+2a7l0r133wJa2t9kkzZmVdv1LI2Yj21hfSX27SYdLOuyYLa0mRh9TYZJQrcuGvKfD2uiIhTm21O6DQLrNlJNqVnLzquOBRDnrQGIJ6t9sdpJMUEBttJO3PfspwYfJ++tO4M4+tv0AGBYPIz+opGHh5Vez4rKvMPdnVwEQbrcHqhfsPfsKj9cuiFfQhK52kUuWvocFRb0dlZqrX397VuKDss0BF10NST4Ls6+9Mmtt+8qP+zBBporOFFnAgwlduM1uhNZql0q9QNx6CMq9d1bZHzKa5xwumsJd2iiocgGUkU7GlZonze5GO3nnOpv1NbjKiG+bYmqDwIuqOZYfly6mREx62eKCBY8eVwvA4t3mzba5wWasu+oqOHihJb58tM4khkOqzU6yeq9JN+Ocl1ngZTR34nYOL7eAtsMLrd3X2pzU5FKfrGmwY+udl1hQzRGIJ8qMOLvPybMs8C/wFHrL9IGVoU1md2cpCwq3DrqdgTBY6aQ3nj3th/F6PsHvN6nQbCdF+XbN3zvZPLzu3mFefG9sKad8dpDe326wyohdyxcazP4SeIwdXmbXszLczCP1XdPmHF9m12diL6l9urO61fo2q8Ck0IouecgS0m/gYZZcInk0UvAGLPvxV7I6oGTmUtyZcnuu4AcVj8fjGWIyKyfsJZURQURqgQYsh02nqh4pIlXAX4AaoBY4V1VTurO8sm0bc6+6ijUXXhhXbeU120Xt/qPsf9nVMLonV2OKM574Uvzz3W+6dgR74umNu9ceDCTKJwyUoPLpFYfcNug+DZZjP2zPAKYP1YNdiKXx/kq3PVfIuUHFcbKq7kxavgh4WFV/LCIXueVvDrTxwBtVCqBbImHap5gor1Gn5moMdzmmo8ypwfKFzom2b16RibUxd0yk2nauKDG1RGmBGVmPn7COR1yG1zkTzK12U56pi450qqcJeeYuGhj1GqKF8QDFqjwzhM4vMBVQbbsZZA+ttCyyDc6Au7ujkt3OUB92TgJ7201l9b5ppk4JqiwubzT34Lu2HsKBlWaA39lhWSi3tdlIW+TUKYExPtAN1zWXs63B9p1UZmqUwrD9Fq+9Ye1OKzVj7tNrTUU3aXw9E4oSmXL7w792myrvzhN+MaDjRyOBm/t9dRcBCYeK9818CYBbNlnW6k/OeBKAlTur444aE/PdveIeVutbzJ07cDGvDZu6ckHRVlpchuRdbaZu/X2DGd8DB4DzJpoHalD7JaA5lk9Fnt3Hy12dm/EuD1mb0/8eUGT330pXvXRLWwVVkYFd46EmkuRLULgjew/5TCSVdNtzhbExNFpum5vd55uB/8j0wAU/uHpIOuTxjHU+8synR7oLOYOq0BHLS/nqjA3OpXi0kIuSigIPiOUv+ZVLYTBJVbcAqOoWEZmYsgXgoEmTqG+xmUH5Wntv75YGPtwOgdNLsVONNYXtJwtKeXSW28wt5jxgQmWu1ve4Rto6bd8gs3Blsc3owi5b8ZlTTX0wK9+ErpiGKJ1uRtapzugemuIy8joppCEauNqYBHN8aS0dTjIIapJvdfUyDi00Y/z8fJMgqpwHwp0IBU5i+O5sy+ww3tXceMzV6ZhdYOlaghopa/Or2eoqPO5fau29vNPVmZ/oDPilFsi4o9N+yEgoRkGVSWtrm21WHPxxdsdMEnpuk8VDTJlgEkthXgfbmgaWj38sSSjd2bLNnC+edPfU7Eq7xh+abhLEHduPAOCEaevirt6BwTyQOqvyTaLd4aSR53bZb7++aDwVzpgfBLQu22tSxYYGM67/T/MpAEwtMekn5Bws1jZOoDLfjn19txnsq4u7ug7fWW/qssllCaP/Zqno928wlCz+w4U91r1+eSKcQL7Xc3t/8UW6Ri8nqGqdGzgeFJHlmR4oIucD5wNEysZRM0Qd9Hg8mfOBxecD8Kdjb0iz5/Cy/2XZ02IoGUTUe5vKyKCqde59u4jciaVw3iYiU5yUMgXY3sexNwA3ABRNmqFBSrVwuws+dNlB2sttxhBqAydU0GrqaPL3dJ1NlGy2mXfLm2x2VuGkkXnjdsZrkrQ6fXUwS59ebD4EiwotJ1K1CwqrDLVzUpGtW99pUkdQ13o/NxuMYDP6qOt8h0IsSDqJSRXj8+29wt2jq1zdk5NKbPw9ZO56Vrk6HSVifZyeZ30ManwE568O28z0qKK1rGq3Yx7bY1HR75hm6T/mFVoCyZqIzXLnROznv77+ZNpdEsughvvmJpuhbnvDpJG5k+yYyUU2i318uUlKtR+9CE+C2o/Y71FzvQWG7t5hv9+bq6yiYnWB3UPlkVY2tVuqoDlldh0mOjtcUEVyt7OpVOabJPPC1hnMqDDJeHmHCfnvnpKojPiNRffFK1uu2WMSZ4nLhB0S7ZHINAi2bXVSVcxJ6nV7K3jlzO8CiTLYU5zkM9Yxl+LU6q3OQUbUjxZyamgUkRIRKQs+A2/HCtP8A/iY2+1jQF/ZOj0eTz/52evvGOkujAliKmlfY4Fck1QmAXe6IjR5wK2q+k8ReQ74q4h8CtgAnJO2pRDU3OO8VMabrnn3/jZbb3EWmZLNULzDRJWOEht/2w622V3BUtNTd7hkuO2NJg2I8+hqjUbikkphuIMbj7oxnhZ/nJshdhd398TymT+z1trdPKXLtgKsb2FXgKcgmA8IhJwudrxbFRG7rPWxFteu9TWo7ndA/l72izQwdVode+osxUpDzPpaETIJZYZLjb8jarPOrdEyTi22vgXvTU7S2+EyYkZcsF2Ds+1sbqzgjRazAeWFbduuDaajnznPpJttjTbj3uq8xGjOtVtyeKn9nM3wF/zte0DC029Lu9lc1jRW8/mpjwCwvM28sd5SbNLMVpc+ZXax2cvu2XwQYNdm2TKzrxTstNnyxndZMOysIpMkz5i4BIDF9ZYGZ2OTne+NlmJaO7qVXGg021t9i90XgQ0xmcGk4hkusmlTySRLsbepjACquhY4pJf1u4BThr9HHo/Hkx5V6IilHlQ6vU3FMxTEXJzKcLCrbjrhMTI78nhGOz74cYyjIYgV2NffdrSphVw6LSqS01A5FU/xVvdBTZUUePa2TjH10PhqU6V1xkK8+M7v93rOthfMgPrAbDOUHn2sJebb1lkRr04YDCrTwj3dakOTV8a3x1wQWohQl88ALepUVzH7QkHm3guqnvGH/EwAACAASURBVAGgWZWKkKk5isS+e3kokRUwNHklBe48E53aaoG2xHMXBSq4kFOZhcOBms3aCtQu1UVNtHbauq1bTV2S79Qrcw83tUpzsanKXtg4HYC8qlZWn/vfvf5+ngTHOTXp+JC5iR/nsgwfXbKGyc7xI1JgQZANzlFjl1N/dbjM0TXlVu3zyZcWImV2LaP1dn0evOvI+LmWf/crcUM9wF0n/jy+/NapK/m/WqsR0d5pxza3JApCrD73v5n1u0TRq30VRfaZ4Md9dlAZbfxl9VEAnOMLFsY54KKES+eyH6cuQeAZPsxwP3+kuzEkLPjB1XSW2AQy0pDdh3w6Q7x6Q33us+mtidn58m/3fGgd8M2raR0XYtlPEtuC4lztlTaDL9hqP+EbLelrfAfnWPB9a+P7zWcB8JO3/SW+T2iyGVWT1WDBumQCqaRDO3mgpetI9GSjBZsdXbIGSAQyvubSq3RomMMLzDW5XtuonrqZ7gTnDATy0NYFcYeAThd4GRG31dX7aXIz4kd3WVXK9liY3Q0m2RWst22lR5mEsqZ+Qvxc/zrlp3Bcjy54UhC4EM+JmKv2woj5wzdoJ7udi+9EF/wYuIsXh8w54t7ddn8E9XVCrSFizhEkWmzrwu1dVTFLVpkh/4vHPgzAlCK7f156Y3pcMok2J+qQJJfhXf/J7JTkzWWU9C7D3qayDxEEQSV7g6TjiPsuYXqZ/fGCksBBbEF+P+tFBgNMb4PLUDGcth3P6GbulVdB1Uj3ItcRomkkkXTbc4V9dlApLW/hmNNf5eajf9vnPst+8pUeUbVt1TYrD5XbDLG9zGYf+aWZ10SvPqZr4sX/WZtwXHv/vNTHBgNL25Y5ADzbFqIyZDPStS5w7V3lLwOJgMnxoZIex/eXDu0k5gxMO6L2XXfE08LYE+fVVrOLvLjYVCOxiW2Ettk+pS6wtOlZk1Ca6F06TMarvPpmWn7XJNyBbSwiIYqdcbDDmQFXd5j08USzTRSmOin1j0uOBkwaDbXYLDnS6KTR4m6ZVDts/XX/tJiVsvl2/rxwjMpyu/8ohxdOH5bigkPG+KO2xWv+HDhuS3z9yssG165qekO8eknF4/F4PJlg6i/vUuwZIFat76CstzsUKqnRqOY66r5vxT8/d/oPR7AnHk+2SB8xv09F1IvILGC+qj4kIkVAnqqmrzM6iqkpqUmp+grobkcJIpoPvjshDy8943LOfvICAA6rMDfOmw68Oe7KGeTXWtY+tUtbBxWYgfz2vUf0OG/gJtzhjOAFEumyvVEDdVshDWqRy+eWbqEr+RRNWZf6C/bBrpi5qi52Sc+OL9wd37bXuaSGXR9v2noiAC/VmvqraG4in9OyD1/cpd0jPuNLDWSDFc2WEfiJfHPCOLMkqGGSKElbFrJ75kWXfrvMZZxe6pYnTzQ1WKxaeONlq71T4C5zuNW5jbvbrPgAU3c1tdk93dBgTi7jKu0+yXW1V0BhXgfnTXsegG0d2c2knDZOJbeyZvVJ2m8hIp8B/gb8yq2aDvx9KDvlyR6xrQt6lUY6t86jc2saA04WWPT37wz5OTye0Y6SPveXatpmcoJMJJULsEzAzwCo6qpM6pWMdZaecXmX5aCWR1Ai9f7GA+KV7+YVmCvnXJe9NySBwdsM6B+oeK5H+2s6zPg5KWyOAG1qM9C4QdbNBxblt7I75gylmFE8cP0NcoClosO1233foP2H9lpg2yP1yter/wXA1qh5sz1cb9teWD0LAHE5nlqabTZbWNTTeSHS3DMPVHfGSg6koeT6I24B4HcrTUoMkaik2KZdf+PJLtN0mZiksixidXCCuic7mkuZd3wtkMjFVl1k91Sbc0+u227XvKik6zVtbe8qQec6j771Sj727Kfiy4E249uDvCdVZchtKiLyU+AMoB1YA3xCVfe4bRcDn8IKMf2nqt6fpq0TgO8As7BxQgBV1Tnp+pHJoNKmqu0uiSMikkc8zjx32dm6nB119ucqdg/U1zoSN85RLmJ5uBkqG8dotJ0kc+J7LcFg/cfriXhLn2cMMgw2lQeBi1W1U0R+AlwMfFNEFgHnAQcAU4GHRGSBqtOt985vga8ALxBUBMyQTP6+j4vIt4AiETkV+AJwd39Osi9xxSG39VjXtMVm8kVSEF8XmrySVZvMxhJ2Y3RVKHE55kdKu6RlCQhsHYEkESFExF3z6/eYK++JJeY2fEQ/wmGCdp9qNd16U8yCOYPaGy9smU5tk9lXljxvaV8ie53evdzVc5lms9tY1GV0bs1nzXkJoztAyea2tH3p6Az3kAQ9vRNxpUkbYyaFFIfyeb3NpNtJzoYyI8+uzxMtXVP/BA+xisIW2qN2zDgnoey807JXF73LpOu8ArvHOt21nTnRjC+xa8y2w1nZ/FYjS2NnQfqdBsBQDyqq+kDS4mLgfe7zWcCfVbUNWCciqzHt09MpmturqvcNpB+ZyFsXATuAV4DPAvcCPjmTJyMWXeIN857c4UevvbPLcrZsj4FLcapXlis/fhIIBoVpwMakbZvculQ8KiI/FZHjROTw4JXJidNKKqoaA37tXmOG8eHOHkGBRw3RubpLKAFz8yy9Spuad1ize0+me9qWoM+BLcSw415usNnlAzv2B+AP824HoCJU6I6Jxt+DpJAdTv/+YLN5bv1rr51nY5NJKnvb7djW5nxeemW29fsukzZaq0yfXj/TZrn15SYa5e2x26pgV8+Z18OPfavHOoB/3/61Xtd7UvOR+Yu7LMe2LuCoghChySt5otYehiXOhavGpXJZGraUK8V5ifututC8x56ss2s87izzTCxwVRybne2kMOKWO/J59rQfjsmCEydXWYXUz1VuyFqbmrlL8SwReT5p9Q2uYi0AIvIQMLmXwy9R1bvcPpcAncAfg8N67VJqjnHvRyatU+CtaY7re1ARkVdSnVhVD07XuMfj8XgAzVj9tV5Vz+yzGdW3pWpDRD4GvBs4RTXuT7YJmJG023SgLmV3VU9O2dkUpJJU3u3eL3Dvt7j3DwHNPXffN0iX6DGZQGwOjRH/c0/usHHzFKAk7X6e4UGxshipiMYGZ1MRkdOAbwInqWryM/ofwK0ichVmqJ8PPJumrQrg28Cb3arHgctVdW+6fvQ5qKjqetf4Cap6QtKmi0TkSaBXS6qIZJJ6Lha4uo0UEjmQ0OTn0++YBWLEyJu8usf6YFAKapdEJBwPeoSuBq/uA1gkaXCrdAb+T060mizXbTEJ9d2vfhiAm/b/PQBTwrZfs3bS4E6zxwVoLm22iUxlxPKFbQtbSdhxBbZcRyXhRuvRtiNMJTZulalCCvbahGjcS6YiaXcxY63VOe8kmJNsjpoqa3fM1KvjwxYgWeZcvj817llmTNvCOU99HoDnVtcwbYoZ3gvyTEVaW2c52iKFdo3LHrYBqmpxUs6x04byW4wMHyh/iZl5gUNDKOl/N3g393Sp7XXw5/g5FlfwoPPWXayqn1PVZSLyV+A1TC12QRrPL4DfAa8C57rljwA3Au9J14lMvL9KROREVf03gIgcT+opUJ17pfqFwsDMDM49ogwkO3A2XXe7tzWcWYo9nn2Jli2zh/gMkjb+arDxWarap0eBqv4A6E/ag7mq+t6k5e+KyMuZHJjJoPIp4HdOHALYg3kW9MXrqnpYqgZF5KVMOjca6c+DvTfpJFWbIRLZh9MFLib348XahQDU5FmQ24cnPQXA/7Sa+vU9130dgMlvNweQ6+b9mSZXxXFJq0koMwvMiHvF0zb9PPtQu0TP7bSxP1afT8lOu+mdcEM03ySXPQttfYnT0o5bYTPiaK0PYhxu2rSDCaFCiqasY22tTUoeaVoY3/7F/R6Jf372dXuQFtZF2Ll+MisuTZEV2mJ6edubx0Y6lr6YFC4ckslbEFGfilGW+6ulmzBxAtCSyYGZeH+9ABwiIuWAZKBTy6Tcki/J5PF49h0UomlsKrE024eZzwM3O2FCgN3AxzM5MO2gIiKXdVsGQFV7tamoamvSvmFgUvJ5VHVD8j79QURmAL/HXOpimLvdNSLyHeAzWDwNwLdU9d6BnCOZgcxYBjvLSZZQMm3rrTUrAKivM6liRdsUAI4aby6RS0439emqZywI89y7vk7R6RbUVujcSoMaEvtfbMc8fZPNYoPKjVLWQctUu/aF21zVyVJbLqu1fjS91dJ+aIG1WVaYPtDRk12SE4ieVGP3z0l97Pu/J98a/3zWnIw0G7RMHJrAwJFmoIlXM0XJwKYyiiQVVX2ZhDCBqtanOSROJuqvpqTPhZhX2OvpDhKRL2HeA9sgbn1WYDCuyJ3AV1X1RREpA14QkQfdtqtV9WeDaDtnWbHRIvMDQ7zHk8wlS822+t7KhGPK4TOzF4PhyYTcSH0vIh9W1T+IyIXd1gOgqlelayMT9deV3Rr/Geailo4vAwtVdVcG+2aEqm4BtrjPDSLyOukjQ3OKwUg6N+y1oMeX6k1i2dxoZrAggG3GERbQtveAIrauNu+e8S+b1FH1W7PDBCGVW9fXABAuN6ljQlUDTa9bCpdxK0yqCbvSgq2VFvzY7hJJFuRbK/Uthbxy5ncH/H08Q8vfdyVMn2elTRNoPPk3H6Q6EJT05YJHSTnhwAmrrJdtGblzDmRqWwxkcgtuBNL6NA8UEakBDsOyJ58AfFFEPgo8j0kzb/R9tMfj8Qwjmon6a5j6krIPGpQ4eUhVn0ze5oz1acnEppIcWR8GqoHvpdg/EJvWAo+JyP8BceV6JuJTBn0qBW4H/ktV60Xkl65P6t6vpBcPNRE5HzgfYObMUe/R7PEMGWs3TWFMBpqMYtKpt0aTTQW4Fuie66u3dT3IRFJ5d9LnTmCbapfEU90JxKYN7pXvXpCFlPkiEsEGlD+q6h0AqrotafuvgXt6O9bl0LkB4MgjjxwF84LsUODqszzzhgmQQV2GPa1WnW/PLpNo87aYkTXcDiUHmxDZvM1UZE1/s/LHkyvMHhfeafmiqivN+L67oZiaByyorn28BT+GW1wtlnp7H3dNwv/i/he82mu08IOD7wDgE899AoBLp/wTgGPL145Yn/ZF0kkio+GBJCLHAccD1d3sKuWYUJGWTAaV76vqR7qd+Jbu6wJU9btun3NU9bZux52TSaf6Qsxa9FssFuaqpPVTnL0F4GwsEtTj8XhGBYqkdRkeJS7F+UApNjYk21XqSaTST0kmg8oByQuuSFfPouo9uRjoXlykt3X94QQsXcArSdGd3wI+ICKHYoN9LZaif5/hyu2WlmVLs90DLR2WLmXPJpNC8vbYBCOWb3Oh/L1CS62lYWG8svbLF3L4vVbNYNtj5vdQdqyl7QiqA+6qL0GWWvbWoqnmsrznWHsPaqRESwt46PHesxB7Rp4NjZZ5+pFmC7x+aNei+LZ96g8zEmSeUHJEUdXHsRpaNwWpuvpLqizFF2MP7CIRCXyUBStVeUOK404H3glME5H/TdpUTsK5aEC46M7efvlBx6R4PJ4Ex95/cfzz4nf8aAR7MnZIq/4aDfqvBM2uPPEBWCgJAKo68NT3qvoj4Eci8iNVvbiv/XqhDvPAOhMrRRnQgJWn9GSZaw//Y5fls5+0xNKFc2wMD2ZAzfdalb6CPUppHTx7U0Jl+uI7vw/AaR/+DAANb7a8oHWNJtGUlbSy447ZPfb35A4TCi1x7V/qrETGxKLGkezOPoWSXr01StRfAX8E/oLZ1D8HfIxEcHlKUkkq+6nqcuC23ip+qeqLvR2nqktE5FXg7ap6cyadGCl6S/44HEkbkyvJZZofzOMZSk4NdTN33jf4aoe5wHA+A9IJIqNLUGG8qv5WRL6cpBJ7PJMDU9lULsTcb6/sZVvKCmCqGhWR8SKSr6rtmXTEkz0Wlpkz3PZmS30eSCjltQnt4xN//3qvx8oEJ6FsrwQs6BGg8t3d/mgxPDnGX467vsvyKY+apHrBzEf5JV0HkcHW9vD0JK3L8CiwqSQRlAXdIiLvwjRQ0zM5MJX663z38fTuubpEpLCXQ7qzHnhSRP5BUqqXbMSpeDweT06hgqYZqEdZnMr3XTLJr2LxKeVkaL7IxPvrKXoGvPS2rjtBXZUQvYf8jyit7UuBmn4fF6iuGmOJZImVUzf2um+Qxr62MzEmL5yRsopnzhCoSx6MDcaZz+MZGR5x5SLe0sv0+Jn1CdvhMbOyk2jSEkqm2Wd06b+WuIz0e4GTAURkciYHprKpTMbyahWJyGEkvK7KsVQtKUmKVymzRR11VsENnQ3xzzXTt6TYM7sMtR3lkTrTE7dHzZW4dTzuPS91zQwgWmWBkvOv7eCBxZdx+sz/smPfdiR5Dw1PpUzP8PDwyaY0uPSVszl2SSffO+jO+LaaX+4buVlfaDft/PI2e17ujRZzVNHQZCzOpSzFwDoRuQ34VFJp4nsZZET9O7D8+dOBZJVVA+ZqnBIRORCra1/llncCH1XVZemOHQker13A5k7z4y8Uu9EOKtjGqg6zMezoNC+oD/Uic72ycTqTwzbN2B219yjC3LyeacKtdjjMmLaFus1T4+unThsbEoxn7PGOwg+x6keJ0LS1X7kwxd5jiy+/9IHsNZbWppK9U2WBV4AngCdE5FxVXUOGNZVT2VRuxoq0vFdVbx9Ap24ALlTVRwFE5C3Ar7EUACNOJ8KOmD30m4NShhnw270WHLitwwILz67o1QkOgGfbzEXwio1WlfO6OX8bUF/7S9H/mpG97OtbAVhXNi7jYx9Y3KV8Dp3TLZtx4dL18SCj1dccO/hOekYNyRJKQMQFzM757tiUTn9U+04A9rRYKqNWFzA8b/xO9laaImZ7exa19gqaxrkl3fZhRlX1OhFZAtwtIt8kW1mKVfV2Z/3vHgTTa5GuJEqCAcXt/5iIpKptv0+RzVr2Ho9n9JNj6i8BUNUnReQULGZlv0wOzCRL8fWYDeVk4DdY/pdnM2h7rYhciqnAAD4MDG15tX6wvb2CT778MQAOnWR1Rp6qNQPdgdPMvjK/bAcHFZsRfnWrueXWNpuBIuSSOP45djQAB7v9tnaaBFMVbuTeXVaPrDzfDPXPtZre9j9KzBlucrh0SHziH7/3GwAc9I9vA1AyZ++A65o8+JSlb0mOY5j35cWJHb40wE56RjWrLna2Nxf2POt3V4xcZ4aAtS/OAKBgtz3I28bZ//mljeW8OtFU1BMrG3o/eKDkVqDKO4MPqrpFRN5KhlqmTLy/jlfVg0Vkqap+V0SuBO7I4LhPAt91+wrwL+ATmXRqX2NHXaLOWPXUzSPYE4+n/7yjyHLLxtps8nTYS4ltVxzivQMBp/5KI6kMMjZIRL4HnIVFkW0HPq6qdS4R7zXYQNHs1veqtw8qP2L5FHvb5V/p+pHJoNLi3ptFZCqwC5idYn8AXJGs/8yg/RGhqTWf5hazpTy9vgaA6F5bXuY8516NTeXf48wtOKjVXlrcFj8eQGN27NJJNjAEaU2KIh1sWWLtHHiMpRh/qdn2PbbwmXg/Eqb67FN4Z0Vi4czBtfVg7DZOPT6RmiWQYDz7BtI5qlQzg2bNheZsUHOd83IrcgaNsMIa09JvzUvr5NoPhPR27kH/xj9V1UsBROQ/gcuwFCunA/Pd6xjgl+69N1JVfsyITAaVe0SkEvgp8CImpP0m3UEisgD4GhYMEj9PJgnJPB6PZ8wxxOotVa1PWixJOuNZwO9VVYHFIlLZrVxIchu/cu8DLoiUiaE+qPJ4u4jcAxS6oJh03AZcjw1A0YF2cKyzdtMUykKJRHJtW+ZQMGXsFU9Ktsn4gMl9hznXXEXxpsQM/NWf7sM5ZdOpt7KQGkdEfgB8lKSgRSzeMDlCe5Nb12NQ6ZZZvgeqmlb7lCr48T0pthFUXUxBp6r+Ml0HRgyBUMgG8s52V9Cs0Ma+vDwThdtawnG1V3S9SYW7Jzj342Y7Rgts31e31ABw6OE2IDR3RohWdc30/+8dpkqbkr8HgNNKrD5JufSMZ8kGz92Y3XgCr/Lad6k9v/dccZCwpaz92XG27332cIwWjS7Lc2+UrbH/cXulvbfNaqdjaju1H/0mNddnLwC0HxH1s0Qk2Y/7BlexFgAReQjoLbL9ElW9S1UvAS5xpUu+CHyb3vVqffXmhT7WZ0wqSeWMFNuU9Mb6u0XkC8CddK1Rvzvz7nk8nrHErN9dQV6xTbbWnLcPFXRTMvX+Wq+qfVpAVfVtGZ7xVuD/sEFlEzAjadt0LIVWb+0POrN8quDHwXpqfcy9J09xFJgzyHazgrQLWmtSSGiGzbSiHaaGat1pAVFEhY5OJ5kUuDui1WY0kXg1RTsmWmZSzsu1SYk8nTSz/NG5ALz9XTYBCdJANKlt70zSDpZMGVCxNY9nxNh4qXmaltbacp5LdddZbBPkxulOI1A1qBp9Q8IrV5o67oBvXg1A3rJ8lv3E1uXVZ1SSPXOGOEuxiMxX1VVu8Uxgufv8D+CLIvJnzEC/tzd7Sre2qoFvAovIVpGuwaKqKT3ERORUVX1wqM7vyS6ZJJCcfa1VSUj2FNqXUnp4+sd+d1xONGqTss6tRfH167701ZHqEmD3cbb7IICkiZhPtz0DfiwiCzGX4vWY5xdYzq53Aqsxl+JMBIagSNe7yFaRrmHgJ8CIDSoHTpnE81/v+sCb/XN7KOY12o0eq2lB1tvNHnLVBYKMLtFZ5mktW2wQz99hP2Vnk5NgimOQp9R+9mvcssrSmmzpsHQp08KWW6xARlWltyHFG+fHLjO+9xQAOz9vEou4/Hd7D3V/mib7b4jTBETbwxSWtjGaCKSTYGIEsPobCacC+WYWJkdDLKmo6nv7WK/ABf1sbkiKdA01Y8vx3ePxePoiE5vK6CL7RboCRKQYK9QyU1U/IyLzgYWqes9Ae+vIrZ94H6PmxkRajtpPfCPlvnP+xyWxzrIK2jP66VGG2NM36dRboyuh5JAW6boRczM7zi1vwmJQBjuoZBUROQ1LRRAGfqOqP+5vG+u+aHrUmpt+AkBhfiexeVYGpr2+q9uvOJ/y2Hgb0HWPZTmN1LtcQpWJO+TgAku9ckShuYrvcHVOikOBgT7G/OljIPW9kz1jlaPPIOsZOlb++igApN3dz6Xu+nc69W6ZLUvY/hMFRR2Iy503pcpC3ja2jY4ZyZDac3KknLCIhIH5TnBIjnfJiEyU+nNV9QqcOKSqLWRHdVWbhTaA+I/wCywdwSIsb82ibLU/GA6559KR7sKgqfn1T3tdP++nVzHvp746tMeTCaLpX6MBVY0yiMROmUgq7SJShFNXichckuJO+kJEzgH+qaoNIvLfWMWw7weJzFS1z+DKAXA0sFpV17pz/xlLTfDagFpzQZEKdLTYTxTUOggXuVmXG46jblIWK7FZWnvYbWgNUTHDZmHPtdYAcFapBUaucrUbmqIRjp81OqPnA5VXMKCs+kVfqYIS313d7zbW8kR50hBc7kL3J3FSfBDsF9pr/6H8aZadW0lk+d7TbI4wBcWBCn+MknmcymjhKRH5OeYB1hSs7CsRZTKZDCrfAf4JzBCRPwInkJlL2qWqepuInIhVkfwZqROZDYbe0hAMxXk8WSZZCqr9TN9R257RxSlv+SGQmaqjv8z6rdnz1n8qtS0v10gniYwWScURpLlPrpulwODjVFT1ARF5ATgWm5N8WVV3ZtCpwGDwLuCXqnqXiHwng+MGQkZpCETkfOB8gJkzZ/bZ2MxpuwAIS4x126y2gjg9cazTpWfpsFOKKyNMvs3Syl9J/KQFs+0nuOKvJpQVn/fn+LYPzktkKh7NBA/6ml9c2WNbZ2nXmSnut9Cwsv6TY+uB4OmdDX87iCIs2rG1qWsFVXGSa3iSc6GP2H9IVYjk2X+jscVslYX5Jqns3V469J0eESRnbCoAqtovO0oymXh/Payqp2Ah/93XpWKziPwKeBvwExEpYGgmNpBhGgKXQ+cGgCOPPHJ0zQtyhEyCIAMW/NCilFd+K7MkgjW/+hnhyjY0mhQ8+cF9KJWHpws1t/yY+R9LpKLK+VinHFJ/icgk4IfAVFU93dmoj1PV36Y7NlVCyUKs4uMEERlHQhooJ7MyIOcCpwE/U9U9IjKFrilbsslzwHwRmQ1sBs4DPjjQxv51iqlk3vvUF9i22SSTlklOT1zujCjBrKLVjZMuGWXJVpu9b39fCzNLrHLcXq0G4Lt/Oo8Vl+ZmltYFNzehz7/SZV3t578G9OFW+skMG+4IpJxBdM4z7DRNt6Df0qJd1De6AGGXiDXkvLw0Zv+NoNZTW4c9bma9/zW23mHltOd81rTWk+61/88zHbOAnlLPWCBtRP0oGlSAmzDP30vc8krMvpJ2UEklOXwWcyXez70Hr7swT6uUqGozVn3sRLeqE1jV9xEDR1U7sYyc9wOvA39V1WVDcS6Px+PpN5rha/QwQVX/iouecc/YjEqYpEooeQ1wjYh8SVWv7W+PROTbwJHAQmzEiwB/wAz9WUdV78Vy3HjGELN+e0UXXfP6T3tj/r7KU+sTuWhHq9dkSnJI/QU0ich4El6/x2IxK2nJxFB/rYgcSM9slb9Pc+jZwGFYtUhcreQBl6gcCV6pm0KRq6VWtsEFNb7fgiH3rLdSvUVbTG/TXGOybexT5sNQdP9EOv/DBMGpJ2watj4PFQ88e1mf0dN96bozsaXUfuFrXZbn/fX7RN+w20wLfW230Urex7cC0NBUTNQFOUYKTDXc2d71sRIY7AM34m13zqcgbPtu+I1p0nfvNmP+jPd1U7H+0JyQ5t2wmSyU+hhRJE0RriwklMwmF2LZjeeKyJNANfC+TA7MxFD/beAt2KByLxZg+G8g3aDSrqoqLnRWRErS7O/JIU6bcD4A/9x5Q5o9PZ7s89rGaQAsmrF5hHvSD3JIUlHVF0XkJEzTJMAKVc0omCiTOJX3AYcAL6nqJ5xXQNoa9cBfnfdXpYh8BjPd/jqTTo0WVr7vUg7K/zYA7fdXAtD5WBUAv6rHRwAAIABJREFUrnwK7ZZ4mMK6CCsu/QpnP2nJQF8bN5EzJi0F4Kol6RzlcoNAIgkGlKFg9bn/Tc3vLU1OYPBl99gz2uY6H5/5NABXvPJ2ws5AH8zD8/K7punp7DBpXiL21Gxtj9CGBQCXFFkc9c7d5kpc0e081S9a242HTGZX1PaZG9mVvS8yTGQSMT/KDPVgQeU12DhxuKv4m06YyGhQaVHVmIh0ikg5ZnxPW2hLVX8mIqcC9dhod9lYr58y53+v5JAjRroXY5u5V1lamDUX+jotnhwjhyQVEbkFmAu8TMJAr6TXUGU0qDwvIpWYlPEC0Ag8m2HfVmLp/B8SkWIRKVPVhgyPHRW0Of1wwwH2uxZvcjWtJ9j2oMpd+zibUa25fR4AOh6uePo0AMqXJs20zx3qHg89Q63yqv3oNwGLWwEg3+rSBAOKZ+T59IInAHj8jU/zxIr5AOSV2Z8h5lyJ1dkQguSRgcSiMaGwyGwob7xhWnHtI/CvYK9JPXWfbaNQTPuyJ1bQ676jnRxzKT4SWORqsfSLTAz1X3AfrxeRfwLlqro03XFO5XU+UIWNeNOA64GxoQvyeDye/pBDkgrwKjAZSFl2uDcyKtIlItOAWcH+IvJmVf1XmsMuwHRyzwCo6ioRmdjfDo40FSVW4XFHqemAo0UuSs95tLSPc6lJxtvMq22veS51zmmhstyObT0xMmz9HUvUfrarZ5hXeY0+Lp56H89stIDFQCIJh2xK3tLgnEWDVEbuLVLUybT3WBjZmqutooZGuk7jt/2XeX1Nu9VC22LRqfy49nQAtt+dSJ7xSq4Ir5lkIR5dg8oE4DUReZakBMKqmjZ7cSbeXz8B3o9l/E3WraUbVNpUtV0kEIElj9H2s3k8Hs9wkVuDyncGemAmksp/YJUe+1tU+nER+RZQ5Az2XwDu7m8HxxoLfuDyYV2Sm+lass3sP/wIgMKS9vi61882j7uaG5IyGJ/vgx49uU0ueX+5uvQDIpNBZS0WDd/fQeWbwKeBV7CUL/eSmSvyqGJPYzEAISeeR52NsLjOJLBGk/wJR0yIizlNV6wxQrjSyhC0rzdXyLzm0ZOF1OPJBotmbGbaKquWuH6JxY7EnCo4SAya54JYdbv9eULrC1h105HWQJNTe+V1faJO+p+nAMvtBFD+wHxq97P/ItOUNV/NQVVoDkgqIvJvVT1RRBro2iPBnK7K07WRyaDSDLwsIg/TVbf2nyk6FgKWquqB5Fhsimd4OPjuy9ynohHth8czbOTAoKKqJ7r3AWc/yWRQ+Yd7ZYyLa1kiIjNVdcPAujY6iLgaEB2uQl1sso2rLU5kmXWfuTnWvtu26zTbLnsi7FpnkZGhyeZq2d7uU/F25/A5lqU2P9Szrn3++Nbh7o5nAFw5z4JiL8k7G4D1D9QA0DTb/hvRvc6lvsCemjO//VT82LyJlsG7c/sOACRs/5FQhU2Io7vfACDSotTcnXQ/DGEp+SFBM3ApzlKaFhH5GvBToFpVd4oZtq8B3okJCR/vq4KjiFSlaltVd6c7fyYuxTen26cPpgDLnPdAcjnKAdc+Hm5atswGPjbk55l9baIA1rov5dq/JTMW/O17AHz1oIfcmpP6d/ztdvzK916azW55PMOCMDw2FRGZAZwKJE/mTwfmu9cxpK7AuxOrTxXM8pJ19koGge+p6qn8VVXPFZFX6EUwU9WD07T93XQnzwUWVtsM6qUts4FE/fWg6uGmk20WphUJCQVg8sIdbHvdPKgLlyVUPK993xvoAd43+2UA1jTbTLW5s2cqlpjTyYfCo0Av4OmTw2fa8+s+V0z1tmmWVuLrD34AgHCzC4Z0j6cdd+9H9RnLgYSEkldt0cSxqfafkTaTcvLGWXqkxqlC+cqe0mxOMTy38dXAN7ASJQFnAb93gYyLRaRSRKaoam8xKNdiuR6fBP4E/Lu/AZCpJJUvu/d396fBgMF4D+wrzP55zxK9Y42LlgaJTQ/J+Jjznw+kw/lZ74/HMyIMg/pLRM4ENqvqkiCUwzEN2Ji0vMmt6zGoqOqXnbrsLcBHgGtF5AGsJPy6TPqRqp7KFve+PpOGutOL9wBYPv7nga+q6qgviFAgES6abiVabis9GoD1TaZy3NFi6SXWbx0PQGiH2VhiVeb5smX9eCi0u6R5Rs9AvmQ0f+zPxC86+H4ADi20WW1DgQXGzSvcZstRW94dLWGdk16KXSqP1jYfPJpLnDPXUtQviFiQ4nsXfxaAiZVWNmJL3Ti4wIIbq39h9pWO/WzflmqTWMuXmgRDxB5R41/v7FF5NOfIzFA/S0SeT1p7gyuDDoCIPIRFunfnEuBbwNt72dab22mfvXGSyaMi8hJWRfd7WIHFjJyuUqm/ehsUkk+czrXsKqxO/K3YlzoP+zFWAL/DRkKPx+PZN8hsUFmfyu6sqm/rbb2IHATMBgIpZTrwoogcjUkmM5J2n449m3trpwRTl70fq6FyB3C4qm7sbf/eSCWplLmTXA5sBW7BBocPAZm4m52mqsnGoBtEZLGqXu6CIj0ej2efYSjVX6r6ChBPgyUitcCRzvvrH8AXReTPmIF+bx/2FLAs9Kswe8pqbKg7SkSOcue5I11fMnEpfke3weGXIvIMcEWa42Iici7wN7ecXDUsJ/Q9ockr4y4St+15PwBzS00sL84z1cy8Cqv0+EhoAQDjXcBj4E7cvbJhMlVzzTuv5YkJ2e34KOJzVU8C0OastCEniBeK/U5T8xq77F/XWcoxxWsA2NzcvbqGJ5eY7gIanznxesZPTVQ/nfuXH1D9C9PwSJ7LqZdvxvxoob13THHX3tmI8xo6iL35MB5+LEfnoyNbT+VezJ14NeZS/IkU+96GPZ/3c69kFJNcUpLJoBIVkQ8Bf3aNfoBEDrBUfAjzjb7OHbcY+LCIFAFfzOD4McFhX7C0LC9dN/a9vnbVTQegIWa3R0kolPVznPPU5wG47fhfZr1tz9Bx6+pj2NEZKDhOHtG+jBjDGPyoqjVJnxVL8JvJcR8f7LkzGVQ+iA0O12Bf+0m3LiXOEH9GH5v/nWkHRwsnlb0OwJ6opYroVAvSGh+x8jAl+5lL8SElpnr8YcNplD2WuoJyY4sZ94tyqsJM/8h3Xij53U2FblpWLC7YzdkSyyKNdLh/1yWz7gHg8SabML24Z9ZQd9eTRSpC5nzx18bxXdZX313E6v89FoD9fmx+QPqwGffrLzYDfjRix1auaAZAFr889B0eanJAPyMiKfPfqGravNApBxURCQMXqOpZ/ewbIrIAC7KZpKoHisjBwJmq+v3+tuXa+yk2SLUDa4BPqOoeEakBXsccAAAWq+rnBnIOT+4QlG2+84RfjHBPPJ7MyJGEkgNOzxKQclBR1aiIDLRA7q+BrwO/cm0tFZFbgQENKsCDwMWq2unS8V+MJa0EWKOqhw6w3Yw4ttDqYm+Nmh1kct5eAJ5sMlvKuEgz3znwLt7/tI1nR8zYRN2WeSnbnDfB7DGcs5P/e/P/DkW3h5VCJ3VU5Nkss007aHaBuaVirqIdaqqxRnXpbzDrZARTlUUkxAQ3ww0SMZxVtgSAXR12v69pHLs2qLFEY8yk9x//4jwAmo41qSN6YoyylXavdNZ1tRdP+9FTdOfB2G1D2c1hYbgi6geLqg46aD0T9ddLznvgNrqmW0lnsClW1We7BeEMOCRWVR9IWlxMV8O/x+PxjF6UnEgoKSLfUNUrRORaes+k0mci4YBMBpUqYBfw1uS2Se8FsFNE5gYdE5H3MYDSlH3wSeAvScuzXaBOPfDfqvpEbweJyPlYiWNmzpyZpa4kqLnuZxxzWNab9aTgjCe+BMDdb7p2hHvi8aRmuBJKDpLX3fvzKfdKQSYJJVO5n6XiAuAGYD8R2QysAz6c6oBU0aKqepfb5xJM4vmj27YFmKmqu5yq7u8icoCq1vfyXW5wfeLII4/s17ygeupmAJo2TbHlfFN//avR1Da3PHECAPUdZnxf/VQNHAOrLurb62ssqLySiTr3z6hTaeURpnpq14QMHXVdB/MOd0yBk2g7iBFyqrDAiL/buSOPyzNB+ZTx5tZ9/44Dsv4dPNkjcL6QU0xlPKXQ1GFF15RT9yZzYlnzP2awn/tfi3scPxbUXl3IAUlFVe927zcDiEiZLWpjygOTyKSc8HQsydgJ2Nf+N/BlVd2U6jjn/fU2F6EZUtW0Pk59RYsm9eVjWC6yU4IkZ64iZZv7/IKIrAEWMIiR1pM9VmycCkDUPWCmh336f8++SS7VqBeRA7GA9ypblB3AR1V1WbpjM1F/3YilWjnHLX/YrTu1j8706pIW2FYycUnr4/jTMMP8SaranLS+GtjtnArmYFkIhyyvWM100+A9UrsQgE2tlkV18lwz5O9sshlY4fah6sHopc2FL8VSJDXdHbPss81q0sjUsL2XBsb5WCuNsa51VELu3zgz3xwbNrSboT4vNDr0BZ7eCe6H6OOWL2/TwSapLNAOWibbNY25vHd5U00D0N1wP2bIEZtKEjcAF6rqowAi8hbM+er4dAdmMqhUq+qNScs3ich/pdg/cElbCBxFosDXGcC/MjhfX/wcKAAedANU4Dr8ZuByEenEgjI/l0khmf7StsXKCIQlCOjzM26Ppzeatvh4ot5Ia1MZXYNKSTCgAKjqY07rlJZMBpWdIvJhLBcMWET9rr52DlzSXLrkwwO1l4h8B/MgGxCq2qt/rqreDtw+0HYHSqHYjHv/kq0A/H97dx5uV1Xecfz7yyUDEAiRBISEkIBhLkYIyCCUog9IbBu1AnEEaUWoVO0jfZRSeRBKURwoSotii0GQUYZSfCjIUFCGAAlJSIBIyGBjIglKoggZ79s/1jr3Hq733HNu7pnv7/M8+7n77L3P3u/dd1hnrb3Wu/bcNpVjMx89Jh2w75Y+MxO3o2vXHQTAR3ZM2WT/EPCbzlQD2T7fr8Jf1q4dqeY6XOlXcFPuYjxyyIiu9c5I71mbZ9ncOad0WbqhK8WRtYCjTk0DF3++Is1J9NLJO9K5U/oZT7w5/SctrqG03bOUgtaqqSyR9GVSExikFqqKUt9XkkfjDOAUUlLJX5O68p5RwfsmkAYqFmwEJlYSlJlZu1GUX5rIGXRnKb4jr1fUaauS3l+/BLZmCuDrgCcl3UEqgz8AbO3UxA03fLf0mKbQDPb2Yam9eKhSD7xbXz0MgFOOmMVlb2/TT1plnLt/mjPlhsUpDefeQ1ez85D0fGRU/vgyItdMCj2DXouNbzrHdkVp5QrHrI+UdPDXm9Lzqw2d6RxzFhU1sxxdtW/DBujlLelnWvjE+tDSNNnaptfTz3HkKvHadmnvxlHpZ7zNMe3dF18B6uy71GiSLsUARMSrwGcBJI0G1lY6A2TZmoqk8ZLukLRa0suSbss9wsoFdQmptHsVWEtKq3JpJUGZmbWdqGBpMEkXSNovrw+X9CApu/HLkvrsnVtQSfPXD0gP23cnTUH533lbqaDmFNYjYnZEXJGXZ3o7xsxsMGiR5q9T6c6jeBqpjNgF+FPgXyo5QS16f+0vaX4f+wW07EQZqzvfALoH5m2KlNPq/TvN5qg9m36G5Lp4ZF3Kh/bWndcy9/XuwY6f3vfhku+58oWUsGFUx+sct10aMDm0xyyoL61PD+jnrE2T2B3wtl9xz7FXVC9wq4oHX099aiYPS1NFb1yXOlqMGbcWgPUdY8jjYxn1VPcD+nuWfKOOUdZZHeaor5KNRc1cJwI3RsQW4HlJlZQX1e/9xR9P7NKbSuZjMTNrH81REylnQx74+DJp4pviLqxV61J8BmmMyOWk2/IYffT+iojlpfa1gz3GvXlwVtmRQIPQdw+9rmv9+D6OK3bOfg92rV/63DQARnWkWuHqTTsCcM+KAwAYve3rWPPad1j6G1nbmeYe2mZk7hq+MM2r0rEjDP9Nqukv+eQ4Fn25/Sewg9bIUgx8jjRb71jgWxGxFEDSNGB2JSeoZe8vMxtE3n186odz4TUNDqRZtcA4lYiYRcrXOAL4K0n/SHc58UIl56gk99e1pFxfa/Pr0cA3I6KSsSpm/fa9R9N0sxP2Srluli8fm3Z0pmcsv2EUy//mHxoSm5W399BCTTJ9nbrnLwGY05E6jW5cO5zhv66oeb59RFTQpbgJSpVud5J67c4h51akwmKvkp/swYUCBVL/ZUnt3ancBo2Tdk1z3t/zsue8t9pplUm6ioyPiPduzRsrKVSGSBqdB8Mg6S0Vvs9sqyz7lGshrWjYiyll0cbceWjXjpSiZ9qY1Bn0wB1Wdh17wUF3Mei0QPNXkcck/UlEPNvfN1YyTuWb+QIXS7qI9KD+sv5eyMxs0ArQlr4XBtilWNKFkn4laW5ephXtO0/SYkmLJJ1YweneBczOx8+X9GyZoSJdKnlQ/0NJT5M68gj4YEQ8V8nJzcwsqVPz1+UR8aYBP5IOAGYAB5IGsd8vaZ88/qSUk7Y2gIqasXIh4oLE2o6fpVRPvJG6gBc+cG/K/7OO2nZZ19fJ41f28s5BolzqrMpSa22N6cBNeULDpZIWA4cDj5cOZeuHhvjZiLWMKT/5ctf63PddPKBzHfCPl3etP/cvg2OchDVWnUbUnyPpE6SZb7+Qn4WPA4rna16Rt9WECxUzq4pF/5rmSxmRZ3ndlOss66OSR7dtroLcXnn/nvlxQ8HVEXF11zHS/cBbe3n7+cBVwMXpalxMeh5+BvTId9QVUW24ULFBZb/bLwJgSNcEpWZ1Ulnz1/KIKDnYPCIqyhQs6fvA3fnlCmCPot3jgZq1Q7pQsZYx0CavYp1Tf88LH7ygaucz2G6HNEZuff7nOTx/Pt69A3befUWjwmoK9RinImm3iCjkkfoAsCCv3wXcIOlbpAf1k4EnB3a10lyomNmATLzuqwBsv2ODA2lydXimcpmkKaSmrWXApwEiYqGkW0idrTYDnynT82tAXKjYoOLaSe2cNnkW0P1MpbPJRvM1VADl0rAMsPdXRHy8j32XAJcM6AIVcqFiZlYPrTWifqu1TLeMKo8WNTOrK3VG2aUdtFpNpVqjRc2sSt75tmUAjB/2W6D7k+rQ1vnMWnuVdyluee3wU+8aLZonlCmMFjUzax5RwdIGWq2mMqDRopLOBM4EmDBhQm+HmFk/vXXEOqB7TvpCl+L1sZmJ41eVfN/gEqjMg/hy+1tFU9VUJN0vaUEvy3TSaNG9gSnAKtJoUejHaNGIuDoipkbE1LFjx9bkezAz60kB2hJ9L36mUn2tMFrUzN7sinfcCMABd14IwIkTu2edvXx8IyJqUu791Vwk7Vb0sudo0RmShkuaRI1Hi5pZ5SZdfymTrr+00WE0h4jySxtoqppKGU0xWtTMevfuCS8C8Oiv9wJgzSvOr1asbPNWdbIUN1zLFCrNMlrUzKzfom6p7xuuZQoVM7OW1rhJuurKhYqZVcV3DvlRo0NoYuV7d7VLl2IXKmZmtRa4pmJmZlVU7pmJn6mYmVmlBsuIehcqZma1FkBnmapIuf0twoWKmVk9uPnLzMyqQZUklGyTPC0uVMzMas3NX2ZmVlVluxTXJ4xac6FiZlYPfqZiZmbVMli6FLdM6nszs5YVAVs6yy8DJOnvJC2StFDSZUXbz5O0OO87ccAX6oNrKmZm9VC2JjKwmoqkPwOmAwdHxAZJu+TtBwAzgAOB3YH7Je1TqylCXFMxM6uH2k/SdTbw1YjYkC4Xq/P26cBNEbEhIpYCi4HDB3qxUlyomJnVWn2av/YBjpE0S9LDkg7L28cB/1d03Iq8rSbc/GVmVg9RptBINZU9JT1dtPXqiLi68ELS/cBbe3n3+aT/56OBI4DDgFsk7QWot6v1J/T+cKFiZlYPlaW+Xx4Rf1n6kHhPqX2SzgZuj4gAnpTUCYwh1Uz2KDp0PLCy4rj7yc1fZma1Vknz18BH1N8JHA8gaR9gGPAKcBcwQ9JwSZOAycCTA71YKa6pmJnVQ+0n6boGuEbSAmAjcFqutSyUdAvwHLAZ+Eyten6BCxUzs/qocaESERuBj5XYdwlwyYAuUKGWKVQk3Qzsm1/uBKyNiCmSJgLPA4vyvici4qz6R2hmVoITSjafiDi1sC7pm8C6ot0vRcSU+kdlZlaJcKHSrCQJOIX8QMrMrOkF0Fmmeas9ypSW7P11DPByRLxYtG2SpGfygJ9jSr1R0pmSnpb09Jo1a2ofqZlZFtFZdmkHTVVT6WtgT0T8V17/MHBj0b5VwISI+I2kQ4E7JR0YEb/reZI8iOhqgKlTp7ZHSlAzawFRfsS8m7+qr6+BPQCStgE+CBxa9J4NQCHXzWxJL5HSFTzd60nMzOptED2ob7Xmr/cAL0TEisIGSWMldeT1vUgDe5Y0KD4zs97VPqFkU2iqmkoFZvDmpi+AY4GLJG0GtgBnRcRv6x6ZmVkJQRBlaiJR7kF+i2ipQiUiTu9l223AbfWPxsysQkH5Zyp+UG9mZpWJCrIUu1AxM7NKRPnmrfAzFTMzq1Rs6TuHYw1zPNaVCxUzsxrrZAudnZsYkjqq9mp9vAawtm5B1UirdSk2M2s5uzKelSzv85hlKSfuFXUJqIZcqJiZ1dgSnhu9gpfoLPEw/nd5FEREzK5nXLXgQsXMrMYiYu0ujGMly3rdv4TnebVj9dT6RlUbLlTMzOqgVG2lUEvZvHlzy9dSwIWKmVldlKqttFMtBVyomJnVTc/aSrvVUsCFiplZ3fSsrbRbLQU8TsXMrK6W8NzokYx6dWTsCLRXLQVcqJiZ1VVErN1bBzKPx+js2NJWtRQAtUu+mf6StAb4A/BKo2PpYQyOqRLNGBM0Z1yOqTJ9xbRnRIyt1oUkjQJOiYjvV+uczWLQFioAkp6OiKb6pOCYKtOMMUFzxuWYKtOMMbUiP6g3M7OqcaFiZmZVM9gLlasbHUAvHFNlmjEmaM64HFNlmjGmljOon6mYmVl1DfaaipmZVZELFTMzq5pBWahIeq+kRZIWS/pSA+NYJulZSXMlPZ23vUXSTyW9mL+OrkMc10haLWlB0bZe41Dy7Xzv5ks6pI4xXSjpV/l+zZU0rWjfeTmmRZJOrFFMe0h6SNLzkhZK+lze3rB71UdMDbtXkkZIelLSvBzTV/L2SZJm5ft0s6Rhefvw/Hpx3j+xjjHNlLS06D5Nydvr8nveliJiUC1AB/ASsBcwDJgHHNCgWJYBY3psuwz4Ul7/EvC1OsRxLHAIsKBcHMA04B5AwBHArDrGdCFwbi/HHpB/jsOBSfnn21GDmHYDDsnrOwC/yNdu2L3qI6aG3av8/Y7M60OBWfn7vwWYkbd/Fzg7r/8t8N28PgO4uQb3qVRMM4EP9XJ8XX7P23EZjDWVw4HFEbEkIjYCNwHTGxxTsenAtXn9WuD9tb5gRDwC/LbCOKYDP4zkCWAnSbvVKaZSpgM3RcSGiFgKLCb9nKsd06qImJPXfw88D4yjgfeqj5hKqfm9yt/va/nl0LwEcDzw47y9530q3L8fA++WpDrFVEpdfs/b0WAsVMYB/1f0egV9/xHWUgD3SZot6cy8bdeIWAXpHwawS4NiKxVHo+/fObk54pqipsG6x5SbaN5B+sTbFPeqR0zQwHslqUPSXGA18FNSjWhtRGzu5bpdMeX964Cdax1TRBTu0yX5Pl0uaXjPmHqJ1/owGAuV3j4BNapf9dERcQhwEvAZScc2KI7+aOT9uwrYG5gCrAK+2YiYJI0EbgM+HxG/6+vQXrbVJK5eYmrovYqILRExBRhPqgnt38d1GxKTpIOA84D9gMOAtwBfrGdM7WgwFiorgD2KXo8HVjYikIhYmb+uBu4g/fG9XKhm56+rGxFbH3E07P5FxMv5H0Mn8H26m23qFpOkoaR/3j+KiNvz5obeq95iaoZ7leNYC/wv6bnETpIKmdGLr9sVU94/isqbPgcS03tz82FExAbgBzToPrWTwVioPAVMzj1RhpEeDN5V7yAkbS9ph8I6cAKwIMdyWj7sNOC/6h1bViqOu4BP5N4xRwDrCk0/tdajTfsDpPtViGlG7kU0CZgMPFmD6wv4T+D5iPhW0a6G3atSMTXyXkkaK2mnvL4t8B7Ss56HgA/lw3rep8L9+xDwYERUtVZQIqYXij4MiPSMp/g+NeT3vOU1uqdAIxZSz45fkNp5z29QDHuReuHMAxYW4iC1JT8AvJi/vqUOsdxIaiLZRPqE9tel4iA1C/xbvnfPAlPrGNN1+ZrzSX/0uxUdf36OaRFwUo1iehepCWQ+MDcv0xp5r/qIqWH3CjgYeCZfewFwQdHv/JOkzgG3AsPz9hH59eK8f686xvRgvk8LgOvp7iFWl9/zdlycpsXMzKpmMDZ/mZlZjbhQMTOzqnGhYmZmVeNCxczMqsaFipmZVY0LFWsJkl7LX3eX9ONyx/dxns9L2q6f75kp6UPlj+x3LI/lrxMlfWQr3n+6pCurHZfZQLhQsaZTNOr6j0TEyogYyD/4zwP9KlRqJSKOyqsTgX4XKmbNyIWKDZikT+SEfPMkXZe37Snpgbz9AUkTymyfKelbkh4CvpYzHjwu6SlJFxdda6LyHCv5k/rtkv5HaY6Oy4qOu0rS03rz3BmfBXYHHsrXQdIJ+TpzJN2ac2j19b2+W9IzSvPgXFNIQKg0N85X8nmelbRf3j5WaY6VOZK+J2m5pDF5XyFr7leBY5Tm8/j7njUQSXdLOi6vf1LSLyQ9DBxddMxYSbfl+/WUpK59ZnXV6NGXXlp7AQ4kjcwek18XRpP/N3BaXj8DuLPM9pnA3eS5PchpMvL6Z4DX8vpE8hwrwOnAElKuqBHAcmCPHnF0kPI8HZxfLyuKdQzwCLB9fv1F8kjrHt/jTFL6kBGkzLX75O0/JCVwLJz37/L63wL/kdevBM7L6+8ljX4vXL/wPR0H3F10vdOBK4te352P2Q34JTCWNBfQo4XjgBuAd+X1CaS0LQ3//fAy+BbXVGygjgd+HBGvAEREIRGas0DcAAAFjklEQVTgkaR/dJBShryrzHaAWyNiS14/mpSqpXBcKQ9ExLqIWA88B+yZt58iaQ4pNceBpMmpejoib39UKSX6aUXv782+wNKI+EV+fS1pMrGCQoLJ2aTCD9L3dxNARPwP8Gof5y/nncD/RsSaSHMB3Vy07z3Alfn7uAvYsZBbzqyeSrZdm1VIVJYSvNQxxdv/UOF7im0oWt8CbJMTJZ4LHBYRr0qaSapl9CTSvBofruA6heMriWUL3X9bWzPZ1Gbe3DRdHHupezIEODIi3tiK65lVjWsqNlAPkGoFO0Oarz1vf4yUARrgo8DPy2zv6dEex/XHjqQCap2kXUnz1RT8njTtLsATwNGS3pZj307SPn2c9wVgYuF44OPAw2Vi+TlwSj7/CcDoXo4pjglSU9oUSUMk7UF3OvZZwHGSdlZKd39y0XvuA84pvFCea92s3lyo2IBExELgEuBhSfOAQvr1zwKflDSf9M/3c2W29/Q50sRlT5GemfQnpnmkZq+FwDWkAqrgauAeSQ9FxBrS84sbczxPkCZsKnXe9cAngVslPQt0kuZa78tXgBNyU9xJpMzLv+9xzHxgc+7o8Pc53qWk7LjfAArTBa8izT3/OHB/YXv2WWBq7gDxHHBWmbjMasJZis1qKPcO2xIRmyUdCVwVafZBs7bkZypmtTUBuEXSEGAj8KkGx2NWU66pmJlZ1fiZipmZVY0LFWuYPDr+jTy2oue+CyWd24i46k3SFEnTil6fKmmxpLsbGZfZ1nChYo32Ui0fXEvqqNW5q2gKaV55ACLiZuBvGheO2dZzoWJNQ9L5khZJup80er2wfe+c32u2pJ8V5dXaW9ITOdfVRerOZHycpIck3QA8K6lD0tfzcfMlfbro3P9QtL2QI2x7ST/JXXwXSDq1j5gPlfRwju1eSbvl7Z/K552Xc3Jtl7efnM85T9IjkoYBFwGn5txfJa9l1grc+8uagqRDSYMd30H6vZxDSncCaWzJWRHxoqR3Av9OSg9zBXBFRNwoqee4jMOBgyJiqaQzgXURcVju4vuopPuAyXk5nDTy/S5Jx5Jya62MiPfl2HodJ5MHIH4HmB4Ra3KBcAkpp9ntEfH9fNw/A3+dj70AODEifiVpp4jYKOkCYGpEnNPbdcxaiQsVaxbHAHdExOsAku7KX0cCR5EGHBaOHZ6/Hgm8P6/fQBooWPBkRCzN6ycAB6t7TpRRpMLkhLw8k7ePzNt/BnxD0tdIiR5/ViLmfYGDgJ/m2DpIgxsBDsqFyU75vPfm7Y8CMyXdQneuMLO24ULFmklv/duHAGu34rlLcR4xkTII31t8gKQTgUsj4ns935xrTtOASyXdFxEX9XINAQsj4she9s0E3h8R8ySdTsoyTESclWtb7wPmOp2KtRs/U7Fm8QjwAUnb5uy6fwEQEb8Dlko6GUDJ2/N7ngD+Kq/P6HnCIvcCZ+fmKiTtI2n7vP2MXBtC0jhJu0jaHXg9Iq4n1X4OKXHeRcDYPFIeSUMlHZj37QCsytfsyl0mae+ImBURFwCvAHvwx7m/zFqWayrWFCJijqSbgbmkeVGKm5w+Clwl6Z+AoaRU8vNIszheL+kLwE+AdSVO/x+kVPRzlNqp1pBqEfdJ2h94PDdfvQZ8DHgb8HVJncAm4OwSMW/MTWrfzs9dtgH+lZRz7MukBJDLSTm8CoXG1yVNJtVyHsjfxy+BL+Wu1Zfm3l9mLckj6q1hJE0kPbM4aCvfvx3wRkSEpBnAhyNiehVDbBilmR7PjYg/b3QsZv3h5i9rpC3AqN4GP1boUNJzifmk2Ra/ULXIGij3Ivt3Bjahl1lDuKZiVgFJdwCTemz+Ys+H/2aDnQsVMzOrGjd/mZlZ1bhQMTOzqnGhYmZmVeNCxczMqsaFipmZVc3/AzUEUBwu+nHfAAAAAElFTkSuQmCC\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "(ds.nSoilMineralization.isel(time=-1)- ds2.nSoilMineralization).isel(time=-1).plot(robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:              (lat: 96, lon: 144, time: 100)\n",
+       "Coordinates:\n",
+       "  * lon                  (lon) float32 0.0 2.5 5.0 7.5 ... 352.5 355.0 357.5\n",
+       "  * lat                  (lat) float32 -90.0 -88.10526 ... 88.10526 90.0\n",
+       "  * time                 (time) float64 80.0 180.0 280.0 ... 9.88e+03 9.98e+03\n",
+       "Data variables:\n",
+       "    IGBP_PFT             (time, lat, lon) float64 nan nan nan ... nan nan nan\n",
+       "    landarea             (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cellMissing          (time, lat, lon) float64 nan nan nan ... nan nan nan\n",
+       "    cellid               (time, lat, lon) float64 nan nan nan ... nan nan nan\n",
+       "    cLITm                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cLITs                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cMICr                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cMICk                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cSOMa                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cSOMc                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cSOMp                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cHresp               (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cSOMpIn              (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cLitInput_metb       (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cLitInput_struc      (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cOverflow_r          (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cOverflow_k          (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nLITm                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nLITs                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nMICr                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nMICk                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nSOMa                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nSOMc                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nSOMp                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    DIN                  (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nLitInput_metb       (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nLitInput_struc      (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    thetaLiq             (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    thetaFrzn            (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    fW                   (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cresp                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cnpp                 (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cgpp                 (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cleaf                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nleaf                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cwood                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nwood                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cfroot               (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nfroot               (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    clitmetb             (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nlitmetb             (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    clitstr              (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nlitstr              (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    clitcwd              (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nlitcwd              (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    csoilmic             (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nsoilmic             (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    csoilslow            (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nsoilslow            (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    csoilpass            (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nsoilpass            (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    tairC                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    tsoilC               (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cLitInptMet          (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cLitInptStruc        (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cpassInpt            (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    fT                   (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nLitInptMet          (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nLitInptStruc        (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nMinDep              (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nMinFix              (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nMinUptake           (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nMinLeach            (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nMinLoss             (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nLitMineralization   (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nSoilMineralization  (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nSoilImmob           (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nNetMineralization   (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nMineral             (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cTOT                 (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cMICtot              (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    relMIC               (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    specRESP             (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    MICrK                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nTOT                 (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cnTOT                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cnMIC                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cnLIT                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    NEP                  (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cVEG                 (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cECO                 (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nVEG                 (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    nECO                 (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cnVEG                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    cnECO                (time, lat, lon) float32 nan nan nan ... nan nan nan\n",
+       "    d_cnpp               (lat, lon) float32 nan nan nan nan ... nan nan nan nan\n",
+       "    d_cTOT               (lat, lon) float32 nan nan nan nan ... nan nan nan nan\n",
+       "    d_cSOMp              (lat, lon) float32 nan nan nan nan ... nan nan nan nan\n",
+       "    d_cSOMc              (lat, lon) float32 nan nan nan nan ... nan nan nan nan\n",
+       "Attributes:\n",
+       "    title:       MIMICS model output\n",
+       "    comment:     NOTE: None of the variables are weighted by land fraction!\n",
+       "    history:     created on 02/04/2021 07:26:51\n",
+       "    source:      MIMICS Model\n",
+       "    parameters:  ./pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv
" + ], + "text/plain": [ + "\n", + "Dimensions: (lat: 96, lon: 144, time: 100)\n", + "Coordinates:\n", + " * lon (lon) float32 0.0 2.5 5.0 7.5 ... 352.5 355.0 357.5\n", + " * lat (lat) float32 -90.0 -88.10526 ... 88.10526 90.0\n", + " * time (time) float64 80.0 180.0 280.0 ... 9.88e+03 9.98e+03\n", + "Data variables:\n", + " IGBP_PFT (time, lat, lon) float64 nan nan nan ... nan nan nan\n", + " landarea (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cellMissing (time, lat, lon) float64 nan nan nan ... nan nan nan\n", + " cellid (time, lat, lon) float64 nan nan nan ... nan nan nan\n", + " cLITm (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cLITs (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cMICr (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cMICk (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cSOMa (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cSOMc (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cSOMp (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cHresp (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cSOMpIn (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cLitInput_metb (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cLitInput_struc (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cOverflow_r (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cOverflow_k (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nLITm (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nLITs (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nMICr (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nMICk (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nSOMa (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nSOMc (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nSOMp (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " DIN (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nLitInput_metb (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nLitInput_struc (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " thetaLiq (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " thetaFrzn (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " fW (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cresp (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cnpp (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cgpp (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cleaf (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nleaf (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cwood (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nwood (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cfroot (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nfroot (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " clitmetb (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nlitmetb (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " clitstr (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nlitstr (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " clitcwd (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nlitcwd (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " csoilmic (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nsoilmic (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " csoilslow (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nsoilslow (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " csoilpass (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nsoilpass (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " tairC (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " tsoilC (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cLitInptMet (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cLitInptStruc (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cpassInpt (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " fT (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nLitInptMet (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nLitInptStruc (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nMinDep (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nMinFix (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nMinUptake (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nMinLeach (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nMinLoss (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nLitMineralization (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nSoilMineralization (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nSoilImmob (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nNetMineralization (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nMineral (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cTOT (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cMICtot (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " relMIC (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " specRESP (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " MICrK (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nTOT (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cnTOT (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cnMIC (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cnLIT (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " NEP (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cVEG (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cECO (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nVEG (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " nECO (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cnVEG (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " cnECO (time, lat, lon) float32 nan nan nan ... nan nan nan\n", + " d_cnpp (lat, lon) float32 nan nan nan nan ... nan nan nan nan\n", + " d_cTOT (lat, lon) float32 nan nan nan nan ... nan nan nan nan\n", + " d_cSOMp (lat, lon) float32 nan nan nan nan ... nan nan nan nan\n", + " d_cSOMc (lat, lon) float32 nan nan nan nan ... nan nan nan nan\n", + "Attributes:\n", + " title: MIMICS model output\n", + " comment: NOTE: None of the variables are weighted by land fraction!\n", + " history: created on 02/04/2021 07:26:51\n", + " source: MIMICS Model\n", + " parameters: ./pftlookup_LIDET-MIM-REV_CN_desorb2xKO4_micCN_FI30.csv" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python (conda-analysis)", + "language": "python", + "name": "analysis" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/analysis_code/MIMICS_CNglobal.ipynb b/analysis_code/MIMICS_CNglobal.ipynb new file mode 100644 index 00000000..9dc6cc23 --- /dev/null +++ b/analysis_code/MIMICS_CNglobal.ipynb @@ -0,0 +1,456 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### MIMICS-CN, global results\n", + "- reads in MIMICS results from Melannie's test simulations\n", + "- /project/tss/bgc01/melannie/git_CASACLM/biogeochem_testbed_1.1/GRID_CN/MIMICS/OUTPUT_CN/SPIN\n", + "- compares to C-only version\n", + "- /project/tss/wwieder/CASACLM/GRID/OUTPUT_GRID_CRU_NCEP/CASACNP_post_ADSPIN_c &\n", + "\n", + "- plots zonal distributions of fluxes" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import numpy as np\n", + "import pandas as pd\n", + "#import cartopy \n", + "#import utils\n", + "import warnings\n", + "warnings.simplefilter(\"ignore\", category=RuntimeWarning)\n", + "\n", + "# some resources for plotting\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.colors as colors\n", + "import matplotlib.lines as mlines\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dIN = '/project/tss/bgc01/melannie/git_CASACLM/biogeochem_testbed_1.1/GRID_CN/MIMICS/OUTPUT_CN/SPIN/mimics_pool_flux_5000.nc'\n", + "dINmimVeg = '/project/tss/bgc01/melannie/git_CASACLM/biogeochem_testbed_1.1/GRID_CN/MIMICS/OUTPUT_CN/SPIN/casaclm_pool_flux_5000.nc'\n", + "ds = xr.open_mfdataset(dINmim, decode_times=True)\n", + "dsMIMveg = xr.open_mfdataset(dINmimVeg, decode_times=True)\n", + "\n", + "#combine relevent data from casa history files to MIMICS data\n", + "ds['cnpp'] = dsMIMveg['cnpp']\n", + "ds['cgpp'] = dsMIMveg['cgpp']\n", + "\n", + "# sum soil C & N pools\n", + "ds = utils.sum_pools(ds, 'mim')\n", + "ds['cTOT'].plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### All soil C is in the tropics\n", + "### total C:N is very low" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ds['cnpp'].where(ds.cnpp>50).plot(robust=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define function for printing global sum" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "def globalSum ( varIn, area=ds.landarea *1e6, time=1, conversion=1e-15, units=None ):\n", + " \"Global weighted sum of fluxes & states\"\n", + " temp = varIn * area \n", + " temp = temp.sum(dim=('lat','lon')) * conversion\n", + " print(varIn.attrs['long_name']+' '+str(np.round(temp.values,1))+' Pg C')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "gross primary production [118.6] Pg C\n", + "net primary production [43.1] Pg C\n", + "sum of MIMICS SOC pools [2690.4] Pg C\n" + ] + } + ], + "source": [ + "globalSum(ds['cgpp'])\n", + "globalSum(ds['cnpp'])\n", + "globalSum(ds['cTOT'])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "ConlyIN = '/project/tss/wwieder/CASACLM/GRID/OUTPUT_GRID_CRU_NCEP/MIMICS_SPIN_b/'\n", + "Ccas = ConlyIN+'casaclm_pool_flux_9000_9980.nc'\n", + "Cmim = ConlyIN+'mimics_pool_flux_9000_9980.nc'" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "dsC = xr.open_mfdataset(Cmim, decode_times=True)\n", + "dsCveg = xr.open_mfdataset(Ccas, decode_times=True)\n", + "dsC['cnpp'] = dsCveg['cnpp']\n", + "dsC['cgpp'] = dsCveg['cgpp']\n", + "dsC = utils.sum_pools(dsC, 'mim', 'False')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "gross primary production 118.6 Pg C\n", + "net primary production 48.9 Pg C\n", + "sum of MIMICS SOC pools 1470.2 Pg C\n" + ] + } + ], + "source": [ + "globalSum(dsC['cgpp'].isel(time=0))\n", + "globalSum(dsC['cnpp'].isel(time=0))\n", + "globalSum(dsC['cTOT'].isel(time=0))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dsC['cnpp'].where(dsC['cnpp']>50).isel(time=0).plot(robust=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### difference in NPP (CN-C)\n", + "- most notably in boreal forests.\n", + "- somewhat int tropcs" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NPP difference (CN-C) [-5.9] Pg C\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dNPP = ds['cnpp'] - dsC['cnpp'].isel(time=0)\n", + "dNPP.attrs['long_name'] = 'NPP difference (CN-C)'\n", + "globalSum(dNPP)\n", + "dNPP.plot(robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total SOC difference (CN-C) [1220.2] Pg C\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dSOC = ds['cTOT'] - dsC['cTOT'].isel(time=0)\n", + "dSOC.attrs['long_name'] = 'total SOC difference (CN-C)'\n", + "globalSum(dSOC)\n", + "dSOC.plot(robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "var = ['cHresp','cnpp', 'cgpp']\n", + "varLong = ['Rh_mim','npp', 'gpp']\n", + "\n", + "# sum up fluxes\n", + "ann_flux = ds * ds.landarea *1e6\n", + "for i in range(len(var)):\n", + " ann_flux.get(var[i]).attrs['units'] = 'gC y-1'" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "nan\n" + ] + }, + { + "data": { + "text/plain": [ + "\n", + "Dimensions: (lat: 96, time: 1)\n", + "Coordinates:\n", + " * lat (lat) float32 -90.0 -88.10526 -86.210526 ... 88.10526 90.0\n", + " * time (time) float32 5000.0\n", + "Data variables:\n", + " IGBP_PFT (lat) float64 dask.array\n", + " landarea (lat) float32 dask.array\n", + " cellMissing (lat) float64 dask.array\n", + " cellid (lat) float64 dask.array\n", + " cLITm (time, lat) float32 dask.array\n", + " cLITs (time, lat) float32 dask.array\n", + " cMICr (time, lat) float32 dask.array\n", + " cMICk (time, lat) float32 dask.array\n", + " cSOMa (time, lat) float32 dask.array\n", + " cSOMc (time, lat) float32 dask.array\n", + " cSOMp (time, lat) float32 dask.array\n", + " cHresp (time, lat) float32 dask.array\n", + " cSOMpIn (time, lat) float32 dask.array\n", + " cLitInput_metb (time, lat) float32 dask.array\n", + " cLitInput_struc (time, lat) float32 dask.array\n", + " nLITm (time, lat) float32 dask.array\n", + " nLITs (time, lat) float32 dask.array\n", + " nMICr (time, lat) float32 dask.array\n", + " nMICk (time, lat) float32 dask.array\n", + " nSOMa (time, lat) float32 dask.array\n", + " nSOMc (time, lat) float32 dask.array\n", + " nSOMp (time, lat) float32 dask.array\n", + " DIN (time, lat) float32 dask.array\n", + " nLitInput_metb (time, lat) float32 dask.array\n", + " nLitInput_struc (time, lat) float32 dask.array\n", + " thetaLiq (time, lat) float32 dask.array\n", + " thetaFrzn (time, lat) float32 dask.array\n", + " fW (time, lat) float32 dask.array\n", + " cnpp (time, lat) float32 dask.array\n", + " cgpp (time, lat) float32 dask.array\n", + " cTOT (time, lat) float32 dask.array\n", + " nTOT (time, lat) float32 dask.array\n", + " cnTOT (time, lat) float32 dask.array" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print(ann_flux.get(var[0]).values.sum()*1e-15) #convert gC to PgC\n", + "zon_sum = ann_flux.sum(dim='lon')\n", + "zon_sum.cHresp.plot();\n", + "zon_sum" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=[8,5])\n", + "#plt.ylabel('Change Global Land C ('+g585y.units+')', fontsize='x-large')\n", + "for i in range(len(var)):\n", + " plt.plot(zon_sum.lat, zon_sum.get(var[i]).isel(time=0), lw=3)\n", + "\n", + "plt.legend(labels=(varLong), frameon = False, fontsize='x-large')\n", + "plt.ylabel('Land flux (Pg C y-1)', fontsize='x-large')\n", + "plt.xlabel('Latitude', fontsize='x-large');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python (conda-analysis)", + "language": "python", + "name": "analysis" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/analysis_code/MIMICScn_HIST.ipynb b/analysis_code/MIMICScn_HIST.ipynb new file mode 100644 index 00000000..3e5efeee --- /dev/null +++ b/analysis_code/MIMICScn_HIST.ipynb @@ -0,0 +1,19907 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# MIMICScn_HIST\n", + "- Reads in MIMICS results and checks for change in soil and veg C pool & fluxes\n", + "- **Switched to updated CLM5-GSWP3 inputs (created with ctsm_dev110 tag)**\n", + " - Reduced HR biases in mid- and high lats\n", + "- Data are here /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/*/OUTPUT_CN/SPIN\n", + "\n", + "### Notable parameter changes\n", + "- Increased MIMICS leaching (function of total DIN pool) \n", + "- Removed density dependent turnover, beta function from Emily's paper\n", + "- Introduces flexible microbial C:N, as a function of `fmet` to increase MIC C:N\n", + "- Increases FI from inputs to SOMc to increase C:N of total pools\n", + "- Decreases KO from 6 to 4, reduces SOMc stocks\n", + "- MIMICS and CASA simulation in CN mode and C only.\n", + "- **`MIMICS_mod5_GSWP3_KO4`** + `MIMICS_mod5_Conly_KO4`\n", + "- `CASACNP_mod4_GSWP3` + `CASACNP_mod4_Conly`" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "xarray version 0.16.1\n" + ] + } + ], + "source": [ + "import xarray as xr\n", + "import numpy as np\n", + "import pandas as pd\n", + "import utils\n", + "import warnings\n", + "warnings.simplefilter(\"ignore\", category=RuntimeWarning)\n", + "\n", + "# some resources for plotting\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.colors as mp_colors\n", + "import matplotlib.lines as mlines\n", + "from matplotlib import cm\n", + "\n", + "import cartopy\n", + "import cartopy.crs as ccrs\n", + "import cartopy.feature as cfeature\n", + "from cartopy.util import add_cyclic_point\n", + "\n", + "print('xarray version ' + xr.__version__)\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.colors as mp_colors\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['ann_mimics_pool_flux_1901_2014.nc', 'ann_casaclm_pool_flux_1901_2014.nc']" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "path= '/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/'\n", + "sim = ['MIMICS_mod5_GSWP3_KO4_exudate0_cwdN',\n", + " 'MIMICS_mod5_Conly_KO4',\n", + " 'CASACNP_mod5_GSWP3_exudate0_cwdN', \n", + " 'CASACNP_mod5_GSWP3_Conly']\n", + "year = [1901,2014]\n", + "yearI = [1901,1905]\n", + "yearF = [2010,2014] # for first and last year of simulations \n", + "fin = [path + i for i in sim]\n", + "\n", + "CNtype = ['CN','C','CN','C']\n", + "suffix = ['/OUTPUT_'+j+'/HIST/' for j in CNtype]\n", + "\n", + "fin = [i + j for i, j in zip(fin, suffix)]\n", + "models = ['mimics','casaclm']\n", + "file = ['ann_'+i+'_pool_flux_'+str(year[0])+'_'+str(year[1])+'.nc' for i in models]\n", + "nsim =len(sim)\n", + "file" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['mimics_pool_flux_1901_1905_daily.nc', 'casaclm_pool_flux_1901_1905_daily.nc']" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# files for daily data \n", + "# we'll take the daily climatology below\n", + "BigFile = True\n", + "\n", + "if BigFile == True :\n", + " fileDay1901 = [i+'_pool_flux_'+str(yearI[0])+'_'+str(yearI[1])+'_daily.nc' for i in models]\n", + " fileDay2014 = [i+'_pool_flux_'+str(yearF[0])+'_'+str(yearF[1])+'_daily.nc' for i in models]\n", + "else:\n", + " fileDay1901 = [i+'_pool_flux_'+str(yearI[0])+'_daily.nc' for i in models]\n", + " fileDay2014 = [i+'_pool_flux_'+str(yearF[1])+'_daily.nc' for i in models]\n", + " \n", + "fileDay1901" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Open datasets and combine MIMICS output into one file\n", + " - This is pretty slow, especially for daily data, can we use DASK on CGD machines?" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN/OUTPUT_CN/HIST/',\n", + " '/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_Conly_KO4/OUTPUT_C/HIST/',\n", + " '/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/CASACNP_mod5_GSWP3_exudate0_cwdN/OUTPUT_CN/HIST/',\n", + " '/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/CASACNP_mod5_GSWP3_Conly/OUTPUT_C/HIST/']" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fileDay1901\n", + "fin" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'long_name': 'Overflow respiration from MICr', 'units': 'gC m-2 day-1', 'cell_methods': 'time: mean'}\n", + "--- read in MIMICS data ---\n" + ] + } + ], + "source": [ + "# point to MIMICS files\n", + "files_mim = [i + file[0] for i in fin[0:2]]\n", + "files_mimDay1901 = [i + fileDay1901[0] for i in fin[0:2] ]\n", + "files_mimDay2014 = [i + fileDay2014[0] for i in fin[0:2] ]\n", + "\n", + "sim_mim = ['MIMICS-CN', 'MIMICS-C']\n", + "simdim_mim = xr.DataArray(sim_mim, dims='sim', name='sim')\n", + "dims_mim = [simdim_mim]\n", + "\n", + "# Open annual time series\n", + "tmp_mim = xr.open_mfdataset(files_mim,combine='nested',concat_dim=dims_mim)\n", + "print(tmp_mim['cOverflow_r'].attrs)\n", + "\n", + "# Open Daily data in 1901-1905\n", + "tmp_mimDay1901 = xr.open_mfdataset(files_mimDay1901,combine='nested',\n", + " concat_dim=dims_mim)\n", + "# Open daily data in 2010-2014\n", + "tmp_mimDay2014 = xr.open_mfdataset(files_mimDay2014,combine='nested',\n", + " concat_dim=dims_mim)\n", + "print('--- read in MIMICS data ---')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " - annual data opened - \n", + " -- 1901 daily data opened -- \n", + "---- read in all CASA data ----\n" + ] + } + ], + "source": [ + "# point to CASA files\n", + "files_cas = [i + file[1] for i in fin]\n", + "files_casDay1901 = [i + fileDay1901[1] for i in fin ]\n", + "files_casDay2014 = [i + fileDay2014[1] for i in fin ]\n", + "\n", + "sim_cas = ['MIMICS-CN', 'MIMICS-C','CASA-CN','CASA-C']\n", + "simdim_cas = xr.DataArray(sim_cas, dims='sim', name='sim')\n", + "dims_cas = [simdim_cas]\n", + "\n", + "# Open annual time series\n", + "tmp_cas = xr.open_mfdataset(files_cas,combine='nested',concat_dim=dims_cas)\n", + "print(' - annual data opened - ')\n", + "\n", + "# Open Daily data in 1901\n", + "tmp_casDay1901 = xr.open_mfdataset(files_casDay1901,combine='nested',\n", + " concat_dim=dims_cas)\n", + "print(' -- 1901 daily data opened -- ')\n", + "# Open daily data in 2014\n", + "tmp_casDay2014 = xr.open_mfdataset(files_casDay2014,combine='nested',\n", + " concat_dim=dims_cas)\n", + "\n", + "print('---- read in all CASA data ----')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#calculate an annual climatology\n", + "# TODO, this is an issue because it removes attribues from the averaged data\n", + "if BigFile == True:\n", + " DOY = 5*list(range(1,366))\n", + " tmp_mimDay1901['time'] = DOY\n", + " tmp_mimDay2014['time'] = DOY \n", + " tmp_mimDay1901.cHresp.mean(['lat','lon']).isel(sim=0,time=slice(0,365)).plot()\n", + "\n", + " tmp_mimDay1901b = tmp_mimDay1901.groupby('time').mean('time')\n", + " tmp_mimDay2014b = tmp_mimDay2014.groupby('time').mean('time')\n", + " tmp_mimDay1901b.cHresp.mean(['lat','lon']).isel(sim=0).plot(color='g') ;\n", + " \n", + " tmp_casDay1901['time'] = DOY\n", + " tmp_casDay2014['time'] = DOY \n", + " #tmp_casDay1901.cnpp.mean(['lat','lon']).isel(sim=0,time=slice(0,365)).plot()\n", + "\n", + " tmp_casDay1901b = tmp_casDay1901.groupby('time').mean('time')\n", + " tmp_casDay2014b = tmp_casDay2014.groupby('time').mean('time')\n", + " #tmp_casDay1901.cnpp.mean(['lat','lon']).isel(sim=0).plot(color='g') ;\n", + " \n", + " # Adjust time dimensions for merging below\n", + " tmp_mimDay2014b['time'] = tmp_mimDay2014b['time']+365\n", + " tmp_casDay2014b['time'] = tmp_casDay2014b['time']+365\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Merge daily data into a single file" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'long_name': 'soil heterotrophic respiration', 'units': 'gC m-2 day-1'}\n" + ] + } + ], + "source": [ + "if BigFile == True:\n", + " dsmimDay = xr.merge([tmp_mimDay1901b,tmp_mimDay2014b])\n", + " dscasDay = xr.merge([tmp_casDay1901b,tmp_casDay2014b])\n", + "\n", + " # add metadata back to variables\n", + " mimVar = list(tmp_mimDay1901.keys())\n", + " for i in range(5,len(mimVar)):\n", + " dsmimDay[mimVar[i]].attrs = tmp_mimDay1901[mimVar[i]].attrs\n", + " \n", + " casVar = list(tmp_casDay1901.keys())\n", + " for i in range(5,len(casVar)):\n", + " dscasDay[casVar[i]].attrs = tmp_casDay1901[casVar[i]].attrs\n", + " print(dscasDay[casVar[5]].attrs)\n", + "else:\n", + " dsmimDay = xr.merge([tmp_mimDay1901,tmp_mimDay2014])\n", + " dscasDay = xr.merge([tmp_casDay1901,tmp_casDay2014])\n", + "\n", + "# redo the time values for day of year\n", + "DOY = 2*list(range(1,366))\n", + "dsmimDay['time'] = DOY\n", + "dscasDay['time'] = DOY \n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# still need to be careful for non-zero variables\n", + "tmp_cas.cgpp.isel(time=0).plot(x=\"lon\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[15,4],\n", + " col_wrap=nsim) ;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Combine datasets by simulation" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ds = xr.combine_by_coords([tmp_mim,tmp_cas],compat='override',\n", + " combine_attrs='drop')\n", + "dsDay = xr.combine_by_coords([dsmimDay,dscasDay],compat='override',\n", + " combine_attrs='drop')\n", + "\n", + "ds.cnpp.isel(time=0).plot(x=\"lon\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[15,4],\n", + " col_wrap=nsim) ;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sum soil C & N pools\n", + "- uses utilities to calculate / sum variables" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# unsure how to subset simulations to run utilities a different way...\n", + "# -- Xarray notes: We would love to be able to do indexing with labeled dimension names inside brackets, \n", + "# but unfortunately, Python does yet not support indexing with keyword arguments --\n", + "ds = ds.transpose('sim','lat','lon','time')\n", + "test0 = utils.sum_pools_combined(ds.isel(sim=0),'cas',CN='False')\n", + "test1 = utils.sum_pools_combined(ds.isel(sim=1),'cas',CN='True')\n", + "test2 = utils.sum_pools_combined(ds.isel(sim=2),'mim',CN='False')\n", + "test3 = utils.sum_pools_combined(ds.isel(sim=3),'mim',CN='True')\n", + "ds= xr.concat([test0,test1,test2,test3],'sim')\n", + "\n", + "dsDay = dsDay.transpose('sim','lat','lon','time')\n", + "test0 = utils.sum_pools_combined(dsDay.isel(sim=0),'cas',CN='False')\n", + "test1 = utils.sum_pools_combined(dsDay.isel(sim=1),'cas',CN='True')\n", + "test2 = utils.sum_pools_combined(dsDay.isel(sim=2),'mim',CN='False')\n", + "test3 = utils.sum_pools_combined(dsDay.isel(sim=3),'mim',CN='True')\n", + "dsDay= xr.concat([test0,test1,test2,test3],'sim')\n", + "\n", + "# lists to identify simulations later\n", + "CNsim = [1,3] \n", + "MIMsim = [2,3]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'long_name': 'Overflow respiration from MICr',\n", + " 'units': 'gC m-2 day-1',\n", + " 'cell_methods': 'time: mean'}" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ds['overRESP'] = ds.cOverflow_r + ds.cOverflow_k\n", + "ds['overRESP'].isel(time=0).plot(x=\"lon\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[15,4],\n", + " col_wrap=nsim) ;\n", + "ds['overRESP'].attrs = ds.cOverflow_r.attrs \n", + "ds['overRESP'].attrs " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# check for correct fluxes (from utilities)\n", + "ds.cresp.isel(time=0).plot(x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],col_wrap=nsim) ;" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ds.cTOT.isel(time=0).plot(x=\"lon\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[15,4],\n", + " col_wrap=nsim) ;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Mask out low productivity grids (where NPP<10 gC/m2/y)\n", + "- Use mean of first 20 years from MIMICScn run to ensure same mask for all simulations" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "minNPP = 10/365 # npp given in gC/m2/d\n", + "initNPP = ds.cnpp.isel(sim=3,time=slice(0,20)).mean(dim='time')\n", + "(initNPP.where(initNPP" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ds = ds.where(initNPP>minNPP)\n", + "dsDay = dsDay.where(initNPP>minNPP)\n", + "ds.cnTOT.isel(time=0).plot(x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],col_wrap=nsim) ;" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# QUICK LOOK AT MEAN NEP, 1901-1920, converted to gC/m2/y\n", + "(ds.NEP.isel(time=slice(0,20)).mean(dim='time')*365).plot(\n", + " x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],col_wrap=nsim) ;" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[7157.1846 7157.1846 7157.1846 7157.1846]\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "temp2 = (ds.cgpp.isel(time=slice(-20,None)).mean(dim='time'))\n", + "print(temp2.sum(['lat','lon']).values)\n", + "temp2.plot(x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],col_wrap=nsim);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "----\n", + "# Calculate zonal means" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "zon_mean = ds.mean(dim='lon') \n", + "\n", + "# strings for labeling panels\n", + "panel = ['(a)','(b)','(c)','(d)','(e)','(f)','(g)','(h)','(i)','(j)','(k)','(l)'] " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read observations:\n", + "- Microbial C and C:N, Xu et al. 2013 Global Ecology and Biogeography [DOI:10.1111/geb.12029](https://onlinelibrary.wiley.com/doi/10.1111/geb.12029), avail @ https://doi.org/10.3334/ORNLDAAC/1264\n", + "- Microbial C Serna-Chavez et al. 2013 Global Ecology and Biogeography, DOI: 10.1111/geb.12070\n", + "- Microbial C:N Gao et al. 2022 Global CHnage Biology https://doi.org/10.1111/gcb.16374, avail @ https://doi.org/10.5281/zenodo.6950624 (microbial C only in mgC/kg)\n", + "- Soil C:N_GSDE, Shangguan et al. 2014, doi:10.1002/2013MS000293, avail @ http://globalchange.bnu.edu.cn/research/soilwd.jsp, \n", + "- Soil C HWSD and NCSCD\n", + "- Soil C from SoilGrids, v2, 5000m product, regridded to 1 degree and summed 0-1m\n", + "- HR Hashimoto et al Biogeosciences 12: 4121-4132. [doi:10.5194/bg-12-4121-2015](https://bg.copernicus.org/articles/12/4121/2015/), downloaded from http://cse.ffpri.affrc.go.jp/shojih/data/index.html" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "obsIn = \"/project/tss/wwieder/soilCN/global_run/\"\n", + "\n", + "xuMic = obsIn+'GLOBAL_MICROBIAL_BIOMASS_C_N_P_1264/data/Global_Soil_Microbial_BiomassCN.nc'\n", + "dsXu = xr.open_dataset(xuMic)\n", + "#dsXu.CN100cm.plot(robust=True);\n", + "\n", + "GaoMic = obsIn+\"Gao_MBC.nc\"\n", + "dsGao = xr.open_dataset(GaoMic)\n", + "\n", + "ChavezMic = obsIn+\"Serna-Chavez/smbc_gsqm.nc\"\n", + "dsChavez = xr.open_dataset(ChavezMic)\n", + "\n", + "ChavezMicSoc = obsIn+\"Serna-Chavez/cmicsoc_ratio.nc\"\n", + "dsChavez2 = xr.open_dataset(ChavezMicSoc)\n", + "\n", + "dsChavez['CMicSoc'] = dsChavez2.Band1 / 100. #get values to percent\n", + "dsChavez['CMicSoc'].plot(robust=True) ;\n", + "dsChavez['CMicSoc'].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:   (lat: 360, lon: 720)\n",
+       "Coordinates:\n",
+       "  * lat       (lat) float32 -89.75 -89.25 -88.75 -88.25 ... 88.75 89.25 89.75\n",
+       "  * lon       (lon) float32 -179.75 -179.25 -178.75 ... 178.75 179.25 179.75\n",
+       "Data variables:\n",
+       "    BIOME     (lat, lon) float64 ...\n",
+       "    SMC30cm   (lat, lon) float32 ...\n",
+       "    SMN30cm   (lat, lon) float32 ...\n",
+       "    SMC100cm  (lat, lon) float32 ...\n",
+       "    SMN100cm  (lat, lon) float32 ...\n",
+       "    CN30cm    (lat, lon) float32 ...\n",
+       "    CN100cm   (lat, lon) float32 ...\n",
+       "Attributes:\n",
+       "    nco_openmp_thread_number:  1\n",
+       "    title:                     Global Dataset of Soil Microbial Biomass Carbo...\n",
+       "    references:                Xu, X., Thornton, P. E. and Post, W. M. (2013)...\n",
+       "    contact:                   Xiaofeng Xu: xux4@ornl.gov, xuxfmail@gmail.com\n",
+       "    institution:               Oak Ridge National Laboratory
" + ], + "text/plain": [ + "\n", + "Dimensions: (lat: 360, lon: 720)\n", + "Coordinates:\n", + " * lat (lat) float32 -89.75 -89.25 -88.75 -88.25 ... 88.75 89.25 89.75\n", + " * lon (lon) float32 -179.75 -179.25 -178.75 ... 178.75 179.25 179.75\n", + "Data variables:\n", + " BIOME (lat, lon) float64 ...\n", + " SMC30cm (lat, lon) float32 ...\n", + " SMN30cm (lat, lon) float32 ...\n", + " SMC100cm (lat, lon) float32 ...\n", + " SMN100cm (lat, lon) float32 ...\n", + " CN30cm (lat, lon) float32 ...\n", + " CN100cm (lat, lon) float32 ...\n", + "Attributes:\n", + " nco_openmp_thread_number: 1\n", + " title: Global Dataset of Soil Microbial Biomass Carbo...\n", + " references: Xu, X., Thornton, P. E. and Post, W. M. (2013)...\n", + " contact: Xiaofeng Xu: xux4@ornl.gov, xuxfmail@gmail.com\n", + " institution: Oak Ridge National Laboratory" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dsXu\n", + "#plt.plot(dsChavez['CMicSoc'].mean(dim='lon'), dsChavez.lat,lw=3, color='k',linestyle='-')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "max soil C:N 5353.0\n", + "\n", + "-- read in observed data -- \n" + ] + } + ], + "source": [ + "GSDE = obsIn+'GSDE/'\n", + "GSDEoc = xr.open_dataset(GSDE+'OC5min.nc')\n", + "GSDEtn = xr.open_dataset(GSDE+'TN5min.nc')\n", + "GSDEoc['CN'] = GSDEoc.OC / GSDEtn.TN.where(GSDEtn.TN>0)\n", + "GSDEoc['CNmean'] = GSDEoc.CN.where(GSDEoc.depth<=100).mean(dim='depth')\n", + "print('max soil C:N '+str(GSDEoc['CNmean'].max().values))\n", + "#mask out silly values\n", + "GSDEoc['CNmean2'] = GSDEoc['CNmean'].where(GSDEoc['CNmean']<150)\n", + "\n", + "HWSD = obsIn+'input_data/Soil_obs.nc'\n", + "dsOBS = xr.open_dataset(HWSD)\n", + "\n", + "SoilGrids = obsIn+'input_data/SoilGrids_1m_1degree.nc'\n", + "dsOBS2 = xr.open_dataset(SoilGrids)\n", + "\n", + "NCSCD = obsIn+'input_data/NCSCD_Circumarctic_100cmSOCC_025deg.nc'\n", + "dsNCSCD = xr.open_dataset(NCSCD)\n", + "\n", + "dsHR = xr.open_mfdataset((obsIn+'RH_yr_Hashimoto2015.nc'), decode_times=False,combine='by_coords' )\n", + "#dims = time, lev, lat, lon gC/m2/y\n", + "\n", + "dsOBS['HWSD_SOCall'] = dsOBS.HWSD_SOC.sum(dim='nlevsoi').where(dsOBS.HWSD_SOC.isel(nlevsoi=0)>0)\n", + "dsOBS['HWSD_SOCall'].attrs = dsOBS.HWSD_SOC.attrs\n", + "#dsOBS.HWSD_SOCall.plot();\n", + "zon_meanOBS = dsOBS.mean(dim='lon') #kgC/m2\n", + "zon_stdOBS = dsOBS.std(dim='lon') #kgC/m2\n", + "\n", + "zon_meanGSDE = GSDEoc.OC.mean(dim='lon')\n", + "zon_stdGSDE = GSDEoc.OC.std(dim='lon')\n", + "\n", + "zon_meanOBS2 = dsOBS2.mean(dim='lon') #kgC/m2\n", + "zon_stdOBS2 = dsOBS2.std(dim='lon') #kgC/m2\n", + "print('')\n", + "print('-- read in observed data -- ')" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,\n", + " 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27,\n", + " 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41,\n", + " 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55,\n", + " 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69,\n", + " 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83,\n", + " 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97,\n", + " 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111],\n", + " dtype=int32)\n", + "Coordinates:\n", + " * time (time) int32 0 1 2 3 4 5 6 7 8 ... 104 105 106 107 108 109 110 111\n", + "Attributes:\n", + " standard_name: time\n", + " long_name: time\n", + " axis: T\n", + " units: years since 1901-01-01 00:00:00\n", + " calendar: 365_day\n", + "\n", + "Dimensions: (lat: 192, lon: 288)\n", + "Coordinates:\n", + " * lon (lon) float32 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.25 357.5 358.75\n", + " * lat (lat) float32 -90.0 -89.057594 -88.11518 ... 89.057594 90.0\n", + " area (lat, lon) float32 ...\n", + " landfrac (lat, lon) float32 ...\n", + "Data variables:\n", + " SOC (lat, lon) float64 0.006136 0.006136 0.006136 ... nan nan nan\n" + ] + } + ], + "source": [ + "print(dsHR.time)\n", + "print(dsOBS2)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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kdD6JaO9GVpcjHImVcciNihBa2UTPhRMJdejxc7Dg85Hg/Hk3kjl9PE/ffz31E67HCocgGuahI8hzeKvBVRJHHdoIHIkJUEq9BByMmlr8evr192LECBwjGAWvSPtEdjvM/4fbKV3ZRkPjrYf83KCefzCiH3t4I3LSaACEI2k+08/GG77Kead+m/CONF7UhwzZmOu2YrfbiJISzo98VK++Cg4PZ3/xhl3j34Nzl9ysS0lbOq/BDZoEehxSQR+9k3zHPF/hDYNAZ3v7BzyAGw99nUtjHwPD4KGenwDochO1NTTs/g+SUyIsOeM7WJ5H/MkdkC9AwE94l15xu53dGKaJKolgd/cix1SjXtqAmDMD4XiIpj0Ivw+EwOjoAZ8PZ3SC0PNbwRBUPLITlUpTX/EpYieM4fzwRzAiYRradEWX+upPw2CMMVFKbnTpAZVnH155I/Ou0sHohm23sXT2vyD2tLPEuIxH5e+G8ca+8fBQeEdJB70VMBIYfhOxrydAfsCt9vsgX0DFo4hsAae2FDdkYWXcYoavG7J4ouHLQxK6QOcCBNbvwastRwYthCtpOSNM7RP9+gBTwADFZGxqQgQDmuctOBCLIve0vm4jMFixNFVnD2sdn8Xn3kT/aD8lTTl6J2l54tuhTtDBMBgHCHUo+iaIwxqA8+wPYtZU47W2Y0ybgGjpRFWXIVq7UIUCoiyBW1OKsgzMdAHpt7A278aZPhp7wy7cri6sinKU5+F16+RTq6Ic5bgI28Lt6MSqKAdDLzFkbxKjJILK5RE+H25XF0YwCIARCRdzN2QqjZw7FaupDXw2BPzFPnvRII+88C+veU1LZ34D0ZuCSAh305Y3zRAMR2B4/dqqpRWHCQy/a2kHa18uvKX1zSOewJuE+un7pOEPGABZFcdo68GZUKVfj4cAsDKaq+0fbZPY4FKI6oGWrfRj97vF2jr+5zZCMIC5q432Syfx0n/qSeS8U78NgBe0sFdu1j9MpcCyUMl+RKIUCg5GJKwrVZZEadj9H3/X9eTKfZhZSbjVPfzBR4DTPnIHK35+LcJTBHo9uqcFsXLqoCqmtwPmf+h2qNGTrZlTbLzx8NcpF5yEenoNZjSK6OlHptJkJ0wkuGUncs5UzFe2YvWnwGcje/uwQno82Rt2AWCVle2tWDp/Fua6rbphz8Pt7cVbfDJGdxYv4sfe04OcUMOgSNja2YGYNxNpG/DcWuRAYTurqhKZz2FkHFQ2hyiJoHwWXsSP1Z3Gjfpe83rOO/XbmHkXlUqjOjoxYzGWxq9C+GywbbDMt3Q9I6kU3mEW0eo48AWOeZ7AcKFxTZN2ld+ikGE/fSdX7/UAIiGM3jT5KTU44QNtcefMIIkN+ocWastzzvm38OzvruOJh76C5zdxwhbJ+hORyRQqnaFyRf8BbZgpB2feFPAkctp47TFMG4/q7tU/vHweEQ5BwP9337tAZwHTkaRrhmcdEW4pcPbSW+icGcTX65DYmCXc6gxL229FuAFByU7JqPv3oI7gFi6NX4W1vgmrrpbc/KnI7h6MRCnh1buR+Rzm+m1FNY9XV4ERCaMKBe1pmgYylQZDIPw+2j+7gK6TwuCzab10Cl7/3rGTnFKiK9LaFmZ/DnPTTv1GJITZ2o3VnUZYNlZdLWYiDqaJGYmg1jciqsohnUUUXLLVAehNYj6+CoD6us9xfvAK6qd/jfpx11A/5SsIpVAdXXh9fchCAREKagMQK0GlM6i+fuqrrh72e7+05MphacdBHfbx1jcBbyM6KBasUae5izCmTOSh9d89/Af2wfIdE/i3U8/nwbV/5exPfoKeq1KsPfV/Mao3D3s/z156C4GWFMo2eXjljdSP/sIBxxQ9g30wSAkNYsHlt7P8vuuGDGhRXkbDtttYfM5NmGk9gRobt+v3/H688bWYO1tRmf3KEwuBKEugOruKbRwOc69eRunmPIWYBQIyFeZRV/lcePH3efr/fYlFF9yKnXa1DPYtsG/A0pO+SffcBGZBUQgbVD7TTvLE8tfcL+FIcepH7yC2RStyOmeHyZYfXBV03unfxti8C1ESAUD19NF34QnEHlyPCPiRfUlEMIg3YxzGqg0YtTW41aWYG5pQuTxGJEzzh6eSeLWAUIrOE/3UPKXFAoWyEIENzXitbahTT8TqTuOVhjDSedjViqgoQ+5p0fRPohTV1onK58ktOpHgC1uQfUlNLy0+Gf/uPkimSJ06FivtYWVczGQW0d4NQkBJlOz4OMF1u8Fno3qTiMpy3MatmoayLBAC2duHUVuN6ujSRkEICtNH6/iJVPhakijLxNuwGXXm7L9rT4SlJ30TuWELj7r3HTUd9OKaiqXlh6GD3nNBJ+tedt7SdNDbxgi8npjAzD/dAEB/T4jAdh/j79w76e/+sc7SdlwTuSEK01JsPOMXGNWbka1TDmsgls78BqI7CZ4Htk3Drn9n9meXHRDgrJ/8ZTJTyjX3P1DzfxD7l4IeRD7h4+n7r2fB5bcTas1jrWkEQJREAWjY/R8sPvt7+HZ2QyajJ33LQtiWLhscCqJ2twCgpMQIBrVX4PdDwI9K9vNQ3z2HvX/nnHcL0hbYKU0JPfbk1w/7mUNh9meXYXhQsr2A4Shy5TaFqHhdKpSjxdKZ38ArCWpuPWjTeVKE8pdTdJ0YwfAUblBQdd8GHuq8+/CNHQILL7mNXNygEBVUPddP55zoAaU66sdfC6kMMpPR0kkGqMSuJCqVRlgWsrcPEQySP2Uy/j1JRHsXclQV+eowwdXbITFQ4sCTqIANO5oRtXqxofw2hYqQnsS7e7XXMGMixs5W5OgqpN+C59ZiBIPaw8jqZEYRDOB2dGL4AwifjczmMGMluN09WGPqQClULILoz+I27cCqq9Wxr/Zu8PlAKZwJVZgvbMA7dTpORLtEvoYXsaZO0tcZCegYx7ZmCjPGFO+Jb3cPuC6Z6dUHrX57/sk3YHT00bDzBwe978MRE1hxBEbgvRd08sqIEXhz8PcagZl/uoHwb2OHPEaakEvo7y/UofD3eWQTJuEWh97JPqr/0Agl0aKOee7Vmr+senCHTrLJ5uhbNJHYk1vpWjoJwwXDGSjw5hdFvf7+Ad/XQrbCh53ycKI6k1gJCHYUEI7EfGWr5v4dFxGP0dC0TNenH/zBlsZQ0TCZiaUEWzIYzZ2o/tQB5xChIFjWEcUIznz/bQQ6C2Qr/SgBy387fOWe961r82bjnPNuwb8nSdepZcQ36gSrrhMj9MzUDHl4p4EvqYv8ZS5Ksv6iG4+47fN8H+KRwq8P+t7Ma5dR/UIGq7kH1dNL74UziD+1k/ScOoKPrcOoqQLTxNvWhDrlRIy1mzGiEU33pdIY1RXI1g6M0bV69T6qFnr79B4FE0dh7G7XQdtgALlzD0ZFGW5dGbnKAJF1bbjbd2KNrtUB33AQd9MWPRm7Hlgm9PRpysnzUJksXiqFWVqqV+tK4XbsTVBDGKgzTsIoeBibdiIqyiCTRaUziLI4bnUpKKUT03r6kd09iAmjEW1deN09mJUVeO0dCJ8PIxQCQ1A4YQy+PX0UamMoQ2C4EntLC7iuDmZHI6i2DpTnYQwYITcR1jkSuTyqrx81tpaH1/zrsBiBZ1dXLi07jBF43wUdrF83YgTeFJRE61Syf89hj5t4+x34+gRmFrwAJDbKYnEyKyNxQwala7ronVNGtkyw5mt3Uv/uDx2yTWN3Ozv/aTL+Pqh6rAUMg77ZB9YYPxiUCcLTRiG6I1d83fObZKpsPL/mjwFi2xz6R9vEthfoG+8jsTFL58wg5esGgnRrGhHRCF5dBU6pn8cf+Qr1oz6/Nxhs2zQ03spZ79V1g8KN3ag9rQf0SU4bj3h1Kw+n7j1k3xdcfru+/gHD9lbIOD4aLD77e7ghC3+PLlX10P2/4JRvXY0yoFACmdESJaDucUWqzsTMQfnqXtoWlFL145Xs+No8Nt5waEps1heWkV2YYvOl32LW55dR9UI/wvF4eNW/MvfqZUgTSrcU8AIGoUfX0f2B2ZQvb0dGA7BeB3KFz9Y0UDKFCAcRwSCyuwdmTNQloRt1IBhPQm0VtHUgJ4/G3NaMTKYw6qpR3b2IYEAHc6srUJaB98omrLIykmdPJvSH5/W5TBPlaW/UjMWQqRRGNIrXq+kka8I4SGeQyX5kNos6czbW2q2kz51BZNVuCAdRe1r1LmmmiVlTjYqGwTIQmTxy1x6UVJgVZXtv0sCk3nrJJKp+8yrCtsifNJbkGB/KFJQ0FfD15OicXULlk60UamP49vRqQ5DJauopGEC1tqMKDkZ1BTgusqYMo60HVRrh4XXfPWoj8NTqqsMagcsu6GD9ure2OuhtExhGwdJZ3ypqkA+G0z98O8qAcLPCTkNmrIuV8Yg2ZRGeonu6SWxjEhW0iW1MUv1sX9EAZGvD3Hb/T2j4v1/TPyFK59wYcs0G5JoNeGOqqftbP8KFvrlVR2wAQBsAACFh2yUBcuU+3KCJtATRnTkqnmqj+ucvU/Nwi3Z7DRBKkdiYJR+3SWzQdNAgJTS4uh8sTa2S/eCzccZW6NUc4O/KE361HYRATRyDKIkiggEtIQXMPR0YlYe/huX3XYcv6WFlPHKJ43sonbvkZqy+PP6ePJ0nReicHWHeDVejTFj5r3eSGS2peUrXYEKAnVZU/HYdTiKIMqDjo/OI7lDUj7uGsT/dm+uxxLiMJcZlzPq89hKFhLE/MDg/8GEq/2s5uxdH4dVtzL16GRU/X0PZ+hzBVduJPLsV7+SplD/ZrFftmYKe/CeNQRUcdl45hZar5yICAVrfMw510mSUEIg1G/G6e5CTRyP8Pjrnl9FTPw3j1e3aWxg3ChmPgOchu7p1nKGrR1OXgCoUKHmisSgFNaurQBgI00RYFsI0kf39mNEohs+H6u0DKYtqIQCZzRFqWIOKR0EIvJQek2Z5Ge6ocgq1UUR3EhkLYZQlNIXU2k7beyeQn1aHTGdwptRR9ZtXaf/ADFRVGWbapWRngeguh+RYH7nKIJFWV3s8jkRGgmAIVKIEZ3wlsiSICPhx58/Q3ovjYHT0QjCA6N8nM/oo4CEO+zgelthvG08gZlWoBbUf1lLIaJiGVw9OsZxx6W14AYO20xSlG/TEFd3jEtyTHnJcti7MEz/6MXO/o9UJyoBIi6RjloE7MUv88SC+fknkvueLq6WeK+fjSymkBcZ+ysmDvbYvShpeGfJclMUhlUHl9ysHXVlOy9La4h7AvhWbDtreoPZ7yGeDARra7qR+xtf1igmQ5THE1t06dgEwuhZ2NevVlFKHDRS/a9H3inWPvIDJ4w8f+30I/l4sPvcmeqYGMAq6zPb+6D1BMul/MyQnhPAnJcKR2EmH9OggsTXtdJxVReKVFD3TIxRKBAhwz+lj/UU3cvbSW+ib6EPaYBQgtq1AoDUNUqK27qT7A7Mp3ZzByDnIoJZT9o8LEn++BfpTqOpyzZ0nQvg27tZB0/Iy3JY2uq46HQxIjYIJyzYUYwNGaYy2SyZT/lIKL2jh29SMqoiD5+GV6Mnd2tq8Vzbcn0Lm8ijXwfD5MMoSOsbg8yFCQVQ2h9fbi1VWpnMNRtVpSmhgbHrdPQjLxoyV4EwfjXjmJYxZMzCa24dSROi8hPyJY/FvasZtacNKxFFKIirLyY6J0TfRR/XDzbjbmrAqK8jOHktg5VZa/nE6KKh4KYu9s5OOc0dR8cgOZHUCsakJL5XCqijHnVSHtacLFYsggzbKMrGae/QCqFDQsQjH4aGmZUftCfxtVc3SxGE8gX+4sI1XRzyBNw+yLIasiiN37tFytLrPUT9l6KT07O+vJx8TJF42cIPQtzBL2Zeb2PSxCK1nxOg+qYTeGSWkKy3OuOafycchNVYRaZGYeUlwdjeJvwbomb7XeCqpEPNm4gYFmQqDXNwgU7H3kao1DjAAmUr9HkD0/9YecC2qqweMA8eOau+k+ucvY61pxLdikw7mHgSDBkDESvZ+Nqd/tA2vfg+CAQrjKhAFF1FZjigdiI/satafK0voFVR/iqWxj1Ff97kDznHKx7TXJTyFtIxiwbvjDX/929eoenAHsa0DdNy+vwoDKleAG7Hx93iYOY9MtY2RdTALirZzqgn0SDrnRPECAuGBcOQtdZcAACAASURBVKH2kvUABF7YgpVRCBcMB+xHVtJ6ZhzvlU1klsyk9N7naDs1THJKCV0nhGD5S4T35FFdPbgdnYhkGtW4AytVwBtTDSdMYvtV4zFnTKJyRQ+Vz3Yx7oF+VDqL296BLBTAsgi3uJitPRRiNu7YKryXNyD60hg5R1cHjcdQnoesTCBnjC9SPrJQwG1tR2azeH19uC2te8fhgCfp7t6D7OrG6+7B6+7BmDVDvx/XY8iqrYGN2yAULN5GYQ58tqNTy0aFwBo7GgyhE9dyBXx/XYO0wUtE8c45Ga+rm+DGVoQwqPnlBir/cznimbXI9k7KfvMSsqMTL2ghRtVglpZCMICxthF3527Y04aRdRAFD/J56OnD3bkbd8u2YpXUo0UB87APdRzsNf/2SRbz2ciwD6s9iTtrMlZTG+7YKsxUjqUlV/JQ8mcAyNYprBqosOsoF1tYTHr8n6h6zgCheO7WuwC4J1lFWvr5XKnWSc+Zfjn9W+OU/THOhE9s5oXxf6P+a6foZBolMfd0UPHDdQB0fHrBkK4ZDmQqDKTNQEloMAvg+SD6wGoAlOchfEMTawaDuofC/p7CvhCJUsjlYfworcgw9s5u++5JWz/uGq0hT5RqrjgU1HLRYACkQk0Zi+g6MA/hxXuuLco5jcEdwIYJZ1x6GwgxRIa5+Nyb6JkSIFsBG/5t+MpILD7nJtTUanon+LUB2G8bhVzCIFXrJzNaUrnCpHOuIrHKxXD1Np67zxVM/EOO1Cg/hYig/EeaT5/1xWVEFk/D3ycpW5PEe3kDznnzqP7Vejqu0mMkANT+z3qyZ04lFzfovmoB8Y0ZZCpF++cXULLDI7w9gtqwDWPyONjRzLj7JW0LyxEKKn+9js4PzaRsZQ7zxKm0LyjDC0Dt/zXjjC4j2Jqld2qYsq6JeIkwZlMr7sRaxAvr9co/lab3gydT1jUW1dWjuX613w0oODonQCmEZaNch7ZPzKPiv5eTvfg0osu3oUoiFOpKMRyJ29wC82dhdOgxY/h8yEIBq6YaDAPVl0SWlyJ2tSCiEaxpk3E3NmLVVFP7hybcPc34x4yi46OnEr/nOazJE1E7dmEm4prq2od6Es+8hHPmbGxPgpQY4RAi4EdEwijAbO3GHVeFkXMwRlXhRX0YueGpnyWVQA5D7aBjjbePERBgrt9Ofu4k/Du7UaUlGGs3I8aOgrDOnJStU5jQcBVYEiEUyjFZetI6Lpr+Mk88cxqrvnUnD2YCXBjK8b2/XEKgXXC3B/L0JGW/DJM8R3HeF5/lhNAeftFfDuwd4G7L3gBrxQ+XF99DGKAkbVfNw3Ao1ooBbQiK3Y+EdSDPe40B6rN1uYcjuRVVFVolkUojImFEcwcylT5oiYilM79RXKuobh3sUwUHUV6G6upGlCUwdrYWvYj9YQ7EHjy/iRMaPsfSykhSdTZzP7WM6E593aFNzYiJEyhfNzxZyqCzVkXAxNeWRk2uKMZoQBvsrtMdYmttTAfG/dnB8xmMfggyE0opRE38fYry1YLkWD9la3rZ+e44yQ+dhjKhbH2ensl+EhtytCyKw9kL8PUpCudNJ9TuIhS0fXEBwQ5FtlyQ2FDA97e1KNdBzJqBEhB4YAU9H56PM38OSKjK5CFbINzm0T/apPnjM3U/P7EAs6Bwg1DzTBLV3okV9IFhEPv5yyTfdxpWXmEFRuFrTaIGy0GYJon7X0GZJl5fUnP/polRGsNt78CqrcFtbqH1iwuo/sFyrCotnY41uVhVlQT/3wpcQFg2dnsKb8NmzEgE6UiU39pLIVVWgOdRmFyDvToJjU3IGRMx8g7KZyEsG7elFbO0dKB0hYm0BWYkgtu4FSMUwpsyBmureQDFZL64UdOYubzONC44yM5ues8aTag1QmB3H+7GRoy5J2A8v56uj54CLx792JEDvP/xjrcNHeRETEQsir+xFeWztfrA78fd2Ej+RF1gbeJfryT+os22Jfew9V0/o7Syn6DpcHv1alZ9607u6BkPwD9sP5eaE9pY9okfs+6aO/n5yT9j0Q3LufH8P/Dh+Aq+0fABrojuHYiGz3fQB1BcVVX9dHXxeLOALhq238JZZbNFeucAmucIDQCAausAoHfpNGR5DJXPY5TvdYHPD17B0pIrqa/4FOzQ9I8qCe9twHUhm9WUUD5PQ9udr5k3kEvYSMtAmQLnMDstHSnOrr+VbKWFG4KqB7YQWrOD0JodZGbp79EoqCIVdbRITomQqQnQtnCoAQBAQOlqm/5xivKXc6RqfXgBAy9o4NmC+IpWPB9Yeb11Z89JpZgZSDy5k+iOPMJVWFmF8eRqql5IEdvuEuiVhH/3PNlyk0yFSfnaPE5IUHP3GvpH+zAr9eJChn3U/bkZq7KCeMNGrKwivinLngur2fPuavIl+qcb3+RQssMj3phDGRDoVvRPiKAcF7lxKy2LElgTxxP960Z8D76A8eRqMpMSWgY6EA9UBQdhWxgBv44DTBmP267HEErRc+V8au9+ST/NZEEpQi9sw21rL94q5TrIxu30fGw+MpfH7M+CaaLqKrEqK/C6e8GTmHmPwilTtVfx8iZEVx9GZx/m2FG6nXwet6MTrypGZI9LduF0fT8yGXJVAVILJuIu0VS+c948rLpaTVf19OHuaYYBT6Drg7OINabxLX+VtoUVdH1yAUYyixE4OH36euAoE0dZh3wcD3TQ28YIzBhdRUPTMhp2/gAV0pUQMQSPyt8VSxBv//DXeOSbtzFzxYdYsPb9iL8kuL1aT87v37qECqufC0M5Lq9cAcAPdi0BtNv3+wcW8kj3Cbz/7utBwC/6y+n54MlD+qD24cSNfbj4gTep+snKIf6h4eyd7FVKB6Zlfz/C7z8kzbM/RDRy4GvhEOHdOdyINkaqL0l9zWf0eSN6wpfjaooUEE1D5bUqnQHH0ffxEFh+33VIe3gH+hMNX8bMK0obHXoWTwQgM28c/WNtKhu2kyuzSI4/+nMuvPj7eD5wQgdvS0hF3xRJyRZBptpHpLlA8yKBnfKwUx6ZaRUIBfmYIP5KEisjMSS0XTgW48nV9E3wU3rvcxj+AMamnTCwu5uwbELtHmW/WkPfBD9l69LIbBZpQ3ruaNwl8+g8KUTnwhrc9g52/bSW2JYsXScGEQp8SUWhRBBql7ghk77xJj2TA0hLULohRfSB1Vy2tgmAyv9aDraFTGd0UpdpEnphG6pQQM2chNffr+NHQqAKBR0LeGUThQtPxZg1A1VeStmv19Dx4dl0fGYBMpPBbe/AmTZae7lQVBIp16Hsl6swx41GNu3Ge3kDyhS47R2YZXFkKo3Z2Y9/ZzdGNIIIBlGZLLK9E/IFrMoK5OwpGKEQasXLhHYk8TXoJbvh8xF4YIV+vNqsPY9HVoLjaKmr62JNngh9SeSoSioe3IrIuRijaxESyu7W3rk7exKJny4/6rEDbx910NvGCOyLh1+8AZEt4E0bi2ydMkQ2WlG7h/UX3cjz59/Emv++hhs6TmCrm+IPEx+lw43yYt7h4nCap2fej/u1ChZ/5ON8c/w88mMKtM/vZf1ndNlcTxnEfrEC6bik3jMX6bg60OZoqkL2JY+or61XzBzyXJ00VaslBigssb8xGYAoi+t/fHZRFlo0KI6LN3pv6Yn04hPILpyOSmeon3B9sV2js4+GpmUouZcDFgMrUUC718bhh4iV9ZA+wWHo0b8Lz/3vdShbYOYV7e+eRKAlTdXf2sieWEe4ucCmbx1dTGDprG+RS5h4PoHnO7DjVl5nBY//k0PlqhSRpizJsT4m/ToNCvxdOYI7+khXGwgXvLAPKysx8zrJMP/uU4nscZBnzcGoriBz5hQAcnEDcdIU3KCBmjWZ+OYsPTP0d11+13KCj76M/fhawm0eoU7tmjivxOiZFqTm/3R8SpoCs6DjTPmY0OcPguko+ieFabl6Hj/7+kWYk8brlfm2HZijaul/z2zErGlk545H+HyYPRms2hpkVgeVzXFjMIJBzEQc34MvINe+Sue8OJtun4XpKCpX9JN99zyssjLE02uK98oYU0f3xxfoGkJSB8uNkgjm9CnkK8Mk/3E+sroc5Wpv1mvaCbatawaltAF0d+8huXAimdogRnmCvo/MR2QLGKEQrV9coAPeAyhMri62pVwXUZZAWBYqYGsZbFML6VPGIbbuhGyOxD3PI8+eS9+cSuxdXRhzZhzV2BmEp4zDPo4HI/D2iQnsh4ZNNwMgW+/lhe/chWy9q1jqQbZOYfIT/4Ts8LP1svVAhFWFAvf8cinXfm47v+pP8M0n38+U514gd/npPLbnBYJiLTTDGdf8M1uX/agYExCmSeiPL2jaRxyBTd0nJiBt7Q14p52AuUKrScTLm1ADhxjxUtRrGBPVpUsBq/F1iE1N2vXO5xHlZTw0IOmc+6llmAWFr1/x9P1fZuHF38eXdPFt8/Aq45gtXQA8nLqXpfGrtOyvvVPHAzq7dAZmNHjQ8++LfMKHv7uAkR/ejemfeuBLLPjA7SRe1V7S4Hd6tJj7qWWYc+NIU4DSmb9C6c18QMcC0tWCkh0SK+XQPz6kjwUydXrCNvM2hZoQpVtckmMslCHIVliE2j2csEG2zMTOGPiA7NQqQs9sRk4ZTaYygmjcCRNPoBAP4AUMnJDAOf8UDFdiPLOe1s+eQmybS3+tRYU/wNgH01jbmsmfMAYzC24IEGClwQ0KMKCkycXKSOzH1xALhZDZHHs+cwr2QFK427SD8I5dGOPHYMQDqLG1tJxVSuV/Li8GZmVzK2LiGJ00NmYU7s7dlP3mJZzoHHxJDzfmI/LMFtwuPW4Gx7zcvpPy7TvxHBeUpOzHy5E+H7KjE3sD2IA4YQpYNu3n1KBEDWU/Xo5VVoY3qY7MqBCpWoPKlWncsI2Khoi/kkTZFijFqPu20faJBVTcu1IHmFdswD1rDr71O0kvmIiZk1hbtmNFQniZDN7cKYRXbMM9aZKuejqhEjPjEFvXj1ubwEwduZd9KLiYOBxaIjpCB70FMDjx71/rJxrNUn+GXs2sKhS49JHPsOyqHwPw67NPoeJ5k7YvLCBTYXDx+z9R/Nyzy37Egus/NSQmABQDwIbPh3TcokdwAAYMgJVVOlAM9E4KYJTrjEmjopz8ObP0oTk9qauBVdCguz5EHbGpSXsAnocoL9NyuAGsvusaXrznWgIdeRZdcCu5hEnPlAANTcvIlwfoXDKWRRfeytR/W4ZyHK0mMk1UZxfKcbVCqKvvsPd4sLzDa+1dfDRY/tvrePTZb/LwyhuHpb2TP7mMqqc6MDyddOfvl0hLaAMgtAdgFhTZKoW/1yNbFSDUWiDWmEJIyMcM8jEDo+Dh79K8f82Du7DXbdcS4XKT+F82YmcUKC0JzVba5OdNomd6hHCLS8cHZlKICrLlFuEnN1F990oKURP76XUY40dj5uDJu36M9MHmW2djrNnEgy89Ru8UP24YzLw2AADBTokyoG+CRdeJPoxYCSIYwJgxiap/X07ip8uRhQLmSdPJXHIKPafXaIPW2ET1T1/SnsC2HVjTJhepIMMf0DJLNHVY+7tthP64Al9HZq8BGISSepUuDIyAvxgP6/rHk3WGcCyG4fPhrd+MzOco/9Uaytf0Y4RC5OaOx2zrI7wjTc3/rNNxpYiJamzCSGYR/WmMsgRt751A1d9ait6AEdcqpOzJ4zHyEl93Dvddc5GtHXD6LIQEd1IdZjKL3ZXGeGI1xqvbyY4thefW4oWHJy5wJJ7A8eAKHHMjIIQoFUL8XgixUQixQQgxXwiREEI8KoRoHPgbP5pz7GsAZKt2y1effB/fr3kagJzUDtGSoMvMZVejyksJtXv4korEpgIP//HnTH36I0x8TFfsjD+zizO/8M+gpK5TMpBpizCQ+ZxeISmp8wf2DfAOaKXjjQXEwKLZTiuEhNaLxiNCIdrrx9E/2qb94/NQ2azm5aFoCIrXsY8hUPm8po3SaRr2/OcB159P+JB+gxfvuZZQh1ekx0KtLiiofs6h95JZuna7aSCqKvRmIlIiq49MU905M4iZ85j38eEJ2P69OOFry5j+rUPXnp//D7cX93F2/doLKIT3/gSs3EBdJ59g2zXX4uvKoUxBLmGz9QMR2s9wByS+ArFuC4WYj0y1Rc9dfoQwQOpVeve7pwHghAXpy04n8ehWUqO0wii0qony1b0YLoTaHHBdjMoK7KyeTDPjS0FoiXLi1TzRbQbp+lnUT5qP5wcUupRIGHxpRbbMoGSHR80Pdd0sMZAo1nLW0J9M24I4kYfWEX9sC8FV2zGqKzGqK3UhupoqMhPjFC48FWHZuhbQAFQuD5Ew1tRJNJ/72j9Dmc8hs1ly584CYVD2y1WaHk1nhlA5cvYU1Mp1iAmj8bemIODDyDsInw97Vxf+XgcRDJKZXEZhUhUqk6F8VT+yuRV51hz9/Ywqh+fWghAE1+1GrnoFJ2LS+s9z4fm1WI27i+fzXtmEVVNN9yUz8QIGZiSC1ZM+oP+vBxKBxDjk43jwBI55xrAQ4l7gaaXUTwY2Wg4BXwe6lVI3CyG+CsSVUodMRT3SAnKDRmAQk3/1KQAaP3wXF57zfpInliOkInj/CvjbKArfryHw17U0NL3Iok99gsCfXuD0tS7Pz7Iwo1FUPj9k1W9Gwnip9F6t9WDK/UDCTc/lJyOU5o0Byh/ZjtfRxaYfzmHGjbuQvX10fmj2kD6G2l1CD2l1hhGN6hotAyv+wSQfhMGj3n2Hvf65n1rG6ruuYdEFQ7ex9AIGnl/w3P/u1eXX133uoEbltTDv43fgSyl8fS7J8T5W3/nmbQk5+aZlhFph7b+/9jnnf+h2MhUGtY920H5mBUJqqixbZmAWFNIUKBMyNRRjDmdcehuGp6kiw1MUogbx36+l/aOzUQL8fYpshSCxwUEZ0DPFpvbxHtjRTNfFM7DTOrZgOgrPFiTuX0ey/kRK/roJEQjQXj+eysebtVrHNMAwyI8pxV7+qs7RcB3arj6Nyv9aXtToD8KMRmn/0EyqHm2mbUktbgDCrZLS1R2QzdF2wVjK7l5O3xXzKXtsOyqTRTkORjikdxGrqtTF4YIB2i4cS3S3S+Cxl4tjd9uN85jwnZeKdYqU62BVVeK2d2JVlu9VBw16AQMCBbe9o+gZFynS/XIPrAnjUOGADkhbBkZ3CremFKszhRcLacPQlwK/H7dxK2Y0itffT8dnFhDslJQ+1kh+9jh8zf0kT0hguIpgaw6rN0OhOoq9cjPOyfq3bj6zlkec3ww5/3AUkLtnxQlLY2WHzo350kWb2PpK5i1tCY6pJyCEKAHOAn4KoJQqKKV6gYuAwepl9wIXv572Z3zjyHYlqnvS48Jz3k9+VIySZ7ZpAyAMWv88BsNVNDS9yOxbr+bJu36MmYjz4jkVmJEIGFqGOrjyN8MhbQCKF6hv774BY6EgUykwPDA86F48np4Pz6Py2YNzi8qATKVF50fm0XHlPLLzJhTVGMXTWHYxI/NwWH3XNZxx2e0HvG7mJL4+jzMuu52FF+sCc+0XTDiiNov9UFCICFJ1NolXswc9zxuFxq9dM8QAzPjGsgMMvp2W1DypYynRXXsnU+HpYKtQ2jNLbNAT1ryP34FQ0DfOxHC1ASh7thUxaSzVf9xCuE1ieGpA52/RO9HWGcNtmjIJdXrEVrdS9nw7rl8QadZ0XuyJLYhQiL4zxuKG0QYgm0V1dqO6uvFv7aTjH+fQe+kcuq48DWVB++cWYMZjdH1ibyKiO2siZT9ajrutCQArB5H7nqf7tEpkd4/2HNAFCNveO0F7k65b1Nl7Y6vwJtXhji6n6vebCL2kN6gRfj9975/LpLt2IjMZreIZDOp2dmFVlkPAT98V87FG1WHYFkZJVFftLEpL5d6/+yyIjIHdzlTIr2Wi3UnwFCoS0NU+PU/nDtgmmZm1FGpKsMaNRYSCWFWVZCu1aMCdMgr76XV4GzaTrjYItuYwX9mKu7GRnqkBvJkTsXpzeAHzAAMwXDicPHREInpkmAB0AD8TQqwRQvxECBEGqpRSLQADfytfT+OvfO7OIc/3nRQuPP1C3YEvPcdv71zGhi/HaZnvJztL1yw35kynetly/nrvT6l/94fw9yrmf/lT/OWVJ/Rj87P8ZcNTOslrAIOFsgYhDIEwhP6R2BY9l59MvkRg5qBzNpRsy/LcrXex4ib9eHDlQzRseY58qa4uCjqrePB/4ektJ9svmUrXlacVz2OURF6zPPHBsG8WrvQPHQJCKlJ1mh4rfynJogsPvfH9vnjxnmtZ+VP96J4W1EHLY4RXPncnd/XVDXmt9VSrmIyXHGtT/qI2CHZGZ/6aee0VCxem/tsy4hszJMea1DzVS6g5Q7DLo+uManpmltJ6ySRKXtyNZ2vjkVjZQe3DbQR6FOlTx9F7wXSCO/roPbUaTIPyZ9vwrdpKzxWnohyXlovG4u9xqf2/ZroW1kLAr8stOy4EfGBAoNvFiQBKc//YNgjo+ucFiHkzMZ5fT+qDpwNQ9qPlCA/6PjKfkl8+R/cHZhHf7ND2hQVUPbqHsh8tx6irQUTCRd5evbAOs62PfJmfzOkTUYPJYj4f8RWtyPiAMs00sMZoHb8RDILr4e7YRXRnHtndo+kev097F+PGvvaXoiQyM1C8TSlEezeyLIbR0oFwPK1GM006TkuQqwoR2tqDr7EFFQlAwE//gvFFD+3RZ7/Jw7lfAZCPg9WVgnF1WFMnsfrOazDXbcVo7x6yEdNww8M47OM4CAkccyNgAXOBO5VSc4A08NUj/bAQ4pNCiJVCiJUdHR0HvL9/MHjIcyE4v3YWDzevpdKMsK3+J6z/9J14AUMP5A3bdD0S4OGVNxLq8Ir1/43qzcW2Hlz1MObMaez47UkYodCQFflgYTlZKAzhRQHGNhS4+t7fA3D6Vz/FuVdexZybrubUb2h6auUNd4LSQcBsOQdACei68jS6r1rwmtm8B8MS4zJdkgHIx80D6v3kYwZr/nvvijpT+foEZPtvjPJmYtDYf3rq40NeD7VCanKcjgXlmAUFe9rIxwzstMTOKDyfwJeSCAVW5v+zd+ZxcpVV+v++995au6qXqq7ek3SWzkpIQhIIAdkjCSgoI6Kog6IojCs6jIMLuKEiCjiOBnGX0Z+IOo4CHfYgmgRCEkL2rdPd6b27eqvqWu+97++Pt+pWd9YOBkjQ5/OpT3ftt7b3vOec5zyPWmhevvtm9vy7h9YVQdyPvEAmIEiFBZlisLv7CP15B54Bk8H55Ui3jmfYAgnumE3HJWFK17ZDKgOmxaPbn+X5r99H53tn4+uz8Tb1YXf1EF61J3fgNgNXnAYDQ1Q+1YWwJHpKHUu6VMPs7KZ0j/qs9dYu7LNPw/QI9DnTiX54KeUPbMT0CRUkLEiWG0qyZGYF8k0LyFaXIOMjinVmWer77TLwr96O/yXl9qWHypC1FZgVJey7VmkBma1tTqNYFAeRNRH0UBmJKndhUQeMulrM5pZDPg8jUn7Iedl0AJlIIiwLQqXse18FLddOQPrcVDzdga89ju13Y06uQpg2sQU1uIfHki0u9b4Ho7qKyb/uVEY5QjhyKKuGf3ZcpcxXAlsKrGOcTgW83kGgDWiTUj6fO/87VFDoFkJUA+T+9hzuzlLK+6WUi6SUiyKR8ck35xfwxv13o4fKuPyid3D50isAWPDiNfTPMiCdRqusQGYyzmKftzgcHUjy/3e9KUS200/nDfOVdokmVJM4k0EYLpUG+5Tk8Gi8rUiVjtZ98z6e/tmPSYfghTvu48br/8ziLyr1UmGrxcs+aC2Wo6o/3R+Yz/yPj6/09YT9EEZCpeeeAQuRLQQBy6vh7zI5+9rvOD0D74DFjK++MrPvfNB8rdDbUcsPd53PlP/9MItuP9Sb9qXv3awUT21Ilwp6r5qFKyHRsxLTI3CP2ARf7iEZ0tj2DRXEZv/xS0z7ronUIPn2s6h6pg8jAcE2Sc8HziB28UyyRTqlz3ci0iZFO6OkS3S0rKTmxy+rJ5Y2aILLl17B5ee9HVdCUrq+C+lzK8nuUCnS78Pu6sEbNel6+zQ6VlTha+rH12ejZyWeIfU5DTZ4wIb2axvoOcNHulQwNDdEsDXLwDsXICwwfWqALVMscL+ll3itC1drH66WXrQJtchIGbF3LEa4DOzWduVIZ+jYw3HM3j6SNQH0Hc1M/uxaJfeQgz53ptrBR4eQE6oJPLiu8OaO2ojoc2ey5yeLnfP58pNRW6MuCJWqslBuwxQ9s5zdn7uZ7XfcDFmLxr13IaJDiHQWfSABQzFccQvLVfgBLfi3e5SPQkWI5NQwmDarNn/17/j2HD/+OTF8AiCl7AIOCCFm5C66GNgO/Am4LnfZdcD/vRrPv6rvfqWo6XFx+flXsWnRg0y4bxt2RYh9d5WQPvfYQyVa1W42fmElxfs0QjsyyGRSNWvzTbFRNdHQb1+iZL+qrfYs8HDZ7PNpNWPc2T+N0+++CXeOjfm9h956yPPYrrELv2bmhOjSioqIVPaM40E2ePj+QfClLqQhKN4TL9A9haBq7clv+H7zS+/ix4Pz2J+O4B7Qj5iJ2C4YmAUjtZIN96vbJEO6ygRcguH5lWz84c0sW/o1ALYu+TX1/72Pyb8f4Lf/dTfRs8IIS1K2pgMtC8UbOil5UVl1YugMLoxgG+Db1sHAlXPpuWSCWuxchpLjACKrlfGQSKn31W5tRyTTiMl1+F7YS9Wqdiq+t4aeC6ooXrUVyy1IlaqyYuSBTXgHbGof2IUrDpXfXUPx7hjuVesJP76PQHuWynvVRKyRkIQ/FEczc6yn9k7MphZobqf0L82Q172qr1T8+YpyjEg53u4RmFiNftoMp8av+XyIPmXcIsMloAs0nw8jHEYPBNj/gyrs3ihGbQ1d54WY8bGtyHPnIxYVhiHliMoapNvAjEaR0yYg0uYYGmXeH7zxwHdZteUOVm273XY2eAAAIABJREFUg8b27/HM4591bCSXh25Az0is2fWI5nY80dRx+4qfCCh20NFPp0I56GRgB80Hfgy4gSbgA6jg9FtgItAKXC2l7D/a47wSj+HRWFH9UczuHjVNuHM/zJ7KY+tvH/f9p/zXdzDiGpmaDA0/NmHNS851ms9H6oLT8K7eSuqC03jmJz9m1v034e2DunfsZ/vLk6ia3stw0suWs37Nsne9n/45PoSt6tMylwVkAuBKqOygsrGV6PlKS8f0CkeH6GAP4yPh3H/5NnoyZzzjEmMyAm9v8pDbD84KvuY7++OB3TWdMzZcw8aFiiF12ZvfyaqXv3bU+zzXPI0PvngdwccDjjta+I/bSS2Zjp62eOrpW1kx8VPEz6jNfRYST18KvXeQrssm4BmSSvffsoieV0dRVxZP2zAikVQbgGwW/D7slgNokXIlxZxKQ76xb+iKnQMFuWYhsDu6GLh6PpZLkA1CzU+20HG9EorLbyyrf7mdvqtm4Rm0sV2qjOV+5AX1sA1T6Tm/kmBrBt+ubhKzqvBvagGvB7uzWz1ATiguu2g6A9O9RB7YhJ1MYlRXIctLERkTBoawov2qzBkOQSaDLAti+zxoqQzCtGE4jtXdgxYMItwuBi6eStnTTciKELbHhXxxC5rHq1Rqc+VRLRwiOacGpMS3s0tRk8eJ5eUfpufqWVQ8uB1r1iTEeuU89tjIL8f9GOpt/vvZQd/625LlxWH3UW/39as20rItdlKnA693OQgp5Uu5ks7pUsq3SSkHpJRRKeXFUsqG3N+jBoBj4fSbj/4lW1H3CWQqjV5SwmMbvoy1cAYd5x1eruFIaPrEZ5j81Y1ogy7sryp2SL6nIAzDCQDeniRn3XojlRtMjBTs7q5AhNL87fQ/YG0s4dxPfoTOc3yqEUghAEgN3PFCAGBULX+0EN38j93Dkvd8h0sXfemwx7noQ3dzztXf4a+/L1hBiqzEv68f/z71NrdfWEz7hYXXb7t1AgdOzJTlq4XnUnDN5A0AzL3npmMOuX1p65X8659vYue5D6CnpdI/EiA8bjLFOno8y4pZt2LVhNDTEl/HCMkKg/65AfrPraPi55soW9PhPJ47ZuNtiiKSacyWA2TrysDjhnSawasX0v2WehCa0kLyqoXD3Nvk3N9uywn59fQhMxlKHnie8gdepPbXe7CTKSq/u4bKlevx9doYI5BZMJXIYy0EHtlM8HfrGao36LtRMYeG5kVUM3l3L1Z7F/6tSljN7uxWg1Y11WBL7GSSoSkeyn+6Hs3vV37CmSzW1t2Yu/YqKYlQGdJUk8CyvFT1KVo6EfEUsq0TO1KGXhFBlCv/idI/b1VDjt1R2LSd/g8tRUyvB1uSOWsG2BJzYoRkuYHp148rAADI+hoqV/cgSoKYARc9H1mMVnp0r/BXC6bUcyWhI59OhUzgdQ8CrwUimw7d2eaxouE/MDs6EZEwn9n4NxZ/4G5Gar1s+c7xNza1QBFaWtDygtqhW4OD6MGgo7/jfXoL9oatJCMC2xAUdZlM+XqWHy/9Beff9GHC53ZRsiVKcnbqEGZNfris8pEWJwCEn2oGVPN4NFJlGtqBbpaXf/iQY3TH5JigkQ4Z6AfJPfi7cwNVOfE5LWOhJ0/uktCn7rqJH798Lp/rOZ2Jv27G/vXRKbO///kF7Lv6h5xxx034ek0qHt1PJiBILJ7Mmgc/w+Mv3AbxBPqBXtxPboRt+zCSkvDmYUJ/bSP6rvlgW85nkS7RiJ1eAV43Rl0tI3VeZMCH2dpG2cPbqVzdQ3xeFaWPbMfa24zZonyArbYOSKdVWaapWZnC58qJdiaD2dNL+pL5IDSkmSX4/9YR+ska9Gc2YLZ3YKdTdH38LIo6LdwxSWbFYop+p26DtNGnTsJsa8dsalbkhEAReFUZSOg65X/ciT6tHoIBSKYwG+owQmWql5WDVlqC1d6FSGeRXb3IyrBSmS0Po3X1qfKQbSu/Yr8P6iqxJlejV1ZQ8XQH/QvKQNoIUyJ8XozeGEVdmeP2pD790/dgewzsIg9WexeuZzarUpJ54qTFjwfjYwed1EkA8A8SBJ5a/blDLjv/sm+x/PQvkKktVXZ5yRTLJu8g9NLQmIGp40Fj733svm4lu69biTF1MnpJiaoH27azWGg+H75eSc8ZOgPTDBob/x8XeCVZv6BvXRU7bwpT/LwXYYG3v7A45xvDmWmVSgLYtp3gomckrpGxe47+SxuQyRTLT//CmMs1U2J6BRdf+A38+/opW99DpqTQdfbv68fXq35Upn8U08mSnHvVkW0mX29s+OJKrp2znk0DdTyyvpHEvXVOXf9wuPr9ijm08fMr8T6zBTkco3p11CEAAGp4yzTRKyJo5SFKNvWg9cdJT6sg8ui+MQqrQkJwUxeyp4/2d0wiXawhOnsRhhJKw7Tw/t/z2HE1dJXvE0kzi9nZhVFbg+Z2I7yeQzSo3KvWK7qx4WLkHUvU9aNuU/W95/H/4XmCrSlccfXZ6YEAMjqA7FLHoLndCF3H3Lcf2dapJE5qqhHFxSAldkcnaDpGSzfW0DB6qLTQFDaVOKLMfd9ETz/oOnZHJ3ZVOaI7qmYVpFRZQ3sPQ9OKcsFBEmxJY559GqZPJ37BDOgfdCa3jxeW38D2GKRWLEAvK8EzJEmfrmipKxpePTro4WBL7ZinUwGnxlGeYCyffxuZEp3hmWUIW2JXlNJ44LsAPLbpyyfkOfrPrsKaVY8Il9H1vrlotVUIt4vhK+cR+u1LfP/a+9n8H2qO4fbeOaz5zg/ZccNKamb2kMwJgGaLBN6ojTBVJmC5YGCGV5UWQC1SQDKsGC/umJqA1XJl5u7rF9B1fpj5H79HuYcBiXKd4Xq1eGVqSojNUfS96JIKDlypntg9mGHC/3VjHTRDkA1onPOObzum6ScLpn/tHs6/8QZefHMNX5v8R67ccykDDTo9nztyCeuRb13A5Uuv4D3NF9B54xmg66Rqi1kx+dOcd+VdLJ/3RXovnsDAJdNUsNU1Vb/3uPC0DSHLS53H2vHZGsJ/6VCewPER1bB9vB08HvTaKkUbzu1Whcczqkyohvw0jxezowtOa1ABQ9qqjo7aNOiBgNL5dxkEH1UTvdoo/2jhyWn2rHnZUfeUWRMrHseOx9HrarAzGaRlYcyYpvx4a6qVzpS06V8UIXP+6ciAFzvaj9YwmcTCevqXTVOevIaBMbUekTVVQEim1FBXOIRZ4kFmshgT69Sxo6jRRkoyMqWEjitqcR/oxxUdwb1qPcEX29j76Rn0neZlyXuOf5hQTXULvI2bkMkUpf+72ZGKT04r56JlJ0ZkcFzHwrHlpE+FctDr3hg+URhvY3jhDfco16ctIyQrvcedko4HCz98D94BGz1j4+tIcPbPNvKzdefi7TSY/FAUua+Vxn3r6LLilGkeZv3xo8z6yn7MydWwbjP2UxN4YtbDnH2LmhkwvQJhSyKPt9B/4SRCTzerJ9I0oheq4ba8OmnoT9sB6HrvHEDNEwipmEXCgmQEIi+pKDFSpVOyP4vp03DHTNIlBkNTdMJbs1heDdMn6J+jMeGJFLGJHoRUlFE9ZTk/vNcbsz9/D0h4/3sf55ll07ArQgzOLaHnTEn9n008a3c61qKj8aa33UVgWy+k0siyINLjQmvtUgu+oZg8ciShvBqK/GDbpCeH8bQOKsNy08Lu7UObWEffuZWUr+3F2teCVuR3FsPDQQ8ElOyHLQ+RUnCusyxnshZAaNooeRDhcPPzrna5G6mSS077R6bTaIEA1tAQ2oLZ2Ju2O4+nebxooVLweLBDAUQyi1XmJ1Hlwf+H553b9d20lMq/9jMyuZiifYNY2/ciNIE+aYIKeJksosiPHEnQ9d45CAsqfrEJYRiI2irMMj9a2qTrnBJsHUK7sgw2uKj5fTOyNIC9a7+SoqitAds+Jq+/4Rv3UP/wCMKyYeNOuj62mOABe8zw4/lvvQs9YfH0U0f/fp6IxvDn/nLR8kD46GJ0/33132jfNnRS14T+YTKBS867g+Ul11Px5AE23nczT/ztC69KAABVchmp0rDcGsMNAdadV8GSOfuY/O0t7PxoKfL0BlZMXUKVHuDegVlEXtAY/mUA1inDefe/WlxaM4+RakHxr9ZS1G3iGbIZOH8SWlYycP4k+i+sByD8TCvhZ5RhSfiZVucYqv4nJ02dj/G2aiDvuu1m4rWqzBPakSJdqv7PBA3VdH4xheVVX4t0icbUH7eTLnMRbE0TOJDGiJsIUzL3MydPNuAdgMabLyC+eCKB7/fijZqcu3gHqbDBD7avGnPb0/98G/UPfJPuMw3s0iJa31uPyFpofUNqItfrcTR8REgNU0mPAbrOUL2HTG0J8XnVZKZVoU2aAKZF+XNdmLv2onk9atF1u5WsSA55lzmh6yBEQUtqdNlHaNiptAoAbjWE5QxiCaEW/2QSLaLUZoXhcnj2gMoO/H5VajJNhEcdizBcyC17xhyHvWAGZmcXZnML2oFu7KAHY18HgYcLHgEAVY+00r+gjMC6/ci9rehFfoTbTba2TKnMZrMqULpdVK4ZpOrxDnX59El0XBKh+8witLYeKr63hrpHujGSlurPCTXboM2eRsdnl4LLRds1x5Yo2XPrzRidg2iJDPqkOmofah4TAEDN8xwrAJwonKhykBCiWQixRQjxkhDixdxlJ1RE82j4hwgCF1/wdVLlHrJnNNC4/9VXufRFVZPO8ghcIzaiPMTgJQnil8ym4abnyZR6sOdNZ8XUJXw2tBd3zMbvUo06o7YGGSpGDwSY8NtW9GAQ39Nbee6/72fNt++j+yyh+Om/Wlt4QilVADCOPN0rpPIumPcJtXOO16gFJC+VkEdsotrZZILqq5GZFHau65/tpX+2KlOEdr8+zbiDsfXjK/nuZ7+P+3OdRE8z6PnWZFqukbz8qzlk/YL3f/TTrJh1KwD1P/w2/znrMer+aOAeQA0+WTAyPaT8GUbX4zVN9XFSacRImkxNCRWPNpEsdxPY1Y+7Ywjp1rHaOpB9Y8lrdiYzZoG2MxklNmhZWLEY0pbodWpwypkwl7ajz5NnuxgVEexEAiuWM2z3+ws+EmZWKcnmj1doTtCwMxmYUa9ul1O51TxetIoIxswGjIERZc0YKYdgAC2RQYYUa8homKqYQjXV2L1RwqtVA1u4DKRtoxUHMV5uUtLlLhcymwVbKrroSEKVv/a3E+i01VT78mmq/KUJ3J3DJCs8WFUhSp9rRXT2MuFPfSBt6n67f1yfd2ZSGNl0AEyT/guOIlGRw/81zSfdeXwaWOPFuExlxj81fKGUcv6o7OQ/gaeklA3AUxyHksLx4g1nKnPhpXdijJhoaZNktR/Pwy9gLDztsM3hVwvJkE4yIijZb5MJaOj1ITx9/QT/uo9HOjYDm1n+9veRvGQuN3dm6XhblpnvSmNaFtg21padyuC7tc2pB1++9ArssiImB1M88Zufc7bnRkLPHQBbEr1okhqecQtMX63yo906hLAZM6Xse2s3iUcKjmODDV6QUPFUO7H5VYAqGWWKNaTIZQpliiWSLnNR1GmRCWrEJnoOmX5+vXDGhmu4bebDjPxXHWHLZOTDQ1T9qox0CQTassQmurENFcgmrIJ3XTnA3aUadfdvQZQUE9nsw92fQpSWQDpXWpFScfiFAF1XO+bmFro/vNRp1suePkRpMdLMqt2/x+toRxkVEeV4lWPYCJeBnUw5xyzNrMMOQrgQhmL+aD6f4/IFFMTYwFngjYoIjNaoGi3UJjQ0l6FEDfeorDC/+9dKiyGZghzjyCcaVN9gfyvGlEmQTGFHyuhdUkrl6py5zkgCuzeq5gRKS7Da2rETCfSSEoTbDT4vQhPI4ThyXytyRj1a7xDC60UKKOq2SYU05fZVW4G1fS/F/YOYvX3I0lJ6rplN5ZOd4HbTvXzCuD5vLWNhz2tAZm2ef+DYcytXTnmJi5Z9k6efUOcvOf/rPPnsiVkL8hTRo+HvKLZfCVyQ+/8XwGrgqErKrxQnyU/578fOpm5mffEejHiWoak+bLeOJ5rmCfuh4xr6OhFY/7NPYySVUJuegUSVi/brZyOzJpfPvYj16SypCi++9hHOL97J9I/sUM23mmqs3I/O7OjEiJQjfF6E34eM9qP1x3jiNz/nzde8n7V33ccj6x5xnnO0RaLpEwycVoKeOugr+PMI4e2qWRrakUZqilkUm1/lUFKlBkhlrtKzwEsmqGEkbTJBDc9AlmBrGn93FtslOOMjr39JaE55F/c2X8JIlc5zf7yFyo+lKNk+jJGSuJ/axMTr9qKnbGZ89R4m/ucupv7uI4S2xNXuOpnCs3YntsdAhopVOcjlUmbqmq522W4XsXcvQXO7Kd8cV43Z/kGwbcyWAxgzG9A8XrXj9nhV+SWZwh4etVAL4dT0HQXYvMKsmXUyADuZHEPNPBia2z0mMBwCaYOuK9/gIr9avL0exTgqLcaMRp37S7eBNThI9IYlyO5ecBmIjEnlw83QNwDDcYTHjTapDtwuyGadMpfM5mis6TQkU6q5XR5CSyghOTtShitpU/Z0E0jou34xnReVo582XdmuLp2PiISVAmplCbKzG3+PNa7P2xhIYHkNReEdJ/L9q6kP3sHAdB+n3XJivre2FMc8gRijcZY7HczdlsDjQogNo647ISKa48FRMwEhxJ/G8Rj9Usr3n5jDeeWYOaWSF796M7y28iFHxEvfU2yceLVGsN2i8oU0XdfOpvqh3dx+5ftYvepHXPCRG/jB9VfjKu3EnFSBtmGHsygIw4XZ26dS6aypyguJJDb2GH9XZ9IUVfM3ktJZ0DVTSQc41+sCbBUABhs8GEmJO2aTqNBxx2ynBARQvGsYy1WCd9A6RETONZwF3K+rSFwevzpLucFxsfozvLCa3nkaKy5/gb/4zkK/ajd+u4kpGzT6f1TEjMQuZHwEfdIE7K5exZjZdUBRIE0TEQwo/2YhkL1RhNtF2ZN7iS+fj/fPL6JPmYTZ1IJeUgxCw9rT5OjpW/G4yghiMdXkTaXHLPKa263q+rkdv3PZKHHB0X4BByOvRXW024BqMJvdPap8lM1ijySgf0Bp8sdHMKorMV/eAUDlqlbMeFyZJEYHsG0brTyEHI4ru9GmFrSSYvB4EH6/YjlJqYyM3MrTV3g9MBRDGAbE4miDw3j3NENpCcKG8p8qs/ieDy6mfMc++k73U/VwL0b9JEwpsVNpAnsGj/lZX/jmO9EjAdzRxDFvezjsu+bzcA2OgOLfC8UAOvo+WqI0zoD7j3Kzc6SUHUKICuAJIcTOE3KA48SxMoFZwHeOcrobWHzEe/8TeIYlesqm73Q/egZGlkyh5a1lXD73IiyXIF7nIXHGRCyvcdjFIHXmNJJnN4BpYg0M8dYlb0WbN5vLZp/PZTPOpfP7AUoeWIueLdhVjoZmQuSxZoq6TLTR3Owc00ft9CW2UQgmwdY0Z/78ZTxDFvFqA9MvMH2Cfe9QpYV4ve+ktc3z9qap/1OMZ39yJqFtSez4CBT5MHujyjXN5UIEihheWINWFaHpjkWY0Sh2LKYWfztX7umNIspKFUWytAT/k1sxZkzFbGrBmDYZESpVpRDLUn+zptol53b8KqgUPhCjtkYxgg7CweqyR0KeMjrmMSdNUPo9kyY45wFlMwoqC9B19Loa9MmT1KBWRTlmR6dze6u9Uw00AqK2StX5+wexBgcVw6i0RPWaMhnFOrJtZeqeNTF7ep0ylXC7nHKaHR9BCxRh90Up21Wg6Vau7kGfPJGqJ7vUAFtzC7ZHR7gM3vG7Z49JGTVGsthujVUvfWVc79mR8LffnRhCiM14MoFjQ0rZkfvbA/wvcCbjFNE8EThWEPi8lPLZo5xWAyeGWP8GhZGQjFQbFLearP+KmguY9N/b6PtliOf++34G/2UELW3z5K9+6vwYNb/fYZd4nt2Ku3E9VjyOPkmZf2uxBNbgoGNgk7jqLAK/KSg6GsncRPHj+9QFRX78m9so/tPLWB4Ny6Phi1ogwPIUvqh6Tj9n39UuvhzZxnN/vIWKB7dRueoA/XNtmj/6GbRnN9J5vmT9V1ceYtryesPumo67tZ/HX7iN6kfb2fs+Ay1QBIaBPneGWtBzlGj/H54Hy6bhp71qkMrthngCs7uHdH1IlTyi/dgDg1j7WxGahrW3GaEJ7FY1gauHQxjVVWqa17KQWRPhMlRJZ9SCr/n92L19SDPr0ECPVvY57GtLp8bQRgHMlgOqh5DrL+TPy+FhjNoa1XSeVIMdCijGU1kJZnePkocA8HrQp01G1FQianM9oaqI8782eWJhIE5K7Fh8bKM6z3ry+8HtRsZHVNDVNaU5NLEO94u7iV63GM3nxT7QQfdFldgHOpSrGaAnVFD7wd1XIbUjL5pL3vMd9JHMSUNNhvHKRhw9EAghioQQwfz/wJuBrbxGIppwjCAgpfztsR5gPLf5R8aa336GkWqlSzP5kQ9h64Lk0umUf9Li8rPfwuSPdOD+2zZWrHi3UpoUGlowgDWS4LGOzYi8f/GSeVjhAMm3nwVDMYzKCuS580hnDIqfP0DiqrMOee7om6eqv0sqGDxvEvtun0fLu9VONxnWGakwnB39ujvvw3IJehdJNFOw7F3v58I338mjO/7CyOnVRDaoL3PHLUtpurKQ2Z5MgUCr2k1jUyHVn33bAWTWBLcL0d6D3d4Jfj+iuFgJpcVHGJ4TRisPo4VDWEPDIDRMn459eoNSuXS5FPc/14yVlqUWZLcbe3AIqzdamP7NZwGjJoIBZCbr7Pidx8mV/PILKYAxYxp6MFjYDOR2/3mM1u4/HPJMI2tgSM0y+H3Q0oE2klZaQLuVVpG5a++Yv/lJ4NHIBwo5koDigJJ/nljrXK75vKpEKTTsaD/YNqIsJxGdC7SyuxcRCZMNQvd759L37vmEf7gGdM2xptQHEiqr8MNI1ZEXzJI/bkaMpI54/euB8fQExjGGVQn8VQixGXgBeERKuQr4JrBMCLEHWJY7/6pgXOwgIcR04BZg0uj7SCkvepWO6w2FHV+9mTe97S5mfnIbWiSM2XIAS9fRQ2XYiQS77pnLrG92Y/Yr+t/Qm6YQfDTOpTXzMGr9MDiIHksSmxnC153CmlaLvrcd1+526r5TA6k0/j88z9D7zlaGJyWQmZ7Ejruo+GtuYXAJQluBrW6e+el9LPqS0tvXM+pbetr3biI8ZDLhSfCv3kH901mal3l58zXv5y/PFqQUvH+XlN+rj/OuuIuiF5SfLrpO24fmMOGRXigtRguVKlpnsY+ROh+amZuuNnTsLrUoGdOnYGztVrpAbjfSthWVNLfAOowfn0/V2gFpS8X713UVdGBcdX49XKZ22Hk2UG5RBpy+wej+wbGQD0J5/9+8aqcxUoxREcHsjWJUV2F2dqnnnzVdlb+6eyFSoAKbu/ZizJiGbO9ysoLRxwY42QBCUyUjl4HZ3KIyWMtynpsiL9X3v4TMZNG8HvquP5vwb9Q8jOb3q34XqM3IUTbNwu2mcc/4Xe5eC5wIaQgpZRMw7zCXR3E6Xa8uxvsKHgI2Al9ABYP86Z8YJ5774y3KiFtKjPpJSMvC7O1DTJtE0xU/GiOCVbxzQFHxQmV0/zCIMbMB2nsINL6Mq2uYwRlFUBKEQBHRuX72fL+O9luXsu7O+6haGye81Sa41kfzDYd+RLYLx3BF6kr9ct2d9xFokzx7349Y/cMfse/WuZS6kty1uZHHH/y5ul/XdOyu6SQr4ez/uJHZ993EWbfeyLJ3f+A1ef/GC//+QWQyhbQsYpfMYsL/7FULjabBSIL49DL0Xa2UbOrBE81gGwI7Uoq0JVpxQO2Ym1uQQzGGT49gz57MntvnsvvexWQvnOc0emVWLez5BV7aUg1KmdnD+j3n6/VjkBseM6qrDrkqv/CPNwA4z1Nbgz1cmCvQ3G7MtnbFPps+xQkAANYOZYokdB1iqrQ4erE/UgAYDaHroGnYff0YtTUq0zFyGW1VBXJvCzKTRY+EkQ0TKfvZ84ipE9U8QmkJiZmqLFTzVJSt3zo80WDZOV9TTeeTDKbUyB7j9EYSkDOllCullC9IKTfkT6/qkb0BYddVIIv8kMnwWMdmVZJwG6yYfBZ2Ty9GOIwRKcfaugsAa8ZEIu88gGzrxBocRJtYC4kk4bU9ZGtKsTu7CW1LMPVbJls/vpLLL/wX5PMv0/4Wk+pnlJtTbOLYL6GWLSiSalllnr7kszey7s77OP/GG/hYx5nUf34dD768kDmusTVogHSpZGiKYPuNK3n+G/fxxP87VJLh9cSqLXfApBr2fWk+/g61gFrNrZBIEr24nuDfmkic0wBS4m7uJRnSEPvb0YoDCFehTm8NDZEt0ohP9FPzVxt/u6aoszmrRKHrhQCQZ3Tp+pjm8Gg4cwHgLPpmRydmd48jIOdcHyk/xJJxvDDbO5w6vhWLORmJ2dEJg8OH3F52dCvefiw345Ar95i79mLu2ou171C7yDH3N7PI+Ih6P3KZkVO2isWVuf38mYqC2tSOXhxEdORorpbFs4/+B0IT9CwNH+EZwNjbTmPvfeN/E14jqJLPG1xALje6HAL+LIT4NyFEdf6y3OX/xHFAZC3iM8vAsrhs1nns//AU5Es70MpDmEtPg4Bf0UJzNWHWblaNuHgcIxyG4biaak0ksV06YsoEtKyNdOnM/MlN2EUeHuvYTNOlP6H90nIuvPROvNGCnlD+b74EFGhXi9hFn1FOVO5hk2d/uxCkzb5LfsalNfO4tGYe03//VWb9SGUP+/790+z80s0svu1Q+8aTBate/hoNd+9DWDbD505hz92LMSdGCD+2F6SkaM8AVnkQq6KM/gUWV/xtD2TU7n704lv2u5eInqbhHsxSsTHDgQ8Vyjr5cogeCGBesgg9GMROp5yaPzAmIzAqKzAqK1QJcGhYKcxSsFw02wveBGZfv2PJ+EogcrUdUyHaAAAgAElEQVR6PRBAc7sxKitU78HnG2MELwyX8zqc8g6FQABHp6zmexp2PO44p2k+n3p+XVOZrseDtqsZkilGLpjpyF/I3qgq2aEay5XPHp78ctGyb2JPPDRTOhnwRnEWO1ao2gC8iOpO3wKsyV2Wv/yfOB60dOD/80bM7h66r53D5JV70CfUYbZ3YLywE7Km+gEd1E3KSw7g9SjTkeIAntZ+rK270NujtF0YILAgSuPDv2b+nTfRsPr91P1iF7EJLjbctpKmH03CO2DR9d45TvPtxS+txLerm3V33sdzX1nC5UuvwN0+hJaF1i8v5cLrP0THLUsxamtwvRjAMzD2pWy4/2bHr/lkRGPn99Gbu/B1p5j5zWZ+/9D9itI4kkC6dPT2KNkyD7O+08Of37bEkdywRxLOQJfweBBzYnQv8tJ6nYV3fZGzODu3qarAs24nMq0GE0djdEZgdveoZmhlhMfiv2DVwI+d64ya6jFaQ0a+Pi8O//M0IuWFjcLB19XWqAVd2qo8ZVlYfVHlTdDcMsYIPi9d4Rxjbvd/2PLPYY5FmqrhrYfKsPoHFEMqk1GKp5ry1daqKlQpTtMoWr1TBYoiPyJQxKqhn6qHLvKrAbWDcPFF30AK8ZoPe44XWVs/5uk4ZCNeNxy10CalnAwghPBKKce05oUQ3sPf6584IoRQNMHSUspXrsEyXBDtVxIRHZ3ItBIQEx4PhseDHYuhlZZg9vSqqczqCnC7sHbsVj+webMhkWbrJ1Zy+YJlXFZ+NZXb16F5PZjJJOFNQyz99xsp08Dz8Fo2dmzm7FtuRGrQ8Osbsf5T1YWMtGR4YTXBp3Zi+SrZccNKuAEuW3Y1AO4h2HDbytfznXtFkJEyjO0tdL1zFhfd9ikilftUJtU3iIyU4ekYhlgce0Il2oALe3BIUUVzsAYHSSenEOiXVH/PxmhpwgSiNywl/KM1PGE/xIr6m53d/zJNvV9GpFxldIHAmMzAqJ9E47Y7uLToX9FCZRh1tVhdPQ51VA8GlU7/oFIhNcpDh80IDneZ8q7QsLq6nabsmJmC+kljA0AgMOb8sd/MAttJLynBHknkNiw5XwuhqUa2x4tWHATTwuofQIuPqOazxw2pNHYqjV5RDjl687KlX8PQNdKn1zuP/+azv4rYshcWzeCZx18VpYQTAnkcswAnM8ZbtFozzsv+iaPAGhrGCIcRbhfGlHr0+glIW2LnRcEsS7FPinyY0SgiUKQCgOFSqpA790Imi1ERQUyZgO1zgZRcfN0HIRhA7m9j771nEnvLPMxLFmEVuVnz7fso++MW2m9dyvp0lrV33cefvv5tLjzvZRpuep43ffwj+F9qw9uXIbNwKkh408fU5PqjTzzEI+sb2XDbypN6138kdH5DQ3i99C/M0nduFkyLR9Y+jF1TjugbZGRaGfj9SkkzPqI0d3QddN2hbvq2eSn72Vr0nS1OU7Xy6U6nbGQe6HDkIozaGmfSG6GNCQAA1oE2QDV7zfYO5OAQmtfjZAGiRFl62pmMKhO53QWZiVHI+xGMhh2Pq0XX5xvbk8jt4K0DbU72MDo4jS4PHRP5xxoacrIAO2uq6WSfFyNSjp1OYQ/HlDFNkV9NYfu8SreI3FBZLE5j1w8AeGLNFyCVxrNbDbBduuhL9CxSelmvpd7XK8E/RDlICFElhFgI+IQQC4QQZ+ROFwCHdg3/iWPC7B+g9boGRUkcSSgNeF8hqdLDZZitbSA0RO5Hp3k9aIEiRUM0DGQiiYgl0DbuwAoVYbuVqblwu5n2yXX4u9IMTXHz+G9/AYDw+5h0/y5uf8u1LLr9Jir0APfXrUFbeBrB7f2QzWIMpojVuYm8lGV4os6Sl97hHNOpsPjPvP1QPZjKO9zIRBLNazH9hk3IdJpzPv0RtLYekBL/qs2Y1aXIyjCPxX+BnUggs1nFRNF1jIoI5dtMUleehTU4SGbFYuSbFsDgMI3dKjN6wlLG9o9nfk3jge+qXX0wqHj0OYyRks7h4CxBZk1FraxSbl5me4eyj8zRRPPDVZrHizU4OKY8o7ndhRmFHOXSqK5SWY200XKLvxWLOUFCDyll4tHZgFE/6biCguYyCgJ1FRHM3j4VEN1u9EhYNahrK5VlZiaLTCbRKiLgO6iI4PcjiwMsn/dFRMakdE+GVf0/GvdxvF4Yr3bQyY5j8a4uBd4P1KFkIvKvaBg4ucP0SYyJ/9OEmUyhVVdiVFZgx+Jqx2dZhX6AtDGn18G6AexUGpH74Zq9far55vOqnaslcfensUuD2C0HMCoi7L/Qhz03zoq3XEvX0hK+tfZH3HvZlYihEYJtJTT8z41opmBiIIW7dxCKg2QifgYvSzC8s4hdX7zZGQI7FQLARcu+iW+6h3mfvIfyl1O0LPfScO9eRCyO8Plo+MAWlWG5XZT+9QAU+Wncexcrqj8KiSyPPvYgK6ZnVA9A17ETCbTqSuTgEP7VOxCRMNaiubiHsnQt8VMhJo55/seSDzj/P2E/xKWB6xBuN5qUjkkMqB5D/jbLiz8wpg8gXIYSpduZ0/73+wvS0MmkKqPMmu7QOpE2ejCI8CpnL03X1e3SKZVFmCZaZYXyKu6NqoZ0fq4hnT6ExqoHg8hoP1YsdkjpKH9e3UdXG5LigFK5LS2FTAa7uwdj2hQYGlYicbatsoDmduXJkMqoeYJ0eox5zPI5nwdfwZjF9rvH2JqezDCljmm/aiqirxmO1RP4hRDiAeDdUspfvUbH9IaFPOd0XF3DyK4etNNnYm7ejl5aqmYCAgFEdSVmU3NhQGhtbqhm1nTk3hbFtjBc6se+a6+yFBxOYlUG0dJZzPPPwF6/k/BWi9KLerEyxYxMkNx65w3E3ws7P6h2r5fWzCs08+bOJBv2444mmHZrgsa9ypP4VFj884jXuDF9UHXPOqyLFjDl9zEys+pw72gD00KvjIAQNLbeywXL72T1qs+yPHQDwu/D3ryd8z76YYwpFqt338myc74GazejjSSwh+Po0+qxfS70ziht76yn7sFmx4r0SHgs/guWz/k8orMH3e0GIZTMxygGjhWPO0FA5oar8lO0Rl0tcmgsnTO/aOvBIKKmEtnRDZrm9Af0khL1XLaNTCZVwEkksGNxZNbEpjBtLDweRHEQXQhEJIzs6RtzbAf3CszmFjW9rCvPAplIKItJlE6QXlKs/Ab6+pXeUDCInUg4JAfh9SIn1yIzJqs2j1V4FIPDyFAxts9DbFoRa3/9yvy9Xw/YqJLQqY5j9gSklDbwkdfgWN7wMAYSSrbX7cLevB29pESl9qDKPINDqumWGuuNK5IZVRZwu5XufE5DRvh8MJJQvP/hOK6oarYVr23BvsHPo4//lrIdEPn5i0y9r5nLZpzLpTXzELqOlZtOlruacHfFiE8OYrW2M/U3X3/N3o8TBWFDoN1WZuymRO/ow/XibsyePtrfO4OmG+qxc6939apco3FCFbIk6NT2fVvaqP/FneixFMaUemQ6g1bkR/b0oXX1g8tFzQ82IkcSrKj7hPPcy0M3sLz4A6yo+rcxx7Rq2x3OAGBejgIKzeMn7IeUhwFqgR9dGjLb2scsypCTmUhnVODa34qoqQRdUw3hJfMQbpeSHLcsZCoNuf6GVhxErx1LsdR8PmQq5fQ/rHgcY+rkMbMKB8NOp1SGlFM91eqqMSbWqSGwREKxrjLqe2rnmr5y6kTVy+ru4bH1tx8SAOZ96h5keSlmmZ/45FMrAEChMXx02YiTP0iMtzH8hBDi34UQE16NOQEhhC6E2CSEeDh3frIQ4vmctdqDQgj3sR7jVIGorUImlRhY3otW8/uRyRRW/wD2zElOPTlft7VbVVNPq6lWaXtaBQlR5Ff1/H0ditnSqXaFVm0E6VWDT+VPH1ANvL5+p7wwunEobYkUgsGpOnqolOn/eRS9+pMUtgEl2waIXb0Y7dmN4Haz57a5IG2CByzqVqfQQmPd+UQsyd5/LaexeyXBNfvB52X6DZuV//Peu1RZzrLU59Ibxe7uUbpB8RHkcIyLL/wGy0M3qF1xJoNMJFkxpaBOuWLip8AwEIEixaCRNkZd7djj7o06/zuU0zPnHvY16oEAZlMzGDm12cFhJ5ALKdUinFD2k3YioWQvNA07Flea/7kms8jJWZPJqmOP9isdqoFBh1lkTKkfQ0MdXToSHtXItlrakMNx7Gg/IlDk3EZzu5W09PTJCNNE1lbwePY3h31Nm++9GYRAS1msefDUCgAApq0d83QqYLxHeT3wUeAvvDpzAp8Edow6fydwT85abQD44Al8rtcNIp5USpQ+b0GCN6dFY6dVei2ff9m5zvmR+3yKPhrtR3g9qlEYKVdUwqIi7OEYdiKhJJETCfQD3dDezeXzL2HorDoSV52FnU4ddpL1hh27MMuL8AxDY9cPaGx+/Y1ijhfJcsG+a8OUPtfKYx2bwePi3PO2see+M/H/4Xnc7UM0tt475j7dl9YS3qYqtpmZdVihIHokjLVoJisiNzoBWrjdaMUBBq6ej1YcQJ9Wr/R4XtiBTKdVgM1kVCAYHubSBbdT/8s7kaUBJcdcFnSaumZbO1DIBoR3VC08Jw+ht6v6/cGKoVY8jj5nemGozLadgTOxaafyLS4JYrV1qMyivROrqxuZTmP1D2LHYup4MhnlU6zrCJ8Pa2AIe3BYBSvUBsFsalYey/nA4fGgebyF2QTDQC8pzimG6ojiYpWFpNMq45mgMg9r227k3mPQUKVEy5wcVqXHi3EJyL3eBzkOjCsISCknH+Z0Qow7hRB1wOXAj3PnBXAR8LvcTX4BvO1EPNfrDTsUVGn7KAqiHlYicvmdoB4qQz9thnMf/fRZyJwBuYiEMfv6seJx7KFh5GlTkTlO+WjIbBbh8SBNk8D/bqB4XataJA7WtBEaX/nBe3Ht72HjytffIOaVonb1MNN+eAC7r5/lb38fLVdV8KbS3dStEhgVERp3fZM3L/kKDd8sBLiKB7dTukOVXJ565lYef+E2zM4uXHvVvIZ+2gxlCpNjC4Uf26d2z22daoG2LHXKwc5kVCa3eTszPvyyGuQ7bQbW1l1qErnyUGMoa2gIKx4fww6TwzFW9R3qP2JMqUeMpNXUcUkJMpPN2V9qCL9fDYW1dx72/dFmTXW8DNRmYgBrOKZsMXPMs3xWkv8eWn1RzGgUrbpSbUqkrUpUuTq/tCyVGSWTkE7naKKqHCWyFvbm7RgNUxGHUSgdDTEUxyz2HPU2JyvGQxE9FTCuICCEcAkhPiGE+F3u9DEhxPEJoh8Z9wL/geqzAISBQSllfnvQBtQe7o6jbdt6e0/+MoY2lFA79t4+tEkTEIvmYnb3oJ82A+HzopeWqsU6poKCMW0Kcuc+mDlF/eA6u9Fyu0c7k0Hf14Hw+9DKSh09Gj0QwOofoP2dU7D6B5S/bXTA+dHmoQeDZJYvZPMtKw/ZJZ9qsDds5fonn2X4bfPhxW24h+Dbv7qKokc3gWVT/7NvoUfjTP3N2KnUTNlYquLwe86m6SNTYEINojtXqpESeyhGdnotorSkwPTx+Q5rCKOXlKiSSUlJQQOqv/C8eqisMFmc6xPYo5rAVizGMu3qMbLRQtdVABoYBNOCidVKk0cTSrfHZTglwsO+Pzv2KbN5v1/V6ONxx5NYZjJYg4MOFVUYhtJAqlBUVYZi6jgNQzWHLcvJYDRX7rLigHrdOaMdc9dehOGicdc3WTV8dG0pWRJAHxmfsc7JhvFlAid/IBhvOWglsBD4Qe60MHfZ3wUhxFuAnoPE6A73rh02q5JS3i+lXCSlXBSJRP7ew3n1kUqrydBZ0zH37ENu2KYUQls6VO15cDC3o+tCCwYw9zYpY4+dTRgT61TTLZks+NNWhJUIWUen0qMJBBzxsMrvrnGYRFp93ZgsIL/b8z61mV/FTn0JKKO6ip8sPoMpn9qJPnkS1U90M+HJES7YOICUNrO+2IYs8o5xpBJVEYxEoQyxTLsa0ycoaldN3cbulYoumkwqh67nNhE/oxattARpmoV+js83JnMTHjdomnN9Hnnmz2izmfwUrphaP+a2Bw+I6dVVOZaNRwVzQ8OeN135GBsGhFW/w1m4R9+3ssKZHBZuN1pZqfr+CE1JS9iyUJJMpRXdNBBwBuNkOo0+c1phRy8lmEoeAqGhRcI07vgGIlzG8KJaHkspEqE2c4qi4B4Fy+d9ETEQQ4udXD4B44U1np7AKVAPGq8+62Ip5WjN66dzJgh/L84BrhBCXAZ4gWJUZlAqhDBy2UAd0HGUxzhl0Nj2X6yovxnZ3at2/eUh7JY2tFAZIptFZs0CaycnrpXXcRH9gxjhMGY0ihEqY/8Pa5j8mUGyly7Gt7cPs6lljLKlMWOa0oWvrUF298HC2fDCFkD92PUyL3Ysxi9nTOB99mEO9lSCz0vLB6eQ/WwSd6ILvB60jMVf/mUewhOnse2/DrlL4/YCC+riC76O6/RZeIZsircWDBO0UCl2Zxd2PI5eWkrg+WbsgUG0YNCpx1tDQ+ht3SoA19di7WxyFEUdc/lRnP/RntBP2A+xTLsaa8dujKmTMfftBw6Vjzbb2p0ZAaO2xllXhMtQlM29zQDIcAnkvAk0nw9RHHSsJDFNCJViNSl3tNwDoHk92LMnY+zvxBrITQIPqUXZmNkA0QGsPfvVpK+uYafSaEKoxzMMrK4eVkz+NI377wZgRdW/qeZw2nSsOg+H8y/7Fj5QpaQJr0wx9fXGeCwkT4EYMO5MwBJCTM2fEUJMAQ7tMh4npJS3SinrpJT1wLuAp6WU7wGeAfIjq6+qtdprDsNQjbSSIObeJuWq1N6B2dPr0D+NSDkiXDbGdUpmTcyoKlGY0Sj1798PQsP1+AYYHMaorlSlpEWKXWLt3a80bNo7VIaRCwDqwWys/gHVRH0DYPDMKmr+msK1uYmRhRPYcVsYrTMKw/Exg0kHY0WlUkJ17+2CrEWsVkOYo+r8NeVKiXPOdMy5kyEYcOrvCFFo7GoCaySBvWNvQV56dL9gVGnHGhhiedmHDj0YIdAWzD7isdq796HPnaluatrYXl2VbgzlfKaHQ4iBnLLplHqkbTtyJKDKh3ZbByI3XayHQ0oGOpNBbNmr5KTNrGp619WiebzY+w+oTYm0lTdzvq+U7wlksog5Dcj+QZbp17C85Hoau36gSk77W5GVYVZUf5RLzh9LO15e/AH865uc1/3E375wxNd9MkPmKKBHO50KGG8mcAvwjBCiCVWumQS8mm4inwV+I4T4GrAJ+Mmr+FyvLdwuiA5g9vWjnTEH7UB3QZkyt2O0Ewk1fu/zKYNvXVcN5dyPFECUlhSGegwd0hmE14P9olrs9apKZHxEsYgmVmFv2IoxUXkUg1KuvOQ9C3naPnk8W18pSv96QNXGI2GK1jUx46kEclKd4urncGngOuxkoeygnTEbkUyxvFzpJAmfl8jmNI27Ci5+j62/neXFH0B09eGKusBQDBxyWZqMlKFns2BLjFCZE6Sd5/B4EW7XWM6/VMNcy4s/gLQs5zayN4pGGJHb8ef1gfJzJNKysLbsRJ87ExFL4k5lSZw7E/+WDshkMHt6MWqq1aBhe665XVeDiClNIYSmKK+WhebzYfYob+W8QGE+yxS67rCYRusQ2fG4Ko9lMujuoBpGk1LNu4TK0Oc0ID25NmF+6r2tG1wGTz47VlxAFPmhVOkkHSIhcQrBlALtGJ4Bb5iegJTyKaAB+ETuNENK+cyJPBAp5Wop5Vty/zdJKc+UUk6TUl4tpTxy1+sUQ+P2r2P29nHgtiXYG7cddsdohMOK0pkt7CqtWMxheBgT65wfKoAdi2NGo8hRZQSzvQNraAizt08FgPpJTgAAQNN48lc/fTVf6muGxtZ7ldbMwBAya6JVVyL6VFnnze5rWV5yPVi2w9dH2siXdiA8HjILpig2TjKFp+lQTXtzQQPJBfWYEyLgcinzFU0Dlwt7ZxOyvgZRFVEDYQdBmtkxgSe/k7czGUQwUCjfSak+q71Nhw0AeRgT6xCprDKNTyRxD2Wxo/3K1N3jxepR+v12IqGoni0HCk1paass1Cjs6O1MRllO1tU61qaOiCEUTOZR/QThdmNURJRZTSKhXNEmTVCZbTLjSD6vGv4Z+uSJuRkK9R2++IKvs2KacrqTlWEYSSL6Bgv2kqcgxpUJnAL1oOPxbFsI1OfuM08IgZTyl6/KUb3BYdRUM+HLa9QuMBxCS6achq/m8zo7ytFlhHyWIAzX2MV89O2OoD+v+f1jZYTnzsQsOjVpeUeDHR9BuF1ObX152YdULVtKtXCOghYIgMeNuyO3S5fScdcajSef/RzL9GtA2jTaD7Fi4qfGsKmWz/ui4wORF4+T6bTDux/NDLK27HT+H2PzeLDaaG7xd8o//UpaQZq20xcgk8HY2470ebHnTUeuU6W9g7OR0RA5XX8rHlesHqGpnkBvVAnN5YztpZlV/5smwnDlgllSBYdUWmUIuQzV7lXZQ94b4KAndPoCrs1NUFbKiin/jkgmoawEqQvsXfuPeLwnOyT/QFLSOf2gbwPnAotzp0Wv4nG9oZFvVErLwtyzr8ATl/aYhR9UVpAPAEZN9RiN+IN5/1qlarAd7Fk72jaRpfNJTizGaHpD9NoPQX7nKXTdoTNa8Th2MoVRWVEwig8GMDs6EbmdaGP79w7LzwfQFswCYEXdJw6l0x7oUtr4mkCfNR1RUuwIxQGHzAcY06bkHlPV//W5M50+jqMPNHdmQRqkf1g1fE0bkbOHtLp7kZbFgfc1QE2FUpE9DISuO4t9XtraGik0qLXZ09Ri7vNiVETQSoJogSKVneaax/nvmx4I5HoDhgoIuq50ggJFiNBYaesV1R+F+AhaVaTw3bYsSCQgmYRgABJJRMZSaqOnKCxbO+bpDVMOQi3450gp/01K+fHc6RPHvNc/cUTowaDzA8vvFg/WiRe6Tu8V00FKJSFhmmN2+3nhsfx98xnC6F0mMIauKJ7fgrcrAf43nhK4nU6pyWuhOQ3QfD1cL/KTnj3Bec/NtnZVBokc3qFrNB578Us8YT90WJaRnFJLY+f3C3pPeUaMpf7KbPYQFzBj2hTsTcrq09qyEzZtR3O70SdPKlyWv3+oWNFDE0nweNDnzlQzI8NxSpptRE8/rq3N6oHz3408hdiW6v3IUVE1n69AS62fgOgdQCsrdaaKY0unqInivPR1LphpHq/qZeWMY/L+FnYmgxXtx+46aEZH07BqI5A1kabJisiNiLpqZapUESr0DBLJozbuT3ZIeezTqYDxBoGtwMlp9HmKworFnAU8//fgGrC0LMp+tlbNBwwNK064tLEuXKgGfwyXYnPUVDvlByhIUYzmm+sBVYM2L5hPxxdtrLaOU0op9FhYpl2tOPslJWqgLudli9CwLlhAZvGMQ+5jtrU7Sq2vFI+9+CX1j7SRTa3IkcT/Z+/N4+S4qrP/762q3nv2TaN9tWxZtrxvEMCLlnkJWQh+E0hMAgn87DgsZjEvSwjwEkyMY7MEnGDCEv9YEidAEqAlC2NsiPFuy7Il2ZK1jjT73jO9VdV9/zhV1d2ztiyNNJL1fD710XR1VXVVa+aee895zvNIvt+yUMrA6R8oV+jcs3fCNcxlSyQ/X/KeOmspaiiN6h+WDtzOHvBqROZakfmuevBFtF2SU/cHeNOU3wHtyoDu9QSoSARr9UpRIh1O4/T0kT97Ifr8VXTddCnxnzztmcDE0OeuRNs2Vus83FwWZVlCffXTQ2NjEmxNs6zjGcBtrqdQF5Gg2dIkXcohE1wX1dmL7u0ntf+uGdVY5zpeFaYyJWgEdiiltiil/svfZvPGTndsde8TN6r5rSLi9toLAJl1WQ0N5NsuZfd3LgYIOOf2kQ6MSJTIvl6UYaDtAtaSRQDkV7QE1958UGSdfL65tXSJdBYnkxy6JkIub3F//nsn8nGPC9oWvrdMpM3HevMPJSiaJs7wCEZdLUYyAcrA8oTjOq8omdV68BVE1xvXszF2w8Trvuazk+6fFMqgcNW5suoqlNg6NjSgrJCkfbxgP1kgACn8WgvmS7fx9l3omiR6eAQdMjEWzcdtqcPZvkveswtBp7HO5oJnAcpShj6ZQJkmbnoU99ARVE01TmcXRiJO94VRDm5I0vrdnZLaMU10Po95qAujvg7tKYLaXv+B3wPhXTzQTWprurH4ILv3E374edrWfAy6emDZQlTvIPaKBaS67i7zV95U/67Kvt85iFdbYfhTs3kTr1ZsydzLda/7W0Jao5/dg6MM3FyWjhsvouVLj7AqJcf5QcBauRx7z15cr8hrxOPYBw7R966rqHsxw9ANV9LwcDsb58sA5w6nMRa2kl3WgJF36Fsbo3ofPPXRvz6JT30MsO1JUzJmIi4CazU1MvO1bdzBIZw3XIgDmA8+xYIHwbn64kCoDwhsINEubi7LeuP6crP432zDRRqgfDvEKaFdzAe9xveSrmC/UOsXhc3a2gkrvjLEopAe9WQnXgpm/QDGcIbS9ivfD1lFIxIQvGdByQTBCIdxC3aZ85ixoBXd14/Z0gyWycJUN/QO4C5pRe05JJ3AliVaQPG4MIKWLxVROf9R/WvFYuBqoTR71pggfgoAbcs+gKqvQysFibhYSY7DqeAgNhVcV+G4cz/nPxMqpYg+NNnmv6+U+s3s3eLpjZ8//HH5IRzCTMQxa2pY8J+Hyb/xMsllV1VhzJPionuwPUjxGLEYKhrBWrWChhfG2H+Tpube3wh74+K1uOlRjPpa8ovqsBMmB94YpX5njuYHJxcZOxUw2UC8qfodIsJmhdDZHEat5ND9vHjkYLEDOPLcfpyrLw5ei2RygxRFJ/HyBc80vruHtgXvCdQ/ffiv/VmwtXihdBKXdAVbDeWFT71iIdbypWX77D17JcAfbEd3dstqwnUxq6twtu9CZSbX1nEzmWCmLrx9L0SUmMIr0wwUZM2mBkbk4R0AACAASURBVHRPnzS8jY5hH2zH2bMPd2QEXtxfFlTk+llJ5fQPBt+FskKSTvIkNdCuFL/zBcYjte9OsEyy8xKkXvq7SZ/hVEYlK4FTYCFQcTpoJpy6HR9zAflC4CesCwUoFIg/uT8o0FV/PyM5fa+5x4jFMFpbyFy+kuF/0NgJi7P+6hAAdncv/Z/JMXD9BRCJYMdM0vNNVv7/Awwtj5DafftJe8zZgB8AjGRCJJJdl9zaJbi5LOEnXhQTH2QVYPf1FWfrgO4bwO7uwe7uCVJn643rJwz2VlNjUGxfb1zPpvp3BcesN64P8vL2wXbyF60MfH79GbPPCAIRu8MwyvYBOPvGSS6P0x+yX94f/Bzw+PF6DpSBqpaB2ayp8YTgQqjVyyVluGIZRsgS6fHFrVK8VgprfivZtosxlizCSMQDGm0gYe7n+7WW1UBPr6TcRkaCmhRIn4pvJDMebiJC7MA0K59TGJV1DM/9lcLxCgKnQsCb08hcvAxVsqTWhUJQcBvamBP2STgkMz+l6Nw4HyvjEN+4F2vrk1CVxFqyiMKGi4ncU88l732akQvnEd/TT/2OLLmWJPU7Jv9DPZVhzW9FhSzx6M3lyK0tGqU76XQZB38yOecylDCvxgeCUjiDg2UDcf6ilcHP4af3BOk77dN9B4bKVgQ6Fp5QF/CZQViSoXWGhgJ9IvJ5rBKRudKcP3gpp2xOBuZkQiQoohGwJTVEJiueAC3NcLBDeiJyOdCaxFMHcQ93QG0NVFdJQ5knda5ClvRARCO4nd1iheql05yREYxoBO3qYFLStnpi9/mWJ/5GlE9PQzheOmi67VQYGU8N65vTHck4saf2kV81T4puVR7Tp1S3/YpzUfV1YjAfDtN49yMYv3waq3UehQ2XwOgoY2tbyTRaHL5ase9PFvPr//iQ5JczBZTWFKpPG4O2AG5vX1kOPrK3m8i+3rJj/MHU7uoOCsNmTY3YMJZCTxQ8s3t6A1kPH77NZ3D9Xz4TXNMZGgrqAMqn4VqmbB6c7bvgynXBasBauRwyWcz6OlRjUdXV9QNYuIL/N0OJa1hzLdh2cRXSWC+dvyFLzOIb68F1pR9gLCPUz9VLi5epqZbUmivOaqoqKe5kIM1j/mrDqzMY0Yg870gaJumaBk671acPoYGeSQf5mPtrnjmItsXvDxQYtW0T7hiWZqcRb8auVGDYHTrYi7PvgAjNLREv2O73XoXd2U3o/idJdd1N+KePY8cUC36pA5XM1OGvcP+jn8Qcs0nPP5oG8bmLjbEbAk9fo6Yao9ozbM8XyC1vxmkvNsKZNTW4o2NlaaBghl3yc+nMfib4PgLKCmGtXI65ZqUMiplMYB7vDA4Gg7E7MIg7LDTRgMXzm23BaiC/oDZwDLNf3o+1crl05bo6CBRTMYpAgpIfqJSjhcOfycChI2JHOTCIsiyRG/GvEwpJcBjLwK59MDwCA0NQUyUrK0OJgYxhoAzPYD6fF5P6iEhIGIsXiCJtMonW7szF89MMmleRgJxSKgFktNauUuos4GwgpbX2p0MV8ujOoBSpg18MFCULF6wQf1yA/gGMqiQ4rhTh4jHsg+1YK5bh7D+IOiTF3fn/vg9bu8EAVsZsGQdrbwf1j/dx7b7beOAXH53dB5sFtC14jwxKyTjuhavZ8sgnWG9cj9XUiPb0efKXrsZ88Kmy2ZeyLMyF88WQxYMzNBSsCJyhISxPh1+PZYRlVFU1wehdriUceWvBfOzDR2Q1MJLG2SOaQ2L+Uizi+qmooOO7qVEM4AGuXIedCBE5PEy2xiKK5OL9hkGdz09YmUwVCPygZPf1YbY2wrKFmIDevV8sSWMx7J4+jJAEAkYzMo01FAPXraTmh8+KHhIO7t4DYiBTUy1Oad09QrX12WbJBO5IWprxOnuklgDB/8GE/7eF752U0XU6QHP8sj1KKROx7D2stf5tpdQy4AdAPfA0cIPWelbcdypdCTwMRJVSC4AHEAXRb/tvaq2fP/639uqAz5kOP+8VBpUBrkZnsmjtQshCj2WCGat2NU7/ANaKZbgDg6CMijj/+dULyLZdTHhP16w9y2zCWdREfnkz9q7dmEOZCQEAvLRMSV5fBm1bfHfjMVRtddk1S+miID4L1sIF3oBYhC/hEHQbHz5S5Px3dWOecxZcsW6ijEc4LEHcS+e4Q8Nkz25lq3sfmZYo1mgBZ+dL5Gq885SBMzQsEuPuKxtenOdfxHlO7LrVqqVyHdfFam7EaG2BXB5qqqQpzLKo3fKi9FS4rvy+IUYywfeqDDCNQGraHRyS78MXlzMNVFPDBE9kEIqoO3B6FoUBtKtm3I4iSpw0n/VKg4DSWo8Bbwa+orX+fWBq8fMzOGrYqxbKjPG31mE01gcDkTJNmQErBVqz97vrMGtqsF/ehwqH2er8a0XXt4ZyRH7yOG5TzcwHz0Hc/+gneeCXH2Ore59IRF+xLhBDKxNgu/y84EdtFyQVVFeD3dGJc7izjHHjrwbs7h6pv9gFnHGSG0CZB3Rw7RLmjyrY8Og2Cq85T2bR/qCfz0s6rzophdZIBOvnT9K29BZ+/cNi01vNvb8pcvy1K+mgcBhr5XKc/YfKb2acSOBUaSznuZ3o3fsx1qxExb17z+YgEcc5cAjlFaCVZQkryHbQo55EtqvFZczV0nXsdaMr0wyCggoLJVenR3HqE6R6/nHiTaTH2DJ6+mpMHi920Mn2Wa84CCilrgT+GPipt+/0SDDPEWx95BOocJjwrnYZkLyipfYNzW0b3T/Iqpv2Bvo0ehKP26ngbtuBfd0l/PAn356UBnkqYVPdX8Cj28iev1iCAeCsXVEMAN4+ZYUwa6qFOdXchFlXI8qtpilpDW8lYK5dHcxsS6W9SzHe7avsvUSU/j+/CjNjg21TeM15QT+Cdhzsg+3SWZvLoS47DwyZ+WebIoz9wRU4116MtWIp1srlRYG5RVL3GS+wZi0vsp9QxpT369+z89xOdDaH3d2LLhTQg0OiQwUBtVXn8lLkndckgaq+DmUIw0hFIlI/QIKDUVMldFDTxJjXhHY1ZufAhM8W/4apv7PTAZVoB2ko80L3tnePu9Qr9lk/Hqg0CLwf+CjwI631C56z2HH1EzgDr3vSccHLs/oiYtL8JJZ+YjBuBH0DlWKrex8P/Ms/83sLLpu2dnBKwAuCkadeltdXrJv60PSopEDwFEbPXSEDW4m0tPP8i2Ks4tUGxvsDA4EInJ/2CEThhkdwqiM8dc8t8nkXieJoWSG6qkrom7EY6tkXoVBgU+O7+dWPP8z/3PdBIjsOY+/ZK9t4QbtEeZrFl8mWB3IDpVCruSm4/wnfwegYVmtRVsRfVfqrAZ3NBZMMQpY0j4H0O4Qs3J7eoOCN40o/hm3LNcKhIKiVQkUjp46C2iuFa6Bn2IAyL3RvC+Rqj9Vn/XjgaDqGfwf4B+/13jMqorMDN5OBTBZjYWtgKhPMqEyzuIyPRIrL/Aqxfudvs+XItrJGp1MZ7jhKohOzsPYeKZPJ1o6D4zWMqUQcXnhZgmcoNCGP7Q5NLAaXavKApIbMqirwGFpUVxHqGKJt1a3w6DasgxONaVQ4LFr+SkkfQChUbqbiipa/fd0lAWtIxyPonj4JVpOt+MapyU5HI1UhCz06Jnl+x5WVZr4gqp75ggjExaJBnUC7GqOqKkj5qLjIcmi7gL1qoaSVXI3b249RXweFAhvCbyv7zM29Xz+tU0FQoYrozEO377O+HykEX0OJz7p3zIw+60qps5RS9yil7ldK/cLfKnmOSv0ErlRK7cArXCil1imlXl18sBMEFQrR1bZE7CK9uoDZ2OA5PlnSN5DJiIrjJK3608G49hAb5089az4V0Lbyw8LcuWId+tK1WPs6wDNUibxwMOgALoN2IR4vslQWNEtxt2TgtJqbMJoaMKuqyqSf7d7+stfBzwc8SqfP2DEMMfxZ3IwbKp/IOZ4CbGAVOTgkzVpIILaXteLmsjx4/0fY6t5HYcMljC6tYvPAN0jtvE2avyLlTfnKUOX1AK/5azK4F0q6S4XD6Hwed740zelCQeiephl0ORONBJ4BaC0rhFyumEbb9lLJ5CSLHknjdHYFTKbX/sEdXHv1bZPex2kHXcE20yWOn8/6fQiL6BOIHbC/zYhK00FfBDYCfd6NbwNeV+G5Z3AUUMkETd99FgzF5uFvgePKH6s3YBmxWHHwqkoe1bW3uvdNSAWdaqsBXWKebr18GHckjRGPSzCASVMiKhIJKKJGQx1qZAwjHmffLcJt8Lt5x9bOD87xB3uzRKK7NBj4FFJf1E/HwgFLyyiU//WbnumKWVsrfPtcDjefL/vuSwvPv9z8EX714+Lfb2rfnROYTOMLws6AWIka8bh4B3ubWVUFjzyLOzIiPsHhcEAxxnHRo2MYVVWS3nE1bk8fbjaH0dRQXBVUV6FiUekMrq0R7+tIGKux3pPNDsk1gMSBNA88eOpRkF8JKmIHvXJ8BPiAUmoPUiOYyWfd1lrfrbV+XGv9lL9V8kEVN4tprcfRFDg9e8FPMlKHvoTR2oKukQFeRYqz1cBkvrVFTMMHJ+aup8J643ramm7k2mtumxAIxi/l5zKcc5YGNQB3tOjCpseKRcjxgUDnC+hCgY3JPyXV/mVS++/CHRuj6Vkxesc0cIdGiD8/ccXtD/alfQOqpansc6yVy0UpE4JVSalQnc8+UiELIxKdWDB9dBvuurNYf9VnuXrj1EJrU4nc+Z27ygrJYA4YTY3SseytDgZuuEwsNUsQ/G4ZSsxkGqRgbITDuN29OOlRzJpqaXZLj0rKKOfVD8YyEIuSOvjFInmBEn+FVwGOd7PYMfqs/7dS6i+VUq1KqXp/q+RzKw0Ch5RSVwFaKRVWSn2Ick7rGRxHpHbfTmaxcNqDLswSZUq3XVIZ43npU2G9cb10lfb1Yf56exAI/GAwXotmrqJM2//RbbhjY8HM2s9p47iBzIH/XMo0pcN1QWtwuhGJYmZchv7gwmCfs6BBpBfWLAOYkBryobt6sFrnMXbpskD4zd22g42xG4LvtFS9VFkhdCYjXb3m5H9y5q4DWLvbiXRNru+01b2v6PMLch3tFiWjPTaZL+ns9vSix8YC+mzDj3aUFbydoaGibES+gFFXK53Fpikdw6aJ4dcJkgnM+S0Qj6GiUewV81FNDaT231W8QaPi+eTpg0rSQSeuNv6nSPrnEeApb3uykhMr/Z+7EbgZoSm1Axd4r095tC29hdU//MzJvo0JeOi/S9J5PkvIkyEwaj2uf83M1ojrjetRVgg3nw8sLY1fPs11r//chOPmOlSoyEouLepqx8Hp60dZFnZfn3RbezCbGsBQko/P51l7611cfsOdGLXVRB/cTrTPDgrCWimclQtwYuXsZ2dkJOjc9lcEOj1K7OGdwX1YK5cHtE4gmJEDmN7KwYhEJ3hIo4zAY8Du64P2iX0KwTOXrAQCZy8rJIVdQ5UZzRhVVah4PLg/Z81SChsvLd6TL51RwkALJhXhUJD+UeGQHJPLo4dGpFnsqV2kXvx8ySMoWPRqNB5UFW6zD631skm25TOfWSHXX2vdi/QIHFcopRYB/4JYV7rA17XWX/KWMf8KLAX2A/9baz2RjHw8EInw4ps/yaXvvJPGXxwqn93MAWwIvy3QxsGyUJEw2hf0mqIw7EtRqHlNWIsX4nb1YjY3gm1jai3yy796hg3ht7HVve+UCABAwIYytr2Em8kEcgwggcAd54IFBB2ubiZDat+d/NbvfQGAVMdX2Ri7gcgvt5d9hvHCXnQ6DVVVqGQCnR4NZCQmW3f5+1VLEzoukhBmxsY+INlTq6lRjOGnWm1pF1Vfi4noDfkyzpOhdCXgG7oElo+uFvnoWAxnaAi3r0/6AVYvhWd2YHUNoc0SD2ulpFZi27KKKkmnkS+gTRfV2gzZPDjDYDtiKD84xOber5fd15bsd6e859MaLjBRc/CkQSm1FmniDVgEWusZKVqVsoPOUko9oJR63nt9vlJqok3Q0cMGPqi1Pge4ArhZKbUG+D/AA17L9APe61mBP6N54psfwD7Yzq/2r5zhjBOLQBIiX5DcbUkefDLq4Kaad0onZz4Pg8Ok9t/Flsy9kgvv/Bqbh79VlKCwC7S1yoLuVOgdsLt7MJ7bPSEA+Jgwy/YRiwbPZ+Q1Rl7Ttuh9k3/GBSuDmoMu0cgPCsXj0kPB66HhYl2g9Ho9veJ1MEU+H0D3D0qx+A0XTfv/sNW9T67l1RV8hVm5iPQMaK/eoCyhoSpHs9W9j9SeL/Dzhz8eGMZor3kNpB9AxaKBdLlKxMFxKDQlIWShqpKQiJHa84UJAcBHmb3kqwVazbydICil/gb4irddDdwO/E4l51aaDroHaRYrAGitn0PoTMcErXWH1vpp7+cRpM6wAPhdpFUaZrlluhTW0iV8+OM3nYiPOiooZQS521JTb53JBrP+YJ/jeG394YDKN+F6JQ1IenQMIxKlrfXmOe/3aq1cLjz92tqKjg2KsI7Dhssk5Rfe/AQAbm9/2fFuLguPbkPZmoFzvBTKJCJykyFw4tq2Qz57X0dZA5uKx2bsntX5PNbA5CJspdjcfw9bMvcGQUVZIY8+HApomlBSD8nb5RewLPk98rqA/YKuUI/l8/XoGKq6CnM0L5MkZeDWlesujUdhzeIZ7/10Q6UdwycIbwGuBTq11u8A1gGRSk6sNAjEtdaPj9tnT3rkK4RSailwIfAY0KK17gAJFMCkbiCl7dg9PT2THXJUyK5sYrR1Dha4ImFZCZimdHf6nZ6OEwxAPvy8rkrE0cvKO83XG9ezIfRHpNq/HMxgdT6Pe+Fq7K5uVH3tnE4N2Xv2Sudtbc3Us/6SY0EYPLq+GrV9d1lh2c1lJ9Au/eBSt3MM59zlIgp3FDRcP/+e6vgq1u52+fzWedhHprb09D/TqKpCHZi2H6gMflBRIQvfI1mNW20ULlw5YXWSOvQleSalJCXkM3781KJSMuEoFNjy5KfYmHg7urevSCudAqEX2yu+99MGrpp5O3FRIKNFAdBWSlUD3UBFNYFKR7xepdQKvEdSSr0FOG5mtUqpJPAfwPu11pM7U0yC0nbspqbJW+aPBg/e/xHmP1Txx88axs/uU+1fFlcxP/3jOCJUVleL3dUtMsuIP4EKh2WWWJ0UV6cSbHXv4/7CDwDYPPRNYZzk81gDXi7dMxMvHSw3NY6XOTl52Orehzs2hr3/wAQhtcngF2pVT3mePf78EfKbpEhaGgycwUGslw8XD3x0G+7g0IRAC7JKUCU9BNRUo3O5IIj6xjL2kpYJXcfAxNWM1mUrtJngX1MXbOHpR6KiDeSbwK9bgzWUE7G9cdC11dI3MCZdxEZtTVEVVGvIF4KGMukVcBl7zaop72VT/bukA/lVBqUr2E7c7TyplKpFsjZPIY1j4yfuk6LSIHAz8E/A2Uqpw4iW0HFJAiqlQkgA+K7W+ofe7i6lVKv3fisS1U4Ixg+cJwO+vHQZHBdlWajqKlEVdRzI5sQhK5ejbeF70enRYp54Gku/tpabpG9g1a1iXtIlhiRmMimdoSGrTGRuPJPoZKM09TGZhHEpJpOCKG0KGw9nQGiU6skdWM1NuOevwl6xoCwNB14twPcW7umVhrESMbdS45rxxV7Tc4grrS+ocIjUoS9N+yzlD6Yx64qf4eayMqg7jgRIA7Y88+lJTy0LDKYpqwCtRW67KikrzEMdtC29BVWVxGhqIPHC1H+COpMFQ7Fp3V9Xfv+nA+YOPRSt9V9qrQe11v8IrAf+1EsLzYgZg4BndnCT1vo6oAk4W2v9Wq31gRlOnRGeZOo/Azu11neWvPVfCO8VKmuZPu2xeeAbqDqZsQUzRtPwvIhj6GxWTMAHBz1Xq6mDQKrrbqyGBuyX97Fl9F9EuM5TpNySuZfNw9/Cap2HtXQJeul8rGf3BE5ecwHaLgSDrJ8WKh10x8MdHAo49dPBZ96Yuw6ITs5yCRZW56CY0Y+NyaBZgsnqBuuN69k88I2gE9kPDmZVFWZtLSoalYHTu5Zz9hLR5DkaGEoClnYnKIlay5fMyFoxGz11UscJCsTuSLooL5HNoRMitZHadyepPV+Y8lpBE2PhVdY/OofSQUrwJ0qpT2qt9wODSqnLKjl3Roqo1tpRSl3s/Xy8ncpfg7iSbVdKPevt+xjweeDflFJ/DhwE5m6i+gQitf8umfGPZaQ5JxbFCIXAMgNzc2WamEsXl/HUJ73WOP338b4EqcNfCX7eVP0OdG5WTI0mRVvLTbjDadxctowt07bwvcLXb2mS+sBF56JebpfGp3F+wco0cfYdKH4v4XBQBPWLw+PhBwlf40fZLtoyxF0Lr3ha6hw23ns4HsfNZINVis7lpEjsOZGpeExSNh4dM331aqqeOoxRcI5+Beo3ZykDPIM/q6UZu6ub/MK6iqQb/P4Es75ORO2GRwL2mRGLweAwbatundEj2HcXO10N5afF3BFK/RoS+q8BPgOMIBmWS6c7CSr3BHhGKfVfiEhREAhK0jevCFrrXzN12uzaY7n26QpfBK1t0fsgHEaP9KMa6kWVMpMV/fq9BzCTCaF/WtbRpRkmwebhb7GpuqKV5XGBOzSMUVON21NeuLWPdOBcezHhx1+SHbv24a5ZgbF9d1mR16ypQTXU4R7uBO1iLhMNft3Thzs6NuWKIMjdK4XTXwwEwfsrluF2iDObbzTjZjJFpo5pYtXX4aZH2Zh4u/jvWhZ6UOpMenRMivqGwh0aJvbjJ0hVaAo0HqVB2QiH4ZyVuLv2Yp57FuQrGIxdFwyFkUzKqiRfkHvzZCa0dmEkXVGdwhkakpXYqy0InOCUzwy4XGt9kVLqGQCt9YBSqiKt+UprAvWIeNw1wJu87bdfyZ2ewfFB6tCXQGvc5QthaBhKZKWNaERmraNjuL39XP72O6e5UmVQtSfOkWxL9rukuu6esN+IRIlsP4iaL9r4asVizMM9GPW1IgNRX1eUVfBm/W4+j3voCO6RTljYEvDpSzcfdk+vbN3F5i795PYg5WS/vC+QqgDKAgDISsHu65PGtWwOI2ThnL2kGKCUEvkPV6Mdp2JXuEnhOaEB4gS2bQdGSyO0d7H1fypo4QmHZdD3DYoyGVRjPSocQkXCQW1kKpmLUijTROfzpPbe8Yof55SEZs70CQAFL3Xvk3eaqLCVrVI/gXdMsr3zld/vGRwPpF76O+5//JOiLzQ0HHTUKtME2xbdGNOg9t+eEr37Y0F4chvD2UDbwveyqfodkzZOuUMjkCtIQXhfO7gubv+g5Mj7B8QicngEPTgs0tD1dUKhHBtDDaYxGxsCfR2QgXt8I5cRkaKteaADq6UZa8miSe/TiMUCVo3ryXsr05TB2UsJ+d4GRiTqBeaMSDEcIzYPfCMIYr77mK5OTE4qmASpQ18idfgrkiazLBGbc93AY8BqFO0x3dPHpgs+Oe21jGQSo7oqYKm9WqDcmbcTuFL4MvAjoFkp9bfAr4GKGB0VpYOUUl+eZPcQ8KTW+lVftJ0LSHXdzYbQH2EtWYRzuER/xnHFK/YE5vSPFYHu/zgYrS2QycimZTath0cCcT0/PaMMhWpuhEwWp38gkFXWQ8MBv95IJnGGhoQdVSivn7i5LAbgrl6Keu5FjMVStB3fpewXUIPP91Q7/a5dN58P6gkqFhUK6sIFpA5+8bh8T9pxUJEIdkcnxro1qNGZm83Go7BmMeaTuzAa6tHdvcIQCnnGN/mCmBiNTS9gqfwVRYWChmdw/KG1/q5S6ikkja6A39NaVyTyWWk6KIqIxu32tvORFNGfK6WOz2/0GRwz7i/8AKf9SFCo87tJzZamMhXSV4QZCs0nBJ6AnDs8Imqf2ZyoZ3qzcWWage2me+DQBKlt1VCH2SpCZ246HbB3/Jm05Q32Zm0tbi6L2TuMW7DRPX2BL28pxns8a2/QNGtqgmsDcMU6nMFBjFiMrv+1hOMFs7ZW7B5jMdSBI2SXVqQcXNb78fOHPiarF/+78moCbt+ApNRMU9KN0yERg0gEt6luTvWVzDYq6RM4wegCfoUoicaUUhdVclKlheGVwDW+8bFS6m7gfoSPun26E8/gxOL+wg/YVPcXGMkEvmG9HhoWg5pjge1w3ev+lp8//PHjc6OvBEPDaNumcMUawk/vKXtLxaLlXa9ek5MRDgesKSwLMmmpGxiSnzdqa3AHpbBpHzqCtWoFjI5hGgosE2vFUhhJ4w4Og2lM1CwaH1w9mq4fBAobLiH2whF0TU3FqZpK4QwOih+CEpXU6KHBis4LJCNK99VUQzaHmx6V3x0o9qNMcnwp3N5+OHsZRnu3sKNeLfBpoNPixNQFlFL/F/gz4GWKSSiN1HGnRaUrgQVASXskCWC+1toBZjI7OIMTjM0D38BeuzQo+qWvO5fXvGX6op3fHNa26H2TS0fEoic3AAC6oQ6lDEKP7kBFIxjnnw1IWkZFpKtXzWvGSMSlC9a2cb1Uj5vPw/CI57HrYsTj6HwBx0/XJBNYi+aje/rEjzebQ3f1oPsHcPoGyrj4hi/R7BefszmMWAyzpSlQMgVxLAvd/yQ6PTohAGy47DO0rbr1mGQ6AvN3rUUnKVoRGQR3uNjb0HbOR4NrYInvAkoVu6SVkpTbNDAa61EvHfDMe+wTyiQ7qZhDzWLA/wZWaK3foLW+2ttmDABQeRC4HXhWKfUtpdS3gWeAO5RSCeDnr+iWz2BW8fOHPy7SBokYyRcH+J9//9CUx5YORG5vP9bK5UFQ8N9zj0ytc3/CcKRLBtmzxfQl25qQmb7ndUs4hP3yfjk2ZKGSCYxoBLO2tlj8NZRIRDtOIKesTBO3f0BmtN7qCcBJj4rhSjRSVsxVyxehlheLxUY0gpvJSC+A73lgmWCZmGtXTwgAbatuRT+5HacheUzqrZuHvyUeAr6O0Az6PgBtyz9U9KMA8TAG0JpUx1clsGktIoTRl/vK7AAAIABJREFUCHp0jMJFU0tGAOiaJDqfR8VjgXfCqwFzLB30PDCzsuIkqJQd9M/AVcCPve21WutvaK1HtdYVmRmfwYnHVvc+nP4BRtZMnSu+9prbpDt49UoprOayZJfVs9W9D2WFgrSG0VBP2+L3n6hbnxye4JmP2ONeSsjwtPEzWaz584TemC/IrN+fwbsaXbBxh9MoZZC5YhUqHMLNZCUQRIozX38gNxNxKT67bllNRA2Uz4x9aWsoavnYXd2MXLUM1VFsKGtrupGN0T/GfnkfAPc/Oj3rphKUSUlXQONN7b1jog9FaYBLyApJRaOiJlpbQ3jv1JIRm+rfBYe7vCJ5Fj08MqGD+bTF3HIWuw3p59qilPovf6vkxErZQQqpOi/XWn9GKbVYKXXZJMqiZzDHYITDxP/jUdrm/WXRqtLDeuN6QueexU+f2sL/Oud1ZN+wFjtmkPzJM2yM3YC5cD7ukQ421bwTTFPkJU4i/M9vW/Q+SCZQ6dFiktLns7siD6EbaoRCGY2A7UieOxKekMM3z12FPtQpstuON9grhZvJYoTDorKZzwfKrZLzHkSNjmE01Es9IZlExcQ1zIhGcLM5rIYGqh7eg93XNyHlU6kt6FFBGRUxwDbGbijm/P1Ta2uwm70AYhgoywqsJjHUtEZL7lmLMPvSMDyCs6wVtW33MT3GKQXt0UDnBr4D/B1Soz2qu6o0HfQ14Ergrd7rEeCrR/NBZ3CSYJqY55wVdJi2Nd3IG9pEBsA8/xycF15i4/x1qIY6Yu0jVD2wS7jzLY2Qy4kukW0XZ9RzAPlV82Q2XeprqxRGQ72kb2Ix2H8Ycrmyzlo9OoaKykoi+ottEI2guvok1eNZd+p8vmwmm7liFUZVEiMWw4jFpCM4kw1WJEZtDVgW7ugYVkMDTjotukN9fThDw5MK3JkLWotNbccIa/VK7z6qgxrQdNiSuXeCZIhORLF6ZXWTOvwVqK2W2sDSBTM67Rk795PafTuprrsxduyT+sA4sb3TFnPIVAbo1Vp/WWv9oNb6IX+r5MRKg8DlWuubgSxISzJQWRXqDE4uXA3tHajGetpab0Zrl8jDz9O26lac53Zinn8OIDLS7s6XwTQwm5vAz4t75uT2BXPHcc1OWIECpz+oYztQYqIznvsvx0qOG0NJoXg0g85kpc5gmhjVSVQygTIMzEQcFbKIPvxC+eAaDmGEyhfQga1lX5+wdRC6qbYL0kA2bsDXiThbMvce8/cAwMio1+tQwOnpmyBDPhnGH6OG0uBblgKp3bdL5/AM/QFtyz9UNuBnXr8Gp7VhAnX2tMXcSQUBPKWUuk0pdaVS6iJ/q+TESoPAK25JPoOTiy2Ze2VmO5IW45holNGN53P4t1sxLl6L85z0k1grlkmOfGgYp7tHBjbDMzLPZLCe3cOaT8wN/+WH/vvDYBjohhId/EjYSwXZQV7fHU4HblkYSnxyw6Fg1u5TPbOvXxtcW3t9B9p1UTXVGHW1EkhLYDQ24PYVncn8lYSZTIq5ixXCPtge9B34fRu+0qnSx290SLV/GaMq6a2AojjnLpvxnEmpquN1f8JhdGSGed7YWFmKMf5SHxhgJBNsOvfkMslOBCrpGD6BxeELEYvezwF/720V6XhUGgRecUvyGZx8bEl/B2fxvMDIJPngLuY/OID71PPy/pFtOAfEGUpFhE2jwmEIhUS2ub4Oncux+KsvsPbDcyMQqEQcNZjGbaxF1dVCoYC9cgG4LkZdLbpgY9RUldtxahe7t1+ezVBSM6hKEn/CcyxLJuTccYVTrd1g89kzRkOx2K4MkeF20jKb9jV97IPlblv+qgrnOM+fqpLgFbmtPYdnPHyCJelwGurLiSWpQ1+a1JCm7LwSc/q2phvRHV2Y+zrk+cwTmgo5KZhL7KASWujVs0IR1Vp/F7gVqUB3IC3Jc9+Z/AwC3P/4J1G1Nei6KlRrM+4LL7HlyDaMcJjV374p6JpVoRDatnHTo7hd3ZLKyBfwnbwKVdN9yonD0GuWSGqmuz9IXZk79kuDk+uiQhZO/2BgeALgDqcxq6s8SWdbFDKTCVk9xKIwmgHbxqitltn1JF3S2raL7BovTeQbsZhVVRjhcFm3sOnJU1gt4tRlhMMVibIdDVK7b2dz79cxopGggD0dxntPq9oa6B+k7ayPHNXnqliUtqW3lF3HTY8KZfUorDJPWcyBdJBS6u3TbDfMfIUZgoBSqt7fEHev7wPfQ5y/KutRP4M5g9TeO9i8/W9J7fhcUPzMv+58zBzYHZ1kX38uKhqRzVC4mQzaFnP7IzdJenHx5lGuvea2k/kYADzyrx/EaawSemM2B64WJpChAg0bZZqi4BmLMnjNSmHFKAW5PHpsTNJHPX3obA67/fDEwdkrPAf0UQ9auxIISgrTVksz9roVuPl8YC0JFFcHngtc7g3nk9oxO4tovWKxqIPOAGUYZYN3au8d6FwOpzYxzVnleN3vfIGuN5+FrvKosbaNTo+iVi0VF7zqOTJbmEXMEQG5SyfZLgP+L1CRTMBMU5KngCe9f3uAlxDtoB5v3xmc4rATJvN/XSwA6uZ6iIRx8/mgoOkOp8GAwgUrMPI2ytFc9/rPce0bPsdlf3bsMtWvFD7PXs9rEBXRPs/G0WsEM2qrxUHtYDvpBYZw4DNZcWRzdZD2UYmYqHz6M3/LCgZ4nclAIi5iaiXBQOtiSsfu6KzIdEeFQ1iZ2WNZDZ9TTfe1C2Y8bvPwt9CJOG1NRYdYFY9h7jvC+qs+W9FnxR/aSWhUc+S6RjZVvwM1r4nN/fegBkcw6muP2cPiDCqD1vo9/ga8F3gMeD3wKHDshWGt9TKt9XJgC/AmrXWj1roB8RI4JkOZM5h9bKp/19RveukdI+/y83u/Sb7tUmLtXhNUJouZTGI21EmKozrJvDsfofviKEOrq8g0RwgdGST8chd1zw9z3odOXp1AV8VR/cOgFGZTA/1vPJu+9ctkEI+EIRlnq3sf2++4hdShL8nKwJNECBRAXY1KeB3FVckiG8h1JWhksqiaapyePpFcHgerpRkVCaN+/eyE98rutWDTfk1s2mOOBb/53gd56p5bZj4Q0C/vx13aypVv+3vZoZQ4obX3Tn8icMWf3Il2HOpTLzH/m9th+SJ0p8hvpPbfBcnKVxSnNOZAOghAKWUppf4C2AFcB7xFa/2HWuvnKjm/0uTkpVrrn/kvtNYpJNqcwRzGtM1d2uW8x96GthRvPO+aIAA4yQiU6O07IyPCjlEGC7+/F4CqXf04B9pxunrQz71ErPfk2Sttfu6zFFbMo3/DSvrWLyPWY1OIK1RjPfaCBlL7ylcq1vxWMEzMJQuFWw9gKPSoFDm1Zwpvd0qXrDF/Hk5nFzo9illXg9PZHQiwOd09uIND2F3d2F1Td9X6yF62EmeOEKu3ZL+LMZCm+kfP8to334Eey8hKJ5ejbdkHpjzv8rffSc2PtwGeiqphgOuWMY5SL37+mDSRThXMhcKwUupmZPC/GNiktf4zrfWLR3ONSoNAr1LqE0qppUqpJUqpjyNOY2dwisI8/xy2X/49BldY6Pmi96LDFtaBbsjmUFXJ4Fi7rw+zphrdWEvdwwcBMFYvQ9sFjNXLqPmX37Ah9Ecn5TlAdJK0gse//QEe+tmtPPO1W0jtvn1yhy3fLlFrdKMwYtyVC1GJWNDJG7BeTBMGh4O0mJ8+cvoGUKEQRjIJrg5kpgOJDc/lrBQ+M2j3RyubqZ8IDF08D5WIUfVsp8h0mwY6X8D1ZvUA172unCEU65GUmTJN9nxiLSocYvNzlaWQTjtohCg/3Tb7+ApQDbwW+G+l1HOlWyUXqDQIvBVoQmiiP/J+fuu0Z5zB3Ibrsu72mxheXZKjfn4Pw1csxm2uLZFl9oqjpoka8YTKBqXYaS2YH/ys3ZO3GgB4/DtTz15LkXrx86T23kFhgQzSKhTC2ONROT1mzci1Z2O1tmAf6ZAGsIbigG4k4hiJuNQfFs3DaGrA8VcPfX2oy8+Xorv3/fnNY/Z1l8wliYEA9pol4DoMtJ2NHsvQ++Y19P6JpJI3Jv+UbFN5UTzyqxdQSxaiHYdEu5rUBrSt9ebZkcaYY6hoJTD7fxargbcgKfo3lWx/Bby5kgtUShHt11q/T2t9odb6Iq31+7XW/TOfeQZzERe/+y7Qmm233s2qmx6Dgx2MrKohs+F8ANJLkxCLSopDu9L81D9AfolHfYxFUXkHXZtE1ybFuesUkwr4+UMfA0A31kp6x3HpW7+MoQ2rif/wMewjRUXO0p+hSLFUfUNkz25FXXJe8J45OCZBYlQa0fyegWyDxYP3Hx0Fc7ZRvXUXoUN96OE0TkQon00/3YNyNW1NN2JUJfn1f3yItqYbueQv7mRj4u0AKG+lFO2fYoRLxLm/8APWm394oh7l5OA41ASUUlGl1ONKqW1KqReUUp/29i9TSj2mlNqtlPrXaUzj7wKGtdYHSjdgzHtvRsxEEf1UBQ8x4zFnMLdQuzvLz7ZKm8fYH1zByLVnk6uRX4VcjUH1jn5wXVEXXbkcc+F8AKy0x4DJ5kBr1NAoamgUo7kJZRxf7vuJhM7lUZZFw09fwrU8q8hwGGWFAglq5aWRdCYj4nKxKLgu0d1dmIe65Jx4HB22JPWji4Y2VnMT1f+17eQ83DTY3H8PTkstqqYKNPS8aZV4AhiKVM8/irQ0MHT1Khq+/2zQne32SCa4/hf7aFs+iUS5twrw/R5OV1TUMTzzZXKIYdc6xL1xk1LqCkQM7i6t9SpgAPjzKc5fOlkBWGv9JLC0kueY6S/3L5RSH5hm+yAwK8lgpdQmpdSLSqk9Sqn/Mxuf8WpFrk5y3Ovf+g5CaYdsnUlkSHIVVe0F3EgInc3KH73tgHaxFi/AGEiLPo9v0FICN5sr457PZbSturX44nBJQbekT8DN5yesblQijtHYIKsjjwHj1lbhLGmRn8fGcLbvCuoBKh4XjaNQiC2j/zJLT3NsMPd1UFjcKC80HPmzNTQ/WN7oVf2LF+l76wXlJzqueDiMjdG29BbaFr4XgI2XfAr34GHamm4k3zSRSXVa4TisBLTAF24KeZvvCPbv3v7vAL83xSWmW4JXREWbKQjcA1RNsyW9Y44rPJ2irwJtwBrgrUqpNcf7c05HtC14z7Tvb6p5J7EfP8Zv/ZV4wZpZBzcEyQOjuF6rf745jopGcefVg8+H952mQqFyCqDW2O2HMRvq0EPTO1DNFaR2i4qq3leUddCOQ/+GlRgFHdRBnJGS5ynpslWmibOoSSSqO3pQz78c5MAH/+zKoEbgDA5K78FMGjwnETqbI3RkkIbvPYNhQ3hI07lhftkxKhSi4fvPotesKO5btYTCxWeJRIRS4Di0LfsAau9hVCyKs2I+ka70+I87rVBpTUAp9W6l1JMlW5kRs1LKVEo9izTkbkUsIgd9O1+gHXF3nAxPKKUmcMGVUn9Ohb1c0/aYa60/XclFZgGXAXu01nsBlFI/AH4XoUKdwTTwGS9TwRkZwaypYbTVpPrpTvJLGoh3S3E4lHaK69d4jJ6La4Aamu/bIbtNs7yrNpcDr4FK5/JzSm56Krzud79AYveAdO06LmgdpDnqfraL/jeeLYFPGcUACNg9vVhNjRAKYdbWkq2OMPCms2h8sB23u8imGWtW1CIm8M7gIChFas8XTvRjVozslauJPrILY/ECIkMOmQaTWK/LytvvYs+tsrIbu2QpsYd2wI6XAVDhML2X1mPHFM8++I+SEqpKonv7UYk4qUNfom3Be3Cb69kQfhtGNHLsHtdzEZXP9r8OfH2a9x3gAqVULUK8OWeKT5sM7wd+pJT6Y4qD/iWIyvPvz3x3lbODTjQWAIdKXk8aCUsjbE9Pz/i3X3VoW/he0dGfDsoA02De93eKBSKQr5JfAzdUzGB2XT2P5l/30vjNx2Bhiyz9HSdg0NjdPZBIgGe+4gwOovN5NibeTlvLTbPzgMcBD//nh0nt+FzguayzOXAcVCJO5spVmAWNWVuLmZiYynCH07h9A4ETl3IB374yHMaIxZh/+yPB8daKZWxJf+eEPNcrxS83fwQVj8HwCPEtz1H/QpqqvSPES2rho80mqqa6aKmpNY33bSd5xAv6uRwMj6CXzA86he2OTuy6KOq8VbiZDJvO/wQbrvjMCX662UVFshFHAa31IPBLRA20VinlT9IXApOKMWmtu7TWVwGfBvZ726e11ldqrSvyhJ2rQWCyesqESKi1/rrW+hKt9SVNTa8eb9OpkGr/MpjmlI06bS03eTr5MojlF9QS3nGQ8IiLcbCTaHeGSNcorqVo+ek+1NAIZkszzvMvSoojk5WicHoUq7kJ8vlAO96srcWorcGoSmL39leka38yEe0vYDQ1eHpD8mcQOzhMzeZdcoBlBUXh4N/qJGgXu6OTQtIk0VEgtfM2nMFBjGWLA69fAN+4/VRA7rzF6NExMYTZtpuxhQmeu6tY3wlltNCGDYOBt6xD1VaTvu5c8tWGBHzThFgU/ULRVUyZJuGd7RjDGcx5LaiuPoyRHJsa311xI5lfZ5izOD7soCZvBYBSKoZ0/O4EHkSonwB/CvzntLciZjJf8bZfHM1jzNUg0A4sKnk9ZSQ8g3KocAhr6ZJJ30t13S3SyoYBjkt4TyfucFrqAYvnBcfFt5VIIGstLKEliyAeh+ok1Nfievl/1dSAsWgBqqFOPAiiEdCurAqifzyrz3osGFgVldVN6b7zpaCrx8bQuXJDFSMcxu7pxWiox6yqInFoFCPvsvHST6NME7s+EdQSANx0Gnd/uZT0XEVkdxdjV68RS8mQRawry5Vv+3te9ztfoO2cj5KpN1B7D5NrTmCNaQZesxAz5/L4t6U3w+0fYPCKBZh1NbS13symCz4pxfFQCN03AMk4mYuWoXJ5lDJwrr2YTed/YkrV0kDupAI9ppMJxXHpE2gFHvQau54AtmqtfwJ8BPiAUmoP0AD882w9R0VBQCl1llLqAaXU897r85VSk7RjHjc8AazyuLJhhIFUkWnyqx2pzq+Jmfgk2Bj9Y2lkMgwKF0iRz0gm4Pk98PyewF/APtKBrq8u58ofOARRKXDau3ZjLGyVXoK9++UApTAai8KybiaDWrF0TiiOToan/+mWMklld149ddsHASbVBwqOGxwif8lZqD2HCO/pxDjYiXYcVMHFWrY4OE47zvFzD5tlpPbfReKRlzGSCdLXncvQygROWBEeKtB3WRPP/sMtDK+XNHW+SmFmXeI7hVWlG+vJXr2W2l/skcax2mqc53aS6rqb1MEvwqJ56LCFcjR4k4TIcwdQXX3onj7amm5kQ/ht5Te0sIW21pshHJrbjLOZuoUrSAdprZ/z+q/O11qv1Vp/xtu/V2t9mdZ6pdb6eq319DZvx4BKVwL3AB8FCt4NPscsUUO969tIx9sWZGn0b1rrF2br814t2JL9LkoZ6PQooW17hepZAuPitegX9wHgPO/Jj3jFXvOcs7B37YaCjbWi3L3KPXRY0h+Ac6Sr7D3rsZ1sCP3RnKwT5K9aE4jFGZ39qKE0bnq0bBVQ2vmqrBC4mnDniBTIPdaPEQ5j7DlE+rwWjEhUPAVWLj+xD3OsMA3c9ChV//MyZl5j5jUji6OERuX7GWs2GGsJoVyofqGP3DKhlaqhEULDBdzRMdrO+SipnbdhNTTQtuA9ks452IHq6iP8q+fRzfXo4RER5WuoQ4VD6Hwes7mxTK9o83OfJdXxVVKHv4J9sH1GxtvJgqpgOxVQaRCIa60fH7dvouPGcYTW+mda67O01iu01tNbHJ1BRVhvXA+mgapKoiJhxi5ZBjVVuLksRlMDRs8gbi6LuXZ1cI7d3YPd0Ymz86WyNJN76DDuocMYF67Bvfgc7OZq3M7uoEMWwNn5kpizIOya17/x9hP3sBXgwfs/EvD9cV0Ih1Gef7CbyeBmMjjpdBAIlKHEkWxoBO35Cut8AZVM4AwOEv3Px8SQZvkSdPT4GMmfMDiuOK65murU8xTiisfu/QCGLcH92X+4BcPWWDlN1xuaiewTtVE9liF0ZJCRN57P4IUSGHQ+D66L092LaqjD7u4R9db9h8EwSK8/l6HzGtCZrHz/SqEHh2lb/P4Jt2XW16FH0rTN+8sT911UijmiInqsOBoBuRUQeAy/BXEYO4NTDZ7pyNhF3oDuadzY7YcDX1w1PDr5uR491D10GM5dKVsJ3HEri0CQzXEwa2oIp54ob9SaC4hEJC1kmnSsbwkG/1IExjCuFkXV6qTYUPYPohrqysX2urrRIfOUE1VL9fwjm/vvkefP5ki2y+/Fr3784eCY33z/g/zmex9EGwS/C5v774H0KIn7HqX24QOyb+ibpDq+yv3575Ha8wWsFcswk0lUTTUsmkfV44eoeXgvw21rpS6Tz6OSCfTg0MT0T8FGVVcVvaLnEOaYx/ArRqVB4Gbgn4CzlVKHEW7q3Fvfn8G0GHnrFfKDZRW9A8bBPtgeyAKUIlgFZLKo2BSNiFeuK3tp1tYKlRRwvA5j++V9bLz0ZLWfTERq7x1g2zjz66k+KGbxk8HN59F2QWa0A0NFG8eQBaaJ4dURlBXCrp09z4DZhgqHMRJx7PjUzKZnvnpL0HC3qfodEAqJguoUhdzU7tvZPPwt8S1+7rMy82+qo3qnNNVlLlpW9HAoMbxvW/x+WZ0UCmwe+magXTRn8GpaCXhFiusQ9dCztdav1Vrvn9U7O4PjjsGzDJz59WDbqIER4js6GTtv/oTjxs+EAZEZ7u1He8Jok0E9sQOztharoaHMZxcoa7xS+w7TtuZjr/g5jjdUMoGxp53hJTKwj5eBLj/YCOofyjShYOPWJnDHxkAZmPW1WIOTfH+nCFQ8hmpqoOqxAxPem4zaqaqrcPv6g+7oqSTF25Z9gLZ5f0nb4veTOvhF1MAIqm8Inc8T/Z+d/PSpLWCa2Ec6aFv4XjbVvws9OCR1F6+Zz/B8mucM5oCfwPHATAJyZVpBwP8HvKvk9RmcQlj2ncOYQ8UBamzNPOL7BsuOGV/0nQnG0BhWtzh7absgXbJN9bJ5pi3+7DooshZsGJki5XQS4KxejKqrpemZMbRfKPYkoCeVRHZc7MNH0I6DjoQxBkcxq6oY+aPLJLc+dOrKJaTavyzBfiQtBf3VItu1Ifw2zJqaSY93MxnuL/yAzQPfmFpS3DSL9p0AsSg4DkZTo9CJ568Dx8GsqkIPj6DiMfTqpdiLm0l1fk3Ose0paaUnBa+SlYCvEXQJkv5Z4G03Ipo+Z3AKIbX3Djqua5Y/QMsivqNTGD8lsF/eN+E8a8UyCvM9OYqFLaja6iL9LZeXcx4Ra0Wzvg5GRrHrijRLJ53GiMXQjoMRiaKaG4taRHMAVv8oOuEN+t59qeWLpQEuFgtSPX4fgN8gpxrroasH3T+IzuWo/rcnAHAbqjmVsbn/HuwLV2EuX4ru7hWWj3ZFH6j1ZjbVv6uMsVM6cdjq/Gvw8+vfJHIZbQveA9mcuLd5zKvUS38nfQRegd1qaQalyF92FqpFGj+3PPE3bH2khImeyWLv2Ttrz320mCNG88eMmTyGP+3pBzUCF2mtP6i1/iBiZbbwRNzgGRxftPx6EDJZnPYj0v3rwU+BmDU1ZU1PpVDNjXCwQwY57xC3uRbz/KLUibt8IZgG1uG+4LpWU2OQYnJzWZz9B2fj0V45sjm0l3LIXL5SViqWAa2SfvBlss3qqkBOwohEcauiKNMke/kqjLpaVDiMtm2MkblXxDxa/Pyhj6E7u1GRMPaRDswli1CNDRCNSPArWSG5RzrLuP5tS29hU+O7ib/k1ZZsG0IWWzL3BiY0m87/BLquCgCjqREsC1VdRWTnEchkpft9HHRrIyiDtkXvY1Pjuye8f6JRUbPYKYBKC8OLgdKqT54KtarPYG5hyzOfFr/cec3BbNwIh9HZHGZ9XVEL30uHGLGYCK1BULxTuSIN1BgYRQ2PYc1vnbSoqupqsXvKzcvN5rkl8eG01GJk85jDGcJDBdzVS8m1JDmyoTE4xmpuEp0hD3rdKoy+YQAiDz/PgXesxFg4H3fV4gnXP1Wxeeib6HmNWMuXCivKUPI7MzoGpsH613yWTY3vxqitwVy5lE0XfJKNF/8Ng1cuRFVX4+w7SNvSW3DToxO8ntXACGqghJygVLDpkTRti94HUOZXsPm5z6IuPRddX41Oj05sMjvROE3SQdOqiJbgXuBxpdSPkEf7fWBuCqSfwcwwlDSKxaLk2y4lnHpCXo+NYSaTQon0KIDG/HnFVJBS5C5fTaRjGGW7aMvArUugdh9E1dagCzbmUHnheHx6yWqdB+EQdvPcSZkYLx2ClkbUYBqrqw8a6ijURoh3uyKzoRQ6X8CoTuIOpzEa6jAPdEEsBq5GmSZL7nlRVgE9CuqnV3I9lbD52XLRt42xG1DRCCoWxTrUi144D7r6YGBINKlG0iSf2QHzW7k//72pLxyPgesWG6pMg9S+O9l4yadQXopoU807AdEQ8lcG9z/6Sa695jZMV0u3+0nEKxGJm4uolB30t8A7EIebQeAdWuvPzeaNncHsIXvJCvEFcFzi24+ILpAPTyETrcUpa2AQa7s3kI+OETk8XN4Ov2sfqrVF1EQXiP6QTo+CZRUDQEl6ye7oxO3omtwE/iRB1dbgHjwsgdAwYGgEJ2rIcj7ssVMMhTskM39fcI58HmqqUJEIOpdDzfNWOPnCpJ9zOmBL5l42D3xD5LEtC9o7sbu6pcP34BfR2Rz5TZdOms4pRerFzwc0U1kByHe65clPgWnQ+aal6OWLyLz2bOwl5aygB37xUQCcoeGTK1RYyUrgFFgNVKodtBjopWg03+ftO4NTEGPzQoHCZWZNK8BE0bmzlolTVv8AzuAg6lfPoMcyqIINIRNsLxKcsxzGxjVX9Q9g790vxT4oo4daLc04l80tTkFq7x3gONgrF4Dt4M7+tsM/AAAgAElEQVSrJ/7yIDXbxEZbj46holHhrEOxqF0oSJokGinmyG0bPTQ8pyiws4XU3jtQdbVYi6U8uDHxdoyWxhnOGneNQ18idfCLZXpXekkr835yAGNwhPj2I5NOGFQ4hNXUgDqJhj1K65m3k3Z3laPSmsBPgZ942wPAXiA1Wzd1BrOLx7/9gWDgDt3/ZLDfWrgAp38Aa+kS9Au7UaYpRiolyC6tJ9ecILegGl7cjzGcwe3tL64g/GstX4rdLbUAf5AAoCpJqHfu0EN9GDXVGKN57NWLyDeUC8i5a5ahs1l0wZZU2khaVlINdRLgfMnokVFQShzJ9CkwBTwOSO2+ndT+u2g756MM/8463K5eHvrZ0XWFt53z0TLq55anPi2risFhiIRZf9XE7ust6e+Q6vxaWSfxCfcrOA1WAVB5Oug8T+XufM/4+DLg17N7a2cwm7B7eiGfx7joXHT/IORyuN09GOEwZDKYC+cLD95xAuaQXjGREGbv2StdtPkCjI5h7xb3KXvv/mAF4HcgW2evQkcscfWag1AlA3fH+kYKTQnsxU0YWbuY4vFYRGiNPtwpDKuC7RXUddGSsl/6L+a0CuZxRGrnbfzm+x+coJy6ad1fs/GST0kD2HkfB+Ca9Z8vO0Z39VJondiDsHngG6R23451pG9SXaENV3yGzUPfLO54etcJ1Rg63qYyJwuvyE9Aa/00cOlxvpczONHwjNRVs8z2jYZ6kVH2ZCGshgac/gH0aAbjonMDVpCZlaYfd2xMgsb/a+/c4+S4qjv/PVU93dMz3fPSjDR6S7Zl2bIx2FaIiQmPgC0NCTa74DWsFwyBeANeIAmElxevE5YAcYgTgoE4CeGxxhAnAbwsI1lxbAhgY/ySbNmWLcsjWc95vx89XXX2j1v9mumZaWmme3qm7/fzqc9U366uOlUq1al77zm/AzPW0Q1t2pjJQE5MIiNFU8SdFzqZRKtcnPFJerdlnYuCuiZqRcJV6TwCRPCCCcxU/eHEuZns61RElA6PsGP7Len2HdF3FvU8yo6kjzM4Bo6DvniUtrM+SuTZXNkxaWqg6ljfjLto77jNyFJPQd3cx9e9ie/gD5UuUa/QGsPlTqFzAtmZwx8Vke8Atp7jEia0ZjUMj+Ic6zKJUolJ85BubTGywsdP4PX34zY1IudsMP+RRag+OmCiZVwx0sopDZ3qSI4+fxo/kKKOx/EbY2jdzFr9i8UV7rVItBpnZCLzpg+4o2b4xxmeMHIK8ZiRiRgcyik8n/pN+HDQ49m4Pp1p7J+zDjmUKfkpVSHazv9kCc6qPNi1/7PQN4COjuKPjpLsODw9UVDE5BKcJvnmCnaPlDBosZKGg8hkDseBCGaO4OpiGbVQ7Ihdv9gmlC3tR7+EBsM1cqoHQi66dqWZGH3pmCk+AyYi5kSX+Y+qioYcqrqGiR7ux62vw4nHTKlJQKqrpx9oIoETjSJNDcjE5LSQw3LArYujwybLOdFYTdPTJiWma3uckTXVaGc3xGOmFnE8hlMXR0dGcWO16dKKAMmOw4TWrgHPT1+/ex+62dTwxSRISTyWI5K23Glb/2FobsTr7cOtr8dtasyEHAdoZ7eZV1piiFbWcNDTqexhVf2sqt4JvLmYhi0EmphMxxpbpiPigO/j92X0g/xjJ3DWr01/dupNPL+eOJV5S55MmhyB0SliciLTtXYiYTMcNJlExsszdFIiYdicme8YWWMmuf1gVChxyTnTfuONjCI1UVOFrbffCOe1NIPvp6UQUqTCJaV30ISX5usxLSN2Nr6PK5xr2FF9HcnjJ0keOEho6zno2BjS1Igkpz8d9cKz0zpF86GUUVkFDQctAQp1Avn6r2Xfp7038R28oaGCC1tXGsmenvQbK66LnOoxyVH9g5n2AInHwFPkRLeRk570kE1Z+QUjoyY80pv+lhta3YpOHUIpI5KdXfjVIZyJJOG+cepeHCfSp7jBVEbkQKa8tY6Mkuzsxq2tYeJCc/5SE0Wi1WYeIOgx5UREBfgpVUxnaRSgP1OkJooTDpv6EkFvM3ngoJHjrq7CGZ1yH1SFkCcPoiF3XvUmrnCuKa0woWphS5kza8awiLQBbwLWikh29kcdRa4stlDs8e9ebBPKGhEHUpmXsVro68cfGjIlEzeuNxWyjp1CJybwayNoT495qwsSprSpAZlImDj7wy8RWtmSriEAwGSS5ImTuPH4Ipxd4ajjIPjIpMfImhjR7iSJOpeqEY+JrWuIHOnF6w70kGpr8MfGiDx/Cj8cBtfF7x8w16Wrx0QKDQzk7H9n3XuM/MbYuMmWXaZc4VxDaMvZ0NNLaON6tKcPf2ws/XIg/cMMb891kBKJmKHE3v55PTSdmhqjNNr6gYzyaBEpZMhnOeQJHAceAcaBR7OWe4AdxTXt9Hj+qaOLbcKSY49/N8meHjOGPT4Og0N4vUGURjDhK+OTRlANcPvNW1ZyhdEI8uMRI7QGMDY+LafA7CD4b7B5nYmtLzOucK9Nr2vIwY9WER7wiHSNEzsyRs3eo6YnMDaO27rKbOf7OPV1pgBPIoGOjpmJzd5+JBIx9RS2ZoaQdsSuNw+6WvPw15ryUVBdaNxYLB0mjCqaSGQcQKgKHRomdrCf11/5hawfuWZIMh6DxumhooWye/ibZh8lkpNYLiGis/YEVHUvsFdE7gyKv5ctWrW8u9jFYo9/N21rP2je1psajYqo68C6VtTzkERmeCct4/uLJ/Ag89BPlVcUye0FADo6RqilGX3xKFpVqFRVaXHCYZiYxH/8aeTXLyJ6bIixdXHC/Qm8dc24RwMBvGQS5/xzoONYOknJqakxb6+hkJn8XNkCjfW0P/O59P41MYmmImJqonix5ekE2s79OFJbgxNIbSePHM2EEAOanDTzL529hJ46wI7oO01egSpOU6MZUpR5vjsP5q+Yl+IK55r8NSLOhEIigMp/NGjOojL/FKw+LiL7pi4lsK9gZGTpy/cuFu3H/iatGuoFvQFv3zNpKQRpNfIPoTWr8+9gaHjawz8bHZ8wuQiryks9FEAcwU8kkMMncGOxdOx5zcPG4aU++z2mh6QvHEF9P5374LSswBsYQKoj5o3X8/BrM1FSbes+ZArUB0qsfizKwJbyC5OdLzsb34d29aAjozitGa0fP5HAjcfTEiLJzi7z0H/5NvyJcRPBp8r4tiDHonZ+16b95FdmvBd3Nr7P1NB+xfl5vz9tlsnE8FyvZh8O/v5OsQ2ZL1suOb2KWJZcdo99m7bWDxBau5rkURPXLie6IBQy8wEDgzjBg8ypqcmNDAre3pJdPbjxeCZrVhx0dBSJRhk9t7ks34qceNxUQ0uYYvOhw50Qq4H6ODy412x01ib8iXH8U+ZFI7RmNeI46QL0EqpCYrWEqqogEmb345kayjo6hkQi4DpIKIRMTNLw9NKtPDYT3rZNhE4NkDzUgRsK4TSvQAaH8IaHkRZTajQtNe4rTmcvEijWSjhM9f5jJE+cNLLV88S9cGvedqmtYXTbasK7fjXvY0BqyKcMb+rTZK6iMqnUvg+o6uHsBZhXfraI3Coizwa9iu+LSEPWd58UkYMickBECp57yE4Z31n3nvmYV5EkO7tIHj2Wrg+c7Oo2cr+xWpz6OqQ+jrguGlSHItXVT03mqY83PGLyBsTBqQqZCBHfp/rkyGlrypSCXb1/l17X8QmSx47jxXMnbpMv5hbBSR4/kXYAXksD7opGE/ETCdPecVvOtlIVMhFXAWMbG7j34ZsX+jQWndDBY2hPn4mKSibxTnVmRPWGhmFoOH0d1PPwBwbxhodxYzEkWo0ODpme5vj8M8qzq9rlIMLYylDOENW8qaBksSvytLXN89h7gAtV9SLgOYKQUxHZBrwduADYCXxFROYcxHvu0UM5EQHScOYTTJWMU1NjJosDdNWKaXHvEg4HRdYn8QcGSWYl+ripSTn1zVBA8PZX1nM24uCPTxiHBegjT+Z+r7kzfG5Toym2A7hdWTWa80T9tJ/6KpqYDOSmE1QNJqZtsyyIx5AVjaZC2Mpm3KZGdGzMDAPFYxCJkOzqNs4zmTTZw1dsN7+NVqOJhJkc9jx2VF83L1OcsfzTl+0v/TVN//oku8fvnNf+U1SEbISIvF9EngS2TpkPeBGY15yAqt6bNdn8EJlylVcD31XVCVV9ETiIEayblXMvPSvncz6tEcvc+KOj6Z6AaTDJT/7AIMkjJgJLEwncpkaSnV04gbNNvV35o6Po2Hhm/iAUMkXGQ2XsBNTHOf/s9MM+XUlrChIy0U1eb196CEwHhvC6e/COHp9ZGC+ZRMfGkZook/H8EVLlUC7xTLgy/F9pW/X+6V/URE2iYVCNjnDVtDfwyEMHjFMYGcVpqDehpOMTSDTKlVVvL9iGqcXn3e5BXnP1rXm33TX4jwXvdy7E17mXBTta8ZhrTuA7GMnozwHZ6XxDqrqQed6/C6QqVK/FOIUUR4O2aYjIDcANABs22PIGxWCiNU74OdCgghYXb0P2HciR8EV9/CCMVD0PqZueE+CHz0irsGTImHlDTzuAyPSHtSZTSqJOZgjMEaO0Gs8/BLGz+QY0kUDCVVBbw+iq/E5AZqjrXK689rf/3FSkSzE0jD88grN6FXheTo2J5KGOnPDh1DCQNzRkajX3DyLRarzXX0poXweaTOKuL7yEeftzX2BH9J04TQ3gurQf+St2XlSCokVL5E1/LuaaExhQ1Q5VfUcwDzCGOe1YIUVlROTfROSpPMvVWdvchEk8S/XR8jnPvJdaVe9Q1e2qur2lJRN50nbOH89lmmU2ssawqw9n1B3dpkbcTvM5NSae7OwyQyPqk6oOpSNm0thtaDAFaVyXqt7cwjPlxB7/7nT4a/JQB7gOGp7+fhQ6J+htqokOEtdFxydwIlkFZ6YSDAWlpLYbnpue0fqG13+O9q6vLdTpFJ0d22/JcQDJrm6SXd34Y2P48Zr0XIAmJkl2deM2mOk+p74up5fp1NQgQdiwjo3j3v8o/ugoEgrhnzh1WkJ7Uhtl8uxWvNYmwNQjLjYVJRshIm8WkeeBF4GfAB0UUFRGVd+oqhfmWX4Y7Pd6TOTRdarpVMGjQJYeAeswSWsFo/0Dc29kmUZqnDuFvPJlaE9v+i0/2d2L5nnj9ccnYMqbbNoRnH8uk9s2lKVw3Ez4x08iQxmnlbou6TyJAPU8M749MT5dGTO1je+biXQRxi5az7HXxqZtc9/9Za/AkmbnK27Gf2x/3u9CLc04xztNTwCC6l/NSFUITUwa3STHvON5w8Omct1IJsrMCYdxYrUke3pwVjTC4GlEUSUmqXrmJdyhsby1B4qCp3MvS8ARFNoH/d/AZcBzqroZeAPw8/kcWER2Ah8HrlLVbCWye4C3i0hERDYDW4CHT2ffu7rvmI9pFUta9z9AH34ynUEsjhBavQrp7k87hcyGfvpvaHVrOgpEaqJw9MSS0E9JOTEJVeGPjZE8/FL6q9R1yc4Chsw8iBMOmwS7fLutqkqH2Yqn7P/8Ei8yc2RKLYApiVfJru70tfOzAgq8gQGSpzozdZoJrpv6xokCEo1CVZXJ1xgZxW9tYvt7/7Igs3YN/iPJrethaKRk84EL0RMQkfUicr+IPCMi+0Xkw0F7k4jsEZHng7+NxTqPQp3ApKr2AI6IOKp6P/CKeR77yxhp6j0i8oSIfA1AVfcD/wQ8DewCblTVytHeLQP84MHv1NSYqmLqo6mJUtcF9U1svOtmegDqm9BQxzGToKuaTeKP61J1vH+GI5URwTlpcpLQurXTIoLAiKBlkz0EpL35z1FCIfyxcaSmhuonj+TdZinh9eeeZ0oSYppkSDxmnKfjpB/8TjiMs2EdiGPmXsRJJymCCdHVVG5BJIxzrIuWew8XbNuen91kehulYmHE45LAR1T1fMyL9o1BhOQngPuCSo73kTsnu6AUmsffLyIx4KfAnSLSyTwF5FR1uj5v5rvPAp+dz/4t88cfHYVUUljWQ9GJRs0QkPpmYm/C6AYlO7twzz8XGmJGYE4kJw6/3ElP/DqSm/QWkC2O59TUIDVRNJEAcXJyAbJJvQ2L62bi5pcB7oVb8Z46AEx3AE5N1pBhoLPkd3XjJxI4k5OENpvpRKmNIpEI/omTQBBUsGUj1EUZrw1Rdf9e3Kzs40IoZVRgQW/7c3wf5GKdCNaHROQZTCDM1cDrgs2+CTyAGTlZcAp1m1djJoX/EPN2/gJLoJ6A5cyQ4G1qqvJn8rgZCtAsiWB/YtxMAPf2GQdw/BQyPknvxY1Lah4gB1/TWa4pJFSVdgChlS0mzr2zy5TjhBnF8VJDHZpIMPaywiNeyp2UA0gjki6pmZKNCLU04/UNmN6COIRWt6Z7jiMXrESiUfzeftxYDH9iHKc6ggyNkqwN4bumnCeO5JTnLCdE5w4RBUVEbhCRR7KWvPHAIrIJuBj4JbAqlawb/D09b3gaFFpofkRVPVVNquo3VfVLwfCQZZnhRKMZOYTqyLQJ3+TxE9NrBgTdXv/5F03dgcEhHv7GH5XE3oUiW3I8efRYprA8GPmL5GQ68c0fGs68/XoeTkPdnF3/vqsupPe88lNRPV3yKsVCjl5P8lCHWbq6cRvrwVdCLStMUliPiSyvOdiPDg6ZB30olJ5b0ECjqebxwzjxGIyN07W9notvvG36QRcbv4CF3CjGYJk2aRmMtPwL8AeqOjj1+2IyV7LYkIgM5lmGRKSkhlpKg4QyI4TJru68Y+M527uueRCeezbiuvi9fbSf+mqxzSwtwTVIOUenwTzYnEsuSOdEtB/7m7w/3ePfDepTd+eD7LttiU8KQ0YqJItUD2A2kp1d4DjpHpZMJJBUdnkyabK2x8YgXEX108dNpvr4BF7fAOHh8gwsENUClgL2I1KFcQB3quq/Bs2nRGR18P1qoLNY5zFXnkBcVevyLHFVrSuWUZbFY+o4+Fyo55mH40vHjZLmtrOLZFkJKDBhy+/pxR8aYuC8OkgmaT9x+6zb7/HvXjbFjbSpbtp1SvUOQmuNEqgTDhNasQInUo0mJvH6+wltWIee6kqHjwLpfBRveBhNTpp7qbcP71SXUbEVwamLUd09yeO3l6ED9XXuZQ5ERIB/AJ5R1exQqHuAVJH064EfLrj9AUsrTdFSfOZ4EDqR6rwCXN7wMJpILBtxNJ1aPzkLP5HAicep/+dHTbnISuKlkzm9Q7e+HvU84wgC7SUnHgdHcFpbzHAPpraATkzkRlH5ijTlFp0HM0HvRKrRiQm83j6qBicLDhUtJQuULHY58E7gt4IoySdE5E3A54ErgvysK4LPRcE6AUsuwX/wVJbnVPyJ8bTQWkpLB8xkKZ7Hzpd/uvg2FpFUZItETPJXtsNLna8TNVFBfiLBxJZVpTdyERl5ba5MszcwgNfbl84aDrU04w+P4G1cbaKhqqoInbWJ0Fmb0teUxKQZAnKdnHyMbGTLxmDFIXSkEy9Shio8CxAiqqo/U1VR1YtU9RXB8mNV7VHVN6jqluDvQsr05GCdgOWMcCLVJqRSHOMAwPQiOo4trmHzINS6Ml0nIRmELWYnxqXOF8ywmVNTg0wukRqCC0S4b24VVKcuhtsbDCsGmdTJQx2AuW46PGKEBVUJrW7NW386FX3kNtajg0O0PjBz0aLFoqDykuU5nZGDdQIWwJTdy8br789o5WTh1gcS3Y6YSWH1SXZ24fX04k+Ms2vg66UwtyjkndzNGvqQUBVOVQgnVkto3Vqcxgbc8bKuurrg3PfAp4zjz6oylx0x5A8OG4XViYSpIwCmbGSAuC5SH0+rsHpdPTlvzBIyGcNuzCSbJbdtNCq0bpn2BOY5J1AOlGfRV8ui4NbX4w1k6S4NzazdIuEwmkikk8XU8xaudutiIs6MEVGanDTCkX0DOLU1SLiKex9aHnMgp0No/Rr8rh6ci7fh9AziHctISTh1sUw+RUszDAyl61Okgg6y5wU0OYk3nAnHdVc0kjzVmXYEcrQPwlV0vip/aOpikooAmp3ydwS2J2CZkeQpE5WWevtP/21qRCcnTZnJiXEkZITC7p387qLZumAEDiBbziAbcV2crZtNlEseyexKQRMJnKOdZsI3K+InO1w02dVNsqeH4Wsvy5SWJCM1kXIK2cEGKQcgTQ2o56F9xmGsvOf5op/TaVPInED5+wDrBCwZcnoB+fB9I7M8PJLz1j/65kvQqaJyS5RUKGcq03cq6nn4z75gPoyWrzx2MfG7e3E3bcAfGCS0siVnaCgfse89hKxsJnS2qQMujqnHkA4syNfzEgExWcPDrzorp2pg2eApMseyFLBOwFIQqV5ASlUUx8EbGsKNx4l+/5e5RWaWMU40aoTj1q+ZMUFsueM0NaKnuvATCXQiAVWhOUOLk4c6wPMJrVmNNzyczg0AE3JLKHdkOnnkGH5wT8X2npi6u/JAWQgBuUXHOgFLQaR6CW48jkQiSCiUFllz6+vZPfbtRbawNPhjYzixWryZiplXAO1H/ip4U3dg4xqSh1/CyaqnkG9uyG1oINlxOK0/lW6Px82wYlZehtRETcLZ6lVmorlcH6bLZDjITgxb5mTaMJHr4vX3465oQsbG0cnJ/D9corixWFoiIofUpHEoZGSLKxlVQhvW4h88TGh1azqkFjJj/lOzpKdGoIGZF8ieLwDwenrT+Rr68i2M1+cv2LPYiKeIM/tTXpaAF7BOwDInqaEgiYRNrYBIGMepg6oqxJGZSysuUfzxiWltTjhsMoUvuQCvlJr1ZYqsXoWeOIVUR+h542bqD64i9MJx8PwZS2VmS3Fn4w0Pm1wBVTNM5HloYhIB3N6RMo7AWjpDPrNh7+YKY0f1dbRtOj0dllRPQCcSaDKJPxgkAk1O0nX99iVVM6AQ3A1rTTEdMIVPXr4NCYfZfXwvMja5bKQxzpS2sz7K6NlNSH0dEgrRuG8AmfQZuvws/HUzZ1C3n/wKobVr0tc2O0lMwuGc3pfT1ABVIbS6jJVX7XCQZSmye/zOM/qdNzCAW19vUv9VkVgtoy9bQ3h4+WXM+g21SFCnWlyX3Y//CTui78RpfY5d+cvrVhSJDU3UPHUcqqrwVq/A7Rum/fk/L+i3yWOZcuGpiV/EIdnbl5HoEMdIS4ggY3NnKM/G+Z++DT8MBz5dBAG6JTT5OxvWCVhmJFVuMUX23IAb1NR96M6PlNyuYrP7kVumt1XIxHch3PfAp7j8mi+aeYFRn5+cZs9Itr8M98hJcF38lU1IIglHT2TyBqJRs2F1hGduWjHLnuZm4//tQ071QBEkrcRTpECVuHLGOgFL3gk7IMcBZCOuy67uaXUxLBXEz+8+M+e/x7+btk1/iLY2I119OF196GBGvtwJh5FoNf7wCE64io53z6+i4q4n/pS2cz/OzuYbFv6eLaQnsAR6CtYJWAAzPuuPjc/44E/JQwDTK4tZLKdBe4epEtZ27sfNQ3JwCIlW46ZCSxOT6aTEhcCvr8EpRmLfEtIHmg07MWzJlPbLKqE4FX9iPG8dAYvlTNFoGD8WNdFAk0mkOoLUmM9SVYWeu3FBjuP0DeO3NC7IvnLw/bmXJYB1AhZTBCQPU5N+/ERieYjEWcqCXXs/g9MdiMmpcvQd54Dv46xaib91A0Nn5X8hOV3aD96KMzJO29oP0rbuQwuyT2DZRActuhMQkY+KiIpIc/BZRORLInJQRPaJyCWLbeNyxx8ewRsawn+dudTpRB1f88oBpCfuLJb5EqvBaWxAEwnWfuNp8H16L1/DvQ/dzC++tzBBB21bPoZfF9yzoQV8iVEKkJIufy+wqE5ARNZjSqcdyWpuA7YEyw3AMqtaXn503Pxr6aEe/7zNcN5mUyP24vNB/UzRGMx8wO6Rby2WqZZlRvszn6P96Jdw6uLoxjUQjxE7Nj1Zbz5oTx/OiR6Gf20DOnB6NbRn37E/97IEWOyewG3Ax8h1l1cD31LDQ0CDiMwuU2iZF837AvnkBx7j2G/FUcfB39iK/9h+nEsuINnZlS6WvlwKplvKi/YTt+OMTtB+8Fbu+/dPcvGNty3YvqW5CX9gkNhzfezq+/sF2y+eP/dS/h2BxXMCInIVcExV9075ai2QXXj0aNCWbx83iMgjIvJIV1f5lZ9bKtTtN+VLnXAYLwIvXBtjfHUtziUXLLJllkrCj2dqOKx6oHuWLQtnx8X/i/bnvmAeyAstd15QjeHy9wJFDREVkX8DWvN8dRPwKeDKfD/L05b3SqrqHcAdANu3by//q12mPPe+FWz5ZAcAG7/wCJ3v3U71/U/hj44SamlGLtw6+w4slgXA6R5gZ917kJoo4i3MUIp4Hle+8k9x6+MLX//BZgzPjaq+MV+7iLwM2AzsFVNrdB3wmIi8EvPmvz5r83XA8Wk7sSwYftMkEo0iNVFOviVTVzi05WzaD3x+ES2zVBS+MvzGC4g/2Wne3OdJ24Y/MCJ0AKoLX//B84A5cmaWgI9YlOEgVX1SVVeq6iZV3YR58F+iqieBe4B3BVFClwEDqlqmVSWWPjtq35XzufUHh9Lr2tlN26r3l9okS4Vi6hQAyYUbtvFOdqIDg7SfKkZ8iR0OKhY/Bt4EHARGgfcsrjnLHBEINNG9rh7clhW0/uAQPqa4h8VSSrywQLQaunrntZ+2rZ/AO9mJUxdD5qh6dsakKostcRY7OgiAoEfQHayrqt6oqmer6stU9ZHT2delv7dwUQWVgLMmmLIJshv93v50un7yZGfFllC0LA6JuEP3Zc3GEZwhbVs/AZ6HuC5SXT1jfYP5op4357IEOgJl2ROYF+7kErjq5cTQMOI04A2PEFq9Ch0aTmsIpQuBWywl4tE75if5/IbXf45wIkHy8EuE1q5BR0bn/tGZUlAyWPk/j5adE3j4G3+02CYsKXR8AvUFpyoEE4kcETkrEWFZaoSP9ZM8/BJufT06MMiuwX8s3sGWSXRQWQwHWRYR12HL33pI1JUuwmMAAAz6SURBVAh3uatMdrATjVoNfcuS4opXfxaGhk3xo5oo0jy/WgRzUoiA3BLwEdYJVDj9O8+DXzwBrgOqJI8dx62vx6nLLypnsZQrzkgCGutN73ZiYaUn8qH+3HMCugS8gHUCFUxby+/jTiijb70s3RZascK8wVRV0bb6xkW0zmI5PXY//id0/UYzXe++hIlLz6b90F8U94BWRdSy1Gnv+hrRU+NEeoM5gOoIRKuRcBi/tw+dmF99V4ul1HgRAYX7d8+vIllB+BSgIlr+LLuJYUvhXH7NF4k9/DQj//kSIrFaExo6OYmIg1RHGPv1cxbbRIvltHj89iIUlJ8Jz0NlrozhuR2BiHwd+B2gU1UvDNqagO8Bm4AO4L+oat+87J0B2xOodFyX+h89hQ4Om4d/kFjjn7OOn/y/jy2ycRZLGbNwUtLfAHZOafsEcJ+qbgHuCz4XBesEKhgJuqwSiSBNDdBQB7EaCFdx70M3L7Z5FktZ4/uKzrEUMimgqj8FpqZIXw18M1j/JvCWBTU+C+sEKhgvIki4ykQGBSQPv2QKfVssltl4tEePz9oLGPUHcQnlSN4Hyw0F7H9VSjMt+LuyWCdinUAlo0YfSJNJGJ8g+cKLpnTkQpbgs1iWJ7cd4Xn8WYZ8XuQZNnM+qnqHqm7PWu4ooZ1zYp1ABfPgXR+BaBQJmWzh0IZ1OI0NtJ+4fdq2O6qvY2f979K27kNs/vIXF8Fai6V8UNWeZlZzMqcyboZRHWaMER7nP870GXsqVVEx+Nt5hvuZE+sEKp3RUfrecDZefz/JI0dBle3v/cvp24VC+KOj+N09nPvHT5TeToulzOjg2eaZegNZvYAzjRO9B7g+WL8e+OEZ7mdOrBOocPy1LYTGFScexwmH8QcGqe6fflNP/vr5OPE4iddeZOUkLBZm7g2cbi9ARO4CHgS2ishREXkv8HngChF5Hrgi+FwUbJ5AhSPjSeI/P0T/zvOof6oPfe5FYnv2T9vu3+8rWoSaxbJk6eDZ5hj13a26AScIr071Ah7TnxbUC1DVd8zw1RsWys7ZsD2BCmfX/s/ir22h7od7kc5eBt56Cf7YGG0tv7/YplksZc/U3sACzAWUnCVjqKV4OGOTOCuaIBxGFJKvewU0NXDlZX/KZdfZSWCLZTay5wYWYC6g5FgnYKH96T/Da21CG2LU73qWyIGTaGc3bsdJ6g8MLbZ5FktZk+oNHOLpJdcLADsnYAm492GTIbxj+y2MrawheniA9v2fXWSrLJalQQfPNruEui/iVQXPBZQLsoR6LbMiIl3A4SLsuhnoLsJ+50s52mVtKoxytAnK065i2bRRVVsWcociUg8MLqWhIFhGTqBYiMgjqrp9se2YSjnaZW0qjHK0CcrTrnK0abmxpMauLBaLxbKwWCdgsVgsFYx1AnNTVmJPWZSjXdamwihHm6A87SpHm5YVdk7AYrFYKhjbE7BYLJYKxjoBi8ViqWCsE8hCRK4Rkf0i4ovI9qz2TSIyJiJPBMvXsr67VESeFJGDIvIlEZFS2BR898nguAdEZEdW+86g7aCIFF35TURuEZFjWdfnTXPZWApKfR1msaMjuEeeEJFHgrYmEdkjIs8HfxuLbMPXRaRTRJ7Kastrgxi+FFy3fSJySYntKsv7admiqnYJFuB8YCvwALA9q30T8NQMv3kYeBUgQDvQViKbtgF7gQiwGXgBcIPlBeAsIBxss63I1+0W4KN52vPaWKJ/y5Jfh1ls6QCap7T9OfCJYP0TwBeKbMNrgEuy7+OZbADeFNzLAlwG/LLEdpXd/bScF9sTyEJVn1HVA4VuH1T8qVPVB9Xcpd9igQtCz2LT1cB3VXVCVV8EDgKvDJaDqnpIVRPAd4NtF4OZbCwF5XQd8lGyQuJw2sXMrwa+pYaHgIZUlasS2TUTi3k/LVusEyiczSLyuIj8RER+M2hbCxzN2uZo0FYK1gIv5Tn2TO3F5n8EQwdfzxraWCxbFvvYU1HgXhF5NKvIeMkKic/CTDaUw7Urt/tp2VJxAnIi8m9Aa56vblLVmUq4nQA2qGqPiFwK/EBELsB0l6dy2jG3Z2jTTMfO59jnHQc8m43AV4HPBMf5DPBF4HdnsbEULOaxp3K5qh4XkZXAHhF5dpHsKJTFvnbleD8tWyrOCajqG8/gNxPARLD+qIi8AJyLeRNZl7XpOuB4KWwKjr1+hmPP1H7GFGqjiPwd8KMCbCw2i3nsHFT1ePC3U0S+jxnCOCUiq1X1RLELic/CTDYs6rVT1VOp9TK6n5YtdjioAESkRUTcYP0sYAtwKOhCD4nIZUFU0LsoYkHoKdwDvF1EIiKyObDpYeBXwBYR2SwiYeDtwbZFY8p48X8CUpEeM9lYCkp+HfIhIrUiEk+tA1dirk/JConPwkw23AO8K4gSugwYSA0blYIyvZ+WL4s9M11OC+aGO4p56z8F7A7a3wrsx0QmPAa8Oes32zE36QvAlwmysIttU/DdTcFxD5AVlYSJ7ngu+O6mEly3bwNPAvsw/1FXz2Vjif49S3odZrDhrOC+2RvcQzcF7SuA+4Dng79NRbbjLsyw5mRwP713Jhswwy63B9ftSbKi0kpkV1neT8t1sbIRFovFUsHY4SCLxWKpYKwTsFgslgrGOgGLxWKpYKwTsFgslgrGOgGLxWKpYKwTsFgslgrGOoEKQkSGi7DPq1IyzSLyFhHZdgb7eGCqTHYB2x8QkavyfLcpW5Z4uSMin8pajwbSywkRaV5MuyxLB+sELPNCVe9R1c8HH9+CkfstBdeparEzod1i7n+BSDsBVR1T1VdgpRQsp4F1AhVIIAdwq4g8FRQ7uTZof13wlv3PIvKsiNwZyGEgIm8K2n4WFBz5UdD+bhH5soj8BnAVcGvwNnp29hu+iDSLSEewHhWR7wYqkd8Dolm2XSkiD4rIYyJyt4jECjifS0Vkr4g8CNyY1e4G5/mr4Fj/PWh3ROQrYor1/EhEfiwibwu+6xCRm0XkZ8A1M9kTHPMnYpRBd6ekDkTkQyLydHC8785ic60YhcxfiVGnvTpo3yQi/xEc77HguiIiq0Xkp8G1fUpEflNEPg+k3v7vLOgf32KZymKnLNuldAswHPx9K7AHU3hlFXAEWA28DhjACHM5wIPAq4FqjITv5uD3dwE/CtbfDXw5WP8G8Las4z1AIDkANAMdwfofAV8P1i8Ckhj5jWbgp0Bt8N3HgZvznEd6v8HnfcBrg/VbCQqUADcA/zNYjwCPYIqRvA34cXCOrUBfym5MAZiPZdk8zR6gCvgF0BK0X5t1PseBSLDeMMu/xZ8B/y21HUbeohaoAaqD9i3AI8H6R8hITrhAPPvfdMq+O5hSxMYudplpqTgVUQtgHux3qaqHUZL8CfBrwCDwsKoeBRCRJzBV1YYxgnkvBr+/C/OAPVNeA3wJQFX3ici+oP0yzHDSz4MOSBjjiGZEROoxD9ufBE3fBtqC9SuBi1Jv+UA95sH6auBuVfWBkyJy/5Tdfm8Oe7YCF2JkocE8lFMCa/uAO0XkB8APZjH9SuAqEflo8Lka2IBxIl8WkVcAHkatFowg3tdFpAr4gao+Mdt1sVgKxTqBymS2OsgTWese5h4507rJSTJDjtVTvssnWiXAHlV9x2kcQ2bYV+q7D6rq7pxGkd+eY58js9kjIi8D9qvqq/L89rcxTu4q4NMicoGqJmew7a06pWqciNyCEQp8OebajYOpwCUirwn2/20RuVVVvzXHeVgsc2LnBCqTnwLXBmPmLZiH1mySvM8CZ4nIpuDztTNsNwTEsz53AJcG62/Lav8pcB2AiFyIGRICeAi4XETOCb6rEZFzmQVV7QcGROTVQdN1WV/vBt4fvD0jIueKkXP+GfDWYG5gFWYYLB8z2XMAaBGRVwXtVSJygYg4wHpVvR/4GGaYZ6Y5jd3AB7PmXC4O2uuBE0Ev5Z2YXgYishHoVNW/A/4BU5cXYDJ1fhbLmWCdQGXyfcywxV7g3zFj4Cdn2lhVx4APALuCCdNTmLmDqXwX+ONgovNs4C8wD+FfYMbXU3wViAXDQB8jcECq2oWZY7gr+O4h4LwCzuc9wO3BxPBYVvvfA08Dj4kJG/1bTM/mXzCyxam2X+Y7n5nsUVOz+G3AF0RkL/AE8BuYB/b/EZEngceB2wInlY/PYOYW9gW2fSZo/wpwvYg8hBkKSvVKXgc8ISKPY+Z0/jpovyPYh50YtpwRVkraUhAiElPV4eDN9XbgeVW9bZFseQD4qKo+Mo99pM5nBcYJXT6bI1xKBFFY21W1e7FtsZQ/tidgKZTfCyaK92OGLP52EW3pBb4heZLFToMfBefzH8BnloMDCEJvn8D0MPzFtseyNLA9AYuliIjIe4APT2n+uaremG97i6XUWCdgsVgsFYwdDrJYLJYKxjoBi8ViqWCsE7BYLJYKxjoBi8ViqWD+P0PqDSgzjEggAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "GSDEoc['CNmean'].plot(vmin=10,vmax=60);\n", + "#CNtemp = xr.concat([GSDEoc['CNmean'],GSDEoc['CNmean2']],'soilCN')\n", + "#print(CNtemp)\n", + "#simple = CNtemp.plot(col=\"soilCN\", col_wrap=2,robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "HWSD SOC stocks, 0-1m\n", + "1258.7\n", + "SoilGrids SOC stocks, 0-1m\n", + "1689.4\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dsOBS2.SOC.plot(vmax=30,vmin=2) ;\n", + "dsOBS2.area\n", + "# calculate global stocks\n", + "# convert km2 to m2 and kg to Pg\n", + "print('HWSD SOC stocks, 0-1m')\n", + "print(np.round(((dsOBS.HWSD_SOCall * dsOBS2.area.values * 1e6 * \\\n", + " dsOBS2.landfrac.values).sum() * 1e-12 ).values,1))\n", + "\n", + "print('SoilGrids SOC stocks, 0-1m')\n", + "print(np.round(((dsOBS2.SOC * dsOBS2.area * 1e6 * \\\n", + " dsOBS2.landfrac).sum() * 1e-12 ).values,1))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:   (lat: 192, lon: 288)\n",
+       "Coordinates:\n",
+       "  * lon       (lon) float32 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.25 357.5 358.75\n",
+       "  * lat       (lat) float32 -90.0 -89.057594 -88.11518 ... 89.057594 90.0\n",
+       "    area      (lat, lon) float32 29.948368 29.948368 29.948368 ... nan nan nan\n",
+       "    landfrac  (lat, lon) float32 1.0 1.0 1.0 1.0 1.0 1.0 ... nan nan nan nan nan\n",
+       "Data variables:\n",
+       "    SOC       (lat, lon) float64 0.006136 0.006136 0.006136 ... nan nan nan
" + ], + "text/plain": [ + "\n", + "Dimensions: (lat: 192, lon: 288)\n", + "Coordinates:\n", + " * lon (lon) float32 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.25 357.5 358.75\n", + " * lat (lat) float32 -90.0 -89.057594 -88.11518 ... 89.057594 90.0\n", + " area (lat, lon) float32 29.948368 29.948368 29.948368 ... nan nan nan\n", + " landfrac (lat, lon) float32 1.0 1.0 1.0 1.0 1.0 1.0 ... nan nan nan nan nan\n", + "Data variables:\n", + " SOC (lat, lon) float64 0.006136 0.006136 0.006136 ... nan nan nan" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dsOBS2" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "(zon_mean.cTOT.isel(time=0)*1e-3).plot(hue='sim',y='lat') ;\n", + "zon_meanOBS2.SOC.plot(y='lat')\n", + "print(fin[0])\n", + "print(sim[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-5.0, 60.0)" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "tPlot = 0 #time period to plot\n", + "fig, (ax1) = plt.subplots(1, 1, sharey=True, figsize=[4,8])\n", + "# Remove space between axes\n", + "fig.subplots_adjust(hspace=0, wspace=0.05)\n", + "\n", + "simLabs = ds['sim'].values.tolist()\n", + "color = ['tab:orange','tab:orange','tab:blue','tab:blue','tab:red'] \n", + "lw = [3.5,4,3.,3.5,3.5] \n", + "linestyle= ['--', '-','--', '-', '-'] \n", + "\n", + "# SOC\n", + "v = 'cTOT'\n", + "labels = ['SoilGrids','HWSD','NCSCD']\n", + "ax1.plot(zon_meanOBS2.get('SOC'), zon_meanOBS2.lat,lw=3, color='k',linestyle='-')\n", + "ax1.fill_betweenx(zon_meanOBS2.lat,\n", + " zon_meanOBS2.get('SOC') + zon_stdOBS2.get('SOC'), \n", + " zon_meanOBS2.get('SOC') - zon_stdOBS2.get('SOC'),\n", + " alpha=0.2, color='k')\n", + "ax1.plot(zon_meanOBS.get('HWSD_SOCall'), zon_meanOBS.lat,lw=2, color='k',linestyle='--')\n", + "#ax1.fill_betweenx(zon_meanOBS.lat,\n", + "# zon_meanOBS.get('HWSD_SOCall') + zon_stdOBS.get('HWSD_SOCall'), \n", + "# zon_meanOBS.get('HWSD_SOCall') - zon_stdOBS.get('HWSD_SOCall'),\n", + "# alpha=0.2, color='k')\n", + "ax1.plot((dsNCSCD.NCSCD_SOC.mean(dim='lon')*1e-1), dsNCSCD.lat,lw=2, color='k',linestyle=':') #convert to kgC\n", + "\n", + "ax1.set_xlabel('Soil C stock (kgC $\\mathregular{m^{-2}}$)', fontsize='x-large')\n", + "ax1.set_ylabel('Latitude', fontsize='x-large');\n", + "ax1.legend(labels=labels, frameon = False, fontsize='medium',loc='center right')\n", + "ax1.set_ylim(-50, 85)\n", + "ax1.set_xlim(-5, 60)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot zonal means for models and observations" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -- wrote /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN/OUTPUT_CN/HIST/figs/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN_Fig_3_ZonalSOM.pdf --\n" + ] + }, + { + "data": { + "image/png": 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kCeXl5cTFxTFkyBD++c9/SvEQt99+O9OnT2fdunVcdtllJ9xPZmYmpaWlOJ3OVs1CKpVKBg4cyMCBAyktLWXnzp1A4FoPPkebI0x17Br1+GFPtUifxEAQvt/vJz8/n5qaGi699FJ5ZlTmrNJmRLcoikWCILwNFAAO4EdgC2ARRTGoGguBdqe7r19++QWLxcLll18utblcLqxWK1OmTCExMZGioiLmzp3LwIEDyc3NJSEhQVo2JiaGrl27smzZsiZFtyAIrFixgpKSkian0Hw+H7t372bs2LH079+f+vp6qqqqGD58OAC1tbU4nU5cLheH13xN3NYZhNc0bTmuD0tiV8YjWLbvD3n45deJ/HOPjwpH6PKdopQ80d9EvEEtWeC3bt3KnDlzKCkpobKyErvdzplGqVQSFRVFTEwM0dHRIZ/BgwdL1S1bQtAi7/F4JIEUFxdHdHS0lNVEFgJtn6bGYZDnnnuOIUOGMHfuXPLy8nj55ZcpKSk5NuvzG4MGDeLVV19t9ABvGFx7ww03nHLed5fLhcViISYmhi5dujQruEVRZMq3u9hWfuwl1BimYt4DA0iOPDfuJUG3mOeff57k5GQgYFU8fPhwo/vQt99+S2VlZUhBrAULFvDJJ58QExMjie5169YxevRoRo0axaJFi4DA/SshIQFBEEJeuu+55x7Wrl3LnDlzGDJkCADff/89//jHP/jDH/7AH//4x7N5+DKnSVPjsaamhssuu4zq6mqmTJlCVlYW5eXlLFq0CLfbLYnuXr16YTKZWLZs2UlFt0ajITs7mw0bNkhZiFpDMDVukHvuueekszo6Veg+al1+yU1SFEUyMjJITU2VBbfMWafNiG5BECKBG4H2gAX4GhjRxKKNTbOB9ScAEyCQTmzVqlXNlnJfvXo1giDQvn17KUuHQqHg3XfflZbp0aMHV111FR07dmTu3Ln86U9/CtlGjx49WLduXbNZPrZs2cKyZcvQaDQMGDAApVIppT5asGAB8+bNIzU1lTvuuIOcnBwOHjwoTXHdfffd1B7dS4/Sr0mpWd/k9n2CigPtbuNQ4vUgKALWcMDpFVlTAovywd/gTAnA8FQYmeZD4bCEiPFXX301JF/3qWI0Gmnfvj3t27cnPT2d2NhYIiMjiYyMxGg0njDIpqGvXlN4vV6KiooQRRGFQoFCoZD8tgVBoKKi4qRpEE+X+vp6Vq1adVb3cSH0AYgRBGFzg++zRVGcHfzS0rHY1DgMvvB16dKF999/H0EQGDp0KBEREUyYMIGffvqJK6+8UtpGz549cbvdbNmyhUsuuQRAim0IkpycfNLrqzl8Ph8KhQK32y1Z1prinzud/Fx8TICqFPBYlorS3K2U5ja72hll8ODBDB48GEC6RpKSkvj3v/+NQqEIuW6eeuop7HY727dvl9xuUlJSGDt2LF6vV1r2yJEj9OvXj8jISKnN6XRKImf16tXSNnft2sWhQ4fYsmWL1LZ06VK++eYbBEGQXL2sVisrVqxoM7nT28iYkmhlf87IWISmx+Obb77JoUOHWL16NdnZ2dKy119/PUDI86979+78/PPPJ3wmNsTv91NWVnZC0R10b2xIw/gLgOzs7JOOb7c9VDYUV9ZRHlaHz+fDYDBIs7htgbZ2PZ4LLpJjPuFYDNJmRDdwNXBYFMUKAEEQFgKXAWZBEFS/WbuTgeKmVv7t4GYD9OvXTwxaWpqiqqoKk8nUKHvGV199xYwZM9i3bx+1tbVS+5EjR0J8PiHwMCstLW3UHmTQoEGMGzeOkpISYmNjueuuu7jrrrtISkrC5/OxePFirr/+elJSUnC73UyePJni4mL++swkhjqXkXbkB4Qm3i/8goqC5FEUpo8BrRGzQoFSqcQtCny4uY4dZW7sntD1onQKnhwQQY+4pjMp9OrV64yIbqvVys6dOyVxEhERQVRUFJGRkURFRTX6REZGEh0dTWRkJHq9/oQ337KyMqKioiQLt9/vl1IHejweVCoVer2e8PBwKX930F+3pcWITsaqVas40XV1LmgLfQAqRVFs1umzpWOxqXGo1weswmPGjJGCfAFuvfVWHn74YTZv3sxVV10lLR+cISkvL0elUmG32xsF80ZERLQ4aKshfr9fSuHZs2fPZrPtzPhxHz8X50nfBeDvd/RhRM/EVu/zTLNq1SpGjx7dqL2pv0lzbU8++WSj9mC2mIb88MMP1NXVkZiYKP0dk5OTGTp0KB06dCAlJYUxY8bg8Xi48soree21puNQzjVtZExJtLI/Z2QsQtPjcfXq1fTv3196mTsRCQkJ7N+/v9lnYsN9i6LIjz/+2GSqwIYcH0+0cuVKXnjhhZBloqKiTjq+41wO4NgzXdToMRgU1NTUkJmZSUpKygnXP5e0tevxXHCRHPMJx2KQtiS6C4CBgiDoCbiXXAVsBlYCtxLIYHIvsOh0d+R0Ohvl5l2yZAljx46V0vUF/RVHjhyJ0+lstA2dTtdkexC/38+LL77IRx99xM6dO3n33XeZOXMmI0eO5Omnn25UAr1Hjx4cOnSIeTOmMPQGJUJc45RGfo2JiktfwBXTD5OokvJ751fWM22jk+omsviFKeGGNBGfvY6SShXhGiVKZejnxRdf5Oabb6a0tJSqqipqamqorq6murqasrIyrFYrNTU1rXY7qa2tpba2lsOHD5902WAKw2effTbEd7QhwQpkTeHz+fB4PFgsFioqKhoVVBEEQRLler1eKqgTLDuv0WjajOXt90JT4zBITExMyMNYo9FgNpspLg595w66ewTHYvBvH8RsNktuWy3FZrNhs9lQKpUkJSWRlJTU7PT1wq2F/H1FXkibRqVg9ppDfLW5kGiDhsw4A/GmMCL0asw6NWa9BrNOjUmnRqm4eNygYmNjGxXz6tixo3Quo6Ki2LdvH8XFxc3GusicP5oaj1VVVSEW7hOh0+mkOIqT4XK58Pv9rTaEvPfeeyHP3UcffZRu3bqddL2w49xLDlbaUXeP57KuXYmKimpVH2RkToc2I7pFUdwgCMJ8AmkBvcA2Am/oS4EvBEF47be2Oae7r+jo6EaWmi+++IKOHTvyr3/9CwhYbcPCwhqJ4yDV1dUnzDOt1Wp5+OGHeeihh1i3bh0fffQRX3/9NUuXLuW7774jJyeHYcOGScv/85//5M4br2b5+p088b2SFfc2jsRWuOuIX/0M8QCqMDC1g/ZX8ET+pVS7mg5EdPpgXq4I+AAfBo2CWL2CGJ2AWQNmjZ8ojUh0eDyZ3ePJVgUEqlqtRqVSUV9fL/ndBQMsj//U1NRIYj34r8ViaTJIszlcLhf79u3js88+k4LBWkPwBSKIKIr4fD7JpScYbFlTU4PT6cTj8aDVagkLC5P+DQ8Pp3v37nKxlHNEU+MwyPHTzm63G4vFIuXdDhJcPzgWG64TGRlJQkJCyKxVS7DZbGRnZxMXF3dSX/C3ftjXqM3l9bOtwNKifakUAlq1Ar1aRbhWiUkXEOZR4RpiDFriTVrSosOJCtdg1quJ0GmI0KnRqC6cF8SXXnqJRYsWMXfuXBYtWkRpaankniDTdmhqPMbExFBUVNSi9aurq1scm3MqghsIMbo899xz3HzzzS1aT6cOHS87q+ChpVX8IUvDkM4+ru0WLxtdZM4JbUZ0A4ii+BLw0nHNh4ABZ3I/Xbp0wePxUFhYGBJwdPwD9tNPP202O8fhw4fp3LnzSfclCAKDBg1i0KBBvPvuu7z11lvk5uby+uuvM3v2bD777DNUKhWzZ89m+fqdROsEFt3egsArrxOqD0L1QTp6LcBtJ18HqHf7qXf7OdyMJlArBcxhSmL0EKf3EYFIQnUFUVqICgOjWkVCQgIpKSmS20ZTwsTn82GxWCguLiYnJ4dly5ad1GdOpVIxdOjQRtsJWq3r6+vx+/3NlgY/nmD/tFoter2euLg46btarUapVEp5yYP+4WeihL1My2hqHAb55ptvGDdunPQg/Oabb/D7/QwYEHorCKbbbFidLkjQxeFUMBgMLQq+TInUUVrb/IzXyfD6RbwuHzaXj4r6lq+nVAhoVAp0amVArIepidCpiQzXEBOuId4URkJEGGVVXhJK6zDrAqI9TH1mi4IcPXqUQ4cOkZ6eTlpaGgC5ubl88MEHtG/fnkmTJpGSkkJMTAz3338/Wq2WpUuXntE+yJwZmhqP1157La+99ho7duw4qcX78OHDjcZnc+h0OhQKBX6/v1Vit2GsRqdOnVq8XgezCp1KwOE99sywurx8sekoX2w6ilopMCA9iqeuyaR/+qkVbZORaQltSnSfK6644goANm7cKN1chg8fzrfffsvEiRO5/vrrWbduHbNmzWpyWlkURTZt2sQjjzzSqv3GxsYyffp0fvjhB2nK+4svvgCga9euABjNkXh0ZhCrQfS3aLuPK79hgLCXL31D2SumUilGUIceN2oCHqYtx+MTqbB5qLB5CORLEYBj/dCqFCQYlcTqwaByEqm2Ean2ER0mEB0GJg1ofnMD2bZtG6+88soJ3VIiIiLo3bs3ffr0oW/fvkRFRYUERDb0xzaZTJIrSPBzvHBu6DYjZzBp2zQ1DoPs3buXRx99lDFjxnDgwAFeeeUVBg8e3OilbPPmzSQlJdG+fXuAkKnnU8m5a7PZMJlMLU5hOff+Aby/Io9dRbVYHG7Kq634FGocHh8urx+fv+WzPa3B5xdxuH043D6qbRDwyGuaaZvWSP/XqhQYtCp8fhG9VoVRq8KsVxMZriY6XEucSYvWXceG777EqNPyl+eex6xTo9coueaaa9i5cyfr16+XgiLfeecdZs6cyfTp03n66aeBwCzF+++/z6BBg5g0aRJ///vfmTlzJjExMSE51GXaFk2Nx4kTJ/L5559z9dVXM2XKFKkew6JFi/j4448l/22LxcL+/fula+BkCIKAThco6NZSQ0d9fb0Ue6RSqZp80W4OnVrBK1eY+Gq3lZ1Vgdmohnh8ImsPVrH2YBXGMBXXdYtn0rWdSTLLebtlziy/S9Gdnp7OgAEDWLJkiTQ99eCDD3L06FE++eQTZs2aRZ8+fViyZEmTQUjr1q2jurqa22+//ZT2f9111/HMM8+wceNGbDYb4eHhUkR5fkk17gm7IT6edT8u5LKOUVC4CUp2QFUe1BWDy0rDJC6CAAOVuQxUhqZJ8IkChWIMO/wZlIjReAUVhWIshWIMRWIMR8R4fLTO8uXy+jlS4+JII6+AQH8UApi0XiI0Hg58/m2zgluv13P33XfzwAMPEBcXJ5XfblgVs6FwXrVqFb17925VX2XaNk2NwyAzZszg22+/5d577w3J0308P/74I7feeqv0XaFQSLNTxcXFIak+W4LL5SI5ObnF1jeDVsVfRxzL4398QJDH56fO4cHi8GCxe6h1uKm0usmrqKey3kV1vZsah5s6hxeby4vd7cPl9eHxnR2x7rDV43AoUai1WBwe7HkbqFv/NWEd+mIedAcA3tpyij5+G6UhisWKS4HADFjRniM4Kiq4+8OfCG9XiEmnpqwmjHZderGl3M9n6/NJNOsQjAlMfWM6nTMz8PtFFAoBpVJJbm4uJpOJDRs2nJVjkzk9mhqPZrOZtWvXMmXKFN58802qqqqIj49n2LBhIWJ56dKlaDSaJp+XZ4rg88Hr9eL1ekNSFraEOK2Ppy+LoktWb77/tZSFW4vYmN/YfdTq9DJ/axHztxaRZA5jTL8UHr6iA2Ga36VckjnD/G6vokceeYQnn3ySDz74AL1ej0Kh4LXXXpMi6q1Wq1Rk43g+++wzBg8e3GzA38nweDwsXbqUPXv2MGvWLCZNmhRSyUsQBBAE3NpoyBgCGaHWPbxusBwJiPDKA4F/qw5C1QGoP5Y6SSmIpAkVpCmaTqUnilAsRrHDn8EeMZ2DYhKFYizlopk6wnGiQWylpdwvgsXpw+IEX7cRKA7uxu9snELKbrcza9YsZs/+B0ntM+nasxeXD+jFZQP6ER4ejk6nkz5arRafzycVHAq6hshc+Bw/DocMGSJVFB0+fPgJ/86bNm3i8OHDIWNHp9NJU9B2u51Dhw4xefJk7rvvPin39IkIFpQJ/j/4MqjVak/NB1WpINqgJdrQujgBv1/E6vRicbix2IOi3U2tw0OJxa2BowAAACAASURBVMn+MisWh4dah4d6pxe724vT68fj9TedUxWo27KEmpxZGLKuJXrEEwA4j+zEVZyLu7JAEt1KYzSmgbeiijiWEcLjE4m68TlQqihSRiD8VnGThMGobhzMemD9ot0N9tYVNsOzm7/DrA8Ej0bo1Jj1aqqqHPzr8Eai9BpijVriTWEkRgTcYXq2i0CllH1rzxfHj0eAuLg4qcJyc3z22WfcdtttJ4xzaojP58Nms7V4+SAajUbKwe9wOJrNlNIU4eHhlJSU0Mlp4/YBqdw+IJWCKjtfbCrgy01HqbK5G61TbHEyM+cAf/vpAJd2iObFG7rRJeHsV5eVuXj53Yruu+++m7feeosPP/ywxVNiAKWlpcybN49ly5ad8r4/+OAD9uzZQ0ZGBo8++igAU6ZMwWq14vF4QtIfjRo1CrVazSeffEJERAQAu3L343Q66dRpEKbOx6Uyd9YFfL1LdkLRZijPBUsB2CvBH1qZUhCgnVBNO0U1I9nUqJ+iCOViBDv9GVRjwEo4hWIsRYp2FMZcxv6y+hNOn+s69CX5T5/iKtmP88gOnEd24CrKDemHKPopOrSPokP7yFn0JRmduzH3Hx9TW1tLVVUVXq9XKsu9du1aaT2VSiUJoqA4DwsLk0S5Wq0mLCxMDo5p4xw/DoMBr6IontSnesaMGdxxxx0h08xxcXHSNoL873//43//+x+9e/fm3nvvZdCgQc0KaIVCQVRUFCUlJRQUFEhxA0qlEpPJREREhCTG9Xp9s9l0TheFQiBCryZCryatFbpEFEVsbh8We0Csr1q/ifadumNxuFns3MxXOZAcqSM13ojV5cWmFLAC4V0GSdvwVBdRt2Eh2nZdMfY6dn+x521AdDsw9huFoAi8DDkLduKpKSEspQfqqEDdMq+1EnfpQZTGaLQJHamxe6i2uXAX7wOFCm1iJlQGDAHe+mrweVGGmxFUGvQaJSsnDsaoVaDRaE65qJHMqXEqz8Xt27ezcuVKdu3a1eL9KJVKOnToQF5eHnFxcS16oZ01a5Y0ruPj4xtlyjkRTqcTi8VCRkYGJtMx0ZwarefPw7vwzHWd2XKkhk9/OcKyXaWN3E9EEdYdrGLE39bwyo09uHtgWov3LSPTkN/tHU2pVPLJJ5+wdevWVq2Xn5/PjBkzJP+3U+HTTz8F4K233pIqYA0bNoxNmzaFBIr4fD6WLl2K3+/nP//5j9Q+depUFixYwBdffMHYsWNDNx5mgqTegU/fe4+1i2LACl55AIq3BT6V+6GuCJy1TfqPCwLEC7Vco2h8jtalvE1d5xTqXD4K6hWUutWU2gXKbV6qnX7q3SIurwhKFWHJ3QhL7gaD7sDvduI8sp2aVXPxVjeOij+4bw8ul4vIyMiQ9rKyspCbbMOMJHV1dXi93kZBr8Gy4FFRUZjNZvR6PXq9Xn6QtyEajkNRFLHZbCh+yz1/IpxOJ9nZ2dx9990h7Wq1mrS0NBwOB1VVVSGFOrZt28a2bdt44oknuOeee5rdtlqtll5wg/j9flwuF0VFReTn50ti3GQyERMTQ1RUVIv9wM8mgiBg0KowaFUkR0JljIohWYF84Xde8hKfvvVsSKaf1ZcqWb68O0OGDGHQFUOxONws/2kl987x0zHexFN/6IrXL2Kxe5j6989x2a30GT6GGq8Gh9tH1c7l1O9eSfQfJkqi21W4l8rF09B3HkzsTX8FQPR6KP3sGVCqSXv6G6m/Vf+dgfPIDuLGvoYuvRd2t4/HprzJgg9f54knnpAqZh4+fJiePXuSkZHBjh07pPWvvfZaDh8+zHfffSe9fH3wwQd8/vnnPProo9x5550A7Nmzh+eee47u3bvz+uuvS+s/9dRTHD58mP79+xMeHsgYNX/+fH799VduvvlmKXjwwIED/Pjjj3Tq1IlrrrkGCNyfFy5ciEaj4cYbb5S2uWPHDqxWKz169JBigqqrq6moqCA6OlrK8OHz+airq0OtVreJawdO7blYWlrK3Llz6dixY6v21bFjR5xOJ0VFRYSFhYWI4ePJyclh7ty50vc//OEPJy2qY7PZcLlcUrrYvn37NutuJggC/dKj6JcehdPjI2dvGfPW5bM5vyZk5kgU4YuNBbLoljllftfqY+DAgQwcOPCsr9MQURTJywvk9W2q/PXxlrNVq1ZRWVkp+c/98MMPLFiwAEDKFtCSfXq9XryqCDzR2XhM3fBkjMFpr4fCzYQVrCL6yHeoPS1LreZV6tC060GsSkMskHGCZevdfvKq3bh8sGvPXtYsW0TJhpV4nbZGywpqLTeNvbuR4G4KhUIhBVM2hyiKIUIpiE6nkwr0BF1Z5DSB54/gmAq+NLVkdiIsLIxnn302pNx7Q3Q6HcnJybhcLm644QaWLFki/bZ169YTiu6mUCgU0oxKQ1wuF4WFhRw6dAhBEPB4PBw4cKBVQV7nkuPHy5VXXhlS4VOn0XHPzSO53eWivr5eymHs9/txPD0Rt9vN1ElXS+Pln2mF/Lw2ndvuHEWnnn2psbv5aaWLLyqHYW7fEzFKT0G1HRDRJHVGUIQ+chR6M0pTLIIqsD2VQqBHspnvjhuTHo8Hm83WKA/0kSNHyMvLw+8/ZjQ4dOiQVL4+SEVFBYsWLWqUAvaTTz7BarWGvLB/8803fP7553Tq1EkS3Vu2bOFPf/oTY8eOlUS3w+FgzJgx6PV6bLZj97OJEyeycuVKcnJypEJO8+bNY9KkSTz11FNS5ePDhw+TmZlJRkaG9EwAuO+++zCbzWzYsOG83Jda+4xrbR78IAqFgqysLNLT08nLy6O0tLRZq3fDl4D09HQmTJjQ5DY9Hg9VVVXodDri4+OJi4vDaDS2qrx7mFrJ9VlJXJ+VxLx1+by0eHfI71d1iWvxtmRkjud3LbrPBzU1NdTV1WEwGE6a01SpVDYS5osXLyYxMZHw8HD69evHG2+8QVJSEjfeeCMejwe3243dbsfhcOB0OnE4HLhcLskyp3FbiKvZTFLlz0TbC1D7GovfphABUaGlLqY3h3s/i6BqWcS5QaOgV0IY69ev5+PnnmgyzZ82tSfmrKt45s6RDMk8c4UKBEEgLCys0Q03eGMuLi6W8sVqNJqQkvVRUVFy9pNzTHPpOU8HrVbLSy+9RElJCZs3Byr0tqRYU2u231AYFRUVhQjACxWNRhNSNEShUPDyyy83Wm78+PGMHz8eALvbS5HFQZ25I+HXP8eRWidUB9wBFOowEu+e0Wj92FHPoFIIZMQaGNollvGDOxBjHMnUZ0NdGzp27IjVam10bnNycnA4HKSnp0ttjz/+OKNHjw5p69atGwsXLmxUCGXmzJns3Lkz5GXqlltuITMzk549e0ptQVfAPn36hJyTW2+9tZGhpEePHrjd7pB9RUREkJmZSVzcMcHm9/sxm82Ul5ezdu1asrOzMRgMHDlyhCNHjlBWVkZqamqjc3axYTKZ6NWrFz/++GOz99yG6T/bt2/f7GxlMCvK0KFDT/v+vXhHMS8vCRXcN/ZK4omr2uYLtcyFgSy6m2HLli1npSypQqGQylXv2rUr5MbeEj744AOefvppRFGkrKyM559/nri4ODIzMykqKkKv1/PCCy9QXl7OG2+8QZfOmcS78ilY9yWl+7ZyaZyNTtEtC0IUBSXWsCTqk4dQkTYKr+7U85euW7cuRHCrzImE9xiGoccwYuIS+etgM5lR5yZHdtDnu2EQjtfrpby8nLy8PFJSUujdu7ds/T7HlJSUsGfPnhBhcjKOLxPdHAMHDpREd1FRER999BF//OMfz0pe9t9LHIHH52fHUQsrcsvJ2VtGXnk9LcmQqFHCwIxY+qaaGZwZQ++USBQnqcypUCiadMFoqnx3enp6iOCGQLrWpjJrPPDAA6xatSpEON98882Nsun079+f/v37h7Tp9Xq+/vpriouL2bJlC+np6URHR/Pee++xbds25s+fz/79+xk7diwPPPAAN9xwA5dffjlffvkl27dvp1OnTtTU1NC3b18GDx7Mpk2b6NevH8uXL6dv376NXJwuZk5WTK1Pnz5S4bqVK1eye/duunfv3mg5lUqF0+lky5YtZGZmnvI5/HZbERO/2k7DLnWKN/DOmF4XVRVZmXOPLLrPMWazmb/+9a9ERka2qLhOUwRzEpeXl/OXv/wFlUrFwIEDKSkpITc3l+LiYsrLy+lVMIes/F0Ioo9/Lnfyzi9uXh+m5bnLA6L7UI2fjze7uaq9ius6qhARsJs7YTd1xJIwmLq4fpSVV7ZI1JyMfUWVx87BlfdiuuRWBEEgxaTiucGRxIWfv2wkdrsdq9WKyWSiT58+REdH/26EU1siOTmZwsJCKXPQmeSuu+5i3bp10jT1nDlz+Omnn7j++uvp1q0b3bp1OyN+tSqViv379yMIAqmpqRddsSWX18cXG4+yen8F6w5W4vS0zKofHa5h3IBUBmXGYM3fyTXDzmi9s3OO2+3mySef5Oabb2b27NnMnz8/JMZmz549vPHGG9xxxx1Sm16vZ9++fY2KNmVnZ0s1ByBwDbXExe5iQRRFdu3adcJiVpdeeimXX345a9YEcs5PmjSJWbNmkZaW1siiHR8fj9VqZe3ataSmprY6y9iCLYU8/fWOEF/uMJWCv9/RRxbcMqeNLLrPA6+++uoZ2U5cXFxIyfTk5GTi4+PJycnB93+j6e7ZjvDbTaJXgoIx3VVkxR8TkxsKfUxf52b6OjcrP5xMZPZwvNozf7PfVWrn19xjPovq2HQEQSBWr+D5wWYM2nN7I/P5fLjdblwuFy6Xi4iICAYMGEB0dLTsUnIeUSqV9OrVi40bN1JXV3fCwKrWolKpmDZtGs888wzbt28HAkHR77//vrRMamoq3bt3l0R4RkbGKQnx2NhYDh48yKFDh+jQoQPt2rUjLCzsori2Hvv3VnL2lp90uXCNku5JEfwhO5Gbe7fDGHbMkryq4MI/D8uWLePjjz9m7dq13HDDDfTq1QudTofP50OpVNK7d29eeeWVkCqOer2e3bt3NxLUn3zyybnufptCEATS09PZtWtXs3E6giBw9dVXS6K7qqqKW2+9lejoaKm4Wp8+fejQoYM0K2K321tdIOt/+ysaC261gv8+PpiOcWfWECDz+0QW3eeZLVu28Msvv/DYY4+dke2p1WrSU5JZXlhGucrPtRmBP/Hormoe+87J4n1e7M+pEAQhRIDXrf0ng2q+xq/U4tInYjd1xBbVg2pfAnDqlm5RFPnbO9PxlAf9aAU0sYEA0Aq7n6d+rMLpFYkOU5ARpSLdrCYtQk2aWUV8uBLFKQqVYJrBoLgOcW1RqaSsE7GxsbL/dhsiPDycSy65hB07dlBRUYEoilJ6vtPNzR4ZGSlZJd9///1GhZsKCgooKCjg+++/D1knJSWF5OTkRv9GREQ0ed0olUpiYmLwer0cOnSIvLw8lEolRqORiIgIIiIiQnLQXyjXniiKbCuwnHCZlEgdfxnRheHdEy7qfNvZ2dm8+OKLpKWl8cADD/D6669TWVlJTEwMw4cP5/PPP+eFF14IWUcQBLp163aeety2SU1Nxev1sn///mZTAV5yySXodLqQYNqqqipycnLIyckBAr7zffr0ITs7m7S0NERRpKCgAIPBQHh4OAaDgbCwsJCqxkH/8Gqbm4lfbg8R3HqNkv8+PpgOsW0ju4zMhY8sus8jtbW1jBw5kvLyckpLS3nllVfOyAP4rnvvY/Hiei5LUXJthgpRFDFoBJQK8IlQ54KIMOgep+Tr23QUW/30iPahdgceqFpHGaaq7XB4PhmAuEOBV2XErYvFYUzHbu5CfWQ3XMZU/KrmpwQ9Hg9z585l24pjmSMiBt2BynTMZ9fpDdziqpx+qordbCw+VqBAqxRIjVCRFqEiUiEyUOsh3RwatBQMHnW73SGZLARBwGAwEB0dTUREBHq9Hq1WK+Xylmm76PV6Lr30UpxOJ7W1tZSVlVFaWorP50MQBNRqNVqt9pRcNxQKBWPGjGHYsGH8/PPP7N69mz179pCXl9dkIGdNTQ01NTXs3Lmz0W9Go5GUlBRSU1O55ZZbGlVMValUUvEPv9+P2+2mpKSEI0eOAAERq1QqMRgMRERESFkWgsfW0OWgLSAIAuMv78C0ZaGVb6/uGidZv4/WOPjT59swhqm4olMswzrHMaRzbKuLA7V10tLSGgWWrlu3DovFQkVFxQXzItWWKC0tPaFlOiYmhq+//pqcnBy2bt3K9u3bqaurC1mmtraWlStXsnLlSgAMBgPZ2dmMGzeOrl27UlhY2CgYV6lUotfrmbnFGVIgR60UWPyny2TBLXNGkUX3eSQiIoJp06Yxfvx4XnvtNRwOB2+//fZpb/edd95h5MiR5P+6Aa7MZMij71BRY2XF/WZ6xQaEy88FXvZX+RmUouTWbgER6hcD9SePf2AIoh+1pxa1p5bwujwoypF+q04ahj2iIw5jOk5jOm5dHNbqCuZ/u4Sv5i+gouJYNczhI0Zww0OPsLrAyZZiF96TBF25fCIHqj0cqA7kLnernMRpPCHpuUpcGsymcLqmJhIZYZKE9YVkQZRpmmDmmfj4eHr06EF9fb2Ul91isUj52YPXmFqtRqPRtKgoUkxMDDfddBM33XQTEMj7feDAAUmE5+bmcvTo0ZC8+cdjtVrZs2cPe/bsYfny5Tz//PNccsklTS6rUCiazKQTFOPl5eUUFhZKMzKiKEpZdfR6PQaDAYPBgE6nkwS5Tqc757EHD1/ZAavTw4erDkptOXvLUSqEkEJZVqeXpTtLWLqzBEGA7GQzw7rEMewiTrc2atQo8vPzqa09lnp1wYIFvPvuuyxfvrzVrg6/N9LT09mxYweCIEg5048nISGBu+66i7vuugu/38/BgwfZsmULW7duZdu2bdTU1IQsX19fz9q1a9mxYwc5OTlNZj3x+Xz8eNDGpmJnSPsfu8DBbesp+W38GY1GjEaj9IxpTRpCGZkgsug+z9x3331ERUVx6623MmPGDBITE5k8efJpbTMjI4OMjAzgIURRZGfpW1gsLuKey0OIUEH5Xj7/81Q+Wvw/Zo7tRMckG0q3lZ8O+Rj9pZ3RXdV8OvrYA2JDoZd+Scomg0iiilcQVbwCgH2VPj7c6GfedicOT6ii7t8lmbcfuhYxsppLkhKo8wj8XOBgZb6DQ5amcy0fT6pJSX19PX369JGmCcfO3sDm9ZVolNVkxBnommCkS6KRLgkmuiQaiTXI4vtiQKFQYDKZMJlMIQUuVq5cSZ8+fSSruMViobKyslUZUCAg8Hv27BmSTcjn81FRUUFhYSFHjx6VPsHvTqczZNmgD+/o0aMZOnRos8Lh+OM60QPc6/Xi9XqprKyUUlxCQJSbTCZ69OhxTrNcCILAM9d1RqNSMDPngNTu84uM7JFAhF7Nqn0VlNQeOzeiCNuPWth+1MKPe0p5unUJm9okxcXFFBQUMGDAAOnF5/XXX2fBggW8/vrrZGVl4ff7ufXWWwFYuHChVKhHpmmSkpIwGAxs3ryZ+vr6k8ZTKBQKMjMzyczM5Pbbb0cURQ4fPszWrVvZsmULy5cvl5Y1mUzNzhqV2UX+9Wuoq9nwDB3XdIuQalzU1dVRVVVFbW0tKpWKxMREevfuLc+ayrQaWXS3AUaNGsW8efMYN24cTz/9NPHx8dx1111nZNuCIFBUVMS+ffuIio6mxumkRkgjpvuVXFWrxt33OnJ69sSsdvOrczE2zxwcuiRspmjCbIW4nQ4GzrEzpruKL27RSQLW4RHRqQP/z7f4eeJ7J0v2NxbPCQaBx/prmHRpLfptLwEgosClT6S3MYU/pmSyKyOLpZY0Vhf6sbiaz4bw5W4rd/Y0MeK3bCqiKJJbGqg46Pb52VtSx96SOth2bJ2ocA1dEgIi/P5B6aRENe8OI3PhIQiC5CcdHx+PKIps3ryZ8vJyjEbjaVkXlUolCQkJJCQk0K9fv5DfRFGkqqqKgoIC3n77bfbv3w8EqhHu2LGD//f//h/Dhg3jkUceISkp6ZT7oFKpUKlUTYpym83G2rVr6dChA+3btz9nKS4FQeCpqzuhViqY/sM+qf27XaVMuKID6/46jH1lVlbklrMyt5wtR2qkVILDOscBJSHb+9faw4jAHQNSCVO3HXcaCLz07Nixg7KyMkaOHCm19+rVi4qKCoqLi0lMDFT8LC4uZtu2bezfv58RI0agUCj4+eef+fTTT6WCOjInxmQyMWDAANavX9+oENLJEASBDh060KFDB2666SZWrVolzVSpVCpcLlejceT1i8zcYKFh1fcUk5LxvU3SNtVqNR6PB4/HQ0pKCu3btycqKqpNuX7JXDjIoruNcMcdd1BaWsqkSZN49NFHQ8oKny7BYjmrVq1CEAQUCgXXXXcdo0aNCrECX3nbI/x07Tjcbje5sbEgiuTt/IUIw1+o0bWjMq0/urqDaOryMf6/MiLCBL6/U8eo/zgos4VatnslKJg4UMPY7mq0quPcVfATZi8izF6EuewXkoCu3R7mzl63sb3Mzcp8B5uKnSE3QoByu8i7G2oZfqmVzglG6l1eLmkfRW6plSJL0zfoapubdQerWHewijsHXvyFJn7vCIJAVlYWpaWlFBcXS8GYGo0Gg8HQbFGNU9lPTEwMMTExzJ49m1dffZUVK1ZI7iEul4vvv/+erVu38tlnn52VFHDBaqrBANCMjAxSUlLOSZpCm8tLO7OOWKOWCqtLap/9v0Ncn5VIVrKZLgkmHh3SEYvdzf8OVLIyt5xruiVQlRcQ3XuK63hn+X5y9pYBsLu4jrdvy25yf+eLffv20a9fP9q1a8fRo0el+2Xv3r2pqqrCarVKovuJJ57g3nvvpVOnTtL6gwYNYtCgQeel7xcqBoOBAQMGsGHDhlMuNKVSqbjtttv4/PPPgUCQ9OjRo3nwwQcZNWqUdB9YU+DkYM0xY5FJK/D6sMaB9QqFAqVSSdeuXc94OlOZ3xey6G5DTJw4EZvNJmU6gIClxel0nnIO4draWjZv3ozBYGjRlHvIVLUgYEzowJfzF7J//34Ksi8DoKqyEoXqBrwKNVf920u9I1Rwv32tlkkDNQiCgP8EBQ8aEl24HIXfQ3hMf4yZaTi9fraVuptc1uEJBLwZw9TMuS9QsKLW4WF/mZXckjr2lgb+3VdqxeYOLKtVKUiPPvl0v8yFj1arJS0tjbS0NNxuN3V1dZKbCAQykpxJlyODwcC0adMoLy9n/vz5rF69moMHAz7PZWVlvPjii7z33ntnxc1JoVAQHR0tZX6oqalpZJU/Uzg9Plbtq2DJjmJ+yi1rNke3wx0akGrWaxiVncSo7IDF/9/b/Tz2760s/TXU4m1ztczN7Gxjt9uZMWMGTzzxBF27dqV///507949xFL6ww8/NFrvVOsuyDRGp9ORkJBwWtVjn3rqKSwWC9999x0AFRUVvPHGG/z3v//l448/RqPRsK/q2DNGo4A3r4omvInZlrCwMHw+H2vWrCE8PByz2UxUVJT04nuxpASVOfvIoruNMWXKlJDvc+bMYerUqbzxxhvcf//9rdqWw+Fg8+bN0o3hVAla9IJEx8Qwffp0Jk+eLGV8MBqN9MrOprjoKAPvfYxCdQ1h1nwmz/6JdQeqeG+4hpGZzfu/KWuPsLEml39509khNp2fWY+TR7XLyP7pY0juC+36Qbu+YEokQqemf3oU/dOjKLY4qKp30z3JRGGNg72ldVTVu+XCBr9DNBqNdP1mZGQEXh4LCjCbzWfcHSMuLo5bbrmFRx55hJUrV/KXv/wFURRZv349eXl5ZGaevfLRwYIqDYOMzwQen591B6tYvL2YH3eXYj2BMDZqVTx4RQf6p0c1+Xt+pY2//XSAb7c5EAmdmbo+K5GpoxpXGDwf3H///Xz11VfExsby8MMPs3HjxvPdpd8VlZWVbN26FVEUT8tnWqFQMHXqVLKyskLqWezcuZPi4mLS09Mptx17QWxnUhEf3rwkCg8PJzw8HI/HQ01NDaWlpYiiiCiKqFQqIiIiiI6OJj09XXY9kWkWWXS3cZYuXUppaSkPPPAAERERjcoTn4jc3FwcDgdms/mM9+tf//qXJLijoqL46KOPfgveDBAsn7G1ficHq8upuOR5jibaMJVvIufnDSze6+TJSzQkJ0TzmfcqPvddRSVN9zNVKONe5Q/cqvwfEYId8oH8/x1bwNQO2vVFTOrLl47+vLa2nshwNcuevILUaD2p0bIft0xAgPfo0YO4uDi2bduGx+M5I1Uoj0cQBIYNG8bVV18tBXNNmzaNd99996xOTVutVpKTk097O36/yOYjNSzeUcR3v5ZSbWt6xgkCM0hXd43nhuwkhnSObdIn+2i1nb+vOMCCrUUhGU4Aru0Wz8RrOtE18cwVQjpdnn/+eZYuXcp1110ntb3//vssX76cJ554gquuuuo89u7iR6vVkpCQQHFxMV6vF7vdfsJqlSdCoVAwePDgkLasrCzS0gK1IsoaiO6WVkVWKBSSVbthlqHw8HD0er1s8ZY5IbLobuN8++23TJ06lVdffZUPPvigVaK7U6dOeL1eysrKiIyMPKO+nllZWVJlP6vVGpLJoSFz5swhPz+f5ORkysPCKEy+gWn/epxNO7awN24ENZEP4GnmMrxcsZP7lD8wRLEdpXACN5W6IgprXTy7oxtr/IFc4/UuL9N/2HfMeiaKIN8MZQhYpC+77DK2bt1KdXU1UVFNW2ZPl9GjR0uie/v27Tz00EO89957IbNGZxKv13vKxyKKIr8W1bJkRzH/3VkSkn3keFQKgSs7xXJDdhJXd4vHoG3+MeJw+/jDe2uoc4ZayId2jmXSNZ3pmXzuMq+0lKysLPbv3y/5agMsWbKEH3/8kXHjxkltCxcuZMqUKdx55508//zzQCCLze7du2nfvr3s+3uKGI1GsrKy6NKlC6tXr0ahUGCxWE7ZeKTValEqlZKRSBRFbDYbQT+PeQAAIABJREFUuvDwEEt3SydCi4uLMZvNdOrUCbPZTHh4+DmJo5C5OLh4S4ZdJCgUCiZNmoROp2PFihUcOHDg5Cv9Rnh4OP369aNPnz7YbDaqqqpCKjOeDhMmTJAChjweD3/+85/Ztm1bo+VUKhUdO3aUfCGnvDSVTZu3AFDSeYwkuB3523EV7UXrqeMu5XKWa57hU82bXKXcdmLBDfzXdwnXuaaxxp8ltbWP1nF9bBmsehPm3QCvJ8Lqt87Isctc+BiNRi699FJiYmIoLy8/YT7uU2XAgAE89dRT0vf9+/czfvx4ioqKzvi+IJD5Yfv27dTX17dqvbxyKyP+toZR76/lH2sONym4BQEuy4jmzZt7snnK1cy5rz839W53QsENoNMoGXdJmvR9UMdoplwSxtz7B7RJwR0kKSkpxGI5a9Ys5s6dy7Bhw6S2n376ib1797Jq1SqpbfPmzWRnZ2MytR3L/YWKRqNBrVbToUMH3O7mZ1tORmRkJH/+85+l77/++isTJkxg76FCGk68uE9WOOI3EhMTcTqdHDlyBL/fLwtumVYhi+4LALPZzNixYwH48MMPW7WuIAgkJCRwxRVXYDabQ4rVnA5hYWG89dZbkjWnrKyMBx98kJdeeomqqqpm11MndgFAaYpDGX7MclG/Zh6l/5+98wyMqkzb8HWmZDIz6b0RWkijhh46FgSkKAiIAsKiooi7qy6Wte23u0qxYmV1RUFURFkEQUEECYJAgFASE0IoKUB6r1PP92PImYwJkAaGeK4/mfPOaTOZOfOc532e+167mEnqE0wdGI5vQIdGnUe1sz9PmB+hElvNuoDIAx5H+L7qXvpvvxN2L4Fze8BcDT+9BEXNb8yRaV84OTnRp08fevbsSVVVFfn5+Q6upq3BrFmz+Mc//iEtnz9/niVLlrTqMWqpNQXKyclp0nZv7zotSW/+lr6hHrw4MZqDz9zM5w8M5u6BoXjomhZkLBjRhZHhvnzxwGA+u38wYZ5to941OzubLVu2OLiNms1mHnjgAWbOnOmw7uLFi3nwwQdJSEiQxmpLFOoq4lzp2ifTPDw8PHBycmqyhGBdpk6dyqJFi6TlU6dO8cDsGZTs+RSr0bZff5fGfS5VKhW+vr6o1WoOHDhAcnJyq183ZNovctB9g/Doo48C8N///peSkpImb5+Tk0N+fn6rTqWHhITw8ssvOzRpbt26lalTp/Lll182eCEad8c0Oj61heAHVjqMu4eEAfDqsqWcWvccHnkHGnUOzmolesGeBXlE+Q3P1ryGs1hVf2WVM+i8G7VfmT8GgiAQEhLCiBEjiIqKarWb0rpMmDDBod+hJVm7xmAwGK6+Uh2CPBpusu7so+evt4Qzd0gn/Nya575nslh54qvjzBzYgdiu1++7ZzAYHOTmPvvsM+688062bNkijR06dIiJEyeydu1aaUypVLJ69WrWrVvnUDInCAImk8nBbbJ3797cdtttjBs3Thq7+eabee+991i/fv21eml/OLRaLf3796eysrJFgffcuXN54YUXpCZHk9FI6f4vufjfhzEVZ3OhzHKVPThS65ablZXFnj17SE9Pb/J3T+aPhxx03yD07duXu+66iz//+c9NLhHJyMggMTERHx+fVtMpriU2NpavvvrKobmooqKCV155hRkzZrBx40aHC9HQDs480FuHm7PjeTiNfgTv2x8H4O51xTywuZoyg0hhVcOyZDbDehDKL7JA8Y00/rVlBDViAx3v4WPhgZ/AWZ72lamPSqUiICAAhULRbG3gK1H3xrS2trS1qaqqQqVSOQT4jeHxW8N5aGRXNCrHn4NzBZXMWRXP3R8c4EhGUbPO6R+bf2XXyTweWpvAWzvTWq28DWzmQGvWrOGDDz5wGB8+fDharVYyLAJISUnhm2++4fDhw9JYdHQ048ePJyoqShoTBIEPP/yQL7/8UnKaBFtvSnV1NdOnT5fGbrvtNrZt28af//xnaUyj0fDwww8zbdq0VnudMjYp28GDB2MwGJpcPlWXSZMm8eGHHzr8zy3lBVSc2E5akanJn89avX6dTkdqaio//fQTiYmJLbo5kGnfyEH3DcRXX33FSy+9hKenJ6IoMnPmTN544w0yMzMvu83FixdJSkq6JgF3LQEBASxbtoy3336b0FC7AU1GRgYvvfQSkyZOZO1b/0R7+F0ifvkrz6RNY5/yAR5RfoMz9oBc3300/jNfBuC/R024Ly1n+T5bVtCs0FDq258LEX8idcibXIiwyyfOUf6AD7bsfw7erFbdRUm3qZTe+joVD8Zjeb4I7vkS/KOvyeuXaR84OTnRuXNnCgoKKC4ubtUAceTIkdLj5ORkqQm5tbBarZSXlxMTE3NZS/nLoVYqeHpcJHueHM2swaGoftNRdvBcEVPf38+fPjnErxdLL7OX+pRWmdh7ukBafn3HKRZ9fhSD5crv6969e3n33Xc5efKkNLZx40aCg4N58MEHpTGj0ch9993H4sWLHbavLbO5ePGiNDZ9+nS+/PJLZs+eLY2FhYWxdevWelKs9913H9OnT3eo1XV1dW3y+yrTuri7uxMQENDiUo5evXqxevVqBg0aJI2Z8tKpMotklDZv32q1Gh8fH7y9vcnJySEhIeGa9InI3PjIQfcNSmJiIuvWrePxxx+nY8eODBo0iFdeeYWzZ89K65SUlHDs2LFrGnDXJTY2lnXr1vHwww/jorNn9gqLinhzzWYGPPoxz352iKwiA25CNYvV64nTPMZM5U4EQzlYzTgFhBMw61XcBtyJoFSzwxDNvr4r2NHvI04PXk5O+CwqvHtR7tsPAFFQYPXszJyADOl475om8YvvPewvD2bviXPs2LGDffv2kZKSQk5ODqWlpfIFUaYegiAQFRXFyJEjCQgIID8/36GcoCXMmjVL0uk2mUw89thjkllPa1BWVkZoaGiL5EH93Zz59x092fXEKKb0Da4n9rPrZB63v7WXRZ8ncDb/6tlGd52abxYOZUidspKtidm8fLCGi5dxkAVbVnnRokVERUXx0ksvAbag5uLFi5LpENhqfWfNmsX999/vMDuxbt06qqurHZoee/XqxfTp05s8CyDTdqipqSErK6tVmlQVCgV6vd0sTaG19SYdvtiy8hCFQoGXlxclJSVkZWW1aF8y7RM56L5B6dq1K19++SXTpk1Dp9MRHx/Pk08+SdeuXRkwYABHjhzhyJEjuLm5XZeAuxaNUuSffQs4/6iKV27VEOxq/+WuMsHb8Ub6f1hJRontR9JfKGFOyQcIa+7D8vXjIFrQBEfiMXIOHR7/mqJb/s0DB705V+74Ua1y78apwcs5NvZbTg5/n4FDxuCjVeCnV3Jfbzd8PD3w9fXF19cXHx8fBEEgOzubY8eOsX//fn788Ufi4uJITEzkwoULlJSUtGpmU+bGRafT0aNHD4YNG4abmxu5ubktni5Wq9W88sor0nJ5eTnbtm1r6alKmM3mVtMcD/XW8fr0Pmz/6wjGdg+o9/yWE9mMeWMPOy/Zt18JT70Tq/80kDmxdgWTjDIrk97ZR2ZhA30X2Oqia01RarPdo0eP5uTJk+zatYuIiAisViuCIPDpp5/y2muvOZSCeHt7t8hURaZtUtukWvd/3VxEUWTfvn3SsmvfCQAczm55TbbRaMTJyYmgoKAW70um/SEH3Tcoer2e6dOns379evLz89mwYQN33303zs7OVFZWUlRUhMVioaKi4rpldZ0qLxK591F8zm/HTQNDOygZ2al+R3hBlUhqlQeFIWMo8+5DB3cF54qMXEg/x/+VPM9AIQVBqUZQ2Latsij49BSOxhoKFeW+/bGqbBl1tVLg+RFevD3Wh1GdtA7uk4IgoFQqUavVqNVqSQqsrKyMzMxMUlNTycjIkJtgZBxwdXWlf//+DB48GJPJ1KwG5rqEhIQ4GHW4u7dcMs9qtVJQUIBGo8Hbu3UbFcP9XVk5ux+bHhnK8G6O2uJmq8i6Q43L5KmVCv45uQeLRodJYwUVBtYfbnj7WbNmkZOTw86dOyXJRb1ejyiKUhNc3cBrw4YNFBQUNLgvmfZDQUFBi5yV6yIIgkMySu0VDEBakQmztWXJF6PRiLe3t1yOJNMgsjlOO0Cn0zFlyhSmTJlCSUkJGo0GrVaLyWQiJyeHtLQ0DAYDbm5u1+xC4JZ7gM5HX8ZYVc7bCSY+SDCSlFe/Ic3ZSUX3qEiWnfHjgwmD6JrwL3ASCHQRyK4Q8TAXsTJ0NzvUVt7NjiSz0vYjm10FO85VM7Zrw85koijirxUxVFdRYTLVu9HQaDS4urri6+srvQ8ajQaNRnNdZwJkbjy8vLwYMmQIJ06coLi4GE9Pz2bvq64xzuUMpZpCQUEBnTp1olu3btfsc9y7gwefzh/E/asP82Od7Ha/jo1/H5IvlrHukL33RK0UuCnK77Lre3l5OZSHAERGRkrSjrVkZGQwY8YM9Ho958+flw1p2jEVFRWtOoPh7u5OZWUlAJbKYhTOLigAZQs91LRaLUVFzWs8lmn/yNFGO6NuTadCoaC8vJyRI0eSn59PWloaeXl56PV6h3q2FiFaCTy1hsBTn3LogpnZG6s5VVg/2A4PD2fKlCmMGTOGyZMnU348Ce2ARLh0D/DcCA37xRiqblvIuagowoDnIy08+n0BNZcar9YllTM02Aml1UhNTQ0WiwWTVWTTWZGxoQK+7jpcXV1xc3PDxcVFCqprHclkZJqLRqOhe/fuxMXFSdbPzaGuckl2dnaLz0sQBDp27HjNbxyPZhaz86Q94O7orWPukE6N3n7FzlMUVNiaop0U8OF9A+gb2vSbFycnJ4KDg6Xl6upqxo4di4eHB6dPnyYtLc1BYUSm/aDT6SgrK0Oj0bTK/rSuHoCt2Tb/m6X43fUi7j7+LbZxVyqVmM1mqcxERqYuctDdThFFkYULF7J27Vq+/vprxo0bh7+/P0VFRZw8eZK8vDzJdKC5KI1ldD66BF32Af75s5F/7TFQV5hAq9Vy2223ceeddxIdHU1WVhaZmZksXPAAkdkb8FAWwSXpvykz7mVQ94cd9u+lVTKpm4b1J20ZwXKjyNpjRTw0yJfg4GDUGi3PfneOPeeLuWBx4fP7B+Oply9yMtcGnU6Hu7s7BoOhWTNGJSUlxMXFScs9e/Zs0fkUFhbi5eXVakHI5bBYRZ77Jom6LQ//mNQdZ3Xjb2Rfm96HnA8PcLagkj/3VjEy3LdF5ySKImVlZURGRrJlyxYuXLhASEgIWq2WyZMnX/P3ROb64+npSX5+fqv1LoQMvI0zqckAmAoyUO18lSfe+OAqWzUOhUJBXFwc3bp1IygoSA6+ZSTkoLudYrVaMZlMVFVVMXHiRFatWsWcOXPw9vYmNjaW3NxckpOTKSsrw9PTs8mZYOeys4Qdep7sixcY83UV8Rfs2W29s5qHFj7KxEmTpAvk5s2bWbFiBUajkSPrlhCZUIJwKeCu8IzmQtQDmM1mampqqKmpkZoax3VxYXeWmbxKm5TT7gsif+8YSbCnlofXJrDnTDEAKdnlbDp2gblDO7f4vZORuRxarZaysrJmbfv2229L24aEhHDrrbc2az+iKJKXl0dgYCA9e/a8prM4oiiyau85fr1of81juwcwOuLypSEN4aJR8cm8geSU1ZCbmnD1DX5zDkajUQqkjx07xs0330xUVBR79+4FIDg4mHHjxhEYGEhZWRm+vi0L6mXaHq6urq2mcW8RRUq73Ir37VC49Q0AMtKSca/JATq1eP/e3t6YzWZSU1M5deoUAwcObJGykEz7QQ662ylKpZKPPvoIf39/li5dyn333UdQUBC33HILCoWCwMBAfHx8OHfuHGfOnEGn0zU+g2A1Exb/dzTVecz4TcDdr3sYL7z8msMUMNiMKGprNKuCh3FKvYzcb16kp7+S450eoaawGCcnJ7y9vfHx8cHFxQWtVseJi+V09ksl75ytRs5sFfnrl8eoMlo4nWeXLVs4qiv3NWG6W0amOTS3tOTYsWNs2rRJWn788cebVRJitVrJz8+nU6dOREZGtoqSw28prTLx8+l8dqfmE3cqn/xye4OxVq3khYkN692LokhaXgU7knP5ITmXN6b3pouv/ZriqXfCU+9Ebmrjz+Xrr7/m0UcfZerUqbzzzjsAdOrUiaKiItLT0x2m8L/77rtmvFqZG4Xc3NxWyxin5BsprrHi0uNmyg5uwFRg6zeYN28eS5YsYfDgwS0+hkqlwsfHh+rqao4ePcqgQYPQ6RruSZL54yAH3e0YQRBYsmQJeXl5rFq1iv3793PLLbcgiiLl5eXk5uZKWqJN+fFWG4rRVOdxusgqBdwqhcAjD87lnnkPNZh5CwsL49lnn5WWH3t7E99/n8ukm2N5KNYbrbMzERER+Pj4cLqgmk9/uci3xy9yoQE93xPnHbWTF40O44kx4S2uxZORuRaYzWaWLl0qLY8cOZIRI0Y0eT8Gg4GSkhIiIiLo0qVLq33eRVEkObuM3an57E7NIyGzxFEpqA5/uaWbg228xSpyOL2IHcm57EjJJaOODOCO5FwWjGxZKYCnpyc5OTmkpKRIYx4eHly4cIHAwED5O/8HIjc3t9VKS345b29ido0ZT9GOlYBNynPRokXMnDmTRYsWtUqZklarxWAwEBcXh4eHBx06dMDHx0dWN/mDIgfdfwBq9UKNRiPp6elkZGRIltHN0fE2O7kjomD7aaM0NiR2MLPvf+Sy2xw/fhyDwYDJZGLIkCF06dLFtt2tk/Hz8yOzsJIlm45yOB8uVjZOsknvpOTPN3fjwRGtF4DIyLQ269at4/Tp04DNLfG3DoqNoaqqipqaGgYNGtQq0oBlNSb2phWwOzWP3an55JVfXS5zZLgvfxramWqjhT1p+exIzmXXyTyKKo0Nrr8zJY8FI1tmRjNkyBDS0tJ4//33ueeee/j73/9Ojx49ZA1kmWZjEUUOnrd/3iNHTuaW0V15+5WXKS62lSt+8cUXxMfH88ILL9C9e/cWH7O2tKS6uppff/0Vq9WKl5cXoaGh16UvQ6btIAfdfwDKy8sBm7xWamqqpO7RXESlE0adP3uz7O5wsX0irrjN3r17OXbsGCdPnmTw4MG89NJLTJx+LwcvmnhmZyGnihqvJR7iqWXukE5MH9ABN2fZBEPm+mAymcjPz8fLy6tJ29Ute5g1axYBAfUNZ66EwWCgqqqK2NjYZrvxiaJISnY5u0/lsftkPkcyiy+bza5FrRQY2NmLUeF+jIrwJczPha8On+f5TUkYzPUVisB2Izwywpcx0U2v+24IrVZLWFgYGzdu5Ny5czz11FPSc+vWrWP37t3MmTOHIUOGAFBcXMzZs2cJCgoiMDCwxceXaRvU1vW3hiTkyQITJQb75ze7wsJqMYrwh95DEfcO+3+xmeacOXOGefPmMX36dB5++OFWUfzSarWS1nhVVRXHjx8HwNfXlw4dOrRIjlTmxkAOuv8APP/88xw/fpzbbrvNQSe4JdTog/FytlvOnz+XVm+d/Px8/u///g+lUsmyZcv46quvuGnMWJKzCll6oILEXCMN/3TbCNTBtIGdUKjUvPljGgM6eTJ/WGdujQ5wML+Rkbke1JqzGAyGJpl01J2FGTBgQJOPWVxczMCBA5sccJfVmDiUY+b7r0+w+1QeuWVXz2YHe2gZGeHLqHBfuvq60NXP8ea8k4++XsDt56rhlmh/bo32Z0hXbzSq1m/s3LhxIwcPHnTIOm7cuJH169czaNAgKeiOi4vjzjvvZNKkSVINvcVioV+/fnh7e/Pjjz9K/49vv/2WkpKS1pNPlbmmKBQKrFZrixuHf8ly1MevvfdUu3jyxoo32bBhA2+++SY1NTVYrVbWrVvHvn37WLZsGeHh4S06dl10Oh06nQ5RFKmoqCAhIQFBECTDKw8PD9lDoh0i/0fbKVarVQoOvL29WbJkCUZjw9PAzcGgD2Z6dzXvHbZlqL//OYEFVVUkJSXRt29fVCoVWq2WAwcOoNFoyDcoye46gYRsA6YOQG7D56JSwMRwPcNDndEZS+jVyxN3bz/cK7OYN3lIq52/jExTcXJyon///hw4cABBEBpdk9mpUydSU23dg0ePHqVfv36NPmZpaSnBwcGNVuMQRZFvjl1gXXwWRzKKL7nrXd45Uq0UGNDJi1ERvoyK8EOjVLDucBbLtp0kvbCKI8/dgofO3rzWr6MnXnonfFycuDXan1ujA+gV7I7iGt8E9+7dm969ezuMPfbYYwwdOpTY2FhpzMnJiT59+jgERyUlJRw/fhxPT0+HG6Dly5ezd+9e3njDpl7x+eefM3nyZDkIb4MIgkBAQAC5ubktygZbRJEDF+xBt5tGoMxgi7r7BWoQBIG77rqL2NhYli5dyv79+wHIyspi3rx5LF26lOHDh7fsxfwGQRBwcXHBxcUFq9VKbm4uhw4dQqlU0rFjRzp37ixLDrYj5KC7nbJ161Zee+013n//faKioujatSvx8fGYTCZcXFxafAdt0IcwvKNScpIsKq/m4K6tLP7HMqZPn85f/vIXXFxcWLFiBX7+/ry8t5i8qobz2gosWLFlL8xW6BfghLfSQJnJRFFREUFBQXR2l81tZH5/PDw8GDRoEPHx8Yii2KiM99ChQ9m+fTsABw8e5P7772/08YxGo9T/cDVKqow8vSGRbb/mXHG9QHdnRkXYSkaGhvngorFdCxLPl3Lnu/uoNNpl2X5KzePOmBBpWakQ2Pn4yDahhz948OB6KhPjx49n/PjxDmNubm4kJCRI7oN11w0NDcXf359PP/2UOXPmMGjQIPbt20d+fj65ubmEhIS0Sg29TMvp1q0bBQUFVFRUNLs88mSBiZIa+++QqY4C4YAge111cHAwb731Ft999x0vvvgiYCvzeuutt1o96K6LQqFAoVDg5+eHxWIhIyODrKwsunfvLpdLtRNaX29Kpk3QqVMn4uLiGDhwIEajEV9fX4YMGUJQUBDl5eXk5eVRUlLSbN3TSs8oBKDaZK8Lvb3ic3RaZ3bv3o3ZbNPVHjp0KKJnaL2AWyeYmKLYw3OqNVLADdBRXUJpwUVcXV3p378/3bp1a9b5ychcKzw9PenZsycVFRVXXxkcasCbMtskiiIKhaJRAUb8uSLGr/i5wYBbpRAY3MWLZ8ZFsv2vI/jl6ZtYMqUnt3UPkALurKIq/rT6kEPA7axWkNdASUpbCLibglqtJiYmhmHDhjmMP/PMM3z22WcEBgaycuVK5s+fz9y5c1Eqlaxfv54+ffpIARfYHESHDh1a76Zp27Zt7Nixo15QL9O6aDQavL29qampufrKl2FPhqMaVrXZ9vulUwl083bsDxIEgdtvv93BxCokJITrhVKpxNvbG71ez9GjRzEYrl4eJtP2kTPd7ZSePXvSq1cvTpw4wffff8/kyZPx9PTE09OTiIgISktLyc7O5sKFC5jNZpycnHB1dW10vVyFRxT/SgqhxGCT8vLWCkTqSjj0kAdVo19CqDNFeyTb8WLx6AB3hvtWEZGwl4/y7Q2YkxT7WKF4F9K1CP4LIPIvIHd1y7RBiouLUasb18RbV5+7KVnT2vrOK9WQW6wi7+w6zYqdp6jbF6lSCEzpG4y/JZ8HJ4/E9QoNx6VVJuZ9ckjS43bXqlk2tRcjw33ROv0xZphWrlyJt7e3pIqi1+vp3r27wyxDdnY2v/zyS73gesGCBWRmZnLmzBlp/ebquctcnszMTLKysvD392/W9gaL6FDPHeqmIrPMlhzq4K5C2cD/6+TJkyQlJUnLc+bMadaxW4LVakWhUMifp3aCnOlux8yaNQuAtWvXOowrFAo8PT2Jjo5m+PDhhIWFoVKpyMzMvGrm22q1smvXLmbMmMGL/7Nr5/YNFBAEgWi3KmKOP4tL4XHpuYQ6QXeQi5JRnbTkl5tIHvgKO10nS8/dpjyMIIBgroZ9b8KK3hC3HAzlLXofZGRak7KyMjIyMhrV2FhcXMyOHTuk5XvuuafRxykvL8fLy+uyteMXS6qZ+eEB3vjRMeDu4KXlq4diWX5Xb/r5q64YcBvMFhasPSwZTTkpFXwwux9jewT8YQJusCUp6soQzp8/n6SkJB5//HFpLDw8nLi4ON5++22HbUePHs3o0aPx87OptRgMBjw8PPj444+vz8n/QXBxcWlR8Hn4Yg1VZvsXpYObss7jhvOPGzZskNyRhw4dSkxMTLOO3RwsFgv5+fmYzWYGDBgg13W3E+RMdztm5syZPPXUU1KXvoeHBxaLhYqKCoqLi8nJyaGkpARRFFGr1QQHB1820202m/nxxx9ZtWoVZ8+edXhOo1Lw2GAN+ZVW3J0FnKii24GnONP/H2S4DeBsiVlat2+ghsrKSnx9fQnr3ofkb20BiUIQGeZTBcV1dmwog59egoMrCQmcDOJIkO/2ZX5nKisrsVqvpLtjR6fTodFopKnhpkxPV1dXExMT02CQ8cOvOTy54QQlVY5Sm5N6B/HvO3s0SkpTFEWe3pDIgbNF0tgr03oxqItcw9wQLi4u9UyNzGYzDz/8MOfOnZPKgL7//nvKysp48cUXmTdv3u9xqu0SLy8vfH19KSoqarJsJ0Bchj3LrVbYZoNqCblM0J2dnS09njhxYpOP2VzMZjMFBQVERETQqVMnWcWkHSH/J9sxISEhjBo1ip9++omPPvqI0aNHU1BQIE1X6XQ6fHx8rpo5MBqN3H///SQnJ9d7bvr06cy97z565m3kb2+u5n8pJlbfoWVKFIQdep6toW8DHtL6/QI1VFaWEhkZyZ5T+VxKIhAT6oX7g7vhxJeweymUZtoPUlWIZ/EJOeCWaRMEBgYSFRXFqVOnpOzm5dBoNPj7+5OZafs8FxQUNEqnu7q6Gnd3d9zd3R3Gq4xmXv4uhbUHMh3GtWol/ze5O9P6hTQ6E7gy7iwbj16QlhffFsHkPsGN2lbGRnFxMYMHD8bZ2ZlOnTqxc+f/QeSCAAAgAElEQVROhg0bxooVK4iOjv69T69dIQgCvXv3Zt++fU1upiytsXA0xz7j2j/ImZxK+6xuQ5nusrIySUcbuK6GTIWFhfTo0YOOHTtet2PKXB/koLudUzsFvm/fPvr374+np2eTLN8BTpw44RBw63Q6pk2bxrRp0ygtLeXhhxaQkXWemzqrqDBChLdt//vNEfz3lL0WVasSiPRRU1asYNvpSpZtS5WeGxnuC0oV9JoBbkFwZicc/xIq8wA41/le5PybTFvBx8eHtLT62vS/pbi4WAq4VSoVYWFhjdp/ZWVlvaDtSEYRT6w/Tnodq3WA6EA33r4nhq6+TVN0iAy0G43MHNiBhaNa5h75R8TX15cJEyYQEBDAt99+y8svv8yiRYukEpScnBzGjh1Lv379+Oijj6TtLBZLi/Wm/2hYrVbOnDlDZWVlk/0mDl4wOJRgjQh15u34Umm5oaD7hx9+oLra1njZpUsXIiMjm3fizUAQhGZl82XaPnLQ3c5Zvnw5CoWCu+66q9kyS7m5udLjPn368Nprr+Hu5oZL0Ql+iXufjKzzAOycoyOr1EqIm8A3lqEsNi3AVOcjNrSDMxajrd4xPr9aUkrQOSm4w/UkbHwdTm2D6iIY+TT85RjEfwDFGVS4Nk42TUbmemC1WqVazytx9OhR6XF0dHSjtL0NBgOCIEhNlwazhTd2pPHBnjP81kRy3tBOPD0u8qqGNOkFlQR7alEr7Tfco8J9ifB3JdDDmX9N7iE3ajWTb7/9FoCff/4Zk8nkUIJy5swZjh8/Xs/mu3v37qjVarZt20ZwsG12wWw2y2UEl8FkMpGUlER2djZ+fn5NThylFNhVg7QqgShfNeO76Th4wUClyYqXtv7+6ma5e/To0eRjtgSVSkVGRgY9evS4bseUuT7I3/B2isFgQKPR4OLiwoMPPthoc42GyM/Plx5HR3aja/Fu/I5uRlt+jvAAkYEP6wn3VmC2isRlWDjldzNrPB5y2EeUj5o5vVyprighMDCQv4Xr+PHoadTmcpYr3iH0u9+UrqRuhdHPwLDHbMu7dzf7/GVkWhs3NzeUSqVUqnU58vLypMeNnSqudaDU6XT8erGUx788TmquYzOxr6uGZVN7clPklZUczpRY+HLtEbb9msMb0/twR4y9fEQQBN6b1ZdQLx0qpdxT31KGDx9eT8M5JiZG8keo5ciRI5JZUm150uHDhxkwYABTp05l0aJF1++kbwBEUeTw4cOUl5c3W7kktdD+/od7q3F1UjKzhysze7hSbrA2eMNZVxJ08+bN3HXXXdetZMjT05OMjAz0ej2hoaHyrEg7Qg662xmVlZUsW7aMTz75hBMnTuDs7IzFYmlRFqVu1/TP32/AvaMerbPtIiUIAtG+to7y82UiszdWA1vwuzsWbUebg1xvfyce6uuGl+E8Tlk/EJL2K5q8E3xi9SdIKEAjmusfNCcRyrLBTTYEkGl7KJVK3NzcMBqNV8xe15WXqztjdLV96/QuvL0zjRU70y65Stq5vVcg/57c47J62VaryE+pefxnz1niz9UANu3u/+w5y+Q+QQ4BRlNLUmSuTF5enkOd/9/+9jd2797NZ599Jo1t27YNgHHjxkmyk7VlgHUTHDI2BEFotBFVQxTXWMitU78d8Rs9bldNwzec8+fP5+DBg5K2/quvvsqqVauadQ5NRRAEfHx8OHnypGSOI5s0tQ/k9EY7QRRFvvjiCyIjI/nXv/5FVlYWmzdvxsvLiz59+lBQUCAZ1jR+p1b8iw6xwOsXvLS2H+qsUisLtzoaDExZX82c79XcGh+LW+x09D1uwpR7BoBwLxVJuUb+t/Mnuv80l/DMz9HkHQdEOity0Ah1zkmhgi6jYNwr8NckOeCWabOIonjV75PJZGLLli3ScmOcJS0WC9mVVu7+7yFe23HKIeD20Kl5e2YM797Tt8GA22C2sP5wFmPe3MP81YeJP1fk8Ly/m4aymiZeA2QaRUlJCV26dCE8PNzhc5GRkUFKSgoZGRnSWL9+/Zg5cyazZ8+Wxrp06UJ6ejq7du26rud9oxAWFtZoM6rfcqrQUeEnwrtx0ns9evRwkIy83uY0KpUKPz8/RFEkISGh6b/fMm0SOdPdDjCZTEyYMIEffvgBgL59+7JixQrJga22ZvDYsWP4+PhcPeMtirjn7CM49WO05ecA+M8EZ6Z9ZQu2v0gyM6+PiSPZIpkEYA6I5PN9x0F3nOAFH2KtLkepdcPTWcGpItuFYoexJ9+pB3G78qDjsZxcodutEHk7hN0CWg9kZNo6ubm5lJeXX1G95IcffiArKwsAV1fXRsnHHc0o4vVjYLA4lpOMjvBl2dRe+Lk1nFU/klHMI58lkFPm6NanFGByTDAPjuhCZMDVdcVlmkZqaiouLi4EBwdLFt7nzp2TnHSXL1/OkiVLHBpox44dy9ixYx32o1KpZKWKK+Dt7Y1araampqZRfRF1OVmnnlsAOno0Puzp3Lmz9Pj3KvGobaqW6/3bB/J/sR3w1Vdf8cMPP+Dt7c2yZcskK+O6BAcHY7FY+PXXXy8fKIgibvmHCTq5Cn2pXVkkq9TKhhQToe4CmaW2zNsvYgz/jovHbE7nww0fcLhjMtbKYgRBgcbFnWgfJ07k2S92PbTFRFhsAUi12gshcjzOvadAp+GgkkX/ZW4cDAYDSUlJeHhc+Qax9iYYYMqUKY2aHt570YrBYs9u652UPD8hmhkDOlyx0fGtnWkOAbfeSck9g0KJVOQwdVyfqx5XpulkZmZyyy23oFQq2b17Nz/99BNBQUHk5eVRXV2NVqule/fuv/dptguUSiX9+vUjISGBmpqaq3736nKx3F5a4qNT8Pr+EiwiDAp2ZkSoM57aywfTrq52hZ8LFy5cdr1rRX5+PoGBgXTo0OG6H1vm2iAH3Tc4oijyxhtvALBkyRLmz59/2XWDg4M5c+ZMg9kCl8LjBJ1chWtRYr3tUgqsrEsy46JRALaA4JTYiYVzOxMsZlN05Cs0AXZnyUX9XHnnsD1TN7unC9MCq9Fn38Qvmmi8ut9EZFRUS162jMzvRklJCQaDAU9PzyuuV7fB8mrrgk29wlunAuzT4f+Z3Z9h3a4uj3a+2C4juGh0GA+M6IK7Vs3u3XlX2EqmJej1eoKDg6UyAJ1OhyiKdOzYEZPJRFVVlVSH/O9//5vExEQWL15M//79AUhPTyc5OZlu3bpJmXGZy+Pp6cmAAQPYt29fk3qU/F3sQXV+lZUQNxVHc4ykFppw0ygY3enyteJbt26VHl/v8o6Kigo8PDzo1auX3EjZjmhTNd2CIHgIgvC1IAgnBUFIEQQhVhAEL0EQdgiCkHbp79V/vf5gPPfcc0yaNEmyfb8cSqWS8PBwysrKpDFdcQrd9i8m4pfHGgy4RQQ6xYwitl9Paiz2j0vi7o2sCP6WJ0MOc0q0KyL4Ucy5CxepdduN9FYzOUKPyb0zSX53oOzQn27h4S18xTIyvx8+Pj64uLhQVVV1xfV69+4tPa7rbHc5zGYz/YMcpeWSLpZeZm1H6jpT/mlYZ9y1V3eklGkZ3t7e/Pjjj2zZskUKrqurqyWlkrpNtB988AHr16/n888/l8a+/PJLbr/9dsLrXA8vXLjA6NGjHeq9Zeykp6ejUCiaVGrRL9DxO6WsM2GUWWriStSqzIDt/7lhw4brFnxXVVUREhIiB9ztjDYVdAMrgG2iKEYCvYEU4GlgpyiK3YCdl5ZlLiEIApMnT2bTpk1otVri4+Mb1A+uqakhLS2NX3/9FZVKhbb0DF3jnyNq7yO4FRxpcN9ZHrHcf3IEfZ/fzf4jiQ4Xm/k9bTbYoggJVvuPRpQ6h205emn5rmgXDAYDOTk5eHp60rt3b/kiInNDo1Qq6dOnD1VVVdTU1Fx2vbpW8VerQzUYDJSVlXFr/0j83exBwq6UxmWqDz17CwnP38r2v47AQw64W8SPP/7Ic889R1xcnDSWmJjImDFjePTRRx3WDQ8Px8fHR2ry0+l03H333QBs375dWu/OO+8EHHXbG3I4LCgoAGxmZnU/PzI2PDw8MJvNWCyWq698iWhfJ7Qqe6RdUmN/XzNKrxxAz50710FjfcmSJUyZMoWvv/5aUjW5Vuj1ehITE0lOTr7uTZwy1442U14iCIIbMAKYCyCKohEwCoIwGRh1abXVwG7gqet/hm2fuLg4Ro0axbhx43jvvffo1KkT1dXVZGRkkJ6ejiAIBDhV0yHtE7wu/nTZ/ZT6DeQ/58NZ+s8vKC4udnhOIYBVhDm9bXXY6WIARdgbtAo9emHIt2UPunioCFaUYjQ6M2DAAHx9fWUDDpl2gbu7OwMGDGD//v2XNevQ6+03n6dPn77i/kpKSqTvyE2ReXwRb3OxPJxRRHGl8bLygLUoFAJeeie8rrKejCMpKSk8++yzbNq0SXI5/Omnn3j55ZdxdnZm5MiRgC3LuWPHDkpKShy2t1gsWCwWKisrpfrfsLAwYmJiHOqB586di9FoZMCAAdLYrFmzsFgsDqZlPXr0YOXKlcyZM+e6mrHcKISGhmI2m0lJSWm0SY5aIdAnwIn9522Ba2ZZHXWZkisH3YMHD+aTTz7hqaeekpxlL168yNKlS1m5ciVjxoxh/PjxdO/evdV/2/R6PVqtlvPnz5OZmYmfnx/BwcF4eHjUM1uSuXEQGuOqdj0QBKEP8AGQjC3LfQT4C3BBFEWPOusVi6JYr8REEIQHgQcB/P39+61bt65F51NRUdFsB8fWoqnnEBcXx6uvvkpFRQV6vZ4333wTPz8/BEHACRNdszfROXsLyoZ0sYFC12iOeE7k3U0H2bx5c73nu3gKxIYoifZVMnewD4aQYazjNv6TYW/MVCvAdCmRcH+EhYHBzg46383lRvx/tNdzGD16dAZQUGfoA1EUP6hdaO3v4pX4vd+PmpoajEajNN1dt9Y0MTGRp5+2T8w98sgjjB8/vt4+RFHEarVKQdrRPDMrEuyZrY5uCsZ0VDEwUIVacfUfdlEUpQDg935/GuJ6ndNvjYsOHTrE6dOnGTp0KKGhoQA8/fTTHDx4kMmTJ/PXv/4VsGWjExMTiYmJoWfPntI5Jycn4+Hh4VAOUllZiUajaVVliaa8P23pu3gtuNx7YTAYqKmpQaVSNSrYPZArssZeKYJSgNp+5SWDwd3pyvuorq5m06ZNbNq0yaE8s5agoCBuvvlmJk+e3Gw98VouV69utVql2Q+VSoVarUapVLaLm7O2eJ1qKlf7LtbSloLu/sABYKgoigcFQVgBlAGPNiborkv//v3Fw4cPt+h8du/ezahRo1q0j5bSnHPIyclh7ty5bN++nYiICD5etQq/wv10+HUlTjUNT1VXeERS5jeQnLB7+PjTz3nnnXek53x9vBkdUM6mFCNjw51549FJGLuMocK7JwhK1iaWs/GkrXZRoLbNEoL08NX8GIIbmEJtDjfq/6M9noMgCEdEUezfmHVb47t4JX7v98NkMpGWlkZ6ejp6vZ7KykrJNc9qtfLQQw+RkJAA2H4oN23aVM9Vz2w2U1FRwU033YQgCFQbLcT86wdqTI7lBT4uTtwzqCOzBofi59pwuUpGYSULPj3C/03qzqAu3r/7+9MQrXlOOTk5bNy4EVdXV6mnRRRFunbtSlZWFmVlZVIQNHPmTNatW8fatWu59957ATh79iyPPfYYq1evbpIixrWkKe9PW/ouXguu9F5cvHiR5ORkrFYrnp6eVww+Sw1W7t+cR+03qnbGFmB8mI75MY2T06yqquJ///sfX3zxRYNmV/7+/ixevJiRI0c2O/Odm5t7RedNURSpqqqiuroaURRRKpX4+fnh7++Pq6srOp3uhptRbovXqabS2O9iW7pFOg+cF0WxVsj5a6AvkCsIQiDApb9yO/4VCAgI4OOPP8bHx4fU1FS+X3IvXY/8s8GAu9qlE4VBN+FUlUfQqTV45Ozj5ptvdljnb4uf5G+P3M+m917g+dW7KRr4JBU+fUCw1WUbzPabNmeVwB0RekLdVQz2V+AsT4HJtHPUajXR0dHExsZSWVnp0E+hUCh4/fXXJVMcs9lMQ0GPSqXCYDBIkmRaJyWP3VK/2bigwshbO9MYunQXf113lONZjqUOVqvI4q9PcDKnnBkfHOAfm391+H7e6GzZsoVp06axdu1aaez8+fMsXLiQ119/XRoTBAGz2YzZbCYnJ0canzBhAk888YRDprpLly489thjbSbglmk8QUFBjBgxgtDQUAoKCq5onuOuUTCmq05armvy+v3pKtKKGlefrdPpmDVrFps3b2blypVMmjTJoYwsNzeXv/3tb7z33ntNf0GNRBAE9Ho9Pj4++Pr64u7uTnFxMceOHWPPnj0cPny42UZCMteeNhN0i6KYA2QJghBxaehmbKUmm4H7Lo3dB2z6HU7vhqIkN5M37rVNiy79Lp1zxY4ZM7PalUr3CJwrMvC+uAsno825zjf9G4dubX9/f6Kjo1m+M4+xC/7JuvVf1ztWXU1hrUpgdi9XXrnJg5uCrZLFsYxMe6ekpARBEOplmFxcXBgzZoy0vGfPnga39/b25vjx46SnpwOwYGRXfnx8BLMGh6JVOzYemywi3xy7yOR39zHlvX1sPn4Rk8XK2YIKUrLtU9+f/JLOc/uqOXC2sJVe5fXjqaeeIjIykv3790tj6enpfP311w4Njh07duTBBx+UMte1xMfHU1NT42Bucu+99/Lqq6861FXL3Ng4OTkRGRnJ0KFDUalU5OfnX3bduX1cifKp/5skAisPlzm4v14NpVJJ//79eeGFF9i+fTvPP/+8w/Pffvtto/fVUpRKJa6urvj6+uLn50dFRQU///wzaWlp1+0cZBpPmwm6L/Eo8JkgCCeAPsDLwFLgVkEQ0oBbLy3LNITVCsc+J3z7TGZ5HOHenmo6eyq4WH5JaQQFJrUbKlM5+tJUBBwvMrriFD7+yF6CNGHCBKxWKydOnACgT5/6JhvGOkG3k1KgoqKCoqIievbo4dBIJCPTnqnVaG6oXG/o0KHS47i4uAYVT1QqFa6urhQW2gPkMD9X/n1HTw48czPPjo8ixLN+rWhCZgl//uIow5btYltSDusXxDI6wld6Pr9a5O4PDvDipiQqDW3PRloURWbPnk10dLTD+5Kbm0tqaiqJiXYZ07Fjx7JmzRoHa25fX1/+85//8MQTTzjsNyAgQG42+wPh5uZGbGwsWq1Wkmz8LWqFwJNDPPHX11fPSi81szu9ulnHdnZ2ZvLkyZL+OuDw+Hrj5OQklZ3ItD3aVNAtiuIxURT7i6LYSxTFO0RRLBZFsVAUxZtFUex26W/R732ebZLKAvh4HHzzMMpq2w/3u+OdSV6oZ2ioChEFAlbUpvpNIAZtAOejHuB9/ROkpp0FQKPRcPfdd2M0GqU75k6dOtXfts70tQILarWa4cOH07FjxxuurkxGprn4+/vTrVu3BqXM6krHXSkQrKyslBQ06uKuU/PAiC7ELR7Nf2b3I7ZLfWfL3DIDr/5wisnv7sPXVcO/7+iBq7O9GWv1/gzGrthzXbPepaWlDuUdGRkZ9OvXj4ULF0pjgiBw9OhRUlJSpJt7sGW6ExISmDNnjjQWFhbG7NmziZKNtWQaQKFQEBgYWE9xqy5uGgXPDPNEp3L8berj78SoK5jkNIa6Bljl5eVXWPPaUquEVFvWJtO2aFNBt0wL+OE5yDrgMOTuLIDaVscm4FhiIiJQ6jeItIEvk3Tzp+SGzWT3gQTpeZ1OR2VlJTqdjtGjR3PnnXfWy9CZrCI5lfYgw03nzKBBg274LmQZmaZiNBrJyMhoMLu0c+dO6fFDDz3UoGZ3RUUFbm5uhISEXPYYSoXAbd0D+OLBwXz/l+HcPaADGpXjJdxotrL+8HkOnC1kx2Mj6e1rP5+somrmfBTP2fxrX+/5ySef4OHh4aDe4u3tTUJCAqdPn3a4OXnnnXdISEggJiZGGouKiiImJuaq+uYyMnXp2rUrfn5+DjNGv6WDm4rHYz0cgp/juUbyqxqv/d0QAQEB0uP4+PgmaYm3JgqFAp1Od/UVZX4X5KC7vVDteHcvKlRkdb2XErdIMkqs/HuPAdOlUpCcrjNIumkNpwctocx/sNQUWfeLWlxczN69ewFYvnw5zz77rEOzkSiKfHCkjMw65gL5VVZO5dld2GRk/ihYrVZMJlODszt1M7OXy4CZTCb8/PwaPSUcFejG0qm92LhwKG7O9eXFCioMBLg789e+GrzraHcbLVaKq66tqQfYZ8VWr17Nrl27AFt9e3x8PF999ZXD6xw1ahQxMTFyD4hMi1Eqleh0uqsaC8UEaJgUYW+AFIHSmuabEVVXV/O///1PWr7lllt+l/KOWuk9ubSq7SIH3e2FntMcFgXRitfIB0kJnsHtX9Tw/E8Gvj1lJvGmT7kQvQCjPrjeLmq1a2v58MMPHZaTkpKkoGHjyUp2/aYGrrDSyHeJV7e7lpFpbzg7O+Ph4dFgTXfdRsodO3Y0uI6LiwtZWVmNtpg2W6z89+ezTFv5C2U1jtv4uGh4YUJ3wFa+EffkaMk0Z8GILvTr6NXo19Vchg8fLr3uus3ZAwYMwN3d/ZofX+aPSVFREefOnWuwTKveutX2TLSTAjp7Nv+m79y5c1RW2hNOf/nLX5q9r5ZQVVVFnz59WlU3XqZ1kYPu9kL3O8E30r4sWtEfegefHqMZcuskANZVDmkw2K6lQ4cO0mMXFxeGDx8uLVutVh555BFuv/12vj1yjs+S6k9Rh3hqWTgqrBVejIzMjUdtM+VvGTZsmKQVfe7cOfLy6st3qtVqTCYT586du+pxjmWVMOmdffx7awqVRnvgIAgwe3BHdj4xkuggu+6wi0bFt48OY/ldvXhm/PWph1Yqlaxdu5YVK1YwY8aM63JMGZnTp083SqfaKoocz7XP+ET4OKFRNr8HqaqqymH57rvvZu3atQ0a6VxrZMv4to0cdLcXFEoY+ZTDkJj4NQUp+zCqbCoiHkFXbqyoW4sdFBTEjBkz2L17N2azmdLSUsxmMzGDh7HqUMNS6S9OjEbrJHdMy/wx8fLyanBa29nZmbAw+81oVlZWg9u7uLhcUfKstNrEc98kcud7+0jOdvwxjw50Y+PCofxzcndOZtf/oQ/20DK9f4d649cCk8nEhAkT2LFjBwsXLsTL69pn1mVkwNY3UFNTQ0lJSYM3wLWkl5gpNdi/q4l5Rh7dlk9ORfMUfqKjo4mOjpaWS0pKePPNNxk7dizPPPMMv/zyy3Wp8dbpdBw6dIhjx479LgG/zNWR5yDaE9F3gN8rkJcMgIBItwsbOH/edkdft3zEuTwdj+yfKffug/f5H8js9biDXXt+fj6zZ88GbJJnISEhbNgexzM7C1EY61/MenpBd4/m18TJyNzo+PrapPrq2rDXUtct73L1pjU1NZd1ojuUXsTCzxLIL3fMYumclDx+azhzh3QC4O8bE/kiPoulU3py98DQBvbUupSVlbFv3z7MZjMTJ06UxrZu3cqvv/4qZ7llritdu3YlMDCQ06dPc+HCBRQKBS4uLvUaco/l1s8G51RY8NQ2L2mk0+lYtWoVW7du5cMPP5RUe4xGIzt27GDHjh0EBgby2muvOZgztTYuLi7o9XqKiorIzs7G29ubLl264OXl1S7s4tsDctDdXig8A3vfgAJHQXzfwoPUVNn8hipKi/DO2oZPxlZcin/FpPHE/+wGVKYyCjvcxhdf2H2HamWXhgwZgtVqxWAWWf5LCWUNBNxOCpjTQ8v58+cJaiXbdxmZGw1nZ2fUajWlpaX1HA7rWkbXVTmoxWQyYbVaG5T5Kqo0suDTIxRVOjZAju0ewAsTowny0CKKIs/8L5F1h2xZ9Oe+SSIioPV18tPS0hAEQcrcp6SkMH78eHr27CkF3d7e3owfP5758+fLWsEy1x2dTkevXr0ICwujsLCQzMxM8vLyUCgUUvCZlFe/mTjETdWiEhOVSsXkyZMZN24c3377Ld988w0pKSnS89nZ2WzcuJGnnnrqCntpOYIgSH0TFRUVHDp0CK1WS7du3QgOvnx5qcz1QQ66b3RyEuHn1yH5GxDrZ9CsKi1TburLvv37Wffft/iXsw71pQuL2mALrEUEtvx8nI0bN0rbxcTEMHLkSG699VaMRiPvxReRUdrw1Ntd0S7oxArCwuqb58jI/JFQKpUNTiO7u7tL2a/S0tJ6z1ssFpydnRuUyHtpa4pDwB3soeWfk7tzc5Q9K/7Gj2lSwA0wsXcQ0UFu7D/bopfjwPvvv8/ChQuZN28eq1atAqB79+6MGjWKfv36Oay7devW1juwjEwz0Ol06HQ6OnToQF5eHkeOHMFqtaJQKKgx108e+epa5wbRycmJqVOnMmXKFKZOnUpmZiZgC4ZHjhzZKsdoLLWZ75ycHPLy8uSguw0gB903KpkH4OfXIO2Hy65iVukxObnxF8MaPvFT0D9IQYUR6hrbVbh05rVz4Sxd9b40NmbMGF566SUEQeDChQtMmz4DCwpCFq1F4WQLCqrPHEYULYwY2JfRASZ8vIPk2k2ZPzwmk6lelhscTXEacsxzdnYmLy+PkpISh+/R3rQCNiScl5Y7eevY+ufh6DX2S/faAxm8tdM+wzWlbzCvTevd6uZURqMt8K9tCgXbj/pPP/3UqseRkWktRFEkPz+fxMRE9Hq9pOqhaqDSQt3K1RfffPONFHADLF68mMGDB7fuQRpBSUkJwcHB9OrV67ofW6Y+ctB9IyGKcGanLbOdse+yq5mVWhRWEypzJSpzJSgEDj+ox+lShtui1FIUfBPHnQbw9xWfc+jwV9K2wcHB/P3vf5d+sI+kF4DOE6VSJQXcACV712LMOc1NN68EUU9ERARVVVWyKL/MHxqr1VpPb9pqtTr8+Pr5+TW4rSAIDnWX1UYLf9+Y6LDOy1N6OgTc25JyeGFTkrQ8MtyXZVN7tXrAXQyrpuMAACAASURBVF1dzZIlSwAYN25cq+5bRuZaUF5eTlJSEsXFxbi7uzvMIqkU9b8f6haUljTE2rVrpcfTpk1j+vTprbr/xqLRaDAYDHKpVxtBDrpvBEQRUjbDnlch58RlV6vQd6Sg852EJr2NAscpbielQIVHFAWh4zmri+Hb7bv44IPnHKSOOnfuzLJlyyQVk+JqCxsL/Al+6COsJpsb5ayeLuRUWPghPIbAjj54uLvSr18/dDodM2bMICkpif/+97/ExsYCthrQwsJCunbtKjWayci0VwRBwGKxOPzAnTp1ipKSEgA8PDwa7HuoqKhAp9Oh19sNO1bsTCOzyP79nNYvhCFd7frDh9KL+PO6o1gvzZT3DnHnvXv7olY2P2UniiIZGRm4ublJGfdPPvmEefPmATad7dtuu63Z+5eRuV6Ul5eTn5+Pn59fvRthZQM3peoGAvHmsm/fPjIyMqTlRx55pNX23RSMRiPl5eX1PDhkfj/kdta2jijClsdg/ZzLBtxlbhGcHvgSqaNXUdh5EqWBQ6XnzGoX8jrfSfLID0kd/i4HTRFMuXs2b775phRwKxQK7rvvPtauXSs1cpksIq/uL6HsUimpQu1MbIgzd0ToeaifG2uWPMELzz/HqFGj8PLywmw2s3//fpKTkx3qxt566y1iY2P5/PPPpbG4uDhCQkKYP3++w+tYvXo127dvb7RBiIxMW0OtVtfT7P3ll1+kx7GxsfVUBMxmMwaDgX79+knBQfLFMj782V6Q7ePixLO32zW2j2YWM/+TQxjNtj6OTt46Vs0d4JAFvxrl5eXs379fKhsBuP/+++ncuTMbNmyQxjp27IhSqWTmzJnEx8fLzpEyNwRBQUH079+foqKies81WF7SSongLVu28Nhjj0nLPXr0cJDjvR6YzWYKCgqoqKigb9++9OjR47oeX+byyJnutk7CajjycYNPlTkHkx3zBBXevW3OGJfI7zgBlbGUgtDxFAeOQFTa60mTk5MdGrkCAgJYsmQJPXv2lMZEUeSDhDJOFtprT0NclTzS302atjZVltG5c2cpa6dSqThz5gzx8fEOd9UhISEMGDCAjh072s8vP58LFy5ICilgE/SfO3cuSqWSmpoaafzRRx/l5MmT3HXXXYwaNQqAs2fPsnfvXu644w7c3OwmIDIyvzdms7neD+zx48elx4MGDaq3TXV1Nf7+/g5Z7pe/S8FitTd7vTCxOx46m6RnjcnCg58ekZwofVw0rPnTILxdGrZ+FkWRixcvcubMGUaMGCGNDxw4kJMnT3L06FH69LE1QUdERODr6+vwHRw2bBgVFRUNNnnKyLRlnJycGiy1arC8pBUy3SaTiVdeeUWSBfXz8+PZZ59t8X4bi9lspri4GIVCIamVyJbwbQs56G7DuJSfhZ+frv+EewcozUJvLKDY6oL6NxeVct/+lPv2b3Cf+/Y51oJ36dLFIeAG2HyqysHiXSnA4lgPtHU6Tcxmc70pK7VazdChQx3GnnrqqXoSSRMnTiQ9PR2DwUBlZSV6vZ7q6mpuv/12tm7dyueff86cOXMAOHDgAIcPH+bHH3/k7rvvxt3dnfXr1/PMM8/Qq1cvh4BGRub3pKysTFIh+e14LQ01GwuC4OAitzetgL2nC6Tl4d18mNgrUFp2VitZOqUn81cfxs1ZxSfzBhDqbe+lOHv2LKWlpcTExAA2tZSQkBA0Gg3l5eVSprp///7SWC2PP/44Tz75pMP5qdVqObstc0NyuVnThjzcXDUtn/hPTU11sINfs2ZNoyzpWwOLxUJBQQFRUVF06NBB/s62UeTykrZKTRnRycvBUkfEX+kEGlcotUmDKa0Guqa+h7kBNYSGKCwsJC4uzuHO//z58w7rHLpYw6cnyh3GLCKcKrIfo7y8HD8/v0ZPma1Zs4YFCxZw+vRpwNbYsWbNGiIiIli+fDlgq3X917/+BcBrr73msG3d8wcIDLQFIL9XY4qMTENkZGTUy6plZGSQnJwsLXt6etbbTq/Xk5eXR0VFBVaryLJtJ6XnBAH+Pj6q3n7/n73zjo+qSv//+05PZtJ7gxRKjJEmICIoKlgQLLgCrgpYsHdB1B/oumthdS3o+nVX2BVxVRQVsSNKEVBa6L0khAApk0ySSSaZZMr9/THmJjc9kIQA5/165fWae+65d86dzJ3z3Oc8z+e5/Jwo/nZ9Ot8+NJz0uCCl/fnnnyclJUWV7BgcHMzAgQMZNmyYaql9wYIFbN26leHDhyttNeoOAsGZQEREBHq9voHxbdQ19GoHt4PRXTdUC3za3J1FYWEhPXv2JDk5WRjcXRjxC9sVkWX45mH8K+vdsJ5q318d/MO7UVKUT3h0fIun/d///ofb7Wbw4MFs2LABUHsCsktdvLGulPoKpv2iDAyO83nvPB4PlZWVDBgwoFWX8s9//pOHHnoI8BnJNUU1goODMRgMqh+p+Ph47r33XlWBkHPOOYcdO3awfft2xbM+efJkJk+e3Kr3Fwg6C5vN1iBe+9NPP1V0u/v3709qamqD46xWK8nJyfj7+/P9zlx2HKsN/7qubywbD9uoqHZzfne1l/y2Id3rn4qQkBBuueUWKisrVe0bN25s0Le9FU4Egq6GVqslISGBI0eOqFaZ6hbBMWrhrasi8NOf/P3Qr18/1fz63nvv8fbbb5/0eVtDYGAgWVlZREZGNipbKugaCE93V2TjPNi1uPk+YT1g0teYbp6PyRKsisFsjJKSEr788ksAxowZo7TXeKtLnR6eX1VMlUdtcl8eB88MD8Fi8H1VioqK6NWrV6Ox1B6PhxUrVlBWVsaaNWvo16+fYnCPGzeOc86pTQS7//77cTqdigwZ+LwS7777LtOnT1edNz09ndjYWOGFE3RZbDYb5eXlKkNWlmXWrFmjbN95550NDF23243RaCQ1NRWPDP9Yuk/Zp9NIlDpdPLtkFw9+vKVBRcq6OBwO3nvvPcLCwvjf//6nSoQUCM5m4uLicLvdqqJVhjpGd5UHwvw0mNtBqFuj0fDMM88o2xs2bODzzz9XYrw7Ej8/P4xGI5mZ7VgRS9DuCKO7q1FeAEubSbzQGmDE03DvWki+BK1WS69evZqscldzsxsMBvr27cuFF16oWu42m83klLp47KciSqtqfxgk4KFBgdyYIinySuXl5QQGBpKYmNjo0JYsWcJll12mlNqtibeePn0677//vkoqTavVCk+b4IygurqaLVu2NPAuZWdnc/z4ccB3n9Wv2gi+cI7q6mpcbg9/+3Y3h4tqlU/8DVpW7LUCkFvq5O3lBxocX8Py5cu55557ePbZZxutiCkQnK1YLBZ69eqlyHZCw/CS6na0iePj45V8Co/Hw+zZs7n33ns7Jf9Iq9Vit9vJz89vsNol6BoIo7urcWCZOo67LonD4b7fYMRToPeFexQUFLBjxw6lKI3X62Xz5s38/e9/Z/To0WzevBnwlcS96aabiIqKYuHChcopI88ZzOPL1Aa3RoJnLw5hRGJtcpbX68XhcHDeeeeh0Wj4+OOPmT59umqCf/zxxwGf965v375s2rSJvLw8XnnlFaEyIjhjsdlsVFdXN0ig/Pzzz5XXgwcPbjTO0u12Uy3puevDzSz4PVu1r0adBOCWC7ox46qGoSk1jB49mj/96U/87W9/Q5YblrgWCM5mKioqVNr59d09dZWC2oNnn31W5ZzavHkzd955J3fffTfr1q3rsHvUz88PSZLYsmULK1euZM2aNWRmZqqSuQWnFrFe39UoyW68feRf4KJHFWlAr9fLoUOHOHDgAMHBwWRlZfHtt9/y888/U1hYq3ywfv16Bg70KZlkZmby1VdfKfsS+w9nT9xopDr3v1aCv1wSQlqEWmbIZrPRo0cPxXh+6qmnyMnJYdKkSYr6yeOPP86yZct44IEHmvTsCQRnGuXl5Q0M6uzsbBYtqq30Onr06AbHVVVVsetoMe8f1HPcXthgP4CfXsvsG8/jun5xje6vQavVqt5PIBDUotVq8Xq9FBQUIEkS+fZaf6NPyaR9jeCEhAQ++ugj5s6dy4cffqg4pzZv3szmzZtJS0vj9ttv55JLLmmQB3IySJKExWJRwkarqqo4ePAgBw8eZMSIERgMhnZ7L8GJIYzurkZxE0Z3v1tUWtx79uwhOzub8PBwZs+ezeLFtTHgsbGxjBw5kiuuuILevXsr7XPnzlVeh/a+AO/ljyNpap/+w/w0vHhpKBFm9dfC7Xaj1WpJTk5GlmUKCwuZOnUqkiQxcuRIQkND+fDDD3n44Yd5+OGHT/YTEAhOKwIDAxuoI6xbt06ZaAcMGKBozNdQWVnJ70ccvL9HQ0UT6kNxwX7MnTSQtNimV4kqKirYtGkTe/bs4ZZbbun0IhwCwelAWloa55xzDg6HA7vdzvsH9gC++67aA7NW2HjtivatmGw0GnnwwQcZM2YMH3zwAd9//73ym7B7926mT59OUlISd999NyNHjuyQcEuj0YjRaMRqtZKbm0u3bt1EWOcpRoSXdDVKjjRsC0oAS2SDZj8/P7RaLcHBwej1eiZMmMD8+fNZsmQJDz/8MKmpqaobLDKy9hy6PqORtD7vnLfSTopzH4/1sCkGt9Pp5O9//ztvv/02Wq1WSUQZOnQokZGRXHnlldx1113YbDb27t3Lm2++2c4fhEBwetBYgm9OTo7yeujQoQ0SLD/daeed7W4qXI0Hk16YHMY3Dw1r1uAGn0TgJZdcwvPPPy8mU4GgGWq8wLGxsThQe3wD9T4veEfEQScmJvLcc8/x1VdfMX78eFWxmqysLJ5++mkmT57Mxo0bOyzsJCQkhF27drFx40bKyspECNopRBjdXY36RnefidB3oqrphx9+YMOGDUpBjSlTprBo0SKmT59Oenq6MvnWeKVlWcbp9mJMqg33KNvyPQCBBolr/DNZPucJ/vuf/yj7dTodixYt4qefflLaioqKiI6OJjg4GJvNRnR0NAUFBSxdupS33nqrXT8GgeB0obS0tFmDt+4E53R7eW1dCd8cbnrSmzI0kQV3DibU3PJS8KxZs7jpppv45ZdfVBUtBQJB0+SWqNW+0pPjSU9PVyVbtjcxMTE8+eSTfP3110yZMkV1v+7evZv77ruP8ePH8+mnn7a7vrdOpyMqKgqHw8GaNWtYvnw527Zt4/jx45SXlwsjvBMR4SVdiV2LwX5M3TZ2jpI0Cb6b87rrriM0NJT/+7//A3zKCPUnXLfbzeWXX47D4WDO/77iX9tdHDlYW3SjuvAIaeF6Hh0STO6heH7v21eV+KHT6ZgxY4bi4fZ4PBQVFfHpp5+q4sJCQkK44oor2vFDEAhOH5xOJ/v27WtQ9CYionap+ocffuC2226jwqPhpTXFHLCpw0luvaAbJRUuftqdzws3pDN+YEKr3ruiogKLxcJnn3128hciEJwlOF0eiurJb8YG++FyufB4PFRXV3do7HNYWBgPPvggkyZNYv78+SxcuFCpV5GVlUVWVhYLFixgwIAB3HfffYoSSnsQGBiohMMVFxeTl5eH1+tFq9USGRlJXFwcISEhQp63AxGfbFdh03/h28epm9BRaYrCr47B7fV6ueeee3C5XPTv35+goKBGTuRj7969Sjnav7z/PY7dK6nO3a/sH3b1OP5ySShajURYejr/qePlruGmm24iLy+PoqIikpKS6Nmzp6h0JRDUocbDXX+SGj16NHPnzsXpdJKZmclPq9fxg7M3x8tr1X60Etxyjp6nr+oBWgP3FJRzXnzT93QNlZWVTJs2ja+//podO3aIQhgCQRuwVzbMoYgKNBEb63tQzs7OpqSkBIPBQGBgYLsmOtYlMDCQhx9+mPHjxzNv3jyWLl2qCm/ZvHkz9957L4899hgTJkxo1/AxnU5HQEAAAQEBgE/asLS0lNzcXLRaLbGxscTGxhIcHNxh13+2Ij7NU40sw6//gG8fo34G9eFEdVjJf//7X9asWUNkZCRTpkxpdLI9cOAA+/btY8t+X0KmKbEf9o1fqQzu0ZMe4rUnbkeraX5JvKioCK/Xy5AhQ0hLSxMGt0BQD5fLhdfrbbA8GxERwZAhQ5TtuWtzVAa3RS/x3CWhjIjXsXnzZvQauVUGN4DJZCIjIwOr1cqxY8daPkAgECi4GpEHjAnyw2QykZyczIgRIxgyZAgajUZxXHUk0dHRzJw5k59++okXXniBgQMHKvKGHo+Hf/zjHzz//PNKOGlHoNVqsVgsREZGEhISQkFBAevXr+eXX35h586dFBYWNkgWF5wYwtN9KvF64aeZsO4ddbukhevfJb84inPqNNcsI996663ExTWUEHM6nUyZMoWqqios540i7r755H/2LB57gdLnwcefZMqfxzc7LI/Hg9VqJTExkYKCAlX5XIFA4MPlcrF161bMZnOjXqiaJWOASo+GugFgfaMNnBthAAwUFhayf/9+0tLSWvW+kiTx4YcfsmnTJs4999yTvAqB4OzC42lodEcH1a4oS5KE3W7H6XSqxAc6Gj8/P6666ir69++PLMvMmDGDXbt2AfDtt9+SmZnJW2+91eErWxqNRllF93g8FBQUkJOTg0ajITIykoSEBKUAnqDtiE/tVOFxw5IHGhrcABc9An0nNGiuWQry8/PDz8+vwX6bS4spwaeZXb5jGfmfzsRd9EdipiQxc+bMFg1ut9uN1WolNTWVtLQ0oYggEDSC1+tl586dSlx1fcrLy8nYslXZNsT0Uu0/VFyrXBIWFsaRI0dURnpL9OzZkx49erBly5YTvAKB4OzE1UhJ9rpGN4Ddbm90ju0soqOjee+99xg7dqzStnv3bhYsWNCp49BqtQQFBREZGUloaCilpaVs3LiRFStWcOjQISoqKlo+iUCFMLpPBV4PfD4Ftn3ccJ8lGvo0NIwrKyuVku6NLXmtzank0aVFBF33jNLmth0FfE+uT06fjtvtbvYmcbvdFBUVcd5555GSkiIMboGgCYqKijh+/DhhYWGN7v/rPz+gqtJ3r+lCYtEFRyv7Lk304x8jw/DX1/78er1enE5ng/M0x3PPPceAAQOYOnXqCVyBQHB2Ur/6pEmnwWKsXfQvLS3FarWe8mRCo9HI9OnTVW2nsrKzRqMhICCAyMhILBYLhw4dYt26dYpdImgdwug+Ffz2Fuz5pmF7TH+4/3eIPEfV7HK5lDKyF198cQPP2rqjTt5cV4pHBklnwBBTWxBHq9XywgsvUFFRwezZs3nuueeaHFZxcTFpaWl069bt5K5PIDiD8Xq9HD16FH9//0b3r9q0k+VffqhsBw25CUmS8NPB40OCeHBQEH51DG6bzUZiYmKbJ9TJkycTGxvL/ffff2IXIhCchbg8aiMxyL82Vyk/P5/Vq1ej1+tPqae7hrp6/wA//vgja9aswdVEQa3OQqfTERYWRlVVVZtW6ATC6O58jm+F5S80bD9vPNy1DPzV8dOyLLNr1y4cDgcxMTG8/PLLjBkzRtmfkWPnhf8txav099aGlAB33HEHV1xxhSJhduWVVzY7vPrSZwKBoBan00lGRga5ublKuFf9/X95diZ4fUlHhpiemM+9lNQwHa9fEcFFCQ0nco/HQ3x8fJvHMmHCBPbv39+ukmICwZmOhHoFN6ZOaInFYiEiIoLy8vIuYUz26tWLUaNGKdsHDx7k0UcfZdSoUTz33HOsXr36lI5Tp9OxZcuWDk3yPNMQRndnUl0BX9ypTMgKfW+BG+eCtqE6yIIFC1RC+kajUVn22p5TwoNTbibv879RlXsAgJispXirfbJDfn5+3HzzzQBcc801bNq0iZEjRzY7xK7wdC8QdEXcbjcbN27EbrcTFRXVaPjVW//+L2UFvrAuSW8ifOx0gv30zBweSqRZ26B/VVXVCXnVVq1axdKlS0VBHIGgjdRX7Zo6PEV5bTabGTx4MH379qW4uLizh9YASZJ46aWXePTRRxVFE/DljHz33Xc89thj3HrrrR1a1Kc5QkNDcTgcrFixglWrVrFlyxYOHz6M1WqlvLxcKJ40glAv6UyWzYKig+q24G4w9o1Gu1dXV/Pcc8+RnZ3Njz/+yPXXX6/syyl18bflxzClDERTeATZXUV80SZ++/z/lD4TJ05s9ZJ1UVERUVFRHVoUQCA4nTly5AgOh0NV+KYulZWVrF6+TNkOHXUv+pBYJqQHqMJJ6lJSUsKgQYPaJMfpcDiYMmUKhw8fZsmSJVx77bVtuxCB4CymvtHtqSf3KUlSl1LnkCSJW2+9laFDh/LNN9/w888/qypWZmZmsnfvXpVEaWdSszrucrmw2+1YrVZVnLfRaCQ4OJjo6GhiYmJOyRi7EsLo7iz2L4WN89RtkhZu/RJ0xgbdbTYbq1atIjs7m6ioKK655hplX4HDw1PLbXj9wwi+ZArVBVn0CDWw8b3nFL3gc889lzvvvLNVQyspKSEgIID09PQTvz6B4AzGbrezb9++JhMnAd6cuwCv27fUqw/rhjn9cmIDtFye1LgXW5ZltFptk0Z8UxiNRu6//36+/PJLrr766jYdKxCc7ejqG92NJAKWlJR0udLoycnJPPLIIzz88MPs2bOHSZMmKfuMxoY2RGej1+vR6/UNcs7cbjc2m43KykphdCOM7s7BUQRfNZLsNPoVCO/ZoLm8vJy1a9fyySefAD5d7hpPmL3SxVO/FON0y3irHBx9ZxLIUOlvpPqPuKqEhATefPNNTCZTg3PXx263o9Vq6d+/vyh+IxA0gtvtZvv27fj7+6uWeOvyyy+/8MWCucq2+dwR/Pm8AHqE6BtM8jU4nU4MBgOyLLdJKUin0zF9+nSeeOKJLuONEwhOF+p7ut2N6Hbb7Xa8Xi9lZWWN5m6cSiRJIi0tjaCgIEpLSwFYvHhxl83t0Ol0eDyeLvc5nirEL3ZnsPyvUFGobku+FAY27onOz89nzpw5ZGVlERMTw8iRIzl69ChjxozhhpsmUlrlezLXGM3og2PQSTJ2ux3wLfW89dZbLSZEVldXk5+fj7+/P4MHD26VgS4QnI3s3bsXh8PRqB53zf5n66gCGbudx8jrJ/Kncyz0i27cA1VVVYXdbqd///5tluasqYApDG6BoO3otOr7bdvRhvHQPXv2ZOjQoVgsFgoKClTl2bsCq1evVgxu8JWM76qUlpZiNpvp3bt3y53PAsSvdkdzbDNkfKBu8w+H8Qugicn2n//8J7/88gsmk4nHHnuMMWPG8Ne//pW8vDzsRXnIss/ollxO4oIMuFy+JW2TycQbb7xBQkJCk8OpKe/ucDjo378/gwcPblL6TCA423E4HOTk5DQbVvLWW29R9YfGti44hojrn2ZCn6YfektKSnA4HAwePPiEqst99913pKam8sEHH7TcWSAQqDBo1WbPl5uPNegjSRJ6vR6NRtPlHnCLiop48sknVW11Q026EiUlJej1egYMGCDyxf5AhJd0JF4vfD8NqF2+kkN74L5rBXqTL8GxoqKCn3/+Ga/Xy/XXX4/H46GqqgpJkujWrRuZmZmYTCb69O2Ho9+fqQxNQZJ8PwDnlvzGdwf3Az7h+pdffrnZuGy3201hYSFJSUn06NFD3AQCQQtYrVY0Gk2z3ui6VSFDr7ifbpEhJAY1/tPqdDqRJIlhw4adsFLQli1b2L9/P/n5+Sd0vEBwNmPQqQ3oanfDmO5jx46xfft2jEYjUVFRnTW0VqHVahvodF933XWnaDRN43a7KS8vJzk5mcrKSgwGQ5PheWcTXefx7QwgJydHWfKZM2cOE666kIyNG5T98zZXo398K49Me0ppKy4u5rrrruP+++/H4XCwYcMGxo4dS3JyMvv37+fCCy9kyZIlhF/8Z5wRqUh/yApGmbUEOfOU89x2220MHz682fFptVo0Gg0VFRVdLklEIOhqeL1erFZrs8bxokWLVBOgLiSGCH8txc7Gq7QZDAbcbvdJPfDOmjWL2bNni0qUAsEJYNSpDT+3V8Zbp0rl8ePH2bp1K6GhoQQFBXX28Jplw4YNDapUAuzZs+cUjKZ5dDod0dHRFBQUsGbNGn7++Wd279591mt6C6P7JPF4PKxatYrFixfzzDPPEB4ezsKFC1n76wo+W7aBg7baydev+wA8Hq+qjHtISAhjxozhwgsv5IsvvsDpdBIZGckjjzzCzJkziY+Px6mz8MU+dYnoZy4KVoniR0dH0xKSJBEZGUlJSQlr1649ZdqeAkFXx263s379egoLC5sMvzp8+DCvvvqqsm1KGoAuKIqt+dXsK2q6YlxbH3i3b9/ODTfcwKFDhwDffTxjxgxRyEogOAH0WqlBZGely6O81ul0aDSaU171sT45OTk89NBDqpU1gEGDBpGamnqKRqXG5XJRXl5OUVERVqsVm82Gy+UiKCiI6OhozGZzm3NYzjREeEkbmTdvHlOnTuXBBx/k7bffBuCyyy7D6/UyaNAgvF4v/fr1Iyb3Z26U/Bia8MdTtc7ETbM+4KbXuqm8XP7+/vz973/nnnvu4dFHH2XOnDmkpaUxdOhQ8vPzCQoK4s1VNuo8iDOiu4n4ID3l5eVKW1s8ZyEhIVRWVvLbb78xePBgwsPDT+5DEQjOIGw2G+vXr8ff35/IyMgm+3333XeKHq0hugcR1z+NJEkYNNA/uvH70el0Ehoa2upl1rKyMoYOHUp1dTXh4eHMnTu35YMEAkGTSJKEUafB6ap1iFVUezAbfeZQZGQkQ4cOJSMjg7KyMsA3v5pMJoxG4ykzGmVZbvDA/sYbbzBs2LBTasjW6HO73W7MZjPBwcEEBQVhsVgwmUz4+fmJsJI6CKO7jWRkZAC+QhngC9m4+uqr+e6779i4cSPHjx8nOjqa1PUF/Ncl8/EOF+PP1ZM0fAyGyB4cOXKEw4cP061bNxITE7Farfzyyy+sWbMGvV5PaGjDMvA7rbUebZNO4r6BvnjwXbt2Ke3du3dv03X4+fkpCibC6BYIfHg8Hnbs2EFAQECLMdd1Stl97wAAIABJREFUPU6BF/wJjcHX/9xIAyZd44uIbre7TYnLZrOZhQsXYjAY6Nu3b6uPEwgETWPQqo1uZx1PN0BQUBCXXnopFRUVOBwOSkpKKCwspLCwVoUsJCREqQ7dGej1elXRGajNEels3G43DoeDqqoqTCYTvXr1IioqSlS0bgXC6G4j77zzDn/+859VS7sLFixg1KhRavF3g5n/bHHxW46HIfFaknLWA/Dxxx/z9NNPM2PGDP7617+yfft2RY9bo9GowkRqCuLETv03+tA4ACq/eYEhL/7ObbfdRk5ODuBbDrvrrrtISUnh008/BXySZBdddBGzZ89usvS7yWTqEqVuBYKugizLVFVVtSp0o26JY62lVt0k2NS0V6eqqqpViiVVVVUsWLCAb7/9lsWLF3cp9QSB4HSnvqFaP7mypo/ZbMZsNhMZGUmvXr3weDxUVFRQUFDAvn37OjXJctq0aarthIQEBg4c2Cnv7fF4qKyspLKyElmWMRqNREdHExUVRUhIiPh9agPC6G4jGo2mQcKiwWBg1qxZ6gSBoAR+y/E9PWs1QEURAP/6178A+OKLL5g6dSpr167l999/B2gywUD21MaWHdnu67t27VqlTafT4Xa7lZjPurz++utNGt1Go5H8/HwcDgdms7m5yxYIzgpqkn9sNluLxRwCAwOV1x57AXAOAE3UwgF8Rn1rkrNmzJjBhg0b+P333/nhhx9UFWkFAsHJUd85XF9GsCm0Wi0BAQGYzWby8vIoLi7utNyKul72IUOG8Morr3SK3K/D4aCiooKoqCh69epFYGAg/v7+Z31s9okiHk/agcLCQm644QaeeOKJ2sbgBM6L9H28AQYJXBXgtHPrrbcCMHnyZLKyspg9ezbg8zoPGzZMdd6+ffuS3KOXyot25fjb6dmzJ1OmTFEMZafTSUREBOPHj1f66fV6UlJSeP3115sdu9lsZtOmTWd9RrFAUIPBYMDj8bTYz+msTW52l9VOiNpm5iJJklRFLZri4osvZtasWXz00UeMGjWK9957j3vvvVeVPC0QCE6M+rdoY57u5tBoNAwcOJDg4GCsVmv7DawZ6soBX3LJJZ1icHu9PuGHCy+8kP79+xMTEyOSIU8S4eluB+Li4hgzZgyJiYm1JZ2DElg8wR+vLNMt6I8buiSbWbNmMXPmTHQ6HX369KGyspIrrriCF198scEX+aWXXqJEF8Izy21K24233cWAJx8AfHHl8+bNU/Y99thjymuNRqOEmjSHxWKhpKSELVu2MHDgwE6NURMIuhp5eXlkZWW16I3euHEjW7duVbZN8WnKa00zE5Kfnx/5+fnExcU1e/5x48aptt966y127drF4MGDueOOO5o9ViAQNE/9udbYRqMbfCvF/fr14+eff26vYTXA6XTy+++/s3z5clatWqW0Z2Vlddh71sXr9aLX65usxitoO8LCagf0ej3ffPONujEgmpTQejdy8WGM0ecpm/PmzWP69Ok8++yzTT45VrjU2cr+egmn08lHH33Exx9/rLRbrVYKCgpanMzr4vV6qaiooLq6mqqqKoqKirpcIQCBoLM4duwYW7duJSwsDL1e32S/zMxMpk+friQ1WVLOxxh3jrK/pZXqEykpPXPmTEpKSpg4cWKbjxUIBGrqzrZhZgO6VoaX1EWWZQoKClq1KnYifPbZZ7z99tuN/l50ZEhLTV5LZWWlIptot9uFRGk7IYzujmLTfxu2GdUxoklJScycOROTydTkaXbk14Z9yF4P65d/z+Pz36OgoEDVb/To0cTGxrY4rJoqUdXV1Wi1WiIiIkhNTSU4OBij0dji8QLBmUhZWRk7duwgPDy82dWewsJCHnnkEUWuMzQ8Ar8rHlL1sRgan8CrqqpwOp0MGTKk1eOy2+1s2bJFGNsCQTvirqPBe02fmDYf73Q62bFjB1artYHiWHuQkZHBK6+80qA9Li6Oq6++msmTJ7fr+zmdTsrLyxVJwsDAQLp160ZISAgWi0WokrQjwujuCLJ+he31Qjv8wyBBPdnm5uY2G5clyzIrsmufcouX/pO3ty9T9UlOTuaRRx5h6NChTXrLq6qqKCsrw+v1YjQaiY2NJSoqisDAQBFOIjjrsdvtbNiwAX9//2bvB7fbzYwZM8jNzQV8GvtjHn6JVQ615OaF8Q0for1eL8XFxQwaNKjZ0BWXy6V42d1uN3FxcZSXl2O1WoW0p0DQDsiyTHlVrfJQgKntc+Dx48exWq3tvjLscrn44osvVKGhsbGxXHnllVx++eX07t273eOpy8rKcLlcpKenK0miQle74xAWV3vjroZvH2vYfuN/QF87Gc+aNYvMzEwmTpzYZLxUph3sVb4nT1n24ti9UtkXFhbGvffey9ixY5s1FLxeLyUlJaSlpREWFobFYhFJEALBH1RWVrJ+/XpMJlOLiUnz589n27ZtgE/F4KWXXuIjezzgW14OMmoYEOYlIVB9P8qyjNVqJSUlpdliO5999hkvv/yyov+t0+kYOnQodrtd6OkLBO1ERbUHTx1Pd4Cp6VCyxqisrMRqtbZ7IuPRo0d55JFHyM7OVtrMZjPz5s1r9nfjRHG73ZSUlODv78+gQYOEglknIYzu9ub3t6HooLqt55WQcqmy6fF4+L//+z9sNhvXXXddk6dan1/72lNejNfti68KCAjgyy+/bNVNUlZWRkJCAomJiW26DIHgbMBqteL1elucQKuqqvjggw+U7XvuuYfQ3oMpWFmb5HxVij+XhDtUx9XEfSYmJtKrV68mz19UVMTdd99NaWkpOTk5JCQkAPDDDz8IDVyBoB2xO9Xl3Vvr6fZ6vRw9epQ9e/ag0+lapbffWmRZ5rnnnlMZ3ElJSTz77LMdYnDbbDZkWaZ3797Ex8eLFe9ORHzS7UlxNqz6u7pNZ4Ib/qVqysjIwGazERcXpyqGUxePV2ZTHSUiqazWAo+Pj2/1U2lVVVWbkisFgrMFu93O3r17VXrbTbFu3ToloSk+Pp5JkybxTka5qs/F3U3gUBvdHo8Ho9FIampqs8ZzWFgYH3zwATk5OcTHxyvtwuAWCNqXMqdbtX282NlEz1qqqqrYuXMn+fn5hIWFtbuRunr1amUVDeDSSy/l5Zdf7hBj2Ov14vV6GTFihMjjOgV0OaNbkiQtsAk4JsvyGEmSkoCFQCiwGbhNluWuKVa7+jVw19O7vvpV8FcnWsyfPx+A4cOHK4kL9fnxYAXOOknRMdoyjv7xui1PvpIktVjkQyA426iqqmLTpk34+flhMBia7SvLMv/5z3+U7fOHXszzq0vZXVjrMTsnXE+0RUe+2uZGp9NRXV1NZWVlow/KJSUlfPHFF2g0Gm6//faTuyiBQNAiGdnqKswbDxc121+WZTZt2kRpaWmHqXvVLXwDsGLFCqZPn86LL77Y7mEsGo0Gt9tNfn4+UVFRwvDuZLqiG+URYE+d7b8Db8iy3BMoBu48JaNqCacddnyubjtnLAy4TdVUUlKiLFNfd911jT7JZpW4mL+9TNXWP7TWAm+rES28ZQKBmgMHDuDxeFo1oWVlZbF7924ANFodm8OvUBncAFemNH4el8uFyWRqMvt/27Zt3HXXXfz1r39t8gFcIBC0D/vyynju612qtiHJYU309iFJEqmpqRgMhlYVtjoRxo4dy4QJE1QJjKtXr+4wDfDQ0FD27NnD8uXL2bZtGyUlJR3yPoKGdClrTJKkeOAaYN4f2xJwGVBjzX4AXH9qRtcCOz4DVx03V0As/Gl+g3qz8+fPp6KigpEjRxIbG9sgS9jp9jJ7TTF18jzoF2UgUFPr3G/rk68wugWCWmRZJicnp9W6szZbbdy2Lrw7mgB1QmNcgJZhCY3LfpaVldGtW7cm78Fhw4Yxfvx4/t//+38dpvcrEAigzOni7gWbqHZ7lbYIi5H7L+3R4rFhYWGcf/75HVa5Wa/XM336dL788ktV+5IlSzrkYdxgMBAeHk5ERAQ2m43169erKuwKOg6pK3lXJEn6HHgZCACmAVOAdbIs9/hjfwLwgyzL6Y0cezdwN0BUVNT5CxcuPKmxlJeXt74KkywzcNOjWByHlabD3SdyOOnmBl0fffRRtm3bxrPPPssFF1yA1+tVTcj/3aOO5fbXwewh8P233/Dvf/8bgDFjxnDfffe1YlgyXq/3pMJL2vQ5dCBdYRxiDD4uvfTSbKDueuh7siy/V7PR3vdic5zI5yHLMmVlZa2Kl8yrkJn76yHWvf2Ir0GrJ/6+99Gag5GAi6LhTylg+KP2u9vtVp3X7XZjNBoxGAyKatCOHTvYuHFjp1SW7Arfl/p0tTGdzuPpSvdiR9Be/xtZlvnn1ioy8msfbDUSvDTMRLS5ZXm8moIx1dXVHZ50uHz5cl577TVle9SoUTzyyCMdqjpW87ul1+vRarWd7qjravfgidDSvVhDl4npliRpDFAgy3KGJEkjapob6droU8IfF/cewMCBA+URI0Y01q3VrFy5klafI2cjrDpcuy1pSBz3LIlBDRMYX3rpJX744QceffRRXC4XmzdvJiIiAoBfsyvZZK1dvpKAv14aRlywXpUM6Xa7WxVbZrfbiYiIID29wTNKq2nT59CBdIVxiDEoFMqyPLCpne19LzZHWz8Pp9NJRkYGfn5+zRa1cLq9LNrt4Jv9Dtx+yehC43HbjoLHRcXB9Zx38WgeHxJMXKBabqwmTrKGGlkul8tFSkoKZrOZMWPG4HA4uOWWW7jyyivbfM1toYt8X1R0tTGd5uPpMvdiR9Be/5t5qzPJyN+jantjQj+u69e8yIAsyxw7doy9e/ei0WiIiYnpcIP0kksuYd26daxduxaAZcuWcfvttzerfnSyyLKMw+GgsrJSMcAjIiKIjIwkNDS02QJ+7UFXuwdPkGbvxRq6jNENXARcK0nSaMAEBAJvAsGSJOlkWXYD8cDxUzjGxsmoV32y55XQiMENvsqRo0ePBqC62hcyIssy1goP/95sV/W9pjskBfsm9bo3ut2u7tcU1dXVQttXIKhDXl4edru92WTkogoPM1faKHD4vGKSJKEPT/AZ3cDwGJg5KrxVniedTkd4eDhut5tdu3ZxwQUX8Morr3D06FEuu+yy9rkogUDQJFtzSnj5+72qtj+dH9+iwQ2+hOtt27YRFhamFK3qaLRaLa+99pqqcm1Lyd4niyRJWCwWxdvs8XgoLS0lMzOTfv36kZyc3KHvfzbRZYJ9ZVl+WpbleFmWE4GJwHJZlm8BVgB/+qPbZGDJKRpi48gy7P5G3ZY4rMXDvF4v+/fvR5ZlJEnix0OVON21TvxxqWZGd5f+eAuZjz/+WNnXvXv3Vg5N7rQfCoHgdKA1S6fvbytTDO4aNIbaREjrvow2L/XWLN2aTCaMRiMTJkwQ96ZA0An8e9UhPHXCaJPDzfz9xj6tOtZgMGA2m/F6vS13bkd0Op2qcm1nF67RarVKAnhHKbacrXQZo7sZZgCPS5J0EAgD/tNC/86lJBuq1UojdLuw0a55eXm89957LFy4kG3btpGTk6OEluwtrE2UjLVomXBubXzTL7/8oqgnGAwGbrnlllYPT1SfFAhqaam88fEyN+uP1iYU6TUQZdYy6+7xSttvv/1GcXFxY4c3i9FoZNmyZdxzzz2cf/75FBU1L1UmEAhODlmWWZ9lU7V9ds8QtJqW50VZltm7dy+VlZUd7mlujNjYWOX1sWPHOv39dTodWq2WjIwMysvLWz5A0Cq6UniJgizLK4GVf7zOBAafyvE0S97Ohm3RjcdQZ2Vlcc8993DOOefwxhtvKEvcLo9MZnGtBFl6pAFdnR+FxYsXK6+vueaaJgvq1EeWZVwuV8sdBYKzhJa83F/vd1DXp/X0sBD6RBqAcDQajeLxcrvdjR7fHEFBQVitVsaNG4efnx9hYc1LlQkEgpMju6gCm6OOQyvIRHhA6+KTS0tLOXz4MJGRkZ3uvLLZbOzZUxuD3tme9hrCwsIoLS1l9+7dDB7cdc2w04nTwdPdtcmvZ3SbgkHXuNh8amoqkiRx8KC6THxWiQtXnXsqol42dVJSkvJ65cqVrfayBQYGsnXr1g7TFhUITjf0en2TElzFlR5WHK5UtlNCdPSJ9KmOrF27Vpn4zGbzCeVKeL1ezGYzb7zxBgMGDFAqXAoEgo6hfiGchy7v2epjq6qq0Gg0nW5w79mzh5tvViuftWfJ+bbgdrtxuVxK/png5BFG98mSt0O9HZrUeD8gJCSE9PR0XC4XO3bUHre/SO2NDjSo/y333HOP4hUvLi7mlVdeadXQTCYTZrOZDRs2UFZW1vIBAsEZTkBAAJIkNaqJ/e2BCupI+HJDqkWZcL/++mulfezYsW2eiJ1OJ1arld69e/P888/z6KOP8sADD5zYRQgEglaRcaTW6DboNIwb0HLyZA1Op/OU1Lh49913VaFnN9xwg8rx1hmUlZVRUFCA3W4nMTGRvn37dur7n8kIo/tkyduu3o7t32z3YcN8SZYHDhxQlqj3FqmfIgfHqT3lAQEBzJw5U9levnx5q71kfn5+GI1GNm7cKCreCc56KioqGjW6K11efjpUoWxHmbWq+7DuQ2tiYmKb37e0tJTo6GiSk5N56KGHSExMZNKkSW2/AIFA0GoyDtca3X3igjDqms7pcLlc2Gw2Dh48yJo1a9i1a1e7l2BvDQkJCartH3/8kTfeeIO8vLxOeX+3201paalPtUmvp6Kigvz8fPLz8ykpKcHpdApb4iTokjHdpxXOevJ9lc2HcqSlpQG+cvDl5eUEBwdzvKzWANBKEGhs+MMwaNAgJElSCt60lBBWl+rqamJiYkRSpeCsJj8/n82bNxMQENAgMeqI3U1FHfWgfIeH7BI3ySE+hZG68dfz5s1j+PDhbcrqj4iI4LfffqO8vJy0tDT27NnT4dq3AsHZTlZhbZXo9LigRvvk5eWRmZmJ3W5XFL/8/f1PmWrHww8/TFxcHB9//DGyLFNZWcnHH3/Mp59+ypgxY5g2bRp+fn4tn+gE0el0xMfHA74HEbvdTlFRkSqPpUZiMCAggODgYMxmM35+fphMJlEBuwWE0X2yxA+Cg8tqt3d/BY5XwNx4zGeNl6ygoEBJcowP1JFd6vtCe2QodnoIMamN6ry8POXpMjIystXZ1B6PB7fbLXQ2BWc1drudzZs3ExIS0qhUX7cgHf56iQpXreH9c2YFd5/vm6hvvfVWVq5cidPppLCwkAcffJC5c+e2OtZyxowZrFixgpdffhmHw4FOp6Nbt27ExMQQGBjYPhcpEAhUWIw6bBW+leQD+eoQS7fbzb59+8jOziYoKEhREjvVGI1GHnvsMYYPH86rr77KoUOHAN9cvmTJEhISEpgyZUqnjEWv1zf6eynLMtXV1RQXF5Obm6vYJhqNBovFQkhICMHBwfj5+WGxWDq8iufphHgkOVmGP6Helj3ww/QmuycnJ+Pv709YWJjyRU0NV3+p19WRLKuhrmRQXSmhligvLycmJqZDn4wFgq6M1+tl69atmM3mJrWx/XQaRiap75Hlhyspq/YFeaempvLqq68qk0dWVhbPPPNMq8eQlpZGUFAQTqeTyMhIAgMDOXLkCGvXruW3334jPz+/0ThzgUBw4oQH1Dqn1h4qwu3x3c+yLLNjxw5ycnKIjIzscqtObrcbg8HQaAGtrqCbLUkSRqMRi8VCeHg4ERERREREEBoaiizL5Obmsn37dn799VeOHj16qofbpRCPHydL9wshcTgcXl3btusruPJlCGgo7ZeamorVamXjxo1KuEfvMLXXenNuFVf3UIvhn6jRbbFYyM3NpVevXsLwFpyV5Ofn43A4mq1CCXB1DzPf7q9QJANdXliWWcG4VJ9m/oUXXsjUqVN59913AdiwYYNSMrkpXnjhBRISEhg7diy33nqrYvTrdDqlDH1FRQWbN29Gr9eTnp7eaklQgUDQPBEBRvbn12pMF5ZXEx1k4ujRo+Tm5nYJA7YuBw8e5O2332bbtm2NamOfd955XHHFFadgZK3D6/Uiy7Ly5+fnR0xMzKkeVpdCeLrbgxFPq7dlL3z/ZJPd9+zZQ3V1tVJlqnuQDl2d/0RWSUMN4OzsbOV1W4xurVaLTqcjMzOz1ccIBGcSubm5rUqIijRruSBe7fH6Zp8Dl7c25KR+AlFzuRUFBQV89dVXzJ07l4CAAMXgzsjIYN++fUp4mb+/P5GRkYpEmUAgaB/CLWpRgjy7kyNHjrB9+/Yup5N/5MgR7rrrLtauXdvA4JYkiUGDBvHyyy+3KZ+ro/B4PDgcDoqLi7FarVitVgoKCigtLcVgMBAXF0efPn248MILMRobl1A+WxGe7vYg8aKG3u6iA412tdlsHDt2jLi4WukinUYiMUjHwWKfsV3i9OKtM7nv3LmTzz//XNlui3xQTeKlzWbD6/WKSV1w1uF2u1sdujGmpz+/1wnvslfLbDjm5KIE3ypRfW/5okWLGD9+PI0RGBjI7NmzKSgoUE08s2bNoqCggCVLlii/A0uWLGHfvn2EhIS06JEXCAStI6Ke0b1qw1Z6+lUQHh7epeKMZVnmqaeeUhnbkZGRDBkyhCFDhjB48OBTptXdGIWFhVgsFhITEwkICMBkMmEymYSB3Qq6zrfudOeSGWqju6LxEs82m423336bVatW8Ze//IUrr7wS8BXEqTG6ZaDGuWa1Wpk2bZoiTp+cnMzFF1/cqiHVSCDFx8eTmpp6RhncLpeLo0eP4nQ2jH/vKIKCglRVwk4FnTkGk8lEfHx8k3HQpwvp6emsXbsWl8vV4rX0DtMTbdaS56g10nPstStPY8aMYcWKFaxe7bvXf/jhhyaNbpPJxMiRI1VtXq+X3r17ExgYqFraXrNmDStWrKB3794MGDAAk8nEY489xhdffMEHH3zApZde2ubrFgjOdvwMaq9wWZWbqMSuFVICPjWz/fv3K9vTpk1jwoQJXVZxLCwsjKKiIqVQWFfwvp8uCKO7vUi4AJDwmcxAeQG4q0Gnjte2Wq1UVlbicrlUT4UHbLUFcoxaSSkD/+KLL1JYWAj4PGevv/56q5I+ysrKqKqqol+/fmekXODRo0cJCAggMTGx066trKyMgICATnmvUz0GWZYpKiri6NGjnV6Yob2p8Wi15nsiSZJKOhAguI6SkEajYcCAAYrR3daqkhqNhjfeeKNB+/XXX0/v3r3p3r07Bw8eJD09nc8//5yjR4+yfft2YXQLBG1ElmWO5FlVbaGWrpnXVN8ZcPDgwS49Z+t0OoKDg9m6dStGo5GUlBRiYmJarap2NnPmuD5PNToDWOouC8tQdrxBN4/Hg81mA2pLuzpcXgorakvh9Y2q/eLWjcW+4447FP3MlqioqKB///7ExsZ26Zv3RHE6nYSFhZ2R19YVkCSJsLCwTl1J6AhkWWb//v3Istyq5WSn24u9yqtqC/er/Zncu3cv//73v5Xt9PT0No+poKCAlStXsnPnTqUtPj6eTz75hBdeeIHc3Fy8Xi8HDx7kf//7Hw8++GCb30MgOJvxer3s2bOH41Z13Qx/fdebLyorK7nzzjtVbV0plKQpjEYjkZGRSvG9gwcPnuohnRYIo7s9CaxXYrb0WIMuSUlJ5OTkACgGdGaxugz8Jd1rn8brZiqvWLGi1UMxmUwqxZMzEWFwdyxnwueblZVFdna2ohTSEtYKb4O2cH+fp/v48eM8/vjjyoNIXFxcm0q51yRhrl69mmnTpvHll18q+0JDQyktLcVmszFgwAA0Gg1Go5FbbrlFLN0KBG2gsrKSbdu2cfjwYVwatefVX9/1TJ79+/crWtwAV111FVOnTj2FI2o9TqeT0tJS+vXrR+/evU/1cE4Lut438HQmqJ7RbW9o9Or1esrLyxWtboBDNrXR3SO0dqlpwoQJiodu27ZtHDjQeIJmfQIDA8nLy1OVrxa0P3l5eUycOJGUlBTS0tIYPXq0Epv3xhtvYDKZKC2t9bZUVFRwyy23cN5555Gens6wYcNUyTNbtmxBkiSWLl3a7Pv+4x//IDU1lfT0dPr27cuCBQs65gJPY/Lz89m7dy8RERGtfoAocKiVg+7sF0CowcO8efMYP348BQUFgE+K88033yQkJKTFc5aVlfGPf/yDqVOnIssyKSkpXHTRRfTq1UvpYzab+fDDD9m1a1eXU1UQCE4Hqqqq2LdvH6tWraKoqIioqCgcLnWoWFfydLtcLr7//numTZuman/ooYdOm4RErVaLJEnk5ORw7NgxJfdM0DQiprs9CawX+rF9IfRRJ1lt2LAB8Hm5awyBzDoSgUFGDWF1lrP9/PwwGAxKCVaHw0FrkCQJrVaL1Wo95XHIZyqyLHPDDTcwefJkFi5cCMDWrVvJz8+nV69efPLJJwwaNIjFixcrFcTmzJlDVFQUO3bsAGDfvn2qeL5PPvmEYcOG8cknnyhJtvX517/+xbJly9iwYQOBgYGUlpby1VdfdezFnkbIssyxY8fYvn07ISEhbfIU1/V0y7JM5YHfufWJtzh+vDZUTKvVMnv27FbHuhsMBhYvXkxVVRWHDh2iX79+zJkzR3kPu92O0+lk0KBBrQ4fEwgEteTl5bFjxw68Xi+hoaHKPV9T3KoGo/bUGd1er5cDBw6QkZFBRkYGW7ZswW63q/qkpaWdotGdGHq9npCQEIqKiti8eTNJSUn07dv3VA+rSyOM7vbEVK+c8/HtyktZljl48KCSgJWQkKDsqyMDTH2H3JIlS6ioqAB8JeT79OnT6uH4+/tTUFBwdpSAf/+atvXXm+DWLxq27/wCNv4Xbv+uxVOsWLECvV7Pvffeq7T169cPgEOHDlFeXs6rr77KSy+9pBjdubm5dO/eXelfd0lOlmU+//xzli1bxvDhw3E6nY0mzb700kusWLFCKR8eFBTE5MmTW3XZZzrV1dXs3LmTvLw8wsLC2iwLFmLyPfC6inOxLf0nL2dvU+3v2bMnM2aLvKuMAAAgAElEQVTMUP7PrcFoNLJ06VLWrVtHeHg44JuAS0tLcblcxMbGkpSUJMrBCwRtRJZl9uzZQ1ZWFmFhYQ0SEi16DeBTIjLrJfSdbHR7PB6+/fZbVq1axZYtW5pceTYajYwdO5apU6cqDrauhizLuFwu1Z8sy5hMJnr37k1ERIRw8LUCYXS3J+4q9ba+dolo165d5OTkcPHFFxMQEKBaQo4LqPXElTi9WB0eIi06xQir4eabb26T7J/JZKKwsBCPx3Pmx4Vmr2lbf4Ol8Xb78Vafa+fOnZx//vmN7vvkk0+4+eabGT58OPv27aOgoIDIyEjuuOMOrrjiCj7//HMuv/xyJk+eTM+ePQFYu3YtSUlJpKSkMGLECL7//nvGjRunOm9ZWRllZWWkpKS0/lrPEioqKsjIyMDpdJ5wpbkB0UaCNVXsXPgMHnut8kFQUBD33Xcf119//Qnp+1osFkaOHInb7aaoqAiv10u3bt3o1q0bFksT30WBQNAsLpeL7OxsoqKiGg0h6xtt4OAfOVMOl0x5tZcAQ+dE1Xo8Hp577jl+/PHHJvtERkZy4403cuONNyrJk/n5+Z0yvvrIsozb7aa6uhqXy4Xb7VYVA5MkCX9/fywWCxaLBbPZTGBgIBaL5YzI/+kshNHdnnjUsdnofF5Kp9NJTk6OEltav6JkXID637C9oJqRFh05OTlK0qXZbOaaa9rmzfV4POj1enFDnAIWLlzI4sWL0Wg0jBs3jkWLFvHAAw/Qr18/MjMz+emnn/j5558ZNGgQv//+O+eccw6ffPIJEydOBGDixIl8+OGHDYxuWZbF/7MR3G63ErrV2qTJxtBrJYJ2f1lrcEsawgdew4xH7uPS1JMrWuN0OtmwYQPnnXceF198caukPwUCQdPUSHY29Zs4MMbIF3tqQzIzcqsY07NzzJ7XX3+9gcEdFhbG+eefz4ABAxg4cCDdu3fvEr/npaWlOJ1OAgICFIPaYrFgNBoxGo0YDAYMBkOXGOvpjjC62xNPPU+3zqdCUpMo19QXNj5Q/W/Yb3MxMhk2btyotF1wwQVtnqTtdjuJiYlnVFGcJuk+rG399U18loGxrT7Xueeeq1qJqGH79u0cOHCAUaNGAb6Qh+TkZEXpwmKxMG7cOMaNG4dGo+H777+nV69efPHFF3z99de8+OKLik52WVkZDz/8MFu2bCE2NpZPP/0Us9lMZmbm2RE21EoKCgqorKw86WqOTqeTTcsWK9thVz+M+byRfJ0tMaL3iT/wyLLMnDlzWLRoEXfffXeDojkCgaBtVFdXk5mZ2aw2dEqonkCjRpEB3ZxbxZie5g4fW1lZGYsWLVK2r732WiZNmtRljOwaZFnGarUSFhbGBRdcgNnc8Z/N2Y4wutsTT73MXYM/4Ks2VTfWbOvWrSxatIgRI0YwatQoYgPUoR85pT6P+dq1a5W2YcPaZlTWLBVFR0e36bjTllbEYLeK9Bt9f63gsssu45lnnmHu3LmKxNPGjRt58skn+ctf/sLTTz+t9E1KSiI7O5ujR4+SlpZGSEgI1dXV7N69mxEjRvDzzz/Tt29flWrJ5MmT+eqrr3j//feVtrKyMp5++mkeeOABPv30UwIDA7Hb7SxcuJC77767fT6D0wy73c6OHTvaRdt25cqVSg6FLjQOc/rlAByxe9iUW8Wg2BPzTnu9Xm644QbAl/QlEAjajizLlJSUcPToUY4dO6bUE2gKrSQxINrAymyfzOeugmoc1R7Mho4Nt1y+fDler8/Qj4mJYebMmV3W+SVJEna7HavVil6vFwVuOhhhdLcn1fWURf7wdFdVVaniQPfu3asYV6NGjcKk0xBgkCir9sVPWSt8wv779u0DfBnCw4cPb9NQrFYriYmJIrGhA5EkicWLF/Poo48ye/ZsTCYTiYmJrFy5knfffVfV94YbbmDhwoXExMRw3333IcsyXq+Xa665hhtvvJHbb79dMcpquPHGG3n33Xe57bbbVO333Xcf5eXlDBo0CL1ej16v54knnujw6+2KyLLMpk2b8Pf3P+nJQpZlvv76a2U7qv9IlVdq3hY7fSKNGHVt91RptVpCQ0OZP39+A8UCgUDQNFVVVYpRmJeXR1VVFUajkbCwsFYZsufHmBSj2y3DAz8U8q9rIjDp2t8IPnDgAN9//z2fffaZ0jZy5MgubXBHRETgdrvZt28f+/fvJykpiW7dup02soWnG8Lobk9y1UoHhPmW/z0ej2ryHjJkCADr16/H6/Wi0WgINmkoq/ZlWTvdcoObtjV6wDWUlJQQHh6u0gEWdAyxsbGq/1VTvP7668rrSZMmNdg/f/78Bm3XXnst1157bYN2SZJ48sknefLJJ9s22DMMl8tFRUUFfn5++Pv7n/T5PvroIyUuHGDKn8byv8O1+wsrvHy0w84d/YPadN6VK1dy0UUX4fV6kWX57Fl9EghOkLKyMqxWKw6HgxUrViDLMgaDAYvFQlBQ2+6//tEG/PUSFX9odpdVy/xni50HBp38ypgsyxw6dIg1a9bwww8/qIrcgE9xrH61ya6ITqcjPDwcj8dDVlYWhw4dIikpiZ49e3bZB4bTFWF0txdV5WBT33D08MX0yrKsygLu3r070dHR5OXlsXbtWoYPH47FUCtt5PLI/Prrr0r/q6++utXDcLvdeDwe+vTpc+YrlgjOag4fPozH42nzJNwYX331laKdDTB27FiuH9idrY5idlprw8a+O1jJBfF+nBvReq/6iy++iE6n45lnnhGx3AJBE3i9XoqLi8nMzKSwsFAx9iIiIk7qvH56Dbf1CeDfGbUrTMsPO7kqpZqU0LavjuXn57Nhwwblr6ioqNF+8fHxvPbaa6eNOpHT6aS8vByv16t4uevaLYL2QRjd7UXeDqj/Be3m82hHRkaSm5urhHpIksTEiRN58803mT17Nv379yfQWPs06ZZ9esCbNm0CYNWqVQwdOrRVw9BqtbjdbsrLy8XykOCMpbq6mkOHDp2QfF99fvzxR1544QVlu1+/fjz11FNIksR9AwN57KdC/liEAmDO+hLmXBWOXyuWp51OJ9deey0//vgjKSkpSm6HUKERCNTs2rWL7OxsAgIClITo9pLPG5nkx6rDlewtqlUYe/X3Et65OgKtpuX78NixY/z4448sXbqUzMzMJvsZjUZGjBjB1VdfzZAhQ9rl96m98Hg8ihRgdXU1Ho9HtT8gIIDevXsTFhYmZAA7kK7zjTjdyd2q3tb7g79Puqwm0aPuRDtx4kR++ukndu/ezdtvv03wqPtVh988aYpidH/99dfceeedrVJmkCSJoKAgdu7cyUUXXdSlbnqBoL2okQo7Waqrq1WhP6mpqbz22mvKA2u0Rcef0wOYv622qEVRpZcF2+zcc37Ty9NutxubzYbZbOaFF17gnXfeUZQBnE4n5557LldeeSVz5sxpUNBDIDgbiYuLIycnp0MUNDSSxL0Dg3jip0I8f/jGrBVevtxbzk1pjec9ud1uvv76a7777ju2bdvWaB/wafgPHDiQ4cOHc+mll55SBRC3243T6aSqqkpJ5KyxO3Q6Hf7+/oSEhGCxWJQ8mBpJQPE71DkIi6y9OL5FvR1cW3XQYDAQFhZGZWWlEnuq0+l49tlnmThxIt988w1Tr7pPdXjSuecTFhZGUVERLpeLTZs2MXr06FYNxWQycfz4cWw220lLqAkEXZFjx46h0WiUieVEWbx4MTabDfCtSL3zzjsNwlVG9/Tntxwn+221XrKfMp1cGF9Fn6jGV5NKS0tJTk5uNCZy+fLlZGZmsmHDBtVEd/z48QYa/gLB2YLZbEar1XbYKlBCoI4bUs18Xke3+7PdDkYk+hPh3zAUc86cOXzyyScN2g0GA/369WPw4MFccMEF9OrV65SEctYY2E6nU/kdNBgMhIaGEhISgp+fn0pjWzjgugbiv9BeFGert0MSVZsVFRUYjUbKysqw2Wx0796dHj168O2337Ju3To8JvW/YtWvq5VYMZ1O16ay0zabjZiYmGallASC05Xi4mIOHz5MZGQkBQUFJ3yezMxM3nrrLWV7/PjxjcaHayWJ+wcFMW1ZIe46Nn52qatRo7tGrjMiIqLRJKSrr76arVu3Kiom2dnZ3H777fz+++/8+uuvDBo06ISvSSA4HamoqGDfvn1IktShiXs3nmNhbY6T3HJfaIVXhiX7yv8/e+cdH1WV/v/3nZZJr6TRQg8QIECQDhGQJihFBF0UxL6srroi4rr8xAKirIq7LHZBvi6gslgQC1UIvYUQSighgUAqaZNJpt/fH0NuMmTSJ8mQzPv1mhdz79x75kyYM+c5z3mez8NjdpKj09PTbY6HDh3KhAkTGDlyJO7u7g3Wx5qQlpaGWq3Gz8+Pjh07Sp5rV0ip8+NKS3UU3reUne44UnpqMpkoKSnhjz/+YOrUqbzyyitSPFVoaChTpkyhd0hZQocoiqz7rExybtq0aTX2gOXn5+Ph4UGfPn1ciZQumh1ms5lTp07h7e1db2/Y+++/j15vLWjVqVMnqRqoPdr6KJjY2VYhpXMlSVg3btygXbt2lSoOCYJAnz59JBlQX19fdu3ahY+Pj2tnykWLwmQycf78ef744w9yc3PrVU22JqjkAjN72iY27kopwWC2zcfS6XTs3r1bOu7cuTMrV65k/PjxTW5wA1LZ+9zcXDIzMxFF0WVw3ya4jG5HEdTN9rggTXqq01k1QleuXEl+fj6enp4VtHq7BKjoEmDdajYVZJJ77TJgDRWpqeSQKIoYDAb69evnis9qJDIyMpg1axadOnWiR48eTJw4kfPnzwNWo06tVlNQUCBdX1xczJ/+9Cd69epFVFQUw4YNkyqWApw4cQJBEGyK5NhjxYoVREZGEhUVRZ8+ffjqq68AiI2NJSYmRrru6NGjxMbGOvATNy1arRatVltvicBjx45x4MABAGQyGW+++Wa1FV/v6mj7ntuTiytcYzab8ff3JzIy0u6iwGKx8NlnnzFhwgTpd8HPz4/Dhw+TlJRE+/btK9zjwkVzRafTcf78eYKCgvDz82uU5L1+YW7Iy72NzgQH0nTScWpqKvPmzbO5Z/LkyQ3er9qgVCpxd3eXKhfn5+c3dZdc1BCX0e0oWt1idOecl56aTCYAyau2bNkyu16wu7tYJ3VTflnFusjIyBqHiej1enx9fZ1iJd4SEEWRqVOnEhsby6VLlzhz5gxLly6VMu7Xr1/PgAED2Ly5rKz4ypUrCQkJ4dSpUyQmJvL555/bLJDWr1/PsGHD7MYSlvLRRx+xbds2Dh8+TGJiInv27LGRdsrKyuKXX35pgE/c9BgMhnpPzKIosmrVKun47rvvpkuXLtXeF+6toFdwmXd7/1UdRYayeBONRoNMJiM6OrrS+EmZTMaqVav49ddfbQrxDBgwwCEVNV24uJ1QKBSo1WqMRmP1FzsIT6WMHrdIfl4rtL7/oUOHmD17tuQ4AXj88cd58MEHG61/1WEwGMjMzEShUNCvXz9Gjx5Nx44dm7pbLmqIK6bbUQTdUogm+5z0tNToLg0pqSzsY1AbNX4nNWjKGd2BwWE17oLBYGh529Ov1V+juer2Cyp9adeuXSiVSp566inpXGns/aVLlygqKuLdd99l6dKlzJ07F7DGCZb3ZnbrVrZYE0WR7777jm3btjF8+HB0Op1d7+vSpUulcASwhifMmTNHen3BggW8+eabtdJ3vx2wWCycO3eu3l7ugoICEhISpOMnnniixvfe1dGdU1lW3W6DBfakljCwjRo/N4GSkhLc3d1tKmOmpKTw4osv8umnn0oL7cWLF1NYWFjjxGgXLpojmZmZJCQkIJPJGj00IibcTRrHAP3Drb+zH3/8sY0y0qJFi5g+fXqj9q0qiouL0Wq1xMTEtLy5vpngMrodRVAXQABuehzzr4KhGFQekmeudDIuKiqy69VSygTGdfLgo9/LksMumgJqnM2t0+kaPCbORRmJiYn079/f7mvr16/ngQceYPjw4SQlJZGVlUVwcDDz5s1j7NixfPfdd4wePZo5c+ZIXtZ9+/bRoUMHOnXqRGxsLFu3bmXatGk27Wo0GjQaDZ06daq0X4MHD2bz5s3s2rVL0oZvDhQWFqLRaOo92bi5uaFQKKTFcG1Cse4IV+OtKkRjsI7zNSc1fBGvoWcrJdPbW2h/i+2wYsUKNm3aRGRkpKQFPnXq1Hr1vyEwGo2kpaVJIS8Nia+vL2fPnm3w96kpt0N/1Go1bdq0aVZhgydPnsTb29tmkdpYxIS58WV8mQzo9uQSugWqCAsLkxbkbm5uNqF6zkBxcTEREREug/s2xmV0OwqFGlReYCgdyCIYikDlgaenJ6Io0rVrV7Kzszl79ixt2rSx28zYju6sKigrCFDkFsT3SVqmRlZd1Uqv16NWq12D0UnYsGEDmzdvRiaTMW3aNL799lvmz59PdHQ0ycnJ/P7772zfvp0BAwZw4MABunfvzvr166VkvlmzZrFu3boKRndNF2Cvvvoqb775JsuXL2+Qz9cUaLVah8R8uru706NHD2lyvXjxIkFBQTW6VykXuDPCnR/PW+O5S/OvErONnM6GQSElRPYrJtzP6o2fOHEiKpVKSpp0VtLS0vD29iYiIqLB42o1Go1TLQadvT+lcbtpaWl06NChCXvmOEol7ppKxi7US0E7HwVXCq0L750pJXQLVDJ58mQpn0av1/PAAw/w/PPPM2PGjCbp560EBARIxXlatWrVZIsWF3XHFdPtKIpzyxncNznzA2D1UqjVarp370779u0rVIIqj59ajo8+WzpW+IXw9akiUvMNld4D1i3zyMhIl2JJI9KzZ0+OHTtW4XxCQgIXLlzgrrvuIiIigg0bNtjEaHt5eTFt2jT+85//MHv2bLZu3YrZbGbTpk28/vrrRERE8Mwzz/DLL7+g0Wh45JFHiI6OZuLEifj4+ODp6VllVTSAUaNGodPpOHjwoMM/d1NRWFjosAmmfIjP9evXa3XvjB5edPKvaCyIwIFMGPHOLt76+Qx5WgMTJ07kvffeY9y4cTYJtc6GTqcjMDDQVYXOCREEgcDAwEbZhWgsMjIyMJvNDSoPWB0PRNk6sj49Xshlr55Me/gJaR41GAwsX76cX3/9tSm6WAGZTEZgYCDXrl3j8OHD7Ny5kwMHDpCSkkJBQUG96xa4aHhcnm5HceNixXPeodJTPz8/Zs+ebRP/aw+z2Uz+9cvSscIvHBF4fU8eqya2Qm2n9LRer8fDw4OQkJAKrzV7qoi5bmhGjRrFK6+8wqeffsrjjz8OwJEjR3jppZd47bXXWLRokXRthw4dSE1NJS0tjR49euDv74/BYODMmTPExsayfft2+vTpY6NaMmfOHL7//nu+/PJL6ZxGo2HRokXMnz+fjRs34uPjQ2FhIRs2bKgQm/z3v/+dp556qtkk2dy4caNahZGaUt7DVj4JtSZ4KGUsGxXItsslbDxdRKHedqIzWeDTvZf578ErPBnbiUeHdcBNDhEREbRt25a4uDgpHt+ZcBnczktz+b/R6XQkJyeTkpJSqaRmY3FHazX39/DkmzPWYjkmEb47q8Wj7T2899EwVr37ppRQuWTJEiIjI4mIiGjCHltRKBRSeKooiuj1es6fP4/ZbEahUBAaGkpISAi+vr4uGUEnxOXpdhS5lyqeCyiLu63pij45OVlK5JB7BSD3tiqX5OtF/nXYvoFZUFBA165dm9Rr0BIRBIHNmzezbds2OnXqRM+ePXnttdfYvXt3hbjdqVOnsmHDBi5dusTIkSPp1asXffv2JSYmhunTp7N+/foK90yfPp3//ve/Fd736aef5s4772TAgAFERUUxcuRIu8mFEydOpFWrVo790E1ESUkJGo3GYZOIwVC2c1QX77lcJjC+kwf/nhDE1EhPlHaGntZo5r1t5xn+zk6+2Lofg8GATqdzSoPbhYuGJjs7mz179pCWlkarVq2cIixiRg8vBrW2/U0pNsH6jCDe+/dqKZzHaDTyxRdfNEUXq0QQBNRqNYGBgQQHB+Pr60tOTg7Hjh1j165dHDx4UKq468I5cFlpjuKGPaO7LP5OoVBw6tSpaqWRTp8+LT3v0MVW6/fgNT1/pNpqAxuNRtzc3Fyx3E1EeHg433zzDZcuXeL06dP8/PPPiKJIZGSkzXXvvfceCxcu5OGHHyYhIYFTp05x+vRp3nnnHQRBYM2aNRV2Qe655x670n+CIPDSSy+RlJREYmIiJ06cYPbs2QDs3r3bJvnn2LFjNkUebldyc3MduqgsTaIEWwO8tngqZczu5c2H41sxvJ19L3yu1kihWwi5ubn8/PPPgNUASUpKQqPR2L2nJSIIAg899JB0XFrVc9KkSQCsWbOGv/zlLwC89tprCILAxYtlO4zvv/8+giBw9OhRwLqzkJOTA1Sup2+xWFiwYAFRUVH06tWLAQMGcPly2U5jeQ4fPsyIESPo1q0bkZGRPPbYYxQXV9Rqd1ERvV7PyZMn8fLyIjAw0GkcRDJB4Jk7fOngZ7vpn15k4dNEE3//xz+kc1u3buW7775r7C7WCrlcLhXZatWqFQaDgYMHD5KYmFiv3zkXjqNO33xBEHoLgjBdEASPm8dugiA4xyhqCopzIfGWwejuD8oyvWytVsvf/vY3pk6dalMM5VbKGwPtAtyJDLTNVl91pJDUgjLD3Ww24+Hh4YrldtGsuXbtWr2lAstTXpd7y5YtVeZZ1IRgTznPDfTjpWjo7FsxFOA/uy+SlF0ive/YsWOJjIxsVjH39cXT05PExERpp2/btm20bt260ut79erFhg0bpOPvvvuOHj16VLiuKj39jRs3kpGRIS2EN2/ebFdZKjMzkxkzZrB8+XKSkpI4e/Ys48ePdy2aakhJSQkmk6lR9bhrilohY+FQf3zdbE2Y+Ewjud6dGTZsmHTu7bffZv/+/Y3dxTrj6elJcHAw165d4+TJk7UOpXPheGplKAuCECAIwm4gHvgGKA1aXgWscGzXbhNMetjwIOSl2J5vbSs19NVXX2EwGOjWrRteXpUrkbRr1056fv3aNZ65wxe3cuWzzKI1vrs0jlSlUlFYWOhKoHDRbDGbzeTm5jq06NPEiROlheqpU6f49NNPHdJuhI/A23cF81SUnBDPsp9XiwjrDqQCVs96jx49CA4OZsiQIQ553+bChAkTpN2AUtnNypgyZQo//GBNVk9OTsbX19duOFVlevrDhw8nPT2dkJAQyfPapk0bu7HGq1atYs6cOQwePBiweuXvu+++lplHUwf8/PwYOnQoMpmMnJwcp5uvWnnImdWz4rysM4u8+eab9OzZUzr3ySef3FbGqyAIBAUFkZWVRV5eXlN3p8VT20TKFYAZiABOlzv/HfBPB/Xp9sFige//DFcO2J6Xu8HEd8pdZmHt2rUA1ZZ0tzG6r18n1EvBY329WXW0rGx8vs5CYpaeIW3dkclkWCwWdDqdQz2BLlw4C3K5HHd3d4xGo8PiQIODg3nkkUf47LPPAGvowty5cx2SqCkIAnd1b0V0cC4rjpu4mG81MLYkpLN4cg90RRpW/OczAtSNXxSkpry/7Twrd1yo0bUP3NGWZdN625xb9L8E1h++Kh3/dXQXnr+r6623VmDWrFm8/vrrTJo0iYSEBObNm8fevXvtXuvj40Pbtm1JTEzkhx9+YObMmTZJx6VUpad///33M3ToUKKjoxk9ejSzZ8+mb9++dtsoX4DKRe3x9vZm8ODBXLp0ieTkZDw8PKp0QDU2F3IreuHvCFfj5SFnxYoVUrGxxMRErl27Vqnsb30RBAGZTIYgCA5LoBVFkbCwMDIyMqSKyc6Es2nlV0V9NfNra3SPBe4VRfHKLV+G80A7+7c0Y3a9WTGsBAEe2gwBZYoRoihKxkJ1hnFwcDBqtRqdTkdhYSH5+fncGeFLfKaBfVfLJKP2XdUxuI1aGpjlw1JcuGhudOjQgdOnTzs0d2HYsGGS0e3h4eHwwiP+vj4MbpXFxXyrF7XEaOavH21lzYszaHPHeFLivnfo+zUHevfuTUpKCuvXr69Rxc5Zs2axYcMGfvvtN3bs2GHX6K6KNm3acOzYMY4cOcLOnTsZPXo03377LaNHj67rR3BRBQqFgm7duhEWFsbBgwdRq9VNptVdHrMocjRdb3OuR5CSIA/rblh5aVh3d3e7IUiOIiAgQEqKdITRbbFYsFgsDfIb5yicTSu/MhyhmV/bOOwAwN7+hDfgXPtFDc2xtbDXjnN/6scQMdTmlFwul1bJO3furLJZmUxm4+1OTU1FEASe7O9DsEdZ3PbBa3q2X7bGPoqieFttd7lwUVvatGlDcHAw+fn5Dmtz165d0vMRI0Y4NC9Cp9ORl5fHI2Oi8VGXGRU//rYD0WImr9jAznPZVbTQcrnnnnt48cUXqwwtKWXy5MmsW7eOdu3aVaoKU5mefilubm5MmDCBd999l1deeYXvv/+ezZs3Ex0dTXR0NEePHq22DRe1o3SXoqr8psbkwg1jBenPYe2s4WyJiYm88cYb0vkpU6Y0qIdeqVQ6xOAWRRGTyYQoinh6ejqtwX074QjN/NouMY8D44H/3HJ+DnCozr243bhyCLY8V/F87CLoM9PuLZMnT+brr78mLi6OefPmVdl8+/btJX3QK1eu0KdPHzyVMp4b5Muru3Kx3LSvv4gvpHuQCjdwuhg5Fy4ciUwmo23btpIahSMonxB15513Oqxds9lMQUEBgwYNIiAggKl9C1h7M57bq8843Nr3QZAp+HDnBUZ3DyY5OZn09HSbhK2m5vm7utYoHKQylk3rXSHkpKbMmzcPX19fevXqVa3yjru7O8uXL6dr18r7WpmefnFxMd7e3nh5eeHt7Y3FYiEhIYHevXszdepUGwnPtm3bcscdd3D33XczcOBAAP7v//6PMWPGEBoaavd9XVRNSEgIKSkpTd0NAA5ft/Vyy4DBbdRcv36dF0RvckoAACAASURBVF54Ab3e+nqbNm147LHHGrw/9TG4RVGUEsPd3NxQqVROoxbTHKjvYqi2/xNLgHcFQVgKyIGHBEH4Bph/87WWQdx7IN5i5PaeCbEvV3rL+PHjUalUGI3GakNBylfLS01NlZ53C1Qxs1yyh8EMG05rOJhhcYWXNAFNJXH27LPPtkiJM6VS6dAdnfJeNkcWvcjPz6dTp04EBAQAMOsO28g7lV8oCp8gEtIK+H8/JDB79mwmTJhQbZXRlkKbNm3461//WuPrZ82aRb9+/Sp9vTI9/fDwcLKyspg5cyZRUVH07t0bhUIhjdnyhISEsGHDBl588UW6detG9+7d2bt3r0tzvR74+voil8udwmF0MbdMTs9DIfBoXx+8VVZp1lKdax8fH1auXImvr29TdbNKSj3bZrMZtVqNt7c3arW6TgZ3Y89tFy5caDFzW6083aIobhMEYTLwD6zhJAuBo8A4URT3NUD/nA+LGVJu+ajDXoBR/7B//U18fX25fPkyCQkJ1cawVWZ0A0yN9OTYdT3nbyZ9HEjTcwCI7VtIbDMphHK7UF7izN3dvcYSZ6+++ipQvcTZnDlzJEm0+Ph4MjMziYuL4/r16yQkJCCTyUhLS8PT07NCG6USZxs2bGDw4MGIosimTZvQaDS3bcKtj4+PlDjsCM+Nt7c36enpgDVms/y4qw9ms5mgoCDpuHuYD4M6BnAw2Tp5l182rN2firfMk4iIiGZV5rsu2As1iI2NJTY2FoC5c+cyd+5cwDrR26O8Z7y8F7VUT/9WunTpwtChQ2sUTzp48OBKkzpd1B65XE5AQABarbbJEyr91HLAOqfqTCLRISq0Wi3nzp2TrtHr9Rw4cMBhvxOOxGw2I4oiSqWyzoZ2eZpibtu4cWOLmNtq/T8jiuJOURTvFEXRSxRFD1EUR4iiuLsB+uacZCSAoZw2q0cgjF4MNfiSh4WF1WhlX34lnZ1tG/cpFwTGdqr4xfrhlCs+tClobImzzMxMwsLCWqTEmaO16MeOHSs9L6/3XF/c3NxITExEq9VK596fGU2oT0VlFEEmp/COJ3h0xQa7k5QLF82Va9eukZmZ6RDFoPoyKqJMjtQCbE8pwcvLi6efflr6rdXr9axYsYJLl+wUwmtiSvtoNBrRaDRotVr0er0U010XGnNuGzJkCOnp6S1ibmv6tOHbjVu93O2HQA1jfE6cOIHBYKg2Jqi8N6V8EY9SBrZ24+NjYCxnu2+/WIDOaEatbJlFclqKxNnUqVMZP348e/fubXESZ3q93mFeboAZM2bw2WefodPpSE5OJiUlxSFhJr6+vmg0Gg4fPszAgQPx8PAgzNedNfMGMGP1ATR621AwmZsnH+xKwdvTg0eH1S0j3oWL2wWj0cjFixdJTk4mKCjIKdRLeoeoCPeSc73IGgu9PbmYGT28ePTRR+nbty9PPPGEdG1jF6Jb9cdl/rMntfoLgfv6hrFkUjdJRhjg9V8usik+Q7rGWee2+++/n2HDhjX7ua3a2UsQBKMgCIaaPBqjw01O6i3VqNoPtX/dLZQmVj344INSUoY9TCYTO3bskI7HjRtX4RoPpYyYcFt9X43OxG+nMypc66JhqavE2ffff2+TqFVTWrduTVJSEsuWLUMmkzF69Gib70tzprCwsPqLaoGnpydt27aVjjMyHDd+SsMVjh07JuVbRIb68PHD/VHKKy66C498zwsv/I2X3l/jsD64cOFsFBUVsXfvXlJSUggODnYKgxus5eAndC7bQdYYRHYkF3OjxGzz+9qmTRunDC+5FZlMhkKhQKFQ1NnT3dhzW5s2bVrE3FYTl9Hj5R4vAVrgB2DBzccPQNHN580biwWu1M3oPnfuHEajETc3tyoLYhQXF0uJG4IgEBkZafe64e0qVufbeOSqnStdNDQuibPGQafTOaxYBFiTcS5csO6OyOXySsdaXZHJZMjlchvP/JBOQayY0afCtYasFAqPbCZu6yaH9sGFC2dCpVLRunVr5HI5ubm5TlUWPjbCHbWi7Pfli3gNX+5PtckFmDdvnkN/gxqC0oTK0odcXvedQdfc5niqXWaKorim9LkgCP8F3hJFsXzJ95WCIPwNGAqsdHgPnYnCa1BSTqZc7gbKmpWm7tOnDwEBAWRnZ3Py5Emio6PtXufl5UW7du24cuUKoiiybds2u6tGk6Xi6vVoSi6iKDr9j0JD0FIkzmQyGZ06dSI8PLxFSZyJokhOTo7DtGYLCwulpB+w6nQ7suCFyWSiuLhYKn1dnrt6hNDJX8HFG3oEmXWrut3IGUyaPY03n6+6Yq0LF7czKpWKbt26ERgYyJkzZ8jOziY8PLypuwVYd5BHtFPze/LN+hfAuVxsPMUdO3as5O6GY/7IDswfWbOwM1EUMRqNKBQKVCoVSqWSd+/vx7v31+29G2tuy8nJISQkhNDQ0GY/t9V2CTQJsFdG7QdgQv274+QYbsmuN+shJa5GtxYWFjJmzBgANm7cWOl1MpmM++67TzretKmi5yu1wMh/jlTcah8QprxtZHOaE40pcZadnc3kyZNblMSZKIpcuXKF69evO0yuKzExUdpRAli4cKFD2i3lxo0bdO/evcLfO7NQx/0fH+Do/z4hfc1fKUk9CcDKp+/hnYVPO6zMvQsXzojBYODo0aMcPnwYk8lEWFhYU3fJBoXsFodViW0twPJqJs6IIAioVCpEUUSn06HRaCguLq6zLGNjzW2hoaFkZWW1iLmttgFVJcAg4OIt5wfdfK15Y7TzEWU1S6rIyMhgypQpbNq0iW3btnHvvfcyaNAgu9cOGTKE9957D4C0tDSb1zQGC8v35aMz23q6w73l3BNewpUrV+jevXuN+uSifjSFxFloaCjTpk2rUf+ag8RZSUkJZ86cITMz00aGr76U94h4e3s7vKyzSqUiKSkJi8VC27ZtUSqVnLleyKNrj5BeoMOUn4HxRhqm7Mt8+PJc7urp/B6ahkYQBGbPns26desAJKNs4MCBbNmyhTVr1nD06FH+/e9/89prr7FkyRIuXLhA586dAas28AsvvMCRI0eIiYkhIiKCo0ePEhQUREZGBs899xxHjhzBzc2NiIgIPvjgAzp37syCBQuIi4tDEATUajXffPON3RLPhw8f5sUXXyQzMxNBEBg2bBgffvgh33zzDfPmzSM+Pp7eva27ZVFRUWzZssWh+u/NAa1WS1ZWltMqTWTcTKQsJe23T6XnCoVC+m13duRyuSQjKAhCrXe/G3tu02g09O3bl/Hjx9eof7fz3FZbT/cnwGpBEF4XBGGCIAjjBUF4A2uFyk/q0xFBENoKgrBLEISzgiCcFgThrzfPBwiCsE0QhAs3/62oIdNYmOzo6Ao1M7pDQkLw8/OTtlSWLFlSaUnrUkF5wEZGzGwRef9gPpla2x8GNzk8FSWjfXiwXbUTFy5uR0RR5NChQ+Tn5xMSEuLQpKt27dpJXnONRlPt1mlt8ff3x8/PjwsXLrB//35+iU9lxkf7SS+w/ob4xT5C2MP/xDtmCsV6V2ErsNUGBmqsDVxKddrAsbGxXLp0iTNnzrB06VJJGzgjI4OEhAROnTrF5s2b7S7ASrWBly9fTlJSEmfPnmX8+PFoNFb52DZt2vDWW2/V90/QrNFqtVy+fNlpkiftkVFkOxYVQplza9KkSQ5d+DckoihisVhQqVS4ubm1yJBTZ6W2xXH+IQhCDvAiUBoQeQ1YTP3juU3A30RRPC4IgjdwTBCEbcBcYIcoim8LgvAy8DLWojyNj9FO6IZQs3WLn58fgiAwd+5cDh06ZC3tbkf4HWDfvjJZwhEjRkjP/++UhpOZZSIxSplVNvDRKBWdgjzo16+fU/+guXBRG0pKSigpKSE4ONjhbSsUCu677z4+//xzAOLi4qTwL0e+R1BQED+czmPdmUSbojhK/7Jt9f/svsSUvq2dQu5zyU+nOXPdsSoxpfQI9+H/Te5Z5TWl2sD33XefpA1cmUerVBv41VdflbSB7cX8V6YNDPDee+8REhJiow1sj8q0gUuZNGkSe/bsISkpiW7dulX5GVsaoiiSlJTE5cuXUalUBAYGNnWX7GK2iGTd4tDq3HcIGeesSXuHDx9Gp9M5ha54dQiCgEKhwGAwYDAYUCqVuLm5NbrcoYuK1NpCE0VxJdbkSW9AEEXRIb/QoiimA+k3n2sEQTgLtAbuBWJvXrYW2E1TGd0ldjzTNQgvEUWR9PR0zGYzcrmc1atXV2kcl5cULF2h/nhey4/ny4x+lRzevDMAjV6krbIIg8FAVlYWoaGhLsPbRbPAzc2NVq1akZWVRatWrRzurSkNBQDIyspyaNulnMzU89WZyiVCu4d48cG0rk5hcAOcuV7Iocu51V/YQDSFNvDQoUOJjo6ulzawTCbjpZdeYunSpaxdu7aGn7ZlcOPGDS5dukRwcLDDNPYbgpwSM6Zb9AliRo4lbv2/ALh+/Tq//PJLneTwmoJSwxusoVrl1dNcnu+mo87WmSiKmuqvqhuCIEQAfYFDQMhNgxxRFNMFQbDr9hIE4QngCbCGctR3u7ioqMimDcFipP+xJdxarPbkxevk5Vb9XiUlJVJGcU0m9/79+3P48GHAWglKGzGCn6/YDpLZXcDLkIeXACaTteDA8ePHEQQBNzc3lEqlQwbWrX+HpuLWfpQWIGlMzGZzo79nU/dBp9PZ+/8PEgThaLnjT0RRlMLLHD0WLRYL6enpdr00JpOJzMzMOrVbvtqr2WyucztV9Sfhqu0s7ucmkK+3ngvOO8XBj99h4r/9+fe//427e82UkGpDTcdv6Xgym83VXltXSr+7VX2HO3ToQHJyMl9++SVjxoyhuLgYk8mERqNBp9NhMBjQaDTo9XqUSiX33nsva9euZceOHfz000989tlnaLVaNBoNoihSVFRkc5+9z3348GHi4uLYs2cPo0aN4quvvqoQu2symSgpKbHbRmn7kydP5o033uDUqVNYLBaKiorqNFYr+/s4w1isC8XFxYiiWKG6ck2oz/iuLVeLKiqCiaJtAqJGo2nw/oSEhEja/o5Gp9Oh1+udbvHjDHNrbajLWCylVka3IAiXgUqV1kVRrLeejiAIXsAm4DlRFAtrajje/HCfAMTExIj1TXjYvXu37Q/vnndBe8X2Ip/W9Lnnz6Cwrzig1+s5fvw4BoNB8tTl5uby6quvMmbMGKZOnWrXMJ41axZfffUVWq2WtLQ0/nfwPG7hZVuWM3p4cndPb7vvaTQayc/Px2g00qVLFyIiIuplfFf4OzQRt/bj7NmzUgGSxkKj0TT6ezZ1H9RqtT3PX44oijGV3ePIsXjt2jXi4+MJCwuz+z3OzMysc1JWeSmwgIAAhyR33dqfAXID35fzHHcJ8+dIivV4/Og7ydn2CaGhoQwcOJCAgIB6v/+t1HT8lo6nXm39G2wLuke4D97e3lV+h729vZkyZQqvvvoqu3fv5saNGygUCry9vVGr1ahUKry9vSWP3f3338/ixYuJiYmR9J89PT3x9vZGEAS8vLzo378/W7ZsqXLcTJ8+nenTp9O2bVt+//13TCYTS5YsAeCzzz6jT58+nDlzhlmzZlW4t7Rf/v7+LFiwgFWrViGTyfDy8qrTWK3s79PUY7Eu6HQ6du7cSWhoaJ3mofqM79ri7meB47ZOsXyNbUipTCbDaDTSunXrBvMWl/dQOxqTyYSnp6fT7YY7w9xaG+oyFkup7V/+s1uOlUB/YBgO0OgWBEGJ1eD+WhTF/908nSkIQthNL3cY0DD7wFWRcxH+WG57TpDBAxsqNbgBqRSrQqFAEARMJhMvv/wyx48fB6hUhaJ0QtFqtQCIlrJVb79QFTN73OpvL0OhUKBUKtHr9VJCkgsXtyulY8doNDpcTq+8QsW2bduYOXNmpfr5daVboJJANdy4mYN9Na9sEj+XZ2Hnzp2EhIQ0iJe7LlQXc90YNKbuvbe3t2Qc11UbuDxz587lnXfeua28dg2JQqGgTZs2pKWl4eXlVWkekzPgrRLwUAoUG8sW4zp1ENHR0cTHxwPwwQcf8MEHH+Dj40NkZCTdu3eXHuHh4U4dtiGKolSp0kXTUas9BlEU37rl8ZooipOBt4F6ZUcI1m/r58BZURTfK/fSj0BpMN0crJrgjYfFAj/OB/MtlbPufBXCqi6m4u7uzuDBg3Fzc+PGjRusXLmS48ePExgYKHlR7BG3b5+kISz3CsAtvKxSnp+6ci9UYWGhFP86cuRIevTo4dQ/Arc7giDw0EMPSccmk4lWrVoxadIkANasWSPpjL722msIgsDFi2Vqm++//z6CIEhqNREREeTk5ABWiclZs2bRqVMnevTowcSJEzl//jwWi4Vnn32WqKgoevXqxYABA7h8+bLd/h0+fJgRI0bQrVs3IiMjeeyxxyguLmbNmjXIZDISEhKka6OiomxknZyFkJAQYmJiyM3NrXM548ro0aMHrVq1ko6ffvppaUHsKARBoF9g2RZ1RkGZAlJCWj5t2rZDqVQ6/H1vZxpT9z4rK4uZM2c6TBtYpVLx7LPPNliOwO2GQqGgd+/eDBkyRKpC6awIgkCop+38mlti4e23367gbS8sLOTw4cOsXbuWl19+mXvvvZcpU6Y4vY53aRiHVqulpKQEvV6P0WjEZDJhNpuxWCySzGBjzm0XLlxoMXObo5Y83wFHgGfq0cZQ4CHglCAI8TfPvYLVoP9GEIRHgSvAjPp0tNacWAdXDtqeC+kFw1+o0e1qtZo77riDTz75hPXr16NQKHjnnXdsJvvyGMwi/1r/s3TsGTVKqlo3vbsnD/T0qmBIG41GcnNzCQ4Opn///reNSPztTnmJM3d39xpLnJVWQqxO4mzOnDmSJFp8fDyZmZnExcVx/fp1EhISkMlkpKWl2fUelUqcbdiwgcGDByOKIps2baogcVZVoSZnITg4mODgYLRaLV5ele/y1BaVSsW7774r6c0ajUa+//77Kg24ujA2MoBt18qSsL1UcooMZnRGC+cyNKxeavXCfv3118yY0bg/b85EU+jed+nShaFDh9Zoa7sybeDy/QJ49tlnefbZZ6ttryXh5+fHgAED2L9/P1qt1mk93qFeCpLzrTvLfm4yXhrih7+7nHXr1rFx40YSExM5e/YshYUV9SOuXbvGzz//TGRkZIXXnAFBEFAqlZKcYKmOtz08PT1JSEggNzcXT0/PRpnbNm7c2CLmNkcZ3f0AQ7VXVYEoinFAZW7Z0fVpu14c+LftsVwFD22GWniQlUolBw9aDfdHHnmEPn362L3uSoGR9w8WkJlTVgVL3aYnAvBEPx/GdvKwe5/ZbMbX15eYmGrDiZodLU3iLC4ujrCwsBYjcSaKIlevXiU7O9th1SjLc+vff8iQIQ5/jwh/N/zVMvJ0FkSzifykIwhh3ZGrvTiZlk9YWBgKhYK2bds6/L1duGhqRFEkLy+P5ORkKaTHWQn1KvN05+st/HlrNgNaq+kVrGbQ1Ed4/Ek35IK1zsaWLVts7vX09OSuu+5yWF+W/XaBpMyKC1FH0C3Ei0Xjqq7pMWbMGH788UemT5/Ohg0bGnRu02g0fPrppy1ibqttIuWtmZgCEA6MAVY5qlNOgyhWLIgT1BU8ahdJI4oiv//+O2CNL7T3+i8Xi1mboMFkAUFR9mWViSYWDvVjQHjl2qBubm7k5ORIkoQtiZYmcTZ16lTGjx/P3r17m73EmdlsJjExkWvXrhEYGNggsYjFxbaJUo7W6hZFkS/jNVaDWxTJ+m4JupQTPLxwOXuFnrgp5MybN4/777+/yrhkFy5uN7RaLTk5OVy5coWioiI8PDycthJlKZ0DbA1FgwX2XdWx76rVDlDKoHeIihJFxR23TZs2ObR4TlJmEUdSCxzWXm2ZOnUqK1asYNq0aZw6dapR5DuHDRvW7Oe22urGdAW6lHt0BAqBPwMvObZrToAgwOBb4vsyEyt6v6shKSmJgoIC7rvvPqlkcSn5OjNvxeXxebzV4AYQ5GUDf2akukqD29pNq9fdlTjZ+PTu3ZuUlBTWr1/PxIkTq71+1qxZbNiwge+//75Oeq+tW7cmKSmJZcuWIZPJGD16NDt27KhL13nwwQc5ePBgpXFzTYnJZCIhIYHr1687vBpleXr16mVTrONW71V92XRWy9aLVsNeEAR8YybjF9iKbj4m1szuxb19wggPD3cZ3C6aBRaLhbS0NPbt2yd5G2UyGcHBwQ4NDWsoYsLdmBbpibvC/k620QLH0g2cj5iGR+eBNq+dPn26MbrYaERHR5Oamsq6dets5Du1Wi1GoxGLxVZOsb5zW5s2bVrE3FbbipSxDdQP52XA45C0FZJ3l53b+QZ0GgWhUTVqol27dmzYsKGCKP2xdD2rjhRQoLf98lqMZd719oHVx75ZLBZJn7ul0SO84eLXa9r2Pffcw4svvihJnFXF5MmTWbBgATExMZXG3vfs2ZPvvvuu0jbc3NyYMGECEyZMICQkhO+//57CwkIbibOePXty7Ngx7r333krbUSgU/O1vf2P58uWVXtMUFBQUcPLkSXQ6XYNUoyyPQqFgxowZfPTRRwCsXLmSzp07ExVVs7FdFZtOXGf12o0givgNexCABQ/cxZAXxmMwGNBeOc3+nMt06NCB4ODg26LSnQsXVXHp0iWSkpLw9/dv8LHbEMgFgT/18ua+7l4cua5jd2oJJzMNWG4JfZa5eeB/15MUXzwknfvb3/5G/9iJjB8xkGGD76g0b6umdAtpuEVKTdoWBIG7776bxYsXs3XrVnJzcxEEAYvFIiVflsc1t9WM2oaXfAH89dbCOIIgeAL/EkVxniM75xTIZDBlNfxnMOhuJkOZDbDhQRixAPo9VPX9gIeHB6NGjWL//v2IosiRYyc4qg9lx3XbjQaZAG5ygXCljuSb52qSFKnVagkJCbEbQ9XcaWkSZzKZjE6dOhEeHt7sJM70ej0pKSlcunQJLy+vRisXPXv2bDZv3kxmZiYajYann36aTz75hO7du9e5zX1XS1h74AoFcV8jqNzxGTCFuQNCiG1vlQZUqVR4eXmh1+s5e/Ysp0+flrTC/fz88Pb2bnGhYi6cH1EUMRqNUnlxg8FAcXGxVJAoLy+PkJAQpyu+UlvcFALD2rkzrJ07eTozcVd0/JFawuX8MkNTNBkr3Hds91aO7d4KWNWR3nzzTdq1a1enPlQXc90YPPzww/j4+BAVFcWePXsAa/hG6f9vUVGR9D0AePPNN+natStGoxFRFCVVFLA6B++88067c1tOTg4hISGEhoY2y7mtPLUdGXMAe4Ky7sDD9e+Ok+ITDpM/sD2Xnwo/Pgtpx2rUhLu7OyaTibmPzGP+/Pn8b/P3Nq+39pazfHQgn98TDMayMJGaeK9LSkoIDQ2tUT9cOJ7GlDjLzs5m8uTJzUriTBRFUlJS2LNnD6mpqbRq1apR1Q3UajX//Oc/pb9NSUmJ3XjEmnIyU8+HhwpQtorAd8gsgiY+j6By59A1HTdKbCs+urm5ERQURKtWrTAajZw/f54DBw6wfft2Dh8+TEpKiitszEWjU5r8eO3aNc6fP8+JEyeIi4vj999/Z+fOncTFxXH48GHi4+O5dOmSJOnp7KXe64K/Ws7krp6suCuI98YGcm83TwLUMpQBrQmasgj3jjEIqopm0ZkzZ/j6m01kaU2cyNA3Qc/rT+vWrZk/f36F84IgSLv2oihKi7F7772XyMhIiouLMZvN6HQ6ioqKbCq0rl27lq1bt9KhQwe6d+/OP/7xD0JCQrh69SqTJk2iZ8+e9OrVC5lMZve9b6e5zR5CbbRvBUGwYC3Lnl3unADcC6wWRTHM8V2sPTExMWKpPmRdsVvJ7X9PQsIG23MdRsKcH6ttz2QyMWnSJH777TcElQdhD/0TZZBVrWBsR3fm9vHB7WYc2fPPPy8lLLz22muSNmZllFZzqixBoT44c0XK+ngi64IzVM1q7D7Y+zsLgnCsJpW3oGZj0Ww2c+jQIYqKimrt3XZkxbodO3awcOFCADp27GhXYq46zl3J4O0TAhqD9Xe1+OIhbmx5j6DJC3DvFMPYju482b96FRZRFCkuLiYnJ4cRI0bUOUGrNhUpG2s8VfUdfuutt/jvf/+LXC5HJpPx8ccfS96sxujPV199xTvvvCMZEvPmzePFF18kNjaWFStWNIpCVGV/n8YYi2DdOT179ixZWVnI5XIUCgUKhQKVSoVCoWhUo7oxK1LWBrMokphl4I/UEg6m6dEZjOjTk8j8emHZRYJA5NylzBgzhA2JGv5vWgjyGqieCYLglKobjqbU9hRFEbPZLH2vytukPj4+TllrpD5jsUajRxAEiyAIZqwl4DMEQTCXPgAT1iqS62vf9duMie+A1y0/ACl7oSTP/vXleOWVV/jtt99QqNwInvH/JIM7JkzFk/19JYMbrHFPpZw6daratr28vMjKynK6bRQXLmqCXC6nf//+yOVydDpd9Tc0EP7+/tLzuvzQmy0iX5xFMrgBLJkXsei1FF88SBsfBQ/3qdmCSRAEDAYD3bp1c6gigjNz4MABtmzZwvHjx0lISGD79u01llG8Nb60Lvzyyy988MEH/P7775w+fZrjx483iEylM6PVajl69CipqanI5XKUSiVqtRp3d3dUKlWz82LXFbkg0CfEjWfv8OPze1oRFeqOLjXB5pqAsfPRBfdiT2oJrX0UVuvJhUSpt7z8b215g1upVDqlwV1fajqCHsIaWiJgLYDzcLnHLGCgKIo1qxZzO6P2hc63SIqJFjj/W5W3FRcX8+677wIw+alXULcpM6rP36gYF9arVy/p+a+//ipVcqoMQRBQqVQkJSU5ZPJx4aKx0ev16PX6Jk0GLl8VsnfvqqvN2mP96SIulZOMd1cIeA55gKB7XyZ84l9YMNgPd0XNjRaTydTkOyuNSXp6OkFBQdJ3ICgoiPDwcI4dO8bIkSPp378/48aNXWW/3QAAIABJREFUIz09HbAWznnllVcYOXIkK1euJDY2loULF3LHHXfQtWtXabcwJSWF4cOH069fP/r168f+/fvtvv+yZctYsWIF4eHhgDXsqDTuFODbb7+tcdszZ85k69at0r1z585l06ZNmM1mFixYwIABA+jduzcff/wxAIsXLyY6Opro6Gi6devGI4884sg/bY3x9PRkwIAB3HnnnURFRUka8oWFhWRnZ0uP3NzcJl0gOwtGs8hnxws5dV1D4cFvpfO+Q2bhHT0eEXBXCrwyzB+5rPkZkDWltBiPyWSyeZTGe5faMB4eHnh6euLl5YW7u71I5tufGiVSiqL4NYAgCFeB/aIoVrQUWwrth0L817bnzm2BPrMqvcXDw4NBgwZx8OBBRH2xTVR8oUHEaBZRyssGZP/+/WnXrh1XrlxBq9Xy3nvvsXTp0iq75efnR05ODsePH6dv374tMqnSxe2LxWLBy8uL7OxsVCoVPj4+je5Vi4+Pl56XFiOqKScy9Gw+p5WOFTIoMYlgNqPwDmT+AF/a+FT/c6vT6dBqtZjNZry9vZtEZq0hvUtVhTOOHTuW119/na5duzJmzBhmzpzJkCFDeOaZZ/jhhx9o1aoVGzdu5O9//ztffPEFAPn5+fzxxx8A/PTTT5hMJg4fPszWrVtZsmQJ27dvJzg4mG3btqFWq7lw4QIPPPAA9sIsqtIQBmrV9qxZs9i4cSMTJ07EYDCwY8cOVq9ezeeff46vry9HjhxBr9czdOhQ6XO//vrrFBQUMHToULt5Go2Fh4cHHh7WQmzlqxAaDAZ0Op0Up5uenk5WVhYymQwvL68Wp75TqLfwzv48zuYY0aedQTSV1Qf06DoYmQAP9PTi3kjPGoWVNCdKq16WjvfSXRO5XG7j4S79jddoNC3m+1NbycA/Gqojtw3t7VSsu7DdmvyorHxl9vjjj3Pw4EGSju6FMcNtXrtRYibUq+y/QqFQsHDhQimJ4Pfff2fatGnVxhMGBQWRm5vL0aNH6devX4uUEHRxe+Ln58fw4cMpKCggLS2Nq1ev4u3t3ajejvIL1WPHjnH33XfX6L4bxWY+PJRvc85ssU48Ob98gC4pDk3kEmg7vsp20tPT8fPzIzIyksDAQKctld1QeHl5cezYMfbu3cuuXbuYOXMmr776KomJiVKlP7PZTFhYWerQzJkzbdqYNm0aYHVclJaBNxqN/OUvfyE+Ph65XM758+fr1L/atD1hwgSeffZZ9Ho9v/76KyNGjMDd3Z3ff/+dhIQESTatoKCACxcu0KFDB0RR5E9/+hPz589vkPyc+qJSqaQFcXBwMB07dqS4uJgbN26QmppKRkYGQUFBDaap70ykFZpYGpdHpvZmYrTFNkE6fe3zTLrvAaZOf65ZhkhURelue2keQGl+hgsr1Y4OQRAMQGtRFLMFQTBSRWSSKIoqR3bOKfGPAO9w0FwvO2cqgaNfwuA/V3rbzJkzKS4upti/M/85ZTtAr2tsjW6AgQMHEhMTI3lkjh8/XqMknoCAALKysrh69WqFQjwuXDgzgiDg5+eHn58f4eHhHDx4ELVa3WiT1rRp06SwgR9//JHevXszZcqUau9bdbSAwnJx3Co5GMwAIsHBIWSluNGhQ4dq21EqlQQFBdG6desWKxcol8uJjY0lNjaWXr16sWrVKnr27MmBAwfsXn/rwqTU0SCXy6XJ//333yckJISTJ09isVgkj9rf//53fv75Z0merFT/117V4Nq2rVariY2N5bfffmPjxo088MADgHUh9q9//Ytx48ZVaP+1116jTZs2zJ49u1Z/s6ak1Cvetm1bUlNTSUxMbPaG97kcA2/F5VFsLBvz6o4x+Ay8j8LD/7OGnIoWtnz7NbOnT25x87BcLpdCSURRRKVSNdv47LpQk+XH41irTpY+r+rR/BEEiBha8fxvi+B/T4G+yO5tarWabt26EepfMUZzxYE8Dl2rGB+Xl1eWoFkbZQGZTNZs46FcNH8MBgOZmZlYLJYKVc8akuHDh9tovS5btqzaimZao4WTmWXbymrJ4Aa5IOM/S17g22+/ldQIRFFk0aJFrF+/Hr3eVkYsICCAy5cvs2PHDhISEsjKypL0bxuTUuWOhnhURVJSEhcuXJCO4+Pj6d69O9nZ2ZLRbTQaa135r6CggLCwMGQyGevWrZPiSN966y3i4+PZt28fAIsWLeKll14iIyMDsOYZfPjhh3VqG6zSoF9++SV79+6VjOxx48axevVqjEZrhOb58+fRarVs2bKFbdu2Vft+zky7du3o0qULGo2GrKws8vPzm12OUWKWnjf22BrcYHUYhIyey/P/XGNzftasWSxfvpx9+/ZVGO/NFUEQJKeByWSSNLtdWKnW6BZFca0oivqbz9fcPLb7aPjuOgkxj9o/n7AePh4BGRUVR/Ly8jCZTHQOdCPY09aLpTfDO/vz+SK+EOPN0leFhYUkJ1tL5MhkMvr27Vvj7omi6DK6G4m33nqLnj170rt3b6Kjozl06FCl1z722GOcOXMGgIiICClBNjMzkwcffJCOHTvSv39/Bg8ezObNm+22kZ6ezn333Wf3tdjYWLuxqrcTBoOBgwcPcubMGYKDgxvd47t48WKpcJHZbOaXX36p8npPpYx2vmVePZ0ZStMzvNxk6M3YSJ6dO3eObdu2sWbNmgrewNJy2X5+fty4cYOjR4+ybds26TvT3CkqKmLOnDn06NGD3r17c+bMGV5//XW+++47Fi5cSJ8+fYiOjq40EbIy/vznP7N27VoGDRrE+fPnKw3bmThxIvPnz2fMmDH07NmT/v37V2s0VtX22LFj2bNnD2PGjEGlsm4CP/bYY/To0YN+/foRFRXFk08+iclk4p///CfXr1/njjvuYOjQoSxevLhWn9EZEASBrl27MmrUKAYNGkR4eDgajcYmATMvL4+ioiL0en2jLqgdwclMPW/F5aEzlxmQHfwUeCigna+Cd8cE8acRPZg3z7ZG4Lfffstf//pXRo8ezZIlS9Bqtbc27XS88847xMTEMHDgQAYPHsyRI0dqdJ/FYpE83Gq1Gm9vbzw9PWsdXvLVV18RFRVFz5496dGjBytWrACaxxxX24qUycAAURRv3HLeDzguimJHR3bOaWk/GCZ9AFtfBMstP8q5l2DfhzD9U5vT+fn5rF69mmvXrrFoydusShRsqlsB/HyhGESReX19uXLlirQ67NSpU60TqlpKUkJTUl7izM3NjZycnCo9k5999lmFc6IoMmXKFObMmcN///tfAFJTU/nxx4ra7yaTibCwsCrL6N7uqFQqoqKiuHbtGtevX8diseDp6Ym7u3ujxAV6eHjYLFjLJ1dWxhP9fHh1V6507KYQ6Beq4rG+vni72fa5Q4cOLF26lBMnTtj9POWruAmCQOvWrWssm3e7079/f7sGdVBQkFQNrzy3Vn8tfxwUFCTFXXfp0oWEhDI5t2XLllXah0ceecSuckhd2lYqldy4YTNVIpPJWLp0aYXE+F27dknPnaEeQH2QyWT4+/vj7+9Pt27d0Gq1UtVCrVYrPfLz8212BkrvValUuLm5SQsVZ+BEhp7l+/Iwllsn9ApW8fJQP65rzLT2Vkiyv3/605/Iyclh586dFBWV7XzrdDp++uknoqOjqyxh3tQcOnSIX3/9lX379knzWunOTGWUam1bLBapmm5dw0nKS3eGh4ej0+lYt25dndpyRmo7i0UA9lxPbkBrO+ebLzGPwEPfg7t/xdcu74Frx21OKRQKEhISOH78OPqCLN68M4A7wismOqYXmdGZLDaDtbx+cHWIooggCC6juxGoTOJsx44d9O3bl169ejFv3jxpW9HeKn3nzp2oVCqeeuop6Vz79u155plnAFizZg0zZsxg8uTJjB07ltTUVKKiogBr5cRZs2bRu3dvZs6cKVUuNJvNzJ07l6ioKHr16sX777/f4H8LRxIQEECvXr0YNWoU0dHReHp6kpeXR1ZWlrRtrdPpGmTLMjExkZMnT0rHJ06cIDs7u4o7oHuQivGdPKTjYqOIl0peweAG62K4devWfPvttzz55JPk5+fbeAJv3LiBKIq0bt2a4cOH06dPn9vaAHPRspHJZHh7exMYGEhYWBidO3emT58+DBkyhLvuuovRo0czfPhwBg4cSN++fenatStBQUEYjUays7MxmUySPGFThSgcua7j7VsM7r6hKhYN80etkNHRX2lTZ8PX15fFixezfft2Pvroowo7Wm+88YakwLN7927S0tKcyuufkZFBYGCgzbwWFhbGiRMnGDduHMOGDeOee+4hLS0Nk8nEuHHjpCJ+n3/+OWPGjOHll1++7aU7W7du3SDSnTXydAuCMKLc4WBBEMpXg5EDY4E0R3bstqDDcHh8J6x/ALLPlZ0vyoAvJ8DUj6DnVMBqdLdq1YrU1FQyMzOJjIxkwRA//ptYZCM1djzDwKu7chlqKBP8rY2KgdFoxMPDo0VlCzuTxNnAgQOZO3cuO3bsoGvXrjz88MOsXr2a5557zm4bp0+frrIkPFg96gkJCQQEBJCYmCidX716NR4eHiQkJJCQkCC1Ex8fz7Vr16Rr8/Pz7bbr7CiVSsLCwggLC5MqNGq1WvLy8sjJyeHGjRvSVqajvgOXLl2yORZFkYkTJzJ48GAWL15caaGaP/Xy4vB1Hbkl1snzt0vFDG+nJjLI1luXkZHBuXPn8PX1pWvXroSHh+Pn54darUatVuPm5taixq6Llo1SqUSpVNqd4/R6PXFxcUREREgL0lJp0VJJw4bmQJqO9w/mUy6ihMggJQuH+NvI/NpDoVAQExPD5MmTK4QL/vabbW0PNzdrsvWUKVOYMWOGdL4hJUPLO/bKM3r0aN5++22io6OJjY1l+vTp9OvXjxdeeIENGzYQHBzM5s2bWbZsGZ999hkKhYLi4mLJAN6yZUuzkO4cPnx4g0h31jS8ZDdW1RIRsBdsWgRULt3RnAnoCI9ug02PwoXfy86bdPDdPPAMhoih+Hh7Sx7r3FzrVrRMEJjdy5vW3go+OlqA6ebAvpxvIu1ymdFdG4MiLy+v0cujt1TsSZwtWrSIDh06SHHBc+bMYdWqVZUa3bcyf/584uLiUKlUUhzdXXfdRUBAQIVr9+zZw7PPPgtYi7mUFnTp2LEjycnJPPPMM9x9992MHTvWER+3SREEAU9PTzw9PQkODqZbt26YTCa2b99Obm5urcvHV8bYsWM5deoUv/zyi7RDIYoi+/fv5+WXX+bTTz+1Ox49lDKe6OfD2/usCxwRq6rJijFBuCkETmcb8FfLCPDz484772TQoEEYjUbS0tLQarX4+fnh7++PUql0Gd0uXGA1ROVyOZ06daJTp06YTCby8/M5f/48mZmZeHp6NqiDKa3QVMHgBvBXy6o1uMvzyCOPoNFoOHHiRIVwo1L0ej3nzp3j7bffrrFUaUPh5eVFXFwc+/btY8+ePcyZM4cFCxZw7tw5KSzGYrEQEhKCVqvFZDIxadIkioqKkMlkWCwWJk+ejNFopE+fPretdOfzzz/fINKdNTW622KtRnkF6AeU3281ADliS05PVfvAAxtg22I48O+y86IFNj8Jkz7AZ+cbdGzbHrAmSZbnzgh3Qr3kvLMvT5IeKxTKVrgpmdWXmQerR7NVq1a0b9++nh/IRU25VeJs7dra5RP37NmTTZs2ScerVq0iJyfHRh6yqp0Oewagv78/J0+e5LfffmPVqlV88803UjGR5oRCocDNzQ2lUkl2djaBgYH1noDd3d159dVXee6559i5cydbt26VvDHx8fGcOHGi0p2JAeFq+reCYzd/Ha9rzHwRX4ggwLbkEgLdZbxxZwAh5RZQZrOZDRs2sHbtWt566y0mT55so0PtwoULKwqFgqCgIAIDA7lx4waXL18mLy9PCs1QKBQO3S26mGusYHBP7OzOnD4+tWonPDyct99+G7DG6ycnJ3Pp0iWSk5Ol5+WN8aKiIoxGY5MWuJPL5YwYMYIRI0bQs2dPPvnkE7p3787OnTsrXCsIguSRL43rNplMaLVajEZjjaQ7f/rpJ2QyGfHx8U4j3dlQVWFr9M0URfGaKIppoijKRFGMv3lc+shu0QZ3KTI5jHsL7vm37fmCq/D1fZAeT1iONc5ox44dXL161eay7kEqlo0OxEdlNaLk7mUDO/lsAm8tX1HBWC9P6Ze7S5cuLc5T5kwSZyEhIaSkpHDx4kUA1q1bx8iRIyttY9SoUeh0OlavXi2dKy4urtHnHjFiBF9/ba2OmpiYKCV05eTkYLFYmD59Om+88YZNefPmhiAIDBo0iI4dO5KVleUwiTIvLy/uuecePvroIxut7p9++qnK++7vBD7lYrm3Xy5hV4o11v5GiYXXdueRU1yWPCaXy0lJScFgMLB//37+P3vnHR9Vmf3/952S6SVlUkgChJJQAqEjTUXUVURsiyJ2d2FlxVUQVNZ1FxX92lbRXXcXWH8qir1gRUEhsAhIJyC9Q3qfZDJ97u+PcW4yKZCQhCRw369XXuQ+c8sz4d7nOfc853yOzWZrkf7LyJyvCIJATEwMQ4cO5YorruDiiy9m8ODBdO3aFbVaLeV/hHJczpZIXd15dGxXPapmlHM3mUxkZGRw4403Mnv2bP71r3/x/fff891334XtF1I4qaysbLWfhjhw4IA0fwFkZWWRlpZGUVGRpM7l9XrDVJUEQZAkXgVBQK/XS8olIU4n3fnTTz9JSevnu3RnkxXsBUFQAUOBLkBYwKIoiktaqF8dl0F3QMFe2Ph6jcag8TYuOpfnIlTs2bOH7OzsOqoE8UYVk9NNLNpmRxXZCUFjQHQ7IODn848/YNWK5UydOpXf/va3dZIzBEFAFEU2btxIdHQ0SUlJREVFyVUpW5HKykoeeOABysrKUKlU9OjRg0WLFnHrrbcyadIkfD4fQ4cODUuSrI0gCCxbtoyZM2fywgsvYLPZMBgMPP/882e8/vTp07nnnnskucJhw4YBkJ2dzT333CN5gE6n1nA+oFKpSE1NRa/Xs3PnTuLi4lo0zn/IkCEsW7YM4IxydaYIgfuHmPm/n6rj6DVKAUQRnwgFVX7+tqaE+ZdGEakL5qT/6U9/Yty4cZw4ceK8LioiI9PShAw8vV6PzWajR48eBAIBcnNz2bVrV7Okc+ONdTUj9hR66BbZch7o/fv38+2339aJ8W7LxEqHw8Hs2bOlea1bt2784x//4N5772X27NnY7XZ8Ph/3338/ffr0kY4TRRGDwYBSqZQqUdYch//4xz9y00038fHHHzN27NjTSnfm5+dz+eWXS/k6tWUYa3O6c1955ZXceeedTJw4MUy689ixYwwaNAhRFLHZbCxbtixMuhNg4sSJPPXUU2f9t6wPoSlOakEQegLfAD2orkwpAAEg0F4qUg4ZMkRsrpZjZmYml1566dkd7HXB4rFQUFdfN9se4POIG+l+yWSio6NRKpUsW7aMsWPHYrFY8Isic1YWc7zch6fgKCUr/4P7VHgxiM6dO/PUU09JKhY1CSWcVVVVIYoiMTExzTLAm/V3aEFq92Pv3r3nPHa9PUh5nes+1Pd3FgRhqyiKZy6PSss8i6ej9n2xe/ducnJyWizGG2DOnDmSpFtkZCQrV65scN/8/Hzi4uJYuLWcFUeqPW09o9QcKfES8r8kmZQ8dWkUFq2S8vJy3G436enpLS4P2Njn91w+T/XdwydPnuTiiy9m69atREVFUVpayqBBg8jMzGx2uNyyZctITU0NMxDO1J+33nqLLVu28M9//rPeY1qThp7x9v4stgZnO/84nU42b96Mw+FArVZjMpma/ELrD4jc+ll+WIjJsE4aHh3VeDWx0/Hxxx/X61xZvnw5Q4YMaVe1Ns60AhwqiHO20q7tYW5tCs15Fpv613kF2APEAFVAH2A0sA0Y18Rznb+otXDjYlDWfQdJNCuYYfyOPpFeysrK2L59O/Pnz2fy5MkcOHAApSBwz4DgzRcRm0LclOeIuX4uKmu8dI4TJ07w5JNP1nvpUMKZzWbDZrPhdDrZuXMnq1atYuvWreddhTAZmZr07NkTQRBa9D6vudRaWlpar4Z6be7KMNGphqfsYImXcd10hFamT1X4mbe2lE07drNp0yby8vIuGD3u+khOTmb69Ok89thjADz22GNMmzatRfJTli1bdsEUGJIJotPpGDNmDCNHjiQ5OVmqklleXt5oL7JSIWCrVchuT5GHQAtF027cuLFO2+TJk4mKimpzgztUxj30I4oiCoUCtVqNVqtFr9djMBgwGo2YzWbMZvNZFcG5EGnqX2g48DdRFEv41dMtiuJ6YC6woIX71rGJT4cxD9f/mc9F3PZXEEURk8lEv379KCwsZOrUqWzYsIF+sRqGJwa90oIgYEgbRfztLyKoq7W3QxqWpyNkgFut1jDRehmZ8xWNRkNSUtJpYxabyowZM8IKdTz11FO8+OKLpzXstSoFD11kpabIwfpTLv40zCwNuifKfSxY+jVz585l1qxZ7N+//4xFKM5nZs6cycaNG1mwYAHr1q3j4YeD42dmZiYTJkyQ9psxYwZvvfVWneMPHz7MVVddxeDBgxkzZgz79u1j/fr1fPnll8yZM4cBAwbUkYT86quvGDt2LAMHDuTyyy8nPz+/Vb+jzLlDEAQsFgtpaWlcdtllDB8+nJiYGIqLixsd8x1Xy+iu9IicsrfMC/3tt99ex/u+efNmPB5PnaJB55JQXLbRaMRkMmE2m6X4bJ1OJyWvq1SqZhXBuVBpqtGtBkLZfEVAyP16FJB16mqS/wtsbVjJIuC0o9Vq6dGjBwsXLuTKK6/E4XDw0EMPsWzZMu7sH77UUrLyP4heFxBM8nr00Ucb1Y1Q5a/BgweTmpoqPyAy5z3x8fH4/X6KiopaxOM9btw43n77bVJSUqS2Dz/8kEceeeS05+8eqea6tOrYwkqPSFq0hjszqp/tpCt+x6OPPsqsWbM4fPgwO3fuRBTFNi+WIQhCnbHi2muvRRCEsGTSRYsWIQgC06ZNk9pycnIQBKFRjoGaqNVqXnzxRWbOnMmCBQuaXJFw2rRp/OMf/2Dr1q289NJL/PGPf2TkyJFMnDiRF198kR07dtC9e/ewY0aPHs2qVavYvn07kydP5oUXXmjSNWU6BgqFgqioKPr37y8V3QIoLCxsMGHe6xc5Vlb3+W6KXODpGDhwIPPnzw/zDh8+fJjKykoOHz582urGrUkgEEAURcn4l3UyWpamGt37qDaudwAPCIKQBjzMhVgcpyGOrYP/dzVU5NT7saiL5Jeu90pLSBEREcyfP5+7774bv9/P/PnzyTu0G92vL8He0hyq9v8kHf/Xv/61UROaw+HA7/czatQo4uPjz7i/jMz5QGRkJJdccgk9e/akvLycoqKiZnuOevbsyZIlS8JkrNauXcuzzz572nPH1vKUKRVgiqgeduNMaiZNmsT48eOJjY2lsLCQ//73v9x0000X5GS3fPlyEhISwopANYbKykrWr1/PpEmTGDBgAH/4wx/Izc0943GnTp3i+uuvp1+/frz44ov88ssvZzxGpmMTERFBQkICI0aMID4+vsHVjY3ZLsrd1S+/GiX0ilaTYGy5ZOfLL7+cd955J6wsfCAQwO/3N1rFqqVRqVQoFAq8Xi9VVVVUVFRQUVGB2+2+IMek2jT3b9DUu+dVIKRp9RTwPcEYbzdwe7N6cr7wy+fw2TTwN/CWmjgY3w1vULxlP7YaoR4KhYIZM2YgiiJvv/02//73v7FOfBKnD7wl2dJ++s7pDepX1sbpdNK3b98OlaAgI9MSaDQaunXrRnJyMidOnODAgQNERERgtVrP+pw6nY7nnnuO1157jXfffReAL7/8ktzcXJ5++ul6q1XW1vlVCmD3BBAIxufF1Yj7DikQPfTQQ1RVVXHq1Kk2i/Oub2KpTy5x2rRpYV5uCIa+nc3EtGPHDlauXMnGjRsZPXo0kydPJiEhAZVKFeb5d7lcdY4NBAJYrVZJdqyxPPDAA0yfPp1bbrmFzMxM5s2b1+R+y3QsRFGktLSUI0eOUFhYKGk61+b7w9VGb4QS/nFVTFgp+JYiLS2NJ554ApVKxaeffsqhQ4eIiooiNzeX8vJyKX5ap9Ods5XqUGJkCFEUcTqdCILQ5BWo8wlRFCkuLm7wnmkMTTK6RVF8v8bvOwRB6ErQ860HFgGfnXVPzgd+XgjLH6Va2KUWw6bBlfPxevzA/np3ueeee7Db7dx55538Zx/kVoHfXl2LSGFJwB8QUTZCK1QUxWbdHDIyHR21Wk337t2Jj49n7969FBYWNksLW6FQ8OCDD1JWVsbXX38NBOMw77rrLj788MM6+wcC4WOBUhCYmGrg6h56iqr8RNR4jkVRRKVSMX36dLp27XpBvSyLosj06dNZsGABnTt3Zs6cOcyePZulS5fSpUsX9uzZg9vtxuVy8eOPPzJ69Oiw481mMykpKXz88cdMmjQJURTJysoiIyMDk8lERUVFvdcN6fsCTS5sJdMxcTgcbN++Xfq/r8+IPFbmZW9RdX7FmM46ovWtK+fZuXNnIFicZd68efTo0SMs9ESpVEqKZ21BKOwtFHqmUChQKBTSdnNeCFwuV4exVbRaLUlJSWd9fLPuIlEUncA2QRAygLTmnKvDs+F1+P7Pddvj+kLxUbjuH9DvtwCIbgeiKNZ7oxmNRh5//HEALEeC4vABt0P6PFZVhV+Exj52sk5362E0GsMS9kIyY/Pnz6d79+4UFRUhCAIbNmxg5MiRnDx5kqSkJMrLy0lJSaGoqIhNmzbx4IMP4na7cbvd3HLLLcybN4+33nqLOXPmSEmB3bp1429/+xv9+vVrw2/ccTEYDAwcOJAdO3ZQXFzcLElBQRB44oknSEhIYPHixUBQKnDx4sVMmTIlbN/anu7QHKpWCNIytd/v56GHHmLIkCHceeedTJgwAafTSW5ubrP+CdsvAAAgAElEQVQ88x2JxYsX07lzZ6644gogqLv71ltvsWbNGi655BJuvvlm+vfvT8+ePRk4cGC951i6dCnTp09n/vz5eL1eJk+eTEZGBpMnT2bq1Km89tprfPLJJ2Fx3fPmzeOuu+4iKSmJiy66iKNHj9Y575dffsmWLVtaXK9Xpm0wGo2MGTOG3NxcDh8+TFlZGbGxsWH71PRyA1zVXd/q/ZoyZQpJSUn88MMPvPzyyxw/frzOPs8++yxXXnllq/fldPh8PjweD263OyzxW6PRYLVaSUhIaHI4a2ZmZoPP9fmGXImhJRBFyKyltyko4bp/Qu+JYM8BW6r0kcFgYNiwYezYsQOn00lkZLXuZ0VFBR6Ph+joaCy/2svaLgOAoBfmyPaf2PfLLvr373/aLvn9fpRK5WlLiMu0DlarVfKs9unTh/Xr1zNw4EDWr1/PzTffzMaNGxk+fDgKhYK77rqLjz76iIyMDPx+P/v3V6+A3HLLLZJO8OrVq7nxxhv5+uuvw0rEyzQepVJJ//79WbNmTbPLLCuVSv7whz9QWlrKJ598AgSNvn379nHHHXcwcuRIFAoFtRzdlDoDGNThqTRut5udO3eyYcMG+vbtK2n0Zmdnn3Mt+raidpiKUqlk69at0vYLL7xwxiTHlJSUOpX9AEaNGtWgZOB1113HZZddVmdV4e677+buu+8GggUyJk6c2NivItMB8Hq9OBwOPB5PHQURURRZf7I6hKlnlLpFC+I0hCAIXHLJJfTq1Yu4uDhef/113nzzzbB9ar8ctAUhPe7asoY+n48TJ06E2TMydZFFFVuK2jHcN78NA6aAxhhmcIeIjo5m9OjRREZGkp+fL6kgLFq0iBtvvJEffviBlF/nAU1CT/S9xkjHLliw4Iwxkw6Hg7i4OFk3s40YNWqUVL1w/fr1zJw5M2x75MiRABQUFEjL20qlssECHmPHjmXatGl1BmGZpqFWq+nVqxfFxcUtohBy0003hS2rbt26lYceeogbbriBd999l2hFuMfsvd3hYQ5FVX5UGh3PP/88jz/+eNgLlcvlYuvWrWRnZ1NZWSknMcnItACBQIA9e/Zw9OhRRFGUlI7sdjsulwufP0Clt/pZO1bmZUlW/eFJrUl9GvW///3vuffee/nuu+/albyo1+ulpKREqoYt0zCyRdYSCAJYat1o1jMXddBoNAwaNIiuXbtSUlICwLp163A4HFgsFvpFB9+yAayX3AWK4Bt5VlYWmzZtOu25/X4/LpcLh8Nx2v3OF2rGldX+WbRokbRfSOKsoZ+m4HQ6GTBggPTz17/+Vfps5MiRkpF95MgRJk2aRKga3Pr16xk1ahQQ1CZOS0vjhhtuYOHChfUmiYUYNGgQBw4caFIfZeqSmJgohf80l549e7J48WLGjBkTdv9kZ2ezYMECHr37enyr/onfFQxD+jnbza6CoApA5nEnM78vYumuCkaMGMENN9wgHa9SqYiLi6OyspLdu3ezbt06Vq9ezZ49e8jPz6eioqJNtXxlZDoqCoWCoUOHcuWVVzJ69GiGDBlC7969iY2NRRAEiktKw/b3BsDZGhmUZ2DChAnMnz+f1NRwp11WVhZ/+ctfmDBhAm+88Uaby4uWlJRgt9tJTk4mIyOjTfvSEWhUeIkgCCvOsIuxBfrSsbEmQ/HB6u0fn4LEQTC2njjvGni9XnJycqTYzbS0NE6ePMnRo0fp3Lkzvx9o5rEfi1Fb4zFmXEnl9m8BmLdgMW8uHkx8A/JFkZGRlJeX87///Y9evXrRuXNn2evdwuh0ujC1hFBMNwQ93c899xxHjx6la9euaLVaRFGksrKSrVu3MmzYMCAo/3jbbbexYsUK3nvvPd5//30yMzPrvZ7s6WwZBEGgc+fOHDt2rEXOF3rpys7OZsmSJaxcuRK7PVjOwO12k735O/Tldmw3BMeCt3ZUMKWfkX9sKgfg64NVDOmkoV9seP6FQqHAaDRiNAaHV5/PR15eHidOnEAURQRBwGQyERUVRVRUFHq9Hr1ef9aJVqFzyrQ/5Ge/5VGr1VKJeAh6wO12Oydy8oFDYfu2gc0NwFVXXcVvfvMbdu/ezYcffsiKFSskI7u4uJh///vfGAwGJk+e3DYdJPh3dLlcnDp1ilOngsrRERER6PV6qaiOXq8nIiICjUaDRqO5oG2RxsZ0Z595lwbkOC4ULLWkvQ6thLLjZzS6Dx06RCAQkDKoR44cyQ8//MBPP/3EJZdcQo8oNZd307HyiBPL8Juo3PEdiAEKD+5g7qvv8Mbcuxq8gS0WCz6fj71795KdnU16ejoWi6VFvm57o7GTUn0SZ61Bz549KS0t5auvvmLEiBEADB48mDfffJOUlBTJkALo3r0706dPZ+rUqdhsNoqLi+s95/bt20lLu7DzlVsKv99PIBBo0az5xMRE7r33XmbOnMn333/P008/LX2mcVRrAR8r91Hi9DMwPoLtecGwtFf/l4fyh+dxO6u4//77GTp0aJ3zq1SqsOdXFEXcbjc5OTnSOJKcnMygQYOa3HetVislmMqGd/uiJWTKZOoiiiJVVVXY7Xby8vIoLCwkEAjgDtSdT721M6LPIYIgkJ6ezpIlS+r1are1WILJZKqTE+H3+/F6vRQWFpKdnY0oioiiiNfrpVOnTgwePLiNetv2NMroFkXxntbuSIfHWo+ebnl2MMmygUlMFEXKysrCJrmRI0eiVCrZuHEjOTk5xMXFMSXdxIaTLiotcRj6jsWx+0cAdn3+OtOLD7Dgmb/WSWoIoVKpiI2NpbKykp9++onU1FRSUlLkcvDngBEjRvDqq69KJatHjBjBX/7yF8aPHy/t88033zB+/HgEQeDgwYMolcp6FSvWrFnDokWLJJk6meZhMpkYPnw427Ztw+PxYDabW+zcWq2W6667jp9//pkVK4KLhKXZh9Gf2oUysS+CoOC93Q4eGWHhYImXSo9IYWkZpYeOYdYqG/1iJQgCWq2WiooKdDodaWlpZ10EKykpiVOnTlFYWHjmnZtJe5MH6wj9aa5MmUw1DoeD48ePk5eXh9vtRqFQoNVqiYyMRKFQUOEOAAVhx3hrZ0SfYwoLC1m9enW9n4UK2LQniVGlUolSqQy7j0tLS9FqtSQnJ+Pz+eoksF4oXJjfujWwdK7b5nWAqwx09WfzCoLAkCFD2LFjB0VFRcTExBATE8P48eP56quv+OCDDxg4cCBmjYJb+5lYvM1O5Nh78RYew5N/GICta1dy552HePHFF+natWuD3TMajeh0Og4dOkR+fj79+vVrUUNDpi6jRo3i22+/lZLjRowYwZEjR6QkSoB33nmHmTNnotfrUalULF26VHoh+vDDD1m3bh1VVVWkpKTw6aefyp7uFiQ6OppRo0axZcsWysvLW3wV6LrrruPHH3+UYq+zl85FaYxG32s07l6jecbfi6t7GPlsnwOVJY7Iyc/TwwLHcwsxFBXRrVu3Rl1HFEWio6OJj48/a0UWtVodVua+NWlv8mByfy4sysrKOHToEHFxcfU+8/WZ12Wuto2bttlsXH311SxfvrzOZ6+88gqLFi3i5ptv5tZbbyUqKqoNenhmVCoVLpeLbdu2AUEPvcViwWq14vP5sNvtaLXa8774jmx0txSRDSROlp1s0OiGYOzToEGD2LVrF7m5ucTGxvK73/2Ob7/9lry8POmN8IpuOpYfquIUFuJue4HSHxZSmRX0oh09epSpU6fy8ccfn1bXV6lUYrPZJK93WloaKSkp8nLyWVJToxvCZcYA5syZw5w5c6Ttrl271gmD+eCDD+o9d+1zhWioyIfM2aHX6xk6dCjr169vtoxgbYYPH84rr7zCo48+itPpBMBfWUzFli+o2PIFRVGJfHDtHPr26cXBEh8qs41jIsx86mkqD2/lueee49JLLz3jdULl41evXo3VasVqtWKxWNDpdHIssIxMDex2O7m5uWi12gY9raYIgSitgpIahvaBYi/FTj/RurZZIRYEgaeffpr777+fzMxMVq9ezfbt26VwE4fDwZtvvsnSpUtJT08nPT2d/v37k56eXm+l3LagdhiKz+ejsrKS4uJinE6nJDygUqkwm81YrVbMZjNarRadTkdERMR5YavIRndLEdmAl6j8JCScXlNbpVKRkZGBQqEgPz+fpKQk3n//fcn7CcFKdtf21PPvrXYUag3RV/8JTWJvSlb+G9HnobS0lDfffJOZM2eesashr/fevXuxWCzNKhQiI9PR0el0dOrUKSyhuaUYOXIkS5Ys4b333mPVqlWUl5dLn/lKssl771F81zxMn2EXc6zchygG8EaYEbVmXNbGe56jo6Px+/14PB5OnjzJkSNHAPB4PJIxHhkZSWRkJGaz+byYvGRkGktVVRX79u0jLy8PrVZ7Wm+wIAgMStDww1Gn1CYCG066mJDatnUv4uPjmTx5MpMnT6a0tJTVq1ezdOlSqZCOx+Nh27ZtkjcZICEhgfT0dIYPH86ECRPaTViHSqVCpVJhMBjIz8+XKgX7/X7cbjcnT56UZBFD1XpNJhMWiwWz2YxGo5GSYdVqNSqVqkOMa+3jr38+YIwFtR684bq8lJ1o1OEKhYLevXuTk5ODy+WiW7du5Ofnh+0zpouOpbsqsHuC3itj/ysQInQUffEcAB999BGTJ0+WdJ9PR6hwzvHjx2WjW+aCx2q1cuJE457VppKSksLjjz/Oo48+ypYtW1ixciXLv1+J11WF6HVTuOxZdpZmkzruFspcEDP+QfxV5bx/XMuYvnWL6TREfUUr8vPz0ev12O12CgsL8fv9mEwmunfvjs1mazcTsIxMa1FWVsbmzZtRKBSSLOCZGFzL6Ab4qR0Y3TWJjIzkxhtv5LrrriMzM5O333673iJQubm55ObmsnLlSvLy8rjvvvvaoLeNR6lUSkpMNQkEAng8HnJzcxscq0Ne8Zo/ERERYca5Wq1uU+NcHnFbCkGAyK5QUOumb6TRDcFQk5dffhm9Xs+f/1xX9USjFLiyu55P9lZrb+vTRhGRkIYndz9er5ePPvqIBx98sFHXMxqN5Ofnt7tEIhmZc825MD5VKhUXXXQRF110EXfcfjt/eOAhSvKCwlBla95mj72QrhPuR68WKMfCQ8MsPDbrQXr16sXdd9991tVlVSpVmPSgy+Vix44dKJVKunXrRlJSkvz8y5yX+Hw+du7cidvtJi4urtHGVr+4CFQK8NUI5T5Q4qXA4SPW0L7MJqVSybhx4xg3bhyFhYXs3r2brKwsdu/ezZ49e3C73dK+WVlZbdjT5hFKeG1orAoVOvJ6vTidTnw+Hz6fLyzEzufzYTAY6NOnD3Fxceeq62FcuGKJrUF9ISZNMLpFUWTdunV8+eWXDcrGXdVdj6rGuCEIAsb0y6TtphT8EAQBpVJJTk5Oo4+RkTkfUSqV5zT+OSUlhY/efZu0ftUJc5Xbv6Vg7yYc3gB3DTChKz/Ghg0bWLZsWYvKgmm1WmJjY7FYLBw+fJjMzEx++eWXC6aQlsyFg0qlYujQoXTr1o3i4mLKysoadZxOpSDdFp7QNyBOjdPXvnMkbDYbY8eO5cEHH2Tx4sWsWbMmzLO9ZcsWsrMbowDd8RAEAZVKhVarxWg0YrVaiYmJwWazYTQaCQQCWCwW0tPTiY2NbbN+ykZ3S+GugOytzTpFQUEBLpcLvV7f4FtYpE7JqM7hb3p+R3UFrcaEltTEYrFw5MgRubqdzAVNQUHBOS/YYLVaeWvRvxh58Viprex/7+Lxw5FSL6mpqSxcuJDZs2e3iidepVIRExNDdHQ0eXl5rF27ln379oV5xmRkOhqiKOJ0OikqKuLQoUNkZWVx8uRJyRPaWAYnhL/o3plhpoul5RKtzwVKpZIePXpI24FAgBdffLENe9Q2+P1+FAoFDoeDbdu2sW7dOnbu3Mnx48cpKiqisrISn893TvrSvtZJOjL/exkq8+q2957Y6FNs3rwZCMp31VbGqMmoZC1rjgfLhfurynHsWyd91qlTp0ZfL1QqvqKigpKSEimRQUbmQsLtdnPs2LGzDt9oDmq1mr88Nofxa4MavJ7CYELUuhMupqSbGDx4MJWVlTz+t6fwxKQy44aL6ZLU+Ge8MSgUCqxWK4FAgIMHD5Kfn8+oUaPkeG+ZDoff72fbtm0UFBTgdDoxmUwYjcazKvrUKybc03241NshjO7y8nK2b9/Oli1b2LhxY53Kuxfiilbtyr5VVVWcPHmSvXv3SpV/DQYDsbGx9O7du1X7Io+qLUHJUdjwz7rtXcdA/5sbfZphw4ZJKgr3338/Tz75ZL379YmJQCmAx1lJwUd/xVcSLL2qVCrrrWQXInSzhTxZSqWSmJgYevToIWt2nwWCIDBr1iz+/ve/A/DSSy9RWVnJvHnzAFiyZAkvvPCCVI3r3nvvZfbs2WzcuJEHH3wQt9uN2+3mlltukY5Zvnw5TzzxBA6HA1EUmTBhAi+99BLz5s1j8eLFREdH43Q66devH/Pnz6dPnz5t9O3PHzQaDcOGDWPnzp1SVcZzhSiKvPnmm9K2oA561/wifHPQwV0ZZr475iNzyy+487/EVXSKfzw5u8X74fF4sNvtWCwW+vfvLxvcMh0SpVJJ//79KS8vp6CggPz8fOx2OwqFQkqsa+yKVrJFFRbXfbjEx2VdW6/vZ4soimzevJl169axZcsWDh48WG+onCAIXHrppTz88MNt0MvWJ7SS4fP5wv6tvboRynGJiYnBaDTWKVHf2sgja0uw4i/g94S3KSJgwoIGq1HWR2xsLOvWrWPMmDH88ssvPPnkkzzzzDPYbLYw/WCdWkGKSeR/b/9NKpIjCAJPPvkkiYmJ0n4ej4eqqio8nmDfNBoNsbGxxMTEYDKZ0Ov1HUJip72i0Wj47LPPmDt3bh0t1OXLl7NgwQJWrFhBp06dcLlcvPPOOwDcddddfPTRR2RkZOD3+9m/fz8Au3fvZsaMGXzzzTf06tULn8/HokWLpHPOnDmTP/zhD5hMJj788EMuu+wydu3aJa9QtABRUVGMHj2aPXv2kJOTQ0xMzDkJN1mxYgUff/yxtB0/+Arp95VHnExIUVGWfYjYyc9g3/wFZRm3UukJYIxoft9cLheVlZUEAgF0Oh09e/akc+fOssEt06EJzXOxsbH07duXyspKysrKKCgooLi4GL/fjyAIaDSaMFne2qgVAl0sKg6XBsMODpd6z+XXaBRHjhzhpZdeYtOmTQ3uo9FomDhxIlOmTCE5uZ7K2e2UQCAgGc2hpEi/3y9pkwuCEPZyEfo/1Wq16PX6MCWTkFEdERHR5uObPLo2lyOZsK9Wae7LnwRTAsT0qPeQ05GSksLq1au5+OKL6dGjB+np6fWWB9ee3IQnd7+0fdWEiVx11VVAsGhLeXk5BoOB6OhoEhMTJW1umZZDpVIxbdo0XnnlFZ555pmwz/7v//6Pl156SQr30Wq1TJ06FQjGD4di75VKpeStfuGFF3j88cfp1auXdP4//vGP9V77lltu4ZtvvuG9995rtFqNzOlRq9WSl/f48ePnJLu9dtn1GTP+xKKdQdlRp0/kjzPncHjnz/S7/18oxtxGlR8+3+fgjv7NK/kc0itOS0sjJiYGg8Egv4DLnHcIgiAVZUlOTsbtdlNSUkJRURGlpaXk5+cjiiJJSUn1Ht89Ui0Z3UdLvby9006MXsk1PdteOvCTTz7hueeeq9Mekh8eMmQIgwcPZsCAAXXk99ozOTk5KBQKKSlSp9NhNBolgzqkzx3S+a750xGQEymby9qXwreThsLIP0HGLWd9yp49e7J9+3ZmzJhBRUWFJBBfk5EZqaCs9n4v/+oLFixYgM/nQ6fTYTAY8Hq95Obmsnv3bo4cOUJ+fj5VVVXnZZU6QRDqGA3XXnstgiDw1VdfSW2LFi1CEASmTZsmteXk5CAIQpPi4UPcf//9LF26NKzoCQS91oMHD673mJkzZ5KWlsYNN9zAwoULcblcZzymPgYNGsS+ffua3GeZhvF4POTl5bV4SfiGGDduXJhHPe/nL7FqqrdLCcYhjomtTm785qCDCnfzylJHRUXhdrspKipCoVDIBrfMeYXf76eiooL8/HwOHTrE1q1bWbVqFatXr2bHjh1kZ2fjdruxWCzEx8c3eJ7uUdVzrE+ELw9Usea4s8H9zxWiKLJgwYI67SqVilmzZrFw4UIeeOABRo4c2aEMbgiu+EdERBAIBFAqlSQkJNClSxeSk5NJSEggLi6OmJgYrFYrRqPxtNVF2yMdp6ftFWctCaJh06AFlqXVajUOhwOfz4dGo+G2227jN7/5DTNmzEChUHDZoF4k3/E8OZ89h99eAMC7777Lip938+U7/wnzivt8PvLz86UMbo1Gg81mw2azyWEmzcRsNnPnnXfy2muvNXol4a9//Su33XYbK1as4L333uP9998nMzOzydc+H1+e2hqv1ysta54LEhISuPbaa/niiy8A+Odrr3L17zWURY0BwDD2D/z72T+TEmtm14pijuQU4Kkq53BpJAPizz7+MCIigri4OMrKyti+fTsjRow45+otMjItQUitxOFwUFZWRlFREXa7XRofVSoVERERGAyGJr9Md7PWTZzMd7S90pcgCIwdO5bly5eHtft8Pl566SU++ugjnnrqKdLT09uoh2ePSqWSKoa6XC727NlTZ65TqVTodDpJtzv0e83qlKF/lUplW3yNBpGN7uaSPAzyd1Vv5+5sUvJkbURR5NChQxw4cACFQkF0dDQ//vgjRUVFLFmyhNTUVK666irUSoFhA/rxs/lVir95GefhoPJJwcEdrNiwnfFjqhMqVSpV2GDj8/koKioiOzsbURQxGo1cdNFFYXHjHY36DNCaHu4Q06ZNC/NyQ1DxpTkG7EMPPcSgQYO45557pLa+ffuydetWLrvssnqP6d69O9OnT2fq1KnYbDaKi4ulYzIyMhp13e3btzNkyJCz7rdMXULPwubNm6moqMBkal4YR2N45JFHOHbsGDt37kQURZb/9wWixnswpo9DodGT54mguyDQM1rNjs8+pmLrV3zqf4ABf7qr2de2Wq3k5+dz5MgRunfvLr98y3QoSktL2bt3L2VlZVRUVBAREYHZbCYqKqpFXiITzSoUQM11JYdHJCCKKNr4WXnqqaf47W9/y9q1a1mzZk2YSsmJEyf43e9+x6xZs7jllrNfdW9rGiqGE4rzrqqqwm63S7HfNefxUOy3RqMhKiqKPn36nJNEyTMhuzaaS7dLwrf3fgWrnoGzMOJEUeTAgQMcPHgwrFztuHHjmDlzJhBuSA5O0KDUmVAaq9UWFBoDpbr649NCqFQqzGYzNptNkgrrSMsz7Y2oqChuvvlm3njjDalt7ty5PPLII+TlBWUk3W43r732GgDffPONNDjUjNefM2cOzz77LAcOHACCg8bLL79c7zU//fRTVqxYwa233tqaX+2CxGQyMXz4cAKBwGmlO1sKjUbDyy+/TGpqKhAcB4qXv4breLB63JFfY0o7GZUIqggEtRZdUi/p+HfffZeFCxeetc6szWZj//79DaoeyMi0V0JqO8OGDWPEiBGkpqai0+koKSmhsLBQ+iktLT2r0EqNUiDWGO4pFYEqb9s/J4IgkJGRwQMPPMAnn3zCp59+yv333y997vf7efnll8/LGhxKpVJKhDWbzURGRhIZGRmWm6JUKomLiyMtLY0ePXq0C4MbZE938+k6BhAIPopA2XFY+wKk3wixjdd7FEWRffv2cfToUWw2W5239KuvvppXX32VzZs3U1BQQGxsLIMSNLhOZFG58ztpv8gr7mNvRUTt0zdIRUUFPXr0kD1czeThhx/mn/+slo0cP348+fn5XH755YiiiCAI3HvvvQC88847zJw5U8qcX7p0qSR1tWDBAm699VaqqqoQBIFrrrlGOucrr7zCkiVLcDqdpKens2rVKlm5pJUwGAwMGzaMzZs3U1ZWFhau1RpYLBb+9a9/MX36dA4ePAgBP4VfPEfifW9wuDT4PCeYVEReeg+WUVPwRQUTuRwOhxTbOXbsWMlwbwoKhYLY2FgOHjyIzWYjMjKy5b6YjEwrEtJYDmkwhxBFEY/Hg8vlklR6iouLKS4ulmKFDQZDgyXFa5JsVpFXGW64tpSCUEvSpUsXrr/+el5//XWpze/3c/z4cbp169aGPWtZQv+3IcndECqVCqvVSnJyMlarFZPJ1O5CS0A2upuPPgo6DYCc7eHth35oktFdUlLCoUOHSEhIqNcANhqNxMbGkp2dzeHDh4PSf3olETk7q3dSqomwdWV/sbfRg0Joicbj8RAR0XhjXYYwL2hcXBxVVVVhn99zzz1hISchPvjggwbPOWHCBCZMmFCnfd68ecybN++chTzIBJ+5kSNHkpWVRWFhITExMa36cmq1Wvn73//OxInBgloBp52As4KjpXpEUaSTKThcK9QacquCL/kGg4GbbrqJ5ORkevbsedbXDn2v3Nxc2eiW6fCE5OM0Gg0Wi4W4uDi6d++Oz+eTisHl5eVRUFCATqc77ZiaZFaxOSe8Smulp+093fVRUFBQp+3mm2+mf//+PPPMM02uWN3eyM7ORqFQoNfrpSRYg8GATqdrN57sM9G+XtU6Kt0urdt27KcmncJkMhEREdHg8tdnn31GdnY28fHxDBw4UGq/9IrfIKh/fVv3e8l//884cw+xu8BT73lqY7PZyMnJYe3atWRnZ0txUDIyMsHQj0GDBpGYmEhhYWGrh1/ULsGuNNuo9IqUOAPEGaq9NgV2N/5AsC9z587l9ttvP+sXApfLRX5+PomJiaSkpJx952Vk2jkqlYrIyEi6d+/OqFGjuPjii/H5fJKCVH0kmur6Jis87XOeTE1NZdasWXXqRmRlZfHII490+Pk9JiYGrVaL2+2msLCQ/fv3c+LECYqLiztMpc0OY3QLgnCVIAj7BUE4JAjCY23dnzCM9ej5iu6R+wkAACAASURBVE2Lo4qIiKBTp05UVFTU+3loOWzWrFlhS2KjM1KJvflphIigLFDAVUHBB49zorC0UdcNJWsajUaysrLYuHFjHfk7GZkLGaVSSXp6OikpKeTn57fqxBUTExOW0OwtPgmARiUQoRT4zzU27h1gouz9WTz91JMcOnSo2de02+0MHTqUAQMGyFr+MhcUBoOBjIwM7HZ7g/vkO+rmSkTp2qfpJAgCU6ZM4euvv2bBggWMGzdOCrHYu3cvl19+ObNmzeLdd99l3759HS7eW6PREBkZSWxsLDabDYPBQElJCVlZWaxfv75DGN7t886phSAISuB14GqgD3CrIAjtp/61Padum6XplZ90Ol29mtwAN954I1988QVjx44Nv4xGiTapNzETqku7BtwOjjVxMlar1cTGxlJVVcXOnTvPfICMzAWEIAikpaWRlpZGUVFRq13HZDIxZswYadt5eAspVpUUKmb7tTDHFSMGkZOTw2effdas6/l8PtRqdR3PmIzM+UwozKSgoIDS0tLTGp9Z+eGrxtE6BZ3N7TsyV6VSMXr0aJ5//vkw9RK73c7atWtZsGABt99+O+PGjWPu3LlSwn9HQ6VSYTKZsNlsqFQqNm/ezK5duzhw4AAnTpwgLy9PSqStqKiQQmnb0uPfvu+caoYBh0RRPAIgCMIHwHXAnjbtVYiK3Lpt1qYZ3WVlZRw4cOC0k199yVxWrQJRFKncUa3XqYpKwtS5V519G4PH46Ffv35ndey5JpSgKNM6yEoW4YTiRFv7nhswbASrVq0CoHL7N6TedD2ApLXfo0cPpk+fTmlp6Vnpu9dEpVLh8XjYu3cvffr0kZ8nmfMOt9tNRUWFVA6+vLwcp7O6wE0oAa8+qrwBDpaEO8IGJ7T+GNCS3HfffTgcDtatW0dxcXHYZ5WVlaxcuZKsrCz+/e9/07lz5zbqZfMxm824XC6Ki4slCcH6jOtQ+XiFQiGVhg/F/4e2Q+Xia6qktBRCR5hYBUH4LXCVKIq//3X7DmC4KIozauwzDZgGEBcXN/h0yWqNobKysk5GdENk7HicyLLdYW17ej9MQdzFjTpeFEVpWaSmaonP55Ok/FwuF1lZWURGRoYlTHkDIlPf3kzhJ0/+2iIQd9vzjBzQh9/3adrAEAgEpCSFEE35O7QmtfthNBqJi4vDYrGcswHQ7/e3eTb0ueqDKIqUl5eTn59fRzZv7Nixx4Ga7t5FoiguCm209LN4Os71/el2u3G5XKhUqnrvu5rP7Nmy+lApf58zFdETNAx6DxjKC0//lYULF7JmzRq8Xi+LFi0iOjr6DGdqfH98Ph8Gg+Gc3FvtZUwJ0ZH7056exdagJf5vvF4vHo8Hn88nOWoUCkWjKrFmFYv855fq7S5GuLYr9IlqvTmnJcaQ+hBFkezsbHbt2iX9lJSUSJ+bzWZmzpzJsGHDWvzaZ6K1vvOZCNm/Nf8VRVEy1pVKpWSUn4kzPYshOoqnu747POxt4dcvtwhgyJAh4qWXXtqsC2ZmZtLoc2TVLQvbZ8Rv6NN5eKMOr6qqYsOGDQiCEFbEJj8/n7i4YLz4u+++y4IFC0hJSWHp0qVhSiOKiuqlIVVUJzSJvfEqIoiLi2pc/3+loKCAESNGhL31N+nv0IrU7ofX6+XUqVNkZ2efsz64XK5GSUydL33QarVkZGTUVzSpSBTFBqvytPSzeDrO9f0piiI5OTns2rULo9FYJwa65jN7thSf0BIzfiaFy54FYO+Ozbz58ZdMmHIvew4cxmKx0KdP46LrGtufoqIiunXrdk4SKdvLmBKig/en3TyLrUFL/t94vV6qqqpwOByUlpZSUlISFgNc08AKjXkncuxAUJVKAJ4aF9vqUoEtMYY0RHx8PIMHDwaCY9lPP/3EY489hsvlwm638+STTzJlyhRmzpx5Tr35rfmdG4PP58PhcOB2u1EoFMTExJCUlERkZGRTVN1O+yyG6ChG9ymgZrxGElBPIHUb4Syp25azHRppdOv1ekaOHMn27dspLi4mKiqqzg0/adIkPvvsM44ePcqSJUv4/e9/L32WPPBSCn58E9HnwVeSzWhhH5ekjmjSVwh5UM1mc5OOayvUavU5V1rIzMwMU45pC9pDHy5kBEEgMTERo9HIpk2bEEWxRZceAbIrfOjTRmJIvxzH7h8AWPbBu2yJHY/mphcp9nh4fXM5k/oY0YtOCgsLm/0sWCwWDh8+TFJSUoeuTCsj0xBqtRqLxYLFYqFTp05AtWRuSMu7vLwcu91OWVkZAAcKq2O9DepgMvP5giAIjB49mtdff52ZM2dKyaTvvfcel156KYMGDWrjHrYegUCAqqoqnE4noiii0WiIj4/HZrNhsVhaVT65oxjdm4GegiCkANnAZGBK23apBomDg7rcNVnxeNDo7tQ4A0mn0zFs2DD27t3LiRMn6rz1aTQa/vznP3PffffxxhtvcP3110vx30O7x7E/4zdUbA1Wq9z03SfMmjS2zjVOh8PhICEhoUVK58rInO9YLBaGDx/Ohg0bpLi/lqJfbAS7Dx6j6kC17KjSGg8KFZ4ACKoIVh1zsuqXHCo+/xuCu4J3lrxNbGxsk68VCASoqKjA7Xaj0WhwuVyy0S1zwRCqzmw2m8OeH7/fj8vl4ifHfg5tDuZsVXpF3t9WwHU9NZjN5g49VzqdTnbv3s2OHTvYsWNHmHqLWq3u8HretfH7/TidTlwulxTPHR0dTY8ePbBarej1+nPm2e8QRrcoij5BEGYA3wNK4P+JovjLGQ47d4x/Cf4zBjw15P4CPvj4HpixBZSN+zOrVCrS09Ox2+119HoBBg8eTExMDEVFRZSWlkpG92/7GPnEHEXo6tllVZQ6/UTqGhef6fV6cTqdHTqJQkbmXGM2mxkwYACbN29u0Unq5j4GPn9poRTTrTRGYbt+bp1JQdQYcQg6AqKHD7NKuXtMDCZN4w2BkpISAoEAiYmJdOrUCavV2qENCRmZliIk0fvw1el89UsRZVXBZMrvTsLBSj/T0gox6zWtXqm2JXG5XLz33ntkZmayf//+BhVbHn744Q5tdAcCAalapcfjkWL4bTYbPXr0wGw2YzAY2mys6xBGN4Aoit8C37Z1P+olKgWu+Tt8Pi28Pa5vow3uEIIgoFQq630gjh07RlFRkSTuH8KoEvHu+l7a1ve9nHd3VfDAMCt+UUR5mje4QCBAcXExgwYNCosnl5GROTMlJSUtnny4betWjuzeBoAgKOhyy9/wR3aqs5+gUmO78XEQFGSWGvn520KuTdVzbaoBvfr0E4rPF9QeHjt2rFyJVkamAaz6CB6+Mo0nlgWFEjx+kb1FXr7TC9w9sGXDyloLURTJzMzkueeeq6NeUpPY2FimTJnCTTfddA571zxqe7AhKEZhsViIjY3FYrFgMBjQ6/XtxqHQYYzudk/GLXD4R8j6sLpt39ew/ztIu6pJp2pIUebnn38GYOjQoWE30NatWykrCiZTKnRmDL3HkHncRbK5kh+POblvsIW+tvon1qKiItLS0jr0m62MTFvgcDg4duwYNputRc/73XffSb9ff/11PPS7EXxxwMHXB6pw+8PHBqXOTOEXz6OOSiIw7AY+2iNi0Si5qsfpDYLS0lJSU1Nlg1tG5gyM66JhoQFO1ai78sMJkQl9FHTqAI/PG2+8wX/+85867XFxcYwePZoBAwYwYMAA4uPjO4wUosvloqKiQvJgd+3aFaPRiF6vR6vVtuvv0T5M//OF8S+BtUt421d/Al/jSrIDnDp1ipKSknonw8TERH73u99x5513hrUfPXpU+l3XYziCKnjsO7sqyanw805W/VUuoVqzUkZGpukIgtDiA3zNKpMDBgzAEKFgSrqJ18fHcHUPPaoal/MUHqdq3/+wb1mG6PcSo1cwLuX0VSWrqqowmUx06dLltPvJyFzo2O12tm3dwr0DTGHtfuDdXQ3Pq+2J9evX19teUFBAVlYWR48eJTIysl0bqiF8Ph/Z2dm43W46d+7M8OHD6d+/P126dCE6OhqdTtfuv4fs6W5JtGa4/l/w1jXVbZX5UJEDkV3PeHh+fj5ZWVnExMTUuxQyZsyYsGp1NY8LobLWld05UurFFxBRKerejNHR0Rw8eBCbzdah4tNkZNoanU6HXq9vMRnH8vJyPvzwQ375pTpdJSsri2uuCY4nkVolk/oYqfIGWHPchafwGN6ik8Td9jy+0jzMFit39TejPoPCgs/nIzY2ts0152Vk2jtarZakpCQUOTn0iVGxp6i6JPy+osY709qS++67j+eff57jx4+HtYuiyMGDBzl48CBHjx7lhRdeaPcGayjW3uv1cuLECU6cOAEEhSZMJhNmsxmTyYRGo0Gr1bZLI1w2ulsaR2H4tiEWzElnPKy4uJht27YRFRXVoEj8qVOnsNlsdZQS8guqr6ky1i2YcV2aoV6DG4LxTyaTiR07djB8+PA6usMyMjL1Y7fbUSgUVFVVNdvo3rlzZ5hsV4jOnTvj9/vZvPsAX287xmHLQDy/pnsUfvYMvrJc4u/4O8Z+43B4T79i5ff7sdvteL3edjcRyci0RyIiIsjIyCAqxsbxDTvCPkswdgzzadiwYXz66acUFRWxY8cOdu7cybZt29i/f7+0z+rVq8nMzGTs2Kapnp1rBEGo1zno8/lwOp1StVGXy4XNZiMjI6PdORPl8JKWJuuj8O0el50xmbKwsJBNmzZhsVgalOvKysrirrvu4oknnghLsix1+dlVQyZc9IWrntzSx8iU9NNX9NLr9QQCAX766SdKS0tPu6+MzIVMqFJnVlYW69evx+/3ExXVtCJUtdm7dy9/+tOfwgzuxMRE/vKXv3DxhJt5ZW02M353B98vnI/bW/3s63oMQ582OuxcH/5SQaCecLHS0lJKS0tJTExk9OjRjS6uIyNzoSMIAvvtKhzh1eBJMfooKCiQkpLbOzExMYwZMwaj0SjpkNdk69atbdCrlkEQBHw+Hx6PB51Ox5AhQ7jooovancENsqe7ZXEUw8EV4W07P4D4DBjxx3oPyc/PZ9u2bVit1gaTmtauXcvcuXNxu914vV68Xi9KpZLj5V6eXVeKI6J60vdVBKuQCsDUQWZ+071xGdYWiwWXy8WGDRtIT08nOTlZ9obJyPyK2+2moKCAo0eP4nA4iIiIIDY2tkWekeeee06qjKdUKpk3bx7dhlzKFwddvLuiGL83gLZLfxQ6CwF3FUpdML40atzUsPP0jlEzua8RRT19CgQCJCcn07t372b3V0bmQmPZjrqVj1MjlQiC2G5UMRrDO++8w+LFi+u0p6SkdCjVEggmUzocDvx+P2q1mvj4eOLi4oiKimrXoXOy0d2S7Pk8qM9dm5SL6929srKSLVu2EBUV1aDBLYqiZHBff/31PPbYY6hUKrbnufn7hjKqvAG8RSek/QPuKlQKeGi4lRFJTVvy1mq1+Hw+tm3bhlKpJDExsUnHy8icT7hcLkpKSsjOzqaoqAiFQoHRaDyrIjSno2Y42cVXXM3P+uH8N7McgLL1H1Cx6XPib38JdUwyAlDbj50apWZyupH+sRENvgRERUVx9OhRCgsLiY+PJzo6Wop9lJGRaZgKl5cf9uSHtSkQ6ZdgINLYccIxRVHk66+/DmubNGkS48ePJz09vUM42QKBAHa7HY/Hg8lkIjU1laioKIxGY4d5+ZGN7pbkl2V12yJTgnrd9WAwGOjSpQsnT55scCIXBIGEhASOHTvGNddcg0qloqjKz4vry3D7RSq3f0vVvv9J+1t6DOEvYyLpF9v4ydTv91NeXo7P58NqtXLRRRdJhXdkZC4UAoGAVAr61KlTlJWVIQgCer0em83WapPSRRddxM6dOwHYluPCkluF8GtImr+imIDbgefwRtQxyWEGd/dIFbemmxgQ17CxHUIQBOLj4/F4PJw6dYojR44AYDQaiY+PJyYmBrPZ3K49RDIybcGqfQW4fYGwtlSbHr/LQYXow2QyNXBk+8LlcnHq1Clp+5VXXqlXmKG9UlZWhsfjIT4+nu7du2M2m9u6S2eFbHS3JKXH6raljIEGJkRBEOjTpw9er5eCgoIGDd3hw4dz7Ngx1q9fz8CBA/n6oAO3X8STf5iSH6uXiiIH/oZXpl1Nt8jGlXF2Op1UVFSgVCrp3LkziYmJHWYAkZFpLqIo4nA4sNvt5OXlUVRURCAQQBAEDAZDi3u0G2LPnj3S7+W7VhHR4yL0PS8CYOR1d5I2aQI/ebtS7Aya3ClWFbf0NTIkQdPkF4GIiIiwVTW3283x48c5dOgQSqWS+Ph4EhISsFqtcjl4GRmguLKuSkm0ykUgIHSoZ0Sn0zFmzBj+97+gk27mzJmMHj2aO+64g0GDBrV7T7dKpcLj8ZCfn4/dbic2NpaYmBiMRmO71+auiWx0tyj1/Kc3QgM7Pj6e3NzcBqXHQpPkgQMHqPQEWHkkWB7avvUrKZylV69e/P3Fx4mzNm4QqKysxOFw0Lt3b5KTkxtUTJGROR8RRZEdO3aQl5eHQqFAq9USGRl5zpco/X6/5HUOdiyAY+9aonuP4MlLo+geGQ/AlIDImmNO8h1+bk2vP277bNBoNFKIid/vp7i4mOzsbARBoFOnTiQlJcnl4WUuKHw+Hy6XC6fTicPhQFFZEPb5Hb1VjEmxEG3oOAY3BD3d11xzjWR0A6xbt45169ZxxRVX8H//939t2LszYzQaMRqDohAej4ecnBxJBlEQBCIiItDpdOh0OkkuUKPRoFarpR+VStXmto5sabUk9U2EtdREQgQCAQoKCjhw4AAOhwOz2dyg7NgDDzyAz+dj3LhxfH+4CpdPRBRFXMd2SvvMnj2bOGvjy9IajUZ8Ph8HDx4kIiKCTp06dZg3RRmZ5pKbm0tOTg7x8fFtcv1Tp07x9ttvs2bNGkpKSsI+8+QfZkSSlu41VqzUCoHLu7Vu2WmlUonZbMZsNuP3+8nNzeXgwYNERkaSkpJCSkpKq15fRqYtqKqq4tSpU9jtdux2O263W5oLFQoFUYpw49qv1HYIg7ukpIT//ve/fPTRR2fcd+XKlTz++OOSUdveqb1iJ4oifr8fn89HWVkZPp8Pn8+HKIphBQADgQAqlQqtVisZ5jqdjujoaCIjI89J32WjuyUR6vEG+Zxhm4FAgPz8fPbv34/T6cRsNp9xGVuhUPDwww/j8Yu89k1Qk9tXmoO/Ivi7wWAgPT29yd21Wq14vV527txJbm4uffr0Qa9v3YldRqY9ECoXXFJS0mzJv7Ph/vvvJzu7riICBJ/ti5Nbv760z+fD6/Xi8Xjwer1hlWlDseyxsbGYTCZ5XJA5b/F4POzdu5eoqCgMBgMWi6XOPpFaF6WuYFz30bKOIRE4d+7cRssATp48ucMY3CFqGtp+vz/s99r7hV6itFqttLoXKqCj0WjO6UqebHS3JI3wdBcVFbFp0yYiIyNPa2wXFxfz6quvcvfdd5OamgpA5nEn5e7gg++okTw5aNCgs14yUavVmM1mTp48iU6no2/f+pM+ZWTOJ6xWK6NHj2bPnj3k5uZis9nO6cBbW9s3dtg1BJIG4ck7iNZfRd84LVXeAHp16/SppKQEpVKJ0WgkOjpaiosMTUYREWdOzpSROR8wmUzSvd9QInFXq4rSvGBs97Eyb737tDcaO55NnDiR2bNnt3JvWp5jx44RCATCjGeDwYBGo5E82DVDTdrLmCYb3S1JfZ5ub7inOzY2loEDB7J7927UanWDUoGff/45K1aswOVy8fLLLwOw9njwXKIYwJG1Utp34Jgrzqq7LpcLu92O0Whk9OjRsmLJ/2fvzcOjKs///9eZPZlJMkkmmQSSQCDsyBIEAgiiaKkLVVq11rY/xVapWu2n1bYudWtd6tLWWpeve6utqFVRUcSVpYAsYd8TkpCV7Nvsk5k5vz/GTHKyzmQj6PO6rlycc+Ysz4Sc87zP89z3+xZ8q9Dr9cyYMQOj0Uh+fj5Wq3XIHsoXXHAB//znPwE4/6JLyJsa9Nw2jpvLZZOMqCSJx79qICDD5ZNNTLRoUQ9g23w+H/PmzTvtRrcEgoGmsrISj8fTo0jNNGvZ87XoPmn3U9TYQmaY+VOnij//+c+8+OKLrFq1qsf9PvjgA37961+fdiYKmZmZoTCS1lHu1sT49iElrWi1WkWsd1RUFEajEavVOqTtFqJ7IDF0npbCWddpU0ZGBlFRUezevZvo6OhOU7c+n4+3334bCE77tGL3Bv+I3MX78TUFfUNVhhgmnqmsStcbXq+XxsZGoqOjyc7OHvJRPoFguCBJEiNHjqSgoEAxDTnYtO8Qmm320Da/rZaJlmBsoatFJq++hQPV9dx1VjzZqQPrqd36wi0QfJsxGo2kpaVRXV2NLMshMda+T4zSKJ8Lj3/VwNMXDI27UV+Ji4tj5cqVzJ07l71797Jp0yZl0vbXnH/++aed4G6lt8TI1qRYj8eDx+PB4XCEZvdb/6+HGiG6B5L40VDeIYaqueu4zaSkJObOnctXX33VSXS3jkBDMLt49uzZSJKE2aCitBncRbtD+xonn41GG35n3JpoMH36dFJSUoTYFnzrqa2tDcU2d5fMPJBUVVWFXqoBRqalUwm4i/dRs/pB/vTZKF7+f0+RZFSTVx+cym50+7s5W2S0tLRgt9sJBAIUFxczYsSIATmvQHC6Yjabyc7OpqWlhYaGBoqKijh58qSiOFyjR+nTXeMI4AvIaFSnPlyhK2RZ5k9/+hMffvghgUCgy30kSeLnP/85P//5z4e4dQNLa/l3r9cbSp5sRa/XYzabiY+Px2QyhcJNTmU9AiG6B5L40Z23uZvAYwd95xEls9mM2WzG5XIp3rhMJhMPPfQQt99+O6+//jp+v5/bbrsNsyEokD0n80L7GkZNw+vv3ZYQgjdiXV0d06ZNE52tQPA16enpGAwGjh49SnV1dY9OQgPBli1bQmXfJUli6cXfY9c+0Camo9JF4/G4MZlMWI1toWlVjr6Lbr/fT0NDA4FAAIPBQHp6OklJSadtcQmBYDDQarUEAgHq6upITExUfNboVgpXvwzVDj8jYoanhKqsrOSDDz7o8rPMzExmzJjBsmXLmDZt2hC3rH+4XC7sdrtim16vJyYmJpT03T435VTbA3bF8GvR6UxH0T1iJiy+A9Tdx36NGjWK/fv3d5rmWLx4MXfddRf3338/b775JomJicRlX4areB+eimOh/XSpE2gJ9C66ZVmmtraWUaNGifLuAkE7VCoVVqsVi8USsvGsrq4mOjp6wMMvXC4XpaWloXVZlvlszbuQcSWamERSr3mCq6eZ0Gg0WI1tozHV/RDddXV1jBkzhrS0NKKjo4dFMpFAMFwxGo0h68CYmBhUKhXNns6jxeU237AV3SkpKYwbN478/PzQtsmTJ/PYY48NeQzzQOFwOPB6vUyfPl0hrE+3KroitmAg6Si6JRWMXwqa7sM/Ghsbuw3xmDNnDk8++SQrVqygurqaoq/WUv3WPeAPTjlrk0ajiUnE08tIt9vtprq6mtTUVCZMmCA6XYGgC9RqNampqSxatIg5c+ZgMBioqakZsPOvXbuWCy+8kNdee02x3etxA0EB7irYid3hBCC5neiOZKTb5/Nhs9moqanB5/NhNpvJysrCaDSKe18g6IGUlBQWLVrEvHnzSEpKoqamBo/H02mkG+CkbWBCvgYDSZJ4+OGHMRqNoW2HDx/mhhtuGNBn2lBSX1/PyJEjiY+PJz4+nujo6NNOcIMQ3QNLfIfiESf3Q0Nxt7tXVFRQVFTUpU9wq6XY/PnzufHGG9Fqtax96XEIBG90tSkBy0W/AaDO2fXNHwgEqK2txev1MmfOHKZPnz4sp1sEguGEJEkkJiZisVgGLOfhjTfe4J577sFms4W2RUVFccUVV3DjjTcB0Lztv9R9/CTvv/gXZFnGEt3WodS5eu7gGxsbqa6upqamBofDQWJiItOmTcNkMjF37tzTsnMSCE4FkiRhNps544wzOPPMMymraaDS3tmbu2GA8iwGi9GjR/PMM88otpWUlPDxxx+fohb1D6vVSklJCevXr2fPnj2hvLfTDaHABpK4tKDwbigKrgdaYOOjcOnTnXa12+3s3bsXi8XSafQpLy+PO+64g7vvvhur1cpHH32ksP3RWceS9P270cQGLf42nHBz+WRlaWibzYbT6SQrK4vMzEy02uFtbyQQDBcCgQAnTpzg2LFj/S6cU1tby6OPPsqXX34Z2jZixAh+9KMfsWzZMkwmE1UOH+DANH0pjkPryVlyEYBiSjtW1734b2xsxGQyMXbs2JDfdit5eXkiWVogiBCn0xmcXS4q4n8npS5DOCckDn4Bq/6SnJyMVqulpaXNW3zBggWnsEV9R6fTYbFYkGWZ+vp6nE7nafldhOgeSCQJFv0W3r+xbdu+1+Gs/4PoRIhu68BbC1PYbDZF+dHGxkZuu+02KioqWLNmDTNmzOCdd94JfW6ZlEPUd29FpWuLAa92+tlX5WVmih673Y7D4SA5OZns7GyRLCUQREhhYSHHjh0jKSmpXyPEmzdv5u6771aMbk+bNo2///3vCouuBldQXKuj40j92dOcszARSZKoaDe6lmJSPqp9Ph92ux2v10tUVFQozlEgEPSPiooKjhw5Qn19PSqtgfXlnV9apyTpmDtyYC08B5LW3JHNmzcrBDdATU0NY8eOPUUt6x+tXtxeb9Az3e/3n3azeEJ0DzTTfghbnoDarx1G5AC8/sOgdeB1X4I1WPExKiqKnJwc9u7dS01NDRaLBb/fz5133klFRQWTJ0/mmmuuoaioiAMHDgBBT8rrb72T/+R3fgh8nGdjhNQYmlZuL+QFAkH4REdHo9Fo+vUwP3DgAL///e/xeNoq0rZWfutoEdrgDhDwumn66k2MkxaREJUEQKW9bfo6NUYdsvsMBALodDpSU1NJTk4mLi5OzGQJBANESkoKri5ejgAAIABJREFUcXFxuN1u/r29FHuL0vZXLcFlo300NTVhNptPUSvbyMvLY/v27ZSUlFBSUkJpaSnV1dXd7v/SSy+Rk5MzhC2MjK7Ku3u93tBzz2q1kpycTGxs7GknuEGI7oFHrYFz7oT/XtO2rb4g+O/n98GP/xvarNPpmDVrFocPH6a0tJR3332XHTt2kJCQwKOPPookSXzyySeh/RcuXMjSKSn8t7Aab7twsjGxMHekjrlzp5GQkCCSpQSCfmA0GjtVM4sEn8/H7bffHhLcKSkp3HvvvcyePbvL/etdfpzHttC87b/Ydn+I7oo1gFkhumNw09zcwvjx47FYLJhMJnGfCwSDgEqlCpYTN0Tx3wP7On1+VXYy46weGhoaiI2NPaXhW7m5udxwww1hP69UKhXnnHPOILeqM+2rRrYKab/fH2q3z+cLJXhKkoROp0Ov14e8tWNjY4mLi/tGJIML0T0YTLoEUqZB5X7l9vxP4cRmGN1WQVKSJLxeL8eOHeOVV15BkiQeeughUlJSqKqqor6+PrTvrFmzMGpV5Iw0sKkk6HggAT+frCJ7Ymonb1GBQBA5HQssREJLSwuvvPIKVVVVoW3PPvss6enpnfZtrYBZ7wpgnLIY14ndmLMvJtUSrGy7fKKRmSl68k82Mn9CKotmTkSvH75T2gLBN4lPD1dR1tDmlb90chJltTbOjKrB6zWc8loXTU1NfPTRR10+q9RqNSNHjiQjI0PxM2bMGCwWy5C1r6mpCYPBgEajwWAwYDKZ0Ov1GAwGDAYDWq0WjUbD3r17mTdvXqjC5OkurHtCiO7BQKWCJffAfy7r/NmOFxSiOy8vj5KSEh577DECgQArVqzgzDPPDH3eGrsEhDrcRaOiQqJbBhpVMRQUFGA2m0lJSRmc7yQQfAvw+XwcOnQoYn/u/Px83n33XdatW6eI4Z4zZ06XgnvPnj08+eST/OMf/6DW6UdSqUla9lssUapQQnSmWUu6SWK8NsDUjCQhuAWCIeRQRZNi/byERmKtMgkJSUM+uu12u9m4cSN5eXnk5+dz/PjxbkNIbr31Vi6//PJT7lQWExODWq3G7XaHYrG1Wi1ms5mEhARFaI5KpTolJdlPBUJ0DxZZ54F1KlQdVG4/+hE46sCYSF1dHQUFBaSlpXHdddfx0Ucfcf311yt2b58E0fpGq1Mr3wINGhWJCYns378fs9ksEqoEgj7SatXZWiU2nBGXgwcP8rOf/Qy/X2khplKp+N73vtflMf/85z85cOAAjzzyCK5Ft4S2J+rlTtOsI0aMOC1jFwWC05nUOKUIbHS2kGgJ75kwkMiyzMqVKzl06FCv+1qtVpYsWTKogrt9eEjHn/ZIkhTSLGq1OjRo0NTUFLJl/DYiRPdgIUlwxmWdRXegBQ78F3J+AQQ75tbOedmyZZ1u6PajZAcPHuT73/8+tg7VsWJ0qlAJ29raWtLS0gbnOwkE33AMBgPz5s0jPz+f4uJikpOTez2mvLy8U4dz7bXXcuGFFzJ69Oguj/nhD3/Iueeey5QpU7hnf9uxk9ISmDNnfGgKVohtgeDUMCNdKQo1KVnEGe1UVFQMaWhJIBDoUnDrdDrGjBnDuHHjQj9Tp04dlBHj8vJydLqgRaJGowlVg+z40xoe0vFH2Ja2IUT3YDLl+8HkyY7seQ3mruxUkrmrN+j2oSa7du0CwO5Viu43DtlJi9WQYzVQXl4uRLdA0A+0Wi1ZWVmUlJSEtX92drZifcWKFdx4443d7B1k/vz5eDweiiob8LTT62eMtpKQkIDL6xcdlUBwCpmQEoNeo8LjC/a3nx+rZ7vsYPnooZlJrq2tZfXq1bz//vvKdk2YwAMPPEB6evqQhZDExcVht9vJyMhg/PjxItStHwjRPZjEj4K0OVC2Q7m96iCc3Ic+ZRp//etfsVgs/PjHP+4yHnvKlCno9Xo8Hg/l5eU0NTVh8ypHv3ad9LDrpIczksw0NDTg8/lOeTyXQHA6Ewh0Lvvc3X6///3vFdumT58e9nWqXW0JlQBjLMGyzbe/u58vj1YzwRrD7747kTmZ/SvSIxAIIkOrVnHGyDhyixsA2FIQNDWYY41isFMRv/zyS+6//34cDodiu16v57bbbiMzM7ObI/uPz+fD4/Hg9XpDSeWSJKHX63G73bhcLiG6+4FQZoPNGZd1Ft0Au/7Jau9CPvvsM4xGI9dcc02Xh2u1WoxGY8h+rKWlBbu36xGwKJWPuLg4IbgFgn5SW1sbloPJmjVr2L+/zaXohhtu4KyzzurhiCBNTU3U1tby5r/+Q3V+KZaLf4PaGM+W47XMG5vIsUobNreP3OIG1h+rJjvDjEYtRr4FgqFkero5JLpb2V/lYazZHnGydThUVlby7LPP8tFHHym2x8XFsWzZMpYvX86oUaMG/Lqtoamt4jouLo7Y2FhiY2NDTiOt4SWC/iHU2WAz+VJYd3uwSE477Nv/w69eeQuAa665pke7v45hJzH6rjvfD445+Mvlp2elKYFgOBAIBCgoKCAvL69XC05ZlvnnP/8ZWr/22mu5+OKLw7pOS0sLFouF/Vu/xCurQRWcvXpxcxGfH6mivd5/dkMB649W88dLpooRb4FgCJmZ0TnZr6BJHvC46by8PF577TU+/fRTRX7IyJEjufHGGznnnHMGVfQ2NDSQmZlJVlaWGLQbZMTQyWATY4Upyztt/uK4g/KKk0ydOpWlS5f2eIr21eZsNhsL0w1EazrHf2+vkll3pK7/bRYIvqUcP36c/Px8kpOTe63yWFRURGlpKRCsYrlixYqwr6NWq8nIyGDfvgOcc+NDqKNiQ5+dqHNSXO/EqGsLIztaaeOK577i12/upbrZHeG3EggEkeJyuRgd3dJpe5lDGrAE5xMnTnD77bdz1VVX8fHHHysE94IFC3jttddYunTpoAluWZapra3FZDIxduxYIbiHAPEbHgoW/RYOvkvQVTtIsye4nDZyRKey0B3JysqisrISgEOHDnFxZibXzozlqZ1NnfZ9fEMZ4xM0LMye/I02mBcIBhKfz0dJSUlIcIeTxLhp06bQ8rx584iKiqK5uTms6+l0Ourq6jjzzDN59+6fsu5YIw9/fIQGZ1sn7/D60alVyLJMSyD4vFi9p5zPDlfxf+eN4+r5o9GKkBOBYECx2WwcOHAgZG030qSi3N42U93gDlDv8pMQ1TfhLcsyBw4cYPXq1axdu7aT89HUqVNZsWIFixYtGrQ+PBAIYLPZcLlcpKenM3nyZCG4hwjxWx4KkifB5Evg8HuhTS5tPHASmd79KqdOncrmzZuBr0X3xRezeJSB7eVudlZ4FPu6/XD/Jyd4XO1j2hlTheWYQNADsixTXV3N4cOH8Xg8WCyWsAR3fX09b731Vmh90aJFEV03Ojqa2tpacnNzuf322ykoKOD9tZ/yxlEvb+aWhvbz+oOdfaxBQ7M76CFu9/h44KMjvLe3nPduXCBivQWCAcLlcrFz507UanXILnR6SjPlx52K/QoaWiIW3TU1NXz44YesWbOmS2ekc845h6uvvpqkpCSsVmvfv0Q3yLKM3W7H5XKhVqsZMWIEqampJCQkiAG6IUSI7qFi0W8VolvnDSZnOJ3O7o4IMWXKlNDy0aNHgWCc9y9mxXKstpZmrzLhq6AZXtpayp9GZRAfHz8QrRcIvpEUFRVx5MgRzGYzsbGxvR9AMMny1ltvDVWEi4uLi1h0S5JEUlISx48fZ8OGDYwePZrRI608MjWeJaP13PXKx1RHjUbSBENcmt0+JCAuSkujKzgavmhckhDcAkE/kWWZpqYmysrKQn7U7ZMkpybrWNuF6J49InzrwIKCAlasWNFlfz9nzhxuuummUD9fVVXVx2/SGVmWcTqdOBwOJEnCarUyZcoU4uPjxcj2KUL81oeKlKkw8WI4+iEA54/R8MzV04lafG2vFn9ZWVmh5cLCwpCFj9mg5urpsfyjizCTdaUSD+l7DlsRCL7N1NfXc/ToUZKSksKeETp+/Di/+tWvQh2jJEn88Y9/JCYmJqJr+3w+GhoayMjI4MUXX+Sss84KvSCf2L2R3Gd+TfbiC6mb2+b3LQONrhZ+MjeDTfm1/PLcrG7OLhAIesLv92Oz2WhsbKSkpASHw4FOpyMhIaHTTNeUpM7x1CcafRFd7/DhwwrBbTQaOf/881m2bFlEFqOR4HA4aGpqIjY2lgkTJpCWliYcSIYBQnQPJQtvDYnukbEqbkispmTxQg4ePtbjdJLFYiEmJgabzYbD4aCqqoqUlBRcvgCfFCjfnE06CbtXxqBVoRVvsgJBt1RVVUVU9dHn83H77beHBLdKpeK2225jwYIFYV/T4/HQ1NSERqNh3LhxpKWlMW/ePMU+Wp2e9KyJNMSN6/Ice8samT82kWiduL8FgnCQZRmbzUZTUxNVVVXU1dUhyzIqlQqj0dhj5dk6l7/TNnWE0Rg5OTmK9VWrVg16VUu9Xk9UVBQul4u8vDwKCwtJSEgI6YmYmBgx2n0KEL/xoWTETDBZwf719FGLg3RVDUc1GgKBQLexpJIkkZycjM1mA4Iev4lJVh7b2khefVvildmg4sFzEtiQV8eC6eOJ0ol4boGgI4FAgIqKCk6cOBFR+NWHH37IiRMnAIiKiuLRRx/tJJh7o6GhgYkTJzJq1KhOHV6LP8A7u8p4sTId1Q8exy/LSLQVz9GqJVr8MgfLmzly0sZ1i8YwNmngvYIFgm8SjY2NHD16lIaGBlQqFVFRUSQmJoYdx7yltLNbUFZCz85GHUlKSiIuLo6mpuCsdMeiN4OBRqNRPN9aR/dramqQZRm9Xs/kyZNJTk4WMd1DiBDdQ4kkweiFcPBtDtf4ueY9Fz8ru4UfTNHjyFhC7ehl3R7q9XpDyzqdnr9tb2RfVds2k1bi3kXxpJg0LElXkTO+Z49hgeDbiM/nY/fu3dTW1pKYmBjRSE/7ghUrVqyIWHBDMIHSZrMpruvzB3hvbwVPfpFPSX3bzJUkSTjzvsJ1bDMxsy6GEZMU59pZVC9Et0DQAwcOHKCkpASTydTjaHZ3yLLMlpI20R2jk8iK1zLJEnmYRvtBtdtuu40XXnihT23qK2q1GpPJFIpXd7vd7Nq1i+TkZM444wxRZXKIEFk4Q83oYLW6f+9vYWdFgJ2792Jp2k9CxfoeD2utSAnw730NbC9vW9erJe5aGE9GXNvbd0cbIoFAEIzjrq2txWq1RiS47Xa7ovLkJZdc0qfrBwKBkP+3PyDz/t5yvvO3Tdz2330KwQ2g9jqoWf0g9sMb8dnbquJdMDWFz369iCvnZPSpDQLBt4W4uDiAXj33u6Ow0Uelo60vvSArmj8sSmBiH0T3TTfdFBpRLi8v59lnn+1TmwYKg8GA1WqlsbGR3Nxc3G7h/z8UCNE91GQuosYR4KkdwVHqa2YEHwamuv1oPA3dHpaWlhZa/uQ/zypKVI8yaxjVTnBHRUWRm5tLcXGxEN8Cwdc4nU6OHDnSp/LN27dvD91LkyZN6rVaZXf4fD6ioqJodHr5wbNb+dUbeymsVU416zUqorRq/DojyT98gMQLf030+PnMGZ3AuzfO59mfzGKMGOEWCHolIyODrKwsGhsb+3R8x9CSBel9r0R56aWX8qtf/Sq0vmbNmpAb2akkPj4ej8fDtm3bhiTs5duOEN1DTcIYHt6uxuaF72apOSsjONomESC68Vi3h914442ht2R30W4cBz4LfZZX18K7R+2hdZPJhNls5siRI2zZsoX6+vpB+jICwemB0+lk27ZtBAIBjEZjxMdv3bo1tDx//vw+t8NsNnP02DF++Z9d7C1VCgGDVsV3Jltxt/hxtQQFftToGcxccgkv/n9n8ubKHLIzhAWoQBAuDQ0NFBQU9PkleVdFm+geFachLbZ/EbnLly9XJG7/5Cc/4f7771eEj54K4uLikCSJrVu3Ul5ejsPhUAzsCQYOEdM9xJw8kc/TW4PJFA8vUfp8+nRx3R43ffp0Ms5aTvH/3gWgYcM/MU45B0mtZXyClu9PUo58aTQakpKScLlcbNu2jbS0NKZOnRpW4Q+B4JtGZWUlPp8v4s5XlmXeeecdRTx3f0S3RqPhwxMBNhe3vQjrNCp+PDeDGxaPRUeA1Q+uRB53NmPnX8hvzh/PD7LThB+3QNAHampq0Ov1fXLp8PplKmxtM8XTrf2z25NlmeLi4k7b16xZQ3p6Otdee22/zt9fTCYTbrebgwcPEggE0Ov1pKamYrFYiIuLE3aDA4QQ3UPMy/94GK8flk/UMCOl7Y3Xp43FaR7f7XGbS90EZl+Feu8m/LZaAq5mXEV7SJg4l//LiUPfjYdRVFQUBoOBsrIyYmJiyMzMHPDvJBAMZwKBAMXFxRF7aQP861//4qmnngqtZ2ZmKopVRYLT6eSrYhtr2/W7eo2Kd26Yz9SRcaHr1ebtJrrqBG+/9AfSrQl9upZAIAgmL3o8Hux2e8RhZRU2H4F265tL3CRGq7l4XOQzZT6fjzvuuIP167vO3UpIOHX3uSzLtLS04PV68fmC/uOSJOF0OsnPz6eioiKUbCnoP0J0DzEfrP0UgJWzlG+NzUnZIHVt8ef2BXh1vw2V1oBx8mKat78NgPPIJn575XlYjT3/N0qShMViCRUC6UtMq0BwulJdXY3b7Q674mQrsizz6quvhtbHjRvH448/HvGomc/no66uDo/GxGv5KqBt9OyuCycxdWRcaCp30aJFfPHFF6SlpQnBLRD0k6ysLBITE8nPz6eqqoqEhISwkypLmpQFcOrdAQraWfRGwnvvvddJcBsMBrKzs1m+fDnnnHNOn87bF5qamhThLJIkYTKZiI2NxWg0YjQa0ev16HQ69Ho9Wq1WzJAPIEJ0DzH/+9U41m5s4PyxSoHdnDS722PePeqg3hV85zZOWhQS3e78r5hqtAO9V55Uq9VERUWxf/9+zjzzTDFVJPhW0NDQwJ49ezCbzREfu3v3bpqbm0Prr7zyCgZD+KWfW5EkiZYAPHcogM3TJriXTknhqfXH+fA/z7Nr3ZusWrWKOXPmiNkogWAAiY+PZ86cORw9epTy8vKwnwUlzZ2rTi7MiDyR0m638/zzz4fWzzrrLC699FJycnL69DzpK7IsU1NTQ2JiIllZWeh0OnQ6HVqtVvh0DyHi9WUocTehq97PpRO1qDr8kTcnndnlIScaW/jgWFtGsTY5E11KsPyzv8XDiy++GPblY2JicDgc7Ny5U9gDCb7xuN1ucnNziY2Njfgls7KyknvuuSe0vnDhwj53kJ6AxAuHZY5Wtd3HI81RbDxWTbXNw7rtByksLGTNmjV9Or9AIOgZWZbx+XwEAoHed/6ajiPdsTqJaRHEdcuyTG5uLr/73e9CZgZWq5U///nPLF68eEgFN0BdXR0ZGRnMmjWLhIQETCYTOp1OCO4hRojuIUTe/jzInS38XDGjaYlK6rS9zi3zwP8aaGn3nJAkCfPCn4bW33///S6TM7ojISEBt9vNV199hd1u7/0AgeA0pbCwECDizq28vJzrr78+VO49JiaG2267rU9tqGj28rtPqznY3kDI1ciJE0W4fcEbO3XeJTz9+vvcd999fbqGQCDomaKiIkpKSsKuQFvn9LO/yqPYNi/dgEbVu0CVZZm1a9dy5ZVX8otf/IIdO3aEPrvpppuGXGx7vV6am5tpaWkhLS1N4Z4iGHqE6B4q3E2M/8GdfPffDhxepRVPbfoFnXa3eQM8dQAa3J3fzC/7zllMmDABCBbB2bhxY0RNMZvNqFQqduzYIXy8Bd9IZFmmrKws4rCS5uZmbr75ZioqKoCg28gDDzzAyJEjI77+1oI6fv9FPSfb1bzxVhVQ+tIvqX3vYWRfC2MsRj66+wpu/NH3RGcoEAwSgUAAlUoV9qjuO0fsisEurQqWjQ8vgfLll1/mnnvuoaCgQLF9+fLlfPe73w27zZESCARwu900NjZSU1MT+vH5fCQnJ5Odnd2nZHLBwCJiuocI25d/53idj7ImiG6Xx+HQW6kZraxu5/HLPLy5gSpX27aRMWqiNRKZ8VqWpXl5sago9Flf3BRab0TR0Qu+iTQ3N+P3+yNKAAoEAtxxxx2UlJQAoNPpePTRR1mwYEFE1/b7/by1t4Z3iyDQwepWY05BpTWg0kdz7ZwUfr98NgatuAcFgsHEaDTi9XqRZblX4V3t8PNZkUux7YYzY0k19SyXAoEAr776qqLSZFRUFBdddBFXXHEFY8aM6fsXCIOqqiosFgvp6enExcURHR1NVFRUn+wSBYPHsPjfkCTpMWAZ4AUKgBWyLDd+/dkdwM8IpvzfIsvyJ6esoX3F1UDJp8EbMSMu+LYtG5OQHDWUTrwOWd0WJ+aXZZ7Y1sixurYs6YQoFfcsSiBGp0KrhmefeSaUfTx58mSys7Mjak4gEMDr9Q76Q0AgOBUEAgEOHjxIdHTvCcbt+eijj9i+fXto/Y9//CNnnXVWROdoCcj8dUsN26q6/lylN3LurU/z1xXnMGWkKHQjEAwmHo+HY8eOUVpaisViCWuk++W9zYqX5elWHWeP6vlZUltby7333qt4fsyePZtHH310SEaX3W43ZrOZnJycQb+WoH8Ml/CSz4CpsixPA/KAOwAkSZoMXAlMAb4LPCNJ3fjqDWe+eobGr10QNCogKh7nio3sGncrjvQ2qyBZlnlxdzM7KtpiyYxaibsXxmOJVqPXSEjAunXrQp9fffXVESdCNDQ0MGrUqD5V5hMIhjuVlZU0NzdHZI1ZVVXFE088EVr/6U9/ynnnnRfRdRvcfv62V+5ScHtrS6h9+16uSG1g7Z3LheAWCAYRWZYpLy9n06ZNVFVVYbVa0ev1vR5X2tTCznb9r04Fv5vfc4ja/v37+clPfqIQ3GeccQaPPfbYkAhup9OJzWYLhZwKhjfDQnTLsvypLMutqcLbgLSvly8B3pBl2SPLchFwHJhzKtrYZzx22PYss0aoidPD4ZoAh0dcgS4umeqE2dBOMG8tc/NpYdu0lkqC3y+IJyOuLR6lvLyckydPAsGpq7PPPjui5rhcLrRaLePGjevnFxMIhh9Op5PDhw8TF9d9ddeuuPfee2lqClaKtVqtXH/99REd7w/IPLipnhP2tvtZJcHPF2ailmCUuxBHwS62v/sC6jCSsQQCQd+w2+3s3LmTffv2ERMTQ0JCQtgDU2vynYr1FTNiMGi6l0m5ubmsXLmS2tpaIGh0cM011/D8888PST0Mh8OB1+tl/vz5JCV1NmMQDD+GRXhJB64F3vx6eSRBEd5K2dfbTh/yPwGvDYNG4vLJWl7c08Jr+/08/FMt0dHRtLS0oNVqkWWZ1UcdikMDMrh9yqDQ3Nzc0PLMmTMjitfy+/00Nzczf/78sAsECASnC263mx07dqDRaMIa1WqlurpacV/98Y9/JCoqMj/ej447KWoKJiX7bHV4D37Kzy7M4Q8XXcQVZ6aTrF/A/Uk+7rzzzojOKxAIwqewsJBjx45hMBiwWq0RHdvil/mqtM1Kd0SMmvPH9BxW8tJLL9HSEgwFNRqNPPLII0MW4uF2u3G73cyfP18UvDuNGDLRLUnS50BKFx/dJcvy+1/vcxfgA/7TelgX+8tdbEOSpOuB6yE4UrVhw4Z+tddut/f7HABTDr5A6/vnJRM1vLinhU++WM/SDRtwu900NzejVqs53iRT1Kg8Nk4nkyw3UFXV9msoapdAefz4cQoKCsK+4Vo9Svfs2RP2m/9A/R76y3Boh2hDCIskSbnt1p+XZTlU/WGg78WeaP/7cLlc+Hw+1Go1Tqez5wPb0Zo4CcGOMy0tLWQXGA71bpk3DrStyyePULPpP6wq3sx35kxBkiQqgEsuuYRDhw6Ffd6BYJj8vSgYbm06zdszbO7FwSDS/5tWG1yXy4XL5eplbyUH62Wc7ay5F6f4qa6u7nZ/j8fDwYMHQ+t33XUXmZmZET07usLn84V1Dp/Ph9FoVAwYnK4Mt3uwj/R4L7YyZKJbluUeAyQlSboauBhYIrfWRA6ObKe32y0NqOjm/M8DzwOceeaZ8uLFi/vV3g0bNtDfc+Cxw+Y9odVZqWpe/vNvSZi4gMWLF+N0Otm0aROJiYm8WtAEKH1Bz0+TSB+hfE/50Y9+xPvvv4/dbqe6upoXXniBhx9+OGwRXV9fj9FoJDs7O6xR8gH5PQwAw6Edog0hamVZ7rqaEwN/L/ZE6++jqamJrVu3MmLEiIjP8f7774eW09PTIx4he2VLA55A27277HuX4kuo4Sc/+Qlnn332KS0+MUz+XhQMtzad5u0ZNvfiYBDp/01+fj6FhYVYLJaIr/V2SRMQFOoq4LxJycTpuw4tkWWZxx9/PCTs4+LiOPfccwfEKaQ1Br0namtryczMZNKkSf2+3nBguN2DfaTHe7GVYRHTLUnSd4HfA9+TZbn9ENUHwJWSJOklScoExgE7ujrHsCT/E/C1TVelxqhY4X6JS8YFO+Ho6GgyMzPJr6hjR7lScMfqJBakdj5lSkoKf/jDH0Lrn3/+OevXrw+7SQkJCTQ2NnLgwIGIqnMJBMOZmpqaPnV4zc3NvP7666H1K6+8MqLjt5e72VnhwVW0B9uetbTUlbHuaC3JF/2KxYsXi2pvAsEQ4XK5KCwsjNibH8AXkNlR0dZXT0nW9Si4//rXv/Lmm2+Gtv3yl78cMms+u92OTqcjKytrSK4nGFiGhegGngJigM8kSdorSdL/A5Bl+RDwFnAYWAfcJMtdlHQcrhx6r/M22Q9pbS9Do0aNYn1ZgI7y9+LxRvTqrjvs8847jzlz2vJJI6lICcEKfXV1daFYNIHg28pzzz0XmpLOyMiIqHiFqyXAS3uCrkTOY1uo//QZ3CX7kSS4ak7GoLRXIBB0jdvtJhAI9En8HqrxYm9XtC7e0LU08vv9PPDAA6xatSq0beHChVx66aWRNzgCfD4fdXV1VFdXo9fryc7OFnlmpdKUAAAgAElEQVRZpynDIpFSluVuX9lkWX4QeHAImzMw+Fsg/zPFpt995mbChIlcpY2nNU1LpdGxrUqifah6lAa+mxWNvV6ZWNmKLMuhEtdARD7dTqcTj8dDTk5ORMlmAsFwxmq1kp+fH9ExmzdvVoxWrVy5MqIOe0OxizpX8HXZkHEGqNRoE9P54ZnpTB0ZmXuKQCDoHxqNhrbI1MjYXu5WrHcsagXBfve+++7j448/Dm0799xzeeCBBwZ1RqupqYlAIMCYMWNITU0VVr+nOcNCdH8jaS4HX1siR5U9wGNbvUTtOsKPn2lnE1hQi82rHOf+bpYRo1aFvZtTFxUVhSyKYmJimDp1alhNcrvduFwucnJyRDlYwTeOSDq+lpYWHnvssdD6okWL+M53vhP28YFAgKOVttC6cfLZGCefjUqC/zsvi0ceeYTk5GRWrFgR9jkFAkHfqK+vZ9euXREXxGrlQLVXsT42vvMocnl5uUJwL1u2jLvuumtQw0pcLheSJHHWWWdhMBgG7TqCoWO4hJd882gsVayWNAVfnSeNG6O4edYdrOx06HmZPduVtbczs9vtFBQUhNUkt9tNeno6sbGxYe0vEJwuNDY29r5TO9auXUt5eTkQdCy55557IhLtDQ0N+NSdO/j0GBVv/etFbr/9dh566KGI2iQQCCKnrq6Obdu2ER0d3afBpAa3nwqbMmo1J63zLLDD0TbznJGRwd133z3ocdw+nw+tVityQ75BCNE9WDQpRXfg62kvjaHN3s/nD/DpYaU10ORENSmmnm/k1NTUUHlqWZZ54oknwppWMxqNVFZW9nkKTiAYjsiyzPHjxyMqiFNXVxdaHj16dETJV36/H7/fjyPQuTjuWLOKlStXsmjRIp577rmwzykQCCKnqamJnTt3Yjab+zwSfLhGOco9IkZNsrFzH+z3twlzo9GISjX48ikmJgaPx0Nubi4+n6/3AwTDHiG6B4sOI90tX0eQqDRt01Y7TtRT72i74eOjtcxNDoR1c91yyy2hm37Hjh1h+f9qtVrcbrfijV0gON1xOBy43W50Ol3Yx7TvMBsaGiK6nlqtRq1WU9HQ+T7KMqvR6/Vs3LiRc889N6LzCgSC8HG73ezevRuj0div/KTDNUpDgcUZXc80b926NbQcybOmv5jNZux2O8ePHx+yawoGDyG6B4umEsXq1tLgW3J7m5+OoSVrb1nIhVOseDxK+8CuGDNmDOeff35offfu3WE1S6PRhKbVBYJvAh6PJ6LpV1mW+eCDD0LrM2fOjOh6sizjDwRodHe23Mwyq3C5XCxdupRPP/00ovMKBILwsNvtbN++HVmW+xzH3cqBamV/u2h0Z9F94sQJXnjhhbZ9Fi3q1zUjJSYmhsrKzqGogtMPIboHg4Afir9SbFp9NDh63d5a6IsjbdWuZmaYSTVHIQf8YU9btXctaV8Zqyfi4uI4ceJEWMJeIDgd8Pl8EYVMBQIBRcW3SIsyVFdX06yKwd/hkhaTjqQoieeee45PP/2U66+/HpvN1vVJBAJBn6iqqgqNOkcSUtYVzZ4A5e3iuRMMKpKiO4eNlZSUhMJLJEnixz/+cb+uGykulwuj0YjX6+19Z8GwRojuweDwe1DfltzoD8hMsqgYmZIU8gGutrkpb2xzN1k8PhkIuiqEO2rX3rVk3759YRW7UauDD5Ti4mIR2y047ZFlmQMHDkSUHKxWq5k/f35o/fDhwxFdMz4+njcPdE7c/M6UFCRJ4pe//CWPPvoon3zyiXAJEggGiJaWFg4ePEhubi4xMTGYTKbeD+qFI7VKETvN2nXYSKtbGARzQIaqEE4rsbGxNDQ0sHHjRkpLS0XffRojRPdAEwjApr8oNqlVEi/fch6l5ZUhj829JcpOe2ZGMG6rubk57Pi0sWPHht706+rqOHLkSFjHxcfHk5+fz7Fjx0RVSsFpTSAQwOv1RpzU1F4MRzo9Xe1WsaembT0nM4EnfjiDW84dBwRDuH77299isVhE5ygQDACBQID9+/dTXl6O1WodsJjqQx2sAhd3EVoiy7KiGM60adMG5NqRoFKpSExMxGg0cvDgQVHY7jRGiO6BJm8dVHeR1LjkHqR2wmBvqVJ07y9rpLi4GJ1OF/ZIt0ajUcSWhVsOXq1WY7VaKSws5ODBg4qsbIHgdEKtVjN79mzq6+sjOs7laptlio+Pj+jYtw400l5K37xkHJfOHElKnNI94dJLLyU1NZVPPvkkovMLBAIlZWVlVFVVYbFYBtQ+72A75xIVMDmps5hvamqiqKgotH7DDTcM2PUjxel0MmrUqCFN5BQMLEJ0DySyDJseU27LXAQLb8WReAYVFRU4nU6gs+hucnopLi6O2EP77LPPDi2vWrWKPXv2hHWcJElYrVYqKirYs2ePeHMWnLaYzeZQ2FS4tB/dLi4uDvu4KoePr062uQvNzDAzf2xil/smJCRQVVUVkR2hQCDojMvlGvAKyg5vgJKmtnt5XroedReC/sSJE6Flq9WKxWIZ0HZEgs/nIzGx6+eN4PRAiO6BpGgTVHRwEVn6MCy5h6uuuoqRI0fy6aef4g/I7C9rUuyWM9bC6NGjIx6xmz9/PqNGjQKCLg6/+c1vIrIWSkpKor6+ntzcXJGkITgtcbvdve/UjkAgQG5ubmi99f4Jh9VHHYoS0b88J6vbkbe3336bLVu2MHfu3IjaJxAIlET6Uh0OR2q9ihmrs9K7tgp88803Q8unIrSkFbfbjSRJogz8aY4Q3QNJ4Qbl+oSLICWY7NgaQ2qz2ShrcGL3KL24zxyVwPjx4zGZTNjt3RWA74xOp+Pvf/976O3XZrNx8803K4p/9EZiYiIOh4OdO3dGLGAEglNNpH+zFRUVIdtMk8kUSm7u9Tibjy+L2sJSDBoVRl33YkCr1SoSNgUCQd9QqVQDnn+0r0o5yDTJ0nXIRns73qF2LWmlpaUFm83GnDlzBiSBVHDqEKJ7IHHWKtez2opjtE6NuVwuyhtcit3M0VriorVoNBqmT5+Ow+GIKAErLS2NJ598MvQGXFNTw6uvvhpR0+Pj43G73aLyleC0I9JRsPbhJOPHjw+7kt2qg3aFTaDbF6DW0fPsUGNjI+eeey6XXHJJRG0UCARtmM3mAe2XZFkmt6LNNjcrXkuMvrMckmVZYfs5GCPu4dDQ0MDUqVMjzj8RDD+E6B5IXB0q20W13SCtI88Wi4WyRqXoTo9vm9YymUwhARwJEyZM4N577w2tv/feexGNmENb5atIYlwFglNNpB1h+44r3IITx+tb2FqmvCcXjE3kojNSezzO7Xazbds2tmzZElEbBQJBG06nc0CdgEqbfVQ72wwEZqV2PcotSZIipORPf/rTKXEkkmWZ4uJiTp48KQbFTnOE6B5IXB28e7c/B03BaeyTJ08CkJKSQkUH0T3GopwuSk1N7VOp9sWLF5OZmQkES2O/9957EZ8jISGBvLw8UdRDcNoQaaGn8ePHh2aeKioqFB683fHvA8r7QS3B/ZdM7dVJISUlhY8++oinnnoqojYKBIIgdXV17Nq1C4PBMGCCd3u58plhNXX/4n799deHlvPz809J7pPVasXv97N161a+/PJLRXEvwemFEN0DSUfRXbodJAlZliksLASCoSAdw0tGW5SJERaLhUAgEPEDRqVSKWLONmzYENHxEBw1VKlUVFdX976zQDAMqK+vR6vVhr2/RqNhypQpofXeqrnuq/JwoIOf79JRatLjwrvmwoULufLKK8Nun0AgaCM2NpbZs2cTFxdHbW0t1dXVNDU19SvGe3NJWx+skuCs9O5DzEpLS0PLM2bMGHAXlZ6w2+3U1NRQXV2Nx+Nh7NixTJ06VTgincYI0T2QdAwvAYi2UFRURG1tLUlJSaSnp1PWQXRnJCiLc5hMJs444wz8fn/Ewvuss84KLR89erRPU1GBQICkpKSIjxMIhhpZlikrK4s4o3/8+PGh5Z7CqSpsPp7JVToNmfUSF2Wq2bdvX49Wmx6Ph/vuu4+pU6eGrEIFAkFkaLVaRowYwaxZs1iyZAmzZ8/GYDDQ3Nzcp/M1uPyUtSv9nharQd1Dca32RefmzZvXp2v2BbvdjkqlYtq0aSxcuJDzzjuPGTNmMGLEiCEV/oKBRYjugcJRC83lym1RCaDRkZ6eTm5uLi+//DINzhZyi5W2gGOSOguGtLQ0dDodNTU1nT7rCYvFQnJysKS82+1m3bp1ER3vdDoxm80R+4ULBKcCt9uNLMsRjXQDijLO3YVy5dV5ufPLOmqdyhG167LjSLEkUF9fz969e3u8xsaNG6mvr+fpp5+OqH0CgaAzWq2WxMRE3G53n108Pi1UvgAvyug5kbqsrCy0nJWV1adr9gWfz0dSUhIjRozAZDINaFEgwalDiO6BomA90GFUeuw5QPBBMWvWLC6++GLe2VVGSzsLhOQYPdPTup4qMhgMJCcnR+zdPWvWrNDyfffdx5NPPhn2iLff78fpdHLy5ElRIl4w7NFoNLS0tET8t3r48OHQclpaWqfPcyvc3LuxHptXeU8vGR3F3JH6UJLyyJEju72GWq3mtddeY8+ePT3uJxAIwkeSJAKBQJ9EaEtA5uPjbaJbAi7Kiu7+AJQ5I/v27Yv4mn2lpaWFuLi4IbueYGgQonugKPiy87bxSv9fWZZZtaMktB4freVvP5yOStX9w+OMM85Aq9VGlFh50003KYTEq6++yi233EJjY2MPRwWJiYkhOjqavXv3sm3bNlEiXjCs0Wq1ZGRkRDzV3N7BpKKiQvHZ50VOHtnaiLfDn/7F46K54cxYJEnCZrMxe/ZsRowY0eX5GxqCoWZpaWmMHDmSq666KqL2CQSCrpFlGbVa3adBoW1lbsWL9Nh4DTpNzzJo+vTpoeX//Oc/igqVg82JEyeora09JY4pgsFBiO6BQJa7EN0SZJ0HBGOk77zzTuafcz4FVW3xoT+ak8GCrJ5jp3U6HdnZ2TidzrBLtaekpPDaa6+xYMGC0LYdO3Zw9913h3W8TqcjOTkZn8+Hw+Fg//79ETtECARDRWJiYtj3Rivnn39+aHndunXIsowsy/z3sJ1nc5sVVSfNBhVXTTGxYkZsaHTNYDBQXl7eZWdYXFzM+PHjefnll/v2hQQCQbc0NDTQ3NzcJyH6Ub4ytGTZ+N5zQa699trQS7rP52Pz5s0RX7cvJCUl0dLSwtatW9m6dWufHM0Eww8hugeCqkNg7+D3mz4XohOAoKvIv//9b7Zt/AKfLWhPJklB0R0OsbGxTJkyJTR6Fg4xMTH87W9/Y8WKFaFteXl5YR8PYDQa0Wg0FBcX43K5ej9AIDgFuN1uVD0kQnXFwoULQ8lIZWVlHD9+nBf32HjjkNLbfvEoA//vQgs/mKyMHzWbzZSVlZGfn9/p3MePH6e2tpaf/exnYoRKIBhgWo0G3G431dXVNDY2hjUjm1fnJb++7eVcLcHckb0XxoqOjmbhwoWh9bVr1w566KXP56O+vh6Hw4HZbA7leAlOf4ToHggKvui8bcIFitXUr6eh/V+L7pnpZtITeo4lUxyfmopWq43IjUSlUrF8+fLQevvksXDx+/2kpqYKiyLBsMXr9UbcCe7Zsyc0e6NWqznZYmBdgXIU7JLx0fxydhxadefHpN/vR5IkSktLOxWyysnJYePGjbjdbpH8JBAMMDqdjjFjxrB48WLmzZuH1WoNFZ/riS+KlANH05J1aNXh3Z8TJ04MLefl5fHCCy9E1ugIqa6uJjo6mjlz5rBw4UJGjRoVcbK4YHgiRPdAEEY894gRwUQqvy34cNhd0sj6o+F7YWs0GrKysmhqaup953a0N/KvqqpixYoVrFmzJuyKl7IsY7VaQy4RAsFwY+zYsZjN5ojujfYVIi+44ALiLcmKz9USjIjVdCmam5qaaG5uZsKECSxcuLBTGXmj0ciiRYuErZdAMIhIkoTZbGbSpElhxXiXNisHrJaMCX/Q67LLLmPu3Lmh9b4UnouElJQUHA4He/fujWiGWzD8EaK7v3idUPyVcltsGiRNUGyaOmUyAJ6TbSEed64+gD8QvpDV6/URJzampKQoPIwPHDjA/fffzwUXXMDjjz8eKtrTHZIkcfDgQTZs2MAXX3zBrl27KCwspLa2FqfTKRxOBKccjUbDuHHjIqoU1z4+Misri8kWHSntqtL5ZfjkeNfe2l6vl3nz5jFmzBgx5SsQnGLUajVpaWm9GgXUtSv7PipOw8yU8O9dlUqlCNWsqanh7bffHrT+T6VSkZCQIGbLvoEI0d1fSraCv0OS4aRlwaDtdpx3XjCp0lPc5ut7ssnNf3eVEi4VFRVER4f/dg7BhK+XXnqJ73znO4rwEpvNxhtvvMEVV1zBddddx4cfftjl6LdarSY5OZmkpCRiY2NxOBwUFBSQm5vLpk2b+Pzzz9m2bRt5eXlUVVVhs9mE44lgyGkdbQ5XeLd3Hdm0aRMqCS6fpIzbLmz0UdKkTNCUZRlJksIqxrNkyRJGjx7d64utQCDoH6NGjQKC/VpX+GWZenebQJ6ZosfQi2tJRzrGVf/5z39m5cqVg1aS3eVyodFo+lQkTzB8EaK7vxzvIrRk4oWdNuXk5BAVFYW3phi/s20a/KGPjuBu6Vmk+v3+UPnbSCvvQXAk76GHHmLt2rXcfPPNnXyJ9+zZw3333cfSpUt58MEHOXjwYJc3uVqtxmg0kpCQQFJSEklJScTHx+P3+yktLWXPnj1s2bKFzz77jM2bN3Po0CFKSkpCZXtdLpcYGRcMCkajkezsbBoaGsLKe7j44otDyZe7d+/m/fffZ2GGQTHaDZ3dDrxeL9HR0WGNPlmtVkpLS/nf//4XwTcRCASRYjQamT9/PjqdLlQyvT2N7oDCkcgSHbn0SUlJ4emnnyYjo80AYc+ePfz4xz9mw4YNAy6Mo6OjMZlM7Ny5k9zcXOEg9g0h8sw6gZKO8dwXPwEZnUvF6vV6brjhBo7lHSdfp6L19ml2+3huUwG/WjJesb8sywQCAY4dO0ZJSQk+nw+j0divqaaEhASuvvpqfvrTn7Jjxw7effddNm7cGBqZdjgcrF69mtWrVzNmzBi+973vMXv2bKxWa7fnVKlUGAwGRVyrLMt4vV6qq6spKysL2bG1tl2v12MymTCZTBiNRqKiotDpdOj1enQ6XcROFAIBQHJyMhMnTuT48eMkJib2uG9KSgqXXXYZb731FgB/+ctfyM7O5vJJSfxjZ9tL8cZiFz+bGYvu64QrrVZLQ0MDhYWFjBkzpsdrPPjgg/zpT39i7NixQLDYhdPpFAUvBIJBwGg0MnfuXCoqKigqKqKpqQmdTkdMTIwitAQgMUrdzVl6ZubMmaxatYqXX36ZV155hUAgQGNjI7fddhvTp0/nxhtvVBSn6y+tfWtVVRXNzc0kJfVsMSwY/gjR3R8ctVBzpG1dUsGU5aDuOsv4L3/5CwB//SyPJ79osxp7Zn0BKxZkEmvQ4nK5qKmp4cSJE9jtdkpLS4mNje2T80h3qFQqcnJyyMnJoba2lg8//JAPPviAkpK2wj2FhYU88cQTqNVqzj33XG655RZSU1PDOr8kSej1+m4TyXw+Hx6PB5vNRktLS2iEQJIkZFnGYDCERLnJZEKv1xMIBHC73UKUC3pkxIgRFBYWYrfbey0Tfcstt7Bjxw5OnDiBy+Xivvvu4/kXXuS/R9RU2oOddEsAdp90k5MWBQTvnaSkJI4cOYLZbCYhIaHb82dmZoaWHQ4Hb7zxBuvXr+ff//73AHxTgUDQEbVaTXp6OmlpaTQ3N1NeXk5ZWRmbjivDxBL6KLqhbQBtzpw53HXXXdTWBh3J9u3bx8qVK/nBD37AHXfc0a/v0RERXvLNQaiX/lBzVLmePAWierfW+/nCTOKi2oS5xxfg5c1F5Ofn8/nnn3P48GE0Gg0ajYb4+PgBFdwdsVgsXHPNNbzzzju8+OKLLFu2jKioqNDnfr+fzz77jMsvv5x//etfEVkWdodGoyEqKoq4uDgsFksoVKV1OSoqCpfLRUVFBYcOHWLXrl3Y7XY2bNjAZ599xsaNGzl27NiAtEXwzcJgMJCTk4MkSdTV1fXYWRkMBh544IHQ+v79+6mqPMl5mVGK/fZUKuPE1Wo1KpUqIu/6devWceutt4btGiQQCPqOJEnExcUxefJkzjvvPJJHKEMqGxsaqKmpoba2ts85SLNmzWLVqlVcfvnliu3vvffegPVNbrebyspK0tLSsFgsA3JOwalFiO7+UHNMud7BsaQjPp+PdevWkXdwH9ctzFR89vymQuKTUhg1alRoVHcokSSJGTNmcO+997Ju3TruvvtuRflbt9vNP/7xD6666ir27NkzqG3RaDRER0crRLlGoyEpKYnExET0ej0nTpxg+/bt2O323k8o+FZhMpnIycnBarVSVVXVY7XKiRMnhpKwIFjtLsWkfMk9VN0mumVZpq6ujujo6Ii86y0WC/Pnz+eVV16J4JsIBIL+olKpmJeltAQdNWka8+bNIysri4aGBurq6vqUbxQfH89VV12l2LZ06dI+D5T5fD78fj/V1dVUV1cjSRJTpkxhypQpwsXkG4IQ3f2htkOFx15E91NPPcUFF1zAI488wtXzR2NuN9rt9Pp5e18106ZNY+HChZjNZnw+3ykRlUajkUsuuYSXXnqJxx9/nHHjxoU+Kyws5LrrruOll14a8nZB8OVAq9VisVjw+Xxs2bKFioqKU9IWwfBFp9Mxbdo0srOzqa+v73HkqX1i1BdffIHVqJx6PunwY/MGO+T6+nqsVivz58+PKKl50aJFvP/++8TExABBJ6LS0vCdiwQCQd9Ji1e6fu0vtxEXF8fYsWM5++yzSUxMpLo6/LoZ7enYRy9evLhPAt7j8VBZWYlGo2H27NksWbKE+fPnM3r06EGd7RYMLUJ094eOI93NPYu/yy+/HEmS+OCDD3A01nHdImUi1pp9weNjYmLIzs7GaDSi1Wqpr68f0GZHwqRJk3j++efJyspSbH/55ZdPUYva0Gg0+Hw+9u7dG4qrEwhakSSJ1NRUJk+e3GOBiaVLl4aWX3vtNd568e/IAeWU85Ga4Gi3Wq1Go+m6aE5vbWlfUe63v/0t48eP59lnn43oPAKBIHJiDco8q31lQU9vv99PfX09VVVVvSZfd8fYsWMV9/bvfvc7li9fzuuvvx6R+Nbr9cTExNDS0oLb7cbpdOJ0OoUF7zcM8frUHzqKbk9zj7uPHDmSSy+9lNWrV/PUU09x+9338cL/Cml0Bqe/KxpdHK1sZmJKLBDs4GVZVsRYDyU+n4+PP/6YVatWdSqze9FFFw15e2RZxuFw4HK5kGWZ2NhYpk6dSkJCQq9Jc4JvLwaDocfY7iVLlvDWW2+xf/9+AN5+8w1iJpUTf9FvkNRaorVSqIiVyWSipKSE8vJyRo4cSWpqKmazOaLk3tYp5LFjx3Z6mRUIBANPjEEpdY5UNCucweLj4/tcZl2n07FixQqef/750Lby8nL++te/UldXx8033xz2ueLi4nC5XBw6dEjxzGoV5CaTiZiYGAwGg8LxS3D6IER3X2ksAVuHke3RC3s97NZbb2X16tU8++yz3HHHHfzi7LH8+eNgQmaDs4XvP7OVxy6bzkXTUvH7/bhcLpKTk3s568ARCATYv38/n3/+OV988QU1NTWKz8eMGcMtt9zCggULhqQ9fr8fu92Oz+ejtraWpKQkxo8fj9lsPmUvI4LTi8rKSgKBAD6fr8tpWq1Wy9NPP80999zD+vXrAbAd+R9+vx/LpXfgbIHXD9pJiFYzIVFHcnIyfr+fqqoqSkpKMJlMLFiwIGzhrdFoeOONN/D7/ajVwVCWQ4cOsX//fi666CJiY2MH7ssLBAJMBg1qVdvLc72zhbf/d5CzJ1oHpB+5/vrrueCCC3j77bf54IMPQkV63njj/2fvvMPjqM49/M72Iq20K2nVZVmWe28YF2FMMcUEmxZ6IISQEJMEcumYUMKFQIBgAlxKSAiEjoEEDLhi3Atyx9iyZRVLVpdW0vY2949lRlo1S7Jsy2be55lnd87Mzs5KM3N+55zv/L73uO6667Bard0+liAI7SZNBoNBPB4PTU1NsuNXMBhEpVJht9uZOHGiEvN9kqCEl/SWvYvbl+Wec8SPTZs2TY4zXbNmDT+bOoBBSS2xoW5/iPnvbOW6F5ZR5XBF+V8fK8LhMNu3b+cvf/kLc+bM4eabb+a9996LEtx2u50HH3yQd999lxkzZhyXGzwcDlNdXY3dbsdkMnH22WczceJEUlNTFcGt0G1GjhzJ8OHDcTgc1NXVdThcazQaefLJJ7nyyivlMnfBenzlewA47AyxYGU9/9rRREGdH1Qq4uLisNvtOJ3OTjPhdYUkuAFee+01rrnmmig3FQUFhb5Bq1Zx5pBoj+vPqmIIBINUV1dTV1d31OYFmZmZ3HHHHXz55ZeyN7/P5+uT5FiSuYDFYsFoNMoj4CNGjGD06NGK4D6JUHq6e8v3n0WvWzIgPrNbH83JyWHr1q0UFBSQkpLC70eFeXEb7HO07LO2zM/mw2r+NMvAser32r59O8uWLWPlypXterQlLBYL119/PVdfffVxaQC0pr6+ntzcXIYNG0ZtbW2vh/8UftxotVpycnJIS0ujpKSE4uJiRFEkLi4uamhWpVJx55130tDQwNKlSwFwrnsH3aUPotIaCAP/LXDzWYGbAXFq7jjNgs7fiMVi6dSTvrs0NTUxbtw4LrvssqM6joKCQsfcd+FwVhXUyL3dlc1BamKGM2dyAnV1dXL2ZLVajcVi6XV9YzAYGD58OIWFhQA8+uijbNiwgbPOOqvHE7AlvF4vTqeTcDhMYmIiQ4cOJTExMarhrnByoIju3uCqhdIN0WVjftrhrk1NTXg8HhwOBw0NDTQ1Nck3pcPhoLGxkeR4M38628KbO5v5vFXaaX8Y7l1Rzy0TLMweZCwL9aEAACAASURBVOrw+L3l73//Oy+//HKH2+Lj45k1axbnnHMOmZmZpKWl9el3dwe/349KpYpKMKKgcDQYDAaGDh3KwIEDqaqqYv/+/fh8PtlRBCJDuz/96U9l0e0q3oHhkz+imzUfXVLEWlAEihtD3LGsnhvGx3P/OVPQanv/KF23bp1sJThlypTe/0AFBYVOybXHcNP0bF5bUySX/emz77l47DlkZWWRlZWF0+mkurqakpISGhoasNlsvXIOae2IBLBs2TKWLVuGTqdj5syZXH755UyYMKFbPdRVVVWEw2Hsdjvp6ekkJCQc9w4whb5DEd29Yd+XILaZlTzp5+128/v9FBYWUl1djdPpRKPREBsby/z58ztsRf98nIUcq5YXtzQS+mEOhQi8sjUypD1/clyfDSOtXBmdvt5qtcpCe8KECfKDpqqqqk++ryskX3KPxyPP9tbr9YwYMeKoexAVFNqi0+nIzMwkLi6OdevWRYlugHHjxnHLLbfIE6PqivYglPwW64QLMU+/DpUhMmk3jMA/tzWyqmgFL1w1jqEZvXM/SE9PZ8SIEVH32h//+Ee++OILvvrqKyUphoJCH/G7swfz8dZy6lwRNyKnP8j3FU2Mz4rEXEtZkLOzszl06BB79uzBZDL1eKL+ddddRygU4ssvv4zK9Oz3+2UBnpOTwxVXXMGll17aZY91UlISXq9XDo+DSP2YkJBAQkICJpMJnU6HTqdDq9UqoSb9HEV094aCr6LXY1MhPqvdbjqdjvHjxxMMBnG73TidTurq6qitrcXhiMSSCIKA0WjEYDCgVquZOcBIpkXD/65pwOFrEfZfl3gJinD7lO4n5OiK1jf5ggULuOiii46bF6jX68Xr9eL3t9iw2Ww2MjMzsVgsmM1mRWwrHHOam5s7tfS65ZZbMJlMPP/884TDYcRwmPpvP0fnqkJ/8UNR+xY5glzy6rfcN0mNXR9i//79xMfHExMTg8Fg6LISdDqdfP7551x88cU88sgjcvmf/vQnAJYvX85VV13VB79WQUEh1qDl3guGcddHEaciUYS3N5XKojsYDNLU1ERNTY2c/6E3ln06nY5f/vKX3HzzzRQWFvL111/z9ddfU1DQktvj4MGDPPnkk1RVVXHbbbd1eiyVSoXJZMJkahntDgaDOBwOKisro1xOBEEgJiYGk8mE2WyW61JJlOt0uh45LSn0PYro7g1t/bgzT+tyd41Gg8ViwWKxkJaWRiAQwOfz0dDQgCiK1NbWRiXwsGo0PH2ujce/qeVgq/lZa0q9nJ7u5fSMox9aah3LmpaWdkwFd+t4NEEQiI2NJT09HZvNhtlsxmQyKa1zheNKQ0MDO3bs6LIX+brrrsPpdPL3v/9dLosNOpg/JY7XtjXh9LdUdv4wvFUAt4+CkpISCgsL8fv9JCUlMWnSpE7jQ9VqNXfccQfhcJgHHnhAvi+feeYZYmNj+elPOw5bU1BQ6B2XTcjg9bVF7K2MVK67yhoBqK6uZuvWrYiiiFarJSYm5qidhARBIDc3l9zcXEaPHs0999yDy+WK2qc3SXk0Go3cK98ayaWpublZ1hSBQAC/349Wq8VsNhMfH8+YMWOUhDsnCOWv3htsA+Hw1pb1+qLO9+2AhQsXctdddzFw4EC2bdtGVlYWoiji9XpxuVxUVFRQUVHBHWPhg1IDa0pbZlU/t8nBq0lJWPRHN4EiNTWVHTt2AJGEIJMnTz5mwrepqYmUlBRycnIwm83Kza5wwikqKsJkMh3xWly1alXU+oMPPsiILCOj7Dqe3uDg+9qWFPMHHSGWHYLLhmvw+/2kp6e3S5zRFqPRyL333st//vMfFi1axA033ADAH/7wh97/OAUFhU5RqQQSY/RARHSbfqhLY2JiEEWR+Pj4Y+J9/eqrr7YT3ACTJ09GFMU+qX9VKhV+v1/OZSH1fFut1qhOLqUOPnEo4wy9IWVM9LqjpEcfv+222xg/fjxFRUX88pe/lG8Oo9FIYmIiQ4YMQRRF1CqBWyfFkR7bIrADYXhoVUOXyT66w3XXXScPM23YsIElS5Yc1fG6IiEhgYqKCkRRVG52hX6BTqfD7XYfMWPc+PHjo9ZTUlIAiDeoueP0eGK00RXl4hLYX+Nm/PjxTJw4kfj4I4eDWSwWdu3axXPPPdfDX6GgoNAbHB6//D7eGGkUm0wmxowZg9frpbq6Omr0uS8444wzOix/5JFHePvtt/vsezweD4CcPG7q1KmMHTuWzMxMbDabMgnzBKOI7t6QMjp63dsEoUDH+3aAwWDggw8+IDY2lg8//JBzzz2X119/XU73rtfrycnJIRgMohVE7ppmRdPqP1XaFOTjve1bzD1h2LBhUfZkCxYs4JZbbmHFihV9+qABZAum7du3d9jSV1A43owcOZLs7OxOrTIlbrvttigngscee0z2800wqvnVxLio/cPA2kqBqqqqbt9Hv/nNb5gxYwaPP/54z36EgoJCr2hwtdTX/lBLB1Z6ejrTpk1jxIgRxMTEUFlZSUNDQ59856xZszqdq1RWVtYn3wGRiZeJiYkEg0F2797NihUrKCrq2Wi8wrFDEd29oa3oFgTY+H9QV9jtQ+Tm5vLGG2+g0+lYsWIFN998M8nJyezatQuAAQMGoNPpqKurw+Br4MYx0d6eyw66cfm77qU7ErfeeisJCS2OC1u3buWee+5h7ty5vPHGG/Jkz75AMvRfvXo1+fn51NfXH3VvvYJCb3G73VRUVBzRlcBsNjN79mx5ffXq1Zx//vk8+eSTFBcXMy3TwJkDonuOgiotVVVVrF+/noaGhiP2ppvNZlavXs2kSZP4yU9+wqZNm3r/wxQUFI5Ig7ulp3tvRSPl5eXs3LlTnvC4Z88empqaiI+P77MMsW+++SY+n69d+UUXXcSvfvWrPvkOCSmsxGKxoFarFQekfoQiuntDjB1iUlrWxTAsexD+NgEWjoV/zYVNr0R6wLvg0ksvpby8nNdee41zzz2X1NRURo4cCUSGv9955x3KyspITk5mmj3M2FaOZDXuMCuLPUf1MywWC6+//jrnnntulJtJVVUVL7zwAnPmzOHZZ5/l/fffZ8uWLdTW1h6VULZYLCQlJeF0Otm0aROrV6+mrKyMQKD7owQKCn2B2+3G5/N1K9zpvPPOi0po4XQ6+fDDD7n22mspKiriF+Mt2E0t98+6Qz48unhEUWTjxo0sX76crVu3Ul5ejtPp7PAeEgSB559/ns8//5wHH3ywb36kgoJCOxo9Adz+FkcSTTjA7t27qa+vx2QykZSUhN1uJzExkZiYmD5LQDNx4sR2ZWvXruXhhx/uUZr4nhAIBAiHw+zYsYPi4mKampqUzq4TjBJg21sGTIPvPm5f3lAcWYpWwZd3RwR6dh5MuBGyZ0Abu57ExERuvvlmbr75ZrxerxxnXVtby9tvv81bb70l7zcgeyANgXhU8emYhkylvDn3qH9GRkYGTzzxBNXV1SxatIiPP/5YHk7z+XysWLGCFStWyPvHxsYycOBAcnJyyM7OJicnh5ycHJKTk7s1EURqgcfExODz+di9ezd79uwhIyODmJgYtFotGo0GtVod9Qr02WQTBYWkpCSmTJnCli1bjphRcuDAgXz88cd89tlnfPrpp/JQsM/nY+/evQwcOJCbJ8Ty+NqWkaGypiCZGZHrPBwO09zcTE1NTWSuhlrN2LFjsdvtUd9zxx13EAqFohxLPvjgA1599VWuv/56eZJlOByWj6OgoNAzXvkmekQ6M15LYmLvPPa7S0VFBevXr48qGzBgwDGPr5bqWq/XS0FBAX6/H4vFwoQJE3rsPa7QNyiiu7fMegBq9kH1d13v56yG3Ysii0oDiUNg6IUw6SaIS4/atfUNqNfr+f3vf8+OHTvYtGkTtbW11NbWytu1iZnE6IYA8Omnn7Jy5UoGDBjAgAEDyM7OZsCAASQmJnZbpNrtdm699VZuuukmli1bxrvvvsu+ffva7dfc3MzOnTvZuXNnVLnJZCI7O5uBAwfKonzgwIGkpaV1Kg70ej1JSUmEQiEqKioIhUKdDsX7/X6WLl2KVqtFq9Wi1+vRarUYDAb5VaPRdCjY1Wq1IlAU2pGQkMD48ePJz88nOTn5iPveeOON/OxnP+O001osQm02GwBxbdyEWs/BUKlUcuXncrkIhULtEvJIx2ob171lyxZWrFjBmWeeKZft2rWLKVOmcN555/Gf//ynuz9XQeFHT3WTl7+vjY5vvmlcXCd7Hz319fW88cYbfPjhh1EjugkJCSxYsOCYfW9rpEZ6OBzGbDYzaNCgKM9vheOLIrp7S2Iu3LoOqnbDgeVwYAWUboRwF6ES4SBU74ksa54GvQUyJsG4a2H4xaBpsSmKjY3l4osv5t5776WwsJADBw5QUl7BX78uIVBXhs6eg0UXqdl37NjB+vXr27WkTSYTkyZN4tlnnyUcDlNTU4PBYCAurvOHjF6v56KLLmLOnDns3r2bNWvWUFNTw8GDBykuLu50IqTb7WbPnj3s2bMnqlyn05Gdnc3o0aPJy8tj8uTJ7XoV1Wr1EV0eqqqqSExMJBQKEQqFCAQCeDweHA6HXCb1hHf0qlKpZLHeOlGAXq9Hr9d3KdaVZAKnLklJSWg0GkKhULcaZtJkZ4hct8OGDQMgEI4esi1xBIk3+Blsi7Yec7lcTJ06FaPR2K3zu/322znzzDPJzW0Z1SoqKuowNjQYDCruQAoKXfD8iv34gy0dO8NtKpJj+vaeCQaDbNy4kf/+97+sXr263YTqCy64gDvvvLPLerg3iKKIz+fD5/PJiecg8pyKi4tj1KhRpKamKh1QJxjlCX00CEJkUmXKaJhxB/icULQadn0IB1eBp77rz/uaoHBlZNGaYWAeoYFn0pw6nWq/gebmZvLz8zGbzYwYMQJb1hBiHS293d9WeLl4qJlf/OIX5OXlUVpaSklJCSUlJezfvx+3283q1au544472LFjB/Hx8ajVaj788MNu/DSB0aNHY7fb5V5AURSprq6mqKiIoqIiDh48KL9vbGzs8Dh+v5+CggIKCgpYtGgRBoOB008/nby8PGbMmBE1kbM79LbXWhRFWZx7PB5cLhfBYJBwOCz3BHQm2DUaDVqtFpfLxdatWzEajfIi9bxLi/JAO7loaGjotuAG5InOAGPHjpUrzkAoWnS/+52Tw04Dg09rEd3BYBCdTtejyjY9PZ309OgRsXnz5tHY2Ehzc8Rn+MUXX+S5554jKysrKhRMQUGhheJaF+9uPhRV9tvTrBw+fJi0tLSjPn5VVRUff/wx//3vfzt0RRo9ejTz589n0qRJR/1dksD2eDyyqJdG1FJTU4mLi8NkMmEwGNDr9UpYZj9CEd19iT4Ghl0YWSAS2733i0js9+HtXfeCB1xQ8BXqgq+wCGoqBt2MyjozKu6zzhMdehH6YTUjI4OMjAwA9u/fz5///Oeo1LVr1qwBIr3OR5NSWhAEkpOTSU5O5vTTT5fLRVGkoaFBFuFSr/jBgwepq6uLOobX62XVqlWsWrUKQRAYNWoUZ5xxBnl5eQwaNOiYPRwEQZDDT3pKOBwmFArhdDpxOp04HA5ZsLdFo9FEiXKj0SiHwLRelB7JE09NTQ3ffvttj9wJDh1qqbRbNxjdgfaTk2rd0deHRqPB6/VSXl5Oenp6r671pUuX8sknn3DrrbcyZkwkX4BWq+XAgQNyr7uCgkJ7nl1WQKjVJMIzBieSbY+l1Ht0Ll35+fm8//77fPPNNx2mjB81ahQ33ngjM2fO7HX9JmWx9nq9hMNhVCoVsbGxDBgwAKvVitlsxmAwKOL6JECp+Y8l1myY+pvIEgpA2RbY/TFiwVfQeIjObg+VGGJQ2SKKbGcCEVG7qsTDa1tb3FBCLgf15bt5YtN+EhMT+eUvfwlEHEKkTJODBg1i3Lhx8pKSknJMbkpBELDZbNhstnat+KamJvbt28e6detYvXo1paWl8jZRFNm1axe7du3ixRdfJCcnhz//+c/k5OT0+TkeDSqVCpVKhSAIUS4WHSGl4XW5XDQ2Nsqzxzs6ZltxbjKZFHF+HGhoaKCwsJDq6mri4+O7nETZlszMTPl9fn4+/mCQpQd9vLPb2W7fRm/7CjgxMZGdO3dy8OBBsrKyZIeEjvB4PKxbt44ZM2bI8z0WLVrEq6++SlZWliy6r7jiCmbOnMmQIUO6/TsUFH5MHKxx8tmOw1Flj80dSeXBPYTDYbxeb68mNb799tv89a9/bVdus9mYM2cOP/nJT7pdn0kp20OhUFRPuSAIGAwG4uPj5eeFktn55KVf/dcEQbgT+AuQJIpirRBRiAuBCwE3cKMoilu7Oka/Ra2FAdNwxI0g33ABAUcFI2oXk1XxRYe7+42RHu5ad4i/bnTwfbUH3+G9eIq24j2Yj7+qkDJgC5FZ0JLoTk5O5oUXXmDEiBF95i96NFgsFiZPnszkyZO5/fbbKS4uZs2aNaxevZodO3ZECdKDBw/y0Ucfcffdd5/AMz46VCqVHC/eFZI493g8NDc3EwwG5bh0ycVGr9cTExNDSkpKVEyvQu8Ih8Pk5+dTXV2N2Ww+4uTJjti9e7f8vsHh4J6vyin1dCzahyW2vwY0Gg3Jycn4fD727dvHjh07sNvtDBkyhJKSEiZMmCDve95557FmzRpWrlzJrFmzALjmmmvIysri4osvlvezWq3HzHJMQeFU4B/rimg9FnXmkCSyEmPITJhMbW0te/bsoa6ursfhjlIHV2umTZvGlVdeSWZm5hGfMX6/n7q6OjQaDTqdDovFglarZezYsXJoiMFgUOYVnUL0G9EtCEImcC5Q2qr4AmDwD8sU4P9+eD1psVgsjM5NR1z8HMnVqzvcxxOTycHxD7BiT4hPS2oIieBY+2+aNn4k76PWapk8cSKTJk1i3LhxUZ9vHfrR38jOzsZkMlFaWtrOAUWtVneaKvdUQ4oXDwaD+P1+2TtVo9GQnp5OfHw8cXFxcg+4wtGjUqlITU2lpqamV7H3brebd999V15XxyV3KLjNWoErR8Zw3qCO/29OpxO3240gCGRmZpKamkp2djZOp5OGhgZ5UvHYsWNpbm6WM2ACzJw5k5kzZ/b43BUUfqw0ugMsyi+X1wXgsUtGRd4LAlqtFr/f36MRL4nLLruMlStXRpW1NTVISEggOTmZ1NRUUlJSSElJITY2lkGDBjFs2DD0ej3BYBCLxcLAgQNpbm4mISFBcd06Rek3ohv4K3A30NoDay7wphhRJBsFQYgXBCFVFMWKE3KGR0s4jCr/DexL74dA+8Q2InDQMoU7N9hY8uStGMf/hNgJcwAwDBiHZ/8m0kZM4jfzzmT6lInH3OPzWLBlyxZuv/32du4LaWlpPProo+0aEKcCwWAQr9eLz+eTe/Ylv3K73U58fDwmkwmj0ahMejnGpKSkUFdXR1lZWY8bM3q9Hps9lcqyEgCCDRV4S3diyIqEeWhUMDsDrpmQhFHbcc9UOBymoaEBrVbLgAEDSEtLw2KxMGbMGJqamqisrJRF98KFC5UeLgWFo+TdLaV4Ai2hXreeOYgMa8u9v337djnEr6dMmTKFefPm8emnn3a6T11dHXV1de2cvQCuuuoq7rzzTiDSGN+8eTOBQEAW8lKjQFp0Ol3Ue2ldEugdLcozpH8h9IfsRIIgXAycLYri7wVBKAYm/RBe8jnwZ1EU1/6w3wrgHlEUv+3gGLcAtwAkJydPfO+9947qnJxOZ5+ax5udJYzY8xRmd1mH2126JDYO/D1PfP49K975PwBMQ6eTNO8+AHQqkZ8PExibeHwFWV/bkD333HMsW7as0+1Wq1X2G5eWrKwsdDrdCY9h683fQhRF/H6//ABs7SXeG/r6uuwNs2bNKgFqWxW9Koriq9JKX9+LXdHTv4fkWqPVanv0PQ6fyIeFsHn/YQ6/eotcHjftKqx513F6MswbCEZVqFvXyK9+9SvKysr429/+RlZWFiqVitLSUjweD7m5uX1mJ9Yfrpe29LdzOpnPpz/di8eCo/3fBMMid6/2UO+N6Jw4vcAzM41oVJF6VBRFmpubj6puCYVCfPfdd5SXl1NVVdUtdzCJjIwMXnnllehzblPPtNZo0vu2rx3ROpmcIAgIgiDPT5LCIPsL/e0e7A1HuhcljpuKEQRhOZDSwaYHgPuB2R19rIOyDq+yH37cqwCTJk0SWyeT6A2rVq3iaI8h4yiFF6+GgLv9NrUeZv8J02m3sPzjnexLsqO1f0Wgugh/TQkhZwOn59i4YaiARh1psQqCICeH0el0x7QlW1VV1avY18646qqr2LlzJ1VVVR1ub2hooKGhge3bt0eVJycnM2TIEAYNGsSgQYPIyckhLS2NmJiY49Yz3Nu/hWRT6PV6EUWRQCCATqcjMTERm82G2WzGZDJ16//Yp9dl76kVRbFT36u+vhe7oid/D1EUqaqqorCwkKamJvR6PRaL5YjXT7UryJ831dPkC6O1pmEYOAFvUWRqie+75fztsd+SaokMTXf3GomPj6esrIysrCySkpLIzs7mH//4B5988gnvvvsuc+fOBWDFihW88sorXHTRRfzsZz/r1u9sTT+5XqLob+d0kp9Pv7kXjwVH+7/5bMdh6r3b5PWbzxjMOWcNlterq6vJz89vlx22p0iWg5s2beqR6L777rvbPS+6eob4/X4CgYA8B0gaOZXEd2u7WykmXK/Xyy5aUk4K6dnXX+hv92Av6fJelDhuolsUxXM6KhcEYTQwENjxQ+WXAWwVBOE0oAzIbLV7BnC43UH6O6UbOxbcqePg51+CzoQALNp6GLUhhuQrH6PqvQcI1BTT/PGD/G7R+0yZOE4OUZAm3zU2NsrJYSQEQZCHnfpj+MnYsWP5/PPPZfHTeuks6QdEHkRVVVWy/aGEyWSSbQw7W050TLRarZYzEkr4/X4qKiooKYmEKqhUKnl2uuSxKvWKK+EmfYMgCKSkpJCcnExjYyNFRUVUVFRgt9u7/Bt/e9hHk69lwq8hc5Qsur2NtfzzhWe4//77e3QuTzzxBB6Ph1mzZsnZKceOHUt9fT1Dhw6V99u6dSsffvghaWlpsuiWsssp8Z4KCl2zeGdLJKpOo+KaKVlR2x0OR49HvbrCbrej1+s7rMfmz58vZ2xOT0/vVe/64cOH0Wq1xMbGEhcXR0JCArGxsVFuV721xlU4Ppzw/4woirsAuZnZJrzkv8BtgiC8R2QCZeNJGc+dOi6SAj4cnZmKyl2w7jnIuxM0Os4dmczinRWoTXEkX/W/VL17P40VxVxw4+3c9vjLLJgznKQ2rVOp51Ty8JQEucPhoLq6WhZ8vZkkcqyQxE9KSgrTp0+Xy0OhEOXl5e3EeElJSYf+pxCZ3CYl6OmM2NjYDsV4SkoKdrsdu91+3BsobR1OwuEwPp+PAwcOEAqFokSglJxHr9fjdrvZvXt3VEbNzjJpKoK9Y6R4+oEDB+L3+6mpqemyp0unif4bzr3yWurjGvjss88A+Pjjj8nLyyMvL6/b55CSkkJ1dTUFBQWkpaVhNBq55557+OMf/xj1P7vkkktIS0tj8OCW3rn//ve//OUvf+Gbb75RhLeCQhdsLm5JUJcRbyQhpqUe9Hg8aDSaqPTsR8vAgQN54403eOihhygoKJDLExMT+fnPf37Ux8/OziYQCOB2u6mvr6eurg69Xo/dbicjI+OkD9H4MXDCRfcR+IKIXeABIpaBR3/VngiShsC1H8GHN4C3VeZGMQTfPAn7voB5L/PXn47jtGwbL6w8QA1xJF/7JE0bPsA86ize23KIj/LLOCPJy/+cP4qRwyOevK17tqUeMwm32011dTUlJSU0Njai0WiwWCz9thWsVqvJysoiKytLtkiDSK/wtm3bZH/lwsJCiouLqaqq6rRnvDXNzc00Nzdz4MCBTveJj4/vUJRPmjSJxMTEPvl9XdHat7stUnIeaTixtrZWXhdFsV1cnzTECNGCXRLprdc7EuzS66ki2EVRxOVyRVVUUjZHSYB3RZIpWtgWNYZ5+sEH8Xg8LF++HICHH36Yf/3rX93uNZMSTTU1NVFbWxs1PBwbG4vVasVisZCQkMCll14qXxder5d58+YhCAI+n++Ej+IoKPRXHG4/9a6WdOgJZi11dXXU1tZSWVkpOwj1tVAdPHgwL730Euec0zK4n52d3WfH12q1UXM+gsEg1dXVlJaWkpiYSG5uLlar9ZR5fp9q9Dv1JYpidqv3IjD/xJ1NHzJoFvx+J3z2e9jTZqZz5S549Ux0037LDZNv5srJs3h+xX5eW12IetZN8m6BUJh/3nkl//xDkFk33sXnLz+OSd/5v9BkMpGdnc2AAQNobm6moqKC0tJSgsEgRqOxnUjvr+h0OrKzs5kyJdotUhRFGhsbqayslMX4wYMHKSwspKKiZwMiDocDh8PBvn37osoNBgMfffQRKSkdTUc4PkgTX7RarZyJrLtIQl3KqNnU1NSlYJcQBAG1Wi036FoL9pMNp9PJhg0bZJFqNBpJTEzsdqXUVnSXNoZo9ovce++9bNu2jbq6OhobG7n33nt5+umne3RubeMqw+GwHHpUWlpKOBxGEAQmT54sewi/8847FBUVKYJbQaELvjvcFLWeHadm165dNDU1RbmCQN8bBmi1WqxWKw0NDUAkkdbatWuZMWNGn32HhPSsVqvVVFRU4Pf7mThxYq/cWBSOPf1OdJ/SGOPhp/+CfV9GxLez1WTCcADWPgvrFmI4awF3n/8Hxmor2BlI5e9ri2gu30/D16/LISob165m9CNLuWhMKnfOHkqmzSRX2IFAAL/fj9/vx+VyyYvb7ZZDF5xOZ78Q3YFAAJfLJadY72hxuVxUV1cTDofl9dbb3e4O4uX7CK/XS0VFxQkV3V0RDocJh8NynK/02lXZkZB6yqVryePxRIWsnGzExsYyduxY8vPz5clEPSGxjegWgc2HfczKiolqhOzdG3WcwAAAIABJREFUu5fm5uajulZUKhUGg0EOdwqFQqxYsYKFCxeyePFiDAYDV199da+Pr6DwY2FXeWPU+oUTcpg5NEkOxfR6vTQ1NcmL3x/pFVepVD1OktMWs9nMfffdJyd6E0WRNWvW9JnoFkURh8NBIBBAo9Fgt9tJSkrCYrFgNpuVXu5+zMlXg54KDL0AMqfAF3fB7o+it4khWPEIxCSjV6czN1PFptf/yaKPIjOiBZ0Ry8SLsUy5jFBY5D/bD/Of7YdJNgkMjYfhVoEh8ZEEHYIgRE2ssFgsxyUG9NChQ6xbt47GxsZ24rnt++6EhxwvDAaDPOHRbDYTExPD1KlTe+Ud3hMRLL12RxAHg8GoFMFt47jVanVUnHfrkBFpaW0b1d3lZCc5OZmpU6eSn5+Pz+frkSXfwYYAGhUEW+ZSsqncy4El/6KyslIumzdvXp84Avh8PpxOp+x68/jjj+N0Olm3bl2P4sYVFH6siKLIugO1UWWTs62yq4fUqG3dQA4EAtTU1HSYZbInNDQ08I9//IOPPmqp2/V6PZdccslRHVciGAxSV1dHeno6gwYNUkT2SYYiuk8UJhtc/joM/wks/gO466I2O/d9jTf+cj766CMWffQhWq2WC+f8hPjTL2ddo4VAOPpwVW6RKjesPiwiADlWDWOS9Yyx6xgWq0OnPvY35e7du3nzzTf5+uuvuyUg+xJJJEuvrZeOyjra1roXNxgM0tTUJMdQS2WtBW9XqFSqTmOlj0YMb9iwgby8PFQqley9qtA9rFYr06dPZ+vWrTgcDjkJTWc0+8P8e2czy4vaJ7IqKy9n8ZtvyutXXHEFd911V7evj46QRqTMZjO5ubnYbDYsFgt/+9vfWLJkCR9++CGiKP5osrYqKPSW19cWsWZ/i+g2aFTEGDoPjQuFQlRXV7Nv375uh2X4fD5KS0vlsEZpKSsrk638IDJy+MgjjzBs2LDe/yBawimDwSCjRo0iMzNTef6fhCii+0Qzch6hcBj1oug5oiW+OAKBANOnT+cXv/gFl1xyidwq/0UgzKd7XXy+34WvA1MPEShsCFLYEOSTvS50KhiWqGNMso4xyXqy4zWo++hmFUWRdevW8eabb7J169Yef16lUh1RJJvNZkRRJDU1tUPh3F2P6+4ihawMHjwYo9EoZ/XauXMnEyZMaJdkoKPlWD0MpdELhd5hNBqZOHEiGzduxO12dxgXLYoiq0u9vLGjOcoqUEItwKCmnXz7g+vBkCFDuOuuu3p9DQaDQerr67FarYwcORKbzRZ1/dx4441s2LCBv/3tb6xZs4Zt27Z1cTQFhR83a/fX8vgX30eV/WRsWof7ejweampqOHDggDwC1ln4mc/nY9GiRSxcuJBQKIRKpYoS1x0xcuRIfve73zFx4sQe/YZQKCT7cUtLOBwmPT2d3NxcZT7HSYxSe58gwuEwDoeDyspKjBs+YWCb7aGcs1E3Q0xMDLfeeqs8IQPApFVxzehYrhgZw/66ADurfeys8rO/PkC4gw5mfxh2VvvZWe2HXU5itAKj7BEBPiZZR4q5d04VGzZs4LnnnqOwsLDdtgkTJjBhwoQj9jIbjcZufXdfJ+npiHA4TF1dHbGxseTl5bWb1a7RaLDZbMf0HBSOPQaDAbvdHhUaInG4OcirW5vYVe3v4JNg0sA90+J5+p6WrKrTp08/qkaf1+vFbrczceJEwuEwn376KTt37uTGG29kwIABAEfVg66g8GOhpM7F/He2RtWDOrWKBXNGyOt+v5/6+npKS0upq6tDEATi4uKOGHL29ttv89JLL8nrnQluQRAYPnw4N910EzNnzmxXv7UW0oFAQJ7U3nq70+nEYDAQHx+P0WiU69G+ylSrcOJQRPdxJhwOs3//fkpLS2lubsZsNjPdXRC1j89gJ2BKhubIRMt//OMfvP766/z2t7/lyiuvlG9irUpgRJKOEUk6rhoJ7kCY72r87Kzys6vaz6GmYLvvB3AGRDaW+9hYHomnTjKp5FCU0XYdcYYjx33X19dz++23d+qfvXXrVvbu3YvVaiUhIQGr1YrNZsNms0W9lxaLxXJCY4dDoZAs7DMyMvD5fASDwahYaYhOratwchIKhaisrMRsNstlgZDIJ/tcfPy9s13olkSyWc0DeVb+++/X2L17t1zem5h/CVEU8Xg8cmW6cOFCHnvsMerr6xk+fDgqlYpnnnmG1NRUrrjiCubNm9fr71JQOJVx+YLc8mY+jZ5o3+2bZmQTZ2oJLdm9e7dsNytlaAwEAnJIYGccKewkJiaGl19+mezs7E7zPgSDQcrLy0lKSsJms8mCWsourdPp2Lhx46mQnVGhExTRfZwRBIH4+HjUajVNTU046ysxOaJFd7VtMl6vV14PhUL4fD6efvppNmzYwEMPPYQl3kpIBJ0KWQSatCompxmYnBa54es9IXZV+9lZ5WNntZ96T8dqosYdZkWRhxU/xK4OiNNw9kAj5+d2PoSlVqsxGAy4XK5O93G73bjdbsrLy4/4d1Gr1cTHx0cJ8dbiXBAEBg0aJJf3dbIfaYJNfX099fX1UeVSL4Tf72fJkiVoNJooKz3Jeqr1emux3nY5FSYmnsxUV1fjdrtloXuwIcBfNzk43BzdgFQLMHeomVidwIYyH/fOsGLRCbz//vvyPpdffjnTpk3r1Xl4PB6amprIzs5myJCI7/7s2bNxOBx4vV6GDBnCli1bWLhwIeeffz5ffvklW7ZsoaamhqSkpF7+egWFU49wWOR/PtjBvqrmqHK9RuDmvJyosgkTJkQ5mDQ3N9PU1ITD4ZAdTCCSu6G1O9FVV11FfHw8Dz/8cIedTR6Ph0GDBnVpq6rRaEhMTMTpdDJ48OB+64qlcOxQRPdxRkqKIYdKFK+DtdFiOK1qJRji2BV3NjU1NcybN4+kpCQWLlzIunXruOqqq7jmt/fzmXcYGgFOzzBwx+ntJ4XZjGpmDjAyc4ARURQpbw7JoSjfVftxBzue7FjSGOQf25uxGdXkdPL8iIuL46233mL16tXU1dXR0NAgC9aGhgbq6uoIBjvuae+IUChEXV0ddXV1R96ZyMRJSYCnp6czc+ZMZsyY0evMkiqV6oihI1VVVSQlJUV5X7tcLsLhsBxz15EtX2vhLn1X6wQ1kmBv/drWkaR1b7vC0SFdO1VVVVgsFp5c10xtmwbpsAQtv5poISsucgNcONiMRiXgcDhwOp1ApOfr7rvv7vHIhzRnwGKxMHny5CgBPXLkSB555BF53Wg08r//+79kZ2fz8ssv85vf/IYbbriBf/7zn739+QoKpxxf76vmq+9awsVi9RqsJi1nj0gmMaZ9B41er0ev1xMXFxcVttjc3Mx3331HfX19u/taEAQuuOACLrjgAkKhEAUFBVx//fXy9lAoxJYtW5g6dWqXzwSz2YxOp2PXrl0kJSUpz/UfGYroPtFo2w9ZqUMeMg++Q5rwIcGbluG15DBhwgTOP/98br/9dr799lteePQu0n7xEiRkyp7crdOKt0UQBBKMKuwmNclmNRVGFe7mjkNDJDzBMHSRCyUrK4vrrruuw22iKOJ0OmUh3lqMtxboUrmUIbC7SE4Phw4dYufOnXz55ZcYjUby8vKYPXs2U6dO7fPecAlJAPc2UYwkzkOhEF6vVxburZPWtEZ6gEve2UuWLGkn1G02G2lpaSdl8prjjcViYerUqdTU1PBtfj6eNo3Pm8fHct4gE6pWFadGFXnfOulSWlpaj0ctHA4HBoOB0047rd2EyY4YOnQo999/PwD79+/HZDJht9uVMCcFhVbUuaLnYDx5+RjOG5mCL9h1HdeaiooKdu3ahVqtxm63d3l/qdVqhg8fzmmnncbmzZvl8t/97nfk5eXxl7/8pctQFa1WSygUYs2aNVitVqxWKzExMUpCmx8Biug+0aSNh0k3wbf/aLdJLQZQ//Nc9JN+DmfchX36dDZs2EB8fHwkrEMdEViJcTH4/X4aGyPJAHQ6XcTxQ6WmoC7Arh96tw/UBwh1w8nPpBU4c4CR6ZlGHLU9E8MSUjrr2NhYeTJYV/j9fhoaGjoV5pWVlTidTrm8s+G9pUuXsnTpUsxmMzNnzmT27NlMmTKlX4lRyeGkNy4kVVVVJCQkyL3twWAQn88n213l5uaSkZHRZQNMIXJ9JiYmolGrOTdHy6f7WhIsNXjCbK/04w6EybVpSYlp+T85HA75fVlZGfn5+T1yJggGg2RlZfUq+cbgwYMpKSnhqaee4sUXX+Q3v/mNEqqkoACMTo+eYFjv8qNWCZh0R37Gut1uDh48SElJCQkJCUesK4qLi1m0aBH5+fkUFBS0275mzRrKy8uPWO8lJSURCARkQwUpV0MwGGTz5s1YrVbZsUvh1EER3ScaQYCL/gojL4WlD0BFG2P+cAA2vwrb3obTb0U87VZeevxe3lhdSGFcZFgsMyWRmTOH43K72Xawmq+/P8ym/HoKGsL4u3Y0AkCjgmEJEUvB0XYdg6xa1Krj24um0+lITk7GbrcTDAbxeDx4vV759fDhwxiNRrmsurqaw4cPU15ezrZt29ol2XG5XHzxxRd88cUXxMbGctttt3HZZZcd1990rOjINtBsNhMMBjlw4ACFhYXk5OSQkZFxzHr7TwWk9Mk/yTWw9KAHdyDSIv2swMWivZG5CrdOskSJ7nHjxpGRkUFZWRk+n49f/epXnHbaaVx77bVMnTr1iN9pNpvZvXs34XCYrKysHvdWB4NBnnrqKaxWK7fddptcfvnll3Po0CFee+01xowZA0QaBcXFxTidTqXiVjilGZIci1mnxuWPdMZsLW3gutM7F72hUIj6+nqKi4upra1Fo9GQnJx8xPvR6/Vy3XXXRc25assZZ5xBZmbmEc85FArJLiYS0vcrjelTF0V09xcG5sEt38C+L2D5I1C7L3p7wAVrnka7+TV+5m+mcuzNvOSK3KBFtU7mv7OVDYV11Ls6tjprjZQ8Z7Q9Yhk4LEGHXtO9yj8cDsuTUNoKY+lVWnq6XVo6c0TpLc3NzTzzzDPMnTv3mHpcSz0VnS3SPq3jvrv7GQkpQU/bOHEJQRAIBoN89913VFZWMnr06D7JkngqIggCGRkZHDp0iLlDzLz7XSRWu3VDVRLiEkajkeeff56bbrpJ7vXevHkzmzdvZsSIESxYsKBLa0uj0YhWq+W7776jqKiIlJQUEhISiI2N7dZ8BK1WyxNPPNFuvsS3335LSUlJ1PD0Cy+8wJNPPklFRQX33XcfAN9//z2PPvooU6ZM4fbbb5f3LS4uxm63K/6/CiclapXA2Mx41hdG5gRtK3V0uq/b7Wbz5s14PB45XKu7NDU1tRPcOp2OefPmMW7cOMaNG9et47ndbiorK2Vnr9TUVEwmE0ajkfXr1zNp0qRun5PCyYUiuvsTggDD5sCQ82HnB3i++iNGb3X0Pr5ICMkBj5lwwItKa2DpnpZ9xFAQMegj7PciBn2IAS9iwEecykeWOUyaMUSSPgi1PrxlXtZ7PKxsI4B9Pp+83tzcTDAYjNp2MjJ58mRZJHUmVrvaJg37tfZLbit8paQ5arU6KoGO5FgivUrJc1qXd7W/lHlSStAzbtw4uUwqb73eeuntxNIfCykpKRQWFnJhroXF+100+aP//54O/AOzsrJ49dVXefjhh9mzZ49cvmfPHvLz82Unks6QetX8fj/l5eUUFxcjiiImk0meZG21Wjv8rM1m4957721Xvm7dOoqLi8nOzpbLzGYzGRkZUWUFBQW89957OJ1OLr30Umpraxk3bhxDhgwhEAjwyiuvsHXrVm655RYmTJjQ5e9QUOhPTMiyyqK7qNbFX77ay13nR7JAiqKIz+fD7XbLdp/dFduNjY189tlnrF+/vsPEVNdcc03UqFN3MJlMpKWl4XK5qKqqoqGhgbS0tG6FYiqc3Ciiuz+iUsO4q9lcn8hM80FY9QR4WpLjPO+azbvLNuI99DqpP3sGld6Mc9cKGlb+nbC34xjsSmBfh1v6H5IdoV6vx2AwYDAY0Ol0ck9AR4u0zWQyyUl3zGYzJpMJq9VKdna2nGr9SGK1s/JNmzYxbdq0Tvc/HkiWUwq9JxwO09jYSHl5OeXl5ZEGkEogw6JhT23E4zcc8BFqqmbv9iY+3tdIRUWFvFRWVlJdXd2ugabRaBg5cmS3z0OymJSQRPjBgwfJyspi8ODB3Q4PSk9PJz09nf3797Nr1y6GDh3Kgw8+SF5eHomJiZx//vnk5ORw33338eabb5KUlMTw4cNxu90cOnSI9PR0fD4fq1ev5u2332bq1KmK6FY4qRjVJq57TUEllw3RyZP1pUnqBoOh26N/q1at4oknnujUVctqtTJr1qxena9Ut/l8Purq6qitrSUjI6NXx1I4eVBEdz9GHfJBfRGitwlJ0i0I3MhbnIn30O8I1pdR/soviZt+Na4dX3UquPsag8HQTuhKr21Fr/QqLdJ2k8kkZ6Vs/T4mJgadTicLWolVq1ad8IQBgiAoMdInGeFwGI/Hg8fjobm5WZ6sK7n92Gw2HD6RP66q50BDEPeBTdQve4VQU2T06DDwWTe/65prrulW1lRRFKPiOaVFciQRBIGDBw/i8XiYNGkS4XCYQ4cOUVtbGzXsfOutt7JhwwY++OADuXf9zTff5LHHHuPhhx+WGwCBQIAlS5YwZswYMjMzZZuzMWPG4PF40Gg0FBUVIYoiS5cuZdq0aZx++und/yMrKPQDdpc3Rq1bcVFYWIjBYCAuLq7H1nzPPPMM7777brvynJwcpk6dytSpUxk3blyPRxOlhFhut5twOIzBYGDSpEkkJycrsdw/AhTR3R8Jhwhsfp3TNj0KwWYEQBTh8eA1/Ds0G0EN9ksXUPfV8/jK9tCw/BVsNhtNGk2PvLG7Q2xsrNyLJi2JiYmkpKRgs9lkF46OFilJjJQ8pqMwi47eA8et51jh1CIUClFTUyOL6+bmZrlHWqVSYTAYiImJkWP7D9QHeHxtA42+SBhJ44YPZMHdFYIgkJSURGpqKqmpqQwbNoyrrrpK7hELBoM0NjZ2mCpaCvvR6/WyTZi0rtVqWbNmDWVlZcyZMwdBiHiDDxw4EIvFIjsUQSRUZMeOHRQXF8uie+zYscydO5fBgwfL+w0ePJjFixeTlpYWdR4bNmxod17nnXfeEX+7gkJ/QxRFPt5WFlV29bhEbObeSRyn09lOcN93333MmDGjWw3rjmhoaCAYDCIIAjabjQEDBhAfH09MTIwitn9EKKK7nxAKhWhqasK9dwVx6x8nprlQ3hYWBZ4IXs1roYvkMm1CBpf84QkmBAt44YW/UVpaCsCoUaP4+c9/LtvI1dTUUF1dHfW+J8K8ubmZvXv3snfv3nbbbrjhBm677TZ52C4cDhMIBPB6vfJ66wVaYqY7ioduvQ0iYSaSeHe5XOTn58uCXq1Wo9PpotY7EvLSutR7rnBqEw6HoywmNRqNPBLTdhLt6hIPL37bSLCVLjaPOBP/4Y4DsW655RbGjx9PamoqycnJXVqLBYNB/H4/drudAQMGyBMopeu1s2vxvffe4+qrr+a8885j/vz5QCSOOzc3l6SkJDl1NcBTTz2FKIoMHz5c/vzll1/O5ZdfHnXMmJgYLrzwws7/aAoKJzk7yxo57GiZ4Gg3QlIvBTdE5kOMGzeO7du3y2UffPABzc3NnHfeeaSmpvb4mIFAAIPBwIgRI47oA65w6qKI7n5AOBxm94ZlJG1bSHrd+qhtQVHFPYFfsig8M6r8wlwTczP9rF7dwCuvvMLKlSt59dVXSU1Npaampl3F2/q7HA6HLMQ7E+ZS1r2uWLZsGb/97W+PiSNIa5cPSbBLw3HS8HxrYS/RVrxL+0hiSeHURqvVMmLECIYPHy6HlFRVVVFTU4Pf70ej0RATG8v733v5dJ+r3eevvepKZv76XJ568km2bNkSte2ss84iNzf3iOcgufCoVCrKy8vRaDTdjo+eO3cuAEuWLOHKK6/k/fffRxAE9u/fz/3338/TTz/NnXfeiV6vZ+LEiZSXl+NwOORESQoKP0ba9nKflRY+qgRSgiDwxBNPcP3111NbWwtAYWEhL7zwAi+88ALTpk3joYce6pHfvt1ux+12k5+fj8ViwW63Y7Va5TBMRYT/OFBEdz+gdN9OBq/5LSZf+2Hte4O3sCh8hrwecFQy0rmV9V+t4+WdOxFFkQULFnDllVcyZ84cnE5nlxPtpHTnNpuNYcOGdbqf2+2murqagoICAoEA1dXVFBUVsWTJEtnSb8aMGUfxq7tGcvdovd5bO7OamhrFCu1HhnS9SI4goijKAvzhLwtZdzjaltKgEbh3ejyj7XrA0mHsfkde1z6fLyqEJRgMolarSU9PJz4+Xp7r0F2MRiMfffQRl19+eZQ1WSgU4s9//jMA99xzj1w+f/58/vOf//Dee+9hs9lobm5Gp9Px/PPPM2/ePEaMGNHt71ZQOBkJh0U+2VYur2vVAtdOzaG0pLhb3tudkZSUxN///ndeeuklvvnmmyjnrvXr1/PrX/+aRx55hNzc3G4nI5OeSV6vl0OHDlFYGBnR1mq1JCQkkJiYKGcmVtLDn5ooovsE43A4qNn+FdkdCO6acCwfhSKCO1B3iNrPnsZfVcjhH7ZrtVqmTJlCSkoKEBEFR5MEIxwOU1tbS1lZGWVlZZSXl3PgwAG5rHU8qVar5YYbbuj1dx1LWqdZD4VCqFQqYmNjT/RpKZwAQqEQbrcbt9tNY2Mjh6vrWN9GcM8bauaqUWa0reIqzzjjDNauXRu130UXXcT48eOZPXs2Z599NjabjUAgQDgcjqrYg8Egbnckw2UgEMDn88lOJdL8hs5oamrinHPOoba2lmAwyPLly9m8eTNnn302Tz31FC6XixUrVvDrX/+aM888E4vFInt9n3vuubKP97Jlyxg5cqQiuhVOeYrrXDR5WkImJ2fF4fN6gEhdcDTiNSMjg8cffxyXy8WqVatYsmQJGzZsQBRFioqK+NnPfoZarSY7O5vBgwczePBghgwZwuDBg7vs/JKcSySk8NLq6mp8Ph/Lly8nISEBu91OXFwcMTExigg/RVBE9wnG5XLRHDuIkEqHOhyd2GZFqGVI2luyE39VpFV8+dg4zs6bwpiLf43eltWj7wsEAhw+fFgW1q0Fdnl5ebd9uOfNm9frCSVd0Vowt32tq6vrcGJaW1QqFVqtFp1Oh16vJysrS5mo8iMkPz8/ylddq9USVOlobfQ3d6iZ68e0b5Bdeuml5Obm8vzzz0fFdW7bto1t27bx9NNPc84557BgwYIov9+qqirUajVOp1OeONXWWlClUmE2m7FYLNhsNjnmvKmpSb6nnn76af7nf/6HRx55hP/7v//jgQce4Nlnn+Whhx5i+fLlFBcX8+9//5utW7fyxhtvoFKpuPDCC4mJiWHevHmMHDmSjIwMeWhcQeFUxe2PbkTrvPXU1enkzqi+wGw2M2fOHObMmcPSpUt58MEH5RHfUChEYWEhhYWFfPXVV1Gfu/766/nd7353xN52tVotd5pVVVWRkJCAx+Ph+++/l8Nk4uLiolzApIa81JhXwlNODhTRfYJJT0/Hbp9HbXYyrP0r1tot6IIR679MVS388DwxDZnGgOpv+NfUEkYni8BGWLeRgNaCM2EsFYOvwRM/NOrYe/fuZePGjVHCuqqqqlvCtSN0Oh3p6emMGjVKnuTVms4Es/S+dZbFzmgtmKWHiU6nw+/3M2TIEHQ6HWq1ustFEdgKEGlgSg4h0jXh8oeBJnmf0sZAp58fM2YMr732GmvXruW9995jy5Yt8r0TCoVYsmQJZ511FmeffXbU59r6b7dFmnBcV1fH4cOH5XvC7/djtVppaGhAo9EQCAQ477zzWLlyJfv27ePrr7/mjjvuYOrUqRQUFDBkyBDGjBmD3+9HpVKxePFi5s+fzyWXXMKjjz7KqFGjWLVqVS//egoKJwfBcHSdkphkx2iMGAlI939f9hLPnj2bhIQE3n//fQoKCigrK+t037feeosLLrjgiAmz2tI6PA4izwy/309dXR2VlZXtsjZL+7e25TUYDN3OdKtw/FBEdz9Aq9WSPOoMxJF5NDbUc2jHl6j2LcZacxB+0ATqGCt5F85ltO5FABo8IlajgDbQhLVyDfFV62lKHE9j8jQcyVP5dn8lv/jFL3p8LnFxcaSnp5ORkUFGRgYxMTFkZmZGWQQCsvexhBSDLQ2fGwwGWTC3fj2SYO6stV5TUxOVWU9B4UgMHjyYAwcOyIkxBEEg0OaRV+0KdfLpiHPPnj172L9/P0ajEZVKFdVg1el0Uc4h3UVqWEqNUL/fjyiKaDQa/v3vf8sJnXw+H3PnzmXChAmsXr1a7lE3m82kpaUxc+ZMecKmxEsvvQTAggULmDdvXo/PTUHhZCPUphPJGmchL28YDoeD8vJyKisrCQQCqNVqWYweLRMnTmTQoEH861//4q233up0v6ysLDIzM4/6+6TebsmiF4gS3lLCL5fLhV6vx2g0Ehsbi0ajUUR3P0MR3f0IQRCItyUQP+s6fNOuYNnX38Cqlp64ejEyDO7wigx6vpmzczQ8kKdnXIoaQQwRV/MtcTXfkrX7eb4vsR3x+7KysrjwwgsZMGCALLJbxz6HQiEqKirQarVydkir1YrFYiE2NradiFaGtxT6EwkJCSQkJBAOh3G73bhcLsqq6oAieR9XoP3Iy+LFi3nooYeOePz777+/nfe1ROukN4FAoJ1NpyAIxMbGYrfbsVgsmEwmOc6zba9cZmYm1157bVSZ2Wxm1apVfPLJJ0yfPp19+/bx7LPP8sYbb3DjjTei0+n4+OOPaW4+PgmzFBROFIFQ9D08a2gSgiBgtVqxWq2MGDECp9NJfX095eXlHD58mKSkpKNy+1m8eLE8x6It6enpcuKcM888s1fJcxwOhzyCJYqi3JHV2tdfskGVOrokS1KlHu69XME2AAAgAElEQVTfKKK7n6LX64kx6NCogvLw2XpGM9/8V8ZU/wtXYDUf7Qny0Z4gFw3RsCBPx2npLcL3iqw6qs7X88/tAbZXdhxOUlpayttvv820adPIy8tr1yKXeq6Tk5MJBAK43W5KS0sRRRG1Wo3NZiMxMVGONevuDG4FheOJSqWS4yVj4hNoLbod3jCPr6nnujGxZMVpCQaDPP7440c85ujRo0lKSmo3zyAYDFJTUyP3NlksFjkra+tRH71e3yeVo8ViobS0FIfDgdls5pJLLuGSSy7hyy+/5LLLLiMvL0+e8BwIBLjkkksYNGgQCxculI9x4MABjEYjycnJx8T+U0HhWBJqE17SNtxEpVJhsViwWCyYzWY2b958VNe5KIo89thjBAItHWJDhw7l4osvZtq0ab3q2Q6FQjgcDjkkMy0tjeTkZMxmM1qtVgmZPIUQjhRjezIiCEINUHKUh0kETvQsJOUcWugP56GcQ4Shoih2yw6mj+7FrujJ30MAtPD/7J13eBTV+vg/Z7PpISQkJHRCR1pACAICIigCVlAU5XJBFAWxoYhfrw2viAWvwP3ZsNyLChdUFLDSFBSU3kKkSJdQkpDek82e3x+zO+xudpPdJJvG+TzPPLszc+bMO7Pn3XnnPe95D36AAajs9K2+gOMfaCiQAZgt+6yftgtOvnuL2tBeHKltMtVleVpLKRu7U7AadNEbVMVvY0BzMFr1vgTv6lxFEGgySqABkIr2/2T7/1GfqW06WBHc0sV6aXRXBUKIXVLKPkqGmpehtsihZKg9MlipTbKAkscdaptMSp7ay+V4L9Q1129Un4VCoVAoFAqFQuFllNGtUCgUCoVCoVB4GWV0u+aDmhYAJYMttUEOJYNGbZDBSm2SBZQ87lDbZFLy1F4ux3uhrrkeo2K6FQqFQqFQKBQKL6M83QqFQqFQKBQKhZdRRrcDQogRQogjQohjQoj/q8bz/kcIkSyESLDZ1kgIsV4IcdTyGe5lGVoKITYKIQ4JIf4QQjxW3XIIIQKEEDuEEPstMrxk2d5GCLHdIsPnQgivJwUXQvgIIfYKIb6rCRmEEKeEEAeEEPuEELss26q1TVjOGSaEWCGEOGxpG/1rQg4nclW7rnqip0Lj3xb54oUQV3pBHo901tsyeaq/Qgh/y/oxy/6YqpTHRi63dLka5XFbt6ujHdVGakK/axJXulzfcdTN+o4yum0QQvgA7wAjgS7A3UKILtV0+sXACIdt/wf8JKXsAPxkWfcmJuBJKeUVQD9guuX6q1OOQmColDIW6AmMEEL0A14H5ltkSAc8n+Pecx4DDtms14QM10ope9qkU6ruNgGwEFgjpewMxKLdk5qQQ6cGdXUx7uvpSKCDZXkAeM8L8niqs96WyVP9vQ9Il1K2B+ZbynkDd3W5uuQB93W7OtpRraKGn8U1hStdru846mb9RkqpFssC9AfW2qw/AzxTjeePARJs1o8ATS3fmwJHqvl+rAauryk5gCBgD3AVWuJ8o7PfyUvnboH24BsKfIc2eUF1y3AKiHTYVq2/BdpkLyexjP+oKTmcyFVjuuqungKLgLudlfOibGXqbHXK5I7+AmuB/pbvRks5UcVyuK3L1SGPpW63dbsm2lFNLzWp37VlsepyTcvh5Wu0082alqc6FuXptqc5cMZmPdGyraaIllKeB7B8RlXXiS3dqr2A7dUth6W7aR+QDKwHjgMZUkrrDILV8bssAGahzQgGEFEDMkhgnRBitxDiAcu26m4TbYEU4L+WLsCPhBDBNSCHI7VJV13di2qV0U2d9bpMHuqvLo9lfyaarlUlnuhydcgDnul2bWrr1cXleM06Drpcn3HUzXqPMrrtEU62XXbpXYQQIcBXwONSyqzqPr+UskRK2RPtLbgvcIWzYt46vxDiJiBZSrnbdnN1ymDhainllWhdrNOFEIO9fD5nGIErgfeklL2AXKo5lMQFdUFXq01GD3TW6zJ5qL9elacCulxdv5knul0X2npVczleM1Dzz9/qwoVu1nuU0W1PItDSZr0FcK6GZAFIEkI0BbB8Jnv7hEIIXzSFXyql/Lqm5ACQUmYAm9Di28KEEEbLLm//LlcDtwghTgHL0bq+FlSzDEgpz1k+k4GVaAZMdf8WiUCilNLqcVmBZoTXSJtwkKu26Kqre1EtMnqos9V239zUX10ey/6GQFoViuGpLntbHsBj3a5Nbb26uByv2ZUu11dK6aYQYknNiuR9lNFtz06gg2Vkux8wDvimBuX5Bpho+T4RLcbLawghBPAxcEhK+VZNyCGEaCyECLN8DwSuQxtksRG4ozpkkFI+I6VsIaWMQWsDP0spx1enDEKIYCFEA+t3YDiQQDW3CSnlBeCMEKKTZdMw4GB1y+GE2qSrru7FN8DfLdkn+gGZ1vCBqqICOutVmSqgv7Zy3oGma1Xm0ayALntVHqiQbnu9HdVCapN+Vwtl6HK9xIVu/q2GxfI+NR1UXtsWYBTwJ1oc4rPVeN5lwHmgGO0t/z60WMKfgKOWz0ZelmEgWhdePLDPsoyqTjmAHsBeiwwJwAuW7W2BHcAx4EvAv5p+lyFYBnhUpwyWc+23LH9Y22J1twnLOXsCuyy/ySogvCbkcCJXteuqJ3qK1kX+jkW+A0AfL8jjkc56WyZP9RcIsKwfs+xv68Xfrlxdrg55PNXt6mhHtXGpCf2u4et1qss1LVc1Xbuum/V9UTNSKhQKhUKhUCgUXkaFlygUCoVCoVAoFF5GGd0KhUKhUCgUCoWXUUa3QqFQKBQKhULhZZTRrVAoFAqFQqFQeBlldCsUCoVCoVAoFF5GGd0KhUKhUCgUCoWXUUa3QqFQKBSKSiGEGCKEkEKIFl4+T4zlPAPLKSeFEG5PtuJuvXUNT+9DJc4zSQhhsln3ensQQvQRQpy3TDJVmXoWCSHerCq5ykIZ3QpFLUQI0VIIsVEIcUgIkSCEeLimZVIo6itK30ojhFhsMZq+crLvNss+k83m34Gm1J7p2psCK6q6UiGEUQjxiBBihxAiWwiRKYTYK4R4VggR7lD2WiFEihDijOV+uVzKOedzlunSvYIQ4hYhxBYhRJoQIlcIcUwIsVQIEepBNZ8DzStw7iDL9cULIfIsMmy33OOgcg6fD7whpcy11NXaosc5QohdQohYh3M9IoT40Uk9/wSmCSHaeiq/pyijW6GonZiAJ6WUVwD9gEeEEFfUsEwKRX1F6Ztz/gJuFkJEO2x/ADhtu0FKWSSlvCClNFfkRJZp7n0rKGcpLLIUVFV9ABb5vgdeAb4AhgKxwLNo7WaiwyGj0aavvxLtJaCp5TvA7TbbmlalnJ4ghBgKfA2sR5sVswcwHcgC/N2tR0qZL6VM8vDcocBvwCNos64OAHoDbwJ3AsPLOLYPEAd8YrP5X8BFtFmUtwIf2ZSPAf4Pre06yn4WbRbYhzyRvyIoo7uWYfEubHC1Xh8QQmwSQnxUfslSx4UIIc4KIeIqW1dtR0p5Xkq5x/I9BzgC6N101dkddrlSnbrnTjv2VJ7qkN+ZTtZFytK3y1zXjgLbgEnWDUKIVsD1wH9tCzoLJxBCtBNCfGnxXuZZvJk3WfZNEkKYLN7gvUAhcIMQooHlnqcIIQosHktnxlcbIcRPQoh8IcRJIcR4B3nswiqEEI8JIfZZvKAXhBDLhRCeGruPWq79Binlm1LKnVLKU1LKH6SUN2NvAALcBqyUUqZYXgIuACmWfWk222KEEL9ariVdCPE/IUSU9T4BLwOtbTzjsy377rF4hTOFEBeFEN8LITp6eE23APuklC9JKQ9KKY9LKddKKadJKa2yIoTo50pGq5zCvufDHV4BOgP9pJSLpJT7pJQnpZRfAoOBTWUc+zfgVyllms22K4CPpZTHgHeBLjb7PgReklKecVHfSkudXkUZ3VWIECJQCPGyEOKopWGmCiF2CiEe9aCax4CxFTh3hBDiDSHEEcsfVbJFQf4uhDB6Wp+lzg1CiMUVOdZLPA3sklLurOqKvXH/qlC2NmjekR02m6utO6y+IDzvLq+QLnoRr8hTybZfIZ2sY/p2uevaB8D9QghhWb8fzSt42vUhIIRoghZyEo5m2HUHngdsPeEG4A3gSTTjazvwH+AGNAOoF5on9DshRGeHU7xuKdsTWAp8JjTvZ1nMtMgxGmgFLC+nvCMTgJ+llFud7ZRSplu/W15Ew4EyX3wt92kdkAj0BW4GugHW/6nP0a41kUtecetLoD+aQX4l2stACfC9EMLPg2s6D7QXQvSthIweI4QwAPcAS6WUJx33S42MMqq4BvtnIsB+YISl7lHAXsu5pqC1tQ/LqG87EC283MNVo39u9ZD3gGvRHo77gVC0P41W7lYgpcz09KQWz8JvaF2kL6A1tGK0rpqZQDywz9N6axNCiABgGvB3L9Rd7fdPCLEDrX048oyUcqVNuQZof2yP27YNKeVZIYS1O2xmVcpWz9G7yx26Qq3d5bqXriK6aIsQwk9KWVSZOmyprDzOqEzbr6hO1jV9U7rGCmAhMEQI8SswGc3jW16873RAArdaY26B4w5lBPCElHIzgBCiPXAHcKOUcq2lzGNCiEHALMu5rXwspVxq+f6c0MIkHseFt1JKudBm9aQQYjqwRwjR3BJe4A4dgV/dLDsa+NGNEBdrKMck6/+FEGICsE8IMVhK+asQIgcosXjFdaSUjr0Nk4BUtLCL39yU8/8BVwPbhRAX0IzPjcASKWWquzK6eS5bIoFGwMEKHAvQBnD83Wai2WGngD+ByUKI5sBstNCZZ4QQE4FM4BEp5XabYxMtn22BQxWUqXyklGqpogXIAB4up4wv8BpaYylCa3D32OxfDGxwte6izm+BC0BDF+cLLuPYgWjKmW1Z9qN5GRaj/WHaLkPcuQabuqdb9hUCycAKy/ZNwEc25XqiDb6ZDwgXct4G5AJGh+1l1gUEonlqMoF0tC6nV4FjVXT/NgEfA3Ms15iB1mVmQDMoktC6E1+pQHvyRfMuPOVi/73AhZpu93VlseoS2kPzaZvtrdCMvhcBk2N5d9q0Q1t4Gc17lGLzO5apL5Zj/2MpdxHtAfcREOhKHjTP1iYgzdK+fwH6liW/k3tSmbZfSifrq75djrpm236ABcD/0DzWFyz3apKDvgxBe060sKz/AHxdRv2TLOUDbLbdYtkW4lB2AbDd8j3GUmaUQ5l5wB6bdQn8zUG+tcAZtGddrqXMAId6B5Yhcz6w0M37dwi428n2Ftg/T7/G5n/EplwGMM3y/TnglJMyPdHCIk5arinHUretTWF3H8qQN8bym7xr+Y0vAld4IGOZ7cHJsdGW/TMq2D4LgXvdKPcdWsz4KOAwEAbcaGkHfjbl/Czy3OFNvVLhJVXLebSujUZllJkLTEF7I+8GLAGWCCGGVeSElnONAt6WTjxhUspiecnL4HisD9ogj+1o3VNXor0R5qF56zejDRaxdmn97u41CCFeQusSexetO28ETrxXlmM2AQuklDOkpfU74Rpgr5TSZcyYi7peB25F6xbsh2YMPGRzTIXvnw13oD2EBgJPAP9AU/QQYBDa2/c/hBAjy6nH9loEmnFxUEo5z0WxaukOq4dUtLvcnTZ9J9AYGIY2yArc1/k7gAi0NjMezQB5vQyRQtAGH/VD8xIfBdYIISLKug6b66ls23emk/VV3y53XVsEjEHzNv9XSlns5nFlZuVA8966M9hRuFGXcLlDi0P/Ac0DOg7og6ZfoBlb7nIE6FpeIUs7aWs5pzu4ujaX1yy0zB7rLGUmo4V9xFnWPbkm7URabPpiKeVDaLHREu33rrCM5ZCC9mJe7v0s4/iybC2rN74h8DZwHfCtlDJDSvk9moOgk01xa10peBNvWvSX24LWRXMaLa4qHu3hfisW7y0QhPZ29pDDcSvR4sTAQ083mqJJYEwF5A3H5o3byf4NwGKHbe5cQzCaR2Cmi3o3oXnx7kZ7M5/ghqyrgM89qcsiRyFwn8Mx27B43ipz/2zOv89h2x/AAYdt+4E3Pah3oEUua1f7PuAWhzKhljI31nTbrwsLlzzdAWhdsNcCPmjdimMo7anRda+8Nm3TFv4EDDbbytUXm2NPAT422x6wHBvsKI+L8xvQHmLj3Sxf2bZvp5P1Wd8uR11zbD9oThgz0M6y7qgvQ7D3dL+M5jF12nPheLxlWzuce7H3oIWTwCWP9D8dyvyGFh9sXdc9vGiZQiT2PUf3YO9xttZblqd7puUe9HexP9zy+SxaaImzMo6e7pfR/oNsva6xljKDLOuzgDMO9fS2lLnCZtsAy7ZJzu6Dh7//AeB7D2Qssz24OMfbaP+rbZzsEzjpDbPZ/w3wnzL2R1tk7mhZX4DmkLPWnQHE2pS/Hi3kLdSbeqU83VWIlPI3tD+NQWijmKPR4gO/sXhS2qO9gTrGP/1Cxd/2rG/3Hr9tSm3Qx0fAWiHEj0KI/xNCdCrnMHeuoSuaYbOujHpGoHn8xkkpP3ND3EDAlUfEVV1WWbc5lLcdBFPh+2fDfof1C2gPb8dtUbiJlHKLlFJIKXtIKXtalm8cilnvR6Bn4l7eSM2z9hma9/lGtLEt35ZzmDttGmC3tE+Z5onO75BSltis/2Y5tp2zEwkh2gghPhNaTt0stJCUhkDrcmTUq7B8VrTtO+pkfdY3pWta2GGklNIxLtsV76K9CK4WQlxtaa83ldUDYan7S+BdIcQNQojOQoiFaD1Ejj0Q9wkte0dHIcQ/gf5ohpUzjqK1uSctctyGFo7kKQvResXWCiFmCm1yltZCiBFCiFVcGt8wGu3F2h3eRnupWyyE6Ca0yXk+A7ZIS6w7WvhIEyFEfyFEpMXLfRrtJfcRoWWJGWaRzyPdEkLMFkK8KbQsMm2EEN2Flq2nm801uCNjRXgWS4YcIcQDQohYiwyj0f4jry3j2B/QMpy44h00I/tPy/qvwFghRG+0MQkFaD0XVoagXU9WxS7FPZTRXcVIKU1Syt+llP+SUt6K9vZ3E/aNw1Ep3Ok6c8VRtDfvChntUsopaG/M69G6ixOEEA+6c6jDurNrKOuaEtD+SKa4OdK6rK6k8uoqS45K3T8Ljl2t0sW2qta36ukOq594q7vcVWhERXTeZXe5he/Q4tGno4Vy9ESLc3a3a7mybd+VTtZHfbvsdU1KmSft07OVV/48Wg9CNpqB9Ada/H157fp+tNjrJWgvWFcDN0kpDzuUs+ZcjkczdidKF1l0pJTxaHG9D6KNqZiJFu7lEZb/iZFoWVjGoRmGB9DGLewAPhFCtERLoLDazTqT0PJRtwB2oul1App33soqtJeR79Ha4Cwp5UW0QaPXo93bN7nkifeEX4CWaCkgD6ENouyP5h3/yAMZPUZqIWb90V7QHkV7Yd+D9tt+jtYOXLEUiBJCDHDcIYS43XJN8202r0TLVrMeeBgt7r3AUl6g9Xwsqsz1uIU33ehqsesCGovW1VyA867mnyzfF+P5QMrvqODAJCfl30fz1oH2R/mZw353riEE98JLmqENbPge8C9HrieAE57Uhevu7q3YD+yq8P3DYSCnZZuzsJw1aKPBq7JtVUt3WH1ZnOhWed3levny2nQZbaFcfbE59iT24SVTcBFeghb7LYGRNuVbWK5ntrPrdSFzZdq+nU7WZ31TuqYWdxe08VBbalqOy2FBe/lZVQX13In28uRT2brKW5SnuwoRQvwihJhq0+U0DO0NLgPYKKXMA/4NvCyEGCuE6CCE+Ada3PfcSpz6ITRPz25Ld1sXIUR7oU0MsAvo4ELe9kKI14UQAy3y9kcLjbGm8DkJ9LZ0XUUKIXzduQapTS7xL2C2EGK6pfsvVgjxjO35pZTn0Lp0YtBCcMrquv0RbTKEls52OqtLagOyFgFzLN2aHYUQr3BpkEil7l8tYAjV0B1Wj3G7u9zdNu3kOE90PgJ4RwhxhRDiRrQ4yg+l84GF6WgerykWWfoDy9BeDDyhMm3fTifrub4NQemawj3OoyUkUHifeWj/I8GVrMcfLRNKSbklK4nK0121/IiWdeCfaPFPyWhxRPdKrSsItBgmM1rsWWPgGFo3zk8VPamU8i8hxJVoXTKz0bqcs9C6iuahdQM5IxftAbfcIksqmqfYmov2X2hZGvajebGuRfM0uXMNz6MZBY+idfGk4yS/qZTyghBiCJq36jshxM0WQ8Wx3CEhxCa0rAhOX1Cc1YU2eUcAWrors+VzMVp2CetxFb1/NYZNd9g/alqWuoqlnZVqa2XgVpt2grs6vwKtK34LWojIl9hnD7CV3SyEGItm0MejxXf+g7KznTirp8Jt34VO1jt9U7qm8AQp5Rc1LcPlgtTCQ16ugnrcGVdWJVizaigUtR6hTZCwHOjgzDD3oJ6fgXQpZaXi0WoSIcSdaEZgz+p4O1conOGOTtZ1fVO6plAoqgrl6VbUGaSUm4WWK7kN2sCRchFCdEfLP74VzXs4Ac1jP8pbclYT1dYdplC4wlEn66m+KV1TKBRVgvJ0K+o1QohuaAMtr0DLZnAYbba6VTUqmEJRD1H6plAoFK5RRrdCoVAoFAqFQuFlVPYShUKhUCgUCoXCyyijW6FQKBQKhUKh8DLK6FYoFAqFQqFQKLyMMroVCoVCoVAoFAovo4xuhUKhUCgUCoXCyyijW6FQKBQKhUKh8DLK6FYoFAqFQqFQKLyMMroVCoVCoVAoFAovo4xuhUKhUCgUCoXCyxhrWgBvEBkZKWNiYrx6jtzcXIKDg716Dm+jrqF2UNeuYffu3RellI3dKVsRXaxr98ORuix/XZYdLj/5va2LVUlt/m2UbBVDyXYJt3VRSlnvlt69e0tvs3HjRq+fw9uoa6gd1LVrAHZJL+piXbsfjtRl+euy7FJefvJ7Wxerktr82yjZKoaS7RLu6mK99HQrFAqFwjMSExOJj48nJCQEIQTFxcUUFRWV+rT9Hh4ezh133FHToisUCkWdQBndCoVCcZmzYMECZsyY4fFxPXv2VEa3QqFQuIkyuhUKheIy5Ny5cyQmJuLv78+nn35aoToyMzPZtm0bQgh9mxBCX7d+79GjB76+vlUit0KhUNRVlNGtqJMUFxeTmJhIw4YNOXToUE2LUylq6zUEBATQokULZSzVQ0pKSkhMTCQjI4OLFy8yYcIE9u7d69axBoOBAQMG4OfnR1RUFFlZWYSHh2M0ao8TWwPcx8cHHx8fjh075pXrcKS26pK7uJJf6aJCUT9QRnct5quvvsJkMnHnnXfaPcgUWvxpgwYNiIiIIDQ0tKbFqRTZ2dk0aNCgpsWwQ0pJamoqiYmJtGnTpqbFUVQh6enp7N69m4KCAoqKimjUqBGtW7cu85iYmBhCQkK488476dq1KwEBATRo0ACDwUBQUBAtWrQgIiLCzstdE9RGXfIEZ/IrXVQo6g/K6K5hzGYz+fn5pbanp6czdepULl68yKJFi/jggw9o2rSpXRmDwUBgYGB1iVqrKCgoICYmhpycnJoWpV4ihCAiIoKUlJSaFkVRxZw9e5bc3FwiIyMJCAgAYNGiRU7LLlmyhPbt22M0GsnJyeHs2bMIIQgICMBoNBIUFISfnx+RkZHKMeAllC4qFPUHZXTXMJmZmezYsQOz2Wz30Hr77be5ePEiAAkJCRw4cEDvoi0sLMTPz4+mTZsSGxt72T7sLtfrri7U/a1/SClJSkrCYDDg7+9vt90ZZ86coXPnzphMJs6dO0ejRo0ICwvDx8cHg8FAWFgYeXl5qq14GXV/FYr6gTK6K0jv3r2rpJ7w8HDatWvHkSNHCA0NJSgoCJPJxLp16/QyzZs3p2XLlgghuHDhAlFRUXTs2JFGjRqpP2NFvaOqdEtRGiEEoaGh5OXlkZOTo4cyuJpEIigoSP8eHBxMenq6HgIREhKi16VQKBSK8lHTwNcC2rVrR58+ffDx8SE5OZnMzExatmyp79+3bx+PP/44Fy5cwGAw0Lt3bz1+UlGzXLhwgXHjxtGuXTu6dOnCqFGj+PPPPwGYP38+AQEBZGZm6uXz8vIYP3483bt3p1u3bgwcONAuRGbv3r0IIVi7dm2Z533zzTfp3Lkz3bp1IzY2tsLZJxSXF9aMJaGhoaSmpjJnzhyeeOIJFi5cWKrs+++/z4ABAwAtnCsvL4/AwECaNGnC1VdfzdVXX014eHh1X4JTrHrYo0ePWqGHQ4YMoU+fPnq5Xbt2MWTIkCq8YoVCURdRnu5KUFyQS35uDkYfgdEg8PUPQPh7PohHCEF0dDTR0dFkZWVx5swZXnjhBV577TUOHz4MwG+//cbYsWOZNGkSLVq04IorrtCzBSiA/97oWXnfAPjbV6W3J3wFO/8D935fbhVSSkaPHs3EiRNZvnw5oL0gJSUl0bFjR5YtW0ZcXBwrV65k0qRJACxcuJDo6GgOHDgAwJEjR+wyEixbtoyBAweybNkybrjhBqfnff/991m/fj07duwgNDSUzMxMVq1a5dn1K2oXJSbY9CoYA8DoD76B0HeKvru4xMyZtDyOp+QS4m+kf7sIp9UUFRWRn5+P2Wy2W5KSksjIyKCgoACTycSePXuYOXMmZrPZpUi9evXSX+xDQkLo0KEDOTk55ObmcuLECT2uW69jdsOqux/OmJ3pdLOtHn744Yc0aNCgVuhhcnIyP/74IyNHjqyiG6CoCg4dOsSsWbMICwsjPDycsLAwUlNTOXnypN22dJMvxcZAohqFERroR9vGITUtuqIeUKusNiHEDOB+QAIHgHuBpsByoBGwB5ggpSyqMSFtyMkv5Ez+pbjIjoGZBFTA6LYlNDSUrl27EhMTQ5cuXXjllVf45ptvkFKSn5/Pe++9x/79+3nxxRe5+uqrXXYLX3ac3uJZeT8Xf6BZ59yua+PGjfj6+jJ16lR9W8+ePQE4fvw4OTk5zJs3j7lz5+oP+/Pnz9tliujUqRPZ2dmAZjysWLGC9evXM2jQIAoKCvSBbrbMnTuXjQQlmXIAACAASURBVBs36llbGjZsyMSJE92SWVFLMeXD5jcvrfsG2xndN/57M38maZ7YYZ2jShndiYmJnD59mpycHHJycigpKcFoNOop+6z/H61atSIiIoLNmzeXaXDfeOON+Pj4lNoeEhJCcXExhw8fpkGDBgQHB9OoUaNKXnzlsNVDqy5VRA+tVJUePvXUU8yZM0cZ3V6gsLDQ5TiE8jh27Bjfffed+wcIAz4BwbRqEklYWBhhYWE0bNiQ8PBwGjZsSFhYGJGRkYSHh+sGe3h4OG3btsXPz69CMirqL7XG6BZCNAceBbpIKfOFEF8A44BRwHwp5XIhxPvAfcB7NSiqTqHJjG2EjlG4foh5SnBwMHFxcSxevJhPP/2Ut956i9OnTwPw+++/M3XqVBYsWEDv3r1p1qyZCjWpARISElzGHy9btoy7776bQYMGceTIEZKTk4mKimLy5MkMHz6cFStWMGzYMCZOnEiTJk0ArTejTZs2tGvXjiFDhvDDDz8wZswYu3qzs7PJzs6mXbt2Xr8+RTVicvAjGP3tVltHBOtG9/GU0hl7oqKidMOwqKiIrKws8vLyyMvLIz8/n4yMDNq2bav/T4wePZpt27axc+dOp+K0atWq1DbrFPBCCEwmE0ajEaPRWGHjp6qoKj3s0KEDUHV62L9/f1auXMnGjRvrdBrD2kZ+fj7Hjh2juLiY4uJiSkpKMJvNlJSUIKV0+mk2m/V2unnzZs9OKM2U5Gdz8mS2R4dFR0ezevVq2rZti9FoxNfXV/909kKruDyoNUa3BSMQKIQoBoKA88BQ4B7L/k+A2VSB0f3II49w6tQpvv32W5dlZs+ezUsvvaQra35+Pm3btuXf//43I0aMoKjE/mHjQ0llxSpFWFgY99xzDxcvXuTll1/Wt588eZLz589z+PBhwsPD7QY8XZa0HuhZed/SnisAQpt5XpcTli9fzsqVKzEYDIwZM4Yvv/yS6dOn07NnT06cOMG6devYsGEDcXFxbNiwgT59+rBs2TLGjRsHwLhx4/jss89KPeyllPXuBcsdXXRk5cqVTJs2jWPHjhESUg+6fU0F9utG+/bZtvGlHq0z6fkUmkrwN156cFvT9kkpMZvNNG7cGLPZzIULF0hISNCNDmvbMRqN7N+/36koMTExDB8+3G6bNTTFOtg7Li4Os9lMcXFxZa7a63iih1u3buWKK66oUj187rnnmDNnDq+//rpXrs9bOOrk1q1befzxx0lISCAvL4+9e/fy3//+l2PHjvH99+WH4lUlgYGBdO/eXV+3NaydfVq/m0wmTCYT4eHhtG7dmrS0NDIyMsjKyiI5OZnCwkKysrL03qIL6TkU5ucii0qn9HWHpKQkHnjgASZOnEjHjh3twkF9fHwICAjQlyZNmtC4ceNK35v6wunTp3nwwQeJiopi/PjxLkO86iK1xuiWUp4VQrwJ/AXkA+uA3UCGlNJkKZYINHd2vBDiAeAB0N4wN23a5NL7ceLECRYtWsT69ev17khnFBYWAtiVefTRR3n66acZMmSIndEtkBSXmCm0lN29e7c7l10uZrOZ9PR03nzzTbvtBoOB6OhohBDs2LGjQnXn5OSwadOmKpCy+mnYsCHZ2dmUlJRov88dyz2vxNlv33q4tpTRLqy0adOGzz//vFQbSkhI4OjRo1x33XWA5iGMiYnh73//u17m+uuv5/rrr8dkMrFmzRrat2/PihUrWL16NXPmzEFKSVpaGufOnWPWrFnEx8fTpEkTvvrqK4KCgoiPj6+WiTIKCgqctZFIIcQum/UPpJQfWFcqq4v6b1oGw4YNIyoqijlz5vDss8+6LFdVeugJFdGrwLzzXGWznl9sZrtNHabUS8ZtiVmyYs0vNA+xHwdvzflv9fCBNl7EbDbj5+dnl+fZ6rV2xvTp0/Hz8yMpKUnfZjXm09PTMZvNpKWl6aFtVl3kyUSPrtljXLQJWz20bTue6uHKlStp2rRplehhSUkJubm5xMXFkZuby6ZNm9xq12WVqSpdtOKJTt57770EBgby+eefExgYSNOmTXn44Yfp0aMH3333Hddcc43La7LqYG163nTr1s1uPScnp9TL+6vb8zmSbkaWmGgTkM+97QvJyckhPT2drKwscnNzycvLIzc3l9zcXN1Yz8nJ4ejRo0gpiY+P58knnyQgIICuXbvSo0cPYmNjadu2LUVFRWRkZGA2m0lOTnbp/a5N982RqpCtpKSErVu3kpOTw4gRI/j555/tHIwlJSV26U2rUzYPKVMXdaSUtWIBwoGfgcaAL7AKmAAcsynTEjhQXl29e/eWZfHwww/LPn36lFlGSilffPFFqd2iS6SlpUk/Pz+5ePFieexsstx/Jl3uP5Mu/zhzUcrMc+XW6QnJyclyzZo1cuPGjbJJkyYSLdZdXxo3biyXLl0qN2zYIHfu3CmPHj0qk5KSZFZWliwuLi63/o0bN1apvNXJwYMHpZRSZmVl1ZgMZrNZ9u3bV37wwQf6th07dsghQ4bIuXPn2pWNiYmRp06dklu2bJFpaWlSSikLCwvltddeKz/99FO5Zs0aOXz4cLtj/v73v8tPP/201HnfeecdOWLECJmZmSmllDIzM1MuWrSoqi9PSnnpPtsC7JJu6nVFdNHd3/Sdd96RjRo1kvn5+W6Vry4qpFcX/pDyxdBLy9t97XbvOpUqWz/9nb78eMD5f83Bgwfltm3b5KZNm+RXX30llyxZIrdv3y537dplt2zZsqXU/4ntMn78+FLH7Nq1S+7YsUN+/vnncuPGjXL79u3ywoUL8sCBA7KkpKQCd6pqsNVDa9upiB5++eWXVaaH11xzjdy5c6eUUsrvv/9etmzZUl5zzTXlXktZbd/bumjFUSdLSkqkwWCQzz//fKmyY8eOlSNHjnSr3tr8vHEm203/3qzr26T/bNe3m81mmZ6eLvft2yfXrl0rf/jhB/njjz/KDRs2yC1btsidO3fK8ePHl6lfXbp0kb///rv89ttv5a+//ir/+usvmZOT47ZstYWqkM1sNkuj0SgBWVhYKD/99FMJyPDwcLlq1SpZVFRUY7J5gru6WJtSBl4HnJRSpkgpi4GvgQFAmBDC6pFvAZyrzEkKCwtZsmQJ99xzj932vXv3MmjQIAICAmjevDkvv/yy01jF8PBwbrjhBj755BNsdwdQDIaqi9MymUwkJCQA0KBBAz7++GPGjh1rN8I+JSWFX375hZCQEPLz8zl16hR79uxh06ZN+qh8hfcQQrBy5UrWr19Pu3bt6Nq1K7Nnz2bTpk2MHj3aruzo0aNZvnw5x48f55prrqF79+706tWLPn36cOutt7Js2bJSx9x+++3873//K3XeadOmce211xIXF0e3bt245ppr6mR4kStdTE1NZdq0aTRv3hx/f386d+7MBx+UdhjceeedZGRk8PXXX1eXyN6jpNB+3SGmu22kvRfueEqu02qMRiMmkwmz2UxoaCiRkZGkpKRw7tw5Tp06xZEjR/SBgXfddZdLcfbs2eN0u5SS4uJiUlNTyc7O5s8//8RkMtVomImtHvbo0aPCenj77bd7RQ9HjRpVZ0IHHHVy8eLF+Pj4YDabefnllxFCEBMTo5cfN24ca9eu5cyZMzUksffILTLp34P8LwUFCCEICwsjNjaW6667jsGDB3PllVfSvLnWCZ+amsr48eN5/vnnuemmm0rNJA1w8OBBjh8/TtOmTTEYDBw8eJBff/2VLVu22PUw1Xd+//13pkyZgslkYtKkSRQWFnLHHXdw4cIF0tLSuPXWW+1snvpArQkvQQsr6SeECEILLxkG7AI2AnegZTCZCKyuzEm2bdtGRkYGgwYN0rddvHiRoUOH0qRJEz755BP8/f2ZN28ef/31l9M6Bg8ezLPPPktuQRHCX2sQhfiSnpVBmDAggiKgknG3RqORq666in379pGamkp0dDRPP/00Dz30EHPmzOGnn34C4Ntvv2Xy5MkEBQXpf/hJSUn64DyFd2nWrBlffPFFueXeeust/btt9zZo4UuLFy8udcwtt9zCLbfcUmq7EIJZs2Yxa9YszwWuRTjTxaysLK6//noKCwuZPXs2bdq0Ye3atUybNo3CwkIeeeQRvWxkZCRXXHEFa9asKWW41zlMjka3fUx3kL8PQX4+5BVp40ZsB1OazWYyMjI4ceIEBQUFFBcXYzabyc3Nxc/PDyEEUkr8/PwIDAzEz8+PzZs38/nnn7sU54knnnC63cfHh5CQEAoKCigsLKSgoICQkBDd0A8ICKiRMQdWPbRO3OOKsvQQqDI9dOzWrokwp4rgqJM33ngjW7ZsYeDAgdx3333cf//9dl39gwcPxmw2s379eiZPnlxTYnuFvMJLY7SC/Zw71AwGA8HBwQQHBxMVFQVoDrO8vDzatm3LgAEDMBqN5ObmsmbNGt5//3392OnTpzNixAiGDh2qZ9IJDAwkMDDQi1dVuzh+/Dgff/wxAC+88AJQ/+9BrfF0Sym3AyvQ0gIeQJPtA+Bp4AkhxDEgAvi4MufZtm0bQgh69Oihb5s/fz65ubmsXbuWu+66i9tuu41169aRn+98AEWvXr0oKiriUMKlgUjF+HDGHMHBdAMXz5/CtP1jKCMllzvk5OSQl5dnF+vVoEEDpky5lErs/PnzpQag+fr6sm/fPnbt2kVKSgolJVU/wFOhqCzOdHHhwoWcOXOGn376iSlTpnDdddcxb948Jk+ezEsvvYTJZLKro1evXmzbtq26Ra96hMNDveBSTuqC4hKmfrZbN7gBCou1/5bCwkKOHDnC4cOHSUtLIzU1lfPnz2M0GmnWrBlRUVFER0fTvHlzmjVrRnR0NPv27WPGjBllijNlyhT69OnDli326TOLi4vJzc3V83NbvVDWfODOegcVdQdHnWzcuDFXXaWNNmjRogX9+vWjV69eevnIyEhatGhRP3TQhhKzJC330piHBgHue1uNRiOhoaF06tSJwYMH06RJE/z8/Bg+fLjdC2FWVhZffPEFU6dOZcqUKZw6dYoOHTpcVpluJkyYoPfot23blq5du9awRN6nNnm6kVK+CLzosPkE0LeqznHu3DlCQ0Pt8mdu3bqVfv362aXJCg4O5uabb3bq+bB2FRZmpiCQSC55dkowcM4czrUrQ3lk7TQm3zYcY7fb3Ao9yc/PJzs7m9TUVJKSksjLyyMsLEz3LGzZsoV33nmHo0eP2h23d+9euy5Ra97cnJwcNm/eTGxsrEoxp6h1ONPFNWvW0KdPH9q0aWNnYN9www189NFHHDx40M5Ib9y4MefOVSrirHbQuKP9+sU/oTCHAkMgD362m1/+vDQI0s9oYPJAbfBeUlISp06d0jM0gDZ1e25uLgUFBaWMYB8fHy5evOi2WI8//jivvvoq119/vX68lBJ/f3+CgoIICAjAx8fnsjIU6jPOdLI86o0O2pCYnkdRySWnWUxk+fNhSMtgY2vGFKtONm/enIYNG3LhwgUWLFjAV199xbZt20hLS7t0vsREHnroIT744APi4uJo2bIlzZs3JyIigtTUVJo2bUqjRo30dIMGgwGDwWD33WCoNT5Uj7Dtla+PYUqO1CqjuzooKCgoNRL2/PnzpUYzgzba2xnWrg+DMNAp0p+U9EzSSgKxfbxlE8TcvFtY+L98pofOZMqNV+PbfXQp4zsnJ4fTp0+TlJREYWEhQgj8/PwICgqye5CdOHGCGTNmlHqIRkREcPvtt5eSUUpJTk4OnTp1sovBUyhqC850MTk5mWPHjrmM40tNTbVbDwwMpKCgwGnZOkVAQ4hoD6nHtHVpJv9MPFM2+bDl2CUjOcDXwEd/j6N3a2369VatWtGsWTPdy2zrcbZ+Wg0Ak8nEuXPn6NWrF9OmTWP37t2kpqYSFhZWZvhDVlYWZrOZv/76CyklAQEBFBUV6d3ogYGB5ObmEhQUVO/SWV5uONPJ8ggMDHTZK1wXsOpJQUGBbijHn0qxK9OQfE6cOKG3e2uOcOtiTUdYHs2bN+fxxx/XZ01dv34969atIydHCxfbt28f+/btc3qsEIKQkBBCQ0Np0KABoaGhpRbrBD2NGjUiIiKCiIgIAgIC9Bzh1sXX19ep4e5oxFvXvcXJkydp27atvn7jjR7OLF0HueyM7oiICNLT0+22NW3a1OngBVcDGqxvqJGRkfgFBNG8aRBRBXmcS8sm02z/h5VLIG9kXcfbywp48LtZTLuxP349LhnfBoMBPz8//UEGWhduYWGh3ugBfWY5R8V+7LHHiI2NLSVjZmYmrVu3pkuXLupBqKiVONNF64Pi7bffdnqM7cyBoOliRITzKdHrHM166UZ3nvTnvlXn2XrxUmx3oK8PH0/qw4B2kXaH2eb/LQspJWfPniU/P58RI0Zw33336fv69Onj9JgxY8Zw88036150IQTBwcH4+fnh7++vL4GBgep/ph7gTCfLIy0tza73qS5RVFSk5x7ftWuX/nL6ywn7dJrJxxPYeVoL77I1SK1GrI+PD35+fhgMBoQQehnrd9ttVuLi4oiLi+Ohhx5i0aJFfP3112WGgkop9UmZ3MVoNDJ+/HgmTpxo9xIuLXnmywsH8/PzY+DAgV6bWdMxTaInczXUVS47o7tz584UFxeTmJhIixYtAG3msHnz5nHmzBlatmwJQG5urssGcPLkScDeAPANCKJ1syCKC/M4l5qNATNmm5D5PAKYnz2U95cX8vSqe5k06QGIGUhQUBAdOnSgQ4cOmEwmcnJyyM7OJiUlhZSUFHx9fWnYsCGtW7dmwYIFPPvss2RmXor3fOGFF9i7dy8zZ86081BYMxRYlUuhqG0408URI0bw73//m1atWukDk8ri5MmTpQzxOkuzXnDgS/KlH5OKZrHDxuAO8vPhv5PiuKptxV8wsrKySE1Nxc/Pz+7enjp1yuUxDzzwgP7Abdq0KWfOnNEf2tHR0bRu3Zpjx47V2a5thT3OdLIsSkpKOHPmDGPHjq0G6aoePz8/rrzySjZt2kT//v31nqI1qQexJkoL9vPh9lHD7HqSrIvVw20ymXSD3fa72WymqKhIXy8pKdGfx7YG7+TJk7n++uvZunUrmZmZZGZmkp2dTWZmpp4TPCsry+PrM5lMfP3113YD0D0hJSWF1NRUgoKC8PPz0z3mVUVRURGdO3fm8OHDgJbUoq5k+qkol53RPXjwYAB27Nih/6nMmDGDd999l+HDhzN79mw9e4mrEbTbt2+nWbNmdt0iVnz9NeN7x7T2vPzFr3yb2hQzl97m8vFndsFdBH38BnfecQZi79b3GY1GwsLCCAsLo2XLluTn57Nnzx7S0tJo1KgR/fr1Y926daxfv553331Xj6NbuXIlJpOJF1+8FA4fGRnJn3/+SXJyMrGxsfpEFgpFbcGVLi5btoxBgwYxY8YMOnXqRG5uLocPH2bz5s2sXn0peZGUkp07dzJt2rQakb/KadoTgMUlN7BDXqFvDvbz4ZPJfekT08jjKs1mM0lJSVy8eJHU1FR9OnhbIzkjI8Pl8W+88QZvvPEG6enpZGRk0LhxY3x8fPD19SUnJ4cjR45gNpspKCjQPXrOvHqKuoEznSyLhIQEcnNz9ePqMtbeZIC/0i+FrLUIDyI8PLxKzmEymewy/+Tn5+uOtnbt2tGqVatS3ufi4mKaNWuGyWQiOzubjIwMMjMzycjIICMjg8OHD7N161bOnj3r9JwNGzassLy+vr6lZq41Go0EBQURHBxMYWEh58+fx8/PT1+soSvu0L59ezunYGVkrStcdv+KMTEx9O3b186LHRkZyU8//URkZCQTJ07UU/m4SoH0/fffO42jtiWy9RUsfOpBdj3UkTERf5WaIv7/iqfw44qPYeOrLusIDAykb9++GAwGPQ+uj48PI0aM4H//+58+uAm0bplff/1VXzcajURHR1NUVMTOnTvrR9xrLeTChQuMGzeOdu3a0aVLF0aNGsWff/4JaFlxAgIC7Hom8vLyGD9+PN27d6dbt24MHDhQj+cDbVCsEIK1a9eWed4333yTzp07061bN2JjY/n0008BGDJkiF2owK5duxgyZEgVXnHV4UwXGzZsyPr16xk1ahSvv/46N9xwA5MnT2b16tVce+21dsf//vvvpKWl6VN213maxoLBlwxpn5N70YQ+HhncJpOJ7du3s3fvXj3378WLFzEajbRp06bUAzE2Npbnn3+eLl26lKpr7969AISFhdGsWTP8/f31MLfMzEwuXrxISUkJRUVF5Ofnk5eXR3Z2Nrm5ufqMvtWBEIIJEybo6yaTicaNG3PTTTcBWirAhx9+GIDZs2cjhODYsWN6+fnz5yOEYNcubUK5mJgYfcCpKx03m808+uijdOvWje7duxMXF6f3gjqyY8cOBg8eTKdOnejcuTP3338/eXl5LF68GIPBQHx8vF62W7duZfY+eBNnOlkW3333HU2aNKm1/zEVJTLkUq/xkaRs9v7lWciNM86cOcP27dv57bff+OWXX9iyZQsHDhwgOTlZHyvRqFEjGjdubLdYXwSMRiPh4eG0adOGnj170rZtW5YsWcKKFStcGtyAXbYZd7F68QMDAwkJCdFTjRqNRoqLi0lJSeHYsWPk5eWxdetWtm3bxvbt29mxYwe7d+92S/dXrlzJK6+8wgMPPADA3Xff7bUwltrEZefpBm1Sg8cee4x33nlHz2195ZVXsnnz5lJlX3rpJbv17du3c/z4cSZNmuTWuRq16sxbT3Xm+cQ/ef6TH/kuuz0AZgw8WvwIH/88j8HpJ2H0Iqe5vX19fWnfvj0JCQl2ChgSEsLcuXMBWL9+PQDPP/88H374IR07XsqE0KBBAzIyMoiPjycuLq7ehZo0+Ff53phKMTvT5S4pJaNHj2bixIksX65NQ79v3z6SkpLo2LEjy5YtIy4ujpUrV+rtZeHChURHR+uTFx05csRu0OCyZcsYOHAgy5Yt44YbbnB63vfff5/169ezY8cOQkNDyczMZNWqVfr+5ORkfvzxR0aOHFnZq/c6znQxPDyc+fPnM3/+/DKPXbJkCQMHDnQ6CLpO4h8CHW+g5x/HsH1HL3aSelRKSVFREYWFhfrgrqKiIi5evEhKSgo5OTk0bNiQwMBAWrduXSp2Mi8vj8OHD3P8+HFOnz7NiRMnOHjwYKnzWI1WIYTLAXbW+NZX1x7lSFIOUmIJa8PyfyMsddive0KXZqG8eLPrdGLBwcEkJCSQn59PgwYNWL9+vT5ZiTO6d+/O8uXLee655wBYsWKF05eOsnR89+7dnDt3jvj4eAwGA4mJiU57FJOSkhg7dizLly+nf//+SCn56quv9NjcFi1a8Morr5SZN706cdRJo9HoMvZ36dKl3H///VUaclAbGN+vFd8fOK+v//O7g3w9bUClnp8tW7YkKiqKgoICCgoKdK91VlYWeXl5gNbegoKCSk1J74wNGzaU+XLWu3dvBgwYwB133GG3PTs7u1wnnHWsmXW8ma+vL/7+/vqnNY7daldYewmsce7u3Kd58+axdetWAH777Tf69+9f7jH1gfqlKW4yYcIE3njjDd59911mzpzp0bGvvfYaEydOpEOHDh4dF96iI//vHx0IevszvjirxWUWY+SB4id4YveXPJAxCiZ+Az6lszZYu5wOHjxIeHi4/jZonZwhPj6epKQkcnNzmTFjBkuXLiUsLEw/PiwsjOTkZFJTU4mMjCxVv6JibNy4EV9fX6ZOnapv69lTCxE4fvw4OTk5zJs3j7lz5+pG9/nz5/WJEEAbF2B9+EopWbFiBevXr2fQoEF6XL4jc+fOZePGjYSGhgKad3jixIn6/qeeeoo5c+bUCaO7orp44cIFPvnkE9asWeNF6WqAnuPpe+gBu03bjyVxbacoiouLKSoq4vjx4yQnJ2MymezGbFgN40aNGul6XlRUpM9Ue+jQIS5evMj58+c5ffq0PjjSFZ06dfIoVvdIUg47T7t+SfU2I0eOZO3atUyYMIFly5Zx9913O3WkANx2222sXr2a5557jhMnTtCwYUOnGXPK0vG33npLn1EQcBmO8c477zBx4kTdqBBC2BlCN910E7/++itHjhyhWbNmFbv4KsRdnVy9ejVJSUk8+eST1Shd9TCgXSTDu0Sz7qCWTGHvXxl8s/8ct/Z0/SLnDtaBx1bvsTXtZnJyMkVFRW4NbrRyzTXX8OWXX5KSkuJ0/969e8nKyuLs2bN0796d7t2706pVK6eDNa0hYVbZrJPtWQ1ta8YTx5huHx8f/TnkKQsXLqRvXy0b9NChQzl+/HiZL8r1hcvS6Pbx8eE///mPy6mOXVFQUECvXr3sJqfxBCEEr06fQM57q/nhjPYHX4A/c0vGU3jiSx55py888AsEhJY6LiYmhsDAQHbv3k1ERITe8MPDw1m4cCH33Xcfubm5JCUlMWPGDJ544gm6d++u19GgQQP++OMPrr766nrnlagpEhIS6N27t9N91of+oEGDOHLkCMnJyURFRTF58mSGDx/OihUrGDZsGBMnTtTzlP7222+0adOGdu3aMWTIEH744QfGjBljV6919HpZedf79+/PypUr2bhxY63Pn1xRXTx16hT/+te/6kUsqS2y/XU0CvanY9EZ/pTaoO5f9x2hb2CKnt3IZDLh6+tb7oCjhIQEnnjiCbt8wOURHR3NXXfdxfDhwz2a1VZKSU3PizNu3DheeOEFxo4dS3x8PJMnT3ZpdIeGhtKyZUsSEhJYvXo1d911F//9739LlStLx++8804GDhzI5s2bGTZsGH/729+cduUnJCTYvRQ7YjAYmDVrFnPnznWZtac6cVcn8/PzWbJkiZ2Dpz7xj1FXsPFIMsUlWsN+/cfD3NC1CQG+5c+5URZZWVn88ccfZGVlkZ2djdlsJjQ0VA/hcHfa83bt2rF69Wq2bdvG+vXr+eWXX3SPOWghIkePHuXo0aN8/fXXgNbuY2NjufLKK+nVqxedO3fWQ2Zn/wAAIABJREFU7QHrINDs7GzS09Ptcv/b4uPjQ5cuXSptIMfFxbF06VIefPBBioqKqixuvrZz2Vpf/fr1o1+/fh4dExAQoE9V6knaHlt8DIL5D95M9vvr2ZxofeMU/Mt0JyLJzMP/7gmP7IHA0n9k0dHRxMbGsn//foxGIyEhIfj7+9O+fXtefvllfermAwcOcO+999K7d2/uv/9+4uLiCAwM5OLFixw8eJDOnTtfFrFTNcny5ctZuXIlBoOBMWPG8OWXXzJ9+nR69uzJiRMnWLduHRs2bCAuLo4NGzbQp08fli1bpscnjxs3js8++6yU0e1uNprnnnuOOXPm8Prrr3vl+qqSiuhiRY6p7Rw/flzLGhESx1WZh/izRDO6j2T74+MXQGMPBxlt3LixTIO7Xbt2dO7cmZiYGFq3bk1MTAxBQUFuGdvWDBcGg4HWrVtjNpvp3CTEMpASQFRpKFuXZuV703r06MFff/3FsmXLGDVqVLnlx40bx/Lly1m7di0//fSTU6O7LFq0aMGRI0f4+eef+fnnnxk2bBhffvklw4YN86gegHvuuYdXXnmlxmK5HXFHv+rNWAoXxEQGc+/Vbfjg1xMAnMss4P1fjvP4dR3LObJsQkND6dOnjx4aVlhYSG5uLtnZ2eTl5ZGammrn7TaZTGRkZNjl2LaGi/n5+TF48GAGDx5MQUEBv//+O1u3buXAgQMcP368lNc8KyuLzZs36y+jQUFB9OjRg169etG6dWuioqKIiooiMjLSpXPOZDKxb9++CttAVp5//nnmzJmjr1vDC+s7l63RXZP4G31Y9MB1jHtnE/FJlwYcvFkyjmbZaYx5rz88uh+MpQ3j5s2bEx4eTkpKCqdOnSIzMxNfX18GDhzIww8/bOcp2b17N7t37+bWW29lxowZRERE6JkMrF2kdZ3sJxNrzJvbtWtXVqxYUWp7fHw8R48e1Qe6FhUV0bZtW6ZPnw5o8fhjxoxhzJgxGAwG1q1bR69evfjqq6/45ptveOWVV5BSkpqaSnZ2No8++ih79+6lWbNm/PDDDwQHB3PixAmn2XOsDB06lOeff77eTc9c38jPzyc+Pl7PapCRkYGxyVCuOr+Cz0qGA9ost4k7VtJ50Fi3Zra1MnToUD755BOX+3Nzc7nnnnvsUi66mpvAESEExcXFBAQE6BlL/nlbjxrPWDJy5EhmzpzJpk2bSk2k5MjNN9/MU089RZ8+fVx2kbvScSv+/v6MHDmSkSNHEh0dzapVq8jKytLHAn300Ud07dpV/x92hdFo5Mknn2TBggVuXKWiunh4aHtW7E7Up4T/fz8fI7ZlGNd2Kj+daVlYQzWcIaXUQ8kKCwvZs2ePns0sNzeXnJwcvdcL0ENSjEYjcXFxDBgwAKPRSGFhIQcPHuTAgQP64pipKC8vj23btpV6TgghaNSoEVFRUTRu3LjUp5+fn1tx567Izs62M7htB0HXd5TRXUME+Rn5YPJA+r36k932p4ofJDR9Ptd9eC1M+835sUFBtG7dmlatWpGdnU1iYiKnTp1izJgxDB48WI91tcZurV69mp07d/LBBx/QpEkTCgoK2LZtm9vdWArnDB06lH/84x98+OGHesjRzp07mTVrFrNnz+aZZ57Ry7Zp04bTp0+TmJhIly5dCA8Pp6ioiIMHD3LVVVexYcMGYmNj7bKWTJw4kVWrVpXywD3zzDNMnz6dzz//nNDQULKysli+fLk+CtzKs88+y9SpU8s0zhU1i8FgIDg4mOLiYoKCtNRk+flN6Bq6FL/UIorQXryXpsSwZNdLnOr9HNLHvV6qLl260LVrV/744w+n+y9cuMC7777LwoULPZbbaDTqKcPgkhEOeJQyrKqZMGECUVFRdO/enU2bNpVZNjAwkNdff91u4LkjrnQ8Ly+PBg0a0KRJE31G0Pj4eHr06MHo0aMZPXq0XkfLli3p27cvN954I1dddRWgDQK+7rrr7M41adIkXnvtNXJzcyt49YqqJjTAl5nDO/GPldrA9xKz5OGle/hian+6NvNOejvrrNRWw9bX17dUGy0pKdENc+un1Si3fhYWFuo9WLfccgt+fn6kpKRw4MABdu/ezZ49e1y+ZFudPqmpqRw6dMilrIGBgQwaNIi33nqLsLAwu1kvbRfbgdxSSuLi4vT1sLAwPvzww0retbqDMroryO7duyudJulcZumpc0vwYXrxo3x2/lX6HlwNXVx7R4QQhIaG0qVLF5o2bcr+/fsJDQ3lpZde4sEHH+SFF17Qp5Q9d+4cq1ev5sEHHyQgIACj0ciFCxf0HOAKzxFCsHLlSh5//HFee+01AgICiImJYdOmTbz33nt2ZUePHs3y5ctp2rQp06ZN0ydauPHGG7n11lt59NFH7R7UALfffjvvvfdeKS/AtGnTyMnJIS4uTveYOBvMNGrUqDo50UBV6FZdwd/f3y77SlFREXv37iWx42RG79rO58WDADgoYzhwLoue5hc4HvcS0sf1VN1SStLS0jh79my5eW8rkk7MSrNmzfR0Z8XFxZSUlNhNI10TNG/enMcee8zt8uWFSLjS8QULFnD8+HGmTJmiv3j07dtXT0toS3R0NMuXL2fmzJkkJydjMBgYPHhwqdAxPz8/pk6dytNPP+22/Arvc3ffluw6lcbXe7W0fLlFJUxevJOVD11NszDnc3l4G2umEGcD7a2YzWYKCwt1IzwtLQ2DwUBoaCgDBmiZWDIyMjhy5Ah//PEHSUlJpKSkkJycTFpamlsDOvPz81m3bh1Lly7lmmuuKXWM1QtvfZHw9/cnICCALl26EBUVxebNm8nIyKBz587s3r2boqIioqKiarzHzJsId0fK1iX69OkjrflWvcWmTZsqbRgs2Xaa51Yl6OtNSOMCmgHcgDyWB82j6wMfQ5PurqoAtFmcDhw4QGFhIY0aNdLfKh9//HG2bNmil1u8eLHdA/7s2bMMHTq0Ut1ENcWhQ/+fvfMOj6pM+/B9pk9mJr2QBiEQOqE3aREsCygCqwiigKysFdvi4oqrYFnFj7WzroplLSuoCKxlVxCIAkoJLYYSWgohvWeS6XO+P8ZzkiEJJEBIAnNf17kyM6dP5pzzvM/7vL/fYXr27ElVVVWbHyx4LtryOUjfc10EQdgjimLDvuFncD7X4sW4tlqTCzn+4uJi0tPTMZvNlJUU8ERqkOxsO1xxkFWa56kK6c/xoc/hVvlx8uRJ9u7dK/einD59mtzc3Cbp8n/++ef1ekEKCgqIiIg463qiKOJ0OqmurqakpISEhAR69+6NWq1udUnStnwtNYWzHX9rXIsXk7Z8XZ/r2OxON3Pe38UvJ2tLlnp0MPHFPSMw6Vq2x7i535vL5ZLrxaUMuNlsprq6up5+vkKhICTE2+VWynL/+uuvHDhwgAMHDsgSt43x8MMPc/vttzc6X7KfP3OaPn26PO5k9uzZ7Nmzh+XLl6PX6zEYDPKk0+nQarVyD8CZEqgNcal/b029Fn2Z7lbkUF6tratOreDfv49j+qpsigmkCj/m1DzElx8vIO6+L8HQuNRfXl4eNputXlbzzJrGhvSMKysr22XQ7cNHe0YURaqrq+UHo+RQZ7PZUCqVCIKAKSCEwcFWdpV6slk73L3Z6+5KbPZePl4/g1c25Z7Xvv39/fnrX/961rIjyb7aarXKZSMSgiCg0+kICgoiOjoau93eJgJuHz5aCo1KwT9vH8Tv//kzxws9ZmZH8qu479O9vD93CGrlhWdmJbWQun+lqaioSP7M4XDIk9Pp9PorBdsS0ngLqUfUz8+v0fELOTk5PPvss+zZs6fZx34uqUtBEORSk7ps2LCBDz/8kJSUFNnPIiwsDKfTicViobKyEofDUS+DrtFoCAwMJCIiAn9/fwwGQ7vJjvuC7lbkUG5t0N2jgz/x/UfyUcnH3LqxmioMFBPIkrJr+XD1HTD5DdAFgLF+uUC3bt3Izc3F7XZ7/fDmz58vK5oAHD9+nK5du8rvJXF7k8nUrrNDPny0F6SBk5WVlTidTjlQlQxmpAdTUFAQCoWCW3UOdm2sbTy/5ZzMyuVLAHPDO/gNg8FATEwM0dHR8tSxY0fZoOPMGkupLtTpdJKZmYm/vz8mk4no6GgCAwNlKTMp01Q3wD58+LAv4PZx2RPgp+aDuUOY+o+fKTZ7ssVbjxXz/LeHWTK51rhJMp85M0iWAuOGgmWn01lvf1Jpht1u9wqEpXuFIAj1/hqNxiZlgRviyy+/bHLA7efnR1RUFMHBwYwdO/aCpFtnzJjBTz/9RFVVldxgaChAr4skbVhUVIQoiigUCkJDQwkLCyMwMLBNJxJ9QXcrklNWq6lZXmPH6nDRa/wdvF/wDLen9qWHcIqX1W9BdhW8mwS6QJj1JYT38NpOXbOcuowZM4akpCR5QNHPP//sFXQLgoBeryc1NZXhw4ef98Xqw4ePc1NYWEhqaiolJSVEREQ0aSxFXKCaAR007M2zUnN4K/9O39bgcgMHDmT69OlER0cTFRWFv79/kwPh9PR0goKCCA8Px2KxMGjQIKKionyBtA8fZxAb7Mf7cwdz69s7sDg8QgUf78hi/ph4on+r705NTaWiokJOgEljHBoKlnU6HXq9/qzP3oKCghYfmyOKYqPGedOnTycqKkqeIiMj5ftLU8rRzoVOpyM1NRWAr7/+ukk+KJJkshRcu91uzGaz3COg0+mw2+2Ul5fj7+/fprLgvqC7FRnVNZR1+z1dxJklNbyy8Sh/mdiTIbf+hU/L76VHwdcYhd9qM21Vnum96+DWjyA+yWtbKpUKl8tVr3U4ZswYr6B79uzZXvONRiOFhYWUlZX53Cp9+GghnE4nxcXFuFwuIiIimtWzlNRJz0/ffUXpxn/WmzcrUcufXv4Ed2DnZh+Tw+HAarWiUqkIDw9n8ODBJCcnXxGucD58nC+JMYEsuzmRBz/bB3gUTd7eks79V0VSVlZGRUWFl4FdW+fAgQMsXbqU7OzsevNuvPFG/vznP7fo/pOTkxk7diwjR47k6quvPq9tSCpQBoMB8NzbzGYzv/zyC1qtliFDhrSZ3vy2E/5fgSye1Isgv9pBGO9uPcmerDJQqhk89yWMod62wqIIL5uv5fhHC2Dvx/LngiAQFRVVT4MTkK2HAVJSUvj222/rLaNSqRq1kvXhw8f543a7+fnnn9mwYQNHjx5Fq9U2++YfH6TGba+vdATw3NVquh58FcSzW7qfidlsJj8/X3aXuxAVEx8+riQqKiroH+wi1r82qP485TQ/794rKwa1l4AbYMWKFQ0G3ODpnVu5cuU5Ne8vhIULF/Ljjz8SHh5+0VwpJQMhycq+LRnv+ILuViTMpOWZm2oHN7pFeOyLA1gdLvAL9pSS+NVmn1e7knjdNY3J1iWsXfsZ/LAUfrNp7dKlC0ajsV7gHRYWxtixY+X3zzzzDMeOHfNaJjAwkIyMDAoLC1viNH34uGJRKBR06dIFg8HgGRx5HtmWDkYlYUNuwK/H6HrzOr9mxlT6K2GZ65u1TaPRSEhICGazmezsbPbs2UNOTk6TZMJ8+LiSKS4u5nRODmMjaxu6VhfsLFSg0WjaVcAN3om5M9m5cyf//Oc/+f3vf09FRUWL7P/xxx8nOjr6gstUGsLlclFVVcX+/fspKCjwGmTaWviC7lbmhsRIJvattV0+WVzN3zeke94Ed4aZq0ClwyzqeMF5GwA16HjEcT+LtlRh+fwucFjQaDQMHjwYlUqF2ew9yGrJkiV06dIF8PwI33nnHa/5CoWCgIAAjhw50oJnevkhCIKXhrbT6SQsLIwbbrgB8Eg0Srq9S5YsQRAEjh8/Li//yiuvIAgCe/fuBSAuLo7i4mLAY1wyY8YMunTpQq9evZg4cSJHjx7F7Xbz4IMP0qdPH/r27cuQIUPIyMho8Ph27drFmDFj6N69Oz169OCuu+6ipqamwWV9tBzh4eEEBgaiVCrPasveGApBIKGDP2E3LSJk4sP15m/PdhJ9+F00NfnN2q6fnx/h4eEEBARQXl7Ozz//XE+ppL1QUFDAbbfdRmJiIoMGDWLEiBGsXbuWmpoaZs2aRd++fenTpw+jRo2S749KpZL+/fvTu3dv+vXrx8svv4z7tyRGcnIyAQEB9O/fX55++OGH1jxFH22ELl26MGLECBbPutarp3rzaRGH00VFRQWnTp1qk0ksi8UiN7L/97//8cknn1BeXk5CQsJZ15PqpVuCF198kdOnT3P06NGLvu2AgABCQ0Mxm83s3buXjRs3NprVv1S0rybZZYggCDxzUx92nCyVrWbf3ZpBjd3Fogk98I8dAtPexfj5bFZpnuV+x0OcFD3yPKtdV3PgQDZvF/yeTjOWo43oxcCBA9m2bRt+fn7y4AGTycRzzz3HzJkzAdiyZQvp6ekEBgbKx6HT6SgsLMRqtZ5VcN9HLQaDgbS0NCwWC3q9no0bN561HrZv376sWrWKJ598EvCMFu/Vq1e95URRZOrUqcyZM4dVq1YByC31PXv2kJubS2pqKgqFgpycHLmOrS4FBQXccsstrFq1ihEjRiCKImvWrKGqqqpNdbVdTkiGR06nk7S0NIxGIyqVSrZLNxgM5+02GB+k5mCRA7/uoyj5ztsqfNQHNSQEW+nznz+i6TKaESNGMHLkyCYPhNTr9WRlZcnOmFlZWdhsNlmqKyQkhIiICFl+rK0hiiJTpkxhzpw5vP3225hMJrKysvjPf/7Da6+9RkREhKwznJ6eLjvx6vV62TyssLCQ2267jYqKCtnCffTo0XzzzTetc1I+2gx1r2uXy4XT6cRut2M2m7kuXsfqNE9DtbDaxa6cGgaEKwkICECvv7TGOWazmczMTPLz8ykuLqaoqIiioiL5dWFh4XnffxYuXCgn7i4mdXvWfvzxRyZNmnTR9wGeOMvtdhMdHd3qhnG+oLsNEGrU8uxNfbj/33vlzz7dmc3GQwU8c1Nvru99I8L1z9Pz+yf4j+ZJFjv+wHr3SACOiB25MW8ur/3jQa6eeAumoX8kLCwMi8XiFVwlJCQwbtw4Nm/eDMDKlStZuHCh13FoNBoOHDjA4MGD252SySsbj/LapmPnXhCPw9gL0xK9PvvLV6l8tuuU/P6h8Qk8cm3j9tASEyZM4Ntvv+Xmm2/ms88+Y+bMmWzdurXBZadMmcL69et58sknOXnyJAEBAXIAUJctW7agVqu555575M/69+8PwMsvv0xkZKTcoIqJiam3Pnjq9ObMmSN3HQqCwM0333zO8/HRPHbv3k1VVRVOp1POktpsNtLT07FarYSGhnqpF0RGRp7XfqrtnoeToGz4ln2s1M2x0lxIWc3q1atZsGABc+bMafL2w8LCZFfJI0eOUFxcjEqlQqvVkpWVJd8PBEGQVRiUSiUmkwmVSoXNZkOhUMhKSi1BY6Uvmzdvlt0cq6qqAOjUqRMLFizgwQcfpFOnTvKy3bt3b3Ab4eHhvPPOOwwZMoQlS5Zc9GP30bpI5ix1A2dJA1sKoo8fPy7rXEua15LEn/Tbk2T8wNNDPCREzeo6+6lWGAgNbTm5OrfbTWFhIZmZmfUmqZf0QuncuTODBw9m0KBBDBo06KLVWTfE3XffLb++WNedy+XCYrHgdDplB9jg4GB69+5dzwioNfAF3W2ESYmR7MnqzPvba0sFCqts3PPJXq7tFcEzk+8ksvwUxp1v8ap6BcNch1ninIMdNZUYmGd7iEe+XsMDBYcJ7PUA5eXl9TKa8+fPl4PuLVu2MG3aNK86qsDAQIqKijh8+DC9e/duk1mttsaMGTN45plnuOGGG0hNTWXevHmNBt3+/v7ExsaSlpbG+vXrufXWW/nggw/qLZeWlsagQYMa3Mb06dMZNWoUW7duZfz48dx+++0NDoJLS0trVtDlo+nYbDbcbrdsICM97BQKBTqdDrVa3Whj6Hwos7j4KdszkFJQqhj79BcMrPyZAwcOyNfzmbzxxhuIoijLfMXFxZ1Vu1Z6GBUUFBAaGtqokpEoinLmTxRFzGYzRqOxXknbpeTgwYMMHDiwwXnz5s3juuuu48svv2T8+PHMmTOn0a70+Ph4OagB2Lp1q9zYBVizZk2LZPt8XBhOpxObzSZPVVVVsvOiFDi7XK4GA+e6WthZWVly41jSiZbcDxt7FhYU2YHakr0I48ULqdxuNxkZGWzbto3MzEyOHj1KVlZWk9xmG0OtVhMWFiZrWkuvw8PDCQ0NJT4+/pKpmImi6JV0Op8eWOl/L+mig0cYIjQ0FLvdzrBhwzAYDG0qiegLutsQT93Yi1EJIfx13UFOl9eqFWw8VMDPx4v58/V3c3tSCMrk57hNtZleiizutT9MHiGIKHjZeQupuWr+0l/foNh+QkICV199NVu2bAE8blBnDqIIDQ0lKyuLgIAAYmNjW/aELwMSExPJzMzks88+Y+LEiedcfsaMGaxatYrvv/+eTZs2NRh0n42YmBjS09PZvHkzmzdvZvz48XzxxReMHz/+fE/BRxPIzc0lIyMDq9VKTU2N/LCQHCSlTFpFRcVFzwx9e7wGZx1xkpsHRDIiZhazZs3i/x6YwuodOQ2u9+abb8qvtVotzz///AXbIkslJlJPS10nyrbSSL///vvZtm0bGo2G3bt3c/LkSTZs2MAPP/zAkCFD+OWXX+rZqUvUzab7ykvaDpKDq9VqxWq1UlVVRVVVFWazud7gOMl9UalUysoV59JpLigo8Cq3bCony73HQHQOPP+Qyu12s2vXLvbs2UN6ejqpqanNasyq1Wo6duxIdHS0HERLgbU0BQQEtInr9J133qG6upqdO3eybNmycz6/pIaR5JDrdrsRBEF2poyNjcVkMuHn54der0cQBJKTkxt132xNfEF3G2NcjwiGPRLCyxuP8sH2DNy/PQOq7S6e/voQa2Ov4sVx79Hjx3vpzwm+1i7mAccCdrg9jlj7i8BaP96u3f64cXLQ3dCgLklhobi4uF0F3Y9c261J5SCN8cK0xHolJ01l8uTJLFy4kOTk5HNKK91444089thjDB48uNEbQu/evfnyyy8b3YZWq2XChAlMmDCBiIgI1q1bR2VlpVyLunLlSnr37s2ePXu46aabzuucfHhjMBjksQ5SllvKntntdvz8/AgLC0OhUMjWxQ2VDjWXGoeb70/UZtI6GJUMjdbK75c+cBt99K+x9EebV2B+JjabjeTk5AsOuhtCyvAD9YIEKfskNUpEUfQK0s+cwJOpas64kt69e7NmzRr5/YoVKyguLmbw4MGAR6ll2rRpTJs2DYVCwXfffddg0H3y5EmUSiXh4eEcPny4Gd+Aj5bA4XBQUVFBYWEheXl58iBfydZco9FgMBgICAhotWM8WVYbdBvUAhGG88+oPv744432XNUlMDCQuLi4elNkZGSbyuiejbKyMr744guAegG3y+XCarVis9lk117JbTMyMpKAgAD8/Pzw8/Nr0XK2lsIXdLdBDFoVf72hFzf1j+LxNb9yKK/WLn7/qXJuOO3H3f1X8dDJPxJqLeYT9Qssc87gA9fvWKF/D03J/V4te5WtHKfW04qv23WUm5vb4P61Wi15eXnExsb6DHOawLx58wgICKBv376yEVFj6PV6li1bRrdujTcQxo0bxxNPPMG7774ru3Pt3r2bmpoaTCYTHTp0ICoqCrfbTWpqKomJiUydOpWpU6fK24iNjWXo0KFMmjSJYcOGAfDJJ59wzTXX0KFDhwb366NxAgIC6pX8WK1WTpw4gc1mQ6PRyPWh5eXlmM1mSktLCQkJwc/PT66Bbi4/nLRQ46jNvk7uZkBZJ1PlihzEk2O0PDlGy5JkK0t/bFgSKywsjBkzZjR7/01FyhBLWUeFQuEVTEvd9nWzbHUDcGkdoNnfk3S9vPXWW9x+++0AskrP9u3b6dWrF0FBQdjtdg4dOtRgw6OoqIh77rmHBx54oE1kAq9kXC4XaWlp5OTkoFAo0Gq18qDktsbJstoMV3yQ+rx/O6Iosm/fvkbnjx07llmzZhEfH39eGfm2QnZ2Nvn5+cycOZOQkBBZ6QuQLd2VSiVBQUHExMR4Za/bkqvkhdD2fsU+ZBJjAln/wEje35bBKz8cxerwZI2cbpEVe638HPkOb2qeJbpyH4vV/2aWchNx5gLMPxyieuwKXICm6hSBPz6OJu4qcnvc6TWQKCMjg7Vr13oFa+DJNAUGBrJr1y4SExMvan3q5UhMTAwPPfRQk5c/V/AjCAJr167l4Ycf5sUXX0Sn0xEXF8err77KiRMnmD9/PjabDYChQ4fKsoR1iYiIYNWqVSxcuFAeTDJmzBimTZvWvJPz4YUoivKgSVEUiYuLkzPf0lRQUICfnx9qtRqXy0VlZSXl5eV07dq12fvblFGb5fbXKkiK81ZEsPjH4VQZUDmrWX2w8S6uoqIiFi1aJNdsTpw4kdjYWEJCQi4oyMzJySEmJkbOaNfN7ksBt1arld/XnVeXC1FGEQSBdevW8cgjj7Bs2TLCw8MxGAwsW7aMEydOcO+998p16JMmTeL3v/894JFP69+/Pw6HA5VKxR133MGjjz4qb/fMmu4nn3zSNxj5EqBUKomOjpYHwjVUKtkWcLhETlfWHlungOaFU6Iokp6ezrFjxzh58iRlZWWNLnvs2LFGxy20F8rLy72ePykpKV7zTSYTZrMZt9tNWVmZV4/G5RJwgy/obvOolQruHtuFCX0iWbzuV7Yeqx2hvC/PyiT9X3gl5CuuLllFnKIAAKMtj/hfHufEyJdJ2/U9T1te4J6jX/OH3D9S3PduRo4cyfbt2wF4/vnnAeoF3lqtlpCQEA4cOEB1dTUJCQmX1Q//YtBQvV1SUpKcSZs7dy5z584FGh+ZnZycLCsuZGZmyp9HRUXx+eef11s+ISGB3/3ud006vhEjRjQ6qNNH08jNzSU/P18ejGWxWLDb7WcNEJ1OJ5WVnt4pQRBQKpVeChrNocJWWzPSN1zdpEMgAAAgAElEQVSDVnnGfgUlVaEDCMrfxlNjtNz1tYWaRqS2T58+zenTpwFYu3YtAL169eKdd945b5lQafCTlOluSGGkqUGTlBE/s/yk7muvHjyVSp4fGRnJqlWrqKqqqmdANHv27Ab353K5Gj2WpKSkFjMD8XF2bDYbgiAQGBhITU0NlZWVVFZWEhwc3NqH5oVKARqlgNXl+c2n5Nm4I1FEpWha43Hx4sVs2LChScvGx8ef93G2FcxmM/Pnz+fdd9+VS0sAWT2mbm2+y+UiPz+fsrIywsLC6Nmzp9x4b+/4gu52QscQPz6aN5S1+07z1PqDmG2eB1m5xcmdpydzf0QXHil/AZXgeUj7Vx0lYusi/lh6H3Y0vO76PWsqxvDUzo/56CYNk0sSOHjEI7H3t7/9DaPRyLXXXuu1T5VKRXh4OCdOnEAURXr06HFpT9qHj1bm1KlTWK1WnE6n1ySVkjidTrRaLXFxcfI6BQUFF00LtmOAioNFnij6VGXDwWtu97n4F6Uwsy9M763iYJGbtCLYrh7Dwbwafvzxx0a3f+jQIQ4dOnTeWbTg4GBZ6eFiIGWkz3zvcrnqlasolcp6iQC3243FYkEURbk0wVcu0j7IyMggOzubmpoaubHq5+cna8S3NQRBIClOz/9+G3ORb3ax4WQNE7vW901oiB07djT4uUqlolOnTsTHxxMSEkKXLl248cYbL9pxtwaiKLJ48WI6dOjArbfeisFgoLCwUO4JM5lMhIWFYTKZ0Ol0aLVaNBpNu6zZPhe+oLsdIQgC0wbGMLBjEPd+upfDdWq9VxT0Zo/fMl53PU+44LGCd1YVEa6yUOT0qCmcJoy7HY8ypuwAH0/5lNmrwkjL9NRRPf3008TGxtYLrBUKBWFhYZw4cQJ/f3+ioqIu3Qn78NGKnFlzbLFY5LISaZ5KpUKtVpOfny+Xl9SV0rtQJFMcgJxKJzaXWC/bbfWP58TgpXTdtRilwklihJLECLjJncLs8oZVOiRiY2Mb1a5uaaSBcWcOrjyTMzPc0qBMKTivu65U/gOeAFxSsfDR9pHUKcLDw1v7UJrM9N5GfsyyYHF6st1fHDST1EmPn/rcvcJdu3aV3Yi7du3KXXfdRXx8PB07dvRqxBYUFLTJevbmUFJSQllZGQcPHuTuu+9GqVQyevRoWZLxSsJXL9AOiQs1sPa+q5g51FtdZEdNNBMdL/Gzy+Ny2FFRyNfKx3g8fBcBSpu83E/ufkwX/8bUKb+ja5inW9lut/PnP/+Z8vLyevtTKBSEhISQmpp63o5WPny0NwRBYOjQoYwdO5akpCS6d+9OTEwMkZGRREREEBYWRnBwcL1sjCiKDV5H50N8YG2NtFuErPKGa0eqwoeQOWCR1zF0XF7MV//7qcHl77nnHt58801WrVrVoKNpc5AaIc1Byl7XzWpL25Kom9WWGjfSZDAY8Pf3l6eAgAD8/f1lwx6TyYTRaLxsHujN/X7bI8HBwfV+D22dAK2CqT1qr59Ku8jaI2d/Rubl5fHee+/JATfAggULuOaaa4iPj2/3AXZDhIaG8tlnn3Hfffcxf/583G43Op3usrk+m4Mv6G6n6NRKXpiWyMvT+6FX1/5wi91Gbnc8wcfOawBQCCL3VL7KRz33cEOMDQWem5oDFR9pb8UwZSl+Ws/6ubm5/PWvf22w1lGtVqPVaklLS2t3N0YfPi4Up9NJRUUF1dXV1NTUUFNTI7+WtIMtFgs1NTWIouhlOnUhxAd5yw7WVUs4k7Lo8WT3fgC3KDJ1tYVSS8OB2p133sldd93F8OHDL0qdpCiKVFRUnDMwdLvd8nflcDiaPHiybr249FoqLTlTEeVyRBRFSkpKzrvuvq0jiiKVlZUcP378vAxSWpsbEgwE62tDqW+OVpPTQCnYvn37mDlzJjfeeCNvvfWW/LlCoaBXr16X5FhbC6fTydixY/nHP/7BN99849UjdaVx+TWprjCmDYyhb3QA9366l+OFnoF9bhQscc4hSXGAWEURAH2P/4N7hi1nbPce/GtHNmnVHo3o8uDeGCctouarvwHwyy+/8MQTT/Dss8/Wy+D5+/tTWFjIqVOnzntgmA8f7RGtVsvw4cMBj8bsoUOHyM/PR61W1wsUbDbbRdHoBogyKdGpBKy/dV8fKbHzu66NByZF8dOYtvg99hyrqjeva1w0//r084s+IElycSwqKjprAHxmvbZUiiOtI5WQSMG4RqNpdkBttVrbdXDa2PHrdLrLSkVKFEVsNhtFRUVkZGRQXV0tG520N7QqgZm9jaxI8ZR72t2w6IcS7hroT1InHYIg4HQ6efjhhxvsKZ4zZ06LWq23BSS1LfAM6B40aNBFu0e2N3xB92VAQoSJ9feP5Ml1aazd51EncKHkPSazhPcAUOCm697nqBm5gqcnJLD9eCEfpZopdRvokJDITSPDeHe7J0DftGkTNpuN5cuX1+vqCg4OJi0tDcAXePu44nA4HBw6dAiLxYJWq5UVbERRlEsdCgoKLtr+FIJAjxA1+ws8I/t359oarOuWqKysZM+xhvd/PPM048clERnlKZGJjY0lJiaG2NhYevfufUEP/nP1fuXm5mK1WmXFEclUSBo0pVKpUCgUaDQaBg4ceN4Zz+TkZAYMGHBe67YF2vvxg+dacDgcOBwOWZXCYrFgtVpJSUmRnSXdbjcKhQKj0diu6rgbYmycnv8er+FkuSd7a3WJvLm7ggMFNv440B+dUtFoKcXq1au56qqr2v3/vTEcDgdFRUUsXbqUsLAwRFHk+PHjZGdny4MlNRqNfB9QKpX1/p6vz0FbxBd0XyYYtCpent6Pw3mVHMn3ZLlWu8fzkLCaIMETGOgcpXTe9yIZV73E6IQIInUin6ZV8rx9GQkTDFgiBvPJV/8FYNu2bSxfvpxFixZ5ZZtUKhWhoaGkpaXhcDjo0qXLZd+92xiCIHD77bfz8ccfA54utMjISIYNG8Y333zDhx9+SEpKCm+++SZLlixh6dKlHDt2TNZrfuWVV3j00UdJTk5m7NixxMXFkZKSQmhoKPn5+Tz88MPs3r1bVsd49dVX6dq1Kw8//DCbN29GEAR0Oh2ff/45nTt3rnd8u3btYuHChRQUFCAIAqNGjeL111/n888/Z968eezfv5/ERI8LZ58+ffjmm2+8VDiuNBwOBxaLBZfLJU9utxuHw+GlXCI9AFQqFSaTSc7Y1s3mXExGxurkoNvqFNmbZ2NETMPZXH9/fyZNmsS3337b4HyrzUFGRgYZGRn15nXq1Ik77riD8ePHYzQaL+p1LamPQG0m28/PD0EQ5O9ZoVDgcDjYtWuXHIxL37VURlL3fV0FE6n22+l0UlJS4lV6Ii0nqaxcqferlsBms1FeXk5paalcdiWVWNVF+t9KjVWDwXBZ/R+UgsDjo4J4+ZdyjpT8NkDY7eK79V/xxVPrsZflITbSMK2pqWH79u2XbdCtVquJi4tjx44drFixgsLCQrZt24bFYqG6utrrXiv9bqSGeV0UCoWs263ValGr1eh0OsLDw9tVT4Ev6L6MEASB+aPj+dMXBwCwOOHTjk/yQO7j8jJhFQco/fV9zAPuxqQReOp3CQRkTeZY+DAeuj4CpSmcf/3rXwB8+eWXxMbGMmvWLK/9SFKC6enp2O12evTo0Woa3ss2nOBYsaVFtt0ryp+nb+zd6HyDwUBaWhoWiwW9Xs/GjRuJjo5udPm+ffuyatUqnnzyScDz/TZUyyeKIlOnTmXOnDmsWrUKgP3791NQUMCePXvIzc0lNTUVhUJBTk5OgwPhCgoKuOWWW1i1ahUjRoxAFEXWrFkja4LHxMTw/PPPs3r16mZ9J5cDkvqFy+Xi8OHDcjauuroau91er9uzrqOiNGk0Gkwm0yUJHIZF63h7b6Vs874129Jo0A2wdOlS5s+fz9H0dGpS/8PJtF3sz3eRWe6m8iztgqysLJ577jmee+45AJ577rkma8Kfi9jY2HMvRO0AS8lUCGrLUs6s7a5rMS9ht9vZvXt3g9uWSlmkAFwaoFk3owYQHR2Nv79/vcD9cgoSLwSr1UppaSmnT5+muNjjGyEFQSqVqlHDJck06nIlRK/kmaRgvjhsZs2haqqO/kLphn+cc70+ffowefLkS3CErcuYMWNYvnw548aNO6vhjdvtlu/Jdrtdvr6lwFxqaOv1ekwmU7vT7/YF3ZcZN/aL4v++Tye/0grAh4VduSt6JLrT2+VluuV8wYHQfqDpjCAIFMXdBIAAPPDAA5zIzmXblo0AcnZVshKXUCgUREREkJmZiSiK9OzZs1UC7yMFZlKyW8/EYsKECXz77bfcfPPNfPbZZ8ycObNRQ5opU6awfv16nnzySU6ePElAQECDdW1btmxBrVZzzz33yJ9Jzngvv/wykZGR8nfdWJ3nihUrmDNnDiNGjAA8gWNdN70bbriBn376ifT09FaTjGsNjh49Sl5eHhaLBYfDgdVqRa1Wo9fr5cyJFGy1Fbk5g0bBoEgtO097Iua9eTaq7W4Mmsavt5iYGM9vY/x4QjP/Q8dfX0fATZlFJLPczbojDp75qWHLeIkPP/zwogXdTaXud38+NEUjva57qMvlwmq1yrrrxcXFZGVl1Qu2pb/+/v6o1WoiIyPP2sC+XHG73ezbt4/Tp08TFhZGWFiYrzFSB6VCYEZvE33DtTyb50/xWZa99tprmTZtGv37978i6pulev3NmzeTnZ3daK9qfn4+4ClljY6OJigoyEu3u72b9LXvo/dRD41KwbxRcfL7YrOdFwOfxqavVVMQcNMndSkJOZ+jcHi7Kp6qdFI2/D600Z4MrCiKfPrhuw3uSxAEwsPDycrKIjs7++KfTDtgxowZrFq1CqvVSmpqar3GSV38/f2JjY0lLS2Nzz77jFtvvbXB5dLS0hg0aFCD86ZPn87XX39N//79+dOf/sS+ffuavQ3wBDd//vOf+dvf/naWs7v86NKlC/369WPgwIHy3169etGxY0fCwsLw9/eXyx7Ky8vJzMwkIyOD3NzcVj3uUbG19u8ON2zPsTZ53eK4yZwYvAS3QkOQXmBApJKyJqw+ZcqU8znUVsfpdHLy5ElOnDhBZmYmp06dkgd6FhUVyZrBlZWV2O12OWsWFBREjx496NixIx07diQuLo64uDg6d+5MXFwcUVFRKJVKXC6Xl3velYRCoZCvmerqakpKSjCbzbLmug8PvcM0vHvPNYy+53lQNNxw37hxI/feey9jx45l3rx5vPbaa+zYseOy/W0plUo5SbRmzZpGl4uKiiIoKIiqqir5Gq6urq6n199e8WW6L0NmDu3IG5uOU/Wba+WHe4rZFvgqy9xPM0hxFACV20ZC7lqcRZvI7zqDws5TEZVaVh00Y3arCb3xT5z+5x8A+GXPr/zw1UquGxCP2HEkorK2O0cQBEJCQjh27BgdOnS45MoBPSJaTou3V5T/OZdJTEwkMzOTzz77jIkTJ55zeSlI//7779m0aRMffPBBs44pJiaG9PR0Nm/ezObNmxk/fjxffPEF48ePb9Z2AG677Taef/75But7L1eUSuU5FRJEUSQrK4uamhrMZjPFxcWUl5fXM8u5lAyK0nqpmHycWkXvMA3RpqbdwisiR3F0xHK67lqMylHFzb1UvLHr7A/39loKIAXF0iBwtVpNQEAASqVSLi+RnCpDQ0MvmrzjlYJWq6VXr15ER0dTXl7uNUlIbqBS2cmViEmj4OU/XMeGq0fzz+9SKNm1HsuxHYhO7xovu91OamoqqampfPzxx+h0OoYMGcLIkSMZOXLkZRFogsdc7IMPPsBqtZ7TaVKv16PX6xFFkZqaGg4c8JTMBgUFERsbS1BQEHq9/qzbaKv4gu7LEJNOzUPXJPDct4flz46Xi9zM09yh3MhjqtWYBE8dtMpRSczhdwjP+Iq8brNZMOg6rE6RA0SgieyOPS8d0e3ib1vKWOnqxrj9m7g+soauPQfhCPAM3pPqI/fv38/gwYMvqbj/ouu6YDKZLtn+GmLy5MksXLiQ5ORkSkpKzrrsjTfeyGOPPcbgwYPx9284qO/duzdffvllo9vQarVMmDCBCRMmEBERwbp166isrGTp0qUArFy5kt69e7Nnzx5uuummRrejUqn405/+xLJly5pwlpcHaWlpVFRUyEFB3TID6bXD4cBms1FRUUFAQACCIBATE9Oq3ehapcC18Xq+PuqxnK5xiLy4rYwXx4ectcykLtXBfUgf+Tpddy5iTKdCPrhJx53rG095v73iNW66YQKion0FTVqtVnbWdbvd8iA/ydmvbv1xfn4+x44dk8tHzqzfr2s9LynVSIO5VCoVGo2GLl26tIkypEtNQEAAAQEBsoqVy+WSVUrMZjNFRUXk5uYSGhrarmUcLwRBELi+ix89Z4/glW69yCqzYi/MwJZ7BFvuEeynj+Cs8FYbslqtbN26VS5THDt2LMuXL2/XZTyHDh1i3rx5DB48mDfffLPJ6wmCgMFgwGAwIIoiFouF1NRURFGU5Vql+QaDoV3Yx/uC7suUP4zqTKCfhme/OUSF5bfR1Ah85LqOjeIQnlOuZLyytjRBYy2mU+rLRJxYzcvd7uRgiIYVw3qxYV06AJW/rEYVEM73/a7n+1MQcaqUvwS9Sb/uCZRFjiUwMJCSkhL2799Pv379rqjsxrx58wgICKBv374kJyefdVm9Xs+yZcvo1q1bo8uMGzeOJ554gnfffZf58+cDsHv3bmpqajCZTHTo0IGoqCjcbjepqakkJiYydepUpk6dKm8jNjaWoUOHMmnSJLnk5ZNPPuGaa67x2tfcuXN56aWX5AGWlyslJSUcOnRINrSxWCzExsZ6BVWSrbs0SLKtyZjN6mPiaImD9N/UEXLNLl7ZWc5fRgWhbMIDubi4mBUrPuSXn0spLqk85/J39bKQuOEWSmKuoST2d1gCul7wOVxqFAoFoaGhALLCgTSQVnp95sBMSe4uLy9PzohbrVaUSqXsiKnVatHpdOj1enlw15WOUqmUs5MOh4OKigqMRuMVG3DXpWOAmpeuCWFLloVvj+nIiUyAQTcC4Kouw5abjjXrALaMPdhLvUvZfvzxR/bt28fAgQNb49AvCmlpaSiVSlky8HwaEJLikdQDJw24LC8vp6ioqJ7Zjt1uZ+vWrRgMBoxGIwaDAT8/P/R6vXxdtwa+oPsyRRAEbh4Uw9huYSz9+iDfpObJ8/LcQfzB/RiT3DtZqvqAUKH2AayrPk2Xfc8R6d+VLnNnM/NIKr8eOQFA6f/eRFCoMPYdTwHBxFb/Suf9XxGb9ialMdegib+F/LIydu/ezaBBg9rdqOLzJSYmhoceeqjJy8+YMeOs8wVBYO3atTz88MO8+OKL6HQ6WTLwxIkTzJ8/X5anGzp0KA888EC9bURERLBq1SoWLlxIYWEhCoWCMWPGMG3aNK/lNBoNDz74YLOOvz0SHBxMr169OHXqFEVFRej1evLy8ggMDJQl5epqwbbFrJJaKfDYVYH8+YcSSi2eAHFfvp1PfzUzO/HsvT0Oh4OZM2dSVlZ2zv2M7aTk7Rt0dA9VgqOSiIyviMj4ihr/rpTEXk9J9DW4tAEX5ZwuJpLKgdPplHstpAC7rgJK3XlQa9wh3a+kDHdMTAx6vZ7o6Oh60oSS2smVXD4hZbarq6spKyujpKTEq/FuMpl8AXcd1EqB6+L9uLazntRCO98crWFvvg2lIQi/hOH4JXjMtxxludgz9lC88W153f/+97/tOuh2u90kJSXx9NNPX7RtKhSKs/6+pJ4ts9lMWVkZTqfTy9E2ICCAwMBA/P395XKWS5EhF85l3dseGTx4sJiSktKi+0hOTiYpKalF93Ex+eFQAX9dn0ZehXd3sklh4ynVR9wsbKGhOOOUrie/+6CYQ0c9gTcCxE9+kLievflB85jXOruH/YN3T0UyJNRFn0gjgwcPbrEH0uHDh+nZsydVVVWtXl5yobTlc5C+57oIgrBHFMXBTVn/fK7FS3FtWSwWSktLUSgU2Gw2rFarrDnsdDplZROr1UpkZCRGo7HJ2y4oKGjROuHjpQ7+uqUEex3Z3wVDA0jq1HiNY2VlJddff/1ZB7xpVEp2P9KZRL/Cs+7fLaioiBhBXrfZWAK6NPv4LybHjx/H5XI1aKRRV5u7rra35DWg0WjkzzUaDUajsdWlAZv722/pa7EhRFHk9OnTHDp0SO4dkJR/zpZBbOnr4kJorWM7XeXku2M1JGdasLpqYzG3w0bOG7MQHZ7n9diJ01i+9C9tLhnQlO/Nbrdz1VVXARdXhvRcnO3Y3G43NpsNm80mB+OiKJKYmHjeqkRNvRYvjwp9H+fkml4RbHhkDLNHeLtIVrm1PGafz/8ZH0MU6v8cYq2H2XyLje4Jvz1cRcj939vcq96IW1X7kK/xj2djZSwbTlp4fpedD/eVy86VPny0NaQMZnh4OP7+/lRUVFBYWEhNTQ1lZWXU1NQQEBBAZGRkgzrorUnXYDX3DfHONP8zpYLCalej6/j7+/PKK68QFRXV6DJ2p4t+/3ecu46M4Y7kcHYVNZz1UYhOgvK30mPb/QTm/nh+J3GRiIuLIzY2lujoaCIiIlCpVLICjdTgt9lsVFdXU1VVRXFxMTk5ORw5coTU1FT279/PgQMH2Lt3LykpKZSXl1NVVXXZKkhcKDabjd27d/Prr78SEBAgywYGBgai0+naXFDY1ok2qZg/0J93bghjTqKJMD/PM9hReFIOuAEOmwbyj5RKXO72lyTVaDQMHuyJRSMjI1v5aDxIikWBgYGEhoYSFhaGn58fRUVFLb5vX3nJFYRJp+aZm/owuV8Ui9akcqKoWp73VskAOg55j+tKPiI4d4vXehGqSr56cCIT/s9BdnY2VpuNhR/tpsP7/yK2fAeh2d9SEnM9m0/U3iS25LiZkJNLbGysXFPpw0drY7fb2bdvn6zHXVZWhtVqpbq6murq6npZ/bbK6I56MsudrEv3XMMON/ySY+Wm7o03EIYPH85//vMf+f1XX33VoGTke6u/AeCTH+GVP83izs4F+BelIODtqKdw2+myZyk5NfMp6DKDBrvKWhgpky1RWVnZrF4Jqdzk6NGjqNVqioqK5IxtXdfLzp07ExQU5DW48kpEGpgaFBR0SQfMX+4YNAomdzcwKcGP3bk2/nO4B8WBHXCWezSryza9y6ZOiVTY3Dw6PACdqv3kS4uLi5F6WBoyg2sr6PV6cnNziYyMbNFeD99VcwUyOC6Y7x4azSPvbeK7DGmQJbyUqiVs/GNEdp1BzKF38C/eI6/To2QDrzzzDLPuWYjVaiUrK4tnXvw7L7zwAsWdbgDRzVyTk9d2llNU48buhmybnqNHj/qCbh+tSm5uLqdOnfIqG6msrMTlchEQECDXnp4tC9wWua2vkeQsC+VWTzCcVmg/a9B9JgMHDiQwMNBL6u1MHvn7pwzdvh2ju5LgnI2EnvoeXfUpr2ViDr+Lrvo0WX0fBkX7eqRIEoLx8fE4HA7MZjOFhYVeTpUKhULOgEmDKaX1pL91FU+0Wi2JiYmtfGYtg16vJzExkQMHDrS5gcaXA0qFwPAYHcNjIkkOWc7jD9yF027FUZxF2eb32Dl0Gktsbv4yKogAbfsIvOtatJeWlrbZEiOlUklwcDB79+5l5MiRjaqLXSjt47/m46KjVSm5pZuaiX07yJ+V2uCt3eVUm7pwfOjz2PS1N1WF6GSsfTOLFy+WP9u4cSOHDh3yvBEU9AzVMLKOiUdaKVRUVFBR0XqOkT58RERE0KNHD1QqlSwNKNXzVlZWUllZicFgaHeZO6Ug0DustgTkcLG9Wd3PcXFxfP3117z66qtnDRLvueceHPowChJu4+DVH5LZbyGi4K3WEZr9HQk7H0d5htlWe0Gr1WI0GunQoQPdu3enS5cuqNVqzGYz1dXV8t+qqirKy8sxm82YzWZZIs9ms+F2u+nUqdNl7/AquVBKpTjV1dVYrVYcDodc4+3jwkka2IOZt94iv69KWc/pf87j5/ef5eFPd1FQ7TzL2q2LzWbj7bff5v7770epVLJt2zZWrlzZZgNuSXFH+g2npqa22G+5fT1lfFxUBEHghamJ7M8uJ/e3AZYpRfC/9HIm9gwmt/s8Ou9/UV4++PQmpo25lZ+uvZaNGz028W+88QZvvPGGHLCM1R1jHZ6M4b7sUm7tEkRGRgb9+vW7YrtkfVxaysvLqaysRKFQ4Ha7qampkWUCRVGUFUqcTqesQNFe6ROmYfspz7VrcYqcLHeQENz0Efh6vZ5Ro0aRkJDA4sWL2b9/f71lsrKy5MGKCAIlHSdi9+tA/O6nUTlrS9T8i/fSfdsCjg/7G3a/tlG7eSFotVosFov8XhIdkKTKpJpxt9uNQqHAbrdz8OBBOUuu0WhkWUGFQkGHDh3araFHXdRqNQMGDKCiokLWtJcmu90uyzGeidPppLi4uJ5aUN33vmeEN3PmzGH79u2cPHnS84HbRU36NtJO7OJh5995/pbBxAe1PfWc5cuXs2/fPnJzcykqKiIsLIz+/ftf8uOQ1IukXk6n0ymrGdVFEAT0ej1+fn4EBwfLuuAtgS/ovsIJ8FPz6owBzHjnF6Qk2SeH7ISZahgQNY4OJ1ajr/I4FgqIdPz1Veb/foocdO/evZsXX3yRxYsXIwgCV+e/TwAPU4GRIqeeErceW24uer2ebt26+W6qPlqc/Px82Z66qKiIyMhI2dBECoAuF5e3PuHeAfbBQnuzgm4JjUZDSEhIg/OeeuqpejrUVaEDSR/1Jl13PYG2plaOVG/OosfWBzg64v+w+sc3+zjaEqGhoU0ujRNFkYKCAiorK+VAUqfTyTXnWq1W1gi+HIiIiDirMoQU6NT9u2/fPnr27CkH59Jfu91OTU0Ndru9wUCnrgqNNF0u1++5CAwM5JVXXuHw4cN8/O/VHEz1eGuITjtZ61/lr6Gv8vioYPqGt2MNsDQAACAASURBVJ3EgcPh4M477+T+++/n+PHjLVpe6nK55GBaavDVlQ4tKSmRrz1JGtBgMMh6+3WnS4Uv6PbB0M7BPDAugdc3HQPA5oYXf6nEqBa4KvhxZrjeYqQiDa3gxFh2kFs4yF+uj+GF73MAWLduHTExMcydOxd7cHeuLtrPOvcoAJZtOcXvou2UWz2SPJJT3OWA0WiUXeoAPvzwQ1JSUprluAWwdetW/vGPf/DNN9/Um3fXXXfx6KOPXvAAlP3795Obm9skq/r2To8ePaiurmbPnj0YDAYsFotsaHK5EWlUEqRTUPZbXfehYgdTmrkNq9XKtdde2+C87777rtHaXaupE0dGvUmX3X/FWHZI/lxtL6Pjr69xdORrzTyS9oEoijidTmw2m/yQl+rBJVc8o9FI//79L5sguzlIjdozAxmVSnVOOTYpiHI4HNjtdnkMRt3eqqqqqga7/tVqNYGBgRf1XNoCDodHwEAKuCXsBSeoKsjh1Z1K3poYhkbZNhJar776KmlpaRw8eJDk5OSLkmirrq6WeyrrotFo5IBaMr+RHCl3795NUlJSm0v0+YJuHwA8OK4r244VsTe7dlCV2SGyocDEBv6MiRrGK/YyQbmLsYoDPD+sgpw8NR+negZivvnmm/j5+fHHUf34nfIbOegucRv59BS8VvFvqqvjKQ5+gNDwtlnX1RZZuXLlRdnO/v37SUlJuSKCbgCDwcCgQYM4ceIEFouFiooK2SBByr4ZDAZiYmJa+1AvCKtLxOqsfRA19/Fit9s5fPhwg/P0ev05B8s5tUHkdZtDws5FXp+r2mltd12cTifHjh3zKoGQ/kq61FIW1mAwEBwcjCAIREdHYzQar8iA+0KRykzOZarjcDgoLy+noKCA4uJiLBbLZSvz+MILL7Bnz556nyuNwaiCIqm0uVtDOKhRunXrxurVqwHPc2fUqFHnva2qqiosFgtBQUF07twZnU4nB9XSuJzGaKsqQ1dGH42Pc6JSKnj7jsGM7xHe4AVchR/r3KO42/EoA21v84DjQaZNHMPoTrXZjJdeeon3vvyeAZ3CWaz6lA6UABBJCZNs3zHoxOvo3k/CvH0lLoeDGvvFGQhyppX3xZzOl6+//pphw4YxYMAArrnmGgoKCgCPpW///v3p378/AwYMkB3czGYzN998Mz169GDWrFlyiz4pKUmWWzIajSxatIhBgwZxzTXXsGvXLpKSkoiPj5el4KxWK3feeSd9+/ZlwIABbNmyBbvdzlNPPcXq1avp378/q1evprS0lClTppCYmMjw4cNJTU29kH9BmyEjI4MdO3awbds2du7cybFjx8jOzsbhcODn50dAQABBQUGyNmt7Z3u2FUudoHtIdNOz+cuWLeOqq65i/vz59eZptVpef/31c27Dr+ww8SlL6n2e2212k4+jraJSqYiKipLLTIKCgmQ9aovFQn5+PsXFxZSXl8uDCV0uF8XFxS2mfHAlY7PZKC4u5vDhw2zbto09e/aQm5uLSqUiPDz8slVTKS0tbfBzl7mU/E8W0kddiFrRNoLL9evX8+yzz9KpUyc+/vhjhg8fft7bys3NpaamBn9/fwIDA+vVZ9tsNhwOR4vVXrcUbSrTLQhCILAS6INHxW4ekA6sBuKATGC6KIrn9jL20WzCTFremzuEwkor3x/M57tf89mZUcKZggg16PjWPYJvGYF6yhzCv/gLhbmnAXjho+/pWBHALZOu4SbH56Tk23GIClSCpzvQaM2FjX/ivz9tZFHN7UwfGscdV8XTKaRtGZA0BYvF4jU4pLS0lMmTJwMwatQoduzYgSAIrFy5kpdeeom///3vLF++nBUrVjBy5EjMZrOc0dm3bx8HDx4kKiqKkSNHsn379noZgurqapKSkli2bBlTp07lySeflBVk5syZw+TJk1mxYgUAv/76K0eOHOG6667j6NGjPPPMM16lLwsWLGDAgAGsW7eOzZs3M3v27AYH0bU3pIGRklFHeHg4TqeTmpoazGazXA7gdDrl7kpJ0USqRW1PGfANJ2vk134qgVGxTbPdNpvNfPHFF43OHzVqFJmZmbjdbvr06dNgaY6+4gQJOxehdFm8Ps/u8yDlUWObeAaXDqfTSWZmJk6nU7ZzlxrWdfW3686T6ofrNsBVKhXx8fGo1Wova3mJtmam1N6QynWkeu+ysjLy8/OpqqpCFEU0Gg0Gg+GKadgsWrSIdevW8b///a/ePHv+cdxp38FNbUOi8r333gMgMTHxgj0PIiIi5Hrt06dPy/fpukjXpUajQavVynbuOp1Oruk2Go1tqrSwTQXdwGvA/0RRvFkQBA3gBzwBbBJF8UVBEB4HHgcWnW0jPi6McH8dd4yI444RcRRXWVm97TDfpuaSXg6uMwJwhy4Y7fRX0K55BtspjwPlfesrCDdsYVqCk7FB3XCp/HCXqlCItZntT6oGUulWsHJ7Nu/9nM3V3cOZPaITYxLCULSRVvu50Ov1XoGqVNMNkJOTw6233kpeXh52u53OnTsDMHLkSB599FFmzZrFtGnT5OBu6NCh8uv+/fuTmZlZL+jWaDSyhW7fvn3RarWo1Wr69u1LZmYmANu2bWPBggWAp7a5U6dOHD16tN6xb9u2jTVr1gAwbtw4SkpKqKioICAgoN6y7YmOHTvSsWPHRue73W7ZedBiscgBWHvkeKmDE2W119TYOH2TTTOMRiM333wzX375ZYPzN23axKZNmwBPENm5c2dCQkLQ6/XYbDYqivPpp8lm0XDoHlrbxZvT848UdW5uVfmlo25WTBTFBnu0BEGQ5wH1Sko6deqEv7+/l+28j6ZRN6CW/losFqqrq+W6bavVKn//ktqQn5/fZdEzdT7ExsYyZcqUBoNuhUrNdUmjW+GovKmpqeHBBx9k9OjR3Hvvvc0yqGqMpl5bdTPglZWVchmh1Wpl9+7dgMeRNyoqiuDgYIxGY6sOxG0zQbcgCP7AGGAugCiKdsAuCMJNQNJvi/0LSMYXdF8yQk067p8wgJnDOrFl+06OVutIKXBxoMCG87dGp0LrR/jvn6Jg1RPY848jArd85WDanXfxB1cq4xR7EdVaavQd0ZlPUeNWclqsHdEsirD5SCGbjxTSOdTA/NHx3DokFmUTg++22L20YMECHn30USZPnkxycjJLliwB4PHHH2fSpEl89913DB8+nB9++AHAqyWuVCpxOuuX3kimHIBswiG9lpZv6nfR0HLtNfhsKg6Hg927d1NeXi4rJ0jazO0NURT59li112fXxTevhvjxxx/noYce4vTp0+zfv5/09HS++eYbHA6H13LV1dWkpaXVW38vsCYNsh82EaATyE24g4KuM5p9LpcKlUpFQkJCs9cTRVE2BFOpVJSWlnpdK4IgyDWmkhJChw4dMBgMsgze2crXLkY5W1tBklOsq1AiaZqbzWY2bNjgde+Rzlv63nQ6HQaD4bL4Li4El8tFTk4OJ06cIDU1lU8++cRrvio4BlPvJF558Bb6dD774NRLwX//+1/279/P/v37eeyxxy7pvqUeqTN9FgoKCuSGmtVq5ejRo7hcLnnArdFoxGg0yg60UhKrpX97bSboBuKBIuADQRD6AXuAh4AIURTzAERRzBMEocHCLUEQ/gj8ETzdEsnJyS16sGazucX30dI09xwC/TT0FqtI7KrE2tljfrO3CA6VgUPrR/jNT5P34UO4zKW4rVWs/fe/+eW2F4jwn8c051ZutSfTVeFArfbje8Vi3opexqbycH4tru0yyiiu5om1v/Lepl+Z21dPrKnhFmlAQABVVVW4XC65Lro1qLtvq9WK3W6nqqqKsrIyAgMDqaqqYuXKlfJxnjx5kvj4eO677z62bt3Kvn37MJlMOJ1OeVt2ux2r1Sqfn2TKUXd/NpsNtVrttf+qqiqGDRvGhx9+yJAhQzh27BhZWVlERUWRmppKaWmpvPzw4cN5//33WbRoEVu3bpUHgZ35XVqt1oZ+I6GCIKTUef+OKIrvSG8u9Fq82NeWVGsriqKcFRFFEZ1OJ0u9XUycTudF32Zdapwinx6FfcW1n3XxB621lAJr87dnMpkYPXo0o0ePZvbs2aSnp3Pw4EFycnLYsmXLWde1OEAhwMkOEzkSOAFa8LybQkt+95KznvQ7qouUpZV+W1lZWfK8hh7idQNu6a8gCDidTr799lsEQcDPz68ph9Wi12JjSOVYdaeG9I9/OwYEQcDlcjWaYZTKvVqLlr5mz0QURaqrq2VzrvLycnJycsjKyiIrK4tTp041OjA0aPx8TIMmMzpSIMxPuKTHLXHixAlSUlIwGo106dKFrl27olAomDt3bqscT0M09j+12+3k5+c3eB0DXg6zdV83gbNeixJtKehWAQOBBaIo7hQE4TU8pSRN4reTewdg8ODBYlJSUoscpERycjItvY+W5nzOIT8/n71799IpKpy4aIEbAIvTzb48O7/k6Ng+7S9kf/oEuBy4Kgoo/GIJyjvf4F1u4F3XDQwQjnGrcws3KHewIHch00NGUHzD3awvi+PzPTlUWT0Z2xOVsPTnGuaPjGXhxMR6We/Dhw9jMpmoqqrCZDJdpG+k+dTdtzSy2mQy8cwzzzB37lyio6MZPnw4OTk5mEwmVq5cyZYtW1Aqlfw/e2ce30Z95v/36D4ty/JtJ76SOCdJcEIgIVyBAIXlatkW6LbQcJWWbSml2dLt7nK0hUK75Qf0CnS5dkPblNKWUppQCBAICSH34cSJ7fi+D933/P5wZizZsmPHsi0n83699LI0M5K+sjQzn3m+z/N55s6dyw033MA//vEPNBqN/FpSUw2r1YparcZsNsvrpL/SlXns+1utVu677z7uvvtuli9fjkaj4cUXXyQzM5PPfOYzPPXUU6xcuZLvfve7/PCHP+S2225jxYoVmEwmXn755YT/R4PBwOLFiwcu7hBFcclQ/5Ox7ovJ3rekHO5wOExXVxfHjx+Xp7M9Ho/s2yqKIiqVCqvVik43eq9ridbW1nHrvHa4M8h/7+ih3Ruf2/jZ+enk5Iwsn3s4WltbufTSS7n00ksBWLJkyK8ZgA+/YsY/6xq6F3yTnBSITo7n/z4RbW1tBINBORXC5/PJOaWSTaXVasVoNMr54RqNBq1Wm7BBzMcff8yKFStGk7Yyrvtigtejrq6OgwcPymJaihBqtdphu7pO9HczGsYyNul77+npGdGtt7eXnp6eIZsIDYe+cB7Ws6/GrFXxxYpMskyTk9q0a9cuKisrqamp4eGHH2bhwoVs3759UsYyFIm+U+k8EHuThLcgCHKNhlarjWuWU1RUNJK3HHZflBBSZWpeEIRc4GNRFItPPF5Jn+ieAVx0IsqdB2wWRXHYPrtLliwRpdza8eJMFd0An3766ZBiNxAReeWNzfzqRw8SDfdNU2desxbznPi8MxN+rlJ/zOfVm6kQjiA6yvAvvJVf7XDy8/YFhE5cD16q2cu6VQLCuXeDsd+D9dChQ8yZM2fSRXcySOXPIP2fYxEE4dORHFzg1PbF8dy3wuEwTU1NRKNR2f/X7/fjdDplT2CdTjemQsrxEBdRUeT1wx7W73fHFTarBLhlgZXrypNTvCePXRRJb9nCuqce4/G3E0eu1Cr46MmbUa/8JgipYYQ10cKuuroarVYrR8MEQZC7Uer1enQ6HQUFBXHbxIpsaVpciniP9rc/3vviQA4ePEhtbS0Oh2NYgZ2I00l0v/TSS/z85z9PmAaYLNSWDLSZRWgzp6PLKkKbWYQubyZn5Rj48kIrJekT24nS6/Wydu1a5syZw9lnn83+/ftZvHgxFRUVSX0fqTBZ+ht7f6hliXRsMBgcFDyJ7RIrierYi0bpdip1GiPdF1Mm0i2KYosgCPWCIJSLongYWAUcPHH7MvDYib9/msRhKgDFxcVs3749oVDUqwXWXHsxoeYvyx7T0cp3YIDo9mLg95GL+H3kIsqERv657T1ueOcJ7hOc/JMunwdDazggFvOw+tcI73XBx8/Csrvh3K+CKWNCPqfC6UFnZydtbW2oVCq5gNLj8eB2u0lPT0ej0WC320ctIiaKbn+E/7etl71t8dPNWSYV31yWzuzMU4/KD0IUSWv9mPzD/0NP/WF6ugNDbhqJQm3BtZSliOCeDEpL47tuiqJIR0eHnG7idDqpqqqKO6HHFmBKyxwOBzNmzJikTzFynE4nNpstZfeViaCpqWlEdponw2w29+UWp9kIai24dFlEM/pEtjazCLWx//xq0ghcVGzk8jIThWmT87//4x//yNatW9m6dSuzZ8/m9ttvl9M3pPz9gcIYRl9zJeVoSxelA/8OvC89li5qpdvOnTs555xz4gqhU6GTaartOfcC/3vCuaQauI0+L/HfCYKwBqgDbpzE8SnQd7V4smKDVatWyaLb4m/l8VUO/lHjZUudD++A4MAxsYAfhW/mifA/c4lqF/+sfo9XtD+kllzyhRMepQEnvP9j/FvXsanoW8xYfMl4fDSF0xCpOY7X65W72UWjUTQajeym0Nvbi9FolH/bA23iJotdLQGe3t5LbyA+neTcAj1fXWLDohvbScTj8VBfX09HRweumk9xH3ybP3V2sK8tytaG4ae/H3jgAcrKysb0/lMRKbIWG2GLRqNyd1qpMFAURcxmMx6PZ5AQkYoGCwsLycrKSnkR6/V6qa6uprOzc1zbek8FHA4HRUVFcXn7sSxbtoz09PRhb2lpaVT1wlvHfGxv9BMVIdFcVZFNw4rsMJ+Zn4VxhM5EycTtdvPwww/z4IMPym5cmZmZXHJJ/PlXsmSVfvtS6/XYqLLRaESv1w8SxwNvyTruqlSqpLioJJuU2tNFUdwNJArPr5rosSgMjSRWhqOgoEDOc2xsbKTAGOauChu3Lkxja4Off9R4OdgR75IQRsPG6FI2RpdSIRzmRd3jg173/3lX8/P9Zbxc6ibin/pd71KZVEk9GyuFhYUUFhbKOXyRSES2mJL++v1+mpubZRvB2KIwURRxuVwIgsC0adMGtbceLzZVe/nlp864ZVoV3LYojdWlxjGfnF5//XUeffTRUT8vLS2Nz3/+83z+858f0/tPFkOJZqm1e6w47u3tjcv5B+SLsoE3o9FIQUFBXJ527AVc7POkbYzGsX+P4017ezs7d+7E5XKRm5t7xlsk+v1+pk2bllB0L126VO6VMBSiKPLTj3v5qCFx1bNGBcsLDVxeZqLcoaWtrW1SBDfAyy+/zDvvvMM777zDjh07+Pa3v51wO+liApCPp06nk9bWVsLhsCzELRYL6enpzJo166RdR09XUkp0K0wNjEYjFouFQCAwpOm8yWSipKSE6upqIpEIr732Grfccgv6E9NkFxUbaXKFeafWx+YaDwNnsT8Vy/k0OosL1Sc6JRrtVHos/DpyFQCVPZDf0EyW0lJ+XBBFkc7OztPqwJjIVioWyUtdQhJfjY2NtLS0yBFzSXxJtmiZmZnj0qhjw6H4i8pCq5pvnZdOkS05ov9k4iCWCy+8kK9+9aspmQLhdDppb2+XixTr6uoSiuKRiOa8vDx0Op08ZS0JBofDcVpZ+40Gu91ORUUFPT09dHR00NnZSTQaRRAEDAYDJpPpjBLir732Glu2bEm4zuPx8Nprr7F06VKmTZuWcJs2bySh4M4yqVhdZmJVsRGbITX+n5dffjnPP/98XNfaaDSK1+uVgxjt7e2DnqfT6bDZbOTm5sY1rJHSqVKpWc1Eo4huhVOipKSE/fv3D9uw4LLLLuNXv/oVAM888wwrV66Ma1ySb9XwxQVWbppnYVu9mz8f9lDV2/98LTF5KBd8h2kqM59/6xP+13ceT2/rRkOUs5wuTMbR+ROnGn6/PyXFrTT9fabi9Xqpr68nGo1iNBrRarVEIhE5f1EqohqL08lQ9PgjdMQ4lJyTr+cby2wjbn4zEi699NJhu1JKzJ8/nyeffDJlxaYkhAfOzEiPVSoVWq0WnU4XF2WOLXyUHofDYdldRKvVYjab5eecqWg0GjIzM8nMzGTGjBmyjanb7aajo4O2tjZCoZDstJSKx7JkMnv2bNRqdUL3kYMHD3Lw4EHUajVr167lhhtuGLRNJD5TjFkZWj47x8ziPD3qFNvHampqAFi3bh133XUX0Je/3dXVJRcAW61WrFYrNpuNtLQ0rFZryqdLTSbKf0bhlBhJd7Bbb72V999/n0OHDhEKhXjjjTe45557Bm2nVgksL7JS74xQ1dsfAShX1fdvZEzHvOhmHlK/xLY/NHA0UMhD73dzZUGQX9x7fVI+02SxefPmRLZ8CpOIy+Xi0KFD9PT0yCLb7/dTVFSEIAgYjcZx7d4Z22kSYHWZKamCG/raS9922200NzezZs2aIbdrb21J6vsmG+mkD4ldKCQPaanIKxwOEwqFBjkiSH/D4TBut5uMjAzZgWTBggUYp/jFfbJQq9WkpaXJXf6kfPauri4aGxtpa2vDZDKlZD5tMjjvvPPYsGED77//PtXV1ezfv5/q6uq4i75IJMLjjz9Oe3s7CxcuZN68efJv1KyNF9YrpxtYkp+aFypHjx4dtMxgMDB9+nS5x0EoFKK5uZmmpiag7yLYYrGQmZlJUVHRaX8RNloU0a1wSkg2O1JkKBFarZY1a9bIeWBvvfUWd91115BRoxZv/32Hxo9DiGnUous7gGtmX8F3zn+fOz/oW7yxSUddp5fpjhE1klBQGBH19fVxhUGSb2tnZyfhcFgWcpFIhJKSkqRPlx7rjq93KLWPTx65lDYxFFfMUPP9K4zovc0EzfnjMobxwO1209DQMGSxluR+ENvhVUpP0Wg0stjOyck5pS6WZxIqlUoW4cXFxezatYve3t6TP3EKM23aNG655Rb5scfjobKykgMHDvDGG2/IaZXr1q2TtykpKWH+/PnMmz+fUOd0tI6+9BN3KPVqZ/bt28fPfvYz0tPT+e1vf4vZPLjMU5phir3ohb4ZpmAwyPHjx6mtrWXmzJnk5+cr4vsEiuhWOGWKi4s5duwYDodjyG3OPfdcbDYbvb29NDU18cEHHwzpQ1vv7I/uzdJ1Quw0nP5E1MSSzWWf+SxL6ray43g3ERF+sukwT31BiRQrjB2Px4Pf78dut6PT6ejq6sLj8cgFdgaDQRZrUm7weOQnHuvqF91ZJhU2/dij3OFwmD/+8Y88/nhfgbLD4aC7u1suGhxI5dfMlGeqgV6CH91H7eK1uByLUsaTezjMZjMFBQWDCial+1Jku7e3V26GlJaWhsPhwGAwoFar5QZVCqNDr9cTCATw+XyoVCpMJtNpP0tgNpupqKigoqKC1atXs2bNmkHdEGtqaqipqeEvf/kLAGnLPkf6hV/GE0y8/00mt912m3z/kUceGWl3VAC5YZJeryccDlNVVcWRI0fQ6XSkp6eTkZGB1WqV3U1SNW1tvFBEt8IpU1BQwJEjR4bdxmAwcM011/Dyyy8DfY11EonuiCjSECO6Z6hb4kW3rn+qUhAEvvuZ2Xz2F1sB+NPuJu6+sIw5eckvZlM4c/D7/ezfvx+3200wGJTTDHJzc0lLS5Ojo+ONKIpxke5kRbnXrVvH888/Lz/u7OwcctuyHDMzHf3iWudvZ9bWbxM0OOjOv5iugkvw2sphEk+YUje52AYZUqrDwBblQznxSAWwUofS1tZW2dPXaDSyaNGi014wJpu5c+dSXl6O2+2mp6eH1tZWeYaos7PztM/7zs3N5be//S3vvfce+/fvZ9++fVRVVQ3KAXdu2wBilO7c24DUOHdt2LCBxx57DICbbrqJSCQyKsE9EKkeAJCPpx0dHfKFvlqtxm63M2fOnITR9NMRRXQrnDIGgwG9Xk8oFBrWRi22o2F1dXXCbep7w4RiRPZs/x6IzUIxxUfTzypMJ8uqp93VZ3uyu75HEd0KY8JgMLBs2TKgLyfz2LFjtLa2yt0rpRbf45nLDXC8N0y3v39nmJEE0e3z+eIE90CKi4vJyMggLS2NhQsXcuXll9Pd8ByOxrfjttP5O8mp3kBO9Qb85gJZgPutxWMe42hwu900Njai0+mwWq3o9XqMRiMqlUpueCSlBel0urhiydiukEP5BJ9p0bdko1arsdls2Gw2ioqKiEQibN68mZKSEpqbm2lrawOQbeROt0JVi8XCVVddxVVX9blt+f1+Dh06xL59+3hn83vs37sHAOf219iwfxPmW77A5z//edl2b7L48MMP5fv3339/Ul9bSt2SxLVULyPtv2cKiuhWGBOzZs1i7969w7bQnTt3rnx/x44ddHR0DGqwcKgjvtve2cLh/geOGZBxovNby37oPMpLXWfJgtusU7NqdvYYP4nCVCc2qjkwjSBRG2GpuC4ajRIKhfD5fLK4drvdsjuJ5Iwx1qjPSNlSH28nVpE/9hNSMBgcdv0zzzxDbm5uXCFibdZaRLWOzLo3Ez7H4Gkkr+oV8qpewZtWSnf+JXQVXEzQlDfm8Z4Mi8XC9OnTaWpqwu/3y9+hhCSape9O+v5iv/+BHtojvUF/DrjCyJAuekpLSyktLSUQCOB0OmloaKC1tXVEhflTGYPBwOLFi1m8eDGGxVdz9KG1+Gt3ARD0uli3bh0vvvgiF110Eddccw1Lly6dlAuRRx99lNWrVw97gZ4MpKi31WolGo3S1dWFxWKZEr71Y0UR3QpjoqCggJaWFpxO55BexYWFhSxevJhdu3YRiUR48803+dKXvhS3zaGYRjlpeCgXGvpXrvx23zS2KMJf74f6jzk37waW5H+RHU1+7l01k+y003e6UmFk7Nq1K05QS0IrNs0gEong9XrlboGxtnKxrYWldJKJRhRFPqzrF92FaRqmJ6Hts81m49FHH+W///u/E6aVrF+/nvvuuy9+oaDm+Fn305V3IY6GjaS3fIg6krihh8lZjclZTUHlc7jtc+nKv4Tu/IsIGzLGPPahMBqNcR0xI5EIbW1t9PT0DPodDNfoyePxyN+7q2dseQAAIABJREFUFBWPbWwzsMmNtOzss88+7QVCsvH7/QSDQUKhkFyEfyb9D8NRkbePh8n+3H/i3rcJ9/Y/EOzucwcKBoNs3LiRjRs3kpOTwzXXXMPnPve5CRub3+/nwgsvBODNN99k9uzZ4/ZeGo2GwsJC2flEajQkpaNYLBbZrGGoFvBT9aJXEd0KY0IQBMrLy9myZQtWq3XIA+g111zDrl19V/avvPIKq1evJjc3F+gTGofa+yNxS1SHUQknTpLpRbDgxIFn7++g/mMA5jW/xu9n+ngy+3a+siK+qYnCmUlFRQUQ33HQ7XZz+PBhQqEQgUCASCSC0WiUo95Sg5tgMCh325P8nCeDqq4Qbd7+3M+V05JTaHT06FEeeeQRAoFAwvVDpswIAq7spbiylyKE/aS3fYy98R/Y2rajioYSPsXSfRBL90GmHfg5rsyFdOVfQk/eBUR041uUKInlRFZ10ncsfecdHR3ySTy2aZLkTCPldUuOJnl5eUybNu2MEoijJRQKxYlqr9eLx+PB4/Hg8/lwuVxs3rw57jkajWbc07VSiW2Nfjp9UQS1BuuiK7n9putJb9rOK6+8wsGDB+XtWltbWbduHS+88AIXXXQRa9asGffGVMFgELPZzOc+97lBbd7HC61WG/f9RyIRent75RoA6PfbH+jFLxWx63Q6uXBTuq/T6QiHw3R3d8tCXa/Xp0QakyK6FcaM1Wpl+vTpNDc3Y7fbE26zatUqnn76abq6uujq6uL+++/nN7/5DXq9nlZPhK6YHNalqv7Ukuj596FSa8HvhE3f739BtQ7hih+wdF89uklqkauQmsSmAdhsNs4555y49bEpBg0NDXR0dMj2f4FAgN7eXgKBgByNKy8vnzCxNTC1ZPm0sc3gSBceX/jCF4bcxmQyxbkVDPlaGgPd+RfRnX8R6pCb9OYPsDe9S1r7TgQGOzAIREnr2EVaxy6i+56iq/Ay6ud/jagm+Sk6hw4dkh1Hamtr5ROtFJU2mUxyrrdarZZzZ6X1c+bMQa/Xy5FshdFTXV1NS0uLXJQaDocxmUyYzWbMZjM+n++0TyM5GX+t6vfF1arg8plp2OavZvXq1VRVVfHnP/+ZN998U7ZcDIVCbNq0iU2bNvHQQw/JOeLJprGxkWuvvRaA5uZm5s2bNy7vczLUavWI/d2lY7iUquJ0OuXjeDQaJRgMsn37drlz9ty5c4fsEjqRKKJbISkUFxdTV1c35HqTycQPf/hDvva1rxGJRDh8+DBPPfUU3/nOd6jsiI+YnaOqBMCny+CwMI95wSDaNx8g6OpAywnDhPO+Do4yoH7QeykoDEdsF8KSkhJKSkr45JNP8Hg8tLe3y+s1Gg0Wi2VCo5vbGvtFd5ldQ7711A/R69ev58UXX6SjoyPh+jVr1nDjjTcOqq8YCRGthc7pV9I5/Uo0gW7sTe+R0fgOlu79CbdXiWEy6/9GwJRLy6x/GfX7DYV0cWS1WnG5+nz9dTqd3Hpar9dTUVGhRKgngPLycmbOnInf75drI3p6eujt7aW3t5dwOExbWxs2m+2MKpyTqO0Jcbiz/1y3croxzgp05syZ3H///dx7773cfffd7N27N+75mzdvHhfRvWfPHp599lmuvvpq3njjDS6//PKkv8d4EOutn4jW1lYEQcBmszFv3rxTOs6NB4roVkgKZrNZ9uUcaidYsmQJ999/Pz/+8Y8B+N3vfsfVV19NG9Pjtpsv9LWebZ91M+1dvTT87gGmVf2Ou0L3M11o4/v2f6BZmdzKaoUzm4qKCpqamsjLy8PtdhMKhXC5XHg8npO68yQTb0yjjFzLqR2eI5EIV1111ZBiu6CggNdffz1pQjSst9Nech3tJdeh87Zgb9pMRuM7mJyDu9lZug6c0nt0dHTQ0dGBWq2OK5K0WCxYrVbKy8sxGAwcPXqUJUuWoNPp5HxQRXBPHNKsgslkIhAIoNVqEUURn89HIBCQL3bPRA4OMAu4ckbiGZ9PPvlkkODOyMjg1ltvTfqYamtr5W60K1euZNu2bafN9xONRrFYLCxbtiylPpMiuhWSxrRp06iurh72ivLGG29k69atfPBBX0vJl156iXk3f09eryOIXujL5erOu4iSnkMUVb3If4a/zLvRvgY49cYr+bXGpPx4FZJCOBymsrJSnhZ3Op34fD4ikQjFxcUTJrgByh1adrX0nZz3tQaIiiKqUYjGmpoabrzxxoTrzjvvPK6//nouvvjicROiQVMurTO+QOuML6B31ZFd+zrZta/L69Uh1zDPHozP58Pn89He3o7BYIiLYOt0OgoLC7HZbLKrTG1t7aTbrin0pTXt2LGDzs5OrFYrFouFQCAwbCO1053jPf19KAwageL0xGewgYYEs2fP5rnnnhsXb/PYNu833XRTSonTsRKNRikqKkq5z6QkrykkjcLCwiG720kIgsA999wjP37vvffw+vuLu4z0CQ6fpQhNsIeSnT/kfyKX83JktbzNnBklaNTKT1chOUSjUbkTpd/vl/MCCwsLJ7yJx6Kc/ml3Z1Ckujs8zNaDefPNxPZ+ANdddx2XXHLJhEV+A9bptBdfE7dMMwLR3dHRwZEjR6iqqqKhoUF2RrJYLBgMBjmKnZ+fT15e3oTYOCqMDkEQmD17NlqtFpPJNCFNpVKd2hjRXWTTDHkxPWvWrLjH49VCPRAI8G//9m8A/OpXvzrtviO1Ws2RI0cGNSWabBTlopA0tFrtiE7oM2fOpLCwEOgrFGk+fkxeZ6RPgHvsc5mx/d95OziPR8NflNdffVYe919WnuSRK5zJ6HQ6otEogUAAv99PKBRCpVKd9AJyPFiUG5/rurs1sdvIUFx88cVDRhPXrl07aNp6vAlr4x1L1CH3yZ9zotMk9Ik3qSjK4/Hgcrno6uqivb2dY8eOUV1dzb59++js7JyU70thMH6/n+rqanbu3AmgpPfQ13G5ztmfz11kG1rg/vGPf5Tvq1QqLr300nEdG0BRUdG4v8dEIwgCfr+fpqamyR5KHIroVkgao6n6Lynpt/nr7WyT7xuFvki3ufsAhz1GvhH6GuKJn+mcTC1P3rgQlUo5iCskjx07dsgWZ5KVoE6nm5S2xAVWNVmm/v1od8voRPfcuXN54403hlx/5MiRUx7bqSCI8UJYE3L1+e0PQ25urlyUV1ZWhk6nIxKJEA6HCQaDBAIBvF4vbW1t7Nq1i9raWvbv38/WrVvxeDzs35+4mFNh/BFFkYMHD7Jv3z6CwSBGo3FYj/QzhWZXhGBMwLU4feiUtdgL45tvvpmFCxcmfTyiKPLYY49hMBh47LHHUqbIMBkEAgF6enpky8H29vZJHlE8p9d8gsKUwWrtj4A1t7XDieCc4USkW3S1ck/ocfz0Rf5yjPCNChMGbWrlZylMXXbs2EFXV5fszRzbbTAQCEyKWBAEgcW5ejZW+wA43BkiFBXRjuJCU6vVYjAY8PsHN7K54oorkjbW4VAHXeRU/47s6j/ELRfECEIkgKgZ2XS5VIQnimLcRX1sh8hwOIzL5cJut2MymeI64CpMLIIgsHjxYmbNmoXL5aKtrY329nbZfjMYDKLT6SZ7mBPOwI7LsfnckUiE7u5uuVh448aN8rpzzz13XMYTDof5y1/+AjBkwfVUQRRFent75Y60ZrOZgoICGhoaWLFixYSnCJ4MRXQrJA3pynIkxIruTncIqXRkseoorowFPBL9Cg0tfa3dzRqRB1c6UIVciKKoTFcqJIUZM2bgdrvx+XyEw+G4Qsqenh4ikcik5DkaNKP7fUejUerr6+nu7qanp4cDBw4kFNwbN24csQfuqaIKeciueY2cY79DE/YMWh80OBDVI7eLU6lUzJw5U/b31+v1WK1W9Ho9drtd7iJpMpmwWq1s27ZN8dmeZCRXGYvFQl5eHqIo4vV6+eijj/D7/fT09JCWlpZyYijZSM1ZWtvaeHFTNa72DiLuLvB08/Mtbrq6Omlvb6erq2vI1Ci3++TpWKOlpaWFBx98kAULFvDII4+Ql5eX9PeYKJxOJ36/n/z8fKZNm4bFYpEv6lpaWjAajZM8wsEoolshaYzmZBcXRTyhMbLp5mv6v/Pu9IfY8HF/cdSti23kmlV4PMrPVWH0RCIR6urq5KY4Usc86RYOh+MKKAOBABqNhnA4PCl+wvXO/ovXfIt62Ch3e3s7V1555Ulf89ZbbyUjY/xasqvCPrJq/0Tu0VfRhJwJtwnqHVSf/R8njPZHR0ZGBkajkYaGBiKRCGazWfbnVqvVeDweOjo68Pv9VFZWyhfmJpMpJRpinMkIgoDZbEar1bJy5Ura29s5cuRI3LR/bHfBkdYGpTKvvvoqTz/99JAdYD8c4evEpmEmi6997Wty23WptiqZSMfZ2CZkiZYBcfdPNrOY6DfhcDioqKgY5PiSyigqRiFpSO2UI5HISW16Ghtq5fuC1oCOED83PIvz3LU8s9tGlL6pogXZOi4uMuLxeHA4HFP+YKww8YTDYZqbm+no6JBTSUKhEIWFhXJzhfT09JSJkNb19ovuabbBuZ+iKLJlyxbefPNNNm3aNKLXvOWWW5I2vliESJCs438mt2o92mB3wm1CunRaZtxEe/E1I45yezwempqaUKlUGAwG9Ho9oiiSnp5OKBSSi16dTieCIMidJkOhEK2trahUKrRaLV6vl8LCQuW4kSKo1Wpyc3PJzc2V8/P9fj8ej4fe3l6cTidOpzOukNZgMGAymVJm/xwJ69evH1JwJ8Jms5GZmUlmZiZZWVlkZmZywQUXUFZWRmtra1LHds8997Blyxa50DURoijS1dU1SAgPfBwOh+MunqSUL2l/1Gg08jFW8miPXSfdYrvHDrxJXWIT3aYiiuhWSBrhcJhwOHxSwd11+AMOBPoLN8Sgj0d1L2I973bcjvl8dUmIX+xwUtsT4q6KNARBQKvV4nQmjqApKAyHXq9nyZIlhMNhuRuqy+WSW1X7/X4yMzPHPfViJHiCUTp9/VPN0we4HDidTi655JIhn6/X67nssssoLCykqKiIgoICZs6cmXSvcSEawlH3N/KqXkHnT5wTGtZaaSn7PO0l1xPV9E3ziqJIKBSKa+Hc1taGyWSKG6MgCGRmZsqe3DNnzpRPvrH53NJj6eS+efNmLrzwwqR+VoXxQafTodPpsFqtce3hY52EvF4vra2tdHR0yMEcs9mc8qkpN9xwA08//XTcMkNJBTNnlXPFWQWysM7KysLhcExYnvtbb73Fv//7vwPwyiuvJNwmEonQ0dFBUVERDodjSMGrUqnYtm0by5cvHySSFYZGEd0KSWMkll2q+o/5z712REN/A4sF/l18JkPLEXtfAdR0m5ZHL8ngeE+YvBNd+fR6PR0dHUSj0Sl7hasweUgneOjrjAp91mZ79uwhEAjI0bXYWoPJIDa1BGBaWt/M0UsvvcT//d//0d09OJpcUlLCZZddxvLly5k/f/74DlAUSW9+n4LK5zB4GhNuEtGYaS39HK2lnyWq7buQkXJ5VSoVFotFLvbUaDQYDAbKy8uxWq3KiVsBlUolN0Gy2+0UFBQQiURwuVy0t7dTW1uL0+kkOzt7soc6JF/+8pfJysrioUd/QCTYF/EOddRhK7bj8aSTl5dHVlYWubm5E/pbt1gsTJ8+nbq6OnJzcxNu093dLf/v09PTh73AEQRhUlLwpjKK6FZIGic7eBhcNWzYcYQmVqMy9oubOcF9WHoMlH76MMeWPgKCgFoQKLXHR+ckJ4PJsHJTOL2QLhDnzp2L2+3m6NGj+Hw+WltbCYVCuN1uZs+ePeHjOtAe73IwLU3DX/7yF5599tmE2//mN79h/vz5E3Ihau7aT+HBX2LpPphwfURtoK3kBg7YLsET1aHucKFSeWQhnZmZyVlnnZWSxU0KqY1arZZrM4LBYEoLboCoKFKbvQLH9d+n7bffB0Qirna2vPs2W959W97ObDZTVlbGjBkzOPvss1m9evW47MvBYJCvf/3r7Ny5kzVr1nDHHXcMWSTucDjwer3s3btXTukqLCyUm1Pp9Xol8DUGFNGtkDSCweCQ69TBXjRbf8bL4Qf6HseI7gaPjlfDF3NOwfnDFlkJgkBXV5ciuhVGRWVlJb29vZhMJkKhEH6/H5fLlbBwRyromox21VFR5O0an/w4w6gi36oe8vd+++23E4lE6OnpwW63j1vETO9uoKDyOezN7ycet0pHe/G1tMz4AmG9HVVvL+KJVDCpiE6v16PRaDh8+HBcXqfL5aK8vDwlUnsUUhtRFHE4HHR2dtLZ2Qn022Pq9fqUmR2JiiK/3unkHzU+jMWLyLjsbrrffR4xPPj86PF42Lt3L3v37uW1116jqamJr3zlK0kf0/79++Uc7rS0tGFdmaR9Vjru+Hw+Dh48OCjPPi0tjUAgQGtrq/wdpNL3kKooolshaQwpuqNhSnc8xAOuVYRP/OQ0thx59cZ6DftCa7jDZ2M4H4a0tDQOHz5Mdna2MqWlMCIkD9fu7m5aWloIhUJotVoyMzNTLi90X1uQNk9/B41LS4yoBIFVq1bx9a9/nWeeeSZu++eee47nnntOfrx48WL+9V//lQULFiRlPOpAL/lVL5FV+2cEcXArZVFQ0TH9Kppn/QshQ3+Nhs1mw2az9W1zIoc7FArh8XhobW2VrRjNZjNGo5EDBw6wcOHClPs+FFILqdBQFEX8fj9ut7vPkq+1lYaGhpRwqRFFked3udhU3X/xbDv7Ktbeeh3ZwSaOHj1KVVUVR48e5ejRo4PqlLxe77iMS/KwBrjppptG9Vwp1UdCFEXC4TBOp5NgMMiuXbvk5QaDgaVLlyoX0cOgiG6FpBEKhRJGD6cdeJZD7X7+Hj1HXnZuvsAmnYAnKBJy9xDubeOlvSqWFRjIMCYuxNTpdLjdbo4dO6Y0wFBAFEWCwSDBYBCfz4fX65Vt/2JvWq0Wu92O1+uVO096PJ6UE3mbqvtPuCrgkpI+20yVSsWtt97KgQMHePfdd4d8/q5du7jtttvYsWPHmMYhRAJk17xGXtX/oU7gtQ3Qk7Ochjl3ErBOH/61BEHOpZfau0u53IIgEAgECIfDbNmyBbVajVarlYsi1Wr1sM4FsTeNRoNWqyUcDtPT04Ner8dgMChRt9MQQRBkIWgwGDh+/Dh2u32yh4Uoivxmt4u3jvXvxwJw7zk2LigyAo64C2JRFFm+fHmcIP7sZz87LmPz+fovApxOJ+np6cNsPTySsYFWq8Xj8ZCVlSUXX06fPl2ZiT4JiuhWSBoNDQ2YTKa4ZZm1fyaz5s+sCT0St/wr2r/zF5UZ6DP/12lUfHeFfUjBLWG1Wmlvb1ea5CjQ0tJCbW2tbDkWDAaJRCKyK0Z+fn6c5ZTU2n0yUkdORo8/wvbGfouxxXl6skzx+8ITTzwhR8iOHz9OZWUlH3zwwaDX+slPfsL9998/+kGIEfI7PmDu3g3o/G0JN/Gkl9Mw527cmaNvTW2xWJg1a9bgtx3g4Su1fBdFUb5J20k3p9OJ1+sdZEUWjUbZuXMnBoOBGTNmpHzur8LYkByzJrtOQBRFXtjj4s2j8YL760slwT0YQRC46aabeOmll+Rld9xxB//xH//BOeeck/A5p4Lf7yctLY3LLruMiooKeRYqmUj7pZJecnIU0a2QNDo6OuIiDgZXDdP3P82fosvZJ5bKyy9T7eCR8JcQjPvB3ye6l3g/4aycs076Hlqtlq6uLiorKykvL0/+h1BIKURRlIV0JBKhq6tLblvs9/sJBAKy2I6dZbFYLFit1ilzAni31kckZpLostLEJ+oZM2ag0+n49a9/TV1dXcJt1q9fzze+8Y2Rd9MURWytH1FQ+TxGV23CTQLGXBrnrKE7/2IQkltEJQjCSW1GB6JWq/H7/XHfuSTcpW6cdXV1NDU1odVqUalUsqd3eno6xcXFcdF0hamJ3W5n+fLlbN++HWDSxPdrlR7eqIpPDblnSRoXFQ8/nnvvvRe9Xs+6deuAvkDCPffcw913383tt9+elLGdf/758v0f/ehHSXnNgWg0GjIzM9mzZw8dHR2UlJSMi7g/HVBEt0JSkHx3Y6ua8w+/SDgKPw1/Tl6mI4hAlDbsWCuuofvtXwGw492/wdfWjOi9srOzqampGZFFocLURRRFPv74Y7xeL4FAgFAoRCQSIRQKkZubK9vNWSyWKS2coqLI2zE5oBkGFWfnJq5ZCIfDPPnkk0MKboCioqIRC25rx07yDz2PpedQ4vfTWmie+UXai69DVE+Ml/BIsFgszJw5M25ZS0sLwWAQv9+Pz+ejra1tkKe3wWDA6XTS3NyMVqtFp9NRUVExpX8/Zzo2m40lS5bw0UcfTYqzxuHOIK8eiG/XfndFmpweNhyCIHDXXXfR1tbGn/70J3n5L3/5S2699daRXzgPw5w5czh06BCLFi0a82sNh0ajIScnh66uLpqamkhPT6e8vDwlZxYnE0V0KyQFjyc+99PgrMbe/D7/F7mEOrG/aPIK1Sf8OboCAMv8VbLobmxsHLEHtyAIZGdnU1dXpxRUnsYIgoDdbicSieD1evH7/eTk5MgRSim1YKoLpgPtQVpiCigvKTGiHtD6vb29neeff54NGzYM+1oPP/zwiNrCm3oqKTj0PGkdnyZcH1VpaS++juaZtxDRpXaLZSktJTY3Vsrxli7M9Hq97HRRUlIS1w1vqv9+znSCwSDNzc3y72AiRbc3FOVn23qJxsxSfWWRlctKTy64oS/X+qc//Wmc4AZYuXLlqGd/huKFF15g2bJl7N69G7fbPa5FjoIgyBHurq4uurq6FNE9AEV0KyQFqWWzRP6Rl/CLWp4OXy8vM+OjSiiRH5eFj1N/4r5OpxvVyU/aNlHhpsLpg9lsxufzkZWVFeeEEQwG8Xq9cXncUi6wdJs2bdqUKOqJdToQgFUl8VPSVVVVI3IceP311yksLBx2G4OrlvzK32Bv2ZJwvYhAV+GlNJXfStCUd/LBJwFRFAkEAkQiEfniW8rTli6wpGLJRIJK6khpt9txu91kZ2fL23o8nrgulmlpaZPeAEkheUQiEbZu3YrP55vwRjMA63Y64xyHzi3Q85kZIxPc1dXVPPDAAxw/flxeZrFY+OpXv8pnP/vZpH2W2IZaR44c4eyzz07K68YSjUbxer34fD5EUSQrK4ulS5cq+1oCFNGtMGYCgQA1NTXyFa0U5f6fyOU003+Vu1RbzebQPAC0Ksjo2C2vO//880/pIKOY9J/eTJs2LaEVWDAYpKGhAY1Gg9vtpqenRxbbkptJOBxO8IqpRW8gyrZGv/x4Ua6ObHP8YXmgVWAsDoeD1atXc+211w5bNKjztpB3+EUcDZsQSJyW1ZOzgr1Z12IuWTLKTzE2jh49SlpaGlqtNk4wS0JbSg2ZM2eOnJ8dmzYSe9zYvHkzS5cundDxK0wearWasrIy9u7dK1tRThQf1Pl4v65/33UYVdy9xDai89i2bdtYu3Ytbnd/WsqqVatYu3YtGRkZSR1nZmYmc+fOpby8nIULR18APRR+v59wOEx7ezsqlYqsrCxmzpxJWlqaYhk4DIroVhgzUm61JIDzj7yEV9TzbPg6eRuzVqB0zjlsP+jFGxa5ptyMt7v/KvhUxbOS133m0N3dTW1trSy6mpub6ejoIDs7W16mVquxWCzY7fYJPQGfKu/V+gjH/IQvTZAHevPNN/Phhx8mfH5nZyfr169n/fr1ccsvuOACvve97+FwOMg98jJ5R15GJSa+CHFmLqZx9u147XNwt7Yy0XMDpaWlcoRMcp6RZjKkLnhpaWnU19fHOZWo1WrC4bBcNJus6XiFqUVubi7Hjh0jGAxO2D7f6gnz60/7PbYF4F/PsWHVnfw81tTUxH333Sf3tTAajXznO9/h6quvHrdI/cGDBzl48CDNzc3DXsSPhGg0SldXFzqdDqPRyLJly7BYLEoAbISk/llJIeXR6XTyCdAUaMXe/D4vRFbTQX/18rXlZq4qt3B+kYk/HvZww2wz+/39hR1/+9vfuPLKK1m+fPmI39dgMODxePD7/SnnuayQHERRZPfu3fT29hIMBvF4PHi9XnJzczEYDMyaNWtKH+zfO96fWpKuV7Ekf3CNwrJly3jqqad49tln6e3tpbW19aSv+/7779PT08MffriGgsP/k3AbT3o5jbNvx5VVceofIAlIF0oDkYpmJe/t7u7uOHtBURTp7OyUO15C3wzI22+/LQtz6SY9lvyFpZtarcZoNKLT6U6bGoEzjfr6elwuF3l5E5MOBfDyXjfecH9q43WzzczPHll9UVtbW1wjuR/84AdccMEFSR9jIpIx+9fW1sbMmTMpKSnhww8/JC0ttWs+Ug1FdCuMGbVaTVFREcePHyfP2deYY3t0jrzeohX4zMy+CJ7NoObWhX07aUVFBStWrJCjeE8++SS///3vRxyxSktLw+12s23bNhYvXqzs/FMUURSpqakhGAyiVqsJBAJUVlYSDofp7e2lt7cXl8tFWloa06cP34xlqtHl7w9zz8vWoVElFnwrVqxgxYoV7Nq1izvuuGNEr+12u9H6uxKuczkWUXXu44gq7egHPUFIUe3hyMzMjHvc2tpKWlqanOMfiUQIBoOyu1IkEsHv9+NyueT0FZPJJBdaSjej0YggCIiiiM1mS4luhwqJyc3NpaGhgZ6enjE1fRkNXb7+PG6NAJ+dM7L5Ib/fz5Yt8fUUbW2JPfGTyQMPPMDf//53ZsyYMabXkeotSktLp8RMYioydUNECilDNBqlpaUFk8mE5USe9lExX14/I0OLUZO4AOq//uu/5GKLuro6Nm/ePKr3lk7KH374IbW1tUph5RREFEV6enpkq6lgMEhjYyMtLS243W65i6HX6+XIkSM0NTVN9pCTxrS0flFZ3zt8FOr48eMjFtwajYYnnniCrsJL8VmKBq23du5m9gdfw+CsGd2AU4jOzk4qKys5evRXe7V+AAAgAElEQVQoNTU11NXVEQqFaG9vp6enB7fbLRfbQt+xQq/XY7PZyM3NJScnh8zMTMxmM1qtFkEQiEajBINBnE6n/PyBzkwKqYWU4qBSqWSP9vHm3IL+mdWwSFxjq+F48MEHeeGFF+THWq2W+fPnJ3t4g3jiiSfYu3cvr7766qj+R6Io4vV66ejooL29ne7ubvLz85XZoDGgXKoojJmenh48Hg/ZWVlYO/cQFlXUiP1TfSWaDojaQDU4amW327nhhht48cUXAdixYwerVq0a1ftbLBaMRiMHDhxArVYrUakphkqliquo37x5MwsWLGDv3r34fD45nUDqKhkIBDhy5AjZ2dkTFtkaL8rsWg6091ndNTjD+MNRDAkuUF944YUhczHPPfdcrrvuOjIyMrDb7TgcDnnWJwpUnv8M0w78nMz6v8U9z+Q8ypwP7qap/DZay24EIfVzoiORCFVVVXIUXGr1HltQKbnZqFQq9Ho9drudiorJTaFRGF90Oh1z586Vu5GON5eUGHn1gJvAiY5Wf63ycMF0w5BitKOjg927d/P+++/Ly2bPns33v//9CWnytm7dOvmC/dFHH+XRRx896XN6enqIRCLY7XaKi4ux2WxK7nYSUES3wphpaGhAp9NhcB9HG+yhWswlFPPTKm3bxP/uzyHXqmW6TcPMjPgmG3Pm9KeitLS0nNIY1Go1mZmZHDp0iOzsbMW/e4rjcDhYsWKF7EISDodpaGiQG59IaQL19fV4vV5mzZo1JaMvZfb+9I4oUNsTJtB4iDvvvJNIJDL0E0/w9NNPc9555w27TVRr5viiB+jJO5+iPT9BG+hPOVFFQxQe+jXpLR9Ru3gtqXJKkL5rqYGN5GAiuSRIj6Wc7GnTpqHT6dizZw+LFy/GaDTKOdqKSDi9kaxCJzIf36JTcWGRgY0n7D6PdYc50hWi3NF3bmtsbOSTTz5h9+7d7N69m4aGhkGv8fzzz0/YeWrx4sXMnj2byspK2R0lGAyi0w3d8CoUCrFkyZJBKVwKYyM1jrAKU5ampibq6+vJycnBevw9AI6KBXHbBA2ZvHbYB/hYmKPjPy6It0SS2noDY4pcSjlmjY2NlJaWnmRrhVTkyJEjeDwePvroIyKRCC6Xi3A4LOfjSrm54XA4LpWosbER6G8FbrPZpkQUvCwjPqf6j2/8jT8888jInltWdlLBHUtvznkcuOh5pu97ioymzXHrLN37mfPeHThnfRdychI+/1SJRCI0NzcTjUbjItLS9ycIAkajMe77lDqQhkIhfD6fLLgH2gWqVCq5uFSlUhGJRNizZ48suhctWqSI7imCtF8P9NuX8vL9fj+BQIBgMEggEJDvi6Io599P5Hf9mZlmWXQD/LXKS6Cxkpdeeon33ntv2FTHlStXTnhgSJopS09Pp66ujrvuuovzzjuP++67L6Gftlqt5pNPPpFnixwOBxaLBZPJpBgXjAFFdCuMCenKWRAEzF0HAKgW46vIfcZccPXdz7UMnsI+duyYfL+srGxM4zEYDHR2diqie4qSkZGBRqOR8walPNv29nZZfANx4ltqliOJtEgkglqtnhKiO9usRquC0Il6yrqmkRdV/eIXvxj1+0V0Nmoq/gO3YyHT9z0Vt04d8TOn7mWqZ6wc9esORWVlZd9rn0gHibX7i3UWGSikLRaLbAGpVqvJyMiQo9aJBLjEnj17KCsrk38DiuBOXerq6mhpacHv9xMMBod11pBmNWJvJpMJq9U6aTNcOWY1mUYVHb4oYWcHrz32BP/XcCDhtnq9nnnz5rFo0SIWLVrEsmXLJni08QGtTz75BEEQ+OSTT9izZw/nn3/+oO2liHg4HKazs5OamhoikQgGg4H09PQJdYs5nVBEt8IpI/npSm1fVdG+gqUI8cLaL/R32EvTx58Eo9Eou3btkh+Ptbra5/NRUlJy8g0VUopwOExtbS0+n49QKER1dXWcrZZkDRkrxgVB6EtrOhF1iUaj6PX6KeXX/N5xnyy4xXAIg2ZkhcDz5s07pSYaqpCHnOoN5FQnbicfUQ093XwqlJWVEQwG48SxFJWUboB8X5rRaGxslEW5SqWKmw2TiI1sSgLc5/NRXV2NwWBg4cKFiuhOYTIzM1Gr1bS0tMg+7Wq1Wm6UlMr4wlEe/7CHDl/fztvzwUv4Bwjuc889l2XLlrFo0SJmz56dUp/J4XDIrikLFiwAkIuOB84iCoKAyWSiuLgYi8WC2WzGYDBgNBoTps0oDI8iuhVOmcOHD8dFGcK6PvFtl8LaJ/AFQvL9gZZoW7dupba2FgCTyTTmSm5RFJXWs1MQKU3J6XQSjUbp7u7GbDbLvy+r1YrNZiMSiRAI9DkFZGVlTSmBPZBAWGT9Pje+Y5/QtuFhQKRuBM8rKCjg9ttvH9V7CZEA2bWvk1u1Hk3ImXCbgCmP/SV3ksy9R7Lgi8XpdOLz+eKm1weKcCmPdOAUvSTYw+EwHo8HvV4v2/3pdDpCoRC5ublyJF0hdTGZTJhMJgoKCohEIjidTrq6uqiqqsJqtaZsCoM7GOUHH3RzpKv/vGbMLmagx83Xv/51Zs+ePbGDGyGx4zp06BBFRUUEg0EyMzMpKirCbrej0+nkfWsq1sukKspRSeGU8Hg81NXVkZWVJS8L6/ocEzKE+JO6L6bl3kDRXV1dLd+fO3fumNvHiqJIb2/vlEgtUOinoKBAFmH79u1j/vz5cuQzNp+7ra0NjUaDy+WipaUlrhBIo9FgtVqnjNj6yxEPXf4oXe88D5w8wn3HHXfwxS9+EbN55D0jhWgIR92b5B15BV2gM+E2Qb2D5llfpHP6Z/C2d41adEciEdrb2+XcWinqLD2ORRRFgsEgVqsVs9mM3W6Xtx/q78AoeewttnjOYDDw8ccfp6zQURgatVqN3W7HbreTkZHB1q1b5eZFqUSvP8LD73dTG2PvadAI/Nf9X6FyaRaPP/64vDyVf4u5ubl861vfYv78+axbt46tW7eydu1aVq1axdGjR5k9ezbFxcWTPczTkqlxdlJIOdxu96B8SinSnSEMiHSH+gWFJuYcHA6H2bdvn/x4586dci7mqZKRkcGePXuwWq2nNP2uMDmo1WpyThTwHTp0iNzc3ITblZaWEo1GCQQCcvOTSCTCsWPH8Hg8NDY2kpOTMyj3N9Xo9kf4Y2VfbMxYWoGra/hpWpVKxfXXXz9ywS1GyWh4m/wjL6L3NifcJKxNo2XmTbQVX4eoPvWiLqljpF6vj3Ma0Wq1g3Kvpfs6nU5eV1ZWpkTSFGTsdjvp6emyI0mq0OGN8NB7XTS5+12FLFqB7620M8uhY8GNN/LRRx/xwQcfAIzIfWgyufnmm+Me//73vycnJ4elS5fS1tamiO5xQhHdCqNCEjhHjx6Vc7klZNE9ML0k0n9CjY10P/jgg7zzzjvy47HmYkciEbq6usjPzx9VNFBhaqFSqTAa++sEpOY5fr8fh8MR14Ew1gVBugHMmjVrsoYPwO8OuPGf8PjNWHUH//K5fyLTW0draysff/wxe/bsids+Go1y/fXX89vf/pbCwsKTvn7Rnp8M8uWWiGhMtJbeSGvp54hqx76fSMIoFArJHeukm9T1MVZ8q1QqQqEQKpWKYDBIUVERGo1GEd4KMjabjYaGhpSxfu0NRPn+u120efuFdLpexfcvsFOcrsXlcvHaa6+xe/duef1UKeZ/6KGHePDBB9mxYwff+ta3eO6551i5MnnF1ArxKKJbYVQcPHiQ+vp6srKyBkUQw9q+9BL7gEi3P9q/nfrE3Wg0yrvvvisvP+ecc3jooYfGFNlwuVzY7XbOPvvslIxuKoyN/fv343Q65WIfyR5QFEU54j3QBUOtVg/KSZzsXNFQRGRzbb/VWIFVzZcvWYhatQiAbdu2JXxeIBCgoaHhpKJbFfbhqH8r8WuY8jhy3k8ImhLPJJwKGo2GwsLCuAIsKTVIyr8eqnBSpVKxadMm+fsC5PuxLidS0yvFMeHMoLy8HJ/PR3d3N3a7fbKHw5Y6X5zgzjSq+M8LM8jQhnnqqZ/zhz/8Aa/XK69PT09nxYoVkzHUUSG5kXzjG9/g5ZdfZuPGjdx+++088cQTfPvb357s4Z2WKKJbYcS0tbVRV1dHTk5OwqiUqO4rmDIQjFseFvu3jRXdsUVSP/3pT8cshmw2G62trXR0dJCdnT2m11JIPUpLS+nt7cXn89HV1SX/fqScb0l8BwIBfD4fLpeL9PT0uO2kLoWTSW1viGB/mQPXlptRn5gBamhoiIuWxbJq1SqWLFly0tePqg0ETbkJ00r03mbmvHcHHUX/RFvJ9YSMWQleYfRItRjRaJSmpiZ8Ph9GoxGj0RiXSjIw4h3b9CY2N1vy2Y59TiqIL4WJQaPRsGDBAt5//33C4fCk12l4gvE1F49c7MAk+vjXf/0WO3fujFuXkZHBj370o2Ebz0wGoiji8/nw+/2Ew2G5JsJut7N8+XIuvfRS+aJ269atkzza0xdFdCuMmIEnx4GI9C1XE41bHqE/6qw58VyNRkNBQYHc1GTz5s1cccUVYxqfIAjYbDaOHj2qiO7TEMntABJP3dbU1NDT04NOp8NsNssi3Ofz4fP5ZC9vi8Ui5x5PRkrD0RjXA4Byhw6fz8eDDz4o54MmYvr06SMTH4LAkfOeZPrep7C1bx+0WhP2kHvsVXKqf09X/sW0lv0zPtvIrDoHRqpjL5xFUZQbmEjt2aWUk9jZhoH+2kajkTlz5iizUwpx6PV6cnNz6ejoIC0tbVLHEor2/87VAmiDTu6+917Zhx76jkm33HILV1xxxaRf2A+kt7eXQCBAZmYmBQUFpKWlydZ/0n547733yttXVFRM1lBPexTRrTBi7HY7Wq12mMhDYtGdK3STnj+TsKgi09SfPnL11Vfzq1/9Cuhr9HHRRReNOdptNBppbW2lvb09zllF4fRHFEW8Xq8c9ZaWSS4IUk631GhH6nZXVlY2oR66saLbqBHIt6r55S9+PazgLigo4PLLLx/xewRNeRw99zEMrhpyjm0go/FtVNF4sS+IERyNb+NofBunYxGtZf9Mq1gUt013dzcdHR3o9XoMBgM9PT1x+doD87fVajW5ubny8UES2NL/OxqNEgwGBz1fQWEgoijS3t6eEvU54RjRHems4447fixb3UKfYP3Sl76UUnUJoijidrvx+Xzk5OQwc+bMYe1077zzTrlr5fe+9z1KS0v5whe+MFHDPWNQRLfCiFGr1cycOZODBw8OEUlOLLqnTSvl2iXpoIo/ud54442sX78ep9NJY2MjGzZs4Itf/OKYx5mens6ePXu44IILUm6KT2H8KC0tHRQBP378OI2NjQQCAXk6VavV4vf75WLLieZod7/dWJldS0N9Pb/5zW8GbVdcXMz999/PtGnTKCgoOKUTut9awvFFD9A4Zw1ZNX8iu/ZPCX260zp3k9a5mzxDPm3h2+guXAUg/3+kWS6HwzEoPUSj0WAwGCgsLESr1eJwOEY9TgWFRMQ2X5tMwlEIth+n96NX8VZuQbL4VKlUPPjgg1x33XWTO8AYotEovb29hEIhsrOzWbRo0YgsdBcsWMBbb70lzzhLqXmpdCFxOpByolsQBDWwA2gURfFqQRBKgFeBDGAn8C+iKAaHew2F8aOgoIDjx4/j8XjkCITBdbwvkla/ldci57MxEp936jXlDxLc0LdT33333fz4xz8G+iyLbr755jFPM+v1epxOJy6XSxEAZzD19fVUV1fj9Xpxu91YLBa5KE9qtiMIAoFAAL/fL7ceH098oSiNzn7RPSNDy1133TVoO7PZzIYNibtGngphfQbNs2+jZcZNOBo2kVP9ewyewTaFFn8Tll0/4LDPSUveZeh0OnJycuK6RUozBD09PZjNZjmfu66ujsWLFydtzApnJlKvhfr6erkId7KF38EP/07zCz8m1k9fo9Hw6KOPcumll07ewAbg8XjweDxMnz6doqKiUfe9uPzyy+nt7eWvf/0rV155JQCffvopZ5999ngM94wk5UQ38A3gECAlcT0O/Lcoiq8KgvBLYA3wi8ka3JmORqPhrLPOYud7fyW7ZS+B45+wpdfBxugStkWvGNQCHkCvGfqAec011/DMM8/g9XppbGykubmZgoKCpIxVsodTODOxWq1kZWURDofl3GKpyY7kdhKNRvF6vXg8HoqKisY9F9MdEuXTtihG+fPP/o329vZB2919993Jf3NRRO9tQhNyEdYO3wInrWMXDVkXxxU6xnpwq1Qq2cFIqqVIS0ub9II3halNZ2cnBw4ckLuNDlW0P9FUf7qZWME9f/58vvvd71JeXj5pYxpIZ2cnBoOB5cuXj2l2IC0tLc4l6IMPPlBEdxJJqSOkIAiFwFXAD4BvCX172yWA5OL+IvBfKKJ7cvD1IB78M02f/IN9DSp+EqnggHjBSZ+2JG9oIWMwGLDb7bLdktvtTtpwldSSM5vW1lZ6enro7OyUK/ZFUcRoNJKeni43cMnOzp6wnO4MowqHUcXx7Zvo2vQLxJB/0DbTp0/nqquuSsr7CZEgls49pLduxdb6MXpfy0mfIyJQpZlDc3PzIAtGqbGN0WiUc7J1Oh1Wq1UpXlYYM4cOHQJIqd+S3+9nYNyofPbslBLcAFqtFo/HQ1VVFSUlJWRkZJzyBctFF13EN7/5TX72s5/xzW9+k+XLl7N06dIkj/jMJKVEN/Az4DsgdyJ2AD2iKEohywYgOWFQhZER8hM5vJEd295lY02EjZHF1Iv/PKKnCkC5QzNspHvPnj2yg4lKpUrawVYQBHp7exWbsTOY8vJyCgoK2LdvH93d3QQCAQKBgGyXJeUjT2QRpVoQOC+tl51v/vegdaWlpdx5552cf/75Yyoo1gS6sbVtw9aylbT2HagjvpM/CQho02lJW0RTzsU0i3mYdTp0Oh0GgwGbzUZxcTEqlUp2QZjI/5vC6Y9UZJtKv6u2tjbuuOMO+RwloTVMfnGnhCiKBAIBotEogiDQ2NiI0+lk4cKFp5xeGQ6H4+pM9u/fr4juJJEyolsQhKuBNlEUPxUE4SJpcYJNxQTLEAThTuBOgJycHDZv3jwew5Rxu93j/h7jzZCfQYxg7DrI8ePH2N5l5J3wWXQxsrw1NRHmW/8/e+cdHkd59e17tq92terVkixbltxlGxwbYzAYsCmBYMDkoxhsMKEmToBAyBsSuiGEhBJKYkIJPTQTSiimuRtw77KsYhWra7u2z3x/LDvSWrItyeqe+7rm8swzOzPPyFPOnOec32lhYkYsExMhVhcCVxN1HTiwN2zYIMdzQ7hAjt/vp66urtPnEAwGO/y9JEns2LGDsrKyATE8eSQG4bWULAjCxjbLyyRJWhZZONZ7saf/HpIkySXKY2JiCAaDuN1uObykp4vlHO6ajPTl8+fuadf+8ssvy2o7drsdu93e+QNKErGeSlJtm0m1bibevR+h48dkO2zG4dTFTaE+4QQcppGExPBIQFIbD7cgCLhcLnbu3ClvV1RU1Pn+9SGD8F6Kohv979V7sSfp7LlZrVYcDkefPrcPd89+88037QzuuJMv45RzL+7Se6qn+xaRQ40QKSKl0WhkXfwdO3Z0+5j19fXy/q+77jqSk5M7/L8byPdbP/TtiPdiBKGtzmp/IgjCw8BVQBAwEI7pXg6cDaRLkhQUBGEGcK8kSUfUzpo6daq0cePGI/3kmPn22285/fTTe/UYvU27c5Ak1nz0Eq9urGeVPx8PnTNG9PiZkeBial46k7LiidEePRHSbrfzs5/9DLfbDYQL2yxbtoy8vLwunUNdXR1paWkdrmtqaiInJ4cxY8Z0aZ99zWC7lgRB2CRJ0tGrtNC9e7Gn/x4tLS3s2rULURTxer04nU45GTDyryiKjB07tkeOd7hrsqWlhVmzOg7HeuG/XzFpWBfjMCWJ5IpPSC9+Hb2ncwZASNBQGzOGmthJ1MVNxqdPjirXHgqFSE5OBsJD/IOllHWEwXYvHUpX+9/b92JP0plzs1qtfPfdd8TFxfVpeODh7lmXy8XChQs5cOCA3GbIncLfHn+cadldS1Lsyb6FQiG5QFgk9j01NZXY2NgecSJIksRLL73E4sWL5bbKysp21XAH8v3W133r7L04YDzdkiT9Hvg9wI+e7t9KknSlIAjvAPMJK5gsBP7bb50cyogir77wOH8sGQN0bMQCTBDKmKveiEprZLfhBE7My2RcTjY6dde8Ert375YNbpVKxYsvvsjw4cOPslXXSEhIoLy8nOHDh2M0Gnt03wqDh127duH1emlpaYlSQ4gYmpIkHfbDrSe56KKLOmyPKTiZlVUik7oYOGdu2s7w7X876u+8mjiqYiZQGzeZRssERLVBPm9Nm1htCA/xO51OVCoVfr8iEqXQt2zduhWTyTRg8nHMZjOvvvoqDzz8KCs+/RgAb/kWXvj7Y/zkz/f02yiqWq2WR8YinvCKigoAhg8fTn5+/jGF6QiCwLXXXktFRQX33XcfAA888AC/+93vBt2H+EBjwBjdR+B3wFuCIDwIbAFe6Of+DD1Ekf++9Ah/KpnY4WodAX6veYMzDEXoc6bRnHUeHstIZhzDA6epqUmenzp1ao8b3NBamKOmpkZ5UBzHtI1FjHi2Q6EQjY2NVFdX4/F4qKur65SW7bHQ9ppvS+zUn1HlDHW47kjojuDdbrGMojn1JPYxEim9EI02POSc9mMM++jRo2UPd2RSq9WsXLlywHquFIY+KSkp1NfX93c3ooiJieH+++5hkzOW5jVvArDp64956eXhXHvNNf3cu7CiWEStRJIkqqqqaGhooLCw8Jhzmu69915uvPFGMjIyWLZsGcuWLWOgREcMVgak0S1J0rfAtz/OlwLT+rM/QxoxxNf/foDbi6cg0XFYyPREDydMOJvG1DtA6JlSzePHj5fnt23bhtVq7ZWkR4vFQkVFBSNGjBjwsd0KvUcwGGTz5s24XC4CgYDs7Y7IB+bk5PR6H+bPn9+h9nbdG3eRbf4zcGaX9mdPO4mALg6tvzX+W1Rp2TPrH3hjRwAQam4mFAwRCEYnUzY2NsrzEY9/JJEtFArJIwEKCn1JQkJCuxjqgYBWJXDxgsW8UX+Aln3rAHju2WeZc9ZZZGdn93PvWhEEgaSkJDweD+vXrycrK4v8/PxjGulNS0vj5JNPZt268Hm//PLLLFq0qId6fPwxII1uhb5BEEN8/8ofuKloOsHDXArT0gSWnJpPsIcN1hEjRjBq1Cj279+Pz+fjqaee4k9/+lOPG8Y6nQ6r1UpTU5Mcq6ow9Glubmb//v1y+fGIVrfNZkOn05Gent7nQ9h33XUXF198Mc8991y7ku++5q4bGiGdhfLJvyP/+/+T21RigIx9r1F2wt0gCCQmJh51P4FAALvdTmNjI2azmS+++EIuzx4pJhT5Ny8vr1P7VFDoDoIgDJiCOIcyWVPFC+Vb5GUJgUCo7yvadobIh3RxcTEtLS1Mnz69239PQRBYsmSJbHTfcMMNXHHFFQMmBGiwoRjdxyuhAKptr7C47nx8tL15JCKiMTPzElk4ogVPS4tcfbInueWWW7j11lsB+Oijj0hOTubmm2/u8YetxWJh586dzJgxo9eLnygMDBISEhgzZgzBYJDq6mpUKhVer5f4+HhcLpdc7S4lJaVPjMidO3fy5Zdf8t577+HxtJfwM8YcuVjN4XCknUTdiItJK3tfbks8+A2OlKk05Zx72O2CwSD79++Xjeu4uDjy8vJobm4mLS1NbhdFEZVKxbBhw+RKngoKvUV6ejp5eXmUlJQMmMI4Ef719BNI/vC9K2j0JJ27hH2hFAZK4KLP58PhcCBJEmazmZEjR5KUlERsbOwx/x0vueQS/u///o+lS5fi9/vZs2cPI0aM6KGeH18oRvdxSvlbv+U3dWfjJEZuUyEi/hhiMiHTwj+v/gmS38OGDRtQqVQ9nox4yimnMGfOHFasWAHASy+9RGZm5mETzrqL0WjEZrOxceNGTjzxxB6XiFMYeAiCgMViwePx0NLSIhfHEUURURSxWCxIkoTf75crQgYCAVpaWkhISMBkMvXYdfLll19y1113Hb6vuhgyR0/q9v4rR1+HuXEbJmeJ3Ja14ykOSBl4YlqzMwVBkOMxJUmSPzYi7Xa7nVAohNVqlcNLtFqtXPxGqTap0NuoVCpGjx6Nw+HA4/EQExNz9I16md27d7Ns2TK2bt0qt6Vd8TD6jALe3e1i9nDjEWtR9AXBYBCbzcaUKVNISEjo8XecRqPhnnvuoaGhgb1797Jy5UomT57MrFmzWLlyZY8ea6ijPEWPR6o387ddJppolSgz4pUlAofpvby06EzMeg3oYxkzZgy7d+/ucaNbEATuv/9+PB4Pa9asAeCxxx5jypQp5Obm9uix4uPjsdlsrF69mnHjxpGZmTmgvCgKvYPRaGT69Ont2iVJQpIkRFGkpqZGjmWOyAm6XC6amprweDykpaV128NbVVXVzuBWq9VcfPHFrKnX4kGHafzpxCV03tve1NSE1WrFYDDI2rzb8pcwfeudqEUfABrRx0mqHTB7gXydt9XdPrQtwkCWAFM4PhAEgZSUFHbv3o0oipjNfSPNdyiSJLF06VKWL18e1Z6RNxZdRgEAVq/I5lofM7L6zpETCATw+XzyMysSijNp0qSo8u09jU6nY9mysOz01VdfDcCqVasQBAGr1drriehDBcXoPh5RadASjGry0yov1BIQMXrrwZKD2+2mpqam16qEabVaHnnkEU455RQgPET25Zdfct111/X4seLj4wkEAmzbto3GxkYKCwsVw/s4JWJsSpJEbW0tgUAAv9+Pz+fD6/Xi9/tlj3d3QqtCoRB79+5l4cKF7dYtX76c1PQMNr1fh+5HIQCLvvNJi/Hx8bS0tOByuWSj26dNZF/25Yw98LL8O7WtFI0STqUwCMnNzSUuLo7S0lLq6+vRaDTExLuipvsAACAASURBVMT06ShlU1NTO4MboKZkD4b//BFD9gT02eOxF54Inaxp0VVEUSQYDFJfXy+/q4xGIxaLhbi4OMxmMwaDAaPR2KeVPJ9//nmGDx/Ogw8+CMAbb7zBRRdd1KtG/1BBMbqPRzIK+d00Pdu+q2K/FBa7D6EGJDSEeEb9N0yv2jhw6t/Y3RT+wu3Nr1ifzxe1PGlS94faj4ZWqyUtLY3q6mqSk5MZNqyL4sgKQ4ZAIEBJSQl6vR6tVovRaMTj8aDX67Hb7dhsNkKhELW1teTk5HR6qLumpobrr7++QxWG2bNnk5mZSZUjSKiN8tYwS8ePYlEUqa+vx2azyRJ/kcTGzMxM9Hq9/AGh1k+E1hoeqMVgh/tUUBjoCD8mAScmJuJyuaipqaG+vl4OBVOr1cTExMjXf2+QlJTEzJkzWbt2bbt13vIteH9MqrzvHR3vT5zAlClTmDJlCoWFhT0WFhMJBxMEAY1GQ0pKCunp6ZjNZmJiYvrNaaTX67n//vtxOBwcPHiQW265haeeeoqtW7cq4ZtHQTG6j1NSL7yfvzb9hgf2u9kojf6xVSCEmv3SME527ibz82vwnHgv7vifHHFfx0ptba08bzKZmDq1UwXWjonExER2795NUlKS8pA4TvF4PDQ1NclDtG2VTtqGnwBdks978803OzS49Xq9PIJT7Yw2iLNiox/FwWCQAwcOEAqF0Gg0GI1G2asdMboB/H6//OJ1ewNR+xADHtSd7rWCwsDEbDaTn59Pfn4+fr8fl8uFzWajrq6OxsZGJEnq9ojUkRAEgSeeeIKKigq2bNnC5s2b2bx5c9T7CiAQ8MvrIpxxxhk8+OCDx6zwEbnXU1JSCAaDNDc3c/DgQSAcZ52QkEBCQgIWiwWj0YjRaESt7pu7XhAELrroItxuN42NjXz77bcYjUaqq6vJzMzskz4MRhSj+3hFELDmXcRrk2r41fJNrAidCIRlkP4UvIY6KYHfSm9T8MMf2Dj29wgjT0fVS1/VbdUj3G4333zzDWeccUavHCuCVqtFEAT27NlDYWFhnz2oFAYOFouFadOmsWXLFlwuF263G0mS5LLwgUCAvLy8LicQHioHCGGt29dff10eMTrU6B4W2/4YgUAAvV4ve7chbPwnJCSQm5tLSkpKtKfroCVcPuxH1JLi6VYYWuh0OtkDPnLkSAKBAE1NTRw4cID6+nrUajWJiYk95gEWBIHhw4czfPhw5s2bB8A1r+/g4L4d+Cp3ItXsxt1Q1W67r7/+mo0bN3LyySf3SD8gbGRbLBYsFgsQDmHzeDxYrVZCodbiWrGxscTHxxMfH09KSkqvS/tNnTpVro4JYLPZFKP7CChG93GOYerlPBf3FX985QveDMyS258JzSOImgXqFfxqcxqTKnZz/enjemU4KyUlhWnTpvH9998D8Mc//pFJkyaRlJTU48dqS0JCAnV1dWzfvp1JkyYpxUCGEDU1NVRWVhIIBOQqlBHvdVsPdmQ+0t7W252VldUtxY7Fixfz3HPPRbXV1dVRVVXVanQ7Wg1ii15F7CEx3RqNRi7FrlarkSQJtVpNIBCgoaGB5uZm+beRezK2pZK2r3hfcyUbP32bYExalNb2hAkTejwpWkGhP4jEesfHx+NwOAgEAoii2GtOlCZPCIcuBfOEMzBPOIP/N95MTOm33HvvvVG/y8zMZMyYMb3ShwiREJu2oSwRRabKykrKy8s59dRTe93ofuqpp3jnnXcA2LFjB+PGjevV4w12FKNbAU3+mSy9OYW05//FEy1ny+3/Cp3HP0MXAPBFI8y1BxkR3zvJGkuXLmXRokVUVVXh8/lYt24dF1xwQa8cqy0pKSnU1NSQlZUV9bWuMLhJSkqK8lpHDO9AIBD1b8TA9vl8aDQauUR8KBSivr4eq9Xa5Ypz559/PjNnzmTBggVR7YsWLWLJkiVcffXV1LlbPVMZ5o4NhIKCsEKCzWajsbERlUolfywAUSXcVSoV2hhL1PZ6v5UZG3+FfeI1uAqvQdCZ0Gq1SjiVwqDG5/PhdDppbGykpqYGr9cre4F7W9by4CEjVBlmNfYOfvfggw/2SxEpQRDQ6/X4fD7S0tJobGzE4/FgMBjQ6/W9EgO/Z88eeT5Sjl7h8ChGtwIAQkYhF55/Ic+87SLw42URSws2wlJpegIkG3svBCM+Pp558+bx9NNPA/DDDz/0idENEBMTQ2VlpWJ0DyF0Ol2nhzi3bdsm63i3nSKe5uLiYoLBIGPHju308ceMGcP999/P0qVL8Xq9cvtTTz2F2WzGnDZbbrN7j1zVLqKy4vV60Wq1shc8oqMd8WCL6iz8+iR0viZ5W1XIS8LW50go/Qjm3AcTLgFFsUdhkBD5IPZ6vVitVmpra3G5XEiShE6nw2QyyeEWfUG6WYNAuIQcwBf73ZzRQSz5u+++S2FhYZ/161DS09Pxer2UlJREyQoKgoDZbCY2NhaLxYLJZCI2NvaYPsRPOeUUWeUlJyeH7777jmnTpvXUqQw5FKNbQeb+r2oJ0KpSIqq08KM9MG+k0G4IvKdpe6N+9913fVYK2Gw2U1dXh9frVbyAxxlNTU34/X5ZJaBt/LTP55OHq7VaLXV1dSQlJXXam3beeechimK7oedt27ZRMH8OPxwMq/bUuUN4gyIGTcf3l8FgICEhAZvNhtfrle+JtsPLarWaoErFzin3M3rnY5hcZdE7cVTBe4vh++fh3Ecgc0pn/0QKCr1KRHc6Ylw7nU4cDgculwu/3w+EwyY0Gg0mk6lfnSMpMWpOyjKwrtyBa+fXrPjhAz5tjo7pFgSBmTNn9lMPw2g0mg71zSPhJ5EPmEgseFpaGsOHDychIaHLYZbz58/n9ttvl5dXrVqlGN1HQDG6FQD4anct3zS1GtyZNHJQTAYgTi9wQWHvJ0aMHj2auLg47HY7TU1NlJSUMGrUqF4/bsSIiQzDKRw/xMbGkpGR0a5wTFsdb0mS8Hg8lJaW0tzcTGpqaqf3/91337VrO+GEE0iMa330SkCVI8SoxI5fdmVlZeTm5pKTk4NWq8VkMqFSqaIK27TGq4/GMfF0AnveIXbjk6i91uidVW6AZbNh8pVw5p8gNq3T56Kg0JNUV1dTWloqly7XaDSyNJ5er8dkMg3IcIWc5k28/dzDiC22qHaNRsM555zDggUL+uS91R0i4SeREbLISEJpaSmVlZWkp6czefJk9J3U99+9ezezZ7eO2j344INRBrhCexSjWwFvIMR9H7TKHgiINNNage/84WDU9n6SoVqtZtq0aXJZ+P/9738sWbKk148bQSmUc/yh0+nIyso66u/cbjfbt2/vsq77/Pnz+eyzz2RPOsBXX33F7aefF/W7CnuAUYkd50uYzWZqa2txOp34/X4yMjL4yU+OIuM57FaYeQ2s+gt89w+I0uyWYOtrsPsDmPVbmPFLUPddYQ0FBQh7V/V6PQ0NDXJVWAgXf+ms0dcfvL7sqSiDW9DFcP6FF3HTNVd26YO8L4hU1w0EouVE1Wo1JpOJ+Ph4YmNjZc3zyNRZ2iasLly4kNdff51QKMSf/vSnHjuHoYZidCvwyvpyKhytcaXDaKSK8MMjx+jjIt02kM4HofcN77lz58pG99tvv83111/fJ95no9HIrl27mD59eq8n4ygMPoxGI4mJiZSXlzNixIhObzdp0iTWrVvHjBkz5Da3201mrAa1gFwgp8JxeHm/yEdBKBSiqqpKVlw56jCwMR7OfghOvAa++APs+yx6vd8FX94LxV/Cz18BU++qBSkotEWj0ZCcnExycjJjxozB7XZjtVrZuXMniYmJA/Y5nJSUFKXDn3Xzy+hyE0hNTejHXnVMpGrt2LFjMRgM6HQ62dPdE4wePRqPx4MkSUyaNIni4mLuueceCgoKuOyyy3rkGEMNRSNNgfUlTVHLEYMboMKj51+7Ydy3i0mo/gqk0KGb9yhtY+G8Xi92e0e54T2P2WyWY2YVFCL4/X7Wrl3LihUrsNvt3RoN0Wq1shIJhGO6t2/ZTHJMq5eowX30+0qtVuP3+zl48CBffvkl69evJxjshBZ38ii44j+w4D1IHt1+/YE18PxsqNvdqfNRUOhpIgl+2dnZ5OXlYbVaj75RHyNJEt988w3bt2+X2wStAUGtYUutj5AoHWHr/sFisWCz2dBqtSQmJmI2m3u8XHykDP0bb7whJ49efvnlPXqMoYRidCswb8owBA7/wDDixeA8wMjNDzH+m2tJrFoBYu8Y30VFRfJ8enp6nw3X2e12srOzO0w+URiaiKKIzWaLmpqbm2lsbKSuro6DBw9SXV2NSqUiGAxiNpvJzc3t1rEOTay64YYbsHtah3zjDJ17FOfn58tShx6Ph5KSEsrLy6murqauro6GhgaampqwWq3YbDbsdnvrlPITAtd9C+c+Cob46B3bDsALc0hqbB+DrqDQV0RyeWJjY4/+4z6kqqqK3/zmN9xxxx1ym0qtJnHuTQgaHSEJrEdRIeprWlpaaGhoYPTo0SQk9L4XfurUqaxZswaAkSNH8sknnzBy5EiWL18eFV53vDMwx28U+pQLJw9jZLKJpz5YyYqq9pfEcnEWJf5h/EqznLNcmxmx5WFsu78kfsxsmrPOAlXPXUY+n0+ez8zM7LM460AgQHp6ep8cS2Fg0NzcTFlZmazh3Va32+FwyIVptFotKSkpx1RmevHixbz00ktRbc6mWrQJ4QTllJjOy3FGDH+v10t5eTlerxe/308gEECtVmM0GuVkS7VaLU8qlYq4uDhGT78hLB349sKwlzuC38WEnQ9DmhZOuVWRFlToM0KhEKWlpRQXFxMfHz+gYrrr6+tZsGABLpdLbktOTmbRHQ/wTnOrhn9jSyhq9Kq/8Pv92Gw2zGYzM2bM6BODO0JsbKyceP70009TVlbGhg0bOPHEE8nJyemzfgxkFKNbAYCJWfE8/8sL2VNt5ekPVvK/SjVSm4GQ7VIevwj8ljHCAS5Vr+QB7wImfV/GTbseYfS4E7Bmz0FSHfuwVds41baFQHobQRBwuVwDLhFGofeIxJO2RRRFPB4PbrebUCiE1+vF5XJRVVWFWq3udn7Bww8/3K5NpWutJNcVoztCRFs8KyuLmJgYjEYjBoMBSZJISUlBrVYf/qPVlAxXLYdP74BNL8vNAhJ8dR/U74Gf/R20ipqPQu/idrvZunUrTqeT5OTkXqsm2V3efPPNKIP7kksu4eabb6ZZiuGdFa2hmU2e3g297AyRZOvJkyeTlpbWb1WWjUYjt912G3feeSePPvoojz76KC6X65gcF0MFxehWiGLssASeuWUexTV2/r78az6u0CC2Mb73SsN5IHg1ANukPG505TH+hzJu3vUo48ZPoTnn3G57yDweD6+99pq83JdGd0JCAkVFRWRkZCglso9THA4HW7dulUvHRypaSpJ0zC+vzz77rF1b9bLrGXbjC6iNsaSYum5o1NXVYTKZqK+vR6VSodFo0Gq16PV6dDodsbGxaLXawxveGh2c/wSkjofP7orO19jxNjSXwJXvQkzfV9ZTOD5oaGhgy5Yt6HS6AVWcTJIkfvjhB/79739HyX7OmjWL3//+9wCo/NHvp8aW/g8vMRqNtLS0dC7RupdRq9V88cUXzJ07F6CdgsrxihLTrdCOUCiEIejggnwz903XcE6qDQ2H/4rfJY3gFvdi/rnJhqlhc7eOWVlZyeLFi1m1apXcduKJJ3ZrX93B5/NhMpnQ6XR9dkyFgUVLSwsqlQpJkggGg7jdbhwOh1xS+VhUdA4NLQGQ/C3YVr8KdM/TPWzYMFwuFw6HA6fTKevb19bWsnbtWr7++mtWr17Nxo0bD78TQYDp14eTLA+N867eBF/d3+V+KSgcDUmSKC0t5fvvv5crJA4EQqEQX375JQsXLuTmm2+OMrjVajVXXHGFvNzYEv1OPHS5L5EkCZfLRXNzM4Ig0NTUdPSN+oD8/Hx5/uabb+7HngwcFE+3AtCaVFZbW0tVVRWhUIjExEQSEzWMy0nlQleATzaX8FmdmeBhLpu3QmfgOhjDopTOV5IMBoN8/PHHPP7447jdbrn9qquu4qabbuqRc+sMbrebCRMmDLihTYW+Iz09ncTERDk+um3RiEAgcExZ/+PGjWPt2rXs3LmTG264QW53bfkfOT+9hfhOJlK2xWw2M2bMGHlZFEWKi4uJi4sjJSWF3Nxc9Hp95z4W8mbDL77G98856P1tXtj2yi73S0HhcLhcLpxOJ9XV1dTX18thUP2N3+/n/fff59VXX6WyMvqaV6lUnHnmmSxatIjRo0cjSRIrSj28uNUR9bv+SoGIOAZSUlLkpMmBEhM/fPhwTjvtNFauXEllZSWCILBixQrOOuus/u5av6EY3cc5drud2tpa2bDQ6XTEx8e3exCmmrVcM2sMP3MH+GhzKR/Vdlwp7OPiFsw6FZeOO7IKiN/v58MPP+Tf//43NTU1crtWq+V3v/sd8+bNO/aT6wJqtRq73d6pQikKQ4NAIEBNTQ1arRa1Wi1XdRRFkWAwGJWc6PP5jllqS6/Xo+rAwDg/34SqB97YKpWKtLQ0WYFFkiQyMjJwuVyoVCq5imXEkx8MBsnMzGw9L50ZTdAZvdORs9sfSEGhE0iShN1ux+Fw0NDQgMPhYM2aNXJVxLS0/q+G6nK5ePfdd3nttdew2aIrTOr1ei644AIWLFggvxc8AZF/bHKwpjJaWjbRoOKn+TH0NZIk4fV6mTFjBvHx8UffoI8RBIFvv/1WngeYM2cOwWAQr9d7XMZ4K0b3cYjb7aa+vh6n08m6devQarXExsZ2qhhBkknLolNHk7TXzss7PB3+5q1dLmK0Aj/N7/iGqq2tZcmSJZSWlka1Dxs2jEceeYSxY8d2/aSOgaamJvR6vZJdfZzh8XioqamR1T88Hg8+nw+/309ycrKs/pGdnX3MhTo8Hg933HEHGzZsiGo3Z+Rx8diee/HEx8cTHx+P0+mkqqqK4uJiNBoNBoMBg8EgK5lotVp0Oh2JiYmtRveav6EW/W06lw4/WdxjfVM4vnA6naxduxaNRoPRaESj0QyouG2bzcYVV1xBfX19VHtsbCyXXnopl112GYmJrfkMB+wBHltn46ArOoxkUpqOX0+PJ07f+9G6gUBAfk5JUnhEOSUlZVBI3VZXV3P//fezaNEiTj/9dNasWcM777zD/Pnz+7trfYpidB9HeL1eSkpKqKiokD1f3VXruGBMHAICL+1o6XD9S1udTEzRMC60F1fSJLl9//79LFmyJOpBFx8fz5VXXsnPf/7zPv/ytdvtJCQkMGnSJCWe+zjDYrEwffp0RFFkx44d2Gw2Ofs/kvSTkpLSI5XxPv3003YGt8pg4sWXXkSj6r6XOxgM0tDQIHvpIez98vv9mM1mMjMzwx52lYoRI0YQF9fxCBX2Ktj4YnTbrN+CVkkqVugeFouFtLQ0rFYrJpMpSgFkIPDFF19EvYeSk5NZsGABF110UdR7SJIkvir38MJmB21zJ1XA/5tg5uIxPTNSdThEUaS+vh5BEDAajaSmppKQkIDZbMZkMg2I8JzOkJmZyT/+8Q8A1qxZg06n48MPP1SMboWhRygUorKykqKiIlQqFSkpKQiCQF1d3THt9/wxFoAODG+JJYZPmbt1PTHOEuryfk5jzvms31fPbbfdJj98NRoNN910Ez//+c/7RTEkMjQ3depUxeA+ThFFkVAoxKhRo9izZw9arZaYmBi8Xi9er5eysjJ5/bEY32PGjWt/bK+blR+9zYhFi7qtR19cXIxarUan08mTVqtFo9Gg0WhQqVSkp6djsVjkipYRD37UMVc9BqE2Xm5LFpxwdbf6pKAQYcKECWzbtq2dN3kg0DZJEsKjUXv27CEhIYGZM2cSHx+PKEk8t9HB1+XRo7rxBhW3To9jQmrvxU57vV4cDgeCIDB16lTi4uIG/Xtq06ZNXHzxxajVaj788EPmzJnT313qcxSje4hjt9vZuXMnDoeDxMTEHvHateX8MRYQ4KXtbQ1vgae857DZn8X/U3/DWcXv8erb/+UPnzURCIZdBSaTib/85S9MmzatR/vTFaxWKzk5OVgsln7rg0LfEYnVttlsFBUVEQwGo4oxReK4I1J7Ebk9tVp9zPeNMzaXtCsfpe71O6Pan3nmGYxGI5dddlm39jtixAg8nlaDIBKzHQgE8Pv9SJLE1q1b28mHqdVqLBYLBQUF6LVqjNveJMrsn/lr0AyMZCyFwYvBYGDq1Kns37+foqIiHA7HgHneHhpO6Ha7+fzzz/n8888xm808/fTT2OPy2hnc45K13D4jnnhD73qYm5ub0el0iKKI3W5HkiRZj3+weLcP5bXXXqOiogKA8ePH97usYX+gGN1DEEmSsFqtlJWVUV9fj8lk6tWiL+ePtiAg8eL21oeThIrVYiGrAuNwfvZXrDtXy+tiTDE8dvWJnG/agstqxh0/BoS+vfkiHs62kkYKQ5eioiJqa2tlDW63241er48ypiO5DZHqjZF/e+LFUO0Mok0c1uG6vXv3dnu/kVhtCF/THU0qlYpQKBSlex8IBKioqKChoQENQc6ShKiXgXPDv9EXXonOePwlOin0LGq1mtGjR1NdXY3ZbKa2tpa0tLQ+qzZ8OH71q19RWFjIqlWr+Oijj6LWuVwuNm7cSP6Zee22q3IE2VHv55RsQ6+eQ2ZmJqIoUldXR3l5OcFgEAh/WJvNZlJTUxk1alS//x27QkRt6corr4xyeBxPKEb3ECIS31lcXIzb7SYmJkYOJeltfjo6jni9ine21lAZaPVk2L97F3sbg1ubnEP8JX/iEUs6/9jt5JyiHzhb/wajs1OxjrgQb+zwXu8rhB+qaWlpA0ZaSaF3GTZsGE6nU459jpRGFkVRbotUoAwGgwQCAVk2MDc3t9sa3V6vl48//pj/fLyCgyXF7dbPnj2bX/ziF8d0bgCNjY2yZyyixqLRaOR/9Xq9HFISeR4kJyfLy41jFpC+63l5f7HWnUirH4G5Dxxz3xQUIKyuM378eBobGweEoahSqZg9ezZ+v58vv/wyasRoxIgRzJs3D0ucgXNHBfh0f+tIrsMv8cR3dlZXeLn+BEuvln6PfPQnJCTI1XElScJgMJCQkDAg/o6dxeVysWTJEgBef/11fvvb3/Zzj/oHxegeAni9Xg4ePEhJSQnBYBCLxdIv5cxn5sZy8nAzRVUNfFtUyzf1Jpw/fCCvN004g8S5N6P6sbS0jVjeCp3BWy1nkFjkYGaTjRPGpjE+VY/6GJLLOoPRaKSmpgaz2UxeXt5xOcx1PBExmiPZ/xHj2u12R6l6RDzcRqMRnU6HXq8/phfb3//+d/7zn/8cdv1f/vKXLu8z4sGOyBtGhp31er38sSCKoqxw0Nbr7fP55PCZSOVKnU5H87hFpHtLoORr+TjCuqcgZwaMOa9b566gcCg1NTUDIjRCkiQ2bdrEK6+8wrp16+R2tVrNwoULWbx4seyQuW6KhenD9Pxjk4PaNsolm2p8/PrzRhZMNHN2XkyvJVNGEiljY2MZP348ycnJx1Soq794+OGH8fvDeSP/+c9/mDx5cj/3qH9QjO5BTNsESUEQiIuL6/GY7a4iCAJjslMZk53KjN1FLPb+mLEuqEg699cIqo4fuM1Y+KjRwkerbbyct4rUvBPwWEaib6nBaC/GkTodUdNzyZZarZaUlBSKi4upq6sjPz+flJQUxfgeomg0GgoLC6mvr5dDiwBZszoUCkX96/P5cLvdNDY24nK5up1IeTiDe8zYcfzm10s6vR9JkrDZbDgcDll+LRIeE/FsR7xibecPbWuXQEn4nk1LS4Pc5/E9OS26OM4HN8INqyAht8vnrqAQIXJf7du3j6SkpH7pg91up7i4mKKiIlasWMHOnTuj1mdlZbF06VLGdZD0PDFVz9/mJvP2Lhcf7nMjhoWC8AYl/rXFyeoKLzdPjSPL0nPvX7fbjcvlQhAEpk2bRmJi4qDybB/K5ZdfztKlSwGipBiPNxSjexAiSRLNzc3s3r0bl8vVKwmSPcHI7Ex5Xq0SOCfTy+p6HS3i4YuM6PDzZZmPiQfeYKyuluF6NxVuFRulTeSZQ+SkJiIk5+NOGEfAeGyar5FiIh6Ph82bN2MymRgzZkyfheQo9C06na5LxY9KS0upr68nKSmJ+vp6UlNTu3yfpaenU1tbG9WWfdt7PHdJNrGd0PWVJIl9+/YRFxcny4VptVqys7PJzMw86vZdwpTMrvF3cMK2u0EMx4/itcOy2TD+Ipg4H7JPAuXDVKETSJKE0+mkpqaGiooKPB4PiYmJve7pliSJqqoq9u3bFzUdTq1LEATOPPNM7r777iPqXevVAlcVxjIz28BzG+2U2oLyuqKmALevaOTW6fGclHVsXuhgMEhTUxNxcXHMmDGDbdu29duHSk8yYcIEeX7OnDmEQqHj0sk18Cw1hcMiSRKNjY3s27cPu91ObGxsv4SRdJa28kaiKHLtjOFcjYp1lR6+LW5kl719PLUfHa+Jc0AEgqBr8ZOIk1qSwApYIauongmq9YzR1pEVE0JtTcOQMoqW+AIkdddjtI1GI0ajEa/Xy8aNG4mPj2fs2LFy3K/C0MdqtcrGcVuvt8fjoaWlBafTSXp6epf3e+edd3LbbbdFN4pBpE5uH/FC+/1+/H4/TU1NmM1m3G435eXlsixgRGlFEAQsFgvDh3cvN8IRNxbOug+++ENro6cZNr4QnixZMOHisAGeXth/ta8VBiyR3KLS0lIcDgdarRaLxUIgEOhVaVi/38/HH3/MK6+8QlVV1VF/r9VqOf/887nqqqvQ6/WdLjAzMkHLI2cm8VFxC2/tdBL4MT85KMLrO5xHNbrbVrsNBAKyvn7bfo0fP57s7OwhZ5Q2Nzdzyy238LOf/YzCwkIeeughLrzwwv7uVp+iGN2DgFAoRH19vZwgaTabB0QJ3aOxDXL6twAAIABJREFUYsUKeT4tLS2sHQycMcLEGSNMVDmCfFniYlW5G3uwY++HH13Y4G5DFalUial85gN8gBWSsDFB9S0XmveSf8ql+E1d9wJGlCDcbjfr168nLy+PgoICxet9HODz+Whubsbv98vhJy0tLXKp4u5eB5bsgnZtGYmxxOo6v6+25Z2bmppwOBzo9XqCwaBc2j0SRhLR6D4mZtwCFeth78ft1zmqYN1T4SkpP2x8T5gPyaOO7ZgKg5pgMIjT6aSxsVHWtu8rp5DH42H58uW89tprR9QD1+l0jBw5koKCAgoKCjjrrLNITk4G6HLNCpUASBJBMbp92CHhJV6vF6fTKS8LgoDBYMBkMpGcnIzJZMJgMETp7A/EUeueIiEhgTfeeIORI0dSVlbGvHnz2n10DHWG7v/uEECSJCorK9m3bx+BQKDfEiS7g8vl4tlnn5WXzzuvfTJWlkXDoinxXFkYx8YaHztr3ZTX2yl16/B38dJsIp6VYjwup4HzN3zD8NQEUjJH4E/I56sDfnQBO2O0DSQNy0OlO7IMmslkwmg0UlJSQigU6jDGT2FokZ6eTnp6OpWVlVRVVdHc3Cyr/3Q3mXJvo5+/bm3/QrlulLfbH3KjRo2SPWUul4ukpCQsFgtms5nhw4f3zAeiIMAlL8A3D8Hmf4dDTDqiqRi+fTg8ZUwOG+DjL4a4jqURFYYOoijicrmw2WzU1tZitVoRRRGNRtNnuUUul4u3336bN954A5vNFrXObDYzfvx42cDOz88nNze3R/rlD0n8Y5OdlQe8Ue3jkrXcPDW64qvD4WDixIlyYRutVjvkvNfd4YorruChhx4C4K233up2nYLBiGJ0D1AkSWL//v0UFxeTmJiIVnv4OOiByDPPPCN7HZKSkli4cOFhf6tVC8zIMjAjywAkERQlqux+DtTUcaDeyn6HimJfPH6O/jfYJI1mU/NoaAbdXj9jVN9TIg3DLemBVLQbmyjQ7GVUjIcRiXqy0tLIyBiGQRvtaVepVFgsFqxW67H8GRQGEU6nk6qqKqxWKy0tLcTFxXVbJWBTjZfH1tvwhwQEnRHJ3ypHpvHagJzDb3wEIpUmDQYDKpWKiooK9Ho98fHx1NTUoNVqmTp1arf2HYXWEJYLPONu2P8l7HgXij6FoKfj39dsDU9f/BGGnwwTLoFx88A0+GNRFaKx2Wxs3boVj8eDSqUiJiaGpKSkPh0R3Lt3L7fccgt2e/QHYVJSEldddRUXX3wxMTExPX5cqyfEn9fZKG4ORLWfNcLIdSdY0KoEQqEQLpcLn8+H2WwmPT19SHuvu8Oll14qG92XX365YnQr9D9Op5OioiKSkpIGncENsHp1qzb3nDlzMJk6X2RDoxLITdCTm5AD48LGSVCUqG1ooPJgNWWNbva5DBQFU/Fz+LK4fnRsF0dGtQXQsSs4jF0OwAGUg4o6hmusjDL7uHa0iD5rEpJKi9vtZuzYsV05bYVBTGxsLOPGjcNut3Pw4EGcTidlZWVkZGR0yfj+rk7i1X02WeEgZtR03Lu/ldc/+eSTvPDCC93up9PppLm5GZPJRHp6OkajUe5jjz8rNHoY89Pw5HOFDe+d74YNcTHYwQYSHFgbnj69E/LOCCdh5s8FU3LP9k2hz6msrGTHjh39nk/0+eefRxncGRkZLFy4kAsuuKDXai+UWgM8stZKk6c1pkQFLJocy3mjYsJhoI3NqNVqMjMzyczMJD4+XvFsd8CkSZOora1lzZo1LFq0iMWLF7Ns2bIBISfZ2yhG9wDFYrEwZcoUOXN5sH0pT5kyhU8//RQID7EdKxqVQFZaKllpqcz4sU30uynbsxlri5cSa4gij4U9YtYRDfGOEFFRFkyizAZ/3boY3f4k9k97EEkydjq5RmHw4/F4KC4ulovjqNVqtFotgUCg00b3Dwe9/Lsoum3q2fNZ2cbo3rZt2zH1U6/Xo1KpsNlsGAwGJEniwIEDsnRgQUEBcXFxR99Rlw9shsJLw1NLM+z+L+x8D8rXQEepoWIQir8ITwgw7MSw8V0wF9InKSoog5Dy8nLi4+P7vahY24TM+Ph4li9f3qvvyBpXkLu/acYXar3OTVqB22fEMykt/LcIBALExcUxbdq0Qfe+7g9SU1MpKCjA5XLx4osvcsMNNzBt2rT+7lavo1wZA5jB6OGOMGLECHm+vLy8V46h0pkwpxeQl5bGVAAxhM5WQuPBXZQ12NnvULMrkMEeKadThngOtVgED7irGLNmCa7Rd9FoLWBtpZfzCzOUhMohjCRJ7Nq1Kype2uv14vP5uqRa8t4ed9TyrBwDr97yy6i2O+6445j6qtPpyM7OZs+ePajVatxuN0ajUU6qLC4u7pkQkyMRkwhTrwlPjoOwa3k4BOXg5sNsIEH1xvD07VIwp8GoOWEDfORsMFgOs53CQMJkMlFXV0dycnK/enDz8/Pl+WMtYNUZNh70RRncABePMckGN4STJAOBgGJwd4Kqqiqys7N59tlnKSoq4pxzzomSFBzKKFfHACUQCLBlyxYSEhIG5U3cduhv9+7dVFVVdUkjuVuo1PgTC7AkFjAJmCRJXN5Sg6FxJ/V1VZQ2eSjyWNghjujQEM8SGglKKjSCiCSoMCRm8OdP9/JVlcTH2w/y50sKiY/pmhddYWBjtVqxWq1oNBoyMjKQJImDBw8CYQmynJycTt9/TZ5QVKznyVkGLky38+ohvzvllFOOud82m424uDgsFoucoBUxhERRpLS0FLVa3TeyY5bMsOLJjFugqSTs/d7xLjQWHX4bVx1sfS08qTThypcFZ4c94ckFihThAKWwsJCysjL279+P0WgkNja2X/oxc+ZMBEFAkiTq6urYvn07U6ZM6bXjTUnX8+ZOV5Th/eoOF9XOENdOjkUriNjtdk466aRe68NQwePxcNJJJ6FWq3nggQc477zzKC0t7e9u9RmDz5o7TohUnBus3tW5c+fy+uuvy8tLly6NUjPpEwQBvykTvykTw3AYB0z0O7iudi2Z237B28FZ/DF4DRJho2SdNIGb+T1Pqp6gfPpStvrS+aoqnEj5+a46tlas5PHLpnBynhKbOlRobm6mvr5e1s2NhJa4XC5iYmJwu914PB4kSSIhIeGI9+MPB31Ry3PzjLzyj6ei2vLy8rol9+n1euV+iKJIY2Mjer0el8slywXabDbUanVUlcrMzMy+9Ugm5cFpd8KsO6BuZzgEZd/nULv98NuIQShfHZ6+uBvih/8YhnI25J4C2t7TdlboGhqNhvz8fNLT09m7dy91dXVYLJZe1d+OIEkSRUVFrFmzhnXr1kVJzW3atKlXje4si4aHz0zkiQ12KhytuQxfl3vYWe9lYYHERbOmHNeVFjvLrl27qK6uBuCf//xnt2sKDFYUo3uA0tTUhMfj6ZOHWW9wqMye3+/vp55EE9JZaMo5F0H0s2DHk8QKHm4L3ESIcALHF77xLEx+hltjsykAzsmL4bOSFgDqnH6u/Nd33HhaHreeVYBOo8SkDnby8vLIy8uTlyVJorq6mkAgIGthOxwODhw4gNPpxGI5fBjE99WtEmJmrcDYZB2rDqkk98wzz3R55Mrn89HY2EhGRgbJycly2JnT6SQpKYnU1NSB93EuCJA+MTydcTc4amD/irABXvot+F2H39Z2AH54PjxpjDBiVjgMJX8uxHdP9UWhZ4mNjWXq1Kk0NzezceNGgF59V5WUlHDHHXdQUVHR4fpeyWE4hOxYNfedYuLNXS6+OBCS2+tbJP62DfxJLn6VJqJRK++FI3HFFVfI83FxcUiSNPCeX72IYnQPQFwuF5s2beozvdPe4NDhol/+8peH+WX/0Jh7IQZXFReWvYceP78KLCHw4+3wfaOOpWus3DEjnl+cYGFiiprnNjlxBUCS4LlvS1i7v5EnL5vCiOTOq7IoDHwEQegwDCozM5MdO3ZQX19PXFxcu0Qyt19kZ33rh+XUTD0alcD8+fN55513cLnCRuall17Kp59+2iU1lIaGBoYNG9b7cdq9iSUDTrg6PAX9ULEOin80wpuKD79d0APFn4cngJSxcOJCmH6jEoLSz0QMpWAw2G1pzc7ywQcftDO4BUFg4sSJzJ07l0suuaTHj9nS0oLb3ZqjoVariY2N5dbTh3OuTWDpV5U0uML3fEiCJ78qZuW+Bp66bAo5ST0vVzhUWLt2Lc888wwGg4HTTjsNrVaL1+s9blRejo+zHGTs27dPDi8ZrLQ1uqdNm8bkyZP7sTcdUzX+RmxpMzhHvZHntY+hp9Vo2lHv54ZP6nl1u5OCJD0PFlo5Rdsao7q9ys6cv63k129tYWulraPdKwwhEhMTOfXUUznhhBPw+XzU1dURCrV6u9ZVeWmbZzVtWNgISUtL45prrpHbnU4nN9xwAx7PYfSuD0EURSRJ6lYJ+gGLRgcjT4ezH4JfbYQlW+DcRyHvTFAf5ZnXsAc+uwu2vn7k3yn0CYIgoNFooozT3uBQg+yBBx5gxYoVvPjii1x22WU9brDZ7XZCoRCTJ09mxowZzJ49m7POOouTTjqJsWPHctGMMXxx62mcOyH6vtxaaePy5zcQEo+vKotdISUlhXvvvVd+LgYCAZqamvq5V32HYnQPMLxeL3V1dVGlnwcja9askefHjx/fjz05AoKashPupsUyitPV2/m37hFMtBpDniB8UOTm5k8bWbtjL/cL/+RuzWtoCcf0BUWJ/249yLxn1lLZ3NJfZ6HQR6hUKtLS0jj55JNRq9WIYliv1+oJ8dr21lLPWhVMSmtNuF24cCFz5syRl3ft2sWpp54qb3+0Y8bExLB7926Ki4tlj/mQInEkTL8BrnofflcGl78FU68FyxESr1f/DTrx91PoPQKBcNJwZmYmNptNXu4NDn2HFBUV9do7MhAI4HA4MJlMeL1eOdfj0Ps1waTj2StP4NH5hVGDLtU2Dw5P7/0thgptP9S2bNnSjz3pWxSje4DR2x6DvmLr1q3yfDDYURGNgYGoMbJ/2kN4TcM4SbWX13RLySD6qzsgwjv+GZzlf4ytYh6PaZ7lJ8Jeef3psVVkOzaHY08UhjyRAg5erxdJkvjnZgeuQOv//RnDwHBIvP+DDz7Ybj8ffvhhp46XlJREXFwcu3fvZv369dTV1R1D7wc4OhOMPhfOfxxu3Qk3rYOz7oXhM4E2lk1zCez7tJ86efzS0tJCaWkp69at46uvvuK7776jrq6OlJSUXpO4DYVCcnXjCG+++WavvVe0Wi3p6em0tLRQVFTExo0bWb16NStWrGD16tVs376diooKnE4ngiAQZ9RGPfpPH51CgklRuToaubm5nH322WRlZXH77bfz+OOPRyXHDlUUo3uAERsbK8t+DWZmzJghz3/yyScD+nwCxhT2zFpG9ehrKNTV8o3+Nh7WPE+uUBv1OxEVH4sz+HVwCUbBx1LNv7hIWMVi7yvw8k9h2elhqbRQgH+sLOHOd7exp+bYCwMpDBxCoRB1dXXExcXhcDhYVeGNUi3Jtmg4r4NkfEEQuOeee6LaSkpKOn1cjUZDSkqKnLi2fft2qqurB/QH7TEjCJA2Hk65Fa75H0y6PHr9ur/3T7+OU0KhEJs2baK4uBhJkkhJSSE1NZWEhIReDYV88cUXeeKJJ6LazjjjjF7Nd9JqtZjNZpKTk0lJSSElJQWz2YzNZqOsrIzKyko8Hg/+oMjD/9sjb6dWCfzhPKWKcWdQqVR89tlnfPzxx+zcuZPbbrut7xXO+gHF6B5gRApfWK3W/u7KMbFgwQJ5vrm5OUq3eyAiaozUFlzFjjNfwzbqYv6fbi1f6W7nae2TjBfK2v1+lTiJ/wteRzkZeNAjSgLUbIX3FuN7ciovfL2TtzdWce6Tq7ls2Xo+31WrxPkNATweD6WlpRw4cAC1OYkXtrR+VKkE+OVP4tCq2if4Pfzww9x3331RbV3VrddqtWRlZSGKIgcOHGD//v1DZmSsU8y4JXq5Yj1U/tA/fTkOqaurw+l0kpyc3OuJk205NN73+uuv56GHHuqz4wMcPHgQv99PYWEhc+bMYebMmaSmpvLK+nLKm1pDC6+YlkN+Wv9olw9WcnJaFYlyc3P7ryN9hGJ0D0CGDRvWq/FxvYnf7+eFF17gsssuk9uMRuOgiVEP6eKoHncDO898jebc8zlPs5GPdX/gFe3DzFDtavf7LVI+1wduZ67/z2wUCwBYaU2iwdfqhdlQ2swNr27i9Me+4aW1ZYiK8T0okSQJrzcsC2g0xvDiDg/uNmElF48xMSqx/RB7MBhk+fLlUW3XXXcd8+fP7/Sx6+vraWpqwu/3M3bsWObOnctpp53WJ1JpA4b0CZBzcnTbesXb3Ve0tLSg0/V92MS1115LamqqvFxWVtbnShfJycn4fD6qqqrw+cIjW1a3n6e+alXeiTVouHVOQZ/2ayjQ1jb44IMP+rEnfYNidA8wInKBg1Wf+/HHH+e5556TjROAefPmDTodzgaPmr2W06jN+imCALPUO3hF+wh3a16VEynbsl/K4hr/nYQkgTmqTbx7gZ5JWdEGUWWzh/s+2s2La9t7zhUGPj6fj3379lFVVUWLMZlNNa1hJTlxGuaPM3e43QMPPBC1PHnyZG688UY5NrwzmM1mmpubEUVx0CsbdZmmElj1F3h2RlhqsC17PgL/ceTt70cCgUCXrtmeIjU1NUrbeeXKlZ1W/+kpdDodqampiKLIhg0bsNlsvLupCoe39V1w/akjSVRiubuMIAjccccdTJ8+nZqaGs466ywOHDjQ393qNQanCPQQpqWlBY/HM2g8w4dSWVkZtfzXv/6VWbNm9VNvuobW20hsw2ZMdT8woWkzOp+V/dIwXhLPZq04gQ3iWFwcQX9VpSYw6/8wVK9j6sln8tNQKduq2ofVeAOhDjZWGMgEg0EOHjxIU1MTOTk5lB8iIiIAdDCA8cEHH/DJJ59EtXWUVNmZY6elpTF+/PihJR94OOxVsGt5uKT8wSMoGwhqCPrCCZgKvYYoilit1l5LljwckiTx7LPP8tJLL0X1JRAI9ItjymAw4HA42L59O0ExM2rd+1uquXx6Dsnm4+iDuId49NFHkSRJHsF4+umn+ctf/sJ///tfpkyZEhWCMthRjO4BRmpqKieffDKbNm3C5XKRmJg4qETjzznnHDZs2CAvv/vuu4wePXpAGgqqYAuxjVuJbdyMpWETRtcBaqREVonjWRu6jLXiBOpJ6NS+4nDxlPFFDLP/B6o7ATitIJWl/wurnKgEmJwdz7kTMlh4cm5vnZJCDyNJEqFQiMbGRsrKwiMUBoOBAr1EYaqO7T8WxDlgD/LmLhdXF7bGc9pstnYG9u23397pe8HlcmGz2RAEQa6E2ddGT5/iqg+Xjd/5Xjhe+2io9WGt7xil9HZvIkkSe/fuxW63R4V59AX19fVRBrfJZOL3v//9ESvD9gaSJNHU1IQkSeTm5pKTk8NkrYHlW6rZVxf+Ai9rdHPNSz/w5vUnYdYrplVXEQSBffv2sXnzZpKSkti3bx/z5s0DGFKqJgPmyhAEIRt4BUgHRGCZJElPCoKQCPwHyAXKgZ9LkjS4swyPQkJCAqeeeirl5eWUlZWh0WiIi4sbFMb3Oeecw/vvv8/27dsBWL9+PVdeeSV//vOf+7+inhjEZN2DpXETlobNmGx7cIh6NojjWCvOZo04gVIp8+j7AWLwEESNn/Bwoh0zI1V1YC2HpHBZ8YI0M4tOzuWE4QnMyk8mPkYZehwsVFdXU1VVRTAYJBAI4PV68fl8ckyrShD45U/iuPWLRjmu+8MiNydm6En+cR8deeLa5jocCUmSqKqqwmAwYDAY0Ov1aDQauXDWxIkT+zSZrddoaQ6HiOx8D8pXg3QUlSNBDXmzYcIlMPo8MA7OEcHBhNVqpby8vM8NbqBdGFVeXh7x8fGIotin78NQKIQoikyfPp3ExNaPvFeunc4lz62j2hYOd9lRbefGVzfxwqKp6DV9H4oz2MnPzyc/Px+Px8P69eEP78EWmno0BozRDQSB2yVJ2iwIQiywSRCEFcAi4CtJkh4RBOEu4C7gd/3Yzz5Br9czevRosrOzKS8vp6KiIqwJGhc3oL1dGo2GZ599lueee4433ngDSZKw2+3ccsst3HfffZxzzjl92h+9q5K4+u+JbdxEbOM2gsEAm8QC1ooTWCteynYpD7ETqQ0GfOgJYCcGUNFCe4Pq29nvc1XSSHlZEATu/dkALQykcEQyMzNJSUkhFAoRDAb5/+y9d3gc1dm/f8/2Xa121VbVqi5yr3K3wUAwvZfXgAHTTA/wI98XExJMDyS8EAIhJHRTAwkhYJoNbrhhy11usmT1Lq1W2tX23fn9sexIi2VLsiVLtue+Ll3SnDkzc2a1M/OZ5zzF5XKxY8cOKYgKIN6g5PZJJl7YGHIhEoG/bLLx8PiQCO9MFIii2K2HiCAIDB8+HJfLRXV1NXFxcYwaNQqtVotCoRjQ94Au8bbB3qUhoV38AwS7SnsoQNYsGH05jLgYohK66C/Tm1RWVkrXwfH+3pnNZpKSkqTc9Dt37uSee+4hJSWFs88+mzlz5jB69Og+F+DhOIqCggJyc3OJj49HpVKRbNbx7s1TuOq19TQ7Q8kP1hY18uAnO/jLvAkoOslkJHNknnvuORYtWsQFF1yAw+E4YePbDseAEd2iKNYANT//bRcEYS+QBlwCzPm527vAKk4B0R3GYDAwcuRIBg8eTG1tLcXFxXg8HuLj4/slqKU76HQ6HnjgAebMmcOiRYtoamoiEAjw5JNPkpeXR0LC8XloJh/4gNR9byH87Gz7jn8uz/nn4aJrC6FWITJeXUaFJ4pqLLjR4uZQXz1LtJbTh1mYk2th9hBLr5+DTP8gCEJEpobo6GjMZjOlpaUR/Wam68mv9rCmPBQ43OgM8s8ieCgtVMCjIxMnTuyROGhubsbn85GZmUlWVhbR0dEnvtWnZid8dA20Vnbdd9DkkEV75KVgSun7scl0yrBhwzCZTJSUlNDc3IxOpztu7h2CIPD000/z4osvsnt3e/aompoalixZwpIlS4iPj+e0005jzpw5TJ48uc8yrJjNZpxOJ9u2bUOhUJCenk5KSgpZcUbevmkK176+Eac3FK+zdGcNqTF6fivn7O42gUCA3bt3SzN4brebqKiTL1ZDGIi+MoIgZAFrgNFAuSiKMR3WNYuieIijrSAIC4GFAElJSZM+/vjjPh2jw+HAaOw8W0Ff4/V6cbvdKBSKY3rD9/v9fVpgAKChoYFHHnmEqqoqIJSH86abbmLSpEm9IiAOdw6CGGBu/k0oxZD1wSlqGed5Hd9h3jMVBBkrHGSk2UfSoGFkxSjJql/Op2U63vfMbu8nwJAYBWMSlIy1KEmPVqA4xvPoz+/S0XDGGWeUAY0dmv4hiuI/wgvHei0O1M8jXIHul9ecyy/y9BawthvB+c14WPbh3/nyyy+ltltvvZXLLrusW8cSRRG/309UVFSfX6Md6cvPXu+sYcK2h9D4Dp+z327Mpj5xNg2WWbj1ST0+xkD97nSXno6/r6/FXxIIBPB4PPj9/h4/f471eVNaWsqyZctYsWIFdru90z56vZ68vDymTZvG5MmTuy3ajmZsgUBA8jVWKpX8p0Tg+8p2PaUQ4K9nGdCrTt7nQ2+Nze/3c/bZZwPw8ssvU19fz5w5c45J3xzvz62razHMgBPdgiAYgdXA06IofiYIgq07orsjeXl5Yn5+fp+Oc9WqVcyZM6dPj3EkbDYb+/bto7m5GUEQiI6O7rGPZ11dHUlJPX+w9ZR169Zx3333RbRNmDCBSy+9lDlz5hzT2+yRzmHUD/PROauBUIX2WZ6XqOJQa/QZim0sTt1CVuMKAJymHIpH/4YaMQFSRvLIl/uZM8zCnNxEZg1JwGzo3SnW/v4u9RRBELaIotgtB/2juRYH2ucRDAapqqpi27ZtJCUldfpwLqj3sHh1e6jJuCQNN+c4pUCgMGvXru3WdSqKIg0NDUAoeDIlJYVBgwZhMpn61NrdZ5+9vRbenAu2TlKBxQ+FMVfCqMvBcmx5jgfad6en9HT8fX0tHo7m5mb27t2LzWbDbDZ36zvdW88bj8fDpk2bWLVqFWvWrDliIbnTTz+d3/3ud8TGHjkg/ljG1uYN8vd8G+uqvBHt8XoFH183jPi4WIxG41Fb4Afyd7q3xtYxc8kdd9zB3/72t2Pe5/H+3Lp7LQ4Y9xIAQRDUwL+BD0RR/Ozn5jpBEFJEUawRBCEFqO+/EQ4cYmJimDZtGi6Xi8bGRsrLy6mvr0ehUGA0GgdUkNXMmTO5//77+dvf/ib5xG7bto1t27ah1WqZOXMm55xzDjNmzOhV/63iyU+Ss+UJ9I4yBAE+1DzNw/5bWR8cHdFvZXACtVWxPKauZqpiH4bWg4zecC/GjCup0KpYeusY4uPjaXYF2F5p4/RhshvJqYDD4aCgoIC2tjaam5uJiYk5rDVsdKKWyalaqST8jjovrSMS+eijj7jmmvby5W+99RZ33XVXl8cWBEEKXPP7/ezZs4eSkhL0ej1RUVEMHz78xEkr6mqG9y4/VHCPnQcz7oGk0aGS7zInDLGxsUyfPp36+nr2799PfX09ZrP5uOSP12q1zJ49m9mzZxMIBNi1axerVq1i5cqV0oxqmNWrV5ORkXGI0ae32FXv4ZVNLTS6IgOAM80q7hqvo7TkIMVFIZeTqKgoLBYL8fHxxMTEnNhxGb1MR0PCa6+9xjPPPNPli9KJyoAR3ULoU38T2CuK4gsdVn0B3Ag8+/Pv//bD8AYser2e9PR00tPTcTqdNDU1RQhwg8GAXq/vd1/Q+fPnc+655/LGG2/wn//8h0AgdCPyeDysWLGCFStWoNFomDhxIjNmzGDGjBlkZmYe07jdpmz2nP46ltIvSC18h0xfPR+on+G74GSe8l9Hpdgejb9XzOJ/vI9ygWIDD6s/YhCquoeBAAAgAElEQVSNZJf9E0vTJrY33s7mqBxe3q3kQJOH318wgptm5RzhyDInA0ajkVGjRknuXGVlZTQ2Nh42JuHqkUZJdAN8vNvBE3OGRvT5+OOPuyW6O6JSqdBoNJjNZkaMGIFGoyE6+gQpNe11wofzoP4X1VzHXQOXvAonQEYmmc4RBIGkpCQSEhLYunUrVqv1uBdtUiqVjB8/nuTkZARB4L333jukz4gRve9X7Q2IfFRg58tCZ0R6fgG4JDeKeaOMqJXtzy5RFLFarezatYv4+HjGjh173GKbThT2799Pbm4uAP/5z3+oqKhg8eLF/Tyq3mfAiG5gJnA9sEsQhO0/t/2WkNj+RBCEW4By4Kp+Gt+Ax2AwYDAYSE9Px+VyYbVaqayspKGhAUEQ0Ol0REVF9VvqwYSEBBYtWsSCBQv49ttvWbZsGYWFhdJ6r9fLxo0b2bhxIy+88AJpaWlcdtll3HDDDUc/ZoWKhpzLsaadRWrhO1hKv+Rc5WbmKLbzeuACXvVfHBFY+VVwOt97JnGH8kvuUH2J0VHCrIJF/MbwFPutIaH9+NK95O8vZ9E5Q4mLjcFgMPT7S41M39BR3FosFtasWYPH4+lUXOTEqpmapuWnqpDw3t3gJb880n/Z6XT2eAxWqxWj0cjkyZMH1AxWl/g98OkCqNgY2T7sXLj4ZVlwnyQUFxfT2NiIxXL8ZwDLysr4+9//zg8//CAZcsKkpaXx0EMPMWPGjF49ZqnNx0s/tVDeGpl1J8Gg4NdTYhhlCbmReL1enE4nXm/I7SQpKYmJEycSGxs7YJMg9CfDhg2TUkHecsstQCgDlNVq5YUXXjhpnrEDRnSLoriWnwu7dcJZx3MsJwN6vZ60tDTS0tLweDy0tLRQXV1NfX09gUCgXy1lycnJLFiwgAULFnDw4EGWL1/OihUrKC4ujuhXVVXFK6+8wqRJkxgzZszRH1AUUYg+bMmzEII+LOVfo8XH/yhXkSo08ZjvBuy0+5V70PBS4ApWBsezRP0H6ohjbOtqPicTP6Gb5VcH2mhs3cGC4YKU3jEtLe3oxygzoPF4PGzfvh2Px3NE4TtvlJFNVR7J+vXUs88f0qenQVterxdBENi4cSN6vZ7Ro0cP7Kh+VzPkvw2b/gH2msh1GdPhqndAKU+tnwz4fD5KS0tJSEg4rqLIZrPxxhtv8Omnnx4ittPT07n55ps5//zze13c7mv0sni1Ff8v0snPydRx/SgdoreN+nobEHInSU1NJSEhAZPJdNxnAU5EBEGgrq6O1157DY/Hw6OPPgqEZvuuuOIKpk2b1s8jPHYGjOiW6Tu0Wi2JiYkkJibi9/tpamriwIED+P1+2tra+tVSm5OTw+23387tt99ObW0t69evZ/369axatUrq8+tf/5qXX36ZUaNGHXmcYhCNqx6doxydvQy9owx1axmNrW2U+mIpEtMoEgdRFHycIjE1Qmh3xk5xMGd5n6eJzn1nf6oTuWowDBpkOXH8a2WOisLCQkpLS4mLizti3EGGWc1EC2wJxUBSuembiPV//vOfjyqDg9lsZtiwYajVagwGQ4+3Py5YS2Dj32Db++BrO3R90mi45mNQn1x5d09V7HY7BQUFQOc56fvyuDfeeOMh/tt5eXlce+21zJo1q8/Gs6LUFSG4jRqBm8foGWF0owgoSM/KIjY2FDgpi+yjIzExkUcffRRRFHnmmWcAeP7559m6dSs//PBDP4/u2JFF9ymGSqUiKSmJxMREfvjhB3Q6HY2NoSw3SqUSg8HQb1PYycnJXH755Vx++eU8+uijfP3110DoJrtgwQKGDx/O/fffT96kCWictejtZUTV7MZS3YSitZIau4eD/oSQuA6mUSTO5qB4tVQ1ssfjiVKS4aymSexcUE9JEjhj5lTi4+OP+pxlTgysVisWiwWz2dxl3/My2kV3Ry666CJmzZrVo+OKoojb7UYQhH6Zvu8WFZthw8uhypKHqygZmwXz/y1XkDwJCAaDlJSUUFhYiF6vP+73v7q6ukME9zXXXMMDDzzQ5+K/1dP+/Y7TKVg0SUGszk9GRg45OTlycGQvYbPZqKmpQRRFzjjjDE4//XRKSkr6e1i9giy6T1EEQUClUjFlyhR8Ph92ux2r1UpdXR319aEEMQaDod/yg952222UlpayZ88eqW3fvn3cd8+dvHXTSNSJ2RSJqRSLaRSJkykXE7tVWfJIxKh8jE4xMsikZpBJxcQULf9aHUWF3cWgKJGk+HjSTGrSTCpSo5UIbjt79+5l+vTpso/eSY4gCPh8vm71TY0SGB0nsvLt5yLaj+aB7PP5iIqKOjb3qr4gGIB9X8GGV6Dip8P3U0fBhPlw+kMQJb+cnuh4PB4KCgqoq6sjISGhX+57gwcP5qqrruLTTz+V2j766CPy8/O5++67mTlzZp/N3Lr97WGTliglaXFROBwOSkpKKC0txWw2k5iYSExMzDGlCTyV2bp1K3l5eYwdO5bt27ezfPlyAoHASTNzIItuGdRqNXFxccTFxTFkyBC8Xi82m43S0lIpC0pflp8Xgj60bZUhlxB7GVp7GZbWJv5+eQzfT5nD51vrKNhzgIDfj8cvcuOnTSTf+HuUut57IdAJAWZkmbllQmSltWvPmMJ1ndzARVGkvsVDSkpKvwWmyhw/4uLiqKio6Hb/pLqfcO77MaLtvPPO6/b2drudtrY2KQPR8SyQc0S8bbDtA9j4KjQfwfJkTIapt0PeTaA/OVN/nYqEnwnHo77D4RAEQQqQfOaZZ6R89gcOHOD+++9n/vz53H///X1ybKev3dJtUIeSE4RnhsOzUkVFRQQCAQRBwGQykZKSQmxsLNHR0bJx5ggEAgHOP/98RFFEFEWpAuiAuv/1AifPmcj0GhqNRvIBdzqd1NbWcvDgQXw+X6/lYtW1HiS56GMMLYXYHXa+9E9lv5hOUTCbInEWrWF/6yTgPEiaUknNkgcQvS78tloav/gjcXPvQh2T3On+k2liiKIaUYR1YruVMEnlIj0qQKpJTXKcmdQYPanRKuJ0ik6tI4ezmDQ3N5OWlsbw4cNPmqhqmc7x+/00NjZK1fi68/0/Z+po3laqEAPtGQ5iE7ovVJqbm4mLi2PKlCm9mrv+qGksgu3vhwIk3bbD90scBTPuDZVvV8lWvpMNQRAGzP1u9uzZfPrppyxZsoQPP/wQt9sNwPvvv8/cuXMZOXJkrx/T1cHSrVNFGlsEQUCv10dcr263mwMHDhAMBhEEgYSEBEaOHDkwrukBRltbG8uWLQPgggsuYOnSpf08or5BFt0yR8RgMJCTk0NmZiZ1dXUUFhbS0tKCyWQ6at9vhd/FsA3/D7W3Gbuo53LvHyJyZneGOn4QCec/QMPnocAKd8lWqv9+K9qMMRhH/wpDbqiwzmOnxZKpd5FRswt3dCblygymtEWTZtaQYlQecqM8Gnw+H8FgkNTU1GPel8zAR6VSMXPmTGpra9m/fz92u73LHLuDBw/mtsV/5h+P3iO1XXnZxWzatKlbMyOJiYm0tLTg9/u77NtneOyw+/NQYOQv0/79ksFnhQrd5JwhF7o5iUlPT6e5uZn6+nri4+P73XJrNBq56667uPrqq/nd735HuOLmu+++y3PPPdfF1j2jxR3A5o60dHdFR0t4MBiktraW4cOH9+q4ThZMJhMlJSWcc845fPXVV+Tn55OX161iqycUsuiW6RZKpZLU1FSSk5NpaGhg37591NfXH5X4NloLUHtDpXv/z39Vl4IbREDAkDsD09QraP3p39IaT/kuPOW7cP34Frc9+HuGxp+OIGipGzIPADMwq5drECiVSgRBID8/H7VaTWpqKomJiX3qgiPTv6jVatLT01EoFGzbtg1RFI9o8XM4HGz4+l+HtLvd7m5nH/F6vezcuZPp06cfPxcmUYTStSEXkj2fg+8IecUVahh7NUy/G5JGHZ/xyfQrer2eyZMnU1JSwv79+7tdAr6vSUhI4J577mHBggVAyNWkN6lvC/DkGitOX7ul26zt2TXZ2tpKbGzswM0+1I+IokhbWxtZWVnExcUB8Jvf/CYii9nJgiy6ZXqEQqEgKSkJi8VCfX09hYWFPS4/r3WEfGMLglksCcyV2nWCjxGKSoZSyhChmhxFHYlJKYhRSTxWM5XceDWJE++ies9k1i3/kk0bNxAMhiwPTnsLf3n8/+Gqvo1bbrmlTy0wCoVCitj3+/3U1tZSVFRETk4Oo0eP7mJrmRONYDBIc3Mz5eXl1NbWolaru5xi//UDD7Jr25YOLQK33vtgtx64oihit9sJBoMolcrjI7htFbDjI6b+9Casrj1yX10M5N0MUxaCKaXvxyYzoFAoFAwePJjY2Fi2bduGw+EYEAaHnJwcFAoFwWCQ8vJy/vKXv3D66aeTnZ2NyWTqegeHobLVzxNrrDR1KPVu0io4K7t7LiLBYBCr1YrJZGLixIkDxj1noGC1WqXn6YoVK1iyZAlnnnkmzz9/aI2DkwFZdMscFQqFguTkZJKSkmhra8NqtVJRUUF9fT2CIGA0Gg/rt6ZrqyAgCjziuyUi48ivp1u4qvGfxFWtwBOVhtM8lLLxDwDwu47JGwb/imsu+hUNDQ18+umnfPnllzQ0NCCKIv/4xz/Iz8/niSeeIDm5c3/v3kSlUmE0GvF6vWRnZ/f58WSOP5s2bZJmdSwWS5cPzTank50Rghuu+e2L3HF599MFtra2kpSUxNixY49qzN3C5wplINn2PhxcBYgcUUZkTIfx18Goy0DbP1mNZAYOcXFxzJo1i6qqKkpLS6XCUUajsV+Cyw0GAzNnzuTHH0MBzEuWLGHJkiUAxMfHk5OTQ3Z2Njk5OWRlZTFkyJAu6ysUWX089aMVu7fdwp1gULD4tDiSjV3Lp5aWFjweD9nZ2QwePLjfX0wGErW1tVx88cXcfvvtUltVVRVnnHFGj4LWTzRk0S1zTIQFttFoJCMjA7fbjdVqpaSkhPr6epRKJSaTKeJmo3NU8mHgLHaIg6W2SSlapqRqqUi+l/KxD3bLL9RisXDFFVcwb948fvvb30r+fFu3bmXevHncd999XHLJJX3+AAgGg+j1+oFdJVDmqGlrayMmJqbb/9+Pf9wTsZw25XzuOHdSt4/X0tJCQkIC48aN6/2paFGEqq2hoMhd/wZPy5H7R6fC+GtCYjt+8JH7ypxyaLVaScTabDYqKyupqakhGAxiMBiIioo6rpbdG2+8kbVr1yKKYkR7U1MTTU1NbN68WWpTKpXce++9zJ8/v9N97ar38Ow6W0SawLRoJY+eFkeCoeuZVK/XS0tLC1FRUTQ1NeFyudDr9VLhHLVajUajQa1WnxJiPBgMsmHDBoYMGUJSUhLLly9n8+bNbN68maKiImJjYyXXkpMZWXTL9Co6nY7U1FRSU1NxOBzU1dVRVlaGx+ORMp+02m380X+HtI1GCLJwVEjAi8pQZghPQMTuCWL3BsmMCqBQH95tJS4ujldeeYW33nqLN954g2AwiMPh4Omnn+arr77i97//PZmZmX12ziqVSrqpy4VyTj7S09MpKChAp9N16bZU3uJjK0Mi2qo2fc35563m0Ucf5ayzzuryeG1tbSQnJ/dulVOfG3b+E356Der3HLmvUgvDL4AJ14UCIxVymjOZI6NQKKS0syNGjMBms0kzn6IoolarpVRwfSnCx48fz9tvv83GjRs5ePAgpaWllJaW4vV6D+kbCAT44osvOhXd+dVunt9go0OGQAbHqvjd7DhM3fTl1mg0ZGRkEAgE8Pv9tLa2YrVa8fv9h7wUCIKAwWCQjDeJiYkn3bMkPj4em80mZSaZN28eS5YsITc3l+zs7FMm9a4sumX6jLAFPCsri9raWgoLC7E3N7DaMSGiBLtXVLD4+2rytJsYExcgzpLK73YnMzlVx9oKN3rByzhlGaOinQxL0JOZno46LhOE9otUpVKxcOFCpk6dyuLFi6msrARg+/btLFiwgD/96U99FgktCAKxsbH89NNPTJgwgZQU2c/1ZGLo0KG4XC7q6uoIBAKS69QvxUOR1ccf1jYj6s3EX/ggTUv/T1rX1tbGQw89xEUXXcTtt99+RNen1NRUamtr2bFjByaTiUGDBh29JczRAPlvwqbXwdl45L6pEyiMmsKwyx+Wc2vLHDVqtRqLxYLFYsHn82Gz2bDZbBQWFmK1WqU4HJVKJWX36E0hPnr06IjYmkAgQHV1Ne+99x6fffZZRN8bb7zxkO0d3iAv/dQSIbhHWTQsmhmDQd1zYRh+URdFUUod2FF0C4KARqORBLfRaDypLN+33nord911F5dddhlvv/02ubm5QOh7snz58n4e3fFHFt0yfY5SqSQtLY3k5GTqa2vYvOHQC62WeJZ64llaA9QAiKytCOVddYkaNvqHsrEZaAYOwGBhO2MNTWQZfBg8aZhThxFU6Rk3bhwff/wxb775JkuWLCEQCGC327nnnnv43//9Xy677LI+sbRotVpiYmIoLCyURfdJhiAIjBs3jmAwSGNjIwcPHqS6uhqz2SxNn2+qcvPiTza8gdA2xlFnMHbMaBIPfss///lPaV9ffvklbW1t/PGPfzzi8cxmM6WlpcTGxmI0GnteAr5hP2z4K+z4GAKew/czJMC4eTD+WkgaRfWqVQyTBbdML9FRgFdVVXHaaafhcrlwOp3YbDYaGhr6vNiOQqFg7969fPvtt1JbcnIyTz31FOPHjz+k/8ZKN84OLiWTU7X8f9Ni0Ch7/twIBAJYrVbJzTJcqVKv16PVatFoNGi12pPSyuv3+1GpVLz55pu8+eab/OlPf5JeOk5lZNEtc9xQKpWkpA1i4XlTqP9mI8v943FxOLeRI1+YxWIqxW2p0Aa3WL/md+oHcZlycMSNwhE/jjvuuoszzzyTBx54gMbGRvx+P8888wy7du3iwQcf7JPy9kqlUso6cTLeRE91FAqFVDSqqamJgwcPUl9fz5paBf8sDNBxwjjDpOK3p40kVj+GlJQU/vznP0vrVqxY0eWxvF4vgUAAl8tFUVHREQOTJUQRSlbD+leg6AgWJEEJw84J+WkPOweUJ49VTWZgo1AoiIqKIioqCovFQkxMjBSL0xc0NzfzxBNPSMGVACkpKbzzzjuHdd8IG3sADCqBB45CcLvdbpxOJ36/n6FDh5KVlXVSVVXsiu3btzNhwgTOOeccnnzySerq6li4cOEpL7hBFt0y/UDizBv4S54Db+l6tm3ZxKZSK5sdCWwJDqPtyPkTOiVFaAQxiKG1CENrEUbrbn5dOJY2n4VzfvMKK1/7HdWlRUDI0rh27VoWLlzIZZdd1qs3wubmZkaMGCEL7lOA+Ph4YmLjWPz5Tj4urIxYNzwGfjsnjqifp6Lnz58fIboBNm7cyLRp0w7Zr8PhwGazodfrGTt2LBkZGWg0XVR29Huh4N8hy3bdrsP305pg0o0w5XaISe/eicrI9CFGoxGVSoXb7e6TfN9PPfVUhOBOTEzkxRdfPKzgtroCFNS3+39PHaRD2w3B7fF4cDqd+Hw+IFToJTs7m+Tk5D4x8Aw0Hn/8cdasWYPJZOI///mP9L/87rvv+Pjjj3s3PuUERxbdMv2D1ogmdy5Tc+cyFcBpxbFvBbt2rCW/opUt7lTyg8Nw0HX2hqf8N/Cq/1KmKvYyVbGXIRoz+6u9+IJQghHl5c8StexV2gpCFsbm5maee+45Pnj/Pa7+n3lcdNFFREdHH/MpKRQKqRSxzMlNm8fPrz/axg/76iPaZ6UIXJ0jSoI7zAMPPMCLL74oLf/444+dim6VSkUwGEQURRQKxZEFt9MKW96Gn/4BjiPk1jZnwLQ7YcJ80B19vmIZmd4kGAzidDoxm83U19f3iVteaWmp9Pe0adN49tlnjyiC11e4I2asZqV3/SLgcDhobm4mOTmZzMxM4uPju35RPon48ccfeeyxx7jxxht59913ARgyZAgbNmwgNzdXFty/QBbdMgMDQxzGiVcyfeKVTAdc9SW07vqGPbt3sqcpwBZfBpuDw7EfRoRbMfFNcCrfBKdCJYSrWAIo1Driz38AffYkmle/Q6C1AYDKqmpeeOEFXv3rK1xw7lzmL7iF9PSjtwDGxsZSVFSEyWSS/bpPYty+APP+sZFdVZHp9h44M5tfpYkUFRXh9XojHrzXXXddhOjeunXrIfsNV2XTaDQkJycfOX1W1VZ4/3JwNR++T1peqDT78ItAKd/qZQYGoihSUlISkdu7r2oqOJ3tFVUXLVrUpdW5o2uJWatgTGLX4jlsrbfZbLS0tDBo0CCGDBmCVqs9+oGfIOzdu5e77roLgGHDhuFwOICQ8aAzo4KMLLplBij6xGz0Z91F0lkw3eViXmUBzr3LKS4uZF8z5Ptz2BQcTiuHy50cEtxGwU2iHmo8WoSRp2MYNp3WLV/QuuFTgp42ANweL//+71K+WPoV1150Bjfc8zDmmJ4HkykUChISEti2bRtKpZLExK7K28uciLy/sSxCcGtUCl64ehwXjk0FoKysjIaGBtLS0iK202g0UuqyzlKYtba2YrfbycjIYMyYMUd2U1r5zGEEtwAjLoTp90L6lG7lu5eROZ6IosiBAweIjo7GbDb32XGcTicNDQ3S8quvvsqtt95KTk5Op/09AZEDVp+0PDVNi1LRvesnnIXF7/dTWlp6ShRKa21t5auvvpKWf/3rX8u1KrqBLLplBjw6vR7d0MnED53MIFFkclsbl5fm07b7O8rLitnv0JDvH8JPwRG0EGnJcIg6HE6YpCzmGvM22vwCO6db2DzxOXbv3ody68c0NIRSqfkCIu9+voL/fLuaWdPzuHH+dQweN6NHY1WpVMTGxrJr1y5OP/30Uyp45lThxwPtqfeitSreuXkykzLjCAaDVFZW4vP5SEhIOGS7119/XUpRVlZWhs1mi5h6Deexr6urY/PmzWRkZJCQkHBo+jBvG5SsiWxTR4XcR6bdAXGdiwoZmf4iHBhcUVFBU1NTp7mqexutVkt0dDR2ux2AZcuWsWzZMiZOnMjs2bOZPXs2WVlZUn+lABolUgaiurZAj4/Z1taGUqlk586dGAwGqUBQuAhO+HdX+f5PBCwWi2Q8kLOSdB9ZEcicUAiCQJTRSNToOTB6DqUrV3LRsCHM3rsaoXQFLU1V7LCb+Lv/Qppot6JsCQxma0s2V6vXccswJ3fHteEd5SduVgJ7i5z8fqWHH8tDN9lWd4CvV/7E1yt/IjVrKP9zxaVcefml3Z4u1Gg0tLa2kp+fT3p6OnFxcV1nnpA5IfAHgmwpa7cwnzkikUmZITeQgoICDhw4IFm9fsmoUaMilh977LFDAix1Oh0pKSk4HA62bt2KxWIhLy8v0upd8mNkGkBzBtyxRs6tLTNgcLvdNDU10djYiNVqxePx4PV62bNnDzqdjoSEhD43SCiVSl577TVeeuklNm3aJLVv3bqVrVu38tJLL6FSqbj44os5//zzSUpKYlqajjXlIReTnXVemlwB4vXdF8hmsxm/34/f76e5uZn6+noCgcAhLxgajQadTkdUVJQkzsMpBMM/Az0g/69//Su33XYbAAsXLuT111/v5xGdGMiiW+aERhAEUtLSSUmbj9t9JRUVFYzduYxPKj7gw4Ys3g3Mxf/z11xEwT99s/l6Xxv3ab7gvBwttaf9kUHji/li8lf8sGY9//u9l4NWv7T/6tIDvPh/f+Lt9z/id488wpwZk7s1roSEBJxOJwUFBQSDQUwmE+np6aSkpJxUhQ9ONfbW2HF42r8fU7Lb/a61Wi1arVYq/tEVa9eu5Z577mHRokUMGjQoYp3RaJSES3V1deT6A8sidzRsriy4ZQYELpeL8vJySkpKgNBLpMFgwGQyUVdX1+kMUF+Sm5vLq6++SkFBAW+99RZr1kTOEPn9fj777DO+//57vv32W+Zk6SXRLQJrylxcNrxn2UdUKlWXLxSBQEAqHBROaRuu1hkW6BqNBoPBgMvl4uDBgxgMhgiLuUaj6Vfr8q233grAbbfdxtq1ayktLeXBBx9Eo9Hw0Ucf9du4Bjqy6JY5adDpdAwdOpTMzEyqqs5nzo5VnFXxOX+vGcrq4Dipn50onvJew0f7q/j9wedJy0ikcsy9DB33IJ+d9z1/+r6cpVuraSncBIGQj5+trpLf/PpORp51JW+epyAleyTWtDMJqg6fXSVswYCQ5WfPnj0UFxczduzYk67E78mCw+Fg9+7dREdHo1arpUwiwWCQYDDI57ttEf319io2bqzB7XbjcrkAjmihuvbaa/nwww+l5Y0bN3LzzTfz3XffHfIAValU2O12CgoK2LdvHwaDAZVSybjdS+k453JQNZS2XbsQBAGFQiEdP/y3QqFAEATi4uL61IdW5tTG5XKxadMm6urqSEpKkgpHDQRGjx7NCy+8wMsvvyxl2OiIx+MhGAwyOlFLnF6B1RV6cV5V5ubS3N4/D6VS2aWLid/vx+Px4PP52LlzJ263G6VSiV6vl35ycnL6LAi1O6SlpbFixQoCgQC5ubmSu8l9990nB1IeBll0y5x0aDQasrOzSUpKYt++cSyo3McllRt5uSKLErH9BlUsprHA+7/cXfI5D9TdSeGMF3GNuYYHRge5z1bOv0t1fPjvL6hc8T6iNxQFv+eHf3G+eBv/MzXAH/cvpGz6M3iiM7ocU9jlwO12s3HjRoYOHcrQoUMHzENJJkRYsFZVVUm5dxMSEhAEAUEQ2F7dnt0gWiNg0QYIBET0ej1GoxFBEKirqzvs/u+//34sFgvffvst+/fvB8BqtbJjx45DquPFxMRIPt9hy5jKVozW1b7/oEJNlTqHoNWKKIoRP2Hq6uqIjo5m0KBBTJgw4dg/JBmZTtDr9UyePBmr1UpVVZUUxGg0GiXjQ38iiiL/+te/DmkfNmwYCxculFzCTsvQ8/n+UJB9Zauf4mY/Q+L6dnbS4/Fgt9s7dUNRKpVkZp1LAaQAACAASURBVGZKRYU6uqD0d2pCvV7PnDlzAHjjjTdYuHAh2dnZXHTRRZxxxhl88skn/Tq+gYgsumVOWgwGA+PGjWNNSwvxo9J4brzI6vwdvFOdFlGE56+BS5nt2cmY7c+zb/YrIChRxGZxVSxcPu42ll11Hi/98Rka928GoHnF67y1LxfH1DReUT9F0emvgqJ7l5JOpyMxMZGioiJ8Ph/Dhw/vk3OX6R7BYBCv1yv9+Hw+9Ho9fn/IhcTj8RAVFSVNF1c52kV3brymx2JCoVAwf/58bDabJLoBPv30005LUocJW8bSir6PaLfHT8BgPvysSbgMtVarxeFwkJ+fT0JCAjqdTpoGP5wPuoxMTwnP7g0aNAiPx4PNZqO4uJi6urpuu131FYIgMHv27Ihy8AaDgTPPPDNi5nFOVrvoBthQ6e5z0d3S0sKIESMOEdVKpZJVq1Yxbty4rnfSz1x//fVcf/31PP7441RVVfH6668zfvx4vvjiCzIyujZMnSoMbE99GZljRKlUMn78eHQ6HU0tLsYMy+WPZ8RwfkJDRL+HfbehtB3EUvpF5PYKgfPGpfPft/7M4GEjpHZv9X7e/88KJjy9ja9e/n+0tbXRXcLlxCsrK1m3bh2BQM+j5GWODVEU2bRpEytXrmTZsmWsW7eO/Px8duzYQVNTE4IgYDKZDinfrFG1z0wc7STF22+/fcgUd3cs0EqvnYTyryLamlNPP/I2SiU5OTnExMSgUqlwuVzs37+fDRs2sGLFClavXs26deuw2WxH3I+MTE/RarUkJSUxffp0pk2bhkKhoK6urtN0mceLhx9+mGHDhknLTqeT1157jZtuuomHH34Yj8dDuknFIFP7Nb+zztPZrnqN8CyWx+NBoVBIriMnaoaTxYsX88wzzwCwY8cOKY+3TAhZdMuc9MTGxjJ16lTOOOMMxo4dS0JMNBeOTGR6SvvXv0RM4WX/ZaTtexO1u/GQfWi1Wv7+6stcdPHFKDqIsBKbyOL3fuTC88/jL3/5yxFdCzoiCILktuBwONiyZQv19fVSGWGZvkUQBHJzcxk7dixmsxm3241arSYhIQGTyYRWq+00GMqsbf/OtLiPznK3d+/eiOWzzjqLK6+8ssvtLGVfogy0W9p92jisaWd165hKpRK1Wo3D4UAQBJKSksjLy2PWrFlMnjwZk0muVCnTN4TjCQwGA5MmTcLhcNDa2nrcx5Gfn8/bb799WCPH8uXL2bFjBwDjk9rdNkpsflo8fWelVyqVWCwWKioq2LRpEz/88APr1q2jqKioXz6nY6W5uRmLxSItP/roo/04moGH7F4ic8qg0+lITU0lNTUVh8OB0rCDXQ1WHP6QkPp74EIu9G5gUMFfKclbfMj2MTExLH70Ue6+6y6+fONZPvpqNVZXyAfP3uZkyZIlfPDBB8ydO5f58+eTm5vb5ZgMBgN2u10S3gqFgqSkJNLS0oiNjZXzfPch4aDCvLw8nE4ne/bsoaSkRAoC6wxTB9HdepQP4ltuuYWVK1dKy7t37yYYDB4xAFMIeEks+SyirT77ckRl9306PZ6QxW7ixInExcUN+JRkMicfPp8PpVJ53I0LS5cu5bHHHjtin7S0NMndb1ySlqUHQnE8IrCrzsOsjN5L+yqKouTOFs5hHs5eIggCwWAQu93eZQXNgYYoimzevFlarqioOCQz06mO/ESXOSUxGo2cfdp07vPu5OkVVQD4UbHIt5B/Vy8mtnoVzalzOt02ISGBmx76E4tmPcIXy9bw4kYvRdaQAAsEAnzzzTd888035OXlMX/+fGbMmNGlwDEajRiNRoLBIDabjZqaGpRKpZRm0Gw2y0GXfUR9fT3l5eVSCfYjCYJjFd3BYFCaeu14/La2NqKjow+7XVzVD6g9Vmk5oNTRkHlRt44ZCAQIBAL4/X7sdjvr169Hp9Oh1+vR6XRMnty9NJgyMkeDz+ejtrYWu93Orl27iImJOe4BgLW1tZ22jxo1il/96lekpaUxa9YsaVwjLWpUCvD/fInvqPP2muguLS2Vrr24uDhMJhNGo1FKOfrLHN379u3rleP2NR6PB51Ox/nnn8/evXvZuXOnLLg7QRbdMqcsCoWCW88ex+pSJ2sPhgqe7BAH8yvv89z80zecG/c5jiGX0JxyGih+4V8nCDRN/l9ua9vHVRP9zN87m+JNKyiuaPcVz8/PJz8/n+zsbK699louvPDCLnN0KxQKoqOjiY6OJhAIUF1dTWlpqTQ1e6JZPk4EkpKSUKvV2Gw2ycWnqKgI4BCf7o6i2+kX8QVE1MruvwyVlpayZ8+eiLaxY8ceUXADWEo/j1huzLiAgKbzbcIFSRQKBVFRUWi1WpRKJRqNhpEjR0qVL4PBYLcLPsnI9BSv10tZWRklJSXSTE5iYmK/jOWSSy7hnXfewe12R7Tv3r2b6upqBg8eTGFhIePHj2fq1KnoVAqGx2soaAj5n++o80iW6GMlXPzK6/XS1NSERqPBZDKhUqlQq9Un3AxUeXk5VquVoUOHAvD111/zzjvvcPXVV/fzyAYmsuiWOaURBIE/XDmeuS+swuUPuYqUisk86r+J/6t3cF3TD8yL+hDF4LNozLyQgLpd9Pq1MbyVspi/79djHWKCIdeTVrMX7eZ3KN2/h2AwtL+SkhKefvppPvjgAx566KFuWxaVSqWUMs7hcLB582amTp06INJvnQxs3bpVqpTn8/nw+Xz4/X58Ph+CIODz+WhsbJQsTwqFAlXAH7EPl79nonvQoEEMHTqUAwcOSG3bt2/niy++YOzYsSQnJx+aSUQU0bVVRTTp2ipBDICgxOl04vP5UCgUiKKI1dpuEXe5XHg8HilTicPhoKamBpVKJfl5q1QqRo4ceViXGhmZo8HtdtPQ0EAgEJCKvvSWcO0pFouFe+65h+eff/6Qdc3NzZKBBELuX3feeSfjkttFd5MryJ5GH6Msx26hD1u0IZSLu6amhrKyMulz0ev1REdHYzKZJOOL2+1Gq9UOyNnOzMxMAM455xzWrFmD0WiM8OmWiUQW3TKnPOlxBp6/egIPfJyPN9ghUA4jrwYu4fXWC7hox3pu3vsgqVkjqc++Ao8xNG3WFDUUr6IJfp6GVKWMIHDxc6S01OPb/gW27cvwukO+gaWlpdx5552cd955PPzwwz0Sz0ajkdbWVtatW8fIkSNJTU0dkDfgE4msrCwpgFIQBKl8czgY1u/3S24ZXq+XtrY2Whx+oH22Qt3DBAMajYa3336bWbNmRbQ/8cQT0t9xcXGMGzeOwYMHk5GRQWZmJmkpZ5Fc8aXUx1z/E4P2/IPKUXdSXl4uWck0Gg0Wi0US0x0L5KjVapRKJUajEbVaHSGC5JSBMr2NyWRixowZuN1umpub2bZtGw0NDVK+6ePNvHnzmDNnDrt27WLPnj3s3buXvXv3HpJ56s033yQvL4+pQ8fwwa729h9KnL0iujuiUqkkw0oYn8+Hw+HAarVK955Vq1ZJAanjxo3r9/zcHcnIyKC8vJz6+nqKi4tZsGBBfw9pQCOLbhkZ4IKxKUzKPJt3v1nDBzsdtAbbp919qPgseBqfuU9jZmEBtxS/wPgUPQ2Dr+ScnPHMyRzE5uJqVhTZ2OEM5XtVmRNRnX4r2mnX4Nj+DfYNn+D3hMT3N998Q3FRES+8+GKPqomZTCapOllNTQ0jR46Urd6EgnfCabfClmq/3y9VkQwL5/DvYDCIx+PB7Xbjdrvx+XwROYRdLhc+n4+YmBiUSiUKhQKdTkd0dDRRzW6odEh9NYqev/jodDqefPJJ3nzzTUpLSw9Zb7VaWblyZUSw5fDcYay5aQgWV5HUlnTwU1zRmQwffr7U1vH8PR5PRDXN8N/hYK2O7NmzB6VSicvlYu3atZKID1vIw1Utw59HZz/h/YaXw7nFf7mNUqmUXxhPIXQ6HSkpKezfvx+TyURLS0u/jSU5OZnk5GTOPvtsIBRjUVFRwZo1a3jppZekfnfeeSdmsxlT7jQ8GdPR5UxkQ4Wbm8cHMWr61v1DrVajVqulF5O6ujosFgvBYBCr1UpxcTHDhw8fMNdQYWEh99xzD2+88QY33XQTWVlZUsEcmUORRbeMzM8km3U8NG8u91zm59+rt/Dm+nLK3JGidl1wNOuCoxlSUckt1Us5N/Z1bIMvYfaQM5iVm0aVzcWK4lZWVEKrV0ShjcI09UoMo87Es/JvNO7ZAEDhgQPcdN3VPP/c0ySkD+tsOJ2iVqtJTEykpaWFH3/8keHDh5Oenn7C+QEeDcFgkJ07d9LW1oZKpZKsQF6v95BKbh05XHl0lUqFwWDokQj0BdqPoxRCedyPhvPOO4/zzjuPkpISVq9eTX5+PmVlZdTX13ea0mzf/kI+FBdzp24JGneT1J6x8894otJwxIeKZ4RFck8JW709Hg9KpVJ6ieko2MOfcWeVL8O/w24EXSEIguS/2lGcK5VKRFGUXo7S0tLIysrq8fnIDEzi4uJoaWmhvr5e+g7o9fp+iy1QKBRkZmYyd+5cysrK+Pzz9tiJlpYWWjZ9B5u+Q5s2kvjz7+PH8mjOG9I/blgKhYK4uDhKSkpobm4mNzeXuLi4fhXfW7Zs4aKLLmLkyJFAKD5Fjjs6MrLolpH5BVFaFTfMncp1v5rC99uLeXP5NjY1R4rvInEQD/tv4/mGFm5r/ooFhtepHP8gJE3n+kl65o0X2VTt5ocSFzvqvKiMcfz28iFoB2/jjq/c+IPQ0OJk4d0P8PL1oxl0y5/w6bvvB2c2m/H7/RQUFODxeCIKPpystLa24nK5sNvteDweLBYLBoOB6Ojo4/bg8XYQ3Zoe+HIfjuzsbLKzs6Up2eLiYm688cZDAr4Ahk+YTrEql9x196EIhtL/KUQ/gzcvZu9pf8NrSDnqcYSt1IIgHJep67DVvaMl3uv1Ul5eTkxMDAaDAY1GQ0NDgyy6TyKysrIkty6Hw0FTUxP19fXU1taGZpL6Ma7gkUce4dxzz2XFihWsXLlSKmMP4KnaQ83b9/J+872c+9C8fhO64ZSybW1tbNq0CZPJREpKCjExMVLQdF9SWVlJfn4+l156KQBDhw7F7/ejUqn61Wf/REIW3TIyh0GpEDhn4hDOmTiE7aUNvPn1Or4uVxLoUFOqCTPP+q8lzmnniq3PsPPsTwiq9KiVAjPT9cxM11PX5mf1/nrOcbeSM1HLkDgFV3zioskl4gnA3e/tYW3SQyiveqtH41OpVCQmJnLgwAGp9PLJjNPpxOVyoVQq0el0RywcIQiCFCwYtqYerRW4Ix1Ft6oPJhduvvnmTgX32WefTUJCAk4SKJnwEIO3tPuAq3ytpO57m9KJv+39AXVB2CIedvHp6NLT0RIefhAfyQquUCiwWCwoFAppH0lJScflPGSOLzqdDp1Oh9lsxul0Yrfb+z2uQBAE8vLyyMvL4ze/+Q0FBQV89913fPLpp4jBIKLfy/5//R87F1zKuOTey9l9NIT94t1uN0VFRZJ7nMFgwGKxEB8f3yepGdPT0wHYuXMnY8aMwWQyUVJSIrlJyoK7a2TRLSPTDcZnWXj5rkt5yOrk3e/W89EuO45g+w1teXASV/tXo28tpi1udMS2SVEqrp6Yio3fs8u5kKEV3/BETDF/fG8FZVYPvkCQG97aw0tnNJKQkNCjcSkUChISEtixYwcej4ecnJyT9sYXLmwUJizMfvkTLjgRzurh8XjweDzY7XZ8Ph9Op5O0tLQu0zd2RlQHf067V6Si1U+6qXduo+Fc4b/k7rvv5oYbbpCWbalzqG4tIfXAe1Kb1tl5HuK+5ODBg2g0GoxGo/SCk5CQIAV0hqt6HskP/Jf+4DKnFk1NTVRWVkZc1wMBhULB2LFjQxmFsofz0rOPS+vuvfVGfjV1DKNGjmTEiBEMGTKk3wIbwy8vYbxeLzU1Nezdu5cpU6b0miFGFEXKy8uZO3cuy5YtizjfnsQlychl4GVkesSgOAOPXPMr1iw6h5Emr9T+U3AEAVFAZy874vY+QxI1uQvYPfo36C5/BkEVunntb/CzcOFCKioqejwmlUqFxWKhsLCQ9evX09jY2C2/2hOdcEYOnU5HVFQUJpMJk8mE2WwmLi6O1NRUkpKSJKHtdrsRRVHy4z4apqVFWuNWlrp641SAkADpjL/+9a/MmTOHO++8k/379wPg+MWLXVB5/H1iMzIypPzmYSt1uJiTxWLBbDZjNBolq1z4x2AwoNPp0Gg0EUGaMqceBoMBlUqFzWbD7/d3vUE/MConLWLZWXuQL/77X/7whz9www03MHPmTK6//nr++9//9tMI29FoNCiVSqKjo/H7/TQ2NkrGhqOlqamJoUOHkpWVxauvvoooit2qtizTObKlW0bmKIiN1jM+Wc+e1lDQWytR7BUzsTiOLLrDNLsDuONziT//Aaxf/pHgz5aEa6+9lvvuu48rrriiR0JEqVSSmJiI0+lk06ZNxMTEMGrUKKnU+clIuJANQFtbGzU1Nbhc7SI4HNTndDpRKBQMGjTomMXd4FgV6SYVFa0hgbC6zMV1o41HHVDZkfHjxzNjxgzWr19/yDqXy8XmzZuZP38+ixYt4uaZkdalYA/KwfcWKpWK2NhYyT+3ra2NkpKSbm2nUqmkinxhoaBSqQ7JfhIbG3sczkSmvzCZTEydOpXa2lqqq6vx+XxSsZiBEhw+fvx4rrn+Rv791XK81upD1ouiyN69e3nqqaeYOXNmj2crexuDwUAwGGT//v0RxheVSiXl/o6Ojkav12MwGNDrj+wqE04FGN63zLEhi24ZmaNAEAQunzWaDwt3SG0bgiO5ugtLd5gWhwtQEjViNverP+Px/x7E5w/gcrl49tln2bJlC48//niPpy0NBgMGgwGHw8G6devIysrq1+nPvqSiogKbzYbT6YxICZient5n/qGCIHBmlp53d9oBsLmDbK/zMCnl2I8nCAIvvfQSpaWllJWVUVBQwDvvvBPRRxRF/vCHPzD2mTsY0qG9PyzdELKshYtjdJewv7fP56OiokLyAw8XItJoNKjVakwmExMmTJBSqMnW8JOTuLg44uLiSE9Pp7CwkOrqajQazYAReAqFggfvu5cxF97C39ZX4607iKf2AFG2g1RtXy31E0WRTz75hGnTpjF69Oh+u+cqFApMJtMh7WHXu5qaGsrLyxFFEaVSyfTp04+YcaTjS8Srr77Kk08+2SfjPlUYGK+SMjInIJOGppGgb7+ENgRHou+m6La52qf7/mekkg9ffoqcnBypbfny5dx///2dBtV1h3BVsMrKSjZu3IjT6Tyq/QxkoqKipCC+MGGLaV8yO1NHR8P2ipLeczERBIHs7GyMRiOVlZWH7acSI6fig4oTp5x7+H+k1+uJiYmRRFdcXBxerxe3243T6aS+vp7vv/+e5cuX8+OPP/ZrfmeZvkMURQoKCli5ciWVlZVSVqKBxq9y9AxPjUWXORbz1CtQzv0NUdGRM4lvvfUWCxcuZMaMGVx//fVs3769n0Z7KOEAdLPZTEJCAhaLBY1Gw9atW6mvr8fj8XS6XUxMDPfeey8ATz31FIIgSG5uMj1HFt0yMkeJIAhMGNRuIdgVzEbjrkcIdH7zCuPxizR424P4EhR2cibN4b333uOKK66Q2jdt2sTHH3981ONTKBTEx8cTDAbZsGHDSSG8RVGktraWLVu2UFNTI5U4z8jIIDs7m5ycnD4X3bE6JROT20Vufo0HT6D3fOi//PJL7rjjDr7//vtD1qlUKu644w6mDo2cwhb7wb2kNwgGg/h8Pvbv309bWxsWi4XU1FRGjRrF+PHjmTRpEnl5eYwePZro6Oj+Hq5MHyAIAunp6YwfP5709HTsdjv19fXU19fT3NyM1+vteifHAYUgcPskk/TCLQgC6Rfee9hZtb179/LII48cxxH2HKPRiCiKbN26lZUrV7JhwwYqKioiArrVajXPP/88K1askNo6/i3TM2T3EhmZo8TlDbD5YCMQEjzxQis+tRlROPJltbrMhVcMBfJlKJrwGdMRFWq0Wli0aBFms5m33gqlD1y6dCk33HDDMfk3RkdH09DQgN1uH5AWpJ4QDAYpLy/H6XTS1tYmTeGGc+qGXRC0Wm2firSpaVrya0IvV/4g1Dn8ZJh7ng2lM5YuXXpI27Rp0/j9739PYmIigiBgzH8sYr3HMPAyCAQCARoaGiQ/7V8Snt7WarVkZ2fj9/vR6XTk5uYeUhpb5uTGbDZjNpvJyMhAFEVcLhc2m43i4mIaGhpIS0vreid9iMvloqysjLKyMuJ2F7K3qBS/tRJfczWi9/CzkdnZ2cdxlD0nHBMjCALBYFB6TqSkpDBmzBipXzj/99KlS9m+fTsLFy7sl/GeDMiiW0bmKPns+1XYAu0WxnnKlRxIvQwUh8+MIYoiXx1otyKcNTqDnYa7CUsMQRC46aab+Oijj3C5XJSWlrJs2TLOPffcYxqrRqOhtrb2hM97rFQqmTJlCgAejwev14vNZqO6uhqv14vH48HhcGCz2fpUdKdGR946axyBXhPd5557Llu2bIloq6qqav/fiQGiG7dFrLcnTOyVY/cmXq+X1tZWtFotOp1O8s0OB0mGAyZTU1Ol/L8ypy6iKEquRXa7nZKSEnw+HykpR1/06Whoampix44dbN++naKiIsrKyqirq+v29jExMWRnZ3Puuedy0UUX9eFIuyZc3TWcRtXv90cUsQm7eMXGxhIVFYVer0en00kvyaIoYrPZpP3t2bNnwFvvBzqy6JaROQqCPi9vra8EQtP80bRxZUoD23LuxtfSctisITvqvFTaQxlP9CqBM3OisFvjIvro9Xquvvpq3n33XQCeffZZMjMzGTFixFGP12QyUVVVRVZW1kmT0USr1aLValEqlVitViAk9MIps8KpE0VRxGw292q1thRj5ItVrePQ0u1Hy2WXXcbTTz8d0VZRUUFeXh6LFy/mqhk5qHx2aZ1fbcJpHvLL3fQboihitVoRRZH4+Hip2I3X6+X/Z++9w+Mqz7z/z5leNaPRqBer27h3G9uAwQG8bAwkkEAIZUkWAoGQ3SwhIbAEyL4JG9b7BtgFQs/CL7wsNUBoCWDsYAvbuBc1y1Zvo9FImj5z5vz+EHOksYplddvnc11zeU5/xjrle+7nfr53e3s7qampWK1WdDqdbPuocOYRCATw+Xx0d3fjdrvp7OxEFHuvI5VKhcViGXRA4HjT2NjIp59+Sk1NDXv27KGuru6kttcYLcw/q5QVK1Zw9tlnM2vWrElzXhlKVMcRBAGDwSCP8bFYLBgMBvR6PUaj8YSpeI2NjaxYsQKAiy66iDvvvHNCf8+ZgCK6FRRGwWd/fokj0b6o8XfUn2LZ8BCLU+Zx6NAhWltbSU5OHjCC/d1+Ue4LCoyYtCp6GMiNN97Iu+++S0dHB16vl9tvv53nnnvupJ0i4sTLe7e0tJw2ojuOyWRiwYIFQG93qdfrxeVy0dzcTEdHB+FwGJVKNa6iO0mvwqQR8Ed7H3At3vH1GP7Rj37EY489NmD+Aw88gOfy5fxuQd+8HudCEEbnOz4RRKNR2tvb5ci2Xq+XPbpTU1NxOp0JBXXUajXBYFD+Pl2s4hQmjlgsxt69e2loaMBqtWIymbDZbKP2zx8tL730Eo888sgJ6xqo1Wqys7OZMWMG+fn5NKrTORhJRevIQWVM4sFLUsmwjJ+cisViRKNR2ZXJ7XbLLyT9iUer49dWXFTHi1PFe5bGQlNTr02iksc9PiiiW0HhZPF18OyODqBXdKsRuWGeAfJWYgaWLl1Ka2sr+/fvR61WyyI3pe59vlW0HJ1az86mEJcUD51fbbFYeOyxx7jlllvo7u6mq6uLn/zkJ/zhD38Y1t5pOKxWKw0NDZSUlJyWwsbtdlNVVUU0GiUUChEIBOSu0q6uLvx+P7m5ueNiPScIAhkWNTWeXrHdPI6RboDrrrsOg8HAc889N6BoziNvbeeRt+CX5+lYlauhaM6icT32WNFqtcyaNUuejkaj9PT00NDQgFarpbm5Wfbqjgvv/gI8LS2N/Pz8qfsBChOOSqViyZIlpKSkUF1dDTDpght6heTxglur1TJ79mwWLVrE3Llzyc/PJycnJyEqXO4Kc8+nbnn6i8YQl80cnZyK22X2vy+p1WrZR9vn81FcXIzRaJRfZOOfiR40fv/998vf33zzTcW2cxxQRLeCwkkSPfo3top9omKVupzsr98tTwuCQEZGBklJSezZs4eOjg5SUlLI2/87clQ61sy8kdqzVmE6QWSktLSUxx57jJtvvplQKERtbS0bN27kl7/85ajardFoCIfDdHV1nZZFRxwOB8uXL0eSJNkV48CBA3I1Sq/XS0VFRYIgHNPxjH2iuyMwvqJbpVJx1VVXcdVVV1FZWck111wzYJ0HPgsDYXjpV/yf/2Pg4osvHtc2jBcajQa73Y7P5yMYDGIwGORKlPGS8QaDAUEQMJvNiuA+Q9BqtZSUlGC329m5c+eUDPK+/PLL2bdvnzxdWlrK888/f8JesdIULSatgD/SK9iPekZf8TE+tkGlUlFcXExubm6CmN60adOUDMh85513ePbZZwF48cUX+frXvz7pbTgdUUS3gsJJonHkUSqUUS7lAbBbLKRHsHL8sD2TycTy5cvZs2cPbrebiMGJ3t9M3sH/ItmxmcrVvzvhsebMmcO//uu/cu+99wK9N8J169axZs2aUbU9nmJyOopu6H3hEQSBjo4Oqqqq6OnpwePx4HQ6ycnJGddoWlNPX0qJ0zhxUbrS0lL+9sHrbHrsR9z754EV8QDuueceJEka84DbiUIQBHJycuQXovgnPnjO5/PR1NSE1WqlurpajnzHiRfMWbp06RT+CoWJwOFwYLVaaWtrIykpacIKWx1PMBjkpZdeSpi3du3aEaWhufwxWXADpIzi+pckiVAoRDAYlIMEx44dIyUlZVJy2U/Ezp075e/Xd4gEPAAAIABJREFUXnvtFLbk9EIR3QoKJ0vGAv7BtJGf+3pFtxcj//vXz/n+ZV8bsKpGo2HBggXs3LkTt6mITH8zAMaeoyDFQDhxmsf69ev5+OOP+fTTTwG46667+L//9//KA1xOBovFQn19PTNmzDjl7QMHw+v1UlVVJT/EIpEIoijKOcTjhS8co6lfSkmxY+IGA+q9Dczdczerl3q5Z2kS+1tFttSJ3PZeolXZvffeS2dnJ5deeilms3nC2jMWBEGQ00iOJy40+gvycDhMY2OjXGl1y5YtmEwm+eWqpKRk1OlWCtODeFXE9vZ2KisraWtrQ6PRYDAYEpw0xptjx45RU1OTMG/JkiUj2vbL5sRrb0nmyMaLiKKIx+MhFov1Wn9aLGRnZ+NwOGT3kOmS+hd3bLn11lunuCWnF9Pjr6ugcCqhUnH5bBsOuuVZL+zuQowNPhgnHqETM/pyb8PhMH8+0ETzCAfg3XXXXWRkZMjb3n333QkFDEaKRqNBq9Wye/duYrHYSW8/HRFFkVAoRE9PDy0tLbhcLmpra1Gr1aSkpFBcXDzuuY9HOhO7kydKdJs8lcz8/A70gRZ53rx0NdddvITdWz8dsP7GjRu59dZbZf/dUxGVSiWfp2azmeLiYjIyMrBYLKhUKvx+P+Xl5bS1tVFVVUV7ezudnZ10d3cTi8UIBoNEIpHT5vw+E1Cr1WRkZLBmzRqWL19OUVERBoOBzs5O2traaG9vx+124/f7x+3vWlJSwvnnn58w75/+6Z84duzYCbfd2dRXAM2iE5iZMvz1H4vF6OjowO12k5+fz6pVq1i3bh2rV69m1qxZpKWlYTabp43ght7ibABPPPGEci2NI0qkW0FhFBhmfY1rd73Lo+I3AagPGvjLoRbWzx3cU1ar1ZK14jI48Bjvi8v418j3cJVrOBr08a28Ex8vNTWVJ598kptuuon29na6u7v505/+NGiu74lISkqSy/4ajcaT3n660NbWxv79+wkGg4iiSDQaRaVSYTQayc3NndAHWPXxojt5/EW31bWLou3/ilrsKzMfjUn81X8W73cs4JOnfzTodocOHSIYDJ42VnzxfNf+lJSUEAqFaGtro7m5We7RUKlUfPTRR6jVagRBQKPRoNfrsdlsLFy4cIp+gcJIiVfRTUlJobCwUC6U4/f76e7uxuVy0d7ePi71BtRqNb/97W95++232bhxI36/n0AgwD333MNLL7005KDBQCTGgfa+KpmLM/SoVcMPMHS73RiNRhYtWnTKVFa9+uqr2b27tx7Am2++mVAtWWH0KKJbQWE0FJ7Ptdqf8KS4gTC94ua5TYeHFN0Aqsz5SGodzlg3LnodTT6rDXB+atwHZXhycnL4/ve/z0MPPQTA+++/PyrRDb3d/NHo+NrcTTZ2u5158+YRDAYJBALyv4FAYIDjx/HE0xNUKpX8b//v/dMgBhPv1e4+0W03qHAYx1fgq6J+Cr78N1lwuwMSm2ujXPtWBF9oO7B9yG1/8pOfTHnKhSRJiKKYkCoSz+ce7Hv/z8liMBiw2+3o9Xra2tooKCiQrQo1Gg2SJE1anrDC+CIIgpxa5HQ6cTqdbN26dVz3f8kll/DCCy/g9/sBqKiooLOzE4fDMeg2+9rCRPsFfpdmnTi1JCUlBbfbza5du1i6dOm0Tf/qzx133MHPfvYzAK688spRXZsKAzllRLcgCOuBRwA18IwkSQ9NcZMUzmSMdtJmnMWGqq28HjsPgO0NAbr8EWymISKMGj1C5kKWNWxnpeogZbE5xCSo6oI5Izzs+vXrefjhhxFFkcOHD+N2u4d8OJwIv99/ykRdBkOn05GWljbosv453dFoNGHwXiwWkyPj8c/xvrihUAifz0ckEiEUCpGUlCTnHEdjEgfb+iJdxcnacbfSSmrbgTbs4eOaKD96P8hh19Ddu3a7nby8PFasWMH1118/6b0XR48eRZIkdDqdPAAy7kxyvDVgvBpl3L0k/mLTf1n8hej4F6P4i1D/7eL7ibNp06Zxc6dRmD5EIhHq6uqorq4e9x6c//3f/6W+vl6eXrVq1bD31IbuxGDF/LQTi25BEHA4HLS1tQ3qtz3diMVi3Hbbbdxwww1ykTaF8eGUEN2CIKiB/wYuBBqAHYIgvC1J0qGpbZnCGc2SG1lf87gsugF2ffEJ558/jHXbwmugYTslQiNlX0nt4Encgy0WC0VFRVRWVgLQ0tIyKtFtMpmorq4mNTV1WuURjhfxYjijLYjj8/nYuXMnoVAIQRDwer2EQr15nBXdKrz9nAsWj3AQ1clg8PZWxbvxTwHquwdGmGbMmMENN9zAueeei91uH9djx6vbxV9YThThile20+v1zJs3D4fDofj5KowbkUiEbdu2EQgESE5OHnc/b5fLlTBdX18vW1sOhl6TeG6PNNs5HA4jSRKNjY1Eo9EpKQY0UjZu3CgXY/vggw9Yt27dVDfptOGUEN3AcqBakqQaAEEQ/h9wGaCIboWpY+4VLN72Ihztm/Xl1o85/5zzQaMbfJtF1xL4+CGMkb5IqRQJDL7uEPQXWZWVlcyePfuktgcwm820trbS1NRETk7OSW9/umM2mznvvPPkiHj832AwyBt/OgT0ppcIQJHeS3u7j1gsNm5RZoO3nprO2KCCG3q7qy+99NIxHycUCtHQ0IDZbEatVhONRvH5fNhsNpKSkrBYLOh0OjnCfHwaTv+os4LCeBEfEBsMBmlqaiIYDOJ0Osdt/3V1dbz66qts3bqV2trahGX19fXs2bOHlStXDrqtRZcYpPCFY9j0Jw5c6PV6nE4nTU1NHDt2TC4EVVhYOC0sAvsT/7+ura2dtv7/pyqniujOBur7TTcACX5pgiDcDNwMkJ6ezqZNmya0QV6vd8KPMdEov2HsWLIupeBYE0elLAC+9DmpfvkuGnIvH3IbR9Y3MXS3ytNmTzmtrSO375s7d648svzNN9/k7LPPHlXbJUli9+7dckW4k8ApCMLOftNPSZL0VHxirNfiVP9NhyMmSWyr98vTJckq0pIMhMNhRFHE6/UiSZJstzVaXvzj33hkk3fI5a2trWM+Rhy9Xi+n1kiShNfrxefz0dzcjMFgOKUGZE7nc2ckjKL9E3otjieD/bb++f3xtK/4WID+aDSacTvfI5EIN91005DjPubNm0daWtqQx4v6El+E61pcqP0n37MTjUapra3F5XIN6640Fed0/3Sb4Y49na+3KWjbsNdinFNFdA92Riec+V/9uKcAli5dKq1du3ZCG7Rp0yYm+hgTjfIbxoO1LKl8iqPtvVN7YkUcrNlKkeav5OfkYMkqhdRZYM2Er7rcvd2LUB25G75KK/GGoqSaJFTWjBEd8eqrr+a5554DoLy8HKvVOirP7VgshtvtZs2aNSdrqeeSJGnIKiVjvRan/m86NNuOdNATLpOnv7NmFkZ1K93d3TidTgwGA62trWNzV5Ak3trjGnJxSUkJDzzwwJiO0dDQQDQalfOt4wMPfT4f2dnZ6PV6zGYzTqfzlHK4mc7nzkgYRfsn9FocT47/bTU1NVRWVhKJRNBqtajVakwmE3q9fkJf9MrKygYI7qVLl7J27VrOPvts8vLyhk2P6lSH4WBfCXi9NZn09JGnmMViMbq7uwmHw+Tl5bFw4cJhjzcV53R/K8Xhjj2dr7cpaNuw12KcU0V0NwC5/aZzgMFLsykoTDJLV6zhtXd7c0wCGPhx4CbYC+yFdBopVO2kUOOiIEmiyGmmMDsdtbOo96wGXg8t429bVDx+Sd8+NUE3pkMv4zbOIMmRTiQpn4jBCYKA3W5HpVLJkaGWlhYKCwtPut1+vx+n0znuHtanMx8ebEmYXj83A/wGuru7CYVC4+KSoQp0cGGBmmd2J0b7LrroIn7xi1+MizOJ0Wiks7MTgOTkZFatWoVGo2HTpk0sWLBgzPtXUDgRM2bMwGg0Ul5eTjAYnLQc57q6ugHz/H4/FouF3NzcE45HOD6n2xseWVZ3NBrF7XYjCAIZGRnk5+djs9mm3fiHuGPJ/PnzlcI4E8Cp8rTdAZQIglAANAJXA6PzSlNQGGfOPmsGqndriA3SIdOKg9aYg21hwPXVpxw0JI6At0RctO7ZSXqKA50jF723gS21Ph6MLkVHhDyhlnzVTnINfvwtdXL3a5LVQlbm6CKeBoMBj8eDJEnT7sY/XdnX4JG/z8u2kWkzgs2IzWbj4MGDNDc3j8laS5Ikfvgv91C2e2Bxm8suu2xMgluSJLq6uuTCOWazmYyMDNLS0pScbIVJR61Wk5mZiVarZfv27ZNmSbdq1SqysrJoauqL2x06dIj7778fn8/HVVddNez2Hx9NHINzfI73cMTvs/EiXklJSdhsNmw2m1yBU6/XT9n9WJIkfvvb3wKwYsUKLr74Yrxe75RbkJ5OnBKiW5KkqCAItwMf0msZ+JwkSQenuFkKCgDMSDHzwIbZPPnhThrDI/NfjR536R0JO/hhlQOqwE4PBUKYLnpHjIfRUi3lUC3mgA96avpyfYWcBTz03l4uNx3g4lIbrUXDPzD6o9FoZIeKUylvd6qQJImq1r7/+zlZfYOfjEajXAVxLA9Ml8tF2Y4vB8x/4No1LFu2bFT7jEaj1NXVYTQaycrKktNH4hUfFRSmCkmS2Lt3L0lJSZPW45aTk8Nrr73Gli1bePfdd9myZYu87P333x9WdDf2RPnoSN+YjgyLmrlpQwyaPw6NRkNqaqo8LYoi4XCYhoYGjh7tG42v0+lYuXLlqFIGx4ogCOzfv58NGzYAUFhYyB133MEjjzwC9KalBYNBiouLJ71tpwunhOgGkCTpPeC9qW6HgsJgXLe6kOtWF+Jrr+VoVTk1DY3UtHVR44lR4zdyNJaGj5Hlxnqwslsa2j9bCvWVf4+ZHOyPFbIu8CXqcE/Cek/v6qa+O0JxpII8vZ9Mu4lURwq21GzU+r7IhRLlHhmt3SF6Qn09FMVpidEfnU5HJBIZUw50/4dynNp/spCR3sx+YXSRwLhnttlsZtGiRcrfW2HaIAgCOTk51NbWTurYAZ1Ox7p161i3bh3V1dVcffXVQG/Ee7iev5f29SD2uwyvm2dFe4JqlEOhVqsxGo0Dfnd7ezvhcHhKRDf0DtQ/evQojz/+OHl5eWRlZcnLCgoKiEaj3Hfffdx3331T0r5TnVNGdCsonAqYU2cwN3UGc/vPlCSkrkbaass5XF3F/uo62sNa6oImjsZSqZfSiDHyLspoV9+oerW1V6Q9Ll7Oh4dayD36N7LNkGkzsL85k0a/moN8le/91WZqushR1ZCn85KhC9LqbufCeXlkFcwGs1Me8KmQSGVr4ktNSXrfi1G8uI7VaiUQODkLyONZvHgxu3btkqfbfRJ5wXaS2r+kO235Se9PEAQsFgvhcBiPx0NycvKY2qegMJ4c71Qylccfri0H28NsbwrJ07NStKzIHn+PfkEQ8Pv94+6/f7L88Ic/5Ic//GHCvKKiIioqKnjwwQd58MEH+fjjj6eodacuiuhWUJhoBAHBnkO6PQdL8dlEtm5locGAyWhEE3LTc2wvsViI1s4eGntEGgI6jolOaqRM3Az0bxW9nfJ3lb43GhJGy+FYLod9gA9oG7o5ImpqY2nUBtMgCK/ug8LDvyBVdZhKKYe9M/6Bcy+9kZxURZz1p6ot0cKvpF+kW5IkCgoKOHjw4JhzUysqKhKP646xJEuNs+69UYluj8dDMBgkNTX1lK5AqnD64fP5qK+vRxRF3G43RqMRg8Ewqb0xx6e1vPjii1x//fUJ82KSxP/sTXzpvmGBdVzbGbccjUQieDyehAjzdKG8vJxAICBH4WtqarjgggumuFWnForoVlCYRMxmM3PnzmXHjh0YjUaihhS6k+eQnp5OIcRj0mhCHgw9tYQ9lbS6u2juDtHoV7OvDV6u3CrvT4oER3zs+cIRXJKNJgYWmfhp5Ad4sBBED1Xw73/bxFXf+MYYf+3pxVFXn+g2atVk2vqcSrxeL/v27SMYDKLTjSzHsz+SJLF//362b98+IFL+ndcDOIwCFwqfo/O3EDaNzFoyjt1ux+fz0dDQgCRJzJkzB7PZfFpWIlU4tTCbzZxzzjn4fD66urpwuVy43W454mwymSZ83EFhYSEbNmzgnXfeAeAPf/gD1113XYKgbuiOUt3ZN7h5da6B0pSTv84Ho6enh0AggFqtJjs7m4yMjCmPcg9HvJDPd7/7XQoKCqa4NaceiuhWUJgkotEojY2NHDp06IRWUVG9Ha/eDs4FpIY6SW45zLZX/8xbb30qryNo9RgKFo/4+D/QvEN5bAZfxGaxXTorYVkLKQnTe7qMjHxI5pmBRd832DQQEXH7wqRYeruXu7u70el0eDyekxYJPT09XHnllUMW6wBQCSBIIulHXqF+3o9HtF9JkhKK3phMJo4ePUpnZycOh4MVK1aceCcKChOEJEly1clIJEIkEpErncZiMSRJkp12Jpr169fLorurq2tAGlYgmth7tTxr/NJK4r87FovR3NyM1+slKSmJpKQkjEajbA071Q5DTzzxBPX19USjveNaioqKprxNpyKK6FZQmGC6u7tpbGykvr6eWCyGw+EYeqR+NIS37SiNLU3UugMc8erY26Fh31tPE26ulFcTNDpSr7gPnTNv2GPnCG2cJdRxvfoj/haby+/F4UuHZwsdzM+xsXTe/JP+nac7S2ckRp8+2nOUtUU2fD4ftbW1dHZ2UlBQQFvbMLk9x+H3+9mwYQNe7+DVJ4tzUvmP1V6+Vth7vjjr3qO55FqihpRB15ckiYqKCkwmEyaTKaH4jc1mY/78+VgsFsW1RGFKkCQJt9vNkSNH6OzslFOxBEFAo9Gg1+tJSkqaVDG3Z88e7rzzTnk6fr30Jy8p8X5d151o+ToWHA6H/F0URSKRCM3NzdTV1SFJEuFwmL/85S8kJyezbNmySemhEkWRf/7nf+bzzz/nyy973ZT653d/8MEHXHTRRXz22WcT3pbTDUV0KyhMAIFAAJfLRW1tLT09PWi1Wux2e8LDJCLGaGtrprrmCJsPVHDEq6MinEo3dqBX4IVddbT9732IPX0VCjXJmaT83Y8x5PYN11QjYsWPiIoejJTSwKv6X2ET+pxOvBjlKpgANqOWBbl2FubYmJ9jZ36ujTTr2Iu7nC643W5CoZBcqlrdUYdKgNhXQa/3dlbj8PVW0tNoNCMqrHE8HR0dAwT3vffey+LFi8nNzUUlRZnzyXUQ6BXyqliE9JpXaZx9y6D7EwSBzMxMmpqa5FQXvV6PTqcjGo3KkcR4CktqaqoSrVKYFERRZNu2bXR1dWEymUhJSZkWTjrPP/98QkqX2WzG7XYneFMbtSoyzGpafL030GOe8RPd/VGr1ajV6oQiW62trXLF2MlKCautreWxxx4DIBQKodfree6553j00Uf55JNPlMHYY0AR3QoK40QkEqG9vZ26ujo6OztRqVRYLBbS0tIIRGKUd0Roaj5GfbuHI14tRyLJRNACpYPuL9rdTuvLdxPzd/XOUGmwnf1t0lZuIFkbJSr48MSMiKgQUeOhb5BcLRmY6Mv3jmotFDvMXBU+RqZZzfy58zl/zdnT4qE3HRFFkSNHjhAOhwkGg4TDYURRJNcsUevtffCVd8YwGAxjKhzR2to6YJ7T6SQvr7cHQxK0tBZdTd6BR+XlqcfepqX4O4g626D7NJlMCIIgd1nH2x6JRAiFQng8HrRaLVqtFp1OlxBpU1CYKOIVGY1GI2azedrce9asWcPnn38uT3d1dfHNb36T3NxcVq1axapVq1iyZAkz7Jp+onty0l7iqFQq2tvbqampITc3d8LrKhQWFrJy5Uqqq6v53ve+x7/8y79w4403cuONN07occ8EFNGtoDBGYrEYra2tHDp0iEgkgtlsJi0tDYBoTOJ/D3p5s9xLb7Vg81ef4Yn2uGh/6zey4NbrNPz4yrN5JfcawkCrBAxhkqEiRr66g4qsb2BJK8CXPJugJRcEFd+mt4vX5XIRDofR68ff8upURZIkjhw5QiAQQBRF2a83XkRIFEUKzTFqvb0DqNpDagLoGEuttltuGRixPj6P1ZX3d2RWvYQ25AZALQZJq3mD5lmDPwA1Gg2SJMm/IZ4TGs/v7m+LVlVVJUfqZ8+ePYZfoqAwPHq9ntWrV1NdXU1zczMAWq1WrsI4VQN7v/Wtb+FwOHj55ZfZs2ePPL++vp5XXnmFV155BYD5511CbMn3UGkNdARi9IRiWPWT0+akpCSi0ShVVVUcOXKEkpISsrKyRjVoe6Rcc8013HHHHfzxj3/kj3/846RVDD3dUUS3gsIoiUajuFwuqqur6enpwW63J9wE67oiPLa9i5oRdEVqiFIsNDIzVkPD7i28v3k34VCv+FIL8NE1Otbk7eNdUcIXTYwQpZsEFlJOqR0K0hxk5hSgM2YRYhGhQY4lCAKiKBIIBBTR3Q9JkvD7/QQCAVmcxgVr/FNkifFpv+D00a4YqWNQ3Wq1GlHsy/n59re/zXnnnZfYLrWe1qJvkXPo9/K85JYtQ4rueAQxLqa1Wi1GoxG1Wo1KpUKlUsnrxI8dF+cKChOJxWJh4cKFlJaWyo4lbrebzs5O+fzTarUkJSVNqgifO3cuTz/9NFu3buW1115jx44dBIOJzlD7PnuPVMciTKVnA9DsjWLVT5zoPR6NRoPT6SQajVJRUUFlZSVFRUXk5eVNSOT7Bz/4AXfccce47/dMRxHdCgonSdx+rba2FlEUsVqtcmQbQJQk3q308/KBHiKD6Bgrfs4SapmtquUsdRPZJpHcrCy81iJufugztm7fmbD+f16s59wZGkBihbWDLkM2xclaih29nyS9Ckgfcfs7OjrIyMiQrZ8UelGpVMyfP3AAaTgcprq6mmAwiDY5DEf6XEb8g/2BR0h5eXmC4J45cyZ33XXXoOu6ctYniG69rwkkadBCRm1tbWRmZiYMpMzLyyMlZfDBlwoKk018oG+8AmssFsPv91NTUyNXp5zsgIAgCKxevZrVq1cTCoXYuHEjb7zxhrxcZzCiy+grf55snJqxEHHx7fV6qaioIDU1dUJEdyAQQKPREI1GB/iWK4weRXQrKIwQURQ5duwYlZWVaDQabDbbABeSZm+U/9reRXlHYoqAFT93af4fa1V7SU5OwTXj7/Eln0vQOoPWNhcNNhs///nPEwS3zZnGG3/n5YJCDUFTFo2zf8CPUouIaUZfLjkajcriUvFpHhk6nY7Zs2cTi8VI8wTgw03yslB09KJ77969CdMVFRXyoKXjEXVJiBoT6qgfAFUsjCbcSVTfl49dXV0ti2yj0UhKSgqFhYUJkW0FhemIKIqUl5fT1tZGWlra0O5Ok4Rerx8wwPn8f3qEcqn3JcFuUOE0Tt39MxKJ4PP5WL58+YQFT3bt2iXbAyol38cPRXQrKJwASZJob2/n8OHDBAIBUlJSBjg+SJLEhzUB/mdvNyExcfvVqgP8Vvt7MtXdNJXeQEXRVaDq276rq4u7776bffv2yfOSVl6Jbc21eAxP4cq1Uj/3NmIa05h/S3d3N/n5+RM+EOdURxRFdu/eTSQSIRqNyv96AokvU8GIOMQeTsz69et56qmn6Orqkuc1NzeTn58/cGVBIGTMwNRTI8/S+VsTRLfdbqe7uxtBEOjp6aGyspKqqipUKpUsxuMftVpNUVGREv1WmHIikQi7d+/G4/GQnj7yHruJoqmpiSeffJKPPvpInnf++efTbsiBQO9LdolDO6UvsvHr+ODBgyxatGhChPerr74qf+/vpqIwNpRQl4LCMLhcLtmrVKPRDGqx5vKL/GpLJ0/vShTcBkI8qHmeF7W/wW53cPicJ2ktuSZBcAP86v77EgS37eyrsJ97A0VaF5qzvk7twp+Oi+CG3kh3/1QYhcFRq9XMmzePvLw8TCYTNpsNu92O3ZqYwO31j7wi6PHYbDZ+8IMfJMwrLy8fcv2wKVGQ6P0tCdNOp5PCwkJCoRA+n49QKIRarcZkMsnFNkwmEwUFBcydO1dxLVGYcsLhMDt37qSrq2tavAC2trZy/fXX89577yXMX7bqXDoCfb1aJY6pC1rEYjG6u7sRRVF2I5oIHnzwQfn7dK6QeaqhRLoVFIYgFotx7Ngx3G43ZrN50G7/YDTG/Z+5afYmRjwXC5Vs1D5Jvrqd5tIbaC6+BlQDLzcpEqC8qi96aVv9HVLWXM0/WLfzd2vORrCMj0AOBoN0dXWRlpaG1Wo98QYK6PV61Gq17PoRjUYJB30J64SiIsFgcFSRoIaGBn77298mzJsxY8aQ64eNieeCLtAnuoPBINFoFL/fj8lkkv3F404soiii1+vlgZUm0/i8xCkojIW9e/fS1NRERkbGVDcF6O1pGkzEHml2Q2rfdPEUiW6Px0M0GiUrK4usrKwBtR/GC1EUEwrfvP3223znO98Z9+OciSiiW0FhCFQqFUuXLqWrq4u6ujrq6+ux2WwJAsvljyUIbh0R/lnzGjer3yVkK+DwwicI2IoH2z0AmmAn2rQCwq1HACjNdfKbWXuxz90Awvh0RHV0dGAwGFi+fPm0KUhxqpCRkSELgniKiXrLJ4hfuWepdUZcLhc5OTknve+4bVqcO+64g7POOmvQddXhbuwtnyfOi/jkdjU0NJCenk5JSQkpKSmyS0n8I0kSBoNByeNXmFbMmjWL1NRUmpubaWtrQxAEdDodSUlJU3KfWrBgAd///vd59tlnE+a//txjZP1gAVp7772gOHlqRLfRaJRL1Dscjgn5P/rss8/4zne+wwUXXEBWVhbbtm1T7hvjiPI/qaBwAmw2G/PmzWPhwoV0d3cnLEszq79yD+nFQTffV7+HWpBoLrl2WMEN0NgdJdzWF+leMsOOfd4l4ya44zfo1atX43Q6FcE9BuLWe/3/D+MR8I6OjgQnkpFQW1ubMP373/+en//85wOsypAkZuz7T3RCoqepAAAgAElEQVTBvqqkEgKejNW4XC7q6uowGAyo1WqcTifJycnYbDasVitmsxmj0YjJZFIenArTDqvVSlZWFqWlpeTk5KDVavF6vYRCg5mdTjyCIHDrrbfyySefJKRfCSo1alNvioXDoMKsm5prSa/Xk5KSwv79+9m8eTP19fUD7xdj4IorrmDt2rU0NzdTVlbGCy+8QF5e3qiCCgqDo9yFFRRGQGdnJ3V1dQOEi04tcElxX1d9Cym8E1sFQGbVH3tt3YagvLycG753k7yOymSnTL+caGx8ihBEo1FEUWTevHlKqe8JIjsri5UrV2Kz2aivrz+pAhJf+9rXEqZDoRB//etfueqqq+js7JTnp9R/QHLz5oR1W4qvxp98Fh0dHTidTlJTU7Hb7Xi9Xpqbm6mrqyMcDo/txykoTCA+n4+ysjI+/vhjtm/fTltbGyaTiezs7CkfuJeUlMSyZcvkaa3ZhkrX26Ys69QmCGg0GtLS0tBqtRw8eJBPP/2UgwcPjsu++1sk7t27lwsvvHBc9qvQhyK6FRROwJ49e9i2bRuhUAin0zlg+foiE3p1X/Tz6ejfI0lg6q4mqW37oPtsaWnhxz/+MR0dvZ7PgkpDysU/pDMksKNp7FGeeEn6oqKiKX+Anc7o9DrUajWhUAiLxUJDQ8OIhbfdbue9997jiiuuSJjf2NjIhRdeyMMPP4ymp57cA/+VsNxnK6F55j8AUFpail6vJxwO09TURFlZGQcOHKChoYGWlhal4I3CtEWn0xEOhzGZTKSlpQ0oLjaViKKY0BMVjfS9wGZZp0cAQ6/Xk5qaSmpqKvX19QQCgTHv89JLL5W//+Y3vxnz/hQGoohuBYUTIAgCer0ei2Xw0oNWvYp1BX3e2eVSHp/FeousZFa9OCDaffToUW6//XZZcJvNZr5118OULjmHmxYlsTB99A+eYDBIW1sbfr+fefPmDTswT2Hs+P1+VCoVGRkZ8sDLk+kaT0tL4+6776asrGxAb8Qrr7zCogu+gVrse5jGVHqOLr4HSdWbUyoIAgaDAavVitPpxGaz0dbWRmtrK1VVVXz55Zc0NTXR0tJCW1sbLpdLrgA4Hg9pBYXREAqFaGlpQRTFcU2PGC/+67/+K8FJSIpG5JfpqY50H0883W2sKTnt7e28/fbb8vQtt9wypv0pDM70OnsUFKYhZrN5wKC34/l6qYkPqv3E44pPi19nrXofls5DWDr24XUuwOfz8ac//YnHH39cftCo1WruvfdezrtgDVoVo865jkQissvKwoULSUtLU1JKJoj+r1BtbW3s2tVGKBSS87u1Wi3V1dXk5uaOuKqeRqPh888/Z+XKlYnHkiAak9Coes+L+jk/JGTJG3I/DocDi8VCW1sbzc3NNDc3y0VztFqt/K9Wq5XPlcmu/KdwZlNeXk5NTQ1qtRqr1TotK+N++eWXCdNSNETz8z/CPGct2uJLgMKpadgQSJJEV1cXer0eo3F0xdP6W8mGQqFp0+twuqGIbgWFIfD5fLS0tMildocj3azh7FwDn9f3iunPY3OpjmVRrGqia9sL/Gd5Fu+++y4+X5/lnF6v57777mP+/Pno+qWnEBMRpCiS+sRiSBRFPB4PgiAwf/58MjMzFbE9gbi8IcR+OffJVjOpqSYkSSIWi8mDKqPRKD09PSclaAerwvfAWr0suD3pq3DN+Pqw+5AkiZqaGnQ6HcnJyVgsFvR6PYIgyB+VSoVWqyU9PV0R3AqTTlpaGm63W7a/m47n4B133MH9999PS0ufLWek/RieTS9w76YXeHHmTL72ta+xbt068vKGfgmeLKxWK4cOHeLQoUMkJSWRnZ1NSkoKFotlxIGc/fv388tf/pI33niDDRs28OGHH05wq89MFNGtoNCPQCCAy+WitraWnp4eVCoVTqdzREL270tMsugGeFG8kNIDz3Ddm1s4Pss3Pz+fhx56iOLiYlpbWxHEMCVlP0UXaEUXdNE46/u0Fg/tiypJkvzQKioqYsaMGUpkYhI42JToXpNtkmSP7Gg0SiwWIxaLYbPZBs3/HwpRFLnzzjsT5v37eht3reg7c5pLr4UTPEAFQSA5OVmuTBmJRBBFMaESZVpampJ2pDBlOBwOzj77bDo6Oqiurqa9vR1JktDpdJhMpmlxH1u6dClvv/02O3fu5Je/fw3Xwc+Ron3pGxUVFVRUVPD444/zi1/8gm984xtT2NpeK8F4hDsYDFJRUUEsFsNqtVJcXDxoUbfjCYfD8kDKk3ViUhg5iuhWUPgKSZLYtm0b4XAYq9V60pUbSx1aCu0aajxRAF4Xz8Gx68kEwZ2fn8+3vvUtLrvssoQBjpJKi6n7COqoH4B9LvjA180NCwbvenW73aSlpTFz5sxRdycqnDwHGrsSpi8/bwlOi45YLEY4HObQoUPyi5vD4RixTd9LL73Eli1b5Okki5k7l8eAXpEd1Zjx20qG3L6rq4vu7m4kSUIURbKzs8nKyiIvLy8hwq1YRipMBwRBwOl04nQ6CYfDdHd3y17dHo8HrVZLcnLylLZRpVKRfdZiTOvzyDn/FnyHN+P+MHFQsyRJbN68ecpFd38MBoP8bAkEAuzatQudTkdpaemwUfn+BYp+/etfT3g7z1QU0a2g8BVxQZKcnDxoV/9Itl9fbOLxnb3RUI83SHl9VF7+8zv/mSuuumZw4SMIhI1p6Lpr+YfIz9hSPx/wszTLwJzUxMhPXFiVlJQognuSOdjUJ7rteoFj5fuo+SqtJB7lht5UkVAoNKK/T3t7O4899ljCvKd+cikq4c/ytDdlPgiDR6pEUaS5uVn25NZoNHLBnObmZlQqFWq1GpVKpUS5FaYFfr+fQCBAT0+PnGoSt7hUqVTTxnFpe2Nvz6VKb4LYwOhveno63/ve9ya7WSMmHgGPRqMcOHCAcDhMUVHRgGeQy+Xi4osvBnrduhYsWDAVzT0jUES3gsJXuFwugsHgmAb2rMk18j97e+j2B3D96SE5/zc3SeCmpXo6h4k0ho1pGHuOkS70eTS/fKCHX61NrDzW3t5Ofn4+ZrN51O1UGB3900sW5jtZvnyJLLZjsRh+v59t27YldPcOhyRJXHvttQnzCgsLuTijE1r75vWkLBxyHz09PTidTkpLS3E4HGg0GjmyHf8okW6F6UIwGGT37t00NzdjMBhISkrCbDZjs9mmumkDKGsIEm6rIVC9A8+WFxOW3X///Vx88cVotVNTnfJkiDub1NfXk5OTg8FgQJIkDh48iMvlIhKJYLfbMZvNeL3eKW7t6Y0iuhUU6L0p7du3D5vNNiZhotcInJut4vmHHiTUcAjoTRB44XIj6U0f01l85ZDbho3pAPxY/QZ/ElcTQcNhV4Qqd4TSlN4Uhvb2djIzM5k5c+ao26gwOnyhKLUdfnl6bpYNtVot50qGQiH27t2LJElkZWWNaJ+tra2ydWScG264AYv76YR5Pc5Fg24fi8Xo6ekhOTmZzMzMaRMhVFAYCoPBwPLly2lra+PIkSN4vd5pd966XC6eeOoZPn7jtUGX/8d//Adr166d3EadBJFIhEAgQCgUQpIkHA4Hs2bNkl/KoTf1ZPny5cyfPx+3280777xDYWHhKfEScSqjiG6FMx5Jkjh8+DCiKI7Lzb/2g6cJ1u6Tp89edyEXFHxB1N807HYhUyYAuap2Nqi28UbsHAAOtIUptKlwuVyUlJRQXFyslPSeBhi0iX+D+vp6uru70Wq1I35xczqdZGdn09jYKM/75S9/SeU8LRsv0pNuUSEJagJJg1uUxT3ko9EotbW1sl/3dBiMpqAwFPGBvaIoyr0x04lf//rXbN68edBlF1xwAatWrZrkFg1NXGCHw2HZS9xoNJKamkpycrIcwT6et956i0AgQDQa5fXXX1cCOZOEIroVznhqa2tpamoiPT19zPsqKyvjvT/1ldK1n3s9LUuvoFmqIjPiRohF5MImxxOw5svfV6oOyaK7vCPCualBZs6cSXFx8ZjbqDA6zHoNdpMWjz8CQKOnr7iMJEmYTCbg5LzWNRoNzzzzDL/61a/YunWrPP//2x9hV7PIodssRLVWEAYXJYIgkJaWRigUoqGhgWAwiFqtxmg0kpycTFZWluzdO5pxCgoKE0FHRwdlZWU4nc5p6dM9VKqLzWbjZz/72bR5qRVFkbq6OqxWKzabTa5QmZSUNOyLzMsvv8x3v/tdoDc9bd68eZPV5DOe6fV6qaAwiUiSRG1tLQcPHjwpe7eh2L9/Pz/96U/laWPxcpJWfgsRNS9HLwBAE/IMuX3Q2jfAbYmqUv5e4QojCMK08IM908m29+VpN3T2ie7a2lq2bds2qvMoNTWVRx99lNdeS+zKPuzqHZQpaq0n3Ider8dut5ORkUFqaip6vR6Xy8XOnTv561//ypYtWxKi6QoKU0lKSgr5+fn4/f4TrzwFfP/738doHliBuKuri3379g2yxdSgVqspLCwkKSmJQCDAkSNHKCsr4y9/+Qvbt2/n2LFjg2531lln8etf/5rMzEwuvfRSsrKy+P3vfz+5jT9DUUS3whlJKBRi//79suAeS0GZaDTKM888w0033SSX1k5LS2Pm5XfIUc8/ihcQltRoQ51D7idsTEdU96a3FArN2NS9g1+8EQlTRsG0ia6cyfQX3Y39RPd4OC7k5+cPGvWL6k4suo9Hq9XKka94mfr+lmAKClNJKBSiu7t7Wva++Hw+brnlFgK+gQMKly5dyrJly6agVUMjiqJcJyCOyWTCYrHIvW/Hs3DhQu6++26amppkl6OdO3dSWlrK008/Peg2CuODIroVzihEUaS+vp7NmzfT0tJCWlramG78nZ2d/OM//iNPPvmkfNOz2Wz893//NxsW5crrubBzc+Rf2LV9E9rq9wePeAsqgl+V+BYEWCz0RbvfLPfRFYiMup0K40N2cj/R7enNh6yvr2fv3r1YrdYxWzge3yUsSdKIIt3DYbfbOXbsGNu3b5dt2RQUppKamhq8Xu+0TC15+umnEypRAliXXsYTL7zMk08+icUyMAI+FYTDYVpbW/F6vdhsNmbPns3KlStZt24d55xzDrNnzx5RrYkXXniB2tpa2traqKqq4uabb56E1p+5KKJb4YzB5/NRVlbGgQMHSEpKIiUlZUxOJceOHePmm2/mwIED8ry5c+fy7LPPUlBQwAUFRvRCX/RhU2wh93Rdyjd2z+c37+6i7KM/Eqn4EF2kz/s52C+vexl9+31nbzNatWL3NtWkWfui2aFojCP1zezYsYPk5ORxsXD0eBJfxgRB6M3pHgMWiwWn00ltbS179uwZ074UFMaDeKpcd3d3QoR2OtB/bEWcnt1/5qlH/4OXX355WrS3o6MDn8/H/PnzWbt2LQsXLiQ3Nxe73X7S7iN6vZ68vDweeeQRrrrqKqDXf3zv3r0T0fQzHkV0K5zWSJKEz+ejsbGRzz//nEgkMqbodjQaZdOmTdx2221ceeWVHD16FOgVR7fffjvPPvss+fn5AFh1KjZkDIxoi6gpi83m4a4LuHrfAh4u8/DhB2/gOvgxHudSeb1L1duw63u/ryh0YNL1a/O+V9m8t5IrntjKYx9XcaCxi1js+GLzCuNNbYdP/m7UqinKy6akpASPx0MwGBzTvuPOA8cT7/0YLc3NzbS3t5Odnc2sWbPGtC8FhfHAYrGwYsUK0tLS8Pl8tLW10d7ejsfjIRKZ2h69a665Bu3xqXxilN27vmTjxo08++yzU9OwfgiCQCQSoaqqipqaGjwej1yYa7Tk5+fzb//2bwC0tbXxn//5n+PRVIXjmH4JVQoKYyBeoKS7u5v29nZcLpfcpW6328eUF33gwAHuueeeAQPS1Go1v/rVr7jooosGbPPtVbOZtecLttUH+DxcRBD9gHUqpDwqevLgEGTSwbn6O7jAVM1azQE+u3ktm454sJv6tdtVDW/8I59EbuBL8WK+rO1k418qcVr0nFeayvmzUjmnOBWbSfFbHW/29ysDPycrCY1axZw5c/D7/TQ3N5ObmzvM1sPT09MzYF5dV4yAY/TOAnEP5MWLF+NwOEa9HwWF8cbhcOBwOJgzZw4+n4+mpiZaWlpobGzE6XROWRqHz+cjMkwa1nQoMOVwOBBFka6uLnbt2oXNZiM/P3/ML9XxgBHAJ598MsZWKgyGIroVTgskSaKlpYXDhw/LIttgMGCxWMY8WEeSJP7yl7/wwAMPyJW9oDf/ds2aNdx4441DWi6pVSoWLT6bRYvhh111VFfu5ouWGJ8Fi+lgoC1VMym8EkrhldBKrPg579GnuWhWCovOvaBvpUNvArA5lnhMlzfE67saeH1XAyoBFucls3ZmKmtnpjE7MwmVauofFqcywYhIZWufMJ6b3fv3U6lUY44yAYPmt171WoD/vnr0/rkGg0EeJJWens7s2bOV4hcK04auri5qa2tpaWlBFEXUajWZmZno9QODE5PFc394cdjl+/bt4/HHH+eyyy4jOzt7klrVSywWw+12I0mSbBc6Z84cuarneOxfp9MRDof58Y9/PA4tVjgeRXQrnPJ0dnZSWVlJR0cHycnJ41pOuLy8nEcffZTt27fL86xWK1deeSXf/OY3yczMHPnObHkUL8ujGLihp46m6u3saAqxKVBEjTSwgmEPJt7tKeHdHaDdsZOVpne4cG4ml7u3kgS8pnuALbF5fCouZHNsPm76RFtMgp21neys7eQ/Pqrk36+Yx1XLFMvBsVDR0kNE7EsBmZ/Td57NmzePzs7OMaeYHHz9t8y54i55uqxBRNKM3hVFo9FQUlJCXV0dbrebaDSqiG6FaYMkSbKAjE+LopgwbzIJixLWxRvo+uvzQ65TVlZGWVkZb775Jn/+858n1VUq/v8V/x4fSGmxWLDZbJjNZgwGA3q9Hr1ef1L/h5Ikce+998pBq8l+oThTUES3wimHKIp4PB5aW1vp6emhrKwMo9E4LsVt+vP444/z/PPPJ+Ta5uXl8bvf/W7MntlRax5pi/L4+0Vw3rE9aLu3sr2+m82BQnZLxUjHDbeIoGGLP5ct2+Ep0418+O0f4qh6i8vK/8xlga2IksB+qZBPxYVsii1gn1SYsI/DzT38rcrFmpKx+5GfqfRPLQGYl90nui0WC8nJybhcrjHZT2paBg50HA8BEgqF5AeygsJ0wW63Y7fbiUQitLa20tLSgsvloq2tLSHVYbL4oNqPeskV5My6gO7tb+Lf8x7R8OAv0uFweNJfDNRqNampqfK0JElEIhG6u7txuVyIokgsFkMURVJSUli2bNmIX7IfffRRHn74YQCeeuoprr766gn5DWc6iuhWOGWIxWI0NDRQUVFBNBpFp9OhVqtHZIt0suzYsYPnnntOnlar1Vx66aXcfvvt4xpJB/AZM7ElZ5Hk28vybhc9PSaqpJwh12/wqzmsKmHphb+Cr/8Ojm5GfegtFh5+l9n+tzhX2sf74nKeEf9e3uaFrcfoDkYU0T0GWroSH77lLT2UpFvl3MpQKIROp0MUxVHtPxaLMfO2PybMs1nGRyQnJyfL6VezZ88el30qKIyFYDBIU1OTPIAy/nJpNBqnZPyBJEl8+NFHtG39mODR3UjR0KDrWSwW1qxZw/XXXz/lvUaCIKDVauUIeCwWQ61WU1BQQF5e3oja19TUxNtvv82jjz4qz7vpppsmstlnNIroVjgl8Pv97N27F4/Hg8PhkPO0W1tbJ+R4/QsEOJ1OnnjiCQoKCsZl35Ik0ezxc6zuKFWtPRzoMVETSwdGNmBugaaeBS9fB1+7h+DKf2K3sJAvTLlsT76GXd1ugkNovi9q3OPS/jOV9XMzeHxTNXGTmF++fZBleUkc3rODYDCIwWDA6XSO+pwsLy8fMO+lW1eMOZoW7xnKz8+nuLh4TPtSUBgv/H4/+/btw+l0jtm+dTx4/fXX+eIPDw26zOFwsG7dOs477zyWLFky6WI7HtEOh8OEw2H5xV6SJFQqFVarlZSUFOx2O2lpaSeVE79+/Xr279/PnDlzOOecc7jvvvsm6mcooIhuhVOEaDSKz+dDq9VOShWzeGVJ6HWV6N+ld7KERIkjHWGONLVS1drNQa8JT8wEOL/6DI+dHpaoqlisqmSJqpJlQgVqQYJjf2Oz47vc/OKXw26faTOwosDB8oIUxJiEWhlQOSrmZtu46ZxCfr+5BgC3L8yDf67ghhITfr9/zOflYOfY3n37yfy21FstaZTU19fLzgZKVVOF6YLJZEKv12MwGKZccMPg7kFx3G43LpeLxYsXT4ngPnLkCEajEbPZjNVqxWw2k5SUhNVqxWKxjPq6Pnr0KFZrbx2A2267jRtvvFFJQZtgFNGtcEqQlJTEOeecw8GDB+no6Jjw7se77rqLG2+8EejNh928eTOXXHLJiLbtDIiUd0SobO2mqs1LlVdPFDWgYyQiu0hoZImqkqVCJaVCPS7Jxg5pFpvEhfyj+r1ewQ1QV8ayywbaauU5TCwvcLCiwMGKghRyHcZp8VA7HfjnC0v5y+FWatp7/brfO9DCJfMWsnTJDA4fPkxLS8uo/q9jsZjs+d6fz490c5m3npB19GMIMjIyOHr0KA6HY9xToxQUThZRFPH5fBw8eBCtVjtt7k3XXHMNAM/8z8uEegb2Cn766afs3r2bFStWTGq7BEFgxowZRCIRIpEIXV1deDyeBOtalUoli/J4CXij0UhKSsqw+y4sLARgw4YN3HrrrRP6OxR6UUS3wimDXq/H4XDgcrkm/Fjz5s3DbDbj8/WKq6EGaUqSRJNX5GBbmPLWHipdIZpD/aMOpmGPoyfMAuEIS9VVLKaCHJWLY1IGX8Rm8QfxIg5JMxIGRO6VilmepYeCcyH/XJLNei6cnY7Tov8qmu0gyz62UuQKQ2PQqnn4ygVc+eRWJDnN5BBv37oMlUqFWq0+afvAtrY2br/9dmpqagYs+8U5OpJcX9I+CtEtiqJsL1ZcXMyMGTNOeh8KCmNBkiSCwSA+n49QKMS2bdvo6uodkKzVaklOTp7y9jU0NPDpp59SXV3Nrl27BhXcADNmzJiy4lJarXbYCHssFiMajeL1euns7MTj8VBYWHhC0f3SSy9x7bXXUlZWRiQSmfIc9TMBRXQrnFIYjUai0eikWEoZjUZZdGdl9Vr6SZJEY4/IwbYQh5s9HOwQcUf6i+zhu/nS6GSpqpIlqgrmG91kZ2byTM/ZlInf4JX2TjqiA72a+7N99TMsvzgx9/vp65cOsbbCRLBkRjL/uKaAp7f0RqY7fGH+9dUdrEtqY9asWSPO6Q4EAnzxxRfceeedA5bNSVXx9ndMFCar8LTvpL3gGyPap8fjkV0VRFEkNTWVhQsXKmklCpNKLBajsbGRqqoqQqGQXEExFovhdDqnRXT7s88+4xe/+EVC7YUBqNQ4Zy3jzusv59xzz51215EkSXKedygUkp22MjIymDt37gm3X7lyJQDt7e1cc801vPrqqxPaXgVFdCucYqSlpZGZmUlnZ+eEd5X3j6r/eU8d/qow+zsE3NH4jVf91WdwVMSYJdSxRKikSNWEjgilQgOzUjQcW/wLQqYsmgWB3Z+2sNslAgMFt0qAOVk2OYq9vECpKjgd+JeLZvLx4TZqXL0vZVsbwpw/VzP8A/wrotEoP/3pT9myZcugy5/49c+4JfSEPJ3UtgNNyENUbx90/VAohN/vJxKJ4HA4KC0txWg0otVqx2RfqKAwGjweD/v27cPr9SakNLW2tk6rfOEnnnhi2OtVZUzCeeldGPMXsuycNHQ61ZDrThY9PT0JtQAEQcBisZCSkoLNZsNkMmEwGDAajSO69vv34Co9YZODIroVTikEQcBsNuN2T4wTRzyS/c7Hm6msrJTnv1UVQp85/IhwC34WCdWUquqxECAg6akgl/diK+iI9T54vqHawq+j7xEy9xUeyLXA7q8yZiw6FbOz7SzOS2ZFoYOlM5KxGpQuv+mGQavm1rVF/PS1fQAERSjv1lI0gm03btw4qOBOSUnhxRdfJC01leCn72Lw1QOgkqI4Gv9KW+GV8roul0tOY0lKSiIvL4/09HQlZ1thyvH7/ajV6v+fvTMPj6o8+//nzJKZyUwm+74QQgiBLCD7JqIgFjfAFZfW7dVqX1utWrVotbTqr9bWWmttXepWfYsWq4haERQURCDsBAhbSCAhyWSffT+/P4acZMhCErJM4Hyuay7O8pxznglnnnOf+7nv741CoaCxsRGVSkV4eNdhdoPBhRdeyOHDhzvd73eYMX3wBIk3PMOemhnMzBj8sL22BrdGoyEuLo6YmBjCw8PR6XQ9LoizcuVKaXn06NF92leZjpGNbpkhhdVqpby8vM8GcVEUqbD4KKmsZ39VM7sblBz+4k2sO78Iaqc0tI+Ni8DOJEUJ2UIljaKBajGGfWIm632FnV5vNyNwhyeC6ANBidfrpSDKR9xoFVNzUpg7Zaxcrn2IMDc3njClgPtklcoSp5GrTiPV5XA42k3h3nzzzcydO5cxY8agUAS8aXUZ80nb/6rUJvbYF5iGXw2CQHl5OXFxceTm5hIdHS3HYcqEFCkpKaSkpOB2u7FarTQ0NFBTUyNJ3oVKiMaPf/xjLr30Uvbs2cP27dspLy9nx44dwY1EP/aD37PteEFIGN0tCkctYSV1dXWcOHECURTxer3odDpycnJIT08/7bl8Pp+UPApwxx139Fu/ZVqRjW6ZIYPT6aSoqIiwsLBeT1OKosjxZg8HK6rZV21ld7OORn/LYGrEvOWjIINbCAsn5uK7UUXEosfBSKGCy5SbmarYzyi1CUfMaLbW+LnD3T4uty3hSh9ZkQIj4rI5VPj/EAQBs9mM1+slI1rDDy+4IKSmXmVOz96dWxkT6WVnQ2Aad0e1i+bORNJP0lG8909/+tN2U8H1aReTWvI6ghjwZodbSglvPog9ahQajQafzycb3DIhTVhYGDExMcTExJCdnc3KlSull+VJtyMAACAASURBVMpQIT09nfT0dCZMmEBiYiKvvPJKUI0GAMvWFfxz6yd8k5FOdnY2mZmZFBYWMm3atEEL3xIEQSr13tjYiMfjISIighEjRnS7MrNCoSA9PZ2amhrcbjfHjh1j+fLl3HPPPeh0g/+CcbYiG90yQwKv18uuXbvw+/0YjV0nG56Kxy+yq9rFxtIGdps8NPo0BBIeW+OjRVHEuvtLGr99W9pmGDmJgnnXoY0wUidaMWNgjziC5wob8MQtZI9xOAhKRnzzKJhar6dXeBlh9JMZH0FWjJYR0WqSDEoUbab9/H4/DoeDCy64gKKiItngHmLY7XYEQWBinF8yuv0ifHfcyYQObk+n08mvfvUr1q5d225fS/JTW7zaWJoTphBV8720Le7Y5xyLGkV8fDxlZWVs3LiRvLw84uLkKqMyoU1Lkt9A1Fg4EyZOnMi7774bVKchgMixY8c4duyYtOXyyy/n17/+9YD271T8fj8ulwulUonD4aC4uJj9+/ej1WqDPjqdjrCwMFQqlVTrQq1Wc+zYMcxmMx6Ph4svvpgdO3bw3nvvsW1boPZDXV0dERERPSq2I9M1of0LkDnn8fv9VFdXU1JSgtfrPa0EknScKLKv1s135TY2Vdgxe1WAAmg/eIh+H/X//TO24q+lbZqE4cQsWMIJpRra2EQ+FGyNmk9OZOsUqe28H3PDUQVJ0RFkdWBgd0RtbS0jR45Er9d36/vIhA4NDQ3SQ2lOXgoflNVhdgduklWlDs4b296Ifvzxx1m3bl3QtlGjRvGrX/2qU0OkLn1+kNEde+y/HDFMxBw5huzsbDIyMrr9e5CRGSw8Hg9VVVWD3Y1uMWHCBFasWEFxcTGbdx9g5aZ9uE1H8TZUtGtbXl4+CD0MRqFQkJSUFLStRT7Q5XJhs9nw+XyS4teptHjMExISuPfee7njjjt4+umnpf0PPPAAy5Yt4/3332fRou4pKMl0jWx0y4QsLVnwNpuNqKio08YCiqLIkUYvG4452HjMSr2rZSqz49vciI0piv2cWP8Bnxfvk7ar44YRu+gxBGXw1L1B4SYz1iCVAW/BaRzONWO7/70sFguxsbGMGNGdtDuZUKO6upqGhgappPr5w3R8dsgOQIXZy+YaWBj8HGwXK/rwww9z7bXXdpn01Jw4FY8mBrUrkDSsEL1MPPIivv9ZiyZOVhqQCW3cbjfHjx/nyJEj+P3+IaOkExMTw6xZs5hx/vkUp5uwONwc+8NVtPW+pKamsmTJksHrZBcoFIpuxc17vV7q6+sJCwsjNTWV22+/ndtvvz2oTVNTEx6Ph61bt6JQKFiwYEF/dfucQTa6ZUIOn89HWVkZBw4cwGg0kpCQ0GX7CrOXDccdfFdu44StZWv72EElPkYJx5mu2MsC9WbGiEd4a4eLOze2ZoTr8+cQM+8eFGot6Ro74+JERqbEkRWnJ1F/eg92d3C5XIwaNSrk4htlukdSUhJVVVUcP36c2NhYFo7Ss7rUjvtkOPfKMpifL6JRBu4Vp9MpFQQBiIuL47rrrjv9hRQqyvLuZeT230ibVM56VB/fAbd+Bip5ylcmNHE4HGzduhW73U5UVBQqlarb+vWhglIQGJuo4Zt9tbQ1uHNycnj55ZeJiupYwnOoYLPZMBqNTJo0qdPckOXLl6PRaHjmmWeAjkPhZHqGbHTLhAxer5eqqioOHz6My+UiLi6uU+9Ind3HhuNO1h3xc9zWdYXKZOpQIHKCWPaJmWTFGvDOuJFnn7qexz5tNYYiMgu55sYbyRuuZ0xKDAn6/vHMiKIoJ8ANYbRaLREREdhsNrxeLzHGcC4fqec/JYE3viY3fH7IxqJcAwDFxcVBx8+ZM6fb1yoRctBmXkd62QetGyuK4POH4IoXIQSKjMjIQCCsoaUiYmlpKaIoDvl8g/OSNHx7KDjf5uDBg1x22WXMmjWLwsJC8vPzycnJGXJxz5GRkdTW1rJt2zZiYmLQ6/VoNBrCwsKkT9squc8///wg9vbsISSMbkEQngOuANzAEeA2URSbTu77JXAH4AN+JoriqkHrqEy/0dTURFFRET6fj8jIyA6TJc0uPxsrnGw45mB/nefk1o6NDj0OXKjxoqKK4IF/iy2RK5psPPnfamlbbnYWL/7tj8T0c1liURQRRTFkZLNkek5JSQmHDh0KKgm9MDfg7bacjO3+T4mNucPDidAo2kkEjh3b/VikuLg4vrddhD72CDH121p3bH8HksfBJFnmS2bwcDqdNDY2UlNTg8lkwufzoVAoMBgMZ0Vy+LjEMJRaA7Hz76Pxm7fx25uAwGzl6tWrWb16NQBKpZKcnBzy8vLIy8tj0qRJ7WKtQ5H4+HhsNhvHjx/vMO57/vz50vLVV1+NyWSSDHLZcdQ7QsLoBlYDvxRF0SsIwrPAL4FHBEEYAywG8oAUYI0gCDmiKHatyyUz5AgLC8Pn8xETExPk3XZ5RbZWOfmm3MnOahe+Lma3FPjwn6wQaaO95JECGBGjpjAxjG++XYPXF5Bji4+P55V/vNnvSY2iKFJbW8uwYcOIiIjo12vJ9B9Op7PdA1WvVnDNGANv7rQAYPeIfFhi5UcFBjZs2BDUtrCwcx33trSU0k5ISuZg0sNM2vEwyuY2yVv/fQQypkHimDP7QjIyvaCto0Sn0xEVFTVk4ra7S7ROyfAoFUcLL0Y/Zjaa8u9QFn9KSUlJUDufz8f+/fvZv38/y5cvR6VS8fe//51x48YNUs+7T1fPvSuuuIKVK1cye/ZsPvvsM37yk5/ws5/9TDLG3W43a9euRafTodPp0Gq1hIeHS0Z528/Zdm/0lpAwukVR/LLN6iagpfTaAmCZKIou4KggCIeBycD3yJxViKKIUqnE4/GAQsFek5tvjznZVOHE4e3c0k6kgcuVm5iuKOYOz8Pt9g8XqpihKCZ7ZD7DR43FEKZg79693PXHP0htFi5cOCAqIvX19aSlpZGbm9ujqmEyoYVGo8Fut7fbfklWOJ8dsmOyBXwCqw7bWZRrCCo1nZWV1W0PmN/vRxAERowYQVpaGsKYYfDqheA9KWfm98CeDyDx12f8nWRkeoLFYmHLli04HA5p7PR6vSgUirNubBuXpOFokxdBpcY9Yjav3XcNpvLD7Nq1i71791JcXBwkJQiBv8XevXuHhNHdFU8++SQ///nPMRqN/OhHPwLgxRdf5KqrrsJgMFBTU0N4eDher5empia8Xm+Qx7xFOaVFolCv12M0GsnMzDxnHU8hYXSfwu3A+yeXUwkY4S1UnNzWDkEQ7gLuAkhMTGwnz9XXWK3Wfr9GfxMq30EURSwWKyfsAlsPuCkyQbO78/YCIvMVm7lZuYYpiv0ohcAPfIL3AGViEtMVezlfsYdpyn1oolI5ETuTmugYbI212ICnn35aMoQSExO58MIL+z3Jp6Vkd319Pd9++23QvlD5f+gBcYIgbG2z/qooilL5xDP9LYb636Mlltvtbn+Tzk8TeftAYNnth5c/+iZof1NTU4/utbCwMHbs2MGBAweIdFYy0esKCqgqqfVS3Yd/q1D/25+Oc7D//fpb7AqlUoler8fn8+HxePD7/fh87SehBUFAEAT8fn/IJlN6vd5O+5aqCnb6bC2txWhpwmq1Yrfbg16q2zJ69Og++b5d9W2gcDgcnH/++ezbF1D52r59O6NGjcLj8VBbWyuFTZ6KIAio1WpJNMDhcOB0Oqmvr+/3Pg/CWNDlb7GFATO6BUFYA3Tk4nlMFMUVJ9s8BniB91oO66B9h27Pk1/uVYCJEyeKs2fPPtMud8m6devo72v0N6HwHU40OXh11Q5WH3RQaesqM1qk5XYQEcgWKpmu3BfU4vWwPxKJDXvMaBpSL6Ih5Wd4NYEY7Zao7oqKCg4ePAiAWq3m5ZdfZtiw/pdfq6uro6CggJSUlHb7QuH/oYfUiaI4sbOdZ/pbDNW/hyiKNDU1cfjwYSoqKkhISGjn1bs0XuSTshoaXdC86d98+M07QfsnTZrU7YpxXq+XyspKRowYwdjCQnhnAeBvbRCdSe41j5Or7rvY2VD923eXc7D//fpb7CmiKOLxeHC5XLhcLpxOp5RcWVtbS0REBOHh4f3ah95QU1PT6e8yPNoPxYHqZ15rA68//zKluzZ12LaFiy++mPHjx/d73/qalhenFo+11+vF5/MhiiIXXHABr7zyCjNmzJBkCT/55BPi4+NZsGABSUlJUpXMlrjvwVToGoSxoMvfYgsDZnSLoji3q/2CINwCXA7MEVtfmSqA9DbN0oAT/dNDmYGi2eHhi+IqPtpRyebSho7fooC2hvap719bxVFB6w7DMOypc6hIvQi3vr1h28KaNWuk5alTpw6IwQ2Bh5FcWnfo4vf7OXr0KMXFxRiNxkC4RwfT6CqFwIWp8MY//0XzhveC9t12223tdHA7o66uDrfbTUFBQeAePfA5HA32mjPvaehDg1tG5kwRBEEyuE4NH/jqq69QKBTU19cPqaJOEWEKkg1KSvdspW7lc/gd5nZtNBoNeXl5FBYWMnbsWKZNmzYIPe0ZTqcTi8UStE2hUKDT6dBoNERGRkqx2i3VLBsbG7FYLKSmpuL1ern44ou58cYbmTRpkiwn2E1CIrxEEIQfAI8AF4ii2DZY8hPg/wRBeJ5AIuVIYMsgdFHmDBFFkTX7TXy0o4I1+024vf7TH3SKoR0T5mdqhp7zkwWu3fpH3Jp4jkdNwZVzJQ7jiG7Jp7UN7eiJdFtfcLbFOp4LtEyJHzlyBLPZTFJS0mlLWesqitoZ3G+8+SaFBQXdvq7ZbCY5OZmRI0eC1wWrTinEMfwCyL2s2+eTkRlslEolBQUFbNy4cbC70mMydC42f/wMojuQTyEIArNnz2bChAkUFhaSk5MT8iXuITB71tzcjM/nIyIigvz8fCIjI6XS8N35Di365G63m6uuuor169cDgUq9MTEx/dr/s4FQuUteIlCfe/VJw2STKIp3i6K4VxCED4B9BMJO/ldWLhmaPP5xMe9tPtbp/iTqma7Yy3/8s4K2xygdTB4WxfQMPaPj1FJxmgMX/B2nIZ0aUy2Jkd2bevN4PEFZ5zNmzOjFN+k9skzg0MLv91NUVMTx48eJj4/v9hSvtbkxaD3hut/gjh3Z7es2NjYSGRnJxIknZyq3vgGNZa0NBAX84HeyRrfMkKMlYd5kMmE0GkNeVtBut/PVV1/x+Z//IhncSn00v3nqKS45f8og9657eDweLBYLXq+XsLAwhg8fTlJS0hknMhoMBubMmcN//vMfICClOn369L7o8llNSBjdoihmd7HvaeDpAeyOTD/w0Y7KdtsM2Jmv3MIixQamKPajQGSrexQWMZwfKLdwheJ7xsSpOTLhT+2OdUb0PCzk/fffl5LfUlNTie5nTe4Wmpubzxrd2nMJhULB6NGjMRgMlJSUEB4e3q0YxVM15v1OK98eczIxpXv//83NzWRlZbXeL+WneAbH/0iWCZQZkkRGRjJ79mxqa2s5fPiwpPtsMBhCylNss9l4/vnnWbFiRbt9xmnXIaR2f9ZqIBBFEa/Xi8fjkT4tyY1arZbhw4cTHx9PREREn8ZZZ2e3mm5ffvmlbHR3g9C5y2XOatr65Eaqa7mP/2OuYjtawYNbG0tt6nVEnfiWf4r/jxShHrXgozlhMvWpF/fJ9e12O//4xz+k9WuvvbZPzns6bDYbSqWSCRMmyGXfhyBGo1GKe/T7/d36Pzx8+HDQujbzPLZVuXD7RMKUnXunvV4vDQ0NqNXqYGWU2BHBDRVyUQqZoYtarSYlJYXk5GRJzaeyshK3241SqSQiImLQZwVfeeWVDg3u8FEziBh7CUWVLuZlDWxCqNPplAxrr9cbtE8QBLRaLXq9nri4OPR6PVqtFp1Oh8Fg6LfQxrCwMC677DI+++wzli5dyk033RQIiZPpFNnolhkQIrRqbO5AZNBY/z4uV28GwI+CfRe8TkzFV2gdVQw7adPUZVxK+diH+uz6y5cvl4yntLQ0rr/++j47d1eIooher5eTKIcw48ePR6vVcvDgQYYNG3Zaj9ypRSD8LhtOXQR7TC4mJHfu7W5sbCQ8PJzs7OxglZv0qcENj3WtnCAjMxQQBIHo6Giio6MZNWoUFouF2tpaKioqaGpqGtTKlp2FkinCI3FVH2G3OheH149ONTCOFIfDQXNzMykpKURERKDX66WEVY1Gg1qtHrScoffff58xY8Zw7NgxcnJy5ITK0yC73mQGhAhtq6FiEQMGqEmMYqrnbzy/1c2mvQek/T5VOJW53VN56A5ffvklf/nLX6T1xYsXD1gJW4VCgdlslgeiIUxYWBjZ2dlER0fjdDpP2/5Uo9xnDWjSbq7sWM8XWrTqLfh8Ptxud/ADNH1ycOOaYnA2d/8LyMiEOIIgYDQaGTFiBLNmzeL8888nNzcXr9eLyWSiqalpQPtz4403smTJknYv0NYdn1Pz3i8o//ud/O7Pr+JwOAakPzqdTtK81uv1UpVHlUo16AWJ9Ho9jz76KAD33XcfkZGR5OXldWusPBeRPd0yA0KQ0U1gWm6TfzQmXwSmSh8uYQrXaVYDUDXyZryavsmCbmhoYOnSpZLRm5uby8KFC/vk3KfD7XZjt9uZNm2arFwyxGnxKjU3N6NSqbr0vuXl5QWt1336PGl3/4OiEy58ooiyg3tBEAQ0Gg3Dhg1j+PDhwTvDYyA+F2pbkoBFOF4EI7tUYZWRGVKIoojdbpc83iaTSXoBHehwE0EQuOqqq7jsssv46KOPePfdd6murpb2e5uq+exfr7Pjm89ZsmQJU6dO7eJsfUN8fDzV1dVUVla2c+K0SP21zKq2fFqM85bxq7+eQ/fccw9XX301r7zyCmazmX379uF0OuU8pg6QjW6ZfudAlZmq+lZPhUUMp8yfyOveS6VtUxT7AXDqUzENv6rPrr18+XKpYlhGRgYvvfTSgA0EFouF0aNHt0uskxl6hIWFkZCQgN1ux+FwnNbojouLo66uDgBfcw3O48WQns9ek5vCRE2HxxmNRsrKykhOTm5fQCRjahujGzi2UTa6Zc4K7HY7JpOJsrIyHA6HFJ8cCsmVGo2GxYsXc91117Fjxw6eefNjju34FtFlA+DEiRPce++9TJkyhWuvvZaZM2f2W58VCkWnyf9+vx+v14vNZpPKsbdUQW57vMFgIDo6msjISMLDw9FqtWg0mjM2xt98802pBsFDDz2EUqmUpAVlgpGNbpl+w+vz88qn3/HnTY24xdZpukbRwCXuZ3HR6r2YrdwFQMWYuxGVfePVqKys5J13WisC3nXXXQM6EPj9/gFTSJHpf5KTk6muru7WA+oPf/gDt956q7Ru2f4Z2vR8PiqxdWp0R0RE0NDQwPfff4/RaCQnJ4fIyMjAzoxpsO2t1saH18CcJ87g28jIDC4Wi4X9+/dTU1NDWFgYRqPxjGXs+guFQsGECRP4n8hcXiu6E+vedTStexO/M5AntHnzZjZv3kxiYiI33ngjN95444DObrZUiOxqRkAURVwuF1VVVZSXl0vblUolkZGRREVFMWzYMDSajsenrtDr9dLyc8891+PjzyXkmG6ZfuHw4QNc88x7PPe9OcjgVuCnggTJ4Fbg50HVB4xXHKY6ezHNiX0jOeRwOPjlL38pxZWNGDGCuXMHzjPo8/kQBCFoMJIZ2ni9Xsxmc7eSYvPz84PWVVFJAOw2uSmpc3d0CBCQVGtqasJiseDxeFp3jLiIIA2gql3Q3F6GU0ZmqKBWq4mPjychIQEISGXW1dVhtVrbeWlDhVkZOsK1GiLGziPlf14mrvDCIEWjmpoa/vSnP7Fq1apB7GXHtMwgREZGEh8fL32ioqJwu90cPnyYQ4cO9erc1113nbR88cV9ozh2tiIb3TJ9is9az+uv/YXLXt/HTtupcdki/ja33Ai9ixVhv+KWpOPsm/UKlaPv6pOCH06nk0ceeYR9+/YBAS/Ar371qwGbqvT7/dTW1jJy5EhZJvAswePxUFpait/vb5dc1RGnSnp5m1rjQT/YZ+30uBaPlcvl4uDBg63nMSRA2qTgxge/6P4XkJEJMVr0o6dMmcLcuXOZNm0aWVlZeL1eqqqqBrt7HaIPUzBvRCD0S6mPRj//QZ742wfcdtttQe2s1s5/46FGSzx4QkIC5eXl0jjXE44ePSot33vvvX3dxbMK2SKQ6Rvcdsq+eJHF/++fPHUkKyh0RElLEdGAQR2mgB8WGHjmknTU5z/AoWnP4YjsG21Ps9nMT3/606BSw4888kg7z2N/YTabqaurIzs7u31CnMyQpKGhgU2bNlFeXk5GRsZpp423bNnCj370o6BtMbpWQ31XjZsD9R17uwVBICUlBZ/Ph8PhoKioqPUBPuoHwY0P/LfnX0ZGJgRRKpU0NDRw5MgRfD4fycnJg92lTrliZDjqNpbTugYDP/nJT4b8eC8IAvHx8Rw4cIDt27e3cxx0hsfjYdy4ccTExDB9+nQWLFjQzz0d2shGt8yZ01jO8j/cw/x1qRT5go3nKcI+Xlc/h5LAm3NBQhjPXxLHwlwDKqUCW0xeR2fsFRs2bOD6669nx44d0rY777yTq6++us+u0RkWi4WamhoiIiKYPn06o0aNkhVLhjCiKNLU1MTGjRvZsGEDVquVjIyM0x73pz/9iaVLl3Lw4EFpW1hYGLdevyio3Qd7u/aEGQwGmpubcTqdrWEmoy4NbnT0G3ANHY+ajExXaDQaNBoNPp8Pu90+2N3plGidkgszW0PMDlWYeOqFV4K8vZs3bx6Mrp0xfr8fv9/fI6UTpVKJ2WymoaFBLozTDeRESpkzpui9J/mF+RrENu9wWlw8olrGLcovUQgiP1d8gitvMRdkRfaLMfrWW2/x0ksvBW27//77ufnmm/v8Wm2x2WxYrVbi4+MZN26cnLF9FmC1Wtm1a5ekr56UlNStkJKVK1fy3nvvBW374Q9/yOLFi0lMTKTku0aKTgSUdHbWuDlh8ZIS0X4I9vl81NfXM3LkSAoKClp/L/G5EDUMmk4mQfncULkNsi44sy8sIxMCpKSkkJSURGNjI6WlpdTU1JCQkBCSzosFo/SsKXXQuPlDmr59h0q/L2h/b5IRBxJRFHG73bhcLtxutyRBqFKpmDBhAklJSd0+l0KhoKCggD179gxo3tRQRTa6Zc4I5/GdPFI5I8jgHq84zB9VLzNcEYhj9Sm1XJ0VRvUwDf5+GEDNZjN/+9vfpPXo6Ggee+wxZs+e3efXOvW6arWaqVOnEh0dHZIPB5meYzabqampYdiwYd0+xu12s3Tp0qBt7777Lrm5udL6/OxwyegGqLH5goxui8WC3W5HpVKRnp5OTk5O8D3ldYLjlCIhfaT0IyMTCigUCmJjY4mJiaGkpISysjLi4+NDbmxVep2Ytyynad1bQdujo6NZuHBhkHJRKNCSBO7z+RBFUZIPTEhIkOQDdTodWq22V3/rDz/8kJycHH7729+SnZ09ILrlQxXZ6JY5I15a8S2l4ghpfYKmkjp3JHYCb/pelZ59s9/Ao4vvtz589913+HwBT0NWVhavvPLKgEj1uVwu8vLyiInpm0I+MqFBTEwMGo0Gj8fT7cqlp8pkzZ8/P8jgBjBqgqP53L6Ad8nv92O1WmlsbCQ5OZm8vLyOtd33rwRXm0qU4XGQOqFb/ZORGUoIgkBubi5utxuTyRQSY2x1dTXffvst69evZ0vRVnzeVnWhtKyR3H37LVx00UUDXsinK+x2O1arFZVKRWZmJjExMZJx3ZdJ/i0hcAcPHuRvf/ubbHR3gWx0y/SafWWV/L2i1RsYiZUDngSsoppF7qW8qn6enJzz+tXgBjh27Ji0PGvWrAHTxhZFEYPBMCDXkhk4WjSDm5ubiYuL69YxtbW1QesNDQ3t2miUwR4kpzdgdNfU1KDT6SgoKCAuLq7zYkrb3wleH7sYVKHzgJeR6UsEQZAUNQYTk8nEr3/9a7Zs2dLhfm3ySN76x+tERQyuPKzH48HpdOJyuaRwkaioKMaPH09sbGy/qndt3boVgKSkJJ588sl+u87ZgGx0y/QKr8/PI8u24G2jUhKhcFHhDxihcZgZE1bDiaz+T2J0u1uVIGpqavr9ehCIu1WpVO0rB8oMefx+P263u0eVS++99142bNggrXeUSKVRBRvdrpNGd3x8PBaLhYMHD3Ls2DGmTJnS/mWu4SiUrQ/edt4Pu90/GZmhhNfrZd++fVRUVBAbGzto/di1axcPP/ww9fX17fap4zMJz5nGwmtvGBSD2263Y7fbJQNbq9VKoTl6vZ7w8PB+97rX1NQwYcIEhg8fTlZWFqWlpezfv5+srKx+ve5QRja6ZXpEs8PD15u28VHRYfY0tXqUY2mmwh8YHNV4eSnsRRoTz8en7n9P8OTJk3n77bcBWLNmDY899li/l3pXKpV4vV6cTueAlZWXGRjq6upwOp3Ex3d/hqY7DxntKZ5ul681eSk6OhqbzRbkpQpiZ3CCJmmTICG3fTsZmbMAr9dLRUXFoCZSWq1W7r//fiyWQNVJpVLJ5MmT0Y6YxEHDOFSRgaI+l4weuNAXp9OJxWJBFEViYmLIysrCYDAQHh7e7VC4vuSjjz5i+/btKJVKVqxYQW1tbb/nUg11ZKNb5rSYzE6+3H6QVdtK+L5WixclEBzCUU+ktPyY6l3Gh9eyKed6fANglE6ePFla9ng8WCyWfr+m2+1GpVLJxW/OMrxeL0eOHMFqtfYog3/37t2nbRN2iqfb4Q02rtVqNVarFZvN1r4cdtmG4PXz+leVR0ZmMNFqtUREROByuQbNqeFyuSSDGwJyoBMmT+Oez2tRuQISuKkRSkbGDIyxW1dXh0qlIi8vj7i4uG5Vxu1vbrrpJt5//32KioooKCigubk55JJeQw3Z6JbpkPJ6G6t2lbNq+yG21ykREYDTT6Fdo/yGW5Rfwvm/ISY+k2PHjvX7oFlSKHs8lAAAIABJREFUUiItR0ZGdjsO90xoampi3LhxIZU0I3PmVFVVUVtb23lcdSd01H7FihVBhSLUCoFwtYDdEzC2m5zBMmOCIODxeDhw4AB+v5+UlJTWnYpThmp9/+ZJyMgMFm63m7q6Osxmc49efPua2NhYMjIypJwhlUrFmqN2ml2t1RrnDg8fMCMzKiqK+vp6rFYrUVFR+Hy+bkmZ9ienyvQOVNXnoYz8F5IBAkmB+6ssrCo+waqdpZQ0tHjhTn+LJKrtzPNv4AfKbUzPikE471UouBbrzp0DMuX1ySefSMvTp0/v90HQ4XAQERExqA8Emf4hLS0NtVrNnj17aGho6LZqQlZWFnfeeSevvfaatO23v/0tF1xwQZB2e6xOid0TqPRWbw8utaxWq7Hb7YSHh2Oz2RBFsY1G96jgmO7aEsi9rJffUkYmNBBFEafTidVqpb6+ntraWqkC60AlxHfFxIkTJaN705YtFGdmSvsMaoGLswbO26xSqUhISOD48eOUlZWhUCgwGo3ExsYSHR1NeHg44eED9xIABM3I+f1+2cvdDWSj+xzGL4psLWtg1d5qVu06xjGzr8v2RmzMVWwnX1HGO8IVzB+p55KZUykcloBitwuyl0BEIhAYTOvr64mMjOzynGeKy+Xiiy++kNYHogRtc3MzU6ZMkQeYsxBBEEhKSsJsNrNnz54eSZWdeq935PWJC1dw3BxYrne0/71lZGRQWVmJWq1Go9G0VsGMPyV+u/ZAt/slIxOK+P1+tm/fTm1tLWazmYiICKKiokhISBjsrgGBmO62ydHfbt6OP34RgiLgXb5spB6demDDCwVBkBJLRVHEarWyb98+nE4nRqOR6Oho8vPz24en9RPDhw+XltesWcP06dPR6wdXxSXUkY3ucwxRFNlwuI7/Flfz2Q47zau+P+0xixTruUq5nqmK/agzJiFe9w63nzSuJU6JMXU4HHi93n6f/jpw4IAUd5ecnMyECf2rW2yxWEhISBjUjHqZ/qWxsbFXYVHr1weri7z66qvtKpTG6lp/D/X2YKPb4/FgMpnIysqisLAwOHQpflTwxWpLkJEZyrRUMrRYLDQ2NmIymTCbzdI+nU6HTqcbNOdGUVERJpNJWi/bvxtF+Y/QZU0kumA28xdcMqD9EUWR5uZmSRMbQKfTMXz4cKKjozEYDNLfbKCYPHkySqUSn8/HvHnzgMAzUpbS7RzZ6D7H+MXy3SzfVtGttkq8TBX2c5fqU0YrjkNsNoxZgHCqwd0BOp2OmJgYrFZrv/4AW4riAKSnp/f7AG232znvvPNkL/dZzJEjR3A6nT2Wg0xLSwuSCuwoybat0W12i7h9ImEnVU1UKlVQaeZgo3t08Imq98DHP4GpP4Gk/B71U0YmVNBoNGg0GuLi4hg5ciQejwebzUZTUxMmk4n6+nopzKqlauJAjb15eXkkJiYGydD67c3Yir/CVvwV34zycfnllw9IX6A1FEetVpOUlERmZmaPc0/6mvj4eLxeL1988QXz588H4IYbbuCmm27i+uuvl5+THSAb3ecQfr/Iip2Vp213ibCFH6iKuEixk0hjFBRcDQXXQFIhdPNHJAgC2dnZFBUV9avR3fatv7+VRGw2G3Fxcf0eMiMzuGRkZPRK7/3UafFTC+YAROmC79Fml5/48IAh3qL93tjYSG1tbfDvRh8H4bFgP6kXLPoDMoI734Os2TDtXhgxB2Q1HZkhjFqtJioqiqioKDIzM/H5fFitVpqbm6mpqaGmpgaDwTAgntSEhASWL1/O5s2beXX5Kg5uWh20v7q6ut/70BaFQkFSUhIej4eqqirKy8vJz88PCvEYLH7wgx/w3Xff8corr/DOO+/w6aefkpqayvnnnz/YXQs5ZKP7HEKhELi8MIWPdnRueO/T3Ea44AqsqPVw/TuQNrFX1zMYDIiiGJwQ1sd899130vKpU/l9idPpxGw2M2rUqNM3lhnSJCQkkJ+fz+HDhzGZTN2KMRVFkYqK4Bmkjgx3n/8UmcA2NnJVVRVJSUmMHDmyvUa4IMC4G2HjX9pfvHRd4BM3Cqb9BAqvB/Xgy4nJyJwpSqWSyMhIjEYjNpsNk8k0oAXJdDods2fPZmOlu53RfcMNNwxYP9ri9/vxer1kZGSQnJw8KH3oiEcffVQKsbvpppuYNGnSIPcoNJHdIucYz11TyG8X5GHUtn/fCsPDq77LcIonFUc8NqjZ2+traTQaUlNTaW5u7vU5umLv3r2sWbNGWr/gggv6/BotcbY+n4/JkyeHTJKPTP8SExODz+frVnyk1+tlxowZrFy5Mmh7R9441ym5k22rVEZHR1NWVsaBAwc6fkmd+xu47HmI7sSzVXcAVt4Hf8qDtc+A1dRxOxmZIYbf78fn86FWq6mrq6O+vh6n0zlg1z8vfwwKbevvWRCEAat+3BaLxYLNZmPSpEmMHTs2ZAqziaLI+PHjpfW33347ZPoWashG9zmGSqngh9MyWfvQbC5IUwVFi7hR84L3Gua6n2OVbyKe4XN4qXk6zQ5P5yc8DVlZWbjd7o6r7J0hmzZtkpYnT57M3Llz+/T8Pp+PhoYG8vPzmTlz5qBWR5MZGMxmM9999x0bNmzA6XR2KxP/448/xu12B22bPn06l1zSPtHK5Q2WCWyJ5z5+/DhOp5OpU6cyduzYji+kUMCkO+Cn2+D69yBjesft7PXwzbMB43vF/0LNvtN+BxmZUEapVJKfn8/cuXOZNm0a2dnZiKKIyWQKKmDTXxQMTyLxxmeldVEUOXr0aL9ftwW/309dXR1KpZLp06eHpPOnZdb5ww8/HHT98FBGDi85R4k1aLgtX8MDC6bwxIpidlW0eqMrxAR+7HmArJJKSvcf5O3vy3nyijFcVpDcY6PTYDCQnp7O8ePHiY+P71Ojta2nIT8/v88N4vr6esaMGUN6enqfnlcmNKmrq2Pbtm1otdoePdTaanMDvPzyy0FVUtvS1tMdpgClIOD1elGr1SQkJDBixIjTX1ChhNGXBz6V2+D7l2HvRyCe4kb3uWHHu4HPiItgyt2QPTdwvIzMEEShUEgx31lZWVitVnbt2kVdXR2xsbH95hRJMijxVAbP+qampvbLtdrS4uGvq6sjOzub4cOHh1wBmpKSEklf/ec//znnnXfeYHcppJE93ec4Y9Oj+OgnM/j91YXEaoIf2qViYFCptbi49/928D9vb+VEdTWYq3p0jdzcXFJTU6mpqcHr9fZZ37OysqTlr7/+uk+nG10uFzqdrlUnWeasp7i4GKVS2eMkrfr6emk5LS2NYcOGddrW1ab0e0tZeKVSidlsprGxsee/j9QJcM0/4P7dMP1noOkkyffI1/B/18Ffxgfiwu0NPbuOjEwIYjAYmDJlCqmpqdTW1vbLjCrA999toG7Vy9J6ZFo2OTk5/XItr9crqbc0NDSgUqmYOXMmI0eODDmDG2Dp0qXcf//9lJSUUF1dHRKJnaGMbHTLoFAIXDcpna8fmc+to0GBv8N2X5WYuPjFTbzz5yX4j67vsE1HqFQqCgoKyM/Pl8rY9gWXXnopGo0GgLKyMp566qkgCcEzweFwkJiY2O+KKDKhQ1/IkZ2aTNkWURQpNrmkdWNY4N6y2WyEh4djMBjahal0m8g0mPdbeGAv/OBZiOrE8G8sgy8fh+fHwCc/hardvbuejEyIoFKpyMvLIzMzE5PJRFNTU586dwDe/mCFtKyOy+C825/u02eD0+mkvr4ek8mE1WolJSWFyZMnM2fOHHQ63YAVu+kNb7zxhjRDd+LEiUHuTegjWxQyEpHhan59y2V8tjieCarSDtvY/GqesF3Dta9t5dB/X4ZuehYEQWDYsGHMnDkTlUpFbW0tfn/Hxn13MRqN3HHHHdL6F198wZIlS3C5XF0c1T20Wi0NDQ395jmRCT00Gk3vjd42dHbPHKj3UGFpfSmcnBpINNLpdDidThobG7HZbGd2cU0ETL0bfrYDrvsnpE/tuJ3XAdvfgVfOhzd+AMUfgvfMv7uMzGAgCAK5ublMmzaNlJQULBaLZICf6RheYfayd99+aT12/n1cM/7MQ0usVismk0mSFs3JyWHGjBlcdNFFjB49mtjY2JD0bLewbds27rnnHhoaGli3bh0A33zzzeB2agggG90y7Rg9birvP3Q198Zs7bTNNn8Ol36Tygsv/A6XpftT1UajkalTpzJixAhqa2vP2Mi49NJLueqqq6T1r776it/85jdndE4IGN3Nzc1dei5lzi7y8vKIiIjo8UzMqfHfbcNN2rK61B60Pmd4QBmlrq6OqKgoEhMT20sF9haFEsZcCXesgju/hrE3gDKs47bHvoflt8MLBQwrWwaWgdUflpHpCwRBIDo6mtGjR3PRRRcxZcoUBEE4IyeM3e3j0TdX4WluzR+6OD+ZqWlnpszRUsJ97NixzJ49mxkzZkjFboZKsv5tt91GSUkJn376KWvWrGHatGkDrl0+FJGNbpkOUUWl8NCDj/H2+MPEYO6wjQcVL9QU8saLTwYq5HUTpVLJyJEjmTFjBkql8oxivQVB4NFHHw3STF21ahX79p25YoNarQ4qAyxzdqNWq9Hr9T1+cFx44YVB67feeiuff/550Dab28/Gitacg7z4MFIiAl4sQRAICwvrtxhRUifAor/DA/thzhNgTOu4nbWa4WX/Cqie/Ps2KP++2zNZMjKhhEKhIDw8HJfLJYUg9pSqqiqu/tGdlPzzyaDtN593Zi/Goihis9nw+/3odLohKa1ntVoltbC7776bwsJCNm7cSGLi6atVn+uE7tyFzOCjVHHBdffx+ag1/Ozfe9nizW7XJAYz811fwGvLYMo9kD0H0qeA+vQDSWRkJNOmTaOyspKSkhL8fj/h4eE9Ln6gUCh44IEHKC8vZ+PGjUDA8Lnyyiu56667eiWv5HQ6USgU5OfLJbbPJUaOHInP56O6upro6OhuPbAffPBBjh49ypYtW4DAQ/WJJ55ApVIxb948ANYfc+Juk25wcVar/ndCQgJNTU2sX7+e2NhYJk7sXTGq06KPg/MfhOn3wcEvYMurcLSD6WC/F/b+J/DRx0NkeiBmXPo3rXVdH9ftKrUyMgOFy+Vi27ZthIWF9dpz/NjvX6L2cGvOg0Kt5X9/+lNiY6J73SeLxYLf7ycuLo7c3Nw+L+Pu8XioqKjoVw1zj8fDiRMnmDdvHvPmzSMiIoL9+/ef/sABJjIysl/6pdVqSUtLQ61W9+p42eiWOS1JY+fyf8PG8MKrr/FSQ7BB0ICR2e4XGOMp46JvdnDhhgcp9o/gmD6PObPnMGnyNNTKzidUFAoF6enpJCQkUFdXR0VFheRd1uv1hIeHd2vQFASBO++8k61bt+J2u/H7/Xz88cf897//ZfHixdxyyy09GuDUajVNTU3YbLZee0pkhh4Gg4GJEydy7NgxduzYQVRUFHq9vst7UKFQ8PLLL/PWW2/x0ksvSduXLFnC2rVrufHGG/nGlNJ6jTCBKanBL6VRUVFUV1djtVqx2Wzd0gfvNUpVq+SgqQSKXodd/wJ3B2E1ttrA58T2js+l0oIxtXOjPDJVro4pM2DY7XYqKys5evQoSqWy11WK7R4/+/bsDNr26NN/5KqLpvS6b01NTYSHh5Obm0tSUlKvz9MVFRUVREREkJmZ2adhKi0z0SqViq1btxIXFyetjxs3rs+u05dYLJY+T0AVRZH6+noqKip6rdIiG90y3aIl3GTSh3/l59sTaCDYgN0nZrLPl8lLvkUo8eFrVvKPFU1ErPyEC9MF5pyXw+zCbCK1CkAIFPpoQ0v1ytTUVCmprKKigrq6OkRRlDzgXWWMFxQU8MYbb/CXv/yFzZs3AwHvwttvv81//vMf7rvvPhYuXNit79syYO/atYtZs2bJYv/nGBkZGRiNRnbt2kVpaSkZGRmn9WzceuutREVF8cwzz0hJwqtXr2b16tUkXfkLNKMDFVOnpWmlojhtSUxMpL6+ng0bNpCTk0NycjIajaZ/YzwTcuGyPwTCTnYtw77uBcIdld0/3uuEhiOBT2eEx51ijKcFG+n6hHbjgYxMT9m/fz+HDh1CFEWSkpLOKAnRL4LoDS4K98zD/8unhYUsWbKE7Oz2s76nIzExEavVyvbt20lOTiYvL4+wsE7yLHqJ0+nsc4PbarVSUlICwHnnnYfBYMDhcODz+c65cBJBEIiNjZWSX3uDbHTLdJ824Sa//3gTqx2jsNA+FMRHq4Fq8av5pBw+KS9F8fFhJoWbuNi3njlZWobnTYHhsyAmK2iKWqvVkpycTHJyMm63m6amJioqKqitrZVu+s7Izc3lr3/9K5s3b+all16SppcsFgtPPfUUU6dO7baXQavVYjabqa2t7TfPhEzoEhUVRUFBAU6nE7PZTFRU1GlfvhYuXMioUaNYunQphw8flrZXf/IcyrVvEX/VY2SM67h4hCAIxMXF4XQ62b9/P7t378ZgMBAfH09hYWGffrd2aI0w5S622EcyOwPY8hoc+hL8va9GK2GvC3yqdna8X6EOeMTbecpPGubGVND0TDtd5twjNTUVnU5HTU0NTU1N+P1+lEoler2+x3HThjAFoxf9lOJ3fwtiq8rW7t27efLJJ3nvvfd61UeDwYDBYKCuro5NmzYxceLEHodTno6+MribmpqCxrAWRo0aJV1nIKqBhhpn+veVjW6ZHpM0di7PF87BU7WPom2bWXugjq8bYjjiT+7yOD8KNtuT2My1PLUfhu8/wb81s4kzaGDEnEDVvOGzwNh6nrCwMBISEkhISODEiRPs2rWrW32cMmUKkyZN4ssvv+Txxx+Xtjc2NvbIgI6IiKC0tFQ2us8yRFGkqqpKCkUSRRFRFPH5fHi9Xnw+n1QNzmAw4HQ6qampITn59FVZY2JiePjhh7nrrruCtvsstTRveI/kayd1ebxGoyEuLo6jR48SGRlJU1MTRUVFKBQKBEFAqVQG/atSqaQZIEEQgj7R0dFERnZSMKcjBAFGzIYRF4LPA+YT0Fxx8nO8zfLJ9Y5CUnqK3xPQD28s67yNLjrYCD/VWx6RJFfaPMcxGo0YjUYyMzPxer1YrVaOHj1KWVkZ6enpPTaW8oYlsFcVhugJjo/OzMzsdR/9fj9WqxWv14vX66Wuri4kC7B5PJ4gg7uwsDBonJHpPbLRLdM7BAF1Sh7TU/KYfgU85vNybP9Wvt5ezNflHjbZknHT9XT8UZL5hefHXNS8gwt3rSFt9zKsohbRmE7EqFmQNRsyZ0J4DG63m0OHDvUoRsvv9/PVV18FbdPpehZfarfb0Wq1+Hw+OcTkLMLr9XLixIkg49rn80nGd8sHAga6x+PB6/Vy4MABcnNzT3v+Uw3uFrQZBSQbur6PSktLMRqNxMTESLGUHk+rx7mtUd2yDoHY8lM/LperZ0Z3W5RqiB4W+HSEKIKzGcyVnRjlFQGj/dTy9L3B0Rj4dKaSpFBBRArjMEB9frBRnjo+kPApc87g8XiorKzkxIkT3XpRPhWLxcKaV38bZHDr9BH85O67giRqe4LJZEKpVJKUlERycjJRUVG9Tsbrbw4cOCAtZ2Vl9SgMRhAEbr75Zv75z38CgbE2OTmZKVOm8Omnn/LWW2+xdetWXnrpJX7961+zdOlSDh06JIXs/OlPf+KBBx6gqKiIiRMnkpmZKcWRV1dXc//991NUVIRGoyEzM5MXXniB7Oxs7r//fr7++msEQUCr1fLGG29QUFDQrn9btmzhoYceoqamBkEQmDlzJi+++CIffPABt99+Ozt37pRmFvPz8/n000/P6EXrVGSjW6ZvUKrIyJ/KrflTuRWwWcx8t2Uza/dWsLZGR7WvI2NZYK3/PNb6zwMvZAsVxNFMUW0uk+pKuGjTMmYqHiP3uqfY68nA7XYTExPT7S6tXLmStWvXSusLFizoskT3qZhMJlJSUhg9erRscJ9lqNXqDlVC/H4/brcbu91OaWkpFosFh8OBQqEgLi6uy5c2v9/Pxo0bJQWdtkTP/TG6rIloY5KJD+/6XkpLS8NqtVJXV0d0dDTp6elSfHdYWBgqlSo0tHwFAXRRgU9iXsdtfF6wVnfhLa8AZ9OZ98XvheZjRAHsOUUuVKWFBX+FgmvO/DoyIY3T6aSsrIyysjKUSiWJiYm9+q2sWLGCelOrdKgyIp6Lf/Fnbri097KeoigyduzYIREHnZ6ezqFDh4DAc7Anz129Xk9xcTEOhwOdTsfq1atJTe28mFBBQQHLli2TZqSXL1/OmDFj2rUTRZFFixZxyy23sGzZMgB27txJTU0N27Zt48SJE+zevRuFQkFFRUWHxfdqamq49tprWbZsGdOmTUMURT788EMpTCYtLY2nn36a999/v9vft6fIRrdMv6CPMDJvzsXMmxP4sewrq2Ttlh18fdjCDosRkfYD4WExjcMENIQ3iXls8gYe5MZ3bUzSrmN8qoEcpZqYyAgEvwdR6Hqqa/Xq1dLy1VdfzSOPPNLtAdjj8RAeHk5hYWFoGDgy/Y7ZbGbnzp00NjaiUqnQarUYDIZuq9488sgjQS95bTFOuAKARL0SpaLr+0mtVhMVFUVkZCQej4eysjIOHTqEIAhSTGhBQUGfx4L2C0pVq9e5M1wWaO7MW3484En3n0FZb68T1j8vG91nOQ6Hg++//x6fz0dsbOwZhUIkJweHSvostXz69J3cmPOPXiVRQkDCbtu2bej1euLi4oiOjsZgMKDX6/vcqbN05V72nei4vkZ3aY3XbiDim0Zp+5gUI09e0clL9knmz5/PZ599xjXXXMO//vUvbrjhBtavX99h24ULF7JixQoef/xxSktLiYyM7HAGYO3atajVau6++25pW4tyyvPPP09ycrL0f56WltZhvPlf//pXbrnlFqZNmwYEvPLXXNM6Llx++eV8++23HDhwQIpd72tko1um3xEEgbzhaeQNT+NeoMHm5ptdB/l652G+qRQx+7qeujKj5ytnDl8dAY7YSFVWMl1/gtu8yymITcYlzsEcPwFR2Srtt2nTJkk3GQLVs3oyCJvNZoYNGyYb3OcQKpUKpVJJbGwsTqcTt9tNQ0MDfr+fhISELu8fs9ncqcEdOfVaaXlkbOvDxOVyUV5ejkqlCvooFIqgf6Ojo1EoFLjd7nYhJWcFmoiAikpCJ2E7fh9YTcFGeUtIi2l/18opLURn9mmXZUILm83G3r17EUWxR17ZzpgzZw6PP/44Tz31lLTN77Kxbdu2XhvdWq0WrVaLx+PBZDJx/PhxAOllOikpiREjRpxx3wH2nTCz+Wj3K0WflrqenWvx4sX85je/4fLLL2f37t3cfvvtnRrdRqOR9PR0iouLWbFiBddffz1vvvlmu3bFxcVMmDChw3Ncd911zJw5k/Xr1zNnzhxuvvnmDv+fiouLueWWWzrtt0Kh4OGHH+aZZ57h7bff7ua37Rmy0S0z4MTow1g0PZ9F0/Px+vxsL29k3a6DbDhYzZ5GdYde8LZU+qL4tzmKWuFKrqpezwzTswxXujAnTKIhcQZ1URN49tlnpfaXXHJJjxIhXS4XKpWq1zqcMkOT8PBwZsyYIa07nU6Kioqoqanp4qgARqORK6+8kk8++aTdPsfR7YSl5KLLnsysjPbhKW0N6Lbx5Gq1mgkTJvQ4D+GsQ6EMJFcbkyH9ZBJq5XbY9ubpS9YLCsi9DK54sf/7KTPgNDc3U1paSnV1NWq1mujo3hWuORW3282HH34YtE0TP4z58+ef8bnVanWQJ7clqbsrVa6hRmFhIWVlZfzrX//i0ksvPW37xYsXs2zZMlatWsVXX33VodHdFWlpaRw4cICvv/6ar7/+mjlz5vD2229zxRVX9LjvN954I08//TRHjx7t8bHdQTa6ZQYVlVLB5KxYJmdN42Gg0eZm48EqNuzcy/qjVircnRcJWSeOY50nML2UJxxl0vEDvH90JP7VT0pehAi9np///Oc96pPD4SA1NbXPNVRlQg9RFHE4HFitVux2O3a7HafTicvlwuVy0dzcTHp6erdmSZ544gl+/OMf89xzz7Fu3Tppu7vmCLX/+S0ZCx+k4NrF0naNRtNh6XdRFKVp1k2bNqHRaCQvuEajQavVEh4e3s5Drlarz0ibOORxWWDPv2HbW1B1GhWjiBQY/yMY/8OuQ1tkhiwul4vdu3djMpmIjo7u00Iob7zxRlA1Q132ZDKuXtInFST9fj8OhwOn0ykpJ6Wnp3c4FvSWMSm966fNZsXvF6V1rVaLQqEICn/p7rmvvPJKHnroIdatW0d9fX2Xba+44gp+8YtfMHHixE7/xnl5eSxfvrzTc2g0GubPn8/8+fNJTEzk008/xev1snTpUgBef/118vLy2LZtGwsWLOj0PCqVigcffDDIcdeXnMUjtMxQJFofxiUFqWSHO5mZcBiPJoIjx6sorjKzzRKFWew4jnWvOJxidzp1nz2PfX9rWEnUzOv5fOMWxsUryCiYSZTh9Hq/LperzytZyYQeFRUV7N27F7fbjVKplAxXpVKJUqlEp9Oh1+t7FJaUmJjIzTffHGR0txBpPoyym9VVs7KyJDUVv9+Px+OR9MLbShq27G/RJFar1cTFxTF+/Pie/ClCC687UAXTWnPyXxNUFMGe5eCxdXGgQH3MBGLnPQgj5wXiyWXOWjQaDdOnT6epqYnKykqqqqqkULAzZdOmTUHrjsNbOPDsQj5WP86CBQt6Fd7V1NSE2+1GoVAQERFBTk4OkZGRGAyGPlcxOV3MdWd4vV7MZjOlpaVB28eOHdvjPt5+++1ERkZSUFDQ4XjYFp1Ox7PPPtvli8dFF13EkiVLeO2117jzzjsBKCoqwm63ExERQVJSEikpKfj9fnbv3s2oUaNYtGgRixYtks6Rnp7O5MmTueyyy5gyJVBd9N1332Xu3LlB17r11lv5/e9/3y865PKoJBNSWCwWtm3bhsvlkuJo06OzmV0IPr+fisq+laiiAAAgAElEQVTjlJQfZ0e9kp3udDxtbmFr8dfY938rrYfnTEcYu5AVLgUrKoAKK5NSPPxiWlSnyWxms5mYmJh2iTQyZyd6vR6dTofH48Hj8eByudq1EQQBjUaDTqfrlie5oxATgKvmz+1wewuiKGK323G5XPh8ncvsiaKIIAhSzHfLS0LLJz4+/rR9HHA6MqRtpsC/VlPrPqup52omEckBr/Z5P2TPziPMzp3dL19BJvRoycGIjY1l2LBhHSoHdZfa2loOHz7MoUOHKCsr67DNU089RWJiopSI1xPUajUejwe/34/ZbMZmsxEZGYnRaCQqKgqtVotOp0Oj0Zz+ZH1MW8dDQ0P7+O0W+dSekJaWxn333dft9osXL+5yvyAIfPTRR9x///387ne/Q6vVSpKBR44c4c4775TG78mTJ3co25qYmMiyZct46KGHMJlMKBQKZs2a1U4GMizs/7N35uFRVWcD/53ZZ5JJMlnJQgKBsEPYBbWKWhX9VMSlavtZtbbWpdraqp/Vfi221lZra9XWBVt32ypq3arthwgoLsgioICsCdn3TLbZZ873x8y9zCSTZAIJCXh/z3OfZM7d3jN37rnvfc+7mLjpppsGJH+iaEq3xoiirKyMYDBIZmbPvLp6nY6i0UUUjS7iTCDY0cCOzzexry3Ip13ZbIzeNjmDzCX/g+iW4WRDjZcDbQGKHfHf2o1GIx0dHXR0dBx6fmONo4KCggIKCg66HihWYyVndzAYxO/343K5aGxspLa2Vk0d2BennnpqXMX7njtvIfehB+OmKoTwDItSvKmgoACLxaK6jiiFcKJzcA97MGXAd1BxVhTpGKX6MBTpfhFQcjrMuRJKzoyyaicQVKlxzOF0OtmxY8eArbHBYJDVq1fzxBNPsG9fYr+dQ42xMJvN6PV6AoGA+pJfXV1NZWUlRqORpKQkkpOTmTp1KskJzMgOBl6vl6qqKlpbw9lJJk6cqLqSFBcX4/V6CQQCA3Jb6+zsWTBr0aJFLFq0CAhbka+88koAli1bFvcY0Zbx6BegvLw8XnrppR7bl5SUsHjx4pi23qzUCxcujBvUGS0XwE033cRNN90U9xiHg6Z0a4wYWlpaqKqqSthSp7dnkz1uNtNzcrjQ30njhGYWv2skFPAT7GzG11CGedR4bHhwES4DnGXTMTql95+9MqB++OGHlJSUUFhYOCyWB40jj1LlUa/XEwqFKCsro7Ozk/b2dtXXO5HMCCUlJdxxxx3cc889Me1+n5ef/uznrPz323H3s1gsZGZm0tLSoj4EFRTXF5PJhNlsRqfTYTKZKCkpGdSpaRHyh7OC9KZIR1uoB12RToDkUWE/7dnfhrSRV8lP48jS1dXFvn37qKqqIikpaUCBlGvWrOG2226Lm885Gr09E0NqNinpWfzmpsvVNHW94fF46Ozs7GEdVmbLUlJSsFqt2Gw2TCaTGlip5OA/kuzevTtmdi8UClFYWMiYMWOG/6X+GEVTujWGHSkl1dXVbNu2jdTU1EPKr+oSSTzRsQBLyULVxaRrxxquLqwme+bZPLHFRYdPcsO8VIz6vgcTq9WKyWSirKyM/fv3U1xczPjx47VB6CuElJKmpiacTiderxej0YjVaiUQCKjuHX1xwQUXsHDhwh7R861NDWzc38Dc4vh+p0paMQg/vJubm9Hr9QSDQTwej+rLbbVaSU1NJRgM9q9097BI13dTqg8q0id7nPB+34cbcoQObBmQnANJWZCcHV4Kj9d8tTWAcLB7WVkZBw4cwGQykZ2dPaDxee/evdxyyy1x1y1ZsoSJEydSUlLC8rJUGoLhOKL5eWZmzuxdqe/o6MDlcpGSksL06dOxWq0xCvVIeX6EQiGqq6tjsjJlZmZSWFiolXk/Amijl8aw4na72bFjB/X19WRkZBzSm36rO8Adf/uIXZs/xFO+RW0/0bibayePpb7IzpQcG5trvUzPTsxqrfgKBoNB9u7dS05OzqBErmscHej1eo477jg1SMvpdOL3+2lra1OngvsjNzeX+fPnx+SLB7j//TruzXBQlNq3suzz+fD7/Wr2AKPRiN1ux2azkZpspTDdAs074ijS9dDZOLwW6e4IHdgyw8pztCKdlB3VlhP+35YRThOooRGHUCjEZ599Rk1NDQUFBYc009NXMZpVq1bR3NxMl8tFTVsR+pzxCL2R7KTe9+no6KCtrY2cnByKiorU+3QkKrFNTU0xCrfD4SAvL29EynosoindGkeUQCCgTtnX19fT3NyM0WgccGnczs5OPvl0I6+9s5JNG9bj74xVLOxWI8+eUEmLI1xww2HRc9rYgVXwC4VCdHR0qCmeNKX7q8eePXtobm6ms7NTVXoTUbgVFi1a1EPp3vun7/DNf4zmhmu+Q8noUWRnZ5OXl9dDeUhJSSE5ORlvexPpO58jx7sfc6Ads78NY6Cn3+QRp4cinQPJWQcV6WilWlOkNQYJnU7H3LlzqampYc+ePQSDQex2uzpDlAhjx45l+fLlPPfccz38ezs7O1m3bh3r1q0DQBjMmPMnsmPuHDaHFjJ9+vQe96rdbsdqteJyudi6dStSStVwk5WVRXJyMlarFYvFMuwWb2U2WXGraW1tRafTYbVa1XoWgUBAjRsZbnmPNTSlW2NIUSK1nU4n9fX1OJ1OdXreZrORmZmZ0E3t9/vZuGUrK1evY9OG9dQc2IfsxRfPYLGRdu6P0VmfomT97ZTNup3W/NMSltftduNyuYBwiqHRo0drCvdXlHnz5hEKhWhra6OpqYna2lr2799Pfn5+Qr7+ixcv5r777uvR7m2q5A/33KV+1uv1jB07lpKSEnJycnA4HKSnpxMIBFjg+4Bx3k9JsYl+XaMOF4kOkZTZTWlWFOluSrWmSGsMEyaTiTFjxpCfn099fT0HDhxQs1GkpKQkVGNh9uzZzJ49m0AgwLvvvsu2bdtYu3Ztj2JYMuDFc2Abqw9sY/UrT2GxWJg9ezZz585l/vz5TJgwQc0kFP2cCIVCdHV10dTUpPp36/V6UlNTSUtLIy0tDavVmnBWpMHCbDYze/ZsGhoaqKurw+fzqXm0lcBJ5Tk9c+bMYzv3/zCgfZsag47b7aa9vZ3a2loaGhoIBoPodDqSkpLIyMhI+M3Z3elkf2UVr/7nff614u8EvO5et9XZ0rCNn491wkKsRaUIg4nPQ2s40biPLkfvOUuV4igul4tQKIROpyMjI4OxY8eSnZ2tBVFqqCXYFTeTUCiE0+mMye2tFLDpTkpKCo899hivvPIKK1eu7PUcihvT3r17+5VHL+Dtb9k4Y1xiw7cUOoQts5vSHLFMd1Oq127YxqJTEntB1dAYboxGo5qFqKuri8bGRsrKymhtbVVdPPrDYDAwa9YsFi9ezK233kp1dTWbN29m1UcbWb9xMwFnbNVTj8fDRx99pKYntNvtTJ48mUmTJql/CwoK1Gde9MxYKBTC6/VSWVkZkwvbZrPhcDhIS0tT05gOtVU8Ozub7Oxs2tra2LNnDxBOmxiNZuUefEaU0i2EuAX4HZAlpWwS4Sv+IHA24AKulFJuHk4ZNfqmurqarVu3qtNVDocjIV8xg9eJt3Evu2tb2d4U5DNXJrtCefg7oHbFi4R6KNwC06hxWIpmYh0/H3PeREQ3q9uXumLyZ1+Cz9azBLyUktbWVgKBAJmZmRQVFamFCvry99P4apKVlYXdbicQCKgpv3w+H263m9raWurq6tQXtEAgQGNjo2r9mj59OnPnzuU3v/kNn3z2Ob/9x2ra2tsJdrYQ7GhC19WEu7UhYVmCEs583sXJY838/qKxjC/KI2B24DOl4TM58BpSaQ+ZcetT8JvS8BnsIHQxeb0NBgOhYAh9lx6dW4e+xc2kSRYQ2m9f4+hEUXCLiopobm5m9+7d1NfXq1VczWZzv0qkEEJV4s8651xuXdlMWXUd3srteCo+x1i7jdaGmph9Ojo6+PTTT3u4ken1ekpLS/nxj3/MpElhN0fludg97aBiba6pqUFKiZQSg8FAamoqXq+X+vp6VRkf7OdTtHU+Ly+PmpqD/SsrK2Ps2LEJn7OyspKTTjqJTZs2kZ6eTmtrK7Nnz2bNmjUUFRUdlpyvvfYaEyZMYMqUKQnv8/TTT7Nx40b+9Kc/Hda5B5MRo3QLIUYDpwMVUc1nASWR5Tjg0chfjRFKWloaBoMBu93e6xSfwdOCrW03HQ0H+LKhk20ddjYExrFPFgAFBDqacO3+GNeuP+Gt3A6Ep+Z0Fju2iSdgGTMTS9EM9NaDg0U2rUwzVDLJ2sbYDCu5Y6ZgzbieNl3sT1zx0/Z6vRQWFjJu3LgB+QJqfDXR6XS9Ws0KCwtjcntv2rSJ6dOn4/V6aWlpUR+kALOnTuSRn03mztUttHsPukcdlxnkdEcj5WVlaspA5W/Znp00OXv6cK8t83LXlyX84pJf9FgngO7SKpUro8vMR+cCb29vP+TvR0NjpCCEIDMzk4yMDFpbW2loaKClpYXm5mbVj9loNKqKeG9GIaNOcPOCVP7n3QAG+8kkTTkZgw7unuqj9svNbNiwgXXr1tHVFb9KajAYZPPmzXz729/m9ddf77PgmslkwmQyxVRCVqziPp+Pzz77TO2b3W4nPT0dh8NBUlLSYQdsCiF61A5QFG+n00lZWRnjx49P6FijR4/muuuu4/bbb2f58uXcfvvtXHPNNYetcENY6T7nnHMGpHSPREaM0g08ANwGvB7VtgR4VoafWJ8IIdKEELlSytphkVAjLl6vl7a2NmpqalR3EgCkxOhpwta2G2vrblobK/i8zcIG31g+Dk2llpNjjiODAZrefgDXjrVxz3P+4hMomjyd1aEZlBoqmGhtJ88GxRNmYMuZCGJy3P2klHR2duJ2u9Hr9YwaNUq1bGtoHC7dX9oMBoMaGFxYWMioUaPYt28fTqcTt9tNXmoqd57o4BdrWvAEw8r4+iY92enFXLm0Zw5gU1c1t37nAv6zL36VyurqarKzs/vN4qAU1QEoKipSs6N0dnbi8/kIhUIEAoEB919DYyQihCA9PV3NrR8KhXC5XLhcLpxOJ7W1tVRUVMQUyOpOUaqRy2fYeXJLuNBKIAQvlFv5xaLTWLVqVa8KdzSK8jxQFKt4W1ubOsvm9/tpbGyksrJSVdKTk5OZPn36gAK8o/F6vTQ0NOD1ehk3blyPMSAjI2NAx7v55puZM2cOf/zjH1m3bh0PP/wwEM6Lfv/99/PWW28B8IMf/IC5c+fGFKQB2LdvHzfccAONjY3YbDaeeOIJWlpaeOONN1i7di133303r7zyCuPGjVP3efPNN7n77rvx+XxkZGTwwgsvJORaNByMCKVbCHEeUC2l3Npt+icfqIz6XBVp66F0CyGuAa6BcKnP6IpGQ0FnZ+eQn2OoGYw++Hw+PB4PEPtQ15W/z6TyJ+n0ePh94GLWBBfQwFl9H6uxvIfCLQTMKc7km2fO57iTz8BpyuM0gw2hmw6Ep/I7hIGOhsZ4hwTCQZjRxQdaWlrilrodLo7C31KmECK6AOhyKeVy5cPh3otH4fcRgyK/lFKtPBcIBBBC4PF48Hg82IGrJ0se3Q6hSA2NN3e7MAZcfL2g2xS41NPq0wM9le4333yTN998E4CZM2dy2mmnkZKSgt1uJyUlhZSUlLgPY0UJUAoC2Ww2Ojo6CAaDx8R3f7RyCPIP6b04mIyUa6MEyweDQcxmM83NzQQCgR4BlApz7JL1DtgeqVdV3RHk7uf/w8cff5zQ+W655RasVmuvx1cIBoNxy61LKXE6nerz1WazkZSUpGYWcbvdbNiwAQhnJlEqMQ5l8L8yKxYMBuNWfrzrrru44IILeO211/B6vXi9XlwuV/h5Hdle0R2673/11VfzwAMPMH78eDZs2MD3v/993nrrLc466ywWL17M+eefD8RWnCwtLWXlypUIIXjmmWe4++67+dWvfoXH48Hn8/VanfJQ8Xg88X7Lfd6LCkdM6RZCvAv0dK6FO4E7gDPi7RanreevEoh0bjnA3LlzpVJydKhYs2YNQ32OoeZw++D3+3nvvffIycmJDSKTIaZvewKTt5Ef+X/MylD8stfdMet6ZiMpLZ3JaWeeSeG8eZiKisjp5pNXX1/fb7rB1tZWHA4HJSUl2Gy2EReNfRT+lpqklL1e1MO9F4/C7yMGRf4NGzbQ0NBAa2srxcXFPYJyc3JAZ3Pz8KdtatsbZXD2lEwc1lgfyusWT+eLpzfh8vd+3i1btrBly5a46z744APVjzQUClFVVYXP51N9vJX0YIFAAK/Xq1a+VCrmmUwmpJSqz+xI5Vj57QyAIb0XB5ORcm1aW1vZvXs3LS0tCCFISkqio6Ojz+fIj9OC/Pj/mmmLuISVJU0lO7+QhuqKXvdRePXVV7nkkkv69CcPhUI0NTXFbGMwGEhOTsbpdDJp0iS1gqVyb8bzs965c2eMi8pQoZyjo6Mj7vnWrl1Lbm4u+/fvZ8mSJQDqs1fZ3mQyYbFYYvbv7Oxk/fr1XHXVVWqb1+vFbrerBcrina+8vJzvfve71NbW4vP5VD90i8XSw21nMLBYLMyaNat7c5/3osIR0z6klF+P1y6EmA6MBRQrdwGwWQgxn7Ble3TU5gVATY+DaAwLUkqys7Opq6tTgz7CA4FAhPyEpOCjUPzMIXqC5OlamWZtZXa2nqJxk7BZ5nH2y/aYt9JoRSInJ4f//d//ZcGCBQOS0+Fw0NzcTENDA0IIrFYraWlpOByOEZU/VePYob29nfz8fDweDy6Xq9dApEVFVlbuc/Flc1ibDshwoGR3Tjnzv6hO380nVUG+aAhS1S6papesPKCj3dX/1PXXvvY1Hn74YRYuXIhOp6OwMH4JdaVIleKf7na76erqIhgM4nQ6MZlM7Ny5E71e3+uiuKro9XrVB3Xy5Mna/aUxInA4HBx33HG4XC4OHDhAVVUVfn8fb7NAmkXPDfNSuWdd2NytT3aQcvnD/E9xO+6GA+zdu5c9e/awd+/eHhbt/fv389RTT7F06dJey9TrdDqys2Or1CruJH6/n927d/coV28ymRg1ahQ5OTmkpqaOGGPSli1bWLlyJZ988gknnngil156Kbm5ueHg7ag+KDPk0YRCIdLS0no1HvTGjTfeyI9//GPOO+881qxZw7Jlyw63G0PGsF8lKeXngPprE0KUA3Mj2UveAH4ghPgH4QDKNs2fe+RgNBqZNGkSDoeDyspKKisr1VKyLQWn4927li4ORmmflbSbc8bokKOmM8qRghD5PY75k5/8hF/96lcH/cKjqK+v58knnxyw0g2xfml+vx+n00ldXR0ejwchBA6Hg6lTp6r+fxoaA6Wzs5MdO3bQ1dXFRx99RGdnJx6Ph5KSkl4fiOVOv6pwA5TmmMi09VTQmwvOIL36PRZbtrF4fOyxVrtLeallMo/95Zk+5bvxxht56aWXKC4u7nM7IYQaXBlNdAyEEpQZ/X8wGKSmpgadTqe6chkMBjo7O2ltbcXv92Oz2VQrlF6v17IFaRxx3G63+rzy+XwYjcaEFNY5uWaWTEzi9V1hP26/1PNSXSb3fn0iixcvVrdra2tj7969fP/731fbHnnkER577DFmz57NqaeeypIlS/pNRxsd4BzPrzoQCFBXV8eBAwfQ6/VkZ2eriq1Op4vrqgJhY9mmTZvUz6WlpbhcLjW4WhkfWlpa2L9/P5MmTSI5Obnf70c59nXXXccf//hHCgsLufXWW7nlllt44YUXKCoqYseOHXi9XjweD6tWreLEE0+M2T8lJYWxY8eyYsUKLr74YqSUbNu2jdLSUux2e69uIm1tbeTnh/WJZ57pexwcboZd6e6HtwmnC9xLOGXgVX1vrjHUeDweWlpaaGpqoqmpSfUNNZlM5Obmqj7dtSXfpHZ/7KTEuVkNZE66kE8PtJCcLLGbBFJK9uzZw3vvvcd7770Xk7u0OzqdjtNPP/2w5A8EArjdbvUtOzMzk/z8fNLT04/ItJzGsYnT6WT37t34fD7VfzstLU2t/tYbL++MDcS6eEr8h5s0WNi98H7yv3ySUfv+EbPuFOuXnDCumWvfWs7Mc67pU84333yTH/7whwn2qnei4zeiUYKbFCXc6/Xi9/vp6Oigs7MTr9fLvn37VLeV1NRUioqKGDNmzGHLpKGRCD6fj8bGRjwej+p64PP5Etr3W9OS2d/q5/OG8PZ1XUEeXN/GT09MQxeZyUlNTWXOnDnccccd/Pa3v415Od24caO6xCuaNRCU2WXl2E6nk5SUFDo6OtDr9RiNRvXlNnqWSUqJzWZTC8DV1NRgNBqZPn16zMtHdBBqojzxxBMUFhaqz+nrr7+ep59+mrVr13LyySfzjW98gxkzZlBSUhLPPQOAF154geuuu467774bv9/PpZdeSmlpKZdeeinf+973eOihh3j55ZdjAimXLVvGxRdfTH5+PgsWLKCsrKzHcd944w02btzIL3/5ywH1abAZcUq3lHJM1P8SuGH4pNFQ8Hg8VFRUqEqxxWIhKSmp1wwgQVMqG9POgqi6Ai3Vu1lWU0GDz8zVzbsYbQ6wbNkyDhw40Ot5c3JymDt3LvPmzWPu3LlqmdpE8fl8uFwudVA1m81qUYDU1FSt+I3GoKA81ILBIKFQiJSUlB65eLtT0ebnk6qDU6zTskxMzuyjkp7OQPWUa6i1luB973d0dXbS5Zd0+aDLX836FT/oV87uuYSHilAoxL59+7BYLKol0W6343A4MBgMas5wg8FAIBAgGAxqFm+NI0JqaionnHCCWsDtwIEDcWdW46HXCW5ekMZt7zbR5Aor05vrvKzY0cklU2ONNhdccAELFixg9erVvPfee2zdulVdt3nz4JYb0el02O12NQe/lFI1LCnVnxWFWqfTMXnyZCorK3G5XGpBnK6uLkpKSg5LjmuuuYZrrjn44q/X62Os6vfdd1+/Lxtjx47l3//+d4/2E044gR07dsTdZ8mSJarvuEJHRwdXXnmlmh3lvPPO47zzzku0K0PGiFO6NUYe7e3tfPzxx4RCITIyMhJ6OJY7/bzvHqt+zqMJnQzR4A8ruW+Vg+X9R+Mq3KeccgoLFy5k3rx5FBQUHJIvaCgUoqKigtTUVDIyMsjPz8dut/erCGloDBQlC8LkyZPZvXs37e3t1NTUxFhi4vHKzq6YqPCLp/Sd8svj8XDRRRdRV1fX53Z9MdQ5bjs7O6mursZgMKj5g3U6neqCoqQjU9oVH/Ds7OwhzbagodEdJbvP2LFjeffdd2lqaiIzM7Pf/VLNOm5d6OBnq5vxR1yUX9rRRUm6idm5sUacUaNG4XA4erh6JKrkHypKVqJgMKgGS3dfr8R1bNwYTrjR1tZGS0uL5mI5xGhKt0a/JCcnU1JSwpdffonP5+tVcW33hvhwXzNry9rY40omOvmMFyPLAleon+ulg/8am837H/U8znHHHccFF1xwWDLrdDpGjRpFZ2cndXV1dHR0MHr0aHJzc7ViOBqDQl1dHV988UWPvLahUIi8vLw+9/UFJR9XxQYSbW/0MSHDhEl/8L7xeDy8/fbb7NmzhxUrVgxIvgklJZTOnElycjI5OTmMGzeOmTN75gFPlKqqKtxut+rzraQiFEKoSkUwGMRutyOEwGw2k5SUhMlkYurUqTFZUqIXDY3hRHHDGEiO+vHpRq6ZncKfNx4sKPX6rq4eSvfDDz/Mc88912P/aB/wwSIQCKDT6WJebM1mc7+VOEtKStQy8E6nU1O6hxhN6dboF51OR3FxMQ6Hgy1btuByuUhPTw+nGAtJtlS08sGeej5xphBAD/T0S20m1g3Fgpf/Pudkjj/rUh577DHWrVunrquo6D8NUyIo1fba29tpa2sjFApht9s1pVvjkFH8Mru6unC73arLRDT19fX9zqgYdJBu1dHoOhjN/9KOLj6o8PC92SmU5oQf3l/72td6DYgCOP7440nVucjq2o3d4CfVLDipyMDXi/U0liyiesr3e903EZQsJoFAgM7OToxGI9nZ2SQlJTFp0qQY5TmeQh3drqExEikrK8Pj8fRZMTIe3dN6Oqw9Yxy6P8tOP/10LrzwQubMmTNwQfugtrYWi8VCdnY2NptNfcHtD6/XS23twdwU2kzw0KMp3RoJ43A4OPHEE9m1axefbNvJzroO3muy0xqyAfFTIXVniijnlOQKThyXhWn8IsYHgzFBLHa7nW9+85uHJaeSsN/n82E2mxkzZgw5OTmqBU5D41BRqss1NDRQWFiIydSHD3Yf6ITg5yel8+cNbTHZS2o7g/zy/Va+VmjhylJ7rwr35MmTWb58ufqQNLnqmPDRzZjdB9OVjdr3IgFTKvXjL01YLqVEvPKCGh2MpWQxSE9PJysr65D6raExknC5XOzevVv9nSdKUEqe33Ywk4YAlk7q6R62ZMkS1q49WPDtuuuu6zVd5+EQXRQnUYU7EAjwxRdfxIwxWlzF0KMp3RoJ09zcxOur3uflHV3s8KQD8cusptOOjhBNpAEwR+zmlOQK5ozJxDZmHgHLwZR/zz//fExw189//vMBB0squN1uNXK7oKCAvLw8UlNTNUVb47AIhUL4fD61stpg/Z7y7AZ+dUo6q8vdPLutg07fwYffBxUeNla74u6XnZ3dY8raZxvFngX3MfHDH2L0OdX2gp3LCRjtNBf9V8JyBQIB1Q80OvUfhH1U9Xo9LpdLXaehcbSiKNwDLdP+wQEP5W0H3VEWjbFSlGoEwsH7X375Jdu2bYsJngR49NFH+c1vfnP4gnfDZrNhtVrVGSklgLmvsUqJq4j2L6+oqCA9PV27r4cQ7ZvV6BN/IMh7q/7Ny5sqWd2eSwAz0DPjh4EAp+o+4yL9+yzSbeHfofnU2yYwqzgPw+j5BM0nAdDda657IOXs2bMPWdb29nZycnKYMWMGRqPxkI+j8dXF5/PR1NSEz+dTA4u6P5BNJhPFxcUJWZP6QycEp1hMV2UAACAASURBVI21MS/PwrPbOlhd7lbXdThb4u7T0NDAW2+9xTnnnBPT7k0ezZ4F9zLxox+jDxxMRVi07QGCJjvO3JP6lUcIwYQJE/B4PGpqTcUSFggEKC8vx2w2YzQa1Qd9QUEBUkpMJpPqdqahMZJQZqiUpaurSw14zs7OpqGhIeFj+YKSv39x0Mpt0sGlU5PZvHkzjz/+OJ9//nmvKQirq6sPuy+9oQRP6nQ6XC6XGnfR2/2o0+lIT09Xs5cobNmyZUC5uTUGhqZ0a/SK2+3hO3/4Ox93ZBNbGDSWHJp5NeMxKJiPZAbVtjMZnbOAfGP4pu0rTvsb3/gG//rXv9RcpkuXLuW73/0uF1100YCn7rOzs6mvr2fPnj1aBTyNAeH3++ns7KS8vJympiZaWlrIzMwkOTn5iGTVSDHr+MG8VE4ZY+XxDa2UV1bR/uk/e93+kUce6aF0A7hTS9g7725K1t+GLhR2WxGEGLv51+w6IRtX2qSE5LFYLD1iH0KhEA0NDYRCIfx+P83NzXR1dVFRUYHVaiU5ORm73Y7dbicUCmEwGCgqKhqUlxMNjURQcsJ7PB46Ozvp7OxUP3d3ozCZTGRkZAz4OfHvfS6a3AdjMY7LM/Ha355i+fLlPapGKiQlJTFz5kyuu+66Q+tYgkgp1eI4/QVQBoNBkpKSeijdynEOlfr6em6++WY++eQTHA4HJpOJ2267jaVLlx7yMfvjnnvu4Y477hjQPosWLeL+++9n7tx+K7cPKprSrREfv5vlj/6ejzviJ7AHsOLl1KwOZhaksi3lfxFCkJycPKCS6pMnT+aqq67ir3/9KxC2Vv/hD3/gqaee4vzzz+eCCy5IOMBFCEF2djbl5eUYjcbDzjmq8dWhsrKS6upqmpubsdls5OXlYbPFd58aSnJEO5VPXEdNZd/BxGeddVav6zozS9k/5+eM2/gLhAwrAbqQn7Gbf8OOkx5HGg4tkFjJCNTW1kZTUxNWq5W0tDR1mtrj8eDz+WhpacFsNmMymRg9erSmdGscMWpqati6dStmsxmDwYDRaMRsNg+q1XZLXezM11srnsf5/rMxbaNHj2bGjBnMmDGD0tJStQrrUOHxeOjo6FCrUloslj7vO7/fz9atWzEYDJhMJtUyP3nyZCwWyyHLKqXk/PPP54orruBvf/sbEJ7NfuONNw7peIlyKEr3cKEp3Ro98bRT/9zVPNYQHYAlUVIAnqf7hKWFXRx/+V2Yk8IFAbxeL42NjVRWVtLU1KRON9tstn4t1tdeey2TJ0/mwQcfpLKyEoDW1laeeuopnn76aU4++WR++tOfxi2F2x0hBFlZWezevRspJSUlJZrFW6NfiouLaW5uxmKx4HQ6hy3Dzeuvv05lHwr30qVLueqqq/pNSdg26gQOlN7CmC0HC1FYuiop2Lmcyuk3JSRLTU0NHo9HLbgRnVfbZDIhpcRgMGA2m7FarcyePVtz69IYVvR6PWazOaF824fK3DwzW+sPuo/46vbGrD/9yp9w87eXkp0y9GOIlJLa2locDgfTpk2jvb09IWNBdO5us9msKt1Op1Mtp34ovPfee5hMJq699lq1raioiBtvvBGA8vJyLr/8crq6wu5vf/rTnzj++OORUnLbbbfxzjvvIITgZz/7GZdcckmP4z///PM89NBD+Hw+jjvuOB555BHuvPNO3G43M2fOZOrUqbzwwgsx+1x33XVs2LABt9vNRRddxF133XXI/RsMNBOERixdzfDsefy+vAg30YNGWHE1iQC//8UdnHLtH1SFG8I3bkFBAQsXLuS0005j/vz5FBQU4PP5qKurU6tjxUMIwaJFi3jppZe4+eabycnJUddJKVmzZg3Lly9PuAs6nY7s7Gz27t3Ltm3bcLvd/e+k8ZXG7XYTCAQIBAL4/X78fj8ej2dAuXsHg+OOO65Pd5Z//vOfnHfeecydO5dHHnlEfXjFo3n0YhoLYwMos8tfw96wISFZFEuZ8tKq5OO2WCzYbDZSU1NJT0/H4XBgs9mO+HelodEdo9FIIBA4LPeI/jh7fBI/P8nBrFFhY1LyrLNj1q98+vecc9YZXPj9W3jmlX/R2dk5ZLIIIbBarfj9/rjZueLlwj/nnHPQ6XRUVlZit9vp6Ojg1VdfZd68eSxbtkzdrqamBiFEvy/40Wzfvr3PuKzs7GxWrlzJ5s2befHFF7npprAB4NVXX2XLli1s3bqVd999l1tvvTUmlSHAzp07efHFF/nwww/ZsmULer2eF154gd/+9rdYrVa2bNnSQ+EG+PWvf83GjRvZtm0ba9euZdu2bQn3ZyjQlG6Ng7TXwNNns72qhRXBk9XmfA76fE3OTcNo7juXp9FoJCMjg+LiYrKzs9W2/jAajXzrW99ixYoVnHvuuTHr3n333QFV8VIU78bGRtauXcu+ffs0pUCjV6xWKzNmzGDSpElMnz6dtLQ0/H4/DQ0NPQb/oWTatGm89tprCW375JNPcuqpp/Lggw/2qmRUTb0ery3WPWvM1vvQ+9rjbh+N3W7H5/MRCAQIhUJIKdWHuF6vR0qJ2+1Wc5aXl5fT0NCguuoMpeKjoRGPpKQk0tPTaW5uprGxkcbGRpqammhra+vh1304lOaY+dnX0nlocSZLTzue9ONjrbIhr4sDm9bw8G9+wWlnns1Plt1LeUXloJy7Ow6HA4PBwIYNG/rtX3l5OW1tbQCqO2g0gz0rfMMNN1BaWsq8efOAsFvL9773PaZPn87FF1+slnVft24dl112GXq9npycHE4++WQ2bIg1DqxatYpNmzYxb948Zs6cyapVq9i/f3+/Mrz00kvMnj2bWbNmsX379l5LyR8pNPcSDQj4YP9qePtW/K1V/DrwP8io97GFuh28HAor4dML41erCgQCuFwuXC4Xzc3NNDc343K5EEKQk5MT92YOBALU1dVRXV1NdXU1VVVVlJeXq1NB0XR2duL1egfkZyuEwOFw0NHRwY4dO0hLS0vIRUXjq0lSUhLjx48Hwr/NTZs24fV66ezspLGxEZ1OR0pKypC7UKSkpHD5r5/huTuv6HfbYDDIc889x4UXXkhBQUGP9SGDlbJZP2Xihz9CEPbvNnmaKfz8Qcrm/G+fx7bZbIwePVq1cCtBWooC7vf71cAxKSVVVVVIKUlJSSE5OZmMjAytEJXGESU5OZmFCxcipcTj8eDxeHC5XLS3t9Pa2kpzc3OMYmo0GlVXqUMh327ge7NT+Oa0n/Dkv0/g3/+3iqadnxBsO5gvP+h1sfatFax962XGzZjP1+ZMZeyYIoqKwovdbu/jDIlhsVhoaWnpYZhS+lVXV0dVVRUADzzwAIAaQGi325k1axb33HNPzL55eXkD/l6mTp3KK6+8on7+85//TFNTk3quBx54gJycHLZu3UooFFLHh0TOI6XkiiuuGFDKxbKyMu6//342bNiAw+Hgyiuv7HPW/UigKd1fVYJ+0ps3w2sr8Ox8hw9cRbwTPIt3Q3No52CS/5N0W/m2YSWjpy7ic08WC8am43K51JRi7e3ttLS00NHRoVrCzGYzFouFrKwsAoEAu3btoqqqKka5rq6upq6uLiHrdXZ2NldffXW/Cnd394BgMIiUkqSkJE466SRSU1P73F9DQ8FgMHDcccfh8Xjwer34fD5qa2spKyvDaDSSnJyslkEfbAIhyYv3357w9llZWTEuWd3pSp9G3fhLyd37N7UtvWY1DWOX0pU+rc9jWywWVdEOhUJqhclgMBijcEspsVqtuN1ufD4fOp1O8+/WGDYUtwur1YrD4VD9lKOVcY/HQ3t7Ox0dHTidThoaGmJcqUwmk1pGvT+STDpuPO94rj93IRuqPfzjgx18/ukHuHasxd+sWLgl+7atZ9+29TH7pqenU1hYSGFhoaqIFxUVMXr06H7zZQeDQZxOJ6FQiAkTJvQ+4xVRuBVSU1Px+/3qMbq6ukhOTj7soOdTTz2VO+64g0cffVTN1OJyHaw30NbWRkFBATqdjmeeeUZ9/p900kk8/vjjXHHFFbS0tPD+++/zu9/9LubYp512GkuWLOHmm28mOztb1TuKioowGo34/f4eY057eztJSUmkpqZSX1/PO++8w6JFiw6rj4eLpnR/lQj6oex92P5PunaupLKriOXB+awO3UcXPV1GdIS40/AC2XMvYFFRPrPb23HVfcH7teEbWwiB0WjEYrGQmZmJEIJgMMju3bvZsGEDGzdu5LPPPjskn+qioiJOOeUUFi1axJQpU9DpdAQCAbxeL36/X/XbCwQCasojJXAzJSWFpKQkNYgzJSVFS/avcUhEp85ra2sjOzsbl8tFY2MjLpdL/Q2aTKbDDt6SUvLhhx/yox/9KKHtCwoK1Ow//Sm4tROvILXhU2ztB4O+7E1bYpTuYDCIx+Nh//79qsIRXRxH+d9oNPZY9Hq9+r+Sx1tDY6QRrYwDamasNWvWcOKJJ6rKuGJQam1tVZVxq9WKzWbrUzHVC8GCAisLLptD+VkzeGv3lfzf2o9o2fA6nv2b4u7T0tJCS0sLW7ZsiWk3GAwUFhaSl5fHlClTKC4upri4mMLCQvV55nK58Pl8GAwGampqyMjIUGeYlaxCQgimTZtGdXU1ra2tQHgsiy7cY7fbSUlJSThTWG8IIXjttde4+eabue+++8jKyiIpKYl7770XgOuvv54LL7yQFStWcMopp6iGi6VLl/Lxxx9TWlqKEIL77ruvR5G8KVOmcPfdd3PGGWcQCoUwGo38+c9/pqioiGuuuYYZM2Ywe/bsGL/u0tJSZs2axdSpUykuLuaEE06IK/d3v/tdrr322iOSPlDTRI51ggEo/wC2/5P2HStZ1TWWd4LzWRv6LV76yioiucXwIqb8WWwwn4jZ6ewzr+nevXt5/PHHWb169YDEy8rKoqCggPz8fPLz8ykoKGDSpEmMHTsWCPuAtba2EgwGMZlMatBWcnIyZrOZbdu2cfzxx2MymbQSthpDSmFhIZmZmXg8HioqKlQLuJKzOj09/bAsRbt27UpI4V62bBmLFi0aUBo0qTPSkn18jNLd1lwfY92DcPYHm82mFr6ZOXOmpkBrfCUwGAwkJyf3uK/cbjdOp5Pa2lqampoIBoNqbIPyQhq9KIxJM/KD+WlcXrqYB9cvYOPOMrzVX4KzmlJLExUVFVRWVvZaDTMQCLB//37279/PunXreqwvKSnhnnvuUZ+VitVYmeFVrN4ul4tgMEhaWhoulyvu+RwOx6ClVczNzeUf//hH3HUlJSUxgYyKq4gQgt/97nc9rNvdueSSS+JmNbn33ntVxb47Tz/9dNz2NWvWqP//5S9/6fO8g4mmdB+LhIJw4EP44lVavniXlV3jeCc0nw9Dv8U/gEs+ZdG3aHFkk4gX9F133cXOnTvjrsvNzWX8+PGqUq0o2Hl5eb36fHq9XpxOJ1arleLiYrKyskhJSemh8Ov1etVqoaExlJhMJtX/02QyUVtbS1VVFX6/n/T0dFpbW9X1SoGKgdDfNPa5557LN77xDSZPntzndlJK9cGruIW43W50rW1Ee33bzEbsdruaPmzq1Kl8+umnnHzyyVqaTQ2NCIplPDc3l2AwSEdHBz6fD5/Ph8vlwu1243a7e1VohRCkGiTG9HyM6fmk6H1cPdVNS0sLzc3N7Ny5k88++4zdu3cPSK49e/bwy1/+kqeeegoIPwsVC3c0igtNNEpubqvVyqhRo7Db7drL9RFCU7qPFUJBqPgYtv+Ths9X8Z/OsKK9PnQPQRKzACcbYOYoE3PzLJSOsmA3J6405Ofnx1W6jUajmhVi0qRJTJw4MaEKf4rFICUlhfz8fE2x1hgxCCFIT08nPT2diRMnqjEOLpdLrYBXWVlJcnIyer2e1NTUhJTYsWPHkpWVFbdCHMCbb75JRUUFDz74YJ9WqbKyMoLBIGazWXWtslgsZObkQvPB7TIdKZjHjVP9V5WYCU3h1tA4SDAYjFkUC7fy12az4ff7VUVcUcKVuIdgMIjbFwAE/uYqdrxwC99yD04awUTS+dlsthilWwih5uVWXMa8Xi86nU5zwzwCaN/wscDu/4M3b+I9Zw6PBJawSf4qJvtIbwhCzCpM57TJOcwrSCJd56K2pib8xt7eRSOoA4ti5evtply2bBmTJk3iT3/6U0y73+/nP//5D//5z3/Utvz8fCZOnMhll13GrFnxK14qqYOcTidr1qwhPT2d3NxcdRpMUww0RgIGg4GUlBRSUlJwOp1qEZnU1FS8Xi+tra0kJycn/DB75plnOPvss3tdv3XrVnbs2MH8+fN73aa4uJhQKKRW2FRecjtcsVa41uZG9n75JTqdTqveqvGVxe/34/V62bp1qxqEryzRaWZ7C1KM9p/W6/Wq8moymdR2nakN8OKp/ILgABRuJUYpKytLfdFXCngdf/zxnH766THbK24l0c9Hxe1NSX0a3Y/c3Nx+/dQ1YjnctJOa0n20E/DBK1dT6TbzPf9PerVqJ+PmVNt+ZFoR5vR8TisdR6juS/7r9NjAgvHjxhEKhfB6vWrmhvb2dnWKyuv1qj86m81GUlISQggsFgtXXnkll112GW+//TYvv/wye/bsUTMcRKNkMfn444959913+5xWT0tLUyPOd+7cSSgUwmQyUVBQwIQJEw7ji9PQGFz27NlDS0sLXq+XYDBIbm5un1lFuuN0Orngggv63GbqzLmUlpb2eyydTsfo0aMPNsgQ2eWxOW1lwIvFYlGDjjU0voooinIgEKC+vh6/368qu4pF+3Bo6AqyrzWcKSRp8tcI7lpNW/n2HtudeOKJXHDBBapyrSjY9fX1CY8jUkra2trU2TXl+dvdvQTCKVKV57dGYkgp1crFh4qmdB/ttFWCt501oa/HVbgvTtnJWbPGcMKJp2K2XxSzbk3zrriH1Ol0MRHe0VHESgYRl8tFRUUFDQ0N6hS6UhJ66dKlLF26FI/Hw969e/nyyy/VZe/evar1wO1288wzz/Df//3ffT70lelvt9ut5vZMdMpeQ+NI0NjYqLqWKH6SidDW1sbTTz/Np59+yq5d8e9HAPuc83AsupLrvpadUAoz5dgulwu9TjCt/K9kNqyNWe/IH0fhwoUJHUtD41hFSW85Z84c/H6/GjRZW1tLKBQiJSXlkJWscqefuz9opdUTVn515iTO/NEfyNj1Go8//niMUWrdunWMGjWK229PPF1oNG+99RbvvPMOt956K8XFxTQ2NqppPqGnhbatra2HVXygeDyeEZuLf6hks1gscWsiJIqmdB/t6MMZSDaEJsZdfd9PfzKoyqkSoZ2UlERWVhYul4uamhoqKipUPzGDwYDVasVsNjNt2jSmTTuYlszv97Mw6kG/fPlyli9fzmWXXcb111/fq+92U1OTmsd0MIoJaGgMJpmZmYwfP161TLW0tJCeHr+QFIQfgH/729946KGH+sxVv/Tan7Ip+TiEPjxUF6Ya1P2jfUaV6fDoh3hnZycZ6enMbfgH9oZVsQe252E/7ZbD6LGGxrGH0WhUXTnGjBlDdXU1tbW1OJ1O0tPTMZn6yvgVyxcNXu790EmXP4ivZheuvesJ1e3mX4376eqK72KyatWqQ1a6V61axfr16/nOd75DWloaFRUV6roVK1Zw/fXXc8YZZ/D73/+eYDBITk7OYWf8WrNmTa8uosPNSJVNU7qPdiJK98YopVsnIBR5qe3wBkixDF1Uss1mY/z48YwbNw6Px0NXVxdOp5Ompiaam5tVy7TiV2o0Grnpppt46KGHYo7z97//HYPBwA9/+MMe5/B4PPj9fhwOh6Zwa4xIhBDU1dWphWHa29sJBALo9Xo1t3V0TMQ777yjVobrjcmTJ2Oe+DVEXViRtuhB726hwX3QOqcU73A4HCQlJWE2m9Hr9eEpcyFI+uBXmL58MfbAyaPgijfBnpg1XkPjWENxoVTSfvp8PrZv305XVxednZ2qAUnBaDQOyO/5g/JOfvfqR3Ts+hjXro8Idjb3u09qairXX3/9gPuicM899/DEE0/w7LPP0t7eHrPuxhtv5KSTTuKWW27Bbrdr7mTDiKZ0H+0YTFTLDGo4WJgjxWLE6Q77kDW0e4dU6VaILjqQmZlJVlYWe/bsUctnQzh10V/+8hdWrFgR9xiKYh4IBOjs7MTv96tlpadNm4bD4RjyfmhoHCrz5s0DYPXq1UyZMgWAAwcOqO5YdXV1ZGVlYbfbY3LV9sbOnTsJfLgaxp0MwIQsCxNKijCZTKSmpsYEbRmNxtgZLSnhP3fAZ0/GHjQpO6xwZ44fnE5raIxwgsEgLpcLl8tFa2trTAVlBZ/PR0NDAyaTSa1geKi8uq2R+3/6A3z1+3rdJjU1lUmTJjF58mT1b15e3mHNSlutVi666CKeffZZAK655hqWL18OhMvAd3V1sX37dtX6GwwGtQDKYUBTuo929KYYKzcA3naIVJj8699f5Kxpoxg/bT652ZlHxA+6o6ODDz/8EIvFQnZ2NgCvvfYaDz/8MG1tbT22Lygo4NJLL+WUU06hoaEBs9lMbm6umps7UR9WDY2RgBACt9tNbW1tTECyUm75wIEDjB+fmNLb0uFCSQ6YY/SyefNmNVuCEEKtBGkymbBarZSOyST5wEr44hWo2Rx7MFtmWOHO0gKQNY5tXC4XBw4coKWlhfb2dvW5p1RQ7l7krb6+PqFUtr3h9ofYXOflw0oPa9dv61PhNhqNzJ8/n4KCAmw2G01NTWzcuFEtSKX8Vf7v6uoiEAgklAHp8ssvB2DcuHExrhVpaWn88pe/jCkU097eTlpa2iH3WePQEIeb/mQkIoRoBA4M8WkygaYhPsdQo/VhZHC09aFISpmVyIaHeC8ebd9HdzIBFyAAHWHjRhAI9LVTAgjADMiohW5/Q5G/rkM8x7Hw3X+V5B/qe3EwOZLXRhC+75Ql2toUfZ8opAHOIyTbQDkc2fQc7LskPAYFCPe/+3dwKIzk++1Iy5bQvXhMKt1HAiHERinl3OGW43DQ+jAyOBb6MJgc7d/H0Sz/0Sw7aPKPZEZy3zTZDg1NtoGjOfRoaGhoaGhoaGhoDDGa0q2hoaGhoaGhoaExxGhK96GzfLgFGAS0PowMjoU+DCZH+/dxNMt/NMsOmvwjmZHcN022Q0OTbYBoPt0aGhoaGhoaGhoaQ4xm6dbQ0NDQ0NDQ0NAYYjSlW0NDQ0NDQ0NDQ2OI0ZTuASKEWCyE2CWE2CuEuH245ekNIcRoIcRqIcROIcR2IcQPI+3pQoiVQog9kb+OSLsQQjwU6dc2IcTs4e3BQYQQeiHEZ0KItyKfxwoh1kf68KIQwhRpN0c+742sHzOccisIIdKEEC8LIb6MXI+FR+N1GGqOlntLQQjxpBCiQQjxRVRb3Os6EhnoGDGSEEJYhBCfCiG2RmS/K9Ied2wYqSQ6th3tdO/nSCHe2DzcMikIIW6O/La/EEL8XQhhGWZ5Rux414tsv4tc121CiH8KIUZEJSBN6R4AQgg98GfgLGAKcJkQYsrwStUrAeAnUsrJwALghoistwOrpJQlwKrIZwj3qSSyXAM8euRF7pUfAjujPt8LPBDpQytwdaT9aqBVSjkeeCCy3UjgQeDfUspJQCnhvhyN12HIOMruLYWngcXd2nq7riORgY4RIwkvcKqUshSYCSwWQiyg97FhpJLo2Ha0072fI4V4Y/OwI4TIB24C5koppxEucnPp8Eo1ose7p+kp20pgmpRyBrAb+OmRFioemtI9MOYDe6WU+6WUPuAfwJJhlikuUspaKeXmyP8dhAeTfMLyPhPZ7Bng/Mj/S4BnZZhPgDQhRO4RFrsHQogC4L+Av0Q+C+BU4OXIJt37oPTtZeC0yPbDhhAiBTgJ+CuAlNInpXRylF2HI8BRc28pSCnfB1q6Nfd2XUcchzBGjBgi90dn5KMxskh6HxtGHAMc245auvdzpNDH2DxSMABWIYQBsAE1wynMSB7v4skmpfw/KaVSBfgToOCICxYHTekeGPlAZdTnqkjbiCbiZjELWA/kSClrIfzQBbIjm43Uvv0RuI1wyVqADMAZdTNFy6n2IbK+LbL9cFIMNAJPRaZX/yKESOLouw5DzbHS796u64gmwTFiRBFxWdgCNBC2au2j97FhJDKQse1opns/Rwq9jc3DjpSyGrgfqABqgTYp5f8Nr1RxOSrGCuA7wDvDLQRoSvdAiWc1HdE5F4UQycArwI+klO19bRqnbVj7JoQ4B2iQUm6Kbo6zqUxg3XBhAGYDj0opZwFd9D0FNxL7cCT4qvZ72BnAGDGikFIGpZQzCVuw5gOT4212ZKVKjEMY245KeunnSGGgY/MRI+IbvQQYC+QBSUKI/x5eqY5OhBB3Enale2G4ZQFN6R4oVcDoqM8FDPOUT18IIYyEH6YvSClfjTTXK+4Kkb8NkfaR2LcTgPOEEOWE3Q1OJWw1SYtMuUGsnGofIutT6TkddqSpAqqklOsjn18mPNAfTdfhSHCs9Lu36zoiGeAYMSKJuASsIeyX3tvYMNIY6Nh2tNKjn0KI54dXJJXexuaRwNeBMillo5TSD7wKHD/MMsVjRI8VQogrgHOAb8kRUpRGU7oHxgagJBJhbiIc2PDGMMsUl4h/4F+BnVLKP0StegO4IvL/FcDrUe3fFmEWEJ7Oqj1iAsdBSvlTKWWBlHIM4e/6PSnlt4DVwEWRzbr3QenbRZHth/VGk1LWAZVCiImRptOAHRxF1+EIcdTcW/3Q23UdcRzCGDFiEEJkKdkIhBBWwkrKTnofG0YUhzC2HZX00s8RYbHtY2weCVQAC4QQtsh9ehojJMizGyN2rBBCLAb+BzhPSukabnlUpJTaMoAFOJtwJOw+4M7hlqcPOU8kPDW5DdgSWc4m7De4CtgT+Zse2V4Qzh6xD/iccNT0sPcjqj+LgLci/xcDnwJ7gRWAOdJuiXzeG1lfPNxyR+SaCWyMXIvXAMfReh2G+Hs6Ku6tYKmIDgAADfdJREFUKHn/Ttjf0k/YanZ1b9d1JC4DHSNG0gLMAD6LyP4F8PNIe9yxYSQviYxtx8IS3c+RssQbm4dbpijZ7gK+jPy+nxvu38JIHu96kW0v4TghZWx7bLivqZRSKwOvoaGhoaGhoaGhMdRo7iUaGhoaGhoaGhoaQ4ymdGtoaGhoaGhoaGgMMZrSraGhoaGhoaGhoTHEaEq3hoaGhoaGhoaGxhCjKd0aGhoaGhoaGhoaQ4ymdGtoaGgchQghxgghpBDixOGWRUPjWEAIsShyTxUM8XkSuncj2ySc11wbE0Y+mtKtoaGhcRhEHnJ9LeX97P8XIcSaIZTvKiHEJiFEuxCiQwixUwjxRLdthBDie0KIDUKIrsiyIdImum2r9OvcOOd6LbLuLwnItVAI8aoQol4I4RFC7BNCPC+E6LUqYJRSVCWEsHVb97QQ4t3+vxGNrwqR34QUQrwSZ935kXWBqOaPgFxGTiXQXMKVMgcVIYRBCHGjEOLTyJjQJoT4TAhxpwiXoO9tP+X7fCDOugG9IHxV0ZRujWMSIcRoIcTqiILxhRDiB0NwjmeEEA1CiC8G+9gaRxW5UcuSSNv8qLZ5wyQXQogrgceAp4C5wBzgdkDfbdOngAeAF4BZhIuGPB9peyrOoSuA73U7Vy7h4jqVCch1FfAB4WIW3wImA5cA5cCDCXQtHbgtge00NCqAc4UQOd3arwEORDdIKX1SyjopZehQThR5eTUeopw9iMjiGazjAUTk+xfwa+Al4FSgFLgTWMDBCpO94QZuEEJMGEy5vipoSrfGsUoA+ImUcjLhgeRGIcTkQT7Hk8DiQT6mxlFG5MFYJ8NlpVsizY1RbfMilmZv5CXtESFEEoAQYhnh6mknR1mQr4ys+6EQYosQolMIUSeE+EdEsR0I5wNvSin/JKXcHVlel1J+R9lACHEB4Qftd6SUf4xss0dK+WBEtisi20TzJHCWECI/qu1qwor0/r4EEkLkAY8Cf5FSXiKlfFdKWSal3Cil/BlwXgL9+gNwa7fza2jEYw/wCXCl0iCEKAROp9sLZTz3EiHEOCHECiFEixDCJYTYJoQ4J7LuSiFEQAhxihDiM8ALnCmEsAshHhdCNEZmcTYKIc6II9tYIcQqIYRbCFEmhPhWN3lirMeDNCbcFOn7mVLK+6WUG6SU5VLKt6WU5wLP9LP/R8Am4HcDPK8GmtKt0Q0hRLIQoloIMWzWucFASlkrpdwc+b8T2AUMqp+elHItB5WsGCID7v2DeT6Now8hxAzgDeB9wtbjK4BzCFufAe4H/gZ8zEHL+ItRh7gFmA4sBQqBfwxQhFpgbj9WqcuBfVLKl7qvkFK+COwDuk8b7wPWAlcBCCF0hJXuJ+ifbwBm4O54K6WUrcr/Qog1Ir7rzRNAGXBPAufT0FgOfDfKVeq7hMuWH+h9FxBCjCKsZDoIvwxOB/4XiLaE64D7gJ8Ak4D1hF9KzyR838wCPgTeEkJM6naKeyPbziQ8y/ScEGJuP3053DHhcuA9KeXH8VYq95846B9+ZZzNbiY8e3DKAM/9lUdTuo8S+vJXjH4bjvK5kkKIYMT38dkBWIT+B9gopdxwCDJmCCHuE0LsirzdNwgh3hdCfFsIYRjo8QYLIcRYYDbw6RE87S+B64QQxUfwnBojj1uBzVLKm6WUO6WU7wA3At8SQhRFXgjdgDKtXSeldANIKR+MsgJ/DNwAnDRA6+5dQBWwSwhRLoR4UQhxjYj1h54IbO/jGDsi23RnOXB1ROE+A7ADryYg0wSgXUpZlcC2FZGlO0HCSs7lQog5CRxH46vNy4RdkhYJIfTAdwj/fvvjBkACS6SU66SU+yIzRW9HbSOAH0sp35NS7gdSgYuA66WU/4nc9z8EvqCnS9RfpZQvSCl3RWZ5PgF+1JswgzQmTCB8T/eHn7Cxqi2OHJ8QNg78IXL/aySI9mUdm3xA2GJWCHyT8Jv2iv52EkJYgOuAxwd6wsh03GbgQsIK52zgBOCvhN/Mpw30mP2c71Mh/r+9+4+5sqzjOP7+OMlohatYv8QcCUaQ5KxchAQpTSxruETLCenyR3PWWLg0UvHnytzKrHQwMVEUN3KgmUpas/yRVqbSQCictmK66WrF4A/Iffvjex28Oc/5cT8P52QPz+e1nT+e+1znuu/n2XPf57q/1/f63trU4nViU7u3AHcCCyNiwMVjb/tvJyK2kpGUcwfze9k+ZwoZ5a76NflFPbnTB8tU9zpJf5O0DXikvHVI3Z2XQfzRZV/fBraTUbkNkt7R2FXd/pqsAd4EzCbzY1dExM4an6u9v4hYEBEL2ry3DlhHppqYtVXyom8l1yF8Btgf+FmNj34YeCwitndpVw1SNc7r5vP+N+T1oKo52vwoHa4LvbgmkOdfdGsUEVsjYlJErGnT5EIysn/6IPY94r1u0Ufrq50llxRgq6RlwHWSxkTEvzt8bg4wGvhFdaOk0eTiplPIabVV5N3vvIiYUJrdQE4ZT20a3P5F0u3AG1rtsEwdP0dOg59d2v2YnMK7iLyT3w9YFhHfanwuIo7q+Bdg94KRO4FVEfHTyvYzyAVi74mIHZXtS8gLyPvq9F/DGnKgc34P+rLhq90XXNsvvpJzei85ULgceIVMj3qQNudSxwOIeBZ4Flgq6Qrgz+QN9mVkNKvTTfFkYH2LPndJWkEuwJoGTK15OJuBMZLG1Yx2d7IIeEbS5/eyH9v3LQWeIoNRPyn/v3U+122A+mrNxY51BrttD6iH14TNDBz8D1pE/FVZxeRKSQNS06w1R7r3ccpFSyeR07Gvdmk+E3gqIv7TtP1qsirDfHJR4r+oRHAlvY2sWvCjVtHkiNjVJVJwEjAKOBr4OrAYuAd4MzCDHLQulnR8l+PfreTuLQc2RkTzgo87yIvfvEr7/cj81BsjomsUoKYngHeq9ws4bfjYQJ5XVTPJ/7/GFO9OBlYT+Sh5A7wwIh6NiM1Ac/WFoXoB2AE0It0rgUMlndzcUNIpwKGlTSvLyHP08YjYVHP/q8kFZxe1elMdSpY1i4iNZH731QzhZsRGjnLj+Xvg40DXkpbFk8B0lYXPNTVStT7RtH0GA9O4Ptb08zTy5riVXl0TVgLHSJrW6s3BnH9kUGk/Mi3VavCge3iZVVYt7/Hq0G4HsJU8+a+tMUU2vrTfrVxszgEWR8TdJffsm+x5YZhA/i/VyRNr5fmIuKBUTbip9HNwRHyjbFtBRtqOHUSf08mbhGPKau+nJX0OoOTMNqYaGz4FHEQuaqlF0mpyevD9JXf+nKYmjSie87pHrmuAIyV9T9IkSXOAHwK3RUQjV/l5YJKkKZLGSjqArLgQwCJJ4yXNBS4Z7M4l3SBpiaQZkg4p+c8rgDHAWoAyC3QbcJOkhZImSpog6Wvk4GRFRLTM1Y6ILcBYBlHFp6RenQecpay+cGxZtHWkpMuAuyrHf4ukW7p0eUk5hrl1j8FGrOOAsRHxXM3215PfbXdJml7OxRM6BYBK36uB6yUdV877H5CzSc0BoC9LOlXSYZIuJwfd17bpuifXBHLW+pfAOknnS/pIuTbMkbQWWAAg6aBuKZURsY2clV40hOMYkTzoHl6eIFc5N7/atTsKuIJcnHFxjf5HA83TZBPICNLjTduruWiNKbGhRoifafr5JQZOZ7/Ea5G5rsqiF0XE1Ig4orzurjRZSkYwGvlzZwE/j4gXB7GPeRHx7ogYFRHjIqI5F77xtxxdt0/bt0TEerLqwUzy//xWskbuVyrNlpMRuMeAl4Evls99lbzh3UjO9rRdYNXBA2Re6ioypeRecr3HpyPigUq7+WUfp5XjXF+2LaJUKOnwO/6jmqZVR0TcSP5N3liObTO52G08WdKs4b3l1amvV8hKKD7PrKOI2BERLStOtWn/IjkDu408dzaQ9a275aWcSa43WEmeT9OBE1rMBl1IplWuJwe7X2pXxKBX14SI2AUcT44JvkCuMfkTGbX+Ha+VDBxFLqA+sEuXy8kbAqtBvZtJt36SdDMwLiJmt3gvgPkRsbJVO0l3ADuiUpu3zT5WAgdG1upsbPsQ8DQwpUzlNrZ/H/hsREwo6SUvA0siomUZsA77fAjYEhFnVrY9CPw9Ik6vbLsfeCUievbEK0kPk4Od75BR6blNq9L3tv93kbnqsyLLC5qZmdkI5Uj3yHAp+YCLbvU//8jABRZbyJzT5vyv3bloJXJwH3CepAF3xZJGDTIn7n9lKRldOJuMpN/f4/4PJ/Pon+pxv2ZmZjbMeNA9ApQprXvI6aNO7iOfkHVw5bPbycHplSWX7TBJV5GPba5Ok5xL1vV8suSoTS55oacBfwAm9vBX6pVGRZOLyXqpQ3r0bwezgEe6VIwxMzOzEcCD7pHju8BsSW0XI5bV3Q+RuZxVF5A1TW8nc77eCtxMJf+7LAo7klwEdSkZNX+MzJW+hnwwwP+VSu3W/cm8tJ4p1VNOZQg1z83MzGzf45xu24OkGWRJvYmdFkdJ+hXwz4gY1vVxS33R0dU89h71ezIZQT8iIrqVajQzM7N9nB+OY3uIiIdL2a7xlJqikg4no9i/JSuZzAc+SdbmHpZKLdIZwIlkucBeOwA4wwNuMzMzA0e6rQZJHyTr9X6ATEnaBFwVEWtf1wPbC5JeAN4OXFd90qWZmZlZP3jQbWZmZmbWZ15IaWZmZmbWZx50m5mZmZn1mQfdZmZmZmZ95kG3mZmZmVmfedBtZmZmZtZnHnSbmZmZmfWZB91mZmZmZn3mQbeZmZmZWZ950G1mZmZm1mf/BdyOYm1Y5k+oAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "tPlot = 0 #time period to plot\n", + "fig, ([ax1, ax2, ax3], [ax4, ax5,ax6]) = plt.subplots(2, 3, sharey=True, figsize=[12,16])\n", + "#fig, ([ax1, ax2, ax3, ax4, ax5]) = plt.subplots(1, 5, sharey=True, figsize=[20,8])\n", + "# Remove space between axes\n", + "fig.subplots_adjust(hspace=0.12, wspace=0.05)\n", + "\n", + "simLabs = ds['sim'].values.tolist()\n", + "color = ['tab:orange','tab:orange','tab:blue','tab:blue','tab:red'] \n", + "lw = [3.5,4,3.,3.5,3.5] \n", + "linestyle= ['--', '-','--', '-', '-'] \n", + "\n", + "# SOC\n", + "v = 'cTOT'\n", + "labels = simLabs+['SoilGrids','HWSD','NCSCD']\n", + "for i in range(nsim):\n", + " ax1.plot((zon_mean.get(v).isel(time=tPlot,sim=i)*1e-3), \n", + " zon_mean.lat,lw=lw[i],color=color[i],linestyle=linestyle[i])\n", + "# add SoilGrids plot\n", + "ax1.plot(zon_meanOBS2.get('SOC'), zon_meanOBS2.lat,lw=3, color='k',linestyle='-')\n", + "ax1.fill_betweenx(zon_meanOBS2.lat,\n", + " zon_meanOBS2.get('SOC') + zon_stdOBS2.get('SOC'), \n", + " zon_meanOBS2.get('SOC') - zon_stdOBS2.get('SOC'),\n", + " alpha=0.2, color='k')\n", + "ax1.plot(zon_meanOBS.get('HWSD_SOCall'), zon_meanOBS.lat,lw=2, color='k',linestyle='--')\n", + "ax1.plot((dsNCSCD.NCSCD_SOC.mean(dim='lon')*1e-1), dsNCSCD.lat,lw=2, color='k',linestyle=':') #convert to kgC\n", + "\n", + "ax1.set_xlabel('Soil C stock (kgC $\\mathregular{m^{-2}}$)', fontsize='x-large')\n", + "ax1.set_ylabel('Latitude', fontsize='x-large');\n", + "ax1.legend(labels=labels, frameon = True, fontsize='medium',loc='center right')\n", + "ax1.set_ylim(-50, 85)\n", + "ax1.set_xlim(-5, 60)\n", + "ax1.yaxis.set_ticks_position('both')\n", + "ax1.grid() \n", + "\n", + "# MICc\n", + "v = 'cMICtot'\n", + "labels = simLabs[2:nsim]+['Serna-Chavez','Xu et al.'] # Won't use results from ,'Gao et al.', 0-30 cm, mgC/kg\n", + "for i in range(2,nsim):\n", + " ax2.plot(zon_mean.get(v).isel(time=tPlot,sim=i), \n", + " zon_mean.lat,lw=lw[i],color=color[i],linestyle=linestyle[i])\n", + "ax2.plot(dsChavez.Band1.mean(dim='lon'), dsChavez.lat,lw=3, color='k',linestyle='-')\n", + "ax2.plot(dsXu.SMC100cm.mean(dim='lon'), dsXu.lat,lw=2, color='k',linestyle=':')\n", + "\n", + "ax2.fill_betweenx(dsChavez.lat, #add SD by lat\n", + " dsChavez.Band1.mean(dim='lon') + dsChavez.Band1.std(dim='lon'), \n", + " dsChavez.Band1.mean(dim='lon') - dsChavez.Band1.std(dim='lon'),\n", + " alpha=0.2, color='k')\n", + "\n", + "#x2.fill_betweenx(dsXu.lat, #add SD by lat\n", + "# dsXu.SMC100cm.mean(dim='lon') + dsXu.SMC100cm.std(dim='lon'), \n", + "# dsXu.SMC100cm.mean(dim='lon') - dsXu.SMC100cm.std(dim='lon'),\n", + "# alpha=0.2, color='k')\n", + "\n", + "ax2.set_xlabel('Microbial C (gC $\\mathregular{m^{-2}}$)', fontsize='x-large');\n", + "ax2.legend(labels=labels,frameon = True, fontsize='medium',loc='center right')\n", + "ax2.yaxis.set_ticks_position('both')\n", + "ax2.grid() \n", + "\n", + "# MICc_SOC ratio\n", + "v = 'relMIC'\n", + "labels = simLabs[2:nsim]+['Serna-Chavez'] \n", + "for i in range(2,nsim):\n", + " ax3.plot(zon_mean.get(v).isel(time=tPlot,sim=i), \n", + " zon_mean.lat,lw=lw[i],color=color[i],linestyle=linestyle[i])\n", + "ax3.plot(dsChavez['CMicSoc'].mean(dim='lon'), dsChavez.lat,lw=3, color='k',linestyle='-')\n", + "\n", + "ax3.fill_betweenx(dsChavez.lat, #add SD by lat\n", + " dsChavez['CMicSoc'].mean(dim='lon') + dsChavez['CMicSoc'].std(dim='lon'), \n", + " dsChavez['CMicSoc'].mean(dim='lon') - dsChavez['CMicSoc'].std(dim='lon'),\n", + " alpha=0.2, color='k')\n", + "\n", + "ax3.set_xlabel('Microbial C/Total Soil C (%)', fontsize='x-large');\n", + "ax3.legend(labels=labels,frameon = True, fontsize='medium',loc='center right')\n", + "ax3.yaxis.set_ticks_position('both')\n", + "ax3.grid() \n", + "\n", + "#----\n", + "# HR\n", + "v = 'cresp' \n", + "labels = simLabs+['Hashimoto']\n", + "for i in range(nsim):\n", + " # fluxes gC/m2/d\n", + " ax4.plot(zon_mean.get(v).isel(time=tPlot,sim=i)*365, \n", + " zon_mean.lat,lw=lw[i],color=color[i],linestyle=linestyle[i])\n", + "y = dsHR.co2.isel(time=slice(0,20),lev=0).mean('time')\n", + "ax4.plot(y.mean(dim='lon'), dsHR.lat,lw=3, color='k')\n", + "ax4.fill_betweenx(dsHR.lat, #add SD by lat\n", + " y.mean(dim='lon') + y.std(dim='lon'), \n", + " y.mean(dim='lon') - y.std(dim='lon'),\n", + " alpha=0.2, color='k')\n", + "ax4.set_xlabel('HR (gC $\\mathregular{m^{-2 } y^{-1}}$)', fontsize='x-large')\n", + "ax4.legend(labels=labels, frameon = True, fontsize='medium')#,loc=1)\n", + "ax4.set_xlim(-100, 780)\n", + "ax4.yaxis.set_ticks_position('both')\n", + "ax4.grid() \n", + "\n", + "#----\n", + "# Soil C:N\n", + "v = 'cnTOT' \n", + "labels = [simLabs[i] for i in [1,3]]+['GSDE']\n", + "for i in [1,3]:\n", + " ax5.plot(zon_mean.get(v).isel(time=tPlot,sim=i), \n", + " zon_mean.lat,lw=lw[i],color=color[i],linestyle=linestyle[i])\n", + "ax5.plot(GSDEoc['CNmean2'].mean(dim='lon'), GSDEoc.lat,lw=3, color='k')\n", + "ax5.fill_betweenx(GSDEoc.lat, #add SD by lat\n", + " GSDEoc['CNmean2'].mean(dim='lon') + GSDEoc['CNmean2'].std(dim='lon'), \n", + " GSDEoc['CNmean2'].mean(dim='lon') - GSDEoc['CNmean2'].std(dim='lon'),\n", + " alpha=0.2, color='k')\n", + "ax5.set_xlabel('Total SOM C:N', fontsize='x-large');\n", + "ax5.legend(labels=labels, frameon = True, fontsize='medium')#,loc=0)\n", + "ax5.yaxis.set_ticks_position('both')\n", + "ax5.grid() \n", + "\n", + "#----\n", + "# MIC C:N\n", + "v = 'cnMIC' # 'cnTOT' 'nMineral' 'cSOMc' 'MICrK' 'cnMIC' 'relMIC' 'specRESP'\n", + "labels = [simLabs[i] for i in [3]]+['Xu et al.','Gao et al.']\n", + "for i in [3]:\n", + " ax6.plot(zon_mean.get(v).isel(time=tPlot,sim=i), \n", + " zon_mean.lat,lw=lw[i],color=color[i],linestyle=linestyle[i])\n", + "ax6.plot(dsXu.CN100cm.mean(dim='lon'), dsXu.lat,lw=3, color='k')\n", + "ax6.plot(dsGao.MBCtoN.mean(dim='lon'), dsGao.lat,lw=2, color='k',linestyle=':')\n", + "ax6.fill_betweenx(dsXu.lat, #add SD by lat\n", + " dsXu.CN100cm.mean(dim='lon') + dsXu.CN100cm.std(dim='lon'), \n", + " dsXu.CN100cm.mean(dim='lon') - dsXu.CN100cm.std(dim='lon'),\n", + " alpha=0.2, color='k')\n", + "ax6.set_xlabel('Microbial C:N', fontsize='x-large');\n", + "ax6.legend(labels=labels, frameon = True, fontsize='medium',loc='lower right')\n", + "ax6.yaxis.set_ticks_position('both')\n", + "ax6.grid() \n", + "\n", + "#----\n", + "# add panel labels\n", + "ax1.annotate(panel[0], xy=(0.08, 0.96), xycoords=ax1.transAxes, ha='center', va='center',fontsize=16,\n", + " bbox=dict(facecolor='white', alpha=0.8,edgecolor='none')) \n", + "ax2.annotate(panel[1], xy=(0.08, 0.96), xycoords=ax2.transAxes, ha='center', va='center',fontsize=16,\n", + " bbox=dict(facecolor='white', alpha=0.8,edgecolor='none')) \n", + "ax3.annotate(panel[2], xy=(0.08, 0.96), xycoords=ax3.transAxes, ha='center', va='center',fontsize=16,\n", + " bbox=dict(facecolor='white', alpha=0.8,edgecolor='none')) \n", + "ax4.annotate(panel[3], xy=(0.08, 0.95), xycoords=ax4.transAxes, ha='center', va='center',fontsize=16,\n", + " bbox=dict(facecolor='white', alpha=0.8,edgecolor='none')) \n", + "ax5.annotate(panel[4], xy=(0.08, 0.95), xycoords=ax5.transAxes, ha='center', va='center',fontsize=16,\n", + " bbox=dict(facecolor='white', alpha=0.8,edgecolor='none') ); \n", + "ax6.annotate(panel[5], xy=(0.08, 0.95), xycoords=ax6.transAxes, ha='center', va='center',fontsize=16,\n", + " bbox=dict(facecolor='white', alpha=0.8,edgecolor='none') ); \n", + "\n", + "fout = fin[0]+'figs/'+sim[0]+'_Fig_3_ZonalSOM.pdf'\n", + "plt.savefig(fout)\n", + "print(' -- wrote '+fout+' --')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure 3.** Zonal mean plots for MIMICS and CASA simulations (blue and orange lines, respectively) with coupled CN biogeochemistry and C-only configuration (solid and dashed lines, respectively) and relevant observations, (black lines with grey shading showing +/- 1 sigma of mean). Panels show (a) initial soil C stocks (gC m-2, 0-100 cm depth), (b) soil microbial biomass C stocks (gC m-2, 0-100 cm depth), ((d) soil heterotrophic respiration fluxes (gC m-2 y-1), (e) soil organic matter C:N ratio, and (f) microbial biomass C:N ratios. See text for references of observations used in this analysis.\n", + "\n", + "- Models show good agreement of stocks & fluxes \n", + "- MIMICS-cn shows weak latitudal variation in soil and microbial C:N. CASA captures is because it uses a pft defined soil C:N" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n", + "\n", + "# Generate a function for making panel plots of maps\n", + "def map_function(da, cb=0, panel=None, cmap=None, ax=None, \n", + " title=None, vmax=None, vmin=None, label=None):\n", + " '''a function to make one subplot'''\n", + " wrap_data, wrap_lon = add_cyclic_point(da.values, coord=da.lon)\n", + "\n", + " if ax is None: ax = plt.gca()\n", + " im = ax.pcolormesh(wrap_lon,da.lat,wrap_data,\n", + " transform=ccrs.PlateCarree(),\n", + " vmax=vmax,vmin=vmin,cmap=cmap)\n", + " ax.set_title(title)\n", + " ax.coastlines()\n", + " ax.set_extent([-180,180,-65,80], crs=ccrs.PlateCarree())\n", + " ax.annotate(panel, xy=(0.05, 0.95), xycoords=ax.transAxes,\n", + " ha='center', va='center',fontsize=16) \n", + "\n", + " # allows for different colorbars on each plot\n", + " if cb == 1: # here to right of plots\n", + " fig.colorbar(im, ax=ax,shrink=0.40, label=label, pad=0, fraction = 0.1)\n", + "\n", + " # allows for different colorbars on each plot\n", + " if cb == 2: # here below plots\n", + " axins = inset_axes(ax,\n", + " width=\"90%\", \n", + " height=\"5%\",\n", + " loc='lower center',\n", + " borderpad=-1\n", + " )\n", + " fig.colorbar(im, cax=axins, orientation=\"horizontal\",\n", + " #ax=ax,shrink=0.9, pad=.02, fraction = 0.1, location='bottom',\n", + " ).set_label(label=label,size=12,weight='bold')\n", + "\n", + "# strings for labeling panels\n", + "panel = ['(a)','(b)','(c)','(d)','(e)','(f)','(g)','(h)','(i)','(j)','(k)','(l)'] " + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -- wrote /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN/OUTPUT_CN/HIST/figs/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN_Fig_4_MIMICS_initial.pdf --\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "save = True\n", + "ncols = 2\n", + "nrows = 2\n", + "m2 = '$\\mathregular{m^{-2}}$'\n", + "y1 = '$\\mathregular{y^{-1}}$'\n", + "g1 = '$\\mathregular{g^{-1}}$'\n", + "# lists of variables, titles & labels\n", + "plotVars = ['cnTOT','cnMIC','cnLIT','MICrK']#'relMIC','overRESP']\n", + "plotTitle = ['Soil C:N','Microbial C:N','Litterfall C:N',\n", + " '$\\mathregular{MIC_{r}:MIC_{K}}$'] \n", + "# 'MIC C: Total C','Overflow Respiration']\n", + "plotLabel = ['Total soil C:N','Microbial C:N','Litterfall C:N',\n", + " '$\\mathregular{MIC_{r}:MIC_{K}}$'] \n", + "# '%','mg C '+m2+' '+y1]\n", + "\n", + "# create the plots\n", + "fig = plt.figure(figsize=(12,5.33))\n", + "axes = [ fig.add_subplot(nrows, ncols, 1+ r * ncols + c,\n", + " projection=ccrs.EqualEarth(),\n", + " ) \\\n", + " for r in range(0, nrows) \\\n", + " for c in range(0, ncols) ]\n", + "\n", + "# add some data\n", + "i = 0\n", + "for ax in axes:\n", + " ax.coastlines()\n", + " tempPlot = ds[plotVars[i]].isel(time=slice(0,20),sim=3).sel(\n", + " lat=slice(-60,83)).mean(dim='time')\n", + " #convert daily fluxes to annual\n", + " if i == 5:\n", + " tempPlot = tempPlot*365 *1e3\n", + "\n", + " tempPlot.plot(\n", + " ax=ax, robust=True, \n", + " transform=ccrs.PlateCarree(), # this is important!\n", + " cbar_kwargs={'label': plotLabel[i], \n", + " \"pad\": 0.03,\n", + " },\n", + " cmap=cm.get_cmap('viridis', 12), # previously 9\n", + " )\n", + " ax.set_title(plotTitle[i],fontweight='bold')\n", + " ax.annotate(panel[i], xy=(0.05, 0.95), xycoords=ax.transAxes, \n", + " ha='center', va='center',fontsize=16) \n", + "\n", + " i = i+1\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "if save == True:\n", + " fout = fin[0]+'figs/'+sim[0]+'_Fig_4_MIMICS_initial.pdf'\n", + " plt.savefig(fout)\n", + " print(' -- wrote '+fout+' --') ;" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(ds.tsoilC.isel(sim=2,time=slice(0,20)).mean('time'),\n", + " ds.specRESP.isel(sim=2,time=slice(0,20)).mean('time'), \n", + " 'o', color='tab:blue') \n", + "\n", + "plt.plot(ds.tsoilC.isel(sim=3,time=slice(0,20)).mean('time'),\n", + " ds.specRESP.isel(sim=3,time=slice(0,20)).mean('time'), \n", + " '.', color='tab:orange') \n", + "plt.ylabel('g C '+m2+' '+y1+' '+g1+' microbial C')\n", + "plt.xlabel('Mean Annaul Soil Temperature') ;" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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E8njQDobC3LPmpT7lmOsD8MnjJw05d18qV6ocfxPRgD8L+L/AZe7eU4yGiUhfuZZbAKI7ntN3GuZxk0eydN77uHdtB6/v3MOoxn1oGn/AoDtlSeVL1eN/BniJaK7/BOAEs73pfnf/UuGaJiIQDfgPrt+S04yduK4e5+Y/vMgfn982oFhavGevYmrVL1Xgv4yBg/8iUiTHfOfX7NjdnfF9AYP6gNETcerqAkQiEbpjM3l++9+v4e5EHDq7Itzw6F9ZcNoRvcE9cZrmnq4I967tUOCvMqkC/zKg0d23JR6MbZn4VsFaJVLjWlrbuXrFeiJZ3l8f2xUrvKuTOVMPZvnaDlpa23HAI9Fds3AnAvz5hdd5avMbvT37OVMPpj5gdPY4DtwT7OA85fqrSqoFXD8BPpjk+FzgR/lvjogsWPY0V+UQ9AF6It47eweiPf1h9Xs3PF94dhMfmD6KgDFgAdZxk0fyieaJvXO4e3q0OKvapOrxn+ju8/ofdPclZnZVgdokUpMWPdTGkifb2flO5qmdRInTMBPz9fUB48IT9s7UmTG2kac2v5F0AdbHj53AvWs76OyKYGaMHNGQ4/+dlJNUgd+GOKdyDyJ5EAyF+aclQba8tSfnZxlw4vRRvTn7m373Qm++vifijD9weJ+NVAZbgHXc5JFcc+Ysrrl/AxF3Fv5qo/bRrSKpAv9rZnaCuz+ZeNDMjge2DXKPiKShpbWdu55q55mON/P2zGH1gT4DtanKKgy1AGvjK2/SE4nm+bVjVnVJFfj/legeuXcAwdixZuBS4MICtkukquVlTn4/Bpx/3MBB2POOnYDH/kw3cAdDYX655qXeKX11darFU01SlWx40sxOAOYDn40d3gDMdvfXCtw2kaoTDIW5esV62rbuzNszLfZfw7AA5yVsjdh/Pv55g2ybmMzqTdvpjnjv85P9QJHKlbJkQyzAfzv+2cyOzTXom9m/AJ8nOtlgPfCP7p75rhEiFWTRQ23c/PimjO8LGByy/z5s3Zl8DGDukWM4euKBA/L0uWxu3j9FlMkPDSl/2WzE8jPg2GxfaGaHAl8CjnT33WZ2N9G00R3ZPlNKo/+yfxncpbe18vjzr2d8nxGdbjlY0K8PwBc/dHjeyyar8mZ1yybwDzXTJ5P3DjezLmAEkN9kpxSclvWnJxgKM39JkK15mLHTnxEtpDbY33uuwVuVN6tXNoH/O7m80N1fNrN/B9qB3cBv3P03/a8zs3nAPIBJk4bcD0ZKIJc0Qi1oaW3n+l+38eau7Ofk1wWgzoyu2ArauPo6wyPOsPoAH0+RglHwlmRSVeecDOxw9zdjn08BTjGzqcCN7p5x+T4zGwmcDRwG7AB+aWafdvdfJF7n7ouBxQDNzc2qF1RmtPvS4LLN5fcXicCFsycy/sDh7NzdxcYtb3FG07jeOvpKwUi2UvX47wbOBd40s2OAXwL/Bzga+P9EB2gzdRrwt3j9HzNbDrwf+MWQd0lZUQ44uXwFfYjOfJg1/gAunj3wN179fUsuUgX+4e4ez79/Grjd3X9gZgFgXZbvbAfmmNkIoqmeU4E1WT5LSkhphL1aWtu56XfP8/KO/E1Oi++WNRQNsEs2MinZ8GHgSgB3jyTW5c+Eu7ea2T3AWqAbeJpYSkek0uSj3IKRvPZ5qhSaBtglW6kC/29j0y23ACOB3wKY2Tgg6+153P3bJKwNEKlE2U7RTBQwmPfBqazatH1A6YZUi6Y0wC7ZSlVobQGwHNhMtFJnfJ/dsUS3ZBSpOS2t7Ry98Nc5Bf34atuIw61/+huHjdpvwDVN4w8Y8hnxAfY6S/3bgUiiVD3+w4GX3H1Zv+ONwAuFaZJI+Trnxj+xLsuiagGiKZ26gHHEmP15dku0bENPxLn/mb5LWdLJ72uAXbKVKvDfACSru78rdu5jeW+RSBla9FAbt/35b1nve3v5SVOZdPB+rNywhVnj3sWtf+w788cd6gzij0+3B68BdslGqsA/xd3/0v+gu68xsykFaZFImcmlkuaIhgBXf3QWM8Y29g7ErnpxO/1/fjTUB7j2Y7PY8MqbGPRuliJSCKkC/75DnBuez4aIlJtgKMy8O59i+66u1BcnYcDVH53FxbMn9dkQBZz6gBGJOGbRXvu0MY3MGNuYdM6+SL6lCvxPmdkX3P3WxINmdhl76/OLVJ1ccvkQG7w1eneu6r/S+ZozZxHe1cnIEQ0s/NVG1oTCLF/boSmZUhSpAv8CYIWZfYq+G7E0EF3RK1JVgqEwl97WytudPVndXx8wPvzuQ3i07VUiDnu6Iixf28H3zz0q6UBs4m8CmpIpxZJqI5ZXgffHavQ0xQ4/6O6/LXjLRIosl1x+wOCi2EbmAL//6zY6uyM48Ms1L/Xm7PsHddU8klJIVaTtoNiXz8T+63Pc3d8oXNNEiifX1A5On43Mzz9uAktb23Gi0zUH68lrSqaUQqpUT5Do1OPEVeXxWg0OTC1Qu0SK4tLbWvnj868nLZmQiYZhfXvr5x07geVrO9LqyWtKphRbqlTPYcVqiEixHfOdX7Njd/b18uPqA8Y1Z87qE7zVk5dylirVM+QWi+6+Nr/NESm8ltZ2rn1gA51ZLsbqz92TrrJVT17KVapUzxpgI7At9jmxJKcTrdgpUtbipYtHjmhgxdMdPLU5nNVzAkZsHn7fYxqUlUqTKvB/FTiPaN38ZcAKd/97wVslkifBUJiLFq/KS+/e+z3inGPGM31Mo1I5UnGGrM7p7j9y9xOBfwImAo+Z2d2x3bhEyt7Nf3gxq6A/+aARNNQHev+BBCxaXM0SPk8f08j8U6Yp6EvFSWuzdXf/m5ndT7RMwyXAEWS/A5dIwQVDYRatbMs6rfPqzne49mN7V9cmrrItxzn32olLMpFqcHcqcCHRzdFfIpru+b67529/OZE8a2lt55sr1uc0RbOzO0J4VyfzT5nW53g5bnSunbgkU6l6/C8AfwHuB94CJgH/O77torv/sKCtE8lQvjY7D5gl7dGX40wd7cQlmUoV+Beyd+HW/gVui0jWWlrbuf3Pf+OF13Kfe1BnsPDspooJnir7IJlKtYDr2iK1QyQrix5q4+erQ+zKsKhafJC2vi5aHjni0QHbU2eO4YsfOrxigj5osZhkLlWO/ydDnXf3L2XzUjM7EPgZ0cJvDnzO3Vdl8yypXblsdh7/NTYScS48YRLjDxyec9As5QBrOaagpHylU6unEH4MPOzu55tZAzCiQO+RKrXoobacNjuHvYuv8rHblQZYpZKkSvXcme8Xmtm7gJOAz8be0QkMvau0SEw+c/lHHXoA13xsVl4CtAZYpZKkSvU8MNR5dz8ri3dOJVoC4j/M7Giiv1V82d3f7vfuecA8gEmTtB1drWtpbee6B5/l71lukJLMrEMPyFtw1gCrVBLz/uvQE0+abSM6f38p0ErfWj24+x8yfqFZM7Aa+IC7t5rZj4G33P1bg93T3Nzsa9asyfRVUgWCoTDzfxFk6849eX1uQ52xdN778tor1yIqKTdmFnT35v7HU+X4xwJzgYuAi4EHgaXuvjGHtnQAHe7eGvt8D3BFDs+TKpWPOfkGfPGkqazatJ0x79qXk2ccQnhXZ0GCswZYpVKkyvH3AA8DD5vZPkR/APzezBa6+//L5oXuvtXMXjKzGe7+HHAq8Gw2z5Lqla+FWF88aSpXfGRmHlokUj1S1uqJBfyPEg36U4CfAMtzfO8/A0tiM3o2Af+Y4/OkSgRDYb569zo2b9+V87POOWa8gr5IEqkGd+8kOtd+JfAdd9+Qj5e6+zpgQN5JaltLaztXrVifl2cZ0eqZIjJQqh7/JcDbRKtxfileo4fYHrzu/q4Ctk1qSC6LseKmHDyCjvBuIhEfsAeuiOyVKsc/ZL1+kVwFQ2EuuOUJeiKZ33vA8HreTNgz94Dhw/jBBcdoZo1ICmnV4xfJt3wsxJp92MH85tlXez9/8vhJmlkjkgYFfim6fOTyG+qML37ocE6ecQgrN2zhjKZxXDxbC/1E0qHAL0UTX+D0o0eey/heAy6aPSk6uAQ0jT+gN6WjgC+SGQV+KbhgKMz1K9t4MsttECFaTO28WDE1FUQTyY0CvxRULoO3EO3pzz2yb418FUQTyY0CvxREMBRm+doOfr1xa9ZBH8AMjp54YJ/AroJoIrlR4Je8C4bCnP/TJ3La7NyIBv2GJIFdO06J5EaBX/Jq0UNt3PL4ppyC/uUnTWXurLFDBnZN2xTJngK/5M3cH/ye57e9nfrCIRjw1p7ooqz5p0wbcF6lj0Vyp8AvOYnn8leu38Ibu7rSvm//hrqkm6o4sLS1neVrOwbM1tFsHpH8UEkGyVowFObCxatY0tqeUdAH+PScyTTUJ//2c/bO1kmUbDaPiGROgV+y9pW71tHVk3k234DG4cNY+oU5fHD6qL7burF3E/T+g7rx2Tx1g5wXkfQo1SMZW7DsaR545hUiacb8xn3r2fnO3mJqdQHrzdEvOO0Intr8Bp3dEQJmfP7Ew2gcPixpDl+zeUTyQ4Ff0rZg2dM8sO4V0p2Wf+iB+zL/lOnMGNsYzc13RQgEjIVnN/UG7UyDuWbziOROgV9Samlt5/pft/Hmru7UFyd49a09zBjbmDK4K5iLFJcCvwxpwbKnuW/dK1ndG3HvLaeg4C5SPhT4y0A5zk3Ppl5+wOjN+xvJV92KSOkp8JdYuc1ND4bCXHzravZ0Z1ZgJ3G17cgRDYR3dZbVDzIR2atkgd/M6oA1wMvufmap2lFq5VJpMhgKc/WK9bRt3Zn2PQGDqaP243MnTu2tia9AL1L+Stnj/zLQBtT0hu3lUGly0UNt3Pz4prSvP37KSE6ecYh69CIVqiSB38wmAB8Fvg98pRRtKBelnpue6eBtncG5751AeFdnAVslIoVUqh7/DcDXgcbBLjCzecA8gEmTqntrvWLPeGlpbeem37/A6zv3ZJzLP2JMI9fcv4GIe1mMSYhI5opessHMzgRec/fgUNe5+2J3b3b35tGjRxepddVvwbKnuWrFel4O704r6I9oqKMuYBgwrM7466s76Y44EYdO1csRqUil6PF/ADjLzD4C7Au8y8x+4e6fLkFbakqmaR0D/vOy2UB0EPrlHbtZ2treez5gpumaIhWo6IHf3a8ErgQws5OBrynoF1ZLazs3/e55Xt7xTsprA8C4A/dl1vgD+uxzG9/kfPnajqSlF0SkcmgefxULhsJcv7KNJzeH077nrGPGM31Mo4qkiVQxc89lk7ziaG5u9jVr1pS6GRUlGApzwS1PpL3R+YiGOv7hyDE8vHFr2SwmE5HcmFnQ3Zv7H1c9/ip19Yr1aQX9mWMbufd/vZ9nF57O9DGN2uhEpAYo1VNlWlrbWfhfG3knjRk7J0wZyd2Xv7/3czksJhORwlPgrwItre3c9VQ7m7b9nZ17Bu5jm0x9nfGNM2b2OaYcvkhtUOCvcJmWWwCYcOC+/PiiY5MGdpVPFql+yvFXsAXLnk4r6F9+0lQa6gO9pZIHC/oiUhvU469Ame6IFd/YXCkcEQEF/ooSDIW55Q8v8ptnX037nvhmKErhiEicAn8FiC/EeioUJt1lFzPHNnLs5JF8/NgJCvgi0ocCf5kLhsKc99MnMr5vVOM+fP/cowrQIhGpdAr8ZSyXjc7PaBqX59aISLVQ4C9DwVCYr9y1jtAbu9K6/vgpI7nijJk8t3UnKzds4Yymcb1bIYqI9KfAX2YynZdvwMkzDukdvFXAF5FUFPjLyImLHqMjjdLJieoCqokvIplR4C+xYCjMV+9ex+bt6aV1INrLh2jQV018EcmUAn8JXXpbK48//3pG9xw0Yhi3fuZ4LcYSkawp8JdAJhU06wL0Ka98QfNELcYSkZwo8BdZplM0v3v2UbRvf5uHN27l9FljueIjM1PfJCIyBAX+Ism0vg5Ei6vFZ+ko4ItIvijwF1gwFGb+L4Js3bknresPHTmcI8e9i8sTNjoXEcknBf4CyqZW/sUnTGL+KdMK1CIRkRIEfjObCPwcGAtEgMXu/uNit6OQgqEw37pvPc9u2ZnRfQ3a7lBEiqAUPf5u4KvuvtbMGoGgmT3i7s+WoC1519LazjdXrCfNIprMHNvIxINGMLpxH1XSFJGiKHrgd3HIGDQAAAm5SURBVPctwJbY1zvNrA04FKj4wH/OjX9iXcebaV9vwJlHj1dqR0SKqqQ5fjObArwXaE1ybh4wD2DSpPKuPzP3B7/n+W1vZ3zfMKV2RKQESrbnrpntD9wLLHD3t/qfd/fF7t7s7s2jR48ufgPTEAyFOfJbK7MK+keOa2TpF+YotSMiRVeSHr+ZDSMa9Je4+/JStCFX2fbyAc45Zjw3XPjePLdIRCQ9pZjVY8BtQJu7/7DY789VtpujjN6/gbmzxnKeBnBFpMRK0eP/AHAJsN7M1sWOXeXuD5WgLRnJppdvRHP5N1/SrIAvImWhFLN6/sTeysIVoaW1nWsf2EBnT7qTNKMa96nj8pOnqYqmiJQVrdxNIdMpmok+NXuypmqKSNlR4B9ELhudQ3QAV4XVRKQcKfAnkc0WiHFzjxyjAmsiUtYU+BNkm8sHOGi/YXztH96tzc5FpOwp8BOtornkyRA73+nJ6v6G+gC3Xnq8evkiUhFqPvDnuhBr+phGzdoRkYpSs4G/pbWdb923niyyOoxoqOPqjx6ptI6IVKSaDPyZDt4GiG4cADCszvjPy2arhy8iFaumAn9Lazvfun89PZHU18YFgO+dexQbXnkTA9XMF5GKVxOBPxgKc/WK9bRtzWxHrDqD755zlFI6IlJVqj7wZ7PvLcCnZk9S715EqlJVB/5MV99OO2R/Dhu1nxZgiUhVq8rA39LaztX3rSeS5oydgMH3lNIRkRpRVYE/GArz1bvXsXn7rrTvOX7KSK44Y6Z6+CJSM6om8GdTX0c7YYlILar4wJ9JHn/m2EYmHjSCUY37aCcsEalZFR34D7/ywZQrb4fXB2g+7CDOaBqnHL6ICBUc+JuueXjIoN+4Tx13fE4rbEVE+qvYwP/3zsEraZ40fRQ/v2x2EVsjIlI5Kjbw799QNyD4B4BNiz5amgaJiFSIQCleamanm9lzZvaCmV2RzTM2LDyd/RvqgGhphevOPUpBX0QkDUXv8ZtZHXATMBfoAJ4yswfc/dlMn7Vh4en5bp6ISNUrRY//BOAFd9/k7p3AMuDsErRDRKQmlSLHfyjwUsLnDmDASKyZzQPmxT7uMbMNRWhbPo0CXi91IzJQae0FtbkYKq29UHltLmR7Jyc7WIrAb0mODZiY6e6LgcUAZrbG3ZsL3bB8qrQ2V1p7QW0uhkprL1Rem0vR3lKkejqAiQmfJwDpl9AUEZGclCLwPwVMN7PDzKwBuBB4oATtEBGpSUVP9bh7t5n9E/BroA643d03prhtceFblneV1uZKay+ozcVQae2Fymtz0dtr7mkWrRcRkapQkgVcIiJSOgr8IiI1pqwDfz5KOxSTmU00s9+ZWZuZbTSzL5e6Tekyszoze9rMflXqtqRiZgea2T1m9t+xv+v3lbpNqZjZv8S+JzaY2VIz27fUberPzG43s9cS18yY2UFm9oiZPR/7s6zK3Q7S5n+LfW/8xcxWmNmBpWxjomTtTTj3NTNzMxtV6HaUbeBPKO1wBnAkcJGZHVnaVqXUDXzV3WcCc4D5FdDmuC8DbaVuRJp+DDzs7u8GjqbM221mhwJfAprdvYnopIYLS9uqpO4A+tdBuQJ4zN2nA4/FPpeTOxjY5keAJnd/D/BX4MpiN2oIdzCwvZjZRKJlbNqL0YiyDfxUYGkHd9/i7mtjX+8kGpAOLW2rUjOzCcBHgZ+Vui2pmNm7gJOA2wDcvdPdd5S2VWmpB4abWT0wgjJcu+LujwNv9Dt8NnBn7Os7gXOK2qgUkrXZ3X/j7t2xj6uJrhUqC4P8HQP8CPg6SRazFkI5B/5kpR3KPojGmdkU4L1Aa2lbkpYbiH7TRUrdkDRMBbYB/xFLTf3MzPYrdaOG4u4vA/9OtDe3BXjT3X9T2lalbYy7b4FoxwY4pMTtydTngJWlbsRQzOws4GV3f6ZY7yznwJ9WaYdyZGb7A/cCC9z9rVK3ZyhmdibwmrsHS92WNNUDxwI/dff3Am9TfumHPmJ58bOBw4DxwH5m9unStqr6mdk3iaZfl5S6LYMxsxHAN4Frivnecg78FVnawcyGEQ36S9x9eanbk4YPAGeZ2Wai6bQPm9kvStukIXUAHe4e/03qHqI/CMrZacDf3H2bu3cBy4H3l7hN6XrVzMYBxP58rcTtSYuZfQY4E/iUl/dipcOJdgieif0bnACsNbOxhXxpOQf+iivtYGZGNPfc5u4/LHV70uHuV7r7BHefQvTv+LfuXra9UXffCrxkZjNih04FMt7LocjagTlmNiL2PXIqZT4gneAB4DOxrz8D3F/CtqTFzE4HvgGc5e67St2eobj7enc/xN2nxP4NdgDHxr7PC6ZsA39scCZe2qENuDuN0g6l9gHgEqK95nWx/z5S6kZVoX8GlpjZX4BjgOtK3J4hxX47uQdYC6wn+u+u7MoKmNlSYBUww8w6zOwyYBEw18yeJzrrZFEp29jfIG2+EWgEHon9G7y5pI1MMEh7i9+O8v4tSERE8q1se/wiIlIYCvwiIjVGgV9EpMYo8IuI1BgFfhGRGqPALzUhVvXwPxM+15vZtng1UjP7rJndGPv62tj10xKu/5fYsebY583xKopmNtbMlpnZi2b2rJk9ZGZHmFnAzH4Sq8i53syeMrPDBmnfCWb2eKwa7X/HSlGMKOTfidSuom+9KFIibwNNZjbc3XcTnZP+8hDXrye6oO17sc/nk2ShWGxB1grgTne/MHbsGGAMcBzREg3vcfdIrBje20meMQb4JXChu6+KPfM8onPRy3oBklQm9fillqwkWoUU4CJg6RDX3kesGqyZTQXeJFocrr9TgC53710k5O7r3P2PwDhgi7tHYsc73D2c5Bnzif7gWBW7zt39Hnd/NaP/O5E0KfBLLVkGXBjbBOU9DF059S2ipSGaiP6QuGuQ65qAwQrc3Q18LLZ69Adm9t4sniGSdwr8UjPc/S/AFKKB/KE0bllGNN1zDtF0Tqbv6wBmEN0IJAI8ZmanZvockXxT4Jda8wDR2vhDpXni/oto7aX2IcprbySay0/K3fe4+0p3/1eiNYXOMbNzE2o5Nad6hki+aXBXas3tRDdCWW9mJw91obvvNrNvEN2+bzC/Ba4zsy+4+60AZnY80V22dgJb3f0VMwsQTS/9xd1XkPAbhJm9BDxpZg/Gy03H6vU/WugqjVKb1OOXmhIbYP1xBtcvi2+nOch5B84lWsHyRTPbCFxLdO+IQ4D/im2s/Reim4LcmOQZrxJNKf17bDpnG/BBouMMInmn6pwiIjVGPX4RkRqjwC8iUmMU+EVEaowCv4hIjVHgFxGpMQr8IiI1RoFfRKTG/A8HX98TqX9UlAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(ds.specRESP.isel(sim=2,time=slice(0,20)).mean('time'), \n", + " ds.specRESP.isel(sim=3,time=slice(0,20)).mean('time'), \n", + " '.', color='tab:blue') ;\n", + "plt.xlabel(ds.sim[2].values)\n", + "plt.ylabel(ds.sim[3].values)\n", + "plt.xlim(0,15)\n", + "plt.ylim(0,15) ;" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/ipykernel_launcher.py:55: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -- wrote /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN/OUTPUT_CN/HIST/figs/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN_Fig_S1_CNdifferences.pdf --\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "m2 = '$\\mathregular{m^{-2}}$'\n", + "y1 = '$\\mathregular{y^{-1}}$'\n", + "g1 = '$\\mathregular{g^{-1}}$'\n", + "\n", + "# lists of variables, titles & labels\n", + "plotVars = ['cnpp','cTOT']\n", + "plotVars2 = ['NPP, ', 'Soil C, ']\n", + "plotTitle = ['MIMICS-CN - MIMICS-C',\n", + " 'CASA-CN - CASA-C',\n", + " 'MIMICS-CN - CASA-CN']\n", + "plotLabel = [('NPP (gC '+m2+' '+y1+')'),\n", + " ('Soil C (kgC '+m2+')')]\n", + "vmax = [143.75, 14.375]\n", + "ncols = len(plotVars)\n", + "nrows = len(plotTitle) \n", + "\n", + "# create the plots\n", + "fig, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=(10,8),\n", + " subplot_kw=dict(projection=ccrs.Robinson()))\n", + "k=-1\n", + "for index, ax in np.ndenumerate(axes):\n", + " #print(index)\n", + " i = index[0]\n", + " j = index[1]\n", + " k = k+1\n", + " if i == 0:\n", + " m0, m1 = 2,3\n", + " if i == 1:\n", + " m0, m1 = 0,1\n", + " if i == 2:\n", + " m0, m1 = 1,3\n", + " \n", + " tempPlot = (ds[plotVars[j]].isel(time=slice(0,20),sim=m1).mean(dim='time') - \\\n", + " ds[plotVars[j]].isel(time=slice(0,20),sim=m0).mean(dim='time'))\n", + " #convert daily fluxes to annual\n", + " if j == 0: tempPlot = tempPlot*365 \n", + " else: tempPlot = tempPlot*1e-3 \n", + " if i == 2 : \n", + " map_function(tempPlot, panel=panel[k], ax=ax, title=plotTitle[i], \n", + " vmax=vmax[j], vmin=-vmax[j], cmap=cm.get_cmap('BrBG',13),\n", + " label=plotLabel[j], cb=2)\n", + " else: \n", + " map_function(tempPlot, panel=panel[k], ax=ax, title=plotTitle[i], \n", + " vmax=vmax[j], vmin=-vmax[j], cmap=cm.get_cmap('BrBG',13),cb=0)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "if save == True:\n", + " fout = fin[0]+'figs/'+sim[0]+'_Fig_S1_CNdifferences.pdf'\n", + " plt.savefig(fout)\n", + " print(' -- wrote '+fout+' --') ;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure S1** Diffferences in inital NPP (gC m-2 y-1, left column) and total soil C (kgC m-2, 0-100 cm depth, right column) that are simulated by MIMICS and CASA models with C-N biogeochemistry, vs. their C-only counterparts." + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/ipykernel_launcher.py:33: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n" + ] + }, + { + "data": { + "image/png": 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3RWJi4kefr4SEBDF//vwMS0vLREtLy60o5y//4g3c//clm7ZYJVxDgN+AFiin/IwDTusoYwxKq+sn7QEDzIyNjaebmJgkDB06NOVLCda0tDSxeulUUaK4nXCtUUksWrRINGjQQOtZmDp1qhgwYIAYNWqUaNeunXr90qVLs7S1RkZGWr81t+fLly+LINm1a9cH1bd79+5i+fLln+TY09PTtYwknTp1+uTuQ58TlVFlypQponLlymLZsmXZpl2/fr2YM2eO2LFjh7h37544duyYEEKIdevWCUCUL19efR7CH5/REqYvb/6iXjR/q7aHPTotunRoLhq71RJOTk7Kdjh/fmFhYSGMjY1Ft27dRNu2bdXlm5iYiHr16om5c+eKqKgodR2Dg4NFbGys8Pb2VqetWrmsOLZvlQgODhbp6ekffc7u378v2rVrl2hqahptYGAwEDAQ/4C26lMueW2QxgMKwDCHNPqA6dvG8nsd2zcBAZ/0YKCGiYnJPTs7u4SdO3fmWoQpFAoRGhr6yR5ohUKh7mqaMmWKGDNrujC3VArWIkWKiKZNmwpQdjerHgJAmJmZibp164oOHTqoG1NVWkCUKlVKeHh4CDMzM7FgwQLx559/CgcHB3Ho0CGxa9cuAQh9fX1hYWEhTE1Nhbe3d66/3MeOHSuAT9Kdf+/ePXWdf/zxx4/y0fwY8irCAwICBCB27NghSpYsKTZu3Ki2bmqSkJAgPD09RZUqVUTnzp3VYjfzMnjcmA8WrLqWs48DxIWnj8TNqDBxLfy5mP/bWjF29kzxtVd34TlzirgU8kTsPH9GTJkyRRgZGYkfF8wXh25eFX1HjhArdmwTM1YsE6XLl1PXy6VCBVHEzk4YGhkJEzNT4eBYUvQcMkj8dviAuPIibxaf6OhoMWbMmFQTE5NEExOT2fyH/K6+xKKrLdYQrkczpe3xdn2TTOubvF1f7xPVSU+SpMnGxsax7du3T3j8+HHWGyUbEhIStF70H8udO3eU1qzqFcSaZdNE5/bfqP1Qq1SpIpydnQUgvvnmGy2DAiCmTZumXnfo0CGtZ7p58+aiUqVKonr16uL48eNi5MiRok2bNuLevXvqMs3MzIShoaGoUKGCOHbsWK7aQdXHZb169T762NPT08X48ePVdc6rL+inIK9tsUoM7ty5UxQtWjTb3q7HlxYKQPTv3khUKl9ay9fYxOTdh0ZQUJBOi6ou8apapyttYGCg2qoaFBQkli5dKr7vWll0bVtHnNszWbx8+VLs3btXfP3116Jy5criyOaxYvOyIWLK9+3Enj8Wi18XT1bXybGEnXApXVIULGAl9PX1hU3B/KJOrcpi6fyJwv/avjyf8ytXrghXV9d4c3PzpygHan7x9upTLXmKKiBJ0hKglxAif6b1XYDRgAtKC6yKVUKIwZnSLgQGCiHMP7gCWetjYWpqOjc5OXmIQqGQli9fztChQ3WmVSgU/HHyGA/v3uPM5YuEPw0m/EkwbyKj1GlGTp1MMceSOJYpTcFChUhPSydIehcBaFDZ6u8O7MENkuLjqWhqjd/161SoVg0TUxPmjJvIkV27MTYxwcHRkcD799V5JkyYwKRJk9Sj66dOnUqTJk1wd3dn3759uLm5MWLECI4fP050dDTNmjXj4cOHjBo1Sn1ct2/fxsnJCWUkGYiOjiYoKIiKFStiYmLC0KFD2bZtGwUKFMDT05PRo0dTuHDhbM+hoaEhaWlpAOy/ehmPmrU/8CooCQ4OpmTJkurf27Zt49tvv81TWR/CCj9fQgOCsH6TyMJZs0lPTSMmPILCJYpjYVOAft6zsSxYANC+frp48+YNDRs25NGjR8THKwNfWFhZEf3qFWsDb1O7kD0AR25fY1KT1pw/f54SJUrg4OCgVc6ph/dYsnIFhUs4UKNFM3U+TXwjn2ut9418rrVdVx5VunOBgQC4lS6dZbv+w6f8tuwXLp48DUDZSpVwKFWSlyGh3L1xk/pNm7Bs2xZA+fGaEB/Py5BQju7ew8WTp3n2+DGlK5QnNTmF2DcxmJqZ4VCqFK27dOJ6ft0RG2oXK4a+gQH17EryMjSUTl81JC01NSEjI6OnQqHYJ/LS2MjkiK62WCOqQD8hxHqN9YZAEjBVCDFTY31l4DbQWQix8yPrU83Y2HhvcnJycYC4uDjMzXU38XFxcRzbv5Z7j+K4fv06YWFh3L9/X/3MFbcvyHfD+lDFtQX29vaYKJ5hbmaKqamxugyTQu+iZ92MCiP8xQscjcy4fv06bdq04eHDh9SsqUxjbW2NiYkJL168AKBatWrMnTtXPfLd39+fgwcPEhsby7p167h79y4vXrzA09OT6Oho0tLS8PDwYNu2bZw9e5a6detibW3Nw4cPMTMzU9fDz88Pc3NzSpQoQUJCAra2tjg4OODk5ESvXr3o1auXut3OzP3796lQoQIApUuX5ubNm1plfwhjxoxhwYIF6t9/1+MXHBzM0/un2LH3GAePniUpMZ74hGRKlShMy6+r8v2AFgDYVh323rL27dtH//79SUtL482bNwCsWLECvcbK99OJbnXo3rgY5xPKsvPQFXwP/oTP/suMnLpZXcaSeRNo1LwbixYtYtKkSdjb2yMl3OfonC4AOFbVHYHNtnJDAKzsayPMygMgJdzXSvPmua/W77A7f6nzAZgWrsGSlZtZt3EPwc+U913dGs7ktzLjzoOXPH8RwY5V/8PZOAwX93Gkp6fzOjqW67fus23nEf46fw0jI0OKFjIjPkmQmJiMjY01dWpVZmj/bylZQvv98FBP+Q4q+sYf8yK1AJgzZw5z587FyMjoQmJiYnchxLP3nvh/OHkVrquAdkKIIhrrPFD6Sv0ObAeiUFoCDgOHhRC9M5UxCxgvhPioWLL6+vptTExM1rdq1cr022+/NXF1daVYsWJaaaKjo4mKiuLPP/9kzvx5KAz0caxSCYdyLtiWKolNsWI0cHLh2oWLbF65itLly/EiJITQJ8FEhL0EPT0K2tvhVL0qDbt2wiH8DX/99RcPoyN5du8B4U+DATA0MiI1JQUAE1NTHMuUpkvfPqQkJzFn3EStOj1//pzQ0FAuBz3EvkRx8hka0da1LgB2dna8ePECe3t7bG1tmTlzJu7u7lSpUoVu3brxxx9/cO/ePTIyMjA1NcXe3p5Hjx6RkZHBoUOHaNSokXo/t27dYtq0aZQoUYI1a9boPIfJycmYmJjg4FiSkCdPGTl1MoumTc/T9fjpp5+YNm2a1nHa2dnlqazckJaWpnwwvedjbVuEglb5adDfiyIlS2BpU4ALO/exY66y8W7YrTPONarSt24jatWqRb58+XIsOzIyksOHDxMZGYkQgtGjR+MxfBCHV66lwTfNMHV04MbRE+grFMxc8Quly5ejWYUqpCQn8+PebdiXcUaSJGoXsqeMiYW63ICkuFwdW2YRq0IlWH3v+QPw6IG/etvKCePV/9cuZE9sTAxB/g/oN3cqSBKSUxm6d+wA6Ba8KqEcGxNDwL37mJiaYmFlRVJiIgH37vHb4mUkGhtiUtCa5Jg3GBgbY5zfCkVaGo9P/qUux9bengxFBmZm5ryOihSpySn+ycnJ3woh7ubq4GVyRTZtcSOUwrW1EOJQpvRRwA4hxBCNdaWBAMBLCLEpj/UwNzc3n6enp9d70qRJxg0bNpQqVaqkJbrS0tKIiYnhwYMH/L52Mdt3/0nNWq5UqFCBmjVrYmuVTLUqZbl+4SBXbj3m5KWnlClXjVu3bhEa8pTU1DSEENSsVoG2rRtTt1FH9u/fj7+/P+Gxb7hx6TLxsbGq+qiFWvHixalbty69evWiXbt26jBUACNHjmTs2LHcvXuXxMREqlatio+PDxMmTMDZ2ZmgoCB12uPHjzNp0iSuXr3Kb7/9xq5du7h79y5Pnz7FwMCAggULYmpqypMnT3BxceHs2bNq0Z6RkcGePXvUBolatWrpPI/r1q2jf//+6t/x8fF5Eq5CCDTDijVp0oQTJ7KNjPZJCAoKYujQofj6+lLaqRhOjg5MGtMfUxNjUqPvUfHrCQBULFuMju61KFWiMF+1HouTk9N7y758+TJ+fn74+fnRv39/TqVEM6GRO/rpSdiYSVQvZcne62/o3rklP8/4nh0rpjJq6UXatGzE0vkTKVTyXViuXl/l17mPjccuqv9XCVUVsQG/YWWvFMuZxaoK1faHR+bx5NY14J0oLtNiLNcv7AegRvOJxAb8BsDaH8cCUKGMrTqti/s4dZkxoZcJehpO5Ks4HErXwcTYiIjI1xw9eYENm/fSrHFd3sTFk5KcSiEba4yMDbkf/Ior584DULRoURQKBUZGRhgbG/PkyZM0IcTa9PT0EUKI9Pee+H8oeRWus4ExQghDjXVbAFchRGmNdflQfuFv1iFcVwIdNBvcD6yDXdu2bZ8fOnSI6dOn89133wFoxcCLjIykcOHCGBgYYFnIhtI1qzNo0CBSnYplKS87yxbAxRdPCb73gBvHTnD96HFKValMuXq10c9ngENZF9p/1ZDXkVGYmJpywMeH0CfBNGvXhpchoRzbu4/Th4+oyypRogRxcXFER0ejp6eHJEmYWZjzJjoGJycnWrZsybJly9THUqtWLbZs2aIW4y1btiQ4OBh3d3cKFCjApEmTWLlyJQ0aNFB/qS9dupR+/foRkBTHgslT2bxyFS1btmT37t0YGWWdZ0EIgYeHB4cOKd9xZwL9aehc9r3XQKFQcPz4cQICAnj69Cl+fn74+vrSokUL+vXrR9OmTfmcMRkn7drCph+nU7KYA+4TvqegfVH1ddQUfWFPnpIQ84YHl67wIvAREcHPiA4Lx7Z2TUo1dsOiqC27vAZRwe0rarRoSt32Huw7eownp8/x8IDy2jnUqUV8eCTRT54CMGXxQp4HB7N72zaiX4YDMPzHSZQuV5bvengBMOzXJVRqWF9dpy8lXlVUa6e0dEhOZQDo3rFDjuJVF0kJCVw68xcxr15zIe4VaUnJJMe8AUki8PBxYoKfUaddazyGD6aiZUGCg4IIuHefYzt38zw0NF1PT29SXFzcQvFfizv4mcimLW7Eh1lcawOXgZZCiHeNVS7ZvXWxGDRiOskpKdz13UPhQsqeDU1rqI+PD127dqVgwYI4ODjg3qQmQ/p/S8Hi9d4dy1tr1pvnvmoRkNnSFRkVje+1O0yf9CPxGfloVM2Ohh49iTQsQuevm2Fubk5aWhrPnz9nz549mJqa0rx5c3bt2sXx48e5fv26en/29vZER0eTlJSEnp4epqamZGRkkJiYSJcuXQgICODWrVuAskdq7dq13L17l3nz5gEwYsQItm7dyqZNm5gwYQLPnj3jzJkz+Pr6MnDgQJycnPDx8aFcuXKkpaWRP79SMO3atYsOHTroPJePHz9WCzlPT082btyYq2vw+vVr9u/fT3h4OIGBgZw/f57U1FR69uxJnz59cHR0zFU5eSEjI4MZ4zqzdP0xRvT9hpGT12NoaKhlnXzz3BeFQsHFa4FkKBQcOXWH0JevuRsYha2tLZ07d6ZHjx4cPnyYYcOG8W1TZzo3LkWjQVs5ePAgW7du5dixY1haWlK1lBk3HkYSn5SOsQFULKqPmbkJf/m/Cwvvf20fPXv25/qDSAAiIiLUHwDZCVfIXryqhObHiFcX93HqfJZl+qjLfZ94zbwv1T4ePQ7h7MXr5LeywMzMhIiI1ySnpBIZ9ZoZP68CYN+2pZQv50R4nBUPHjzg3Kn9HD1xAYH0LCIiqr0Q4ka2J+MfTF6FqxdKy6qDECL07bo9KCMIlNNI1xdYB/yuQ7geRen/1uAD9y2tWTZNMfGnX+jXrx9hYWH8/vvvLF26lDcuxSlU3EHdFXz20UOalKtEt6kT+apjW53laQqdzC9s74tnGFOvkXp7btD10u/a2oOHl68CkL9gQWLeBqDff/UyQf7+HN65i8tnzmJkbISpmRlvomOIjYmhx6CBLJw+AzMzM27fvs1XX30FwC+//IKrqyu9e/emcePGzJs3T/1QqiYiuPLiGfkMDSmSqmD9+vXs2LEDOzs7RowYQYsWLbTqt3XrVjw9PVm8ZSO1G7jhalf8vccZERFBz549iYiI4KuvvqJEiRK4uLjw9ddfY2FhQc8DPn/eYdYAACAASURBVADq86e6z1RdZFUL5ul7Rc3Fixdp3roVncaPYkS/AVyJepFtWpXIq+foSNjjJxRyKEbs62iuHf6T45t9cG7eBP/dB0hNSADA3Do/KamplPVwx7qUI88uXKJIxfJY2BfF2NISRyMjKtRXvnBrF7LncUAAv23dQkf3VlSt7cqQGdO4vORXzC0tiQg6qVUXYVZeLVpV91TtQvZa/6t43z2nOi51+nv+BB3aB8Cva9ap16vKrD56BOJRgFYe51Zt2TFgiHo7wI0FS7Ps+1xgoE6Rm7kudUqUwCBfPvV11hTtgYGBDBs2jJCQkGfPnj37RgjxMMcDlHkv2bTFjVAK1z+FEC000vYANqMMk3VSY31X4A/ASQjx+AP2XaBbJ/dXl6/eYcHsMXTo8T11alVmYJ9OJLk1R9/AgEFlqyOEwOd3b7r1GUd8fDx6icqPLF0v/8yCVWt/Orp3NV/wmujq2g19EU6Zqq0BsM5vSXSM0jrbxKMVa5f+woIFC7hz5w6+vr4UKlSIMmXKcOrUKQA2bNhA586diYqKYvPmzfzwww9Ur16dlStX8vDhQ7y8vAgKCuLFixc0aKB8pVUs70z1mvVYuXIloHTvWr16NQcOHGD06NF4eXlhb//ueRdCUKNGDYoWLcrMmTNxcXHJ1WQER44coXfv3jRo0IDixYtTpkwZqlWrRq1atZAkSR1cXyW+ilQZSlJSkjr/x0x4IIRgyJAh3Lh8nMU/9aRUiXfuaJc2LqCu12it9Jc2Knu/3iRmYF2qPPaFzAgv3AcfHx+OHDnC2rVradeunVaeJk2a0K1bNyIiIggICKB58+aYPPsdn+2nKJZfj+5eyvmPHJt8z8aF47jmH8GwjhXJZ6DHgCX3uX7zPp71rUl664LSvXExtp4OzdXxdW+sNBg1n5m1o2hhFxtG/3ZWeTxv72VNVwGVOA3Y2Vs7YyulYcr74hlA2fPlWVxpKPrzx4oAtJi4XZ384ZF5uaqrJraVG5KSmkahigOzuDcIIdjic4hJPy0RhvnyLX8RFjlGCJHywTv5guRVuJYEngAdhRC7364bBPwKLAYOAjWAEYAZsE9TuL6d4i8KWCmE+PED9luqqG2hRzFv4jixfzWm1b6hmo0tABYFC+DiWpOydV0h4ClnL17k2WNlG9xq6AA8/qflYpvlpQ+6u05VZBakukSFZhpNYbbqwQ2t7cGPHuPgWFLLGimEUL/sw54/x8AgH/VKvutCSUlJoXHjxty+fRsHBweEEPTs2ZOpU6dibGzMqlWrOHnyJKdOnWLGjBn06tWLnTt3Mnv2bL799lsGDBig9sHMfM3r169PpUqV1P5Quhqy5ORkbt26ha+vL5cvX+bIkSMMGTKEGTNmYGDwzttDCMGAAQPYumc3hSuWo6pDCeLexBJ47x4hT56ycqcPdRo1/Cjh+vTpU+rVq8ekRd7Ub9pEfS3OBQbyJuQ5X8Wmsj8ihBL169GovPo7invnL7JswP8AqFKlirJbcN9epcXwLTZlyyBJEnW+G4ylXVGd+1fdJ5r30GaPd368HTp0YM+ePYwbN46ff/5ZK69K0Gvmy3x/6Lq3NIWjpm9rbsSrZl7NfXjv3a+Vd8eAIerGVGXJ1Vy3Zd5cQGmxVQlgTYGcE6r9OhuZsWrVKmbMmJEuhJgaGxs7VwihyFUhMlnIpi1uhFK4hgIngG1AGWAWcEMI0ShTGYtQ+rdm7YrKBu/ZY8S4HxfStFFttq6fx66b4Qzu0JkCdkWJDgvHa+YUXr94SUrAE44dO6bOF3TnMHa2hbSsqproEqwqVB98qp4LzReyplDNXIZme3Zro1L42lZuSGJSCjGxiZSr3kKrHM22+MaNG1SrVk3LJ/XGjRu4ublha2tLUlISVapUYcyYMXh4eBAaGsqKxT9x6M+zmBgbsWrpFBwrfEO/fv24d+8eGzZs4Pr16wwdOpRVq1YxcOBAdbkvX77Ezs6OGzdu4OLikqXuKsLCwrhy5QrXr1/n0KFDREVFsWnTJtzc3LTShYSE0KhRIxQKBW2bunDnfggmxvk4fSmApKQkXr16hbGx8UcJ16VLl7JmzRp+He6MmYnS9erJrWsIIfB9lIhJ9SHUc0nGrWknrXw13Lrg//AJAM2aNaNo0aJZrMtO9pa4FIKdx5TfWNlZOeGdIAZov1D53o+IiKBIEeV7RnUdNelcTd1JwY6bqVnWqfjhRIj6f133XmY2vtLL0pZ7FXzXxGkK0cxWWV3rDm4/yO3n2r36v1+IUf+vq6dCtY8nt66pRXoVe+V7uv/M+QBERMUybtY2rvs9C4t6FdPq32R9zfOUr5Ik+QL3hRB93v7WA6YDfYH8wFVgJLAHOJNJuH4FnAcq5dbnTU9Pr5O+vt6O9HRlD2P9utXoOnIso/v0x9jMFLvSThQq7sDZbTvx6NqFEs7O/DJzNu6D+tGsryemlhZa5X2McH2faNXcnp01LTeoHpKbN2/SrVs3QkKUD9DkyZMZNWoUMTEx9OnTh7Nnz6JQKB+MK1euqF0G+vfvz8mTJ0lKSsLMzIw6deqwfPnyLD6nP/zwA8HBwaxevRrI2ljeunULDw8PbGxsqF27NtWqVaNTp07omiY3Pj4eCwtlvUu41aNNo8YUsi1CSWdnzh07zuGdu9h/9TLVC+kWhe/D++JJvHv2o1H3Lkz4Xvk1rzq/x69e4+DwMTjUq03Q0RNU6taJYVO0fYuf3LnLgp79KdnYjaBjSmuKSQFrms+fQdyLl9hWqZSremQnGgHS4+LZ3LK92kKeGU3xqhK8muI1O+Gq2m/m33+HeAWlhUBTvAKIRwEfLF7LmFjg7+9P5y5dSExMDAkPC3MTQgTnqhCZLOhoixuhFK4dgTZAO5RRXg6gnN41KlP+AGC/EGJMLvZlbmxsvCs5Ofkb1bq1+/dw5shRNq9cRaHixShbxxX/U2dJTU2lTw8PIiJf88fOI+z3WUbTxnXUAiQvwvV9ojWnMqSE+zw8Mk9r8EzmeuS0/9TUVFavXs3kyZNJTU3F0tKSrVu30rhxYw4ePMj//vc/IiKUsyA3bVyHvX8sQbKoSGRkJCVLlqRatWqEhoYihGD8+PGMHj1aSxAnJCRQrlw5NmzYQJ06dXQKypkzZ7JgwQJcXV2pUaMGjRo1okmTJjqn0dYcb9Cz41fUq1GapORUegxdSJUqVRg6dChTpkzJ9njfx5Z1cxkzcS77N4wiX9S71/iTW9c4dPMNx/zicLAryEW/MAJuHaSY3TtjRVpaOhOmLibo8TNO/XWFjAzle33OnDlUKfaK9Jf3cChirhZxLSZu/yDhumeUcpr0JxEptJt+Lvtp0/8fildQ3tOa4hVg6+nQLOJVCMGvG0/iveqIyJfP6Oc3sbGT/w2+rx8jXHsDS4CiQojE9yTPnHclykDlbrlIa2FhYbHO0tKy1aJFi0w7derEn3/+ibu7O9bW1kyYMIGxY8ciSRLnz5+ne/fuaoEH4L54Lm2bN9M5AjsvI7Y186he8LrSaabPi3B9GRrKLzPn4H/nDuGhz0lMTKR9zx7s2awcCW5lZcXGjRtp21bbBeL48eNUqVKFRYsW0b9/f4YNG4aLiwuenp7UqFFD574WLFhAUFCQuktLk4SEBNzd3WnXrh2jRo3KVd1dXV25evUqjRs3xtPTk5CQEA4ePMijR49YuHAhvXr1yvV50OTMmTN07NGduu098Bg+SL3+XGAgGampXFvzO09On0W/gDVFSpWk5oDemL6NJKDJ5V9W8+itaLWrWQ1LO1tq9FfWSSXWcqJ2hXI612fOGzhhWrZl6BKvpedOy7FslRhVoWn5zAnnVu/uEVUZKuHpVLZcFpGr6Vqg6S/7sWg+U9Fh4Uxs3BIAI2PjjPT09P7paWkbPtnO/kN8ZFtcG7gIlBNC5HgzSZJUx8zMbHfr1q2tp0+fbuzk5ESPHj3w8fGhQoUKbN26lcqVKwMwbtw45s+fr5U/9NpS9PW1fd4zi1dhVj5bAZrZZ1Izv2ZaXfl1jQbXJZx1bdt74BS/rP6DgEehREUpNX+7du3Yu3cvoBz5vn79evbte/d8VqpUiYsXL3LlyhUePXpExYoVadq0KTt37qR69epqS2BmXFxc8PHxoWrVqlm2qcYPPHjwINv8mmhGeJk7dy62tracO3eOQ4cO4eTkxMaNG7MVdDmRlJTEnDlzWL1qBVuWDqCCSzG1nyZARJyCbfcMsc2fj5CIeKZM+o6BfTohWVRUp4kN+I2XETF8092bqFcxODk6YG5ZgAULFlC3rnKQsi5h+Oa5L2F3lINANUf9A2o3ksyoLLC6UAlczbRJkUqhpxJ+sxbt5Yfv26n/h3e+sJoCVZPs3vllTCx0jm+wDVEG8whzUFqmZzVV9o5WsTegkLdyoFXtK0qjgaYVVeXKAFndZzTdFw5uPwigFr9V7A2oUEbZW33LqDnT5/5KPgMDLCzMn72Ojmn8IS5DX4KPEa76gB+wXgjh/QH5bIHHQAshxNn3pHU1MzPb26lTJ+vly5cba46unDJlCjNmzADgwoULrN2+jW1r15GUkIhzjWrYu5SmQNOGNK9bB8hqsQLdQlKz2/l96d8nXDN/ceVGuIY+DWbdoiWcP3GSNt2+ZUTvvnh4eBASEoKZhQUJcXHY2tri7u5OyRpVKWBjQ8FChdDT12ftzDmcOHGCNWvWMGDAAAAcHR2ZOnVqjmLxxo0btGzZktu3b2s1iKdPn6ZHjx40b96cNWvWaLkE5ERKSgpbtmzh+fPnBAQEULhwYVq1aoWbm9t7R/Lr4sSJE0yaNIkXEeG0GTeSKl9rW0yO+V7h+A/TyV/cgZjgZxhWrkj+BvWoUzF760niq9ckRr3CxkX7un2McM2cf0y7NsC78FuZ3QSyy6erfNX2zyVeVes/pXiNDo/g9okz1Gz5DebWygERms+VEALjJy/o00p5ngwNDe+kpqa6CSFi87TD/yh5bYvf5t0DRAsh+uZUvomJyY8GBgbjN2zYYKI5sCgxMVHtX1+0aFG2bNnC9OnTOXPmDAUKFKB2zfJ8496RAQMGEBe4IUvZuRWu2YUh0gxVlDltdvlzsviqB8/YubLv4GnWb9rDXf8gflkwCQPzUlr+l/b29iQnJzN//nwSExOpVKkS8fHxODo6Ur58eXWv1KpVq3B0dCQuLo6nT5/mGCVg2LBhpKSksHbtWq313333HX/88Qdr166lTZs22ebPzMOHDzl69CjPnj3jxYsX1K5dm9atW+Ps7JzrMlSkpaUxffp0fv31V+rVq8eiWUMoWsSGN8991cL1Rkg6f/qn0bmdGwePXWHtxMY076t8T+sa7GRRtBZXrvnhWLIYRQoXzPGag7YYA6V41SVc63qNVlthNf1FVQMGw24tV6/TtNbW9RqtdV+8T7xufKX8EPsS4hWUVlRN8dp+4WNubeySRbzu/WM7cYlppDy5pSVeQTkoLCVdwQOLlvw0W2m80tPT+19GRsYvWSr5DyHPwhWUX+BAdSHEig/MU00IkdW89y6NnomJyXgDA4PJ69evN+nUqZPOdG/evGHWrFmsWrOGFh3aUbVnZywKFiCfYVZTf2kMSU5Oxi5TrM3syElsZu5KhaxiIzeWXU3S09P5fdlyNq9cRdf+fRnSw1NtvQClA37Lli1xd3fnyJEjVKtWjQwDffLly8fryCgS3rxh+PDh2NrasnbzJq6cPYehoSHbtm2jXbt22cYNVNG7d2+qVq3KyJEj1es8PT0pXbr0R3UnfSxhYWG4uLiwYcMGin9Vm2uvwwBtV4+HB48SFRDEV6OGE+K9goe2BbGoVlnrmmRnEdcsJzeiFbJea1W+7PZ3LjAQ33v+uRK8qugAKjGpC03xqtll/6m5ufdolnXv+wjzO3yM5Tu2YW1ni31pJ9aN+YEyrjWoMeF79AwMtM5LbNQrNkycSlTIc4wF5MuXLyMsLCwyISHBQwhx7ZMf0P9j8tgWGwPjgDVCiJfZpClqYWGxt0KFChV27NhhljnUoIrr168zePBg4uPjGTZsGD169MAg+aG2/7tZeR7u6EVQaCzFi5hjZKivNbhKFYNSM/pGZlSCRyVcXNzHvddVQJcAyi4uJ8Ddq0cYOXUTsXFJTJ25iAYNGqhjYCsUCho3bszZs2fVoQmtra1p0qQJ/v7+6OnpERMTw5IlS7h06RL79+/n4cOHdO/enUmTJqnduLIjLi6OwoULExUVpRa40dHR2NraEhwcjK2tbY75Pydz5szh2LFjLF26FCcnJ/W1gHfXo/MPf7JyhTcFrK1w7/g/7t+/TwhKoaTruma+ZrmNtqJCVaYqn0r8QfauKFLC/RzdDnIaIJi53qp7NjPZGcA03zeZ30nnAgPVrlgqZlgpx6+O/u1slkFaKiuqynKqosXE7cRTgqVLl+J38wKe3TyYPvdX7twNoFZxfUoUeNfroRKv915mcMQ/jdpuzTh16hQFChRITkpK2h8XF9dXCJGQ7Yn4QnyUcP0cSJJkY2lpucPR0bHWvn37zEqUKJElzZs3bzh48CAPHjxg5syZzDy+H5tiul+kT+7c5edvldZGFxcXbGxsUCgU/PzzzxQpUgRHR0e1FfDWq/Bs65VZrGqGH8osMlTbdFmqdL3wE+LiGdWrDwjBT78soUXl7APkCyE4ePAgvXv35ty5c+quoF3n/8KrubLr9WZUGGlpaYReukqrVq0w1CHkM3Py5Enat2+PpaUlXl5eVK5cmbFjx3Lz5k1sbGzem/9zERsbi52dHXFxcax+eFOnb/LjU2e5t3MvDSeNIfj8JQq+VA5WKNayMcTGQ1o6jQf0x656lSwiU1Osqq6bKs6pZtqcRG12Hy05ieKcROzWXbvV/6vuLVXdVAJVciqTZVtmNN0A8kqPccrYi7n1/3ZzLM3cOXO4cuUKe/bswblCBYL8/VmzbzcuFStg+uoNISEhnD59muvXr2NkZMTWrVvV/nw7d+6kT58+SWlpaT+kpKQslict+HLo6+s3MzY23jFmzBjTKVOm5NPlR3nr1i0uX77MmjVrKFCgALt27dLZM5OamsqsWbPw9lYahLt3786NGzdo3rw5Q4cOVcaR1jAqqLprIauVTYWuiAIqsZE5fJEudFle/7oehaenJ9999x3fffed2l9fF2FhYaxatYpz586xf/87X/GJEyeydOlS5syZw4gRIwgPDyc0NDTL4Kns6NmzJ0ePHsXGxoYlS5awZs0a7OzsWLp0aa7yfy68vb15/vw5syf10Ln9zXNfOgxaQ9XKZZkz7Tsq1O7MxIkT6dKlCx0XzCb6STCSnh67Z8zFzs5Oa7Bd5kgrKnS52mUWq5pk3paTWNZ0OyjTaUOWMlX7VY34V0UHUN13uoStZn7VvlX34pgQ5XvUrXRp9diCO/2UUS5UltvBA/plKfPmAGXbq7L0dm9cjHsBSgNO69+VA9xcFCFaeXbsOcbCFdsZPnw43t7ehIaG0sitBhGRr/nryG/ExsWTrO+obnvHjRvHtm3baN++PaB0ERwwYEDygQMHwuPj41sJIe5lqdgX5PMF2cwDb10D/Pv27Vvv6tWrOkUrKAcg9ezZk/XrlSEKf2zWhpTEJBQZGWSkK7/u7l+4xIy236pFK0BoaCheXl706dOHoUOH0qKFckaW5cuX69xPZnSJ1szkJFp1IYRgyv++w9bejhU7fXIUraCMmbf/zCns7e3VojUgKY5KNarTqbcXg8eNISkxkfH9BtKhQwdW7d6Rq3o0adKEp0+fcvr0aW7cuMGcOXPYsmXL3yZaS8+dpl40sbS0xMzMjNBQpU9P9NNnPNh/WCsyQqmvG1CobBlub92OS+sWlC9fXhn39k4gPH0JzyM5PW0OaYk5u//lZOXMrXtAXvJnRiWcIasFVmVh1bVNF5ouAnlBZQFQifCo0OfcOHaS479t4tSmP7i09wBeHTsxvt9AAu/7k5yUxP7jx1i7di2nTp2i4aBemFmYk5KcTDUbW1xcXOjRowcJCQkcPXqUNm3aaA1C6dSpE7du3TJxcnKaYWlpeUCSpOyVg8xnQZIkPTMzsxlWVlb7Dh48aPXTTz/pFK2gFGlDhgwhJiaGEydOMGHCBIQQ6iD/CoWCH374AWtra7VoBbh79y7r168nISGBZs2aUb16dVxdXQkMDNQSrSr+DtH65Gkonp6e/P7774waNSpH0QpKX8+9e/fSunVrrfXTpk3DxMSEzp07c/XqVUqXLk2DBg1ISMid4Wrjxo3cunWLWbNmMWrUKFJTU9WxYz83qx7cUC+ZKV26NA8ePACU7611G3dz9Ya2nvH53Zs/dhzmwuWb7N69m8WLF1O4cGHO/byYu9v34LdtFz/99FOWsnOysucUbSUzH2qxVfnJqkSpZj1U+930THnMKnGbE7pidavCYnk7KP2jzwUGqt3IKq9TWk1VA7d0DXSttkbZ9qpcFbaeDqV86SIEv85g+tcObFj6C7M2nmb+kt9o3WkYP05fhp6exO3bt7GysuLOnTv4+PhQgDBafuPGt73GYuvUmJIlS3L+/HmOHTtGamqqlhuMmZkZW7duNV62bFlxU1PTK4aGhp7vPfi/kX+ExVWSJClfvnyDjYyMFmzatMkkcxw3XcTExCBJkjqos4oKbl9RolJ5jq5aR4sBfXh23pd+/frRsmVLnJ2dswTE9/f3p379+owfPx6/lDjK1qtNq6pZZzVRPTRD5mqHN9JlAVOJlNwM2Ip7Hc1PrTtR7qs69Js/673Tkc6fP5+lK5az7sBeChfVHpk/rt8Aju87gINjSSrXqolDyZK8jorCZ91vugv7h3Dw4EE69OtDWtQrSk2bxKPJM7W2d+3aFX19fSpXroy3tzdWVlYUbtOcUo0b4HvPn7ibd4jcf5jzp06rHfvr1avHpUuXoGxJyF8AbIsgWWXfOOamqz2zT6guMvuPZrbeQu5EbHZiOCcLqkqk5uQioaurSrUuczcVaDekaampjG/QnNI1q9GoYlUyMjJ4/fo11atXR5IkJk6cqBYsqhnTzpw5g+eQQUzauZlxbt/Q5+cZlK3rytCKrjkef3JyMkOGDEnZuXNneHx8vLsQIvshvDKfDEmSClhaWu5ycXFx3bdvn2nRojlH/0hPTycpKYm1a9dmGby59pdpbPY5xI3b/owd0ZvDJ68zduxYGjVqhLW1dZZyZs2axZEjR/Dy8uLRoWlM/SMIAwODLNa4tsmXAG3RqbJY6dqWW1ZtOc+4cePYt28f7u7u703v7OyMe1NX5v40Uuu98tdLPdyr1KBMmTK8evWKX3/9lTFjxrBt2zbq1KnzwfX6u1AoFDT4tiMXdu6l1dABHFy+Wmv7q1evKFWqFDNmzODs2bP4+/vz6tUrbt++rRb57u7uZGRkcPbsWfT09AgICMDFxYVq3zRRj02o4d6M+vaO751cBbK2Uap2MbOlEt6Jv8xuB76Rz99ZTbMRttn5nWaHLndBULa9qtjlmmWDtltKdt3+mpEDVJEMVNZUr2+UscM3HrvI1u2HmTZnBQ3q1aBo8XK8efOGxMREOnTowO+//87BgwcRQtCpUyd27NiBQqHAo74jVUoXxKGwOZN+9eXPxa3JZ6BHtV45G7f8/Pxwd3dPjI2N/SMuLm6oECI1xwx/A1/c4ipJkpG5uflGBwcH7xs3buRKtALkz58fKysrRqxdjmPld6MV7527wOEVazAvUIBDK9fi5+fHyJEjKVOmjM5ZnMqVK8f+/fsJCQlh85SZxF27k+u6a4rW3JLZVcCigDX1u3Tg+tHj/PXHDhb6ntH5tauie/fuREe9yiJaAX5eu5oRU35g+vJlzFi+jBYd2nPmyJ/cjArLdf3+blJTU+nduzeK5BRQCAodyjot4dKlS3FwcMDX1xdXV1cePXrErY3byEhLAyDlZRjWjeqrRevQoUO5dOWtD5OlGZKLc46iNbd86CCo7PjUFloVukRtZteKzL63mutUbgGaaHZdBVy5hq1jSYb8spByg71YtmwZW7ZsYfTo0YwaNYrExESEEAghsLOzU/sDvkpLQ09fn3bfD2fVd2NZ2Gsg888fz/FYjI2N+e2334wWL17sYGpqekVfX//jTMcy70WSpIpmZmb3vLy86l24cOG9ohXAwMAACwsLunfvniWKQP/h0zhz7io/jBnAjzOWcfHiRdq3b59FtKrKmTRpEl27dmXTorEsPByZo4UyL8I0J4RZeQYOHEhaWhqbNm3iwIEDxMfHq4P366Jz20YY6Otnea/Y2tuz6+JZevfuzdWrV2nZsiVt27bl4MGDOZb3pfHx8eFFgHKK20Mr1rBt2zat7QULFuTAgQNcu3ZNOftjXCzh4eGsWPHOrfrWrVts374dPT09Hj16hEsd5QdqTHgEddq2ok7bVuoxKLkZ+6HLNSw7NEVsZtRW0xwsuzlty4xKnOpqpzUHbcM7sazpWpC5x6B1F6UQV/mcwrvBWSo/WlUkA69v6nHgyBmmjB/M2uU/4e3tzZo1a9iyZQsdO3Zk3759pKUpp0fesUMpSvfs2cPhS88oZWdJzXKFKVM8P42H72f1Pn9u/t45x2OtVKkS9+7dM61Xr153CwsLX0mSPm72oE/AF7W4SpJUxMLC4k83N7cy27ZtM3lf1wwovwqvX7/OjRs3+N/I70hLVk74YFPMnuH9BzBt2jRGjBjBiBEjcjUHsibONarSYmBfKjWsr7VeNbgGsoqD7IRK7Qrl3jsgSLX9zumz3Dt/iYSYNwRcucbAxT8zv0dWXxeAVatWsWzZMjb/dVLndk2unjvPiO6enH30kFpFczco7e/myZMnVK5cmYLD+hO2aRt1Srtw5swZnWl79erFw4cP8fX1BQN9sC3I9oW/MHPmTCZPnkynTp2IiIjA2dmZuEKW8CYeXEqAnh7OrdpmcfH4VAOaVPeArhH/mvvRtMpnRteAr4/xT83c5aS657bu2q0VRUCz/qo6ZI7VqkofNTzL0QAAIABJREFUsfsAP3T6lnHjdM9WpIvhw4ez+eZVCnm4M6ZdGzLS0vCZNZ+zPruIiYnBysrqvWX4+vrSqlWrpKSkJO/ExMSpst/rp0dfX7+tsbHxlpUrV5p6eXnlPJLzLTExMVy5coWdO3eyZs0a9fohQ4bg5+ennh7V09MTY2PjXNfl/v37NGvamKDbh3SGrVL7vL4dfa3pS5h5Sk5VN62KLLMIZfJTHDduHMbGxhw9epSSJUuyevXqLHGvQRmvulWrVrRt4cqQ/u8mH8luQE+vXr2wtrZm8eLFHxXw/3MyceJEHoQ8o1NvL3o2a8HZs2d1+uXGxsZSpEgRkpOTATC3tOTUiRMcOXKEZcuWER4ejp6eHjNmzGDK7+tBKHBt8Q2lWzTN1UyUma2rqnZJ05KZWRyq3qUqq+uAy4+ybM8p/KUmtQvZZ/GV1ZzlKjO6ogaA7tiqma3BqsFkqvt2QR/lrGsVythmO7tXeobg0L10XoRH5tqVLzU1FRsbG77btIZhJZQuCy8jYqje/Ee6d+/Oli1b3luGQqFgypQpaYsWLXqTmJjYQghx/b2ZPhNfzOIqSVIlMzMzvxEjRlQ4cOBAjqJVoVBw/vx5PDw80NfXx9XVlcGDB5OWnEKLgX3wvniSyJBQpk6dihCCJUuWfLBojYuL49GN21jaaAfV/5AvPhUfai2r3LgB3SaPp/+C2XSeMIo1oyZS7+vGuHfswKJNG0hJSeHo0aM0+KYZs+fNY8baX3NVbglnJ5zLleXHIcMZtXF1jpbcL8Hdu3cp1a418fHxhCxdhb6ZGecvXaLzH9kHtFdNtEB6BoRG0LNfXzLKONL556lINctTZKAXcfHxYJMfyjmChjUkpy7+jyGzAMyJnPyjM/Mx/qmZnfw1G1xVHTILbtWLQmV51RT2Ij2d+Lv3WRGVu6mPVUybNg2r0DBir97Ae+9+9PPlo2F3ZdiaNvNm5KqM2rVr4+fnZ+Ls7DzawsJi99vR8DKfAEmSJFNT04n58+f/4/Tp02bvE62xsbGsW7cOCwsLrK2t1aHy7Ozs2LFjB2lpaaxYsYJz584RHR3NgAEDPki0AhzdvwGFQpHjyO8s9Qr4cHcoXSJz3rx5TJ8+nQv/x955R0VxvW/8M3SWBWyoYBcLit2owRaNKPagxtiixqjEir03NLYImtgJauy9YomKHSs2LGABsYsionRQyvz+2My6LLvsoqjg9/eck3OCO3fundnZO8997/s+z9mzWFhYUL2aI907t+aXn125d+NfwsPDWbJkCQ4ODpQvX55+vTvp1dcPP/zA7t27mTf5Z675zcr2WD8lRFHk92WLCQl/yp6Nmzh56DBGRkZs2LBBY4TYyMgIQRAoW1HhMhgfG0uzZs3w8/NjyZIl7L5whtMPQvG/f5dqpUohNPqW8i2d9R5PVoWgEtS34/V5T+tr2w6Zi7uk/jT1o35eTRFWCRKZlc4rLb6kZ12ykIWMGq2qCI8VKWAhkPJki8bPNcHExITly5ezedQkVkWVwtfMCdvC+WjZtBqbNm3i9evXOs9hYGDAzJkzjdetW1dIJpP5GxoadtB7ADmMLxJxNTQ0bGlmZrbDx8fHokcPzRWKqujcuTM7dihWJg0aNGDKlCl888035M+fX+P2f3YQERGh9J0eM3ECAxfPp3wdRZ6plM+qnrsqVX1nFbFTj1ZJydgSspLFqCbLh7/fEcb3H8AvQwdTyNQcLy8vxs2dRceeP2NiaqrzuqQfU2JsHMfXb8Zv1Vr8T5ykXr2c3WL7UHh7ezNlyhReWcrgsWKsdjWrIS9sQ/jVa0SEPcgQmRBFkSVLljB8+HDS09MxkVuQmvyWMk0akhwTy7Or1xQHpqVDRXsoIAOVghJ1Evix1fa6oqzKcas9I5rSSrSpUqhHRlX7VVdFUB+HRD41RVh1QZOSwMEzZzk8diopiUlUcm1D2aRUqlatipOTE5MnT+bUqVNYWVlpPN/t27dp164dpjUcqdGzK4KBAZs79iBfqZK0+nNOBrvcrJCUlES3bt2Sjh8/HhIXF9dcFMVIvRr+PzRCEARjS0vLf2xtbTseO3ZMpk3qSkJcXFyG73jChAn06NGD0qVLZ6lNqi/8/Pzw9vamSZMmLFq0iBs33qdtqbpmqcPt2D7g/bwsPe9SHqQm6Stt8kvq0bJbd8LYf8gfj9nLCAsLw97enubNmzN+/Hhlvqouxy4JR7dNxmfDCcIeRXAr5JlOicLPgdevX/PLL79w7/Ej0tPSiYl+Q8SzcBYtWsT06dMZOHAgM2bMyNAmISGBRo0acSfkLkkJiVhaWmJpaUnnzp05ePAgMfHxRISHY2FtTY8Zk0goUxJQkD/171D9/qsrCKjmkmqKvGpqq808SNNn2qKlquOSxiD1K/3t06ydxnGsf3xHa3RX/fydVyhUQVXdCaXzqku/Sdhx5R1/rjhIcdsCODeqQly6LS1btuTKlSsYGBhkStlRxcKFC5k7dy5zVvlQo15dkkMf4OTkxLZt22jTpo3euwGXL1/GxcUlKSkp6fekpKS5n3sX7LNHXI2NjfvI5fJdfn5+epFWgGXLlvHy5UtEUeTMmTO4uLhQsGDBjyatABMnTmTVqlUcPHgQI2NjTMz1iw58Ct1MCeYWFnzX0gVzCxk1enclKDYKt9Ej6dqvr16kVRUyK0vaDnajTpuWtPupc66Jug4cOoRXRa3BvjTILcDEmPDLgdTq2xOrYna4Dh3IgoCTJCcnI1Swx8DEBHd3d0xKlaD5nGk4tG9N3cH9SIqOocS3daCLK9R1BNdWCN/WzkBaPwWyE2XVhexEYdWjo9JkntU41COsuqCpSKtVwwZ0WutN2yWexL+IwP/6NbZfu0yHLj9x7do1rPPl4/HjxxrPV6lSJS5cuEChyGj85ywgJSmZYnVqY5TNSJy5uTm7du0yHzhwYGULC4tAQRDKZOsE/w8lBEGwsLKyOlKnTp2OV65c0UlaAeRyOWFhYSQlJSGKIrNnz8bR0TFHSGt6ejouLi7s3r2btLS0DBX92a0U14Ss7DmzQmUHe/JZW/JzlzYUsXhFwYIFWb58+QcVWdWtYc+cCT/x8MmrLy5tJWHixn+4dCuItQf3U6SYHZWrV0cURQIDAzl16hSLFy/m4MGDJCQkEBAQgJOTE3K5nMDAQGYtX8aI6dOYOXMmPXv2JCIiAlePCRy8foWD16/g8e9OarVolqG/j/kupTlPPU0gO8hU7KVHFFadsEp/SwsmTdB2XvVIrkRYVSGdV0pzUbco/rG2CffOzmfUb625GBjGndcvmeL5B0uWL8fLy4vx48e/35lUw7Bhw/jnn38Y+0tf9m/bTqzcDBMTE+Lj47VeiyZ88803XLt2zbxYsWKT5XK5938mKJ8NnzXiKpPJJllaWk48deqUzMHB4bP1mxWaNm3KyZMnefHiBUWLFqXJtHF07arYypS2W9UjUJq01rKCantdWxpSH/FvopncvD3TD+7i9849+WvF39Su76S1XVb+9g3s7Tm6egPXjh4nLFD/4rNPhVevXmFjWxTsbOBVNJiZwusYXFctwcKmEDGPn7J/yGicf+lB0bJl2LD0b2hYF/uatcBAUEYq1CPgqhX86mRQPaqpLfqoSdBfm0LAdXdFrqeU+K/tu9XkpqUO9bYSeZTIpvr1SGPZOG+uxqIqeD/B1hrlDmSWaJN2FDQtwrSdUx0Jka84OHw8b+PisShciIfBt7XmXb17946BAwey+8Rx0lJTyF+6FA3HuOsdcVXF4sWL08ePHx+TmJj4vSiK17J9gv9hCIJQyNLS8lT79u3Lrl692uxD3OxyGqIoYmBgwIIFC4iJiWH69OlceRmuDE5oi3JVX6SozlZVclGft6XfgbaIrTYRfKmae95fq3kV9YZvajoye8E6AgMDlW0PT1YUBjv1GgW8z1VUN1NY8JPiN9Fr2R06d+5Mv379lO6GXxI9f5+C36p1OHVox/H1m4mLek2vXr3w9PRELpezcOFCJk6cSGBgIH379qV79+5069aNF8aC8ruRrlGaB6UKfn2RHTKrjRDqUg3Q1FZXtFX1b11asuqKFxIk8qktsqxpPNJzp25uoPz3/xQJJPesl247EEUR/y072DxD8d4YN24cc+dmDkBICA4Opl27dtSoUYN9+/axd+9evvvuu2znX0dHR9OyZcvEW7duHY+Li/tRFMW32TrBB+KzEFdBEAQLC4t5hQsXHnT69GlZsWK6qwk/FyQrvPDwcDp16wodWtOjRzetx2vbmtUX2giBRFglYWJRFEncvofIOyE49+qO6/DBmdpk5coBEP8ykiIXb7Jh6xYSY2L59oc2nN+z/4PGnZO4c+cObm5uCIJA//79OX36ND4+PnTt2pUZM2bw8OFDWrRoQelqjkQ+esrC9WuoXd9JScDUidaHpAGob9mrp4NI0Lal9DHQNoGq/7vXnr3K8XQ6MQHIaF8I71+20gtcIrhX52eM6Ej3LsFTYc1416CEcptKPTVBfUEgQVVfVhXhV69xZt5CUhKTsLGxISAggDJlNAdDRVHE09OTiRMn0qFDB2XV64dg27Zt9OnTJy4xMbG5KIr6J0T+D0MQhKJyufzcb7/9VszT09MkN2xXSzhx4gQlS5Zk+KSJGBkZMW3hggyfa9tmrunaEng/t0qLPqlAUbUwERTPuZRGoJ5Hq8k16fbt2zRv3hxDQ0OW7NhKxSqOShKhajMK7/3iJc1PIeEWoijiu/8E3itWc+biXdLTRU7tnETjjhll/74E/vzzT9avX0+NGjUYOnQotWop0uROnTqFiYkJp0+fZuzYsTRt2pTIyEjOnz+PgYGBkqSqQh+DAFWoRzCzquqX+lPv40Ohj3mB+jil5yd8uKKASr3wT53EaiLw2lJT1KO30gJN2z0s+mSH8lmVCtE2zpsLN+8pipKBESNG4OnpiTYN5pcvX9KxY0fOnj2Ln58fzZs313icLiQnJ9OxY8ekM2fOXIyLi2slimLSB50oG/jkxFUQBEEuly8pVqxY79OnT1vY2Nh80v4+BPv27VP6P1sUsaHdsgUYaolCfAxx1Ze0SqhZuhSJr6Jo5/y9xnbShCwLe8iJDVt4/jQcQ2Mj8pcpTVpKCpHBd2hYty7HjikUCLzOHSXw1asPinB9KsTExGTQ4jXLZ428aGESX73GoXZNOowcQtvaim25/0Xiqjqm7JBXfYgrkCPkNT0tjWOTfyc9LZ1Xd0KwsbFhy5YtfP+95ucW4Ny5c8jl8gy2xh+C/fv306VLl4T/qlzPfNTJvnIIglDMwsIiYOzYsUWmTJlilJtIq4TmzZtz9OhRBEFg4Pix9B81QvmZJuL6IaQVyBZxBQV5tbW15aWpggRoIq5FK9Xgr603uPfGmufPn1OqhA1lSxXn3v0nRMfEEhHxkpi4JBrWrcCh41cRBCFXKQxs2rQJ1fQ9R0dHDA0NCQ0NZenSpbRt21aZFqKJuILminxtyA5xVe0zJ8hrVnqumj5XJa8fQ1w1nftDyKu6GoGSvE6dCkFhIIqQlk7Lli3ZtGmTRgk6gJSUFDZv3kzXrl31ctjUhpSUFLp165bk5+d3Iy4urtmnton9pMT1v0jrgpIlS7qdPXtWpu3mfWncv3+fevXq8UqqrLMrgtCskfLlr4tQqEc8tRVvqRNX1eTx3xxqKfNP1QmsaiGOKrGKuBnM8WmzSU9NA8CqUEFiX0WRv2gR/l60mAcPHjB7vhfpaWnERSmurcEYd87MW6jfjfkMSE9PZ+HChSQlJbH5+mWCtu3GxFJO2e8bc8fcBMHUJJO1qfrfEplST+XQt1BKlayp545K0Da5apuE1KFrotR0nPpzJ21DqU+Y6qkK6tup+m7FqUu+SPdRtSBMnchLxDflTTRPFvtQp1o1hVwZMHnyZH7/XT/lgI/BkSNHcHV1TfgvbeDiJ+8wD0IQhCJyufzSxIkT7SZMmPBZ89Gyg2XLljF48GDMzc0RRZFNmzbh4uKSaRtam0yR+iJQmktVcwnVrTjVoS6/lcmP/sBQ4P1WrfOYTcyY643XorUA5M+fnzdv3gDg5uZGixYt8PHxUcqHSYiNjdXpzvU5ERYWxqZNm0hPT+fAgQNcunSJatWqMWLECH766SeNbbKa/7SRWwnqO4a6UgyysnH9VNDWp/Ts6JqL1d8bms6nKTVB9W91wi4tmtQXV1I7H68FXL94iaDLV4iNjQXgyZMn6JPH/jFIS0ujZ8+eyfv377/6H3lN/lR9fdLiLJlMNsPW1tbt9OnTuZa0ApQtW5Zz586BgQDp6fD0eY73kRVpBfQirRJEUeTq6o0cnfQ76alpVOuuEBAuWrY0o9atYMvadSQnJzNu3Dh6eExkwvb1tF06H4D7xzJWKH5pGBgYUK1aNSZNmkTEzVsUqVqZDv8so3bfXgimH74C/FBout/w/gWZE4Uieo9FLcrra6bIcVZ/4UoTvvRMqa/cc3KiVy9qkAiBcf58yKtW4o4KJapTJ7MD3adA8+bN2bZtm4VMJjsqCEKNz9JpHoIgCAXkcvn5ESNGFM3NpBUU5iHu7u4kJSWRnJxMUFBQjpJWXVAnIroQl5SGlZ0TXovWUrpEIfp2/Y43b97wzz//sGbNGiZNmkS/fv2UUlERERFMmzYNgLt372arr08Ne3t7goKCWLRoEebm5nh4eHDu3DmtpFUXspvrmhuhb/Q4J/tQ/1u6j9JzLS2k1AsOpXY9B/7GtYCL9O6tsLuvVKmS1nSBnIShoSHr1q0za9asWU0rK6sDgiB8suT5TxZxNTU1HWxjYzPvypUrsiJFvrjRgk7cuXOHunXrEhcXR77G9TmxSxE11bWtq04upH9XL+BSlzHStgWtLumhHgFMS0lhSyeFbXA5l2aIjeuTGhvH86Urab3YE1mBfDR9Gc/r168ZN24cxYsX5+nT90LGw4YN46+//srGnfn0iI+PZ9SoUezcuZPFixcTW7Nihs+lIiKpuEi9qEg9VUA9Mqvp399FRGIot8DQQoaYLvI2/Dkx5y4Sf+0GYtVyCset/yKyUr/SdxV66zaBB/0oW7asUuECdK+c9YH6dpO+22L6RnR19aftuZO2YNULFVXJwazRY7F3qIipmTkzho/EzMyMO3fuUKpUqSzHkFPYvn07v/zyy5vExMRvRFG8/1k6zeUQBEFmaWl5rm/fvpUWLFiQq3JatWHEiBGsX7+eqKgowsLCKFq0KKA9uqf67+rPu/oiTj0Cpq+UlfpvWUi4xfFTAbTtPASAdYf/pWrtWqyb9QdPnz7Fx8eHyMhIrl69ysSJE3n+/DlJSRlT/4KDg6lcOet+Pzf8/f2ZPn064eHhnDx5EisDRXRP3dBBum8SiVLfHtc2F6rj9ON7PL//kEktXREEgYvPHnH1/AU8J02hUOHCrPc7qDxW/VwpKSn47fZFeBOjsN9t1SpHCZq+u2mfqj9dBWHaotvpaWkMrVmf+RdOMLLOd6Snp+Pm5oa3t/dnkWBLSUmhdevWiQEBAfvj4uK6fgqprE8ScTU2Nv7RwsLC09/fP0+QVoC//vqLki7fU3xQPwq6NNPd4AshJSmJghXK0WzmFOoN7o9gYACiyLv4ePb0GciWH3vRv39/KlSogCiKhISE0KVLF7p160a1atWy5Xr0uSCXy/n77785efIk7u7uPA97oF/D9HSIiUf8L1VCXyTcDuHxX8t4OO8vnq/bwstde3mxaTtxgdcRRRHMNEd6E+MTmDN2PIN+7EJycjJbt27Fzc0tW33rgjQZqS+QdK34s5uioK0/5YJKLfKsnkOo3Ar7TyWh84rlyK2seB35Ctce3XByciI5OZnSpUtn2X9OonPnzsybN8/awsLitCAIuS+Z/jNDEAQjKyurva1bt644f/78PEFao6OjWb9+Pb6+vgQGBmaLtH5uxCck0bhxY8LDw6laW1HU9OrVK7Zv307+/PmpUKECXbt2JTQ0lMTERC5cuEDbtm2pXr06Y8eOzXWkFaBx48YcO3aMjh070rNnT73bvXr6jPDQMN0HqmHlqInM+fFnypQpw4oVK2hfx4m1S5bx4ukz5CYZpR9VCdvD0Hv8UNeJ3Rs2EhERwfjx4zl06FC2+/9aoBrdFgwMMJXJSIqLZ/pBRQDOx8eHlStXfpaxGBsb4+vrK7O3t28rl8sX6G6RfeR4xFUQBCcLC4uj/v7+MqlCMbfj2rVrNG/enO/+mo2ZlVUmWzrpoZBW7+rb/PpGXdVzKgFCx3tk0Fb9zaEW5ed6AJmlk9TJzNE1GznivYqYmBgM5HLSVbTYrly5Ql65/6po3749++7dhIL5MklBZZJtuv0AomIU//9jW8rVrp3heE0QY2Jh/1F2bduGj48Phw4dwtHRkeDgYABGjhzJgovHM7SRSJv/7Pm8jY8n8PBRdu7cibu7O0ZGRsTExGR5TdnNg1WP8msTzc5u1Ejf8amv9KU8Vm0WsRK5fb5+K/IqlXixdReJiYlYWFhQtWpVjh8/rrc1YU5g/PjxKcuWLbsTFxdX73NUuOZG/FcUu6pWrVpdjh49KssNklf6YNiwYbx58wZvb2+tuwG65l9deeiajgGQyWQZnKJkMhnXoiI0Hq/6m0tMTKRz585Kq+oCBQoonYhcXFzYv38/RkZG5CW8ePGCatWq4Xf7JqBd/ul0aCiJUa/Z3WcQAL+4D2HY1Mlaz6t6H2fOnMmGDRu4ePEitra2mJmZKW1kQVF7EmOVuXjt+dOndG3izOiRIxk9ejTNmjXj/PnzzJ49m2HDhmU6Xv17zQrZLdr6nPm2qshqzn4dGckP9RpwIuQW3xQpxoYNG+jZsyeLFi1iyJAhn834Iioqipo1ayZGRESMffv27dKcPHeORlwFQbCXyWQHt23blmdIa1JSEj169KBCzy6YaXH++ZzQZRAQ/fo1JzZs4Y+uv+D711IlaUqPj8eqTi327dvHu3fvcj1pffv2LcXcfqHU6KF0XLOcHnu3IPT+iX3nzoCxlkk+6S0E3VNUTcYlQrpIqaqOis+OnEKvRdi9h2BuRsc9m9m+fTtVq1YlODiYmTNn0qNHD/7880+4fAuS3ymbbJw3F1EUCb96jXItmrHtWSju7u5UrFgxyzw1aaGjz4tU9Tj1F7E20Wx1a8EPFVlXH5/6AknKEdRmEVvPsRJiWhpJ9x9gXl5htSyTyRg+fDg3b97EpmhRBENDhAJWWoWxcxJz5swxdnFxKW9pablDEIQvZmv9JWFubj6uaNGiXfbt25dnSOuRI0fYtWsXs2fP/qT9aCMb6uRGF2m9fCeJsWPH4ujoqCStAMWLF8fDw4Nbt25x6NChXE9aHzx4wKlDa7h1aQ8vXrwgPj6esLAwrYtNURQJ2Psv01p15MqqdaS+fYuRmSkuLi6sWbSErav+0avfOXPmMHv2bIoWLYqfnx/Jyck0a9YMLy8vypUrR7ly5Zg7bmKmdrHRMcRGR9Pgp45MmjeX8+fPs23bNq27X9L3+L+CcydOUrdRQ+VzJ+Uouw8bhnWJYgiCgK/vxzlH6oOCBQty4sQJmbm5uaehoWHrnDx3jkVcBUGwlsvl1+fOnVti8ODBeeJlkZ6eTufOnZHJZKR3boMgCJns5NQ13NTzHdWhLdoqQb3SXb0iXkKvgooXvKooduSLCPq2+wHHmjUZ8mtfSpUqRf369XFzc8PDwwO5XK7HVX95PHz4kLp16xJjZEh6cjJGosjb2FjEdBGsraCtM4KREWXKlCVi+x6SHz6mekUHHj9+TJ8+fbhx4waJiYm0mDwKn+HjqN6sCUH+Z5CnC8yfP59BV85qXFWKosjjP5dRqJUzFpUqEjreA1EUSU9PV+ZGhYeH4+zsTExMDH/88Qc9/57//gSxCVg+i2LuiX+56X+WvbPnM2PGDPr06ZMhUgDvSau2Cn/1KJIEXfJb6i9RSU5H/aWr7d+1Qb3gRR2aTB4AEu6EEHP+En1dWhEQEKBUFAAVq+bq5SE6Hh49Z+XKlfTtmz0Djw/B27dvadCgQcLt27eXJCQk6Oem8JXA0NCwnbW19dbr16+blyhRQneDXIDbt2/TtGlTZixfSt3GDTN9rl5wJe1GafqdSFXX66IMtB6jek5Q7HRp+62oLwjvHpzHvjMPWbT9JoOHjaN79+5s376dhQsXsnr1alq3bp0r7Fz1gY+PDwMHDqSqY3miY+KIfBWtdEbz8PBgzBiFfN6RI0eYOnUqL1++pEiRIrx9+5YuXbqwfv16pk+fTlJSEhMmTGDmzJlMmDABV1dXZs2apZQPkyDd81IPX+Lm5sbNmzextrYGIDU1FUNDQ+W9W7duHUOGDOH7778nsFwJTAoVVCySRZGErb7kL1SIAWNHM2ngYMxFgRkzZlCxYsb6iKzqDLQFELJbXwBkkDVTj9pr+nd9kJ2durS0NGaNGovMwoLggIsMHTqUX3/9FUD5nZVqVB975++4tn4rsc/CiXkV9Vnk2M6fP4+zs3NCYmJiPVEUg3PinDlCMAVBMLSysvLt3r170bxCWgECAgIICgoitYOLRtL6qZFd29jtq9fw5MFDDmzfQZs2bahSpQqxsbF4eXnlGdIKCiWByMhISrr/Rumxw+i07m+67lgPvTrDDy4I/60U34a/IOVVFMWHuLFs2TLOnz/P27dvOXz4MAkJCRxasYbec6bjv2UHJStXIij+NS6u7al45jLp795l6ld8947U6GhMi9kBCienol06UrCRE/ka1KP4wL4U69KG2wVNCc9vRs9+v0K0yuRhKaNM9aqsGjuZqt81ZOXKlQwYMIDq1atz7969z3LvtE226hNQYmJitiZKaVLU9huQCKtEYOs5VuLdqyier92MsU1BkpOT2blzZ4Y2BQoUUFhjXg+Fpy+hcAH6rfo8Umympqb8+++/FpaWlkONjIy6f5ZOcwEEQahiZma2+eDBg3mGtALMmzePYcOGaSSt2YG+pFUd2fmtiKLI1BVTTGPGAAAgAElEQVSXaFa7GB4eHlSoUIFJkybx8uVL2rRpk2dIK8CjR4/o0aMH549t4PZlX168eEFsbCyxsbFK0gqwefNmXF1dOXHiBAsWLOD06dNMnz4da2trRo4cSaFChRg6dCgLFiygfrcfeUoKVapUwXfTZo39BgcHU6NGDaTdgP1XLjJs6mR+++03pk+fzo8bV+CX35RWKxZyOj6a52s3KyK9wbcRBIHU+rXZu3kL50+cwmPRXzg4OFCrVi1mzZqVYeftS+dCS/NwdkkrZG+nbvqwERzevQeAn3/+mV9++UX5uUwmw9ramsLJKfjPWcCbB49oPGHUZ9MQdnJywtvbW2ZhYXFMEIQcyRnLkYirXC6fU6VKFffTp0/nmW0pURTp1KkTderUoUAHF0D3ylybULyE7FrBSluvUvRANcFaekhfXw+mWbOMxWIpKSm5fvspKyQmJmJjY8PRO0GYy2SZ7m96ejqTpkzm4r6DjBg4iMmT3+dMtW7dmoMHD/L8+XMGDRrEtWvXaN26NUtX+sDbFKhYipJJIo8dyiLYFlZMYuEvIDoWCuaHwycVJypciCqFixKWlICFQ3nSU1KJvXSV1JS3YGkBaenwOgbKl4SC1u+Lk7ZthxNnwcSEt3dCqV27NkFBQQCEhoZiZ6cgxVlV1UpmAFKus7T1Lomma5KRyc4k86H5XJp2CwT7CojPXsCrCJCbZ9gxEJ8+h+NnSEtNVdo/qiIqKopGjRpx//59unfvzpQpU7Q6an0q3LhxAycnp8TExMRvRVG8+Vk7/8z4b9creOnSpXa9evXKM+zp0aNH1KpVi82njlHY1lbvF7bqPPyxBiHa0gEkRD+9wK+jVnDoxHvL7DZt2rB//5d3IvwYLFmyhMDAQBYvXqzx87t37zJz5kzOnDnDiRMnlAVlT58+pWzZsjg7OzNp0iS6dOlCxYoVMbYvyeEVa6jWtDEDOndljuc89l66AEBsdDTX//VDFEWKFi1Kly4KI5y2bdty4cIFWnTqQMmyZXh+6y6+vr5YVa6IqZUl4U/DSbr/gK6bViEYGCgX11uP+7F0wDB6zZrG3J/7KjVxu3Tpwj//6JeuALp1sNXxMXOxvkozmtRl4uPiuOV3nI4dO/JUSMvw+fxebpStXoVDK9ZoPJ9USGxkZMTEiRMZOXLkZ19gjRgx4t0///xzKTY29jtRFLNXUa2Gj46OGhoatjEzM3P39fXNM6QV4Pjx49y8eRN5q++AnHVG+lgocxdFUUlay5QpQ2JiIqIo5mnSCootIU1ER8LWVf9w5aAf/bxmZyCtgLJy9NixY+zcuZONGzcqRL3N/qtAvfuIx48fw8tIxd/rtsPR03Dz9nvSCuBQjkKd2mDXtyf5GjpRoGkjSo0aCqXtwNQYrCygclkoaJ2hf8HQEJrUhwePMZWZs22bwsVKcpSR8DGSWPpCdTX/ISt7bbmtEoEGEEPuw9mLcD0E4pMQQ8IQY+MVC4In4SC3wLCx5nzqggUL4unpSUpaKlv3+dL9zz8+4Co/DtWqVcPb29vcwsLikCAI1rpb5E0IgiBYWVlt6969e6G8RFoBxowZw7Bhwyhsa/tB7T/13C2KInsOXVGS1qVLlyKKYp4nraAQjddGYFJTU+nduzc2NjacO3cugwrCw4cPSUlJ4eDBg9SvX5/g4GB+/PFHTm/dSb32bbhxwp9Bgwbx5MFDHt0L49zxE3xXzgF3d3c8PT2VpLVMmTJ069aNlft9GTPrd7r0/ZVly5Zx7do17GrXwLpkcWTly1Jq5BCFgo4KSld1pOfMqSwdOJwDBw7QqVMnAGyz+Rzp0sHWBx87F6tDvd7hXPhDBv/UjUlTpjBy5Ege+J/Db48vVc3zEfn4CS8fPiJfUe0KTl26dOHbb7+lYMGCLFy4kPv3P79aoKenp0nlypVrWlhYfHQS+0dFXAVBsJXJZHcOHz5s1bDhx23xfG6sXbsWX19fZH0UPyBtzkjqrhXq0UEpJ1Bd91L6O6sK9/hlCiF5dXJz9sE9hnTtTkhQMHXq1OH8+fOfRUD4c+GPP/4gICAAl9kKUqp+L/cPGc3uNeto2rRppraSJeSmTZvo1q0boPBK/v777zl//jzVqlXD3d0dd3d3zp07R40a/+nR13WEi8FQtwY4lKfHj4pJTj23WIKkFatqcZrBUSrwLtgWJOX2A6pWrUqlSpVYu3YthoaGWqOt2qqjtUXyf3PQXWCna3LURpy1WRpKcleCfQXEm7fh5h0FUT9yCiMjI1xdXTlw4AB79uzBxcVFQfSLF0Y8Haixf1EUKVa7JlbF7bjnd5yftvzDJtfPv3P/66+/vt25c+eBmJiYTp+9888AU1PToeXKlZtz9epVC1NTU90NchEaNGhA92FDaNDse71k3XRt/+rS2Fb/vUnERVNx45qNvgwaMROAVatWKfMGvxaULVuW5cuX06hRowz/HpIUx7WAi0wbOpyH9+5lIrfPnj1TOjGpcoirV69S+z91lwEDBiCXywkICGD16tWUK1eOrv37UrdRQ0b26oP//RDklpY6I39ZfZ+Pg28zr1sfot+84dGjRzg6OrJz505atmyZ5TnVXb20aaUC1CioW9Izq3lY3+CFujauhEJJKfTo0YOEhASaNGnC/PnzqVatGvny5SM8PJwuA9yYNXos+68EUKxUKa3jDQ0N5ZtvvqF58+aKwre5c3VeV04jIiICBweHpOjo6DaiKJ740PN8cMT1vxX+jpEjR8ryGmkFBdm5EpnzDlk5gRZVqhMSpMhhPnbs2FdFWgESEhIymCKo4l18AskxsVqvec6cOSxevJj27dsTGRlJ3759GT58OKH/kcHVq1fTt29ffHx8FKv68iUVDd+mKJxEkt7qtUUiFeFJOZ0ZIIqQkAT5LDEyMuL06dNcuHCBBw/01J9Vg7aJOatVe1LkZZIiL39Qf5B5EpUWblJKhBgWAhGvwMgITE0gvxWpFUqw48U9vvvuO0UFbxk7iIiCB88Qemt21xEEgX5t25OWkoKYlqq4d18AS5YsMc2fP39LIyOjn7/IAD4hBEGobGxsPHf37t15jrSCYi42NtbPJe9zyg/df/BUSVp/aNP0qyOtoijy5s0bXr16pfHzB6H3MDE10Thf2tnZsWzZMo4fV0gH7tq1Czc3N6ZMmQIoCPGiRYuYM2cORkZGiiCRhQW71m3AqWkTDAwMiIuJ+ejt6vDQMEo6ViI0OZ7KlSuzevVqlixZ8lHnVIeuCOrHRFb1QeCLZ/j7++Pk5ESbNm2o5fQti3Zu5ejRo9y7d4/YR0/oPWQQvVq24fol7e+EcuXKYW5uTv78+YmMjPzk49aEIkWKsHnzZnOZTLZdEIQPtlP94IiriYnJwIoVK3oGBgZa5MWt67Nnz/Lrr79y9+5dDH5RRF2lCKgEXe4f2irDNUE9Iivl0WiyM6xZSCG6vePsKTrVb5zNK8v9eP36NQULFmTkyJE0aNCATrs3QVw8pKZROvgeLi4uLF68mJCQEB4/fkx0dDSRkZEEBgZSqlQpjhw5wu3bt5kzZw4DBgxQnnf58uXKv0VRxNHRkbdv33L//n2OHj2KTCajXbt27Nixg77+R0hPTubhvVAEmTliUjKE3gUzU8q17wBod+Da3n8g3n94smH534wYPpzvv/+en3/+mWYD+9LgR9dMEWRNBU/aHNm06UuqQyKtmrRb1XVd1XcNtD3PUu6tsmgwLQ2eRMDzVyAIkJoGJsZcu3iJn3/+WZHbW68W3H8ENgURgzNKg718+RJXV1fu379PjVFDuOSzGscff6Bk/XpsaNcl07g/NQIDA2nYsGFcYmJiRVEUc+eqNZsQBMHI0tLyuqenZ6XffvstT6UISOjVqxc1atTAonUTQD+rUG0Oc7qgKS9WW37r27fvyF+iAZD36wq0YdKkScyePZuxY8cyYMAA7icnEP3mNRf9T/P3XE/27t1LlSpVCAkJ4cWLFyQmJhIYGEhcXBxWVlZs376dIkWKUKtWLZYvV+g9FyhQgGvXriEVB54+fZr+/fsrpQPT09Nxd3cnNDSUJUuWEGttwcN797AtXhxzmYyQ4FtY589HYVtbBEHI8jtOjE+gh7MLgoHA7OkzSE1NVWiWBp7FxMxM+Sxpsw3OCvrOxRIB1BVZzU7amPqcfevadbwmTyPszh3MZTIiwsPxWPQnsuQUpk2bxrt375i+eCFeU6aybNsWun3fPMP5Vq1axfLlyzE0NOSPP/6ge/fu3Lp1i3z58ukcy6fAgAED3m7evNk3Jibmg14EH/RLFAShhEwm89yyZUueJK0ANjY2pKamKsX+cxPad+tCfGzcV0laAczMzOjfvz9paWnKvCTkFmBoiGufXzmTGI2VjQ0lChemRIkSWFtbk56eTtOmTdlz6Tzl2jTn3LlzPH/+nMjISNauXcvq1avp0+e9z7ggCMybN4927dpRq1YtGjdujLGxMXPmzOG3337jccQLUmNiMTA3I92mIERGQVIyWMuhvZaBq2DAuDG4/tydmb//zoGjR6hR3wn7WtUBxcuxnk0xRtdvgte5k3idO/lRihUaV8YWlRESbiEk3Ppg4wF1XJ2/iFqj3BVpAmEhYGioSAUoUhDevoPgMLCywNHRkZs3b1K1alWCbtyCH1xgz2GEWg6IVxUTblRUFEW+qwd3HvLzjMk0bNeal7fv8OTCJUrWr5cj480uatasibu7u9myZctWA1nvJeYRmJmZja5atWopNze3PElaQTEXp6SkfOlhZIKJiaJm4+LJzV8laQVwdnbm6dOn3Lt3j7JlywJQpnx5zGTm/Pnnn8xbuphTh/yoWL48RYsWRRRFKlSogK2tLfHx8TRu3Jh169Zx4MABevfuzbx586hZsyaqihYNGzbkm2++4e7du2zevBlBUMgWdujQgQYNGiAYGfEqIoIixeyo4OjIlXPniYuJYfWBvdSoV1d5HmleVYVMbsGu86c5fuBfvNeuIT0hkfHjx2Nkol8EP7v42LzVkKQ4QpLisr1zULlGdXz27CA48Bpnjhxl/TJvLCwtGT20L3369MHGxga5lRUjPKbyx4RJdAtQENf09HSCgoLYsmULt27dIiAgAHt7eywsLLh06RLNmzfX0fOngZeXl+mePXvaGhoatkpLSzuou0VGfFDENV++fIfc3d2bzZgxI8/+mlNTUylRogQmPX7EpFBBrrvrb4WqrnmpLhAvQdpmliJY6j7vqm2U+ZO9esHt+2BrgxjyKJtXlbdQbvZUwib9rvjDzARMTShoZIpFxXI4dnZlh5t7pjbSSnTdpOm0qFaLadOmZdlHQkICFSpUIDw8HICQkBDKly9PQEAAcrmcqKgo2rRpQ3x8PP369ePp06fM2bBG2V41X+jnfVsznFv1e1SdUFXb6BK/lqIJUk6tlKIA+kWeVKFPFEE9r08+SEH2dUqz3bynIPUlFbsB4ulAIiMjqVixIm/KFIHQx5DfCvHRc7p06cLBgweJS3kLZiYsP3eS2MhX3L9+k03T5xD7Kipb15WTePv2LeXLl0989uxZt7S0tL1fbCA5AEEQSslksls3b96USaQjL2LXrl3M/XMBPnsUcmrZfanr2hlTheQCJ5lqqEM6x52EGPwPH2Ha0GEcCb5OXbuS2RpTXoP3zm0M/FER/LK1L4uZhQzDxGQat21NvxHDqP7fLqA6EhMTsbW15cmTJ0p7Xm24cuUK33zzjfLvlJQUUlJSOHr0KE2aNGHKlCksXKiQy6tTpw7dhg6iaetWyuP1mVdVnx3V6Kjq8dry/dV3wbI7/2o6pzZIsm0xzxS61y9K/KjXeR+G3qNni1ZsOHKIUuUUZi81ChZh2bJleG/fQtvBbszp3JN5Z47QoUhpnJycsLCwID4+nj///JNWrVoRFRXFhAkTqFKlCjNmzPjga/xY+Pn50bFjx4iEhISyoihma0WQbeJpaGjYytbWttHEiRPzLGkFMDIyoly5cjzduZ/5CxcqH3LJuUrXlkJA5DMalS/P6dBQrVaEG9XIgJQuoKlwa2NiEsPsypL/Xjhug92ZM2fOx15iroYoirw5dRaz0iWx692d1NhYPL/9DkdHR62SSTKZjN8capGWlsaAXXsZ3lV3uqKFhQXHjh1j2rRp3Lx5k7dv3wJQr54i6nf79m3i4+Np2rQpTZo0Yc2aNVpfnJrMAbRJo0mQJlttsij1bIrhde4k3Tt1JCD4Nl579iqfi57/pa7o64hVkfeJ/eqC7VKKinrlrN5awnIZhEcq1BbyKe6PjY0NnTt3Zu3atbRv3x4vLy8mT57Mtm3bqFSpEnfv3qW0XXFuLF7Fli1bsLOzY+Wy5fr194lgamrKP//8I3N1dV0pCELp7E6YuQlWVlYrRo0aZZKXSSuAg4MDl86c5Y8hw/Hy8kJWULvVqiboW6wFmW201YMPAUCll/EMGzaMd+/esc/X96snra9evWLRjFnMXLaEmk71iHn9BuFlFC1btsREQ+RSlRAePnyY1NRUChQooLOfmjVrsmbNGlasWIGtrS0GBgaYm5vTrp0ibU7qa8OGDaxcuZLiZhYfldOcmJioHKsq6dUVNdWWXqAK9TlZ3b2wgopxkCqk6xFR7JhZF6uHaFEZKw3HaoK5hYxipUvhMWwE3ju3YWpmBkDXrl3x8PDAZ8BwFixYwIBaDZDJZOTPn5+oqCji4+MJCgpi/PjxGBgYULNmTfr166ezv0+JFi1a4OzsbOnn5zcNGKezgQqyVZwlCIKJTCZb4ePjIzP774blZfj5+fHLL7/g6upKSEhIJtKaHWirTtcHYtRrbM9cJjY2lpCQEObOnZunRKyzi8jISJycnEgIvk3hTu0xMDPFpLANbdu21Uvn08DAgFatWjFz5kw2b97MxYsXM1mJJiYmcvfuXY4ePYqdnR1bt27l1q1bVKlSJcNxlSopnFiOHz/O6q2bqd9WuzOdVOWvi6zqgy/lca0OaRdAJ8rYQcVSEPIYkt8hNKoJKPKKHz16xLZt27h58yazZs0CFAuC9PR0Xr9+zc6dO7l37x5BQUFK+8EvCWdnZ5o1a2Zhbm6erckyN0EQBGcLC4sG48aNy9MBBIDKlSvz8OFDwsLClEohnxLa8mHTUlPZv9SHnj17MmDAAIKCgmjc+OtM15KwY8cOKlWqxDcN69Pqx47YlShBperVaN++vUbSqo7y5ctjaWnJqFGj2L9/P8+eZZ4b4+PjOXnyJFevXqVnz56cOXOG7du3Z5JEnDdvHqIo4uLiwuXLlzPpl39uqBPYD4G+msT6ooidHZuPH8GmaBHmjB2vVHQoUKAAoaGhPH78mBEjRihT8N68eUN8fDygyHN1dXXlyZMn7N27l5Ilv/yCbOnSpTJBEIYKglA6O+2ylSpgamo63MnJaebJkyctdB+dd9C+fXt69+5NlSpVKF68OAaJGSWsVHMI1SUrtFkRSlu/mpAhyvXkBYS/YuOatXTv/r9h8NOnTx+sra2p6PYzBgYGGRYK+oo7p6WlsWrVKvbu3cv9+/dJTk5m69at1KlTB1BMyAMGDKBMmTKEhYUxduxYOnToQIUKFbQuCgoWtmHDkUPYFi+uUwJFWuRoegnqaquezK/NJlgS+0/wHIO+UJdS0WThKhUGWrg00Pu8SoRHKv6rYo94KWPU4cmTJ9SuXZuyZcvy4MEDKleuzIoVKyhVqhS5TeP5wYMHODo6JiUlJZUTRTH8S48nOxAEwdDS0jJkzZo1ZTt27Ki7QR7BixcvqFKlCs+ePePZs2c6t55VkRUh0LXQPB0aStKbaE7N8sLI1JQLe/dTunRpvfvOq4iJiaF06dLs37+fmjVrZvpc37n44cOHLFmyhKtXr3L9+nWaNm3K1q1bMTQ0RBRFOnTowO3bt0lOTqZ48eIMGDCAzp07Y2pqqnEu9vX1ZenSpezZs0fnODSlDGhLF1CHpsirtgJsCZIVuz5Qj8JKc7OUJiBBfc5WhbYAR3x8vEJhoFYtvLy8lOYLEhYtWsS0adMoUKAAKSkp/Prrr4wbNw5TU9MsNdS/BKZNm5b6119//RsTE/ODvm30vgJBEOSGhobTFy1a9FWRVlBsJwcFBeHg4ICDgwMxsfEaj9Oms5YdZCCtL19DZDTUrPg/Q1qTk5Px9fVl8ODBH/UDMjQ0xM3Nje2rPbh8ci3DBvxE165dmT17Ng8fPmTHjh1MmDCBU6dOsXHjRkJDQ3FwcMDU1JSWLVvi6elJ8YrlMTYxwdxSzuTJk4mPjaNosY8XM78WFcG1qIiPFqKWnhWLMZ4fPJYctzG2s4GiBeH2w0wflShRgsDAQAICAjA3N+fEiROUK1cu15FWUAif//bbb0ZyufzLJXl9IARB6GZvb1+4Q4cOX3ooOQoLCwuSkpKYOHEi9vb2nzX/7vQff1G0miPPr9/8nyCtAFu2bKF+/foaSWt2ULp0aby8vNi/fz8hISE8efKEDh06sGXLFl69esW///7LmTNnuHr1Kj/99BPe3t6Ym5tja2vLoEGDGDNmDAUKFEAQBHr27ImXlxeVKlXS3TH6BQm0zcOfy/JUF9SJrD6Qy+Xs3btX+X5Th7u7O8OGDeP+/fuMGDECDw8PzM3Ncx1pBRg7dqyRgYFBc0EQaujbRu+Iq5mZ2aRWrVpN3L17d+74tnMQkydPxnfXVuzsCnPpynX2rRmJfan3PwirCn0yHC8R2P4XwoD3OasA6e9SONarP8WKFcPY2JilS5eyYcMGrK2tSU5Opm/fviQnJ+O2ZgnceQg2+cEmv1YB968NiYmJFChQgMjISAwNDT968lDKQokiZ69H4+vry5YtW0hKSmLr1q20bdtWeawoiiQkJHDgwAEOHDiAWe0q2JWzZ98Sb+qUsqdbt2589913evUbHR3NzJkzSUlJoVevXhiWLp7pGF0rfylqK0Xr4b39qzYkHD4LZJa8UoV68aC69JoEfSyKpahvhgVXRBSEPoF6VRAvZHZR3bt3L9bW1nrfyy+FyMhISpcunZyYmOggimKeqIQUBMFILpc/9vX1tf3++++/9HByHIULF6Zw4cJUrVqV8CehHNrtnaVqhnowQfU3FxMTg5mZGXK5nISEBPr160dkZCTGxsbY2trSvn17hbpM4YJ0atCY43eDqV3Y7tNeYC6Cl5cXoaGh/PnnnzlC4iRiGBUVhZ+fH1u3buXChQsUKlSIO3fuKFMPJM4RFhbGtm3bePToEYMGDeLMmTOcOnWKUqVKMWnSJL2lmgICAli0aBEVK1Zk/Pjx3Ip7A2iPVmYlaaUOTZF8aV5d8a29xjb6PK/qx2orMFS9Bk35svXq1cPOzo7Dhw9n6is+Pp6///6bfv36YW2du00D//rrL9HDw+NEdHS0XvkhetFvQRDMDQwMxs2aNeurI62gqGAMun2P0+euUKpYIe49yLoSXBPE9HSi/I7zYLYXdevWxczMjA4dOjBkyBCaNm3K0KFD6d27N+PGjVM4VjyLhP9WP/8rpFUURVauXEmxYsX4GMc2TRAEgebNm7NkyRJCQkI4d+5cBtIqHSOXy+nSpQvr1q2jtosztvZlCPQ7zps3b1i/fr3eHtc3b95k/vz5XL9+nW7dulFJ/uF6eOoFI9mBvoVbmqBq7Zot2ORXWOE+0fw7ad++fa4nraAoLhs4cKChXC6f+KXHoi8EQehcsWJFy6+RtIJiLg4ODiYhIYE7IVkbemh79h89eoSzszNVqlShWLFiFCxYkLZt27Jz5048PDwYM2YMaWlpzJw5E1dXV2LevCZNhw3114aoqCj27NmDnV3OE/WCBQvSt29f/Pz8OHv2LBcvXsyQLysIAoIgUK5cOSZOnMjff/9N+fLladKkCdu3b2fAgAFUqFCB5ORkvfrz8PBg06ZNrFy5kgULFuT49XwJ6KOQAbBy5UquXr1KYGBmDiGXyxk1alSuJ60AAwYMEARBcBIEoZo+x+sVcTU0NBzYrFkzTz8/v68uTQAU0lhNmjTh7FlFNKt96yY0+30mpjJzZU5LVukBF0754zV2Avb29qxdu5bChQsTHR3NqlWrMDU1pW/fvhm87Pfu3csP/ftCsaKQ/Bbxlp6V3XkYAQEBeHt7c/HiRfbs2UP5jyhmy2kMHz5cKcNSq1Ytrly5orNNSkoK5cuXZ/PmzcydO5fy5cszbdo0peOXvhEMSWJLKu7LtkwV2gmoakRVKsJSN8JQtXhVhWq/5dpkTD2q51iJS3+vJvlNNI/OXtA5vtyM8PBw7O3tk5KTk0uIovjldLr0gCAIgrW19d0NGzaUV1+UfS0IDg5WFlAaGhqycdVc2nUepFfblBSFGPvatWuZOnUqw4YNIy0tjcuXL3PkyBG+/fZbWrRokaFNq1at6Ny5Mx4eHuzevVtpV/q1IjU1lXXr1uHp6UmLFi34888/cxVhV815DQ8Px9bWVmeb/fv3M2nSJHbt2sW3337Lnj17MqQ/6DMX66NioUu1QjX/VT3qqo/5gC5ZN01tExMTsbe3Z+PGjZkCNXkNs2bNSps3b97umJiYzrqO1fnECoIgyOXycePHj/8qSSvA9u3bOXv2LJ07d6ZGNQcuB97izI7derV98ewZE/oPYNmyZRw6dIiiRYtiYGBAgQIFGDNmDO7u7hlIKyg8g7G2AjMzeJfCjRs3uHXrwyNnuR03b96kbdu2lChRAn9//1xFWgHmz5+v/P+QkBC9iKuxsTHTp0+nU6dOjBkzBn9/f6pXr87Vq1eJiYnBx8dHuRD6UvjgiCqZiawq0lNTuX/cn/KtnDNp2+Y12NnZ4erqirGxse68iS8PJ0tLS9vWrbUrX+R19O2r+BocKpSh+0+t6frLGBISEvRq+9dff3Hjxg3u3r3LiBEjMDAwwNjYGCcnJ6ZOnZqJtIJiu7pChQoULlyY58+fc+XKFZ4//ypM1TRi3LhxrFq1ismTJ7Nw4cJcRVoBDh58r0X/008/kZaWprNNmzZtsLS0ZPr06T2VP4AAACAASURBVCxYsIAffvgBNzc34uPjuX79OosWLeL169d69f8hVf9Sge66qE97LzWNTVIHUNXHzasYNGiQYUpKSltBEGx0Hasz4ioIQv3ixYsffvz4sfxrlWh6+/YtP/zwgzJPxMPDAw8PDx4/fkyUTLHFoW47V9P1P+Odl28gKhrxVbTe/V27dg1XV1fmzZvH0qVL8ff3B+DcuXM4OTnl1GXlCjx58oTmzZszZMgQhgwZ8qWHoxW+vr7KbcSZM2dy48YNvdxyvL29GTNmDGvWrCElJYVhw4aRkJCgfNnGxsZmqvhUhbo6gSYbYXUjiw+BRES7d1JUoUsR3qzULySoW94mPXjEq/2HSX6Wp4rxteLcuXO0bNkyPC4urriY0zksOYh8+fJtmzx58o+jR4/+Oidi4NKlS9StW5f8+fNjZ2dHkSJFKFKkCCtXrlQeoy0y1bedK3Onz8iWG9CgQYMoVqwYJ0+eJCYmhkuXLgHkeCpTbsDq1asZN24cQUFBFC5c+EsPRytat25N69at2bNnDy1btmT06NE628THx9OyZUsKFy7M6NGj8fHxYdeuXaSkpJCcnEz//v3x8fHJ8hwf44qljg+1lNXVVr1N3759adKkCb/99lv2BphL0b1796QdO3Z4vHv3bl5Wx+kkrlZWVmsnTpz48/jx43PX0iyHIYoiAwcO5O+//8bb25vBgwezcuVKarRTOHdoJa4PnjGkQxcWL16crb7q1q3LtWvXmDVrFtbW1uzevZvNmzeTP3/+nL2wL4xRo0YhiiLz58/P1dq0oijSoEEDfvnlF+WW4cyZM3W2S09PV6YH+Pn58f333/P3338zePBgQCF4X6VKFerUqUP58uWJiooiKSmJmJgYIiIiqNKzM2WqV81EXOE9ef0UxBX0J6/qxDVy/yEMTEyY170XFStWpFGjRh88rtwAURQpVapU/JMnT1qIonj+S49HEwRBsDA1NX31+PFjs9xMOnICCQkJyOVyAFasWMHUqVM5deoUxYoVy/BSVyWuyUlJtKlVh5PHjlO1alW9+woMDKRWrVpYWFhw+PBh9u7di7m5OR4eHjl6TV8aoihibW1NQECA3hX7XwqBgYG0bNmS3bt30759e86ePUvFihV1ttu5cyc//qhwoBJFkaioKDp27Ii/vz/W1tYYGhry7bffUqNGDfLly8fLly959+4dL168wMrKirlz52Jubp4j1/A5iGtSUhIODg4cOHCAffv2MWbMGKysrLI/2FwEf39/2rdv/yg6Orp0VsdlSVwFQTA2Nzd/fevWLfn/gkTImDFj8PLyokCBAvj5+dGiRQvOnj2Lg4ODUnA9cM8h4D/impYOl4J5eC+MUqVKZauvW7dusXHjRvr160fZsmWZPn06U6dOzfFr+pJ4+PAhTk5O7NixgwYNPkAz9DPj+vXrODs7s2LFCtzc3PDz86NGDd0KHbNmzWLy5MnUqlWL1q1b4+3tTZ8+fThy5Ajbtm0jIiKCq1evcu/ePWxsbJDJZFhaWpKWlqZ09HquEtxVLor+g7ZoqSq0acBKbVSVL9S1hrURYk3pAuLrNxQ4e4VNmzbRsmVLnJycOHfunPabk0cwbdq0tPnz56+Ij4/X7AX6hSEIQpdGjRqt8Pf3zx3OFZ8QaWlpyt2OefPm8ezZMx48eMCuXbtYGXodyCwOf27XXq4ePsrNU2ey3d+qVauQy+WEhIQwdepUXr9+/dUFEJYsWYK3tzdBQUFfeih6YcSIETx8+JASJUrw4sUL1qxZozNXVRRFZerDpEmTCA4OJi4ujuTkZFxcXOjRowfXrl3j+vXrxMXFUbRoUYyNjSlatCi7d+9GLpezcuXKTEVhmhZLuqCJfGpTDMhOhFX1WqdOnUpISAhly5Zl0aJFbNmyhS5duug1vtyK9PR0bGxsEl+/fl1HFEWt+ZO69kIblS1bNv1/gbSCgoBcuHCBM2fOcO/ePTw9PXF1deVuQVOlAkAGxCeCuWm2SGtwcDBBQUG8evWKxo0bU7JkSSpVqkSRIlnr0eVFuLm5MXTo0DxBWgGqV6+Ok5MTN2/eZO7cuTg7O3Pjxg2dlbeTJk3C3t6ew4cPk5SUxKZNm3B2dsbAwIBvv/2WBg0asGvXLo2pBxEREVSuXJnFixdT2SUHnGJEEdLSEEUxQ4S7nmOlDORVr1OFhbyXwxJFePYCzl7Ee916rl+/jo2NjV7FE3kBXbp0MZw/f/5PgiAMyo3pAvnz5+/Vu3fvr560gqIoKzg4GEdHR8aOHUtsbCxt2rTBy8uLfD9oTgO4fT6AWi7Oevfx7t07Tpw4wbNnz0hLS6NOnTpUqVKFqVOn6uUYlZcQGhrK9OnT89QCc+7cuZiZmRESEsK4cePo27cvmzdvzrKNIAikp6fz66+/kpiYiIODA6NHjyY2NpY+ffrg5eWFt7c306dPz9TWxcUFZ2dn6tevz5o1az7aVaqCuSVB0a9IS03F3CLr8qAK5pbZyq1NTk5mzJgxXLp0iSNHjlC/fn1sbGz0lg/LzTAwMKB79+5GPj4+PwEe2o7LMuIql8uXjB07duDUqVM/Kk1gzZo19O7dO1dvFUt4/PgxTZs2Zffu3VSrVo2WLVsSXa4k5dRIxcZ5cxWuVylpiM9e6jxvamoq7du3z5B8bmZmhp2dHR06dOCPP/5Qbjl/DXj+/DklSpQgLi4ux7ZfPgf27t1L//792blzJ9u3b8fKyorff//9g8+XmpqKs7Mz5cqVy5Cnp4rr168rIruOZSH/+60efSr9M6gDvE2Bxy8UOqv2pRAa1svQTmqjSytWtW8xORlOXYCISEqWKMHGjRtp2LAhp06dUuZWeXt763UvcjNEUcTOzi7hxYsX9UVRvPGlx6MKQRCMTU1NYx4+fGieHTcpdbx8+ZLLly+TV4q7PD098ff3x9fXl/v371O3bl3u3LmjiI6quc5N/L4NZ4+fwMFBt113WFgY5cqVy/BvJiYmfPPNN/z+++98bVJj06dP58GDB6xZs+ZLDyVb6NChAwkJCWzatIlKlSpx+fLlbO9squLmzZvUq1cPPz8/GjZsmOlzURQZN24cS5YsITIy8qP4yvnz52nbti3Jycms2LOTbxo20CvCqp6SqBpx/ffffxk0aBDR0dG0b9+ef/75BysrK3r06MGmTZsICQnJdYXPH4Jjx47RuXPn269fv9YqiJslITU0NHRt06bNR+e2bt++nfbt29OsWTMePMham+9Lo2TJkoSFhVGtmkJOrFOnToQHXs9wjCQhhIEBaKh6FEURwaE0gk1+BGs5PXv25MGDBxw8eJAOHTqwbt06pWf7/fv32b9/P23bttWrmj2vwMPDgyFDhuQp0gr/x95Zh1WRfnH8c7mgpEGIgqIrAmJhgyh2IIq4a2Bird0d6Cp2N2vgWmt3sdiiroGK2ChYgKIgJn2J+f0x3CuNKAjsj8/z3EeYeeedd8bhvWfOe873iBqkrq6uDB8+nDp16vDkyZMf6k9ZWZlq1apl+lIi9/QSHAbRMRDwBuLTPlcZZfpHhL4Dn8dw8yGEvGfUqFEYRMchfPqcvcHGx8Oj53DtHsLFawhnL8FhD5BIwLYZAQEBigm/SZMmTJs2jYEDB2bvHPkUiURCx44dVZSVlfOjpkyDChUqxP2I0Qrw+vVrlixZgoGBAdOnTyc6OjqHhpc7TJw4kePHj6OkpESlSpUwNjbm+vX05deKqKsRHp7WIHj37h3Dpk7GunkzallZcujQIbZv3w6IIQJjx46lWbNmyGQyvL296datG3PmzOHz52z+7eRTZDIZc+fOZfLkyXk9lGyzf/9+JBIJ+/fvx9TUVFTj+QEMDQ3R1NRMo/IjRyKR4OTkRHR0NKdOncLDw4MtW7Zk6xwbNmzA2NiYli1bEhMTw8yZM/lzYaZ5RunidekybS3qUL16dQYPHoylpSUTJkygffv2BAYGcuDAAUU86/Lly3FyckrzMlZQsbGxITo62lgikehm2EgQhHQ/gJGmpmZ0QkKCkBNcvnxZKFeunFC8eHEhJCQkR/r8GXTs2FGgQjlB0qerUGnBTKHSgpkCjWqKnxqVBNSKCqnv0alTpwSKqghUKiegV1IoV65cun1HRkYKPXr0EADFx8nJSQgMDBRCQ0OF0NDQn3GJucK0adOE9u3b5/Uwvovg4GABEEJDQ4VSpUoJe/fu/e6+XF1dBWVlZeHt27eZtouMjBR+/fVXQUdHR/jll1+EHTt2KJ4zSZ+uis96X29hva93ymexyi8CqkWE8PBwITExURAEQZgxY4bQtm1bQSaTCZGRkUJkZKSiD8Xzm/zT0EJAU02gjK5w/PhxARCsrKyEd+/effe1FzSOHz8uaGtr3xQymBPz6qOqqrpw8uTJcTlxjfHx8cL06dMFiUQiDBo0SPG85Hfev38vAIKnp6fieY6MjBSiQm8KUaE3hZ5d2wnLli1Lc1ynTp2E1h0dhOXbtwgqRYoIK1euTLf/hw8fppiHAeHEiRNCcHCwEBgYKMTExOT2JeYK0dHRgr6+vvDPP//k9VC+i8mTJwujR48W1q9fL1hYWAiBgYHf1U9kZKRQvXp1wcnJKcu2V65cEcqXLy/UqFFDKF68uBAXF5fimcvo8/nzZ8He3l74448/hNjYWEEQxPtfvnx5Yd++fSna+oS9zfCz1eOEoK2nK/y5f4/Qtm1bARBWrFghxMfHf9e1F0SaN2/+BegqZDAnZuZNrVGrVq3YnNJ5a9SoETt37uTz588MG/ZtgtL5AT09PZBIEBIT0+7U0gAlJaTVTZDY1BI/jWrSpqcj6OuINd0/R2S4RKOurq4Qvi9RogR6enoEBwdjZGREqVKlMDQ0pE6dOjx79iwXrzB3GDZsGFeuXElTKzqz2tGZ8SPHZpdSpUqhpaVFVFQUe/bsYezYsXh4eGT73IIgMHfuXNavX59lDLO6ujqHDh0iLCwMJycnfH2/xqNmqiYQ8EYsv1qxLJqamorlrRkzZhAdHY2Zmdm3Sfu8/wwSJahoyN69eyldujTXr1/PdzqPuUm9evWIiorKdynXGhoaVpaWlllrs30DUqmUOXPm0KpVKzZu3MiZM2dyottcRx53mtHy7aD+XZi3dAmRkZGKv1FfX18uXLjAhLmzUSlShNKGBhlK8lWpUoUVK1YAYGxsjL6+PpMmTcLAwICqVauiqanJqFGjCpxMlqqqKoMGDeLSpUu5Ng/n5lxcrVo1Xrx4Qc+ePWnTpg0tWrTg48eP2T73tWvXeP78+TdV1rK2tubly5fcvXsXdXX1b9L1DQsLo1GjRnz+/JnBgwcrnldVVVUOHz5M165d+euvb9PV3rhkGaNnzsC4cmVu3LiBsrIyly9f/k+FEmZF06ZNtVRUVGpntD+zbyXJt+hYZgcDAwMsLS0ZP358jvabm8yePZtGhkZ0ihI43rEb/lNmfd0pkYCBHjx5CY9ewMPn4PVAXOY10IXnr0EWl2ly0ooVK2jatCkbNmxg69atnD17FhCXrK2trbl9+zampqY0atSIhg0b8urVq9y94BxCT08PPT09EtMz+PM5UqmUNm3a4OLiopDFWrBgQba+tBISEhg5ciQymSzb2rw1atTgxo0b6e4bMnAAQwYO4NljX56eOQcfwnkX/AbhYcqXGxUVFU6dOoWGhgaatczRaNMQ48rmGFc2T1EJa73bX2KhAqkSyOIgIYGAgADU1dWxsrJCW1s7w3HGxcXRsWNH7OzsfngZLz+QNN/lu0B8iUSilNNzccuWLXFycsLS0jJH+80tNDU1OXToEJ06dWLPnj3Exsairq7O9vdKbH+vxCOjamgblMbCwoIBAwbQpEkTrKysmDJlCrVLGzKyW0/atbHN8Ms/ODiYo0eP4ujoyKVLl2jatKmiKMy0adOIj49nzZo1jB49GgMDA5ydnX/m5f8QhoaGxMfH5/UwvgtbW1suXLjAv//+y8yZMzEwMODQoUPZ6iMkJIQuXbrQvn17dHR0snVsjRo18PLyyrRNYmIiw4cPp3Hjxnh6eqZJ5q1Vqxbnzp1j4cKFhIWFAWLsavL4VfnvpmpalCpWnE/PXqIXl0hiYiIaGhpZVsU6d+4crVq1YtSoUdm6vvyKsrIyEokkQ/s0Z2fDLMgsRim/Urp0aTw8PJgyZQpWVlZiTF9CAsgnQH1tKKYBb9+DljpUKgdFVcR9oR9AX5uiRYtm2H9oaCienp6EhIRw9OhRKleuTGhoKMeOHcPKyor58+djZGTE6NGjiY+PJzY29idcdc7w8uVLEhMTM/XaRb+7laY8HnxbubusSO9tPCNJldRtly5dSrdu3diwYQODBw/G1dWV+fPnf9MX1qtXr3BycuLWrVvcunULU9OMq1ClR+vWrenTpw+fX7+meLsm6bYRXr2BKzeheUN0ddMPBSpSpAgbNmygYcvmoK+DEB8PSlIkSunYZiWLgU4xeBLI5V/iQCmO5wlfMh1nQEAA7u7uxMfHU69evXSzdQvJn0ycODGvh5Btfv31V/T19Zk1axaTJ09m165dUE40RCQSCeO2u6Hp7cuzZ8/o168fdevWRVVVlefPnwNkKmQfFxeHp6cnIJaBtbS0VMzLU6dOZdy4cRQvXhwdHR3evHnD27dvc/16c4qEhAS+fMn8bzkqKgpJ5Ff1odRzsmJfOnP1t/C9c7G6ujp///03PXr0wMfHh/nz5+Pg4ICFhQVVqmQ+FkEQ8PDwoH379nTt2pU9e/Zke9z29vYcO3Ysw4RGmUzGyJEj+fDhA9u3b89wRaB58+a0atWKXbt2MWrUKKKjozPM/1i5ciU2NjZYWlrSafokVFSL4uTklOk4T548SUxMDGvWrGHSpEmULVs2exdawPiphmtBRVNTk7Vr1/LHH38wcuRIdPyC6dSpExtvXwYVFYiM5v7Jc1Qf2vvrQbI4SBSgnD6vX4uZggYGBmkebDc3N9auXaswbuVLxCEhIZQqVUrRvmfPnj/hSnMOT09PLCwsUIn1g4JjayvQ09Njyeyh9Og/meF9mnLw4EFq1arF0KFDM5wUQkJC6Nu3L9euXcPCwoIXL15k+w0fxOetQYMGnDt3jp6TpgBfdVifPn0C4VFw/y4njh+nXbt2mfZVuXJliJFBdCzPZswDQz2EV6FIkpQF5NmrkaeuEBcXRwkjQ3gVCsblRC9sJoSEhBAfH8/hw4cVy6yFFJKbWFtbc/r0aTw8PBg2bBiqqqr89nt/bH91IPTNW/ziYhg3bhy7g5/yIvQllnqG7Dx6mPo2jTAyMuL58+doa2unkQ4qX7488fHxJCYmoqIiOh7Gjh1LQkICHz9+TPFyKC8uUlA4f/48tra2CuNTbpSm/j27JHcu1MxCY/VHaNWqFQ4ODmzZsoVZs2Yxbtw45s6dy5EjRzI85uDBg0yZMoXIyEhcXFyYMWPGd53bzs6O2bNnp+uAiYiIYP78+Vy/fh0fHx9F0YyMMDMzIzAwEDc3N8aMGcOTJ08wTee7RE9Pjx07dtCuowM9XZyxaN4kyzCBM2fOYGFhgZaWFhcvXixw9kJ2+f8JYMsBSpUqxd69e/Hx8REz+u76w40H8CZMLDP4Juxr45D3kJgIt3yp+IsRZStUQKmsAZLuHdP0m55HVl9fv0DIh2XEtWvXvkm8/0eIfncrxedb4q5St7nzPoQ770PSbVvbwpySJYoxb4kbOjo66OrqcvfuXcUxyY8LCAhgyJAhSKVSAgICuHjx4ncZrXI6derE6tWr08ZWB4fBw2dQ0ZDdiRFZ9iMIAnq6unD7MZTTh7cfMqz/raKiwpsnT8XCGn4BWfb99OlTANasWcNvv/2WRetCCsk52rZti6+vL2vWrOHM0WO0qmpBv/YdOLJzN9WqVeP9669xiUun/8GNy/+ipqZGrVq1MDQ0ZOXKlWnmCKlUqjBak2/LaEWjIBAbG4u3t3euz8Vv77hmO4Y2O2379OnDhg0buHLlCo0bN+b8+fNp+gDRu3zu3Dl+//13XFxcCAoK+m6jFeCXX36hbNmy7Nu3L82+Bg0a4OPjw44dO7I0WkF0XK1bt47169fTuXNnNm7cmKHXuW7dugz7cyV75izi4b9Xs4zlvXv3Lvfu3cPLy4umTZt+07UVZAo9rt9BuXLlWLJkCXPmzOHTp0+ULl1aUSVq7ZjpHJDEoCRVQhYVxYTIf1BWVqLueeDISQh4nWX/BZ3bt28za9YsHj9+zOfXZ1Pse3vvouLn0jXEZfDiotMvxZt/6tAAuXfgiYcoLWLWdtI3j+dbKp+krmYC4Cc1Yume/fzx+2DudutGyZIluXr1Kl2s6iranLrvw19zFnD+/Hm6deuGs7MzxYsX/+axZcTvv//O1q1b2TVxMujriHGowMprNyjayIZqXdK+AKWHjo4Ob9++JSoqCk1NTapUqZJCdi359cqrEBmPGcHLJasxrGedad/29vaA6NEpW7YsFy5coGnTpgX6hauQgoOysjJNmzblatOmhISEUKxYMdTU1Fi+fDnbxztz7NgxdFQ1CQ0NRSXWn/j4BNRL1cHHx4dGjRoxYMCArE9SwJFXoKpbty6Hx1UEoIFT6hwTMYazuOHXeOcvfl9loJJvTx5OQNJcLJ/Hc5P69euzfPlyOnbsyKhRowgPDyc8PFzhiZTJZFy7do2+ffuiq6vL4sWL6d69e47MRRs2bMDOzo527dqhpSXOl4Ig8PbtWzw9Pb/ZQdGnTx+6du2KiooK169fVyQKpvfdAzCzQxdqCkVwdXWFHv2zHOPgwYMBOHDgAF27dv3PFIdJj0KP6w+gqqqKXFuxQoUKHDlyhGnTpnGoz2Bub9mB76HjvP0QhVRJIiZyyeKg1Pd74QoKcl3Su3fvZt04n6NXWp+TJ0+ioqLCnTt3uHr1KrLYWHZt3MS0wcPoUK8BWlpaBAcHs3bt2hybLKRSKZMmTYJ3n1Js1zE14YN/9lQmlJSUFB6Bzp07s2HDBvgUDi+DiYhI67WVKCujWa0KEfczrLgHgLa2Nr169QJg+/btNG/e/IeKNRRSyPeir6+viBkcO3Ys9vb2VK9enYYNG+Lm5saSVVtRV1cFxNURa2vr/4ss7WHDhqGlpVUgk2RT4+DggIeHB2vXrkUikXD06FEeP37M3Llzsba2pnfv3qxduxYfHx8GDhyYYy/QdevWpXbt2pw7d06xTSKRULduXW7fvp2tvtTU1FBWVqZBgwaEhobi5eXFXytW8c/+g+m2t7W15dGjR1kqGyTX0x4zZgwGBgb5XjP/Ryj0uOYglpaWPHnyBF9fX7Zt28aiRYsY72MsLqm6O0B8PJISWXvjjhw5gkQiwdzcPNuJPfkBqVSKiYkJHz9+TPG2DjAh6OuyW6ftU1PsS+4JSH3cyQViwYZdF0RVhR53bqVzjPjv59epPAhK5TIca+q33OSehi4n3wGwf+BQJq9Zwf379/H09MSuRm3MzMzo3r07f2/YiI6ODjKZjLCwsBxdVmzatCnFEiW8PHYe7Q5J1Xw+fIbX79hh/301qceNG4eenh6/9+3Lpk2bcHR0xFNdikRPh9vLVgNJlbXCPsDHrMsQdu3aVYzHatcOd3d3Zs6cSVBQEBs2bPi/ktIqJP8gkUiYM2cOLi4uHDlyBDc3N06ePEmHzgOoXh0ePHhAnTp1MlymlRMVFcXKlStxcHBAV1e3QJblNjY2JiYmhoSEhDSe1mKm/YCvc5583kzN59deipWy5N7Vrytm4jz7Oakfeb+ZJXvJST7fyo+To1hlSzZ/V6lShR07dtC6dWt69xZzSkaNGsWiRYto3749EomEsLAwihUrlqOle1u1asXp06fp0aOHYtleS0uL6OjoLJ+j9JBKpUyYMIGNGzeyefNmVFVVCX7wiBkzZii8uiCGEZqbm/P8+XOMjY0z7E8ikWBiYoK/vz+1atXCx8cHKysrtm7dStu2bbN/wfmcwm+WXMDc3JyFCxcSFBREVFQUx44dg7ehoJuxtJDEugYS0/JIDPT49ddf6dixI2ZmZkh+MUDSKHfjk3KDFi1aMG/ePHzuPc7roeQIqmpq9O3bFxCXYi5fvky/fv04efIkY8aMwdDQkAoVKuToOUuWLEm3bt1SxmhFRoPm9ydClChRAkNDQ06ePMnMmTPp0aMHnL+CEBeXsqEsHrKQ/4qPj0dZWRlXV1fc3d1p3bo1AJs2beKff/757jEWUkhOoKSkxG+//YaHhwfr1q2jb9++fPz4kStXrmQa87n/siczli+lbKWKODs7U61aNUqXLs3Z425Ev7v1E6/gx1FTU6NevXr07duX6BjZTz339yZ9ZYVcXrJs2bL4+fmxatUqfvnlF5YsWULPnj3R09Nj5cqVOXrOfv368c8//6TwsN67d4+6detmclTmVKtWTSFZeOrUKQICAtKsWMlkMj59+kRc6vk5Ff7+/uzYsYOOHTvi4+ND//79CQ0Nxc7OrsBpD38LhR7XXKRs2bL06tULBwcHUSYrJjpdMfmYmBi44yeGExRPFuRdRldcKn77ATs7Oz6bG/Ps7AVC7j382qZRTYTLPj/harJH7969iYqKon2XUXh7e1Na8z0AE6ybKtqYtngApIqbSkL+9v+2XGcAfqkpThA9kvbLf08eM6v4ud0aAIonBqXpN3WN8yEDxTi35Nqm+wcOBeCpuy0AS6uKmvTznZzYvXs3y5cvZ8S4sQQ8fUbtWrVo2rQp06ZNY8Wa1dx5H0JNnZzzzCxcuJCKFSuCqSEUUYGoWFD+sSXO8uXLc+nSJQYMGEC5cuW4evUqfn5+1GpiDSW0IOANZRKkeJz1zLSfQ4cO4ejoyKdPnxg+fDinT59W7LMfNwwWzciXz2Yh/38MHjyYCRMmMHD0KD7HRBMSn74R5+7uzu+9emFatQpNu3fl8PI1WFvWxLJudVp1GEQHu6aULFmcKjWs2bNnDz4+4vPdcexwDi9f+zMv6Zs5cOAAI0aMYMwCT44ePZomZT2jLAAAIABJREFU0Se15zU9TDtvzbBNak9tep7WjBQNRvYbq2jbcreody1XOjFL2i6fqwFI2rdnzx5GjBjBtGnT8PHx4cuXL7Rp04b69esTHh6OTCYjKirqu7yh6aGtrc3MmTOZO3cuf7itIzoykqCgIPG7+zupUKECr1+/pm3btjRu3BhTU1MsLCwQBIHJkycTGRlJz549MTc3p2XLlpn2ZWpqiq6uLrt37+bIkSNs3rxZse960AvUNDRy9Hspryk0XHOZHj16sGTJEngahK6uLnN7DSEkJAQXFxdCQkJYtGiRWHRAqgQ1zUQv15swkCpRadRw4j585I/KFmLd4zWr0K5YgZC3wRD6EVTy73+fRCJhyJAhBAcH07FjRyI6tUOpSBGePf5aEUq+NJ3eUn5pUk6G8omzdA1x4pQbqfLtyZEnGaEn9rv0qmeaNnJ5KTlPk+ShALw6dkixb2MLe8XPR48eZd3unXQcNADjymbUMzACYJHbBqrkQuZuyZIl+fXXX6lWrRrdunXD0NAQbW1tHj16lKWOYUa8fy++RMjVLP78808OHDjAzQEDGDlyJJdll3F3dxerxmVAWFgYjo5iuIKWlhYrVqxg7NikLyHVIvApAkplvMJQSCE/E4lEQt++fXF1dcXKyop96zbwW5NmvHnzhiVLllCzZk2cnZ1xcXHBvFdXKrVujvmrMA4DTv2G0Lt3b5q27sznkAfc9H7IkSNHGDhwoKIKZEJ8+kod+YEyZcqwbds2LCwsWLJkCa36p9QElYdLJQ/PSu4tlUQ+Qu6zS76cn9rhID8mPf9eau+r/Pftp68qtmlMXARAj06iQol83rVUSptca2pvT9GiRQkODmbq1KlUrFhRERqwY8eOH/KEZkTv3r2ZNm0amyQqzF/9J7q6uowfPx53d3e+p0CI/BipVIogCJQuXZp///0XFxcXBg0aRHBwMD169GDy5MmZxutu3LgRgOXLl2NjY4ONjQ2XL1/G1taWK9eu8eTBQ2pa1v++i86n5F/L5z9CzZo18fLywtnZmatXrzJkyBCGDh2Kuro6giDg7+8vilmXT6q2IZFAqZKQlEigoi0uFwNcTRLb9lscCr8YilW6XoWKoQQSSb70brm4uODr64vnDW9KNMpeBan8iIGBAXPGT0xTIOHWv1eo3SB3qhD17t2bAQMGsH79evT09Hj37h1dunTh7t273zVhPnz4kCJFitC9e3fOnTuHmpoavXr1wsnJiX379nH9+vVMjVZAsT80NBQlJSUGDBiAq6srampq3L9/X9SONcy8j0IK+ZmsXLmSmjVrMnr0aCpUqEDlypXR1dUlLCwMHx8fLl68iJaWFjrW4t+xRf16mFQxx9paVNdo2bIlkkgDOndsrTC8lJpZcnbrDk64bmRnh45UrSW+vOY375ampiYXL16kWrVqWP7WgWKpdGwLIvLQpOR8/PgRPz8/atfOsFrod1OsWDHatm1Lz549OXnyJJUrV+b06dOsXr2acePGZbs/eSn327dvs2/fPhwdHTExMcHR0ZEOHTowadKkLI3WgIAABg8ejK2trSLmd+zYsfj6+uLv70/4588smuLM7gsFo7Tzt1JouP4E6tevz4YNG2jatClRUVEIgkClSpXw8/PDycmJzp0702rPVuDrMjVArY7iUvWgpKXqnYsXfu1URRmqVoSgEIiKBtPyP+16soNEIuG3337j1erVnB89GfXWXyWW5NcXdcgNSPVWnvRmXzzprb7G6hPA1/vjpZpkBEenTSCSLzXJsTExSdNGsS3JuyoPGUjveLkH10knWWZukpfYLzqciPBwLp85y+a1rujnwhdWs2bN6N27NwcOHGDevHlcvHiRR48eceHCBVE/+DuQyWScP3+e4OBgRWGMx48fo6+vn0acPT0WL15Mt27dFAasu7u7QtcV47IQ8gG+RH7X2AopJDdQVlbm999/Jz4+ntGjRwPiysHo0aNZtWoVhw4dolatWgqd4y9+W7i0czhHVeK4mjQHWCat4sjnHUs9Q6oMHkoFrZKM6NaDJX+5UbdRxiW+85KyZctSs2ZNHp4+z9ChQ9nwWIzXNDWqDKRc8i9m+nUuFjSqpFusICdiWJP3HblErOb2JJNk2qw4ePAgzZs3p1SpUj88tvRYu3YtDRo0YPXq1ezatYt169Yxe/ZsxowZk+1kVHkYQ1RUFDt27FCsYLVv3x4vLy/q18/aS6qsrMzChQtFBZokpk+fTlhYGGFhYfz77780atSIcv8xU++/dTX5mIoVKxIYGEhAQAB2dnYsXLiQL1++sHz58kxLEWZKyWJiudlr96G4FhKbWmLRg3T+gPLSG9u1a1dOnjyJubk5aKuCRvql7pIjCAK+vr68enoFqZIUISEBST6Vr3Hft596No1yNevYxcUFFxcXrly5wurVqzEzM+Phw4ffZbh++fIFZ2dn1qxZg5WVFUFaKqBdDMj6OZHY1ILPEfDwOZO2rgNtUSVjduvfUFFREZMI3n2EiCixBHIhheQzhgwZwpAhQ1i4cCHXrl3D2dmZ8PBwrl27hpWVVYZi76lfaOVoFStGzyGDUJIqMbJ7L47euMrtRLHOfOoVkbz2xP7555/Y2dlx/fp1LCcOR/oNKzYRERHc8/IhPCIKQ+NEqlWr9hNGmn0EQWDTpk25Ksmnq6uLv78/ALdu3SIsLIw3b94QExOT7Xjahg0bEhgYiImJCSdOnMDe3p4JK5ZQvGRJihhn7Yi68z6EWZMncv+WNw0dO6GppUVNHX0ePXqEpaUlXl5eNGkiKj9ERET8UEGc/Eah4fqTKV++PA8fislV0dHRODo6EhMTo/Akyr2Qydl18FCG/VXq8BuxdRsQtGEzPA0SY2Q11UFfG0rriKEHeYxUKmXbtm1s27aNiRMnsn37drEEoU0tSBRQt+1NwOFTGOmpEx0dzZo1a1i3bh1KSkpUqlSJ4OBgmtSvz19//YXJwlkAKWJl102ZDHz9YpHHtMq9qpeTJprkJE8SS408GUCesCX3tKbwMCR5XOJkMraucWXRpo3ZuynfiZWVFerq6gQEBLBo0aJvPu7t27ds27aNsmXL0rhxY+bPn8/WrVuZN28eTgP6g4mRwnjNlBgZ+AeCbgl4EgBlS0FZfaZPn46zszO7du1SLFn5XbyaRWeFFJJ3TJkyRfFz9erVFRnjcg+gTZIcnmVVcf7IyHCV07V/PyK+hNOhXgNiY2LQ1NLCukVznIYPVYQQ5DVVqlTh4cOHdOnShQOjpnDgwAFF2FN4sVYUj4jB2NgYdXV1Hj58yOLFizly5AhVqlShRIkSeHvP4+DBg9jY2KSpOGiWlAybXU9s6vZeSd5tuSc4o6IxqfHw8ADIMpEppxgyZAh2dnaMHDkyW0bryZMnefz4MSYmJrRu3Zq1a9eyd+9eKlWqxAD7jmzzcEdDK+tKXIf+3onXxUsYVazIoI6dmDB3NjXbOxAfH4+SkhItW7ZUFIcpXz5/rsh+L4WGax6SmOQdrbZ8PgcGf3/966IGZaBuVZDJoEgR+BIBAW/EpVpTo3xhvIJYOaRSpUr89ttv9O/fH56/EpeUVZSpU6cOiYmJFClSBGtra/bv368IsI+MjKRChQps27aN96fOEfsmBKG+BZJ8oBO6dY0rplWqUKNunZ9yPqlUipdX+nqLmfHy5UumTJlCixYt6NW/H1iYgJAgagaalQf/INDO+AtHYlMLomPhnr9YOtZAD+7FQsBbMCyFRCJBIpHQq1cv6tWrR2xsLCbphGgUUkh+RCaToaKiQlRUFN87W0qlUgaOH4vjgH7EJ8kXnT56jBHdejB//Z80aNY0x8b7I2hoaHD8+HEmTpyItbU19r17cun0GR5436a8kRH+/v5UrFiRsLAwJk+ezIoVK9DWFhMtt2/fzqRJkxg2bBjbD+yjQbNm/Na7Zx5fkegEmjp1KgsXLvxplfsaNGjAx48fs33cX3/9xYEDByhb2ZTy1arQpHsXbt67i4eHB48DA9jz12YGjBmV4fF33oewbY0rB7fv4M/9eyhtYIB1eWMO79hJ//YOisIaZ86c4eTJk//JErCFhmseEhcXB4mJJEbHpJv5Lic9Ca00KElAVcwSp4SWuEzr/RjevhdltfIJDRs25MaNGyxfvpxpfQcxePBgjIyMEASBgIAAZDJZmqILGhoabN68mWXLltGtSnV2eN+Fsx8RjMsCXz0htceLf+zy+7XL2DTF78nZZSx6sSP+FFUKek766n2R93d3VFLcUDpyXQAPb/uw220Td2/7UC6fJWOkxsrKigkTJnDp0iUx+e/+U9AryZYtW8Rwk1hZ5rqtiYlfPawGeqKebGSMGGed6gXCzMwsg04KKSR/8vLlS0WlIbkHcP/AjGMtU0g0Ab2TvIN+0eEpEp+6/T6A8GLqjOjek2VXz+V5qIAcqVTKsmXLaNKkCQcPHmTkwEF0PdOVIkWKkJCQgLe3N+bm5inE8AF69uzJtWvX2L17N9paWiyeMg3jymZY1Kubrqc1dTnT1EmtyffJycqznR5Tp06lXr16dOrUKdvH/mxcXV3x8fHBtIkND/+9ypWDR1HT1OTUqVPUqFeHZ75PMj3+zo2bbF3ryuSDOwktoc6B+QupaVmfyQvnp2inpKSEnZ1dbl5KnlFouOYRMpmM33//HbVKFVFSzzrmM9tIpVDREN6+R3iaVs80LylfvjyrVq1KsU0ikWQq4G9vb4+9vSiPMmfOHHT19KBCGfE684DXAQFMHDAQ56WLKVfu+5MJfiaLFi1i3Lhx3Pj7sWh8vgrh2EkP8T6qKItxqamQ2NSCl8EQHCaGEhgkKQVERoNaUfElqZBCCjC3bt3iyJEjomxhLlCjWWPMG1jy+NpNqNck6wN+EhKJBAcHB1FnPBlSqTTDxCCpVMq6desUvy9dupS9mzZjUS/n5ae+lU2bNnH27FmuXLmSZ2PIDqVKleLixYvUbGBJ++GDuXLgCHrlDBk8fDj9Ro3goc8dRYJgcs75PmBkt54EPHvGQrf1FNEXE9B8796jXZfOaGpp5biOeH6l0HDNI1avXs2pU6coPWYoEokkpWJANkiuP5qGEprw5CUXLlygWbNm3znS/EdERIQowp/k6UvtaZWTmadavm/QueNp9snjjCNPiROh3JMgVxd4fP0GWybNYN7MWQzv0/9HLuWnoqSkxIIFC7hz5w5GRkb8ffGMqErhHyR67APfpmjv6uoKtx+Lca21zERDVY5eSXj6SkzUKqbJs2fPFCUJDx06hLa2NoaGhpiamuLu7v6fffMvpODTsWNH2rdvT8eOHYFkOtCpSM8TKN+W0TFyqtpYc3SVK6sGj1ToJ/8X+PjxI4YVxPjJ9Lypcr5nX/J7ml6eQVxcHDNmzODEiROcPn2aMmXKZGvseYmhoSEHd+yic+fOrF+/HudZs3j7+jUrZroQGRHBtQue1HEUy+3ExMTQsmVLQj68p0zZsozY6ZYiqa5Lv76sW7gIh57d+fLxEx8kKmhraxMVFcWyZcsYO3Ys/fv35/z58zx79ozixbMuO5/fKTRc84BDhw4xcdJEdGxbItXIxcxrqRS0NGg+cQySauJSVuLWvbl3vp/E3bt3xSpSeRC7e2nvQU6s3UC/RXMY3n9o1gfkM9TU1PDw8MDIyAgqlBLjVX1fiN5W1aJIbGoplAWWLFkiarFqqKU0WkEMK0hMhAfPQFONSpUqpdg9c+ZMRYzrrFmzFIarxKbW1y7yoe5wIf9fODg4EBoayvjx43M1NrJ6Uxv2zV+K16uXFCtR4j/jFbt79y61mjf96ecNDw/H0dGRokWLcvPmzQKZMd+4cWOWL1/Opk2b2H3hDIHPX9CjRSvK/VIBVbWvq7AXL15EJpMxbOpkajew4nF8ypWxEtolCXrxkoWTp3Jo+4405xk0aBAvXrzg/fv3nDp1iq5duwIo5NAABlfOed3b3KTQcM0Dtm7dio5tK0o2ts7cY/qjxCeICVovAhFiYsG4AoIg/LTg9dzi+fPnoPn1D1vuPZUkxbQaVxZ1b7/l3ib3dMsNKfk2+Rt/qY1i2dnnTyO5fKco3teupzHUChJqamo4OjoSFhbGrl27kFpbiCWHNVOGrMTFxYFeCbESVmq+RIKGGns3b8XR0ZFmzZrx9OlTgoKC6NGjB87OzopymGZmZgiCwKtXr+BViGgEl/wGBYNCCslFXr16xenTp3n+/DnuEaGQhdc0dVxrVsjVTCZYN2XHAVGHesrAIbT51YHyvfpQsmTJ7xt4PkEQBJ4/f0730SOAr/cnuWc6s9jW1HRx+xqC4D9lVor7Lfe0fvHbQmJiIn3GbKBipfq4ubkpkpEKIg4ODowbN463N33oYGvLHyuWMWP4KCzq11O0iY+PR1tbm2Z2bcUN71Iarps3b2b27NmsXSuWHG7ZsqVYjRPYv38/+vr64lwOVKpUCZlMxtWrVzl14jBVbawpa1bwkmjzPi37/4x79+5x/Phxitf/CVnoKsrQxR4qloeHT+DcZZQ01ZFY10XSpytKfR1zfwy5wJEjR3IltlKpr2OG9yQ8JoF1Z8I4ePBggTZa5SxZsgQ/Pz8OHTokPieqReD1OxAEJDa1kNjUErNR37xLe7C8LLGGKt7e3gBcuHCBoCAxlnrnzp2oqKhQp474jNvZ2bF06VLRy/sxXFQieBEsnsfaAkktMyTWNRTnTe6VLaSQ3GLBggXY2dkpMuZzkx6DB7L34nnue99m1qixGJUvT5uODly/fp2oqKgMtWPzM/7+/gQHB2Ne0yLH+5bLHqbH3weu8PlLNBs2bCjQRiuI5bIPHjxI//79iYmJoVIVc2Sxsfhc8+LO+xDuvA+hfv363LhxA/9HvmmOf/XEH7+b3tjY2BAaGgqgMFqdnZ3p3Fl0usilE6tXr07RokVp1qwZoQGBLOnRj9d+T7nzPgSPu94cunYZn7C3inOnljzLLxQarj+Zz58/A/Dc82IKLdIfRWJsqvA4ptiurgbmJuBgCzVNxIStu4/g9EWEF4F8/vwZIbNs8nxIhw4dsDOuSuKl2ymWm40rm2Nc2RzLquJnvdtfrHf765v6TH7v5PfSSScRJ51EKvdYwUwPJUaMnUy9evUy6aXgoKamxh9//MH8+fNFQ7SqMcTGwatQhbrAokWLUAn9xIdj51MeHB0L4VFgXJZz586JkmsA6qqiNzwJqVRKXFwcdnZ29OrVi169eokxsVExogH7OQK8fcEvEG4+EmNsI6IzHXdoaCienp45eSsK+T/l8+fPHDp0iLdv32KpZ6j4pCa97fJtXu9ep/AMZtSPkpISplWrsNfzLJdf+PPPXW+q161DgwYNWLp0KV5eXiQmJhaoudjY2BhDQ0OCrt7IMPTBLzr8m7ytABM6dmBCUiXD1EgiHyGJfMSeU4Es23SedX/tQ0VF5bvHnp+wsbGhZs2abNmyhckXz6Hv+BvzJkzi9rXrgFhee+zYsexb7UpNHX0u+/srvPnXjxzHupMDxYoVw9jYmBkrlgHQf8wopk+frjhHmzZtiIiIIC4ujhMnTmBkZMSVA0eIjYpG7e0HVsx0oUfz1gzv0p1+7Trwz/6DfHz/PtNxX758mTdv3uTSXcmcQsP1J2NhkfR2ei99iaXcQKKkhKREMTEmtIQWVE2SK3oWQAntkigpKVGqqjn2rsvodTz/x8AOHz6c4OBgVq5c+VPON81lNba2tqKR9x/CwcEBVVVVCH4nJmdVqyhWvQr7BIglIitXrkz16tXFWNYnAfDhs2hwqhWFeFE2B79AscOYWMqWFSXK1qxZQ/ny5dHQ0KBEiRIYGBjQpk2bryePiRVjayuVhdqVoYYJxMXDo+dw1x+JaXkkDdJ6YQ8dOkSzZs2oW7dugfqSLyT/0b17dwCePMlcfignMTAyQlNLC61ixeg+6HeqVq1KYGAgw4cPR1lFBeUiRajm+BvdD/7908b0vcgVBoYMGZLihTW3eBf2kbFTFnPu3DnFas5/hblz5zJr1iziPn5C06Ia3Qb2Z0yvPgp1gZYtW+Lu7o6JiQkX5y/jzvbdhAYE8fj6TcpVNuXo0aMkJCQwZ+x40WEgk6Gqqkp0dDT16tWjQ4cOaGpqoqGhweDBgxUa6QDLZ8zE69Jljnhd4cTtGzj278eZY8dxqG/N3HET2XbSPYUXVk7jxo0xMDDgxIkTP/1+STKa/CUSiX2zZs3+Pn/+fMFPQctHnDhxgmHDhhGkrykmw2SiNfpTEAS6T5jE01PnuLf7ADaTx3Jm6qy8GUs2CAgIoGHDhri5uWE3fxrwVYtVXjFLnomavAb3hCBR01Yexyr3yC49ckzRRh4b6zPQhOB3kTj+cYaAoLc/ZUnxZxMQEECdOnU4fPgwjaeNEvVdDUuBdjGEyz5ER0fj7e2Nh4cH6urqrFmzhpCQEAYMGICbmxtWVlbcuHFD0d+JEydo164dGzduZPDgwYwcORJNTU0WLFjAzJkzefDgAQcPHkRLS4sOHTqwYcMGNG0bfR2QIMD7z2JhiogoqFwBiotVZOTe9fbt2+Pu7s7y5csZO3Zsjt2L9+/fU7Zs2ajo6GiNHOs0B9DT07u0efNmG7kcXCE5g4ODAxJNdWauWpFu3H92Y1pTI/eKeT0UV9Yy8ibKSYiP55z3bW6s+4u4qCieXvVCUzPrCkp5zdq1a3F1dWXz6X9QU1dPt9JVaj3XzPbJlV7k9w3g3oD2zFqwjjdv37F917E0ffwXWLRoEe7u7pw4cYLAwEBsbW3x8/NTVOV6+/YtR44cITw8nAcPHrB9+3YA3r17x+fPn9OEsMXGxiKVSqlYsSImJiaiAwJYuXIljx8/pnJlMWHbyMiIhQsXUrlVMyQSieK5/xL2npf/nOOf/QcpU64sy7ZtRk1dXeFd9/Pzo3r16shkMsLDw3P0WV2wYAGzZs1aEhsbOym9/YUe15+Mp6en+Kavmk8kUSQSlKRSTO1a02jCSC4tWIakhBYS81/yemSZUr58ef7++28GDhwIibnneVu9/z7dWlT6TxqtIN7HHTt2iLFQoR/EQgRqYjKWxKYW6q2tadSoEfPmzcPZ2ZmbN28SFhbGunXrkEgkVK1aFRCXswAWLhRfCAYNGoQgCKxevZr58+cjCAKzZs3Czc0NPz8/RowYQVhYmCih9TbZkpREIpaTrVpRDEHwfQHx8Vyav5p58+aho6ODu7u7YjJv0qQJ8fHxP/GOFfJf4cKFCwwYOybfJKtKlZVR0y6JzZRxaJUpTSUzM9p0dOD84wd5PbRMGTFiBLVq1WLzqjW5do6w959Yv2kv40c65do58prx48dTpUoV6taty82bNxXygnJPZ+nSpRkyZAgTJ05k69atPHnyhC9fvqCrq4u+vmhMqiVTI7h69SpSqZSAgADOnj3LihUrWLFiBYIgYGZmxpMnTzh37hxt2rRhxowZDHT4jRfJyqMX09Vh4Pix7P/XE63ixVn+xyxiY2LYtWsXHTp0wMzMDJlMRrFixVizZg3Lli37afeqUFXgJ1O1alVGjhzJ3gF6qEglHGz2G8B367jmBCnOXaWC6PF6GZxn4/lWmjVrhp6eHptmLMDW1vZrUo+iClZStqRqA8Uxuw4uStGH3NOangJB6RpN+Pf+Mf49PDjHx56fsLW15cKFCzRu3JiPsnh0gz4QKokH47Igi+Pq1atYWloilUrTFFuwsrLi+fPn7N69mxEjRjBkyJBMz1WyZElcXFxYtWoVgiBw9+5dmjdvzp3zVzDqkcojVbKYqBd7/QFOTk68fPlSsevUqVPo6+szbtw4Jk2axJw5c9DQyFeO0kLyOebm5hxdPoW5kzrztlznNPtTx6mmjmVNvS0jLKuKKifyuUb+e3JskpVHVpIqsX/XLp76+uI6fxFHd++hucvcb7iivGPs2LF06tQJt6XLU8gsfUsVLMU9TGq766BY1VC+Culz5CQ7Dh7GwqoBgqlNDo88/6CsrMz69etxcXFhwIABqKmpUa1mTUZMn0rTtracP38eExMTypUrh0QiSVFhsmjRorRp04ZGjRrRuHFjVq1aRe3amUtcmZiYYGZmRr9+/Xj8+DGzZ89my/zFzN7ilmZcjYb0Y93wcRw3rUJsskTCTp06sWPHDvr06cO+ffuoX78+Nja5/39U6HH9ydjb29OkSRMWHQvJnzF6Ksqgrw0JiQQGBub1aLLE0dGRv/76tgSs76GGeTk27ryQa/3nF6pUqcLevXtJTEwUY1E/R8DVe3DLFwcHB8qVK8ft27fTeDcHDRqEp6cnZcqU4eDBg7Rq1SrLc6mqqiomtxo1alClShVu3ryZspEggCwOjEoD8DIxGkyMwLgs4eHhNGrUCBMTExo2bIirqyuampqsWLGCT58+5cwNKeQ/z9y5czl+5jYnzvpQOuhAXg8nDZXMzbHv1pVb/17N66FkSc2aNSlatKiYrJkLmFarwjXPi7z0f5or/ecnZs6cSZs2bYiKiqJZu7aM79OfOqUMaNGiBTVr1sTJyYl371KqvaioqHDy5EmmT59O48aNOXjwIMWKZS45KF9p+P3331FWVsbR0ZGrV9M+a58+fKBEKV2sHNoRGxXFqL9c+XX8KM6dO8f+/ftRVVVl8eLFgBj32qlTJw4dOpSr9k2hx/Uno6ury9GjR6lRowZCozksLSdWK9qZx+Oq1E4s+/fU/ai4XCtVKhASLf3792fhwoUpDCq59+JysmUPOT06iR5uefxUZlqvE4J0eadXAS9p6Zwccr6lRYsWeHl5sWTJEsqU1CE2NpYyZcrQvn17du3apUiI2LdvH4IgsG3bNvr27Yufnx/Fixfn7NmzuLm5IZPJuHLlCr6+vjg7O6OsnHKakYcTALi5ufHvv/9StGhRPJyTPOc1TMREsIQE7O3acbxkgFi9y0isjJM8lury5ct8+PCBKVOmMG7cOMaNG8eCBQsYNWqUIpygkELSo1WrVuw7cIy+ffvSZeC1Jb4xAAAgAElEQVQyzGTifPFEKf0Szsm9h9/iaU3uRQVRzzX1sXIvrLyt/F95m6CEWEI/5/+XMRUVFfr27cvx48fpO2Nqmv3pxbbK6W0kxlrKY13XTZkMfJ2/TdW0qFSjNgnx8VhXLHiao9/D8ePHcXV1Ze/evejr6xMREUHLli2pVq0a8+bN4++//6ZMmTJ4enqyefNmgoKC6Natm8IBoKKiwvTp07l16xanTp2iYcOG6VbPTG5cWlpaEhkZyZbZ83F2diZYKrB0+kyO7tyFklTK0MGD0dLRRqqsTJvf+9A8WdGC8uXLExcXh7u7O+7u7nTq1InatWvj4uJC+/btc/z+FBqueYB8ScDJyYnL+8ehopLPtOhiZRAXr6h8lN+Jjo4mMjIyV/ouoqFO9MePudJ3fqR+/frs378fgISEBDw9Pbl69Sq//vorz549w93dHW9vb4Uu4IMHD1J45mvXrs3MmTMVv0+cODGN4ZqcMmXK0LlzZ6pVq4aTkxOtW7eG56+htA6ULcXr169Bp7hYXlYqJfF1aIrjJRIJOjo6uLm5MX/+fJo3b87UqVMV5SALKSQzmjRpQsOGDVm9ejUThrTN6+Gkwe+mN0ZVKuf1ML6Zj7k0VyYmJqKtrc2bN28oVapUrpwjP6GsrMzo0aMZPXo0ICaOHj9+HF9fX4YPH86pU6cIDg5mzJgxeHh4AHD06FHF96CtrS2WlpYKQ3b27NlZln3v3r07RYsWJTw8nMaNG1OlXl3c9x/g+C0v3rx6hfPvg7Ed1I+V/YYy+i9XSFVtS1lZGQcHBxwcHKhRowbLly/H3t4+xxO3oNBwzTMaN27ML7/8wrZbSrTv2hnY9M3HJtccTV0lKj0t129RLFB4HhMTRW+XYakCIe6soaGBmpoa0dFf9T/T87TKkXta5XFm6Xlc5d7nXQcPISTI4OQFQkND/y8mzORIpVJatGhBixYtUmyXyWS0b9+eiIgI2rYVv+yfPHmCv7+/4u3a3d0dW1tblJQyj0ayt7dHni3ftWtXrly5Qu3atRk0aBCamprcuXOH1q1bo1quHEFBQTg6OrJv3750+ypRogQPHjxASUmJa9eu/ejlF/J/gnx5dciQIWKc9Dfojn5LjGtG8Z3pzU+p+xsycAB8iYBHL8Ai7ZyeHylVqhS3b99OsS21p/VbNF3lXmi5CoPmsH4ACPo61Oz6G8KTZzkx3AKFjo4Offv2TbM9MDCQd+/eMXv2bI4dO0bHjh3ZvXs3dnZ23Lx5k27dujF//nx++SXrZGs3NzG2VRAE3N3defz4MYN79aZ1NQuoZsGjnj355/g/CImJrOw3lJ7V6qaQ1UqOrq4uL168ACAoKAhz87Rx3T9CYYxrHjJjxgw2LlmuKMf2reSqdNazV1BERaxhXwDQ0NCgW7durF+/Plf6lxQvBno66FvXKazolESRIkVo1KgRtra2+Pr6snv3boyNjalUqRIuLi68evUKOzu7FEZrQkIC/fv3p97gfvQ8todex/cqPnLMzc0ZOHok4xfORautDRKbWtSsWZPz588zdOhQ9PX1iYmJyXBcKioqREdHM3bsWDw8PApEjHYheU/lypVp1qwZf/755085nzxkIFNkceD7EszKi5rJBQBHR0fOnz9PaG6J0lerDP4v6HFkV4HQG/8ZGBkZUadOHY4cOcKZM2cYN24cqqqq9OnTh82bN7Nr1640Ruvjx4+xbt6MA/96Kqq2Ja/eJpFIMDMzY+LEiYRrFFVoty5cuJAZM2YwcuRIgEyLD3Tr1k1RyUuul5yTFOq45jGtWrXi119/ZcWXr0ugmcVdpiby1BUALFaLwdHyt9TkuqQZ9dtTkX2f5F38HA4e5/ny7h1aWjlfUjW3mDRpEqqqqhj26Jhi+9CF4nK23CudGcmrmMnby7cJHmehmAaU1klRqQvEJSxnZ2eGDh0qljQtJA0ymYz169crlr2Kly+HVml9vrwOpuW8PzjoJKo2PHjwQNQaLFoE6om1yVPf728lIiIi28tThTqu/7/4+fnRsGFDfH19eSVJyJE+5d7G9DRMs/I8rpw1G41EcHV1zZGx/AxkMhmGhoZcPbuVsgai40PQEP+OJZFiwZ2M4oeTI/c6p/ZYx8XFYWloRPfDu5BIJOywT1me29fXlwMHDhSGCGWCv78/kydP5vDhw0gkEho3bkx0dDR16tRh6dKliryA0aNHs3r1aibOm0OPwQMzrIyWFTKZDEEQKFo0ey9fhTqu+ZylS5cya9Ys4sMjcrTfrMSuUyPExYHnFahhXqCM1vv377NlyxZ69+6deyeRKkFCYrq7vL29WbhwIXPmzMm98xdwzO3aMHvtamr06MKvm12p0783RTTU+fIqmNjwr1/g27dvh1IlIT5erKL1AxQE4fZC8g+mpqb07NmTCRMm5PVQuHzmLEd378Fh6MC8Hkq2cHZ2pkGDBhiWyZ2QKhUVFSRSZRJk6a9QLl68mD/++AMvL6909/+/8+7dO2rVqoW2tjZz/lzDqft36NmzJ69fv+bSpUsKozUxMZHt27fTtX9ffH7wXhYpUiTbRuu3UBjjmsdYWFjQqFEjGpTQp5i9GEtoOXAoAEuvegJfdVaTe0jl2zTaNEzR35Bv8Nb6HDkp/uA+UrHtlXEl7pW8TVvndF9w8i0LFixg2rRpmJiYcD5JP1CepTokKaTiaTZCK5Lf4xQe6nQ0yiMiIqhfvz6DBw/m7Nmz3zH6/x6CIDBhwgQuXryIvb099evXJ+iaF7ZL53F813bubfbHuG0HXj95SnGrujxJ9sLm5eWFQft2BG/egXaJUrw/mTPSOomJiVnG2hZSiIuLCyVKlGDw7D9Q09BI4SFN7TFM7U1NjtxjuDQpllWhFJCsjdybKO8nef8HtmxjyKQJlCpTJqcuLdf58OEDGzdu5NmzZ3x5JS7jFzPtp9gv97ymjh+Wf8clJ3Uohfx+Xvb3R0hMREma9m95+fLlbN26lU6dOnHp0iUsLS2//2L+IwQEBDBo0CDCwsLYuHEjU6dOxdbWltWrVyvaaIVH8fr1a06fPq3Y5ufnR4kSJejQvCW9evUi2u85NMiZ0MGcmosLZ/N8wIgRI1ixYgXPfO5m2i7HixS0+1rpRKqsQtFiWkgK0Bd8YmIiJ06dJMbCNIXoda6QkHL5MCYmht69e2Nra8v48eN59uwZsbGxuTuGfE5iYiJKpsYsX7ECb2WBP7dsxs7ODotejhQra6BoF+X/lLj3H9Bt1ybF8QEBAUi1tNCqU5MPp84jsW2GUl/H1KfJNm3atMHW1vaH+ynkv03x4sXp3r0704eNJPzLlzwbh0rRIpTU0cmz838Pnp6e1K9fP1cl6BITEpAoKSGLTCnT6O3tzdKlS9mzZw+6uropCpX8v/Ly5Utq16tL4Js3tOzyG1YNGnDmzBk2bNiQot28efMYMWIEFSpUUGwLDAykdOnS1KlTBzU1NTp16kRkZOQPy2NGREQglUq5devWD/UDhR7XfEHz5s3ZsGEDgwYNokePHlQfNRx1TQ3Fm3pyjdfUxqvcQ5i62khm1B4/SvGz8Cwpw/XLHXj+mp2LF6aJHcqveHt7o1GyBNoGomdCHtNquUx8o0yhTZvs9+Tb1ruJxQuGDBwApNRe3AlikkTYJx7dvYe5uTlfvnyh4aB+PDtzgTaNm7Br1y569eoFiDFYubEsUhBYdOkUbmMnQ9h76NaR9X9MJzo8nLcvAihdsQJqmpqK5/jN4/tQVJlnC5dz6vpVeh3fS9gTf8KiIymtq4N+ZwfCg9/8cLiAHJlMhre3d5bt8mVBkEJ+Klu2bGHMmDH0bNICV1dXmjdvjkQiSeMxTC9uVY6pUUr5quQqAnJVk/1Jq2pykntyDUpooxkbn6n2aX7Dw8NDUXykuGGStzPJiwzJPK5JyK8t+XwrXyn7O/AxkDbGVXLnATbW1hzoJYZQXLt2jVFzXbh73pPtW7bSvn17unXrlmGm+/8DgiCw6eghBv3ambGz/sBpxDAAGrduxZdPnwkiPoXX275/XyYPHES0ipRVc+YhkUjYuXMnLVq0wMjICG9vb5o1a5YjZZHljp3z589n+X+UWRIuFBqu+QZ7e3vu37/P+PHj6dygEbNnz6Z3jx4AWMqX9oFaHUXPUXLJJvgqrJ98W0ZGbLrb4+LFqlkFiKdPn2JQqaLid/k9kE+Kii+HpH/NEoMUbWsk/SufHOX3U27AkpgIIR8oHy+ln/N0hZzHxo0bCbp2g8bTxnNfJqP+hlW8CXxBsXq1/2/jKl+8eMGUJuJzOX67Gyb1RH0/NS0tfqlRTdFO/pLl9dAXoYNA6y8xODZpQc3hv+PncQa7AX1o0flXAIYsWwUvniPIfjz2e+rUqbRr146EhIQMJd4+fvxYmNRRCEWLFmXdunWcP3+eYcOGUbZsWVavXq3wSMnnFrlxRTqSV/I26clhpS5KIDeA5UvmE6yb8vLtG2oX08QvOpyaBaSIxtOnT3FwEOfQ1AlZyX82k29Ikt22vCEmFZu1naQwdC31RCO+i9s6AOLef6DNl1jOHT2qqMyVkJBAnz59KN+wPvPOnuCzjjZ/+ohVnw4cyH9V0H4W4+e4sGKmC0pKSkwfORpVVVUATCtXS/Oy5RcdTv3GjTh09TKjOjnS7vYd5s6di7u7O7cv70YS+QiPLxG8Cwtj46NbqGlqMrhy5mVkM0NHRwcrK6ssNdd9fHxYtmxZpm0KlqXyH0dXV5dt27bh7e1Nu3btCAwMZPLkyZiqaX2T/t0PER0rymAVIEqUKEHkp88533F8Ajx4CirK7DzuQcOGX+OIDx8+TJ0BvdE1rcSzh74IiYlE+T+j/LgROT+OAsLatWsxs6pHrVbNFUZralJrV0okEgZNGEdFM1OmjxpLsXKGNO6WrF68hirEZk8mLiNsbW1JSMg8U1yeUS6f6Av5/6Z58+bcv3+fxYsX07p1a/bs2ZNu7Xevd68z1Gv9Hpb8j737DmsieeMA/l16C0WKDaxYwF6xdwU9G6hnPbunZznPdtafBRsqnnr2eljO3uXUU1HsInbBgiAqKIoikJACIXl/f4Tk6AQIhDKf58mjbGZ33w1hMpmdeef2NbwPewvbcsUjHaGShYUFvn//rvHjCl+H4svRk7CbPgPPnz+Hra0tAEVKJ6lUin6/T1P1Br66dx/1OrRF5cqVNR5HcSCRSPDXho0Y/PNYTBk5Wu26zMW+Cvz9/fHbb7+hS5cuWL16NWxtrAAAphbmsLCzQdyXr/itabt8x5hTfu2HDx+qemMNDAyyLMcarkVQkyZNcOfOHXTu3Bk9e/ZE8+bNVd37yl4r5Tf3CeMyTsbKU55XfgIOb9mBgQOLxzABAGjRogUSIqNQ6zMfHTp0yLLcf5Ml/ktcrUx1pXxONRErMQm1BXJ0HTUWGzZsyHCLxMLCAhcOHQIuX8C2nbvx8k4ATlarijnDh2rwyoqPc+fOYf/Bg9h5+gQqO1bPslzqBOupl7XktWiEu29DwHFc2uTrMrniLoC8cG7fT5gwAaGhoaok3Ayjr6+PefPmwcbGBpMnT8aTJ0/UGuen6mlMuf3vYltR1Xv49FfF5FdlR4TyPa/8m4j/+g2nY75hUMcuxWIBGKX+/fvDy8sLQ4YMQVJSEoCMwwOAtL2wAFCzv4/iP+m2A8BPvDLY6Psvbl6+glatWqV5ztzcPM3v4qdKtXHp7nKM8xiQzyspnuRyOQYPHowunTph17oNau2TeiiKsbExtm/fjm3btimGxqRs/8kUmCNOhItO4fT8V6xYEb/88gvi4+Oz7TnPdiaOXC7P/8AGJk+qVasGNzc3tVcAytfELbkcEEnSDNAuDqysrDBv3jzs2qX+qmPZksuBZ2/g1KMrnH8Zkem4npo1awKi/8bf3D19Di369szXLZTi4knMFzyJ+YJLQU8xbuZ01GnbCkNGDIfXzm3ZNlpzkun4qQq2gDQZ5URyDDy6N1cJx8ViMby8vLJNkJ3er7/+WqSHCsjlmadjYwoWx3EYNWoU3rx5g4SE/4at/FSpYJZhjXwVgjLlyxWrRisADB06FHp6erhz545Gjnf94iVsWLIUly5dQsOGDTM8X6FCBSQkJCAhNg6AIquBn58fPDw8MpQtaZSLBQiFQly8eBFDhw5F3bp1ERMTgx07dmS6j7p3bDOri3fs2IGRI0di69atuZ6gFRAQgD179qg9f6BcuXLYsmULnJ0zfulJLbse15CgoCA9ItLIwFwm9+rUqYPg4GAAGScBKG+9Rm0cq9p2xijtZK7sJm6lmZT0OQYwNlT07BYz/fv3x7x58xAf/9+QgfR/pMrFGDJbZED1AbRzNxJi4zC/Sy+0HzIg0/d8VFQU9uzZg/8d2ImKNWtggucy4OIV3DfJ+pZGSfH422ec2v83dnj/gdiYGLi690G7gf1Qs3lTNK6e9Yd4+rRB2d1WVT6nTNe2+qYfzk2Yhrd+/gjc/pfasQoEAsydOxcrVqxAREQELCzUW0Pl2bNnMDY2fq/2iQqJSCR69vTp09Z9+vQpPik/ShADAwNUq1YNoaGhii+u6aSvmwmKD93UJZ+N6ZnyXFp9JIqOCWXqqKbrhsF7sadmAi9EHMdh0KBB2Lt3L8zrKEayZja5LP6jIimYcgJX+h5YMnVGTQC+4e/Rs3sP1KpVK/0hAADr1q2DSSV7PP72FVzMN/jfP4oarVvAV/AF46G5oRtFUUxMDGbNmoUTJ06gWrVqGDx4MMaOHYtmzZplmWoqs99FdhMMU/vhhx9gY2ODTp06YfDgwbnKHOHv7485c+bg/fv3WLJkidr7BQQEJCQlJb3M6vnsKsIQiUQifvXqldonYzTL3t4eHz9mvRY2AMyMsFH7eFz1TNa8lsuBmHjA2rJYfkGxs7ODu7s7+k2dpPY+Wa2kZWZlicp1neD/d+a9e56envDw8EDFmikTLD58BMragjMq2ZkEZs2ahca25XH0Lx+s3bsH/iEv4LnpTzTs0hEm5gU381lHVxe1+/TAoz37cftdmGrpwZzY2dlh8eLFEAgEaNdO/XFZ//77b7JQKDyV13gLikgk8j19+rRmVyhhckVZFxdUuid+yF94/fo1QkND0bNnzwI5R0EbO3Yszpw5gzcvsmxvqG3gwIHYt28fkpMzZhaRSCRYuHAhGo8epvrMuu97AS69uuf7vEVZcnIyOI5DpUqVYGdnh5cvX+Lhw4f4/fff4eLiUqC5ql1cXGBhYQEvL680y8PmZOLEibCwsICnpyfOnFFvRVCZTIZr167pAbiUVZkse1yJiCwsLM6fP39+mJOTU/Fr0ZQQ6d+MynQqqXsPkTKbvm1Ke0rZ07qjs2KJyNTDCJSN1wnzFsDLpT26mpZFgrMpzp8/XyDxF4ZFixahRYsWuOJzAAAyNHCOpVvQQfm6AMDPfucAADtbKG51H7QsA2voZdoz+PnzZwwePBgDlZkHXoTh0JYdGDRokCYvp8jx9vaGnr4+DvpdQmBMFJ6J4gBRnOp55Tg9pdSvXVa3qNRJ9dO2Rg1UcZPjwQ4frJ43H0s2qjd2CwAWLlwIjuPw4sULqHvX6Pjx4+KkpKR/1D5J4bkRHBxsGBcXB0tLS23HUmpl9R5K/x5P/d7mhyjuFHx+dl2xQZk7O2Xxl09ywme7Ubhy5QqOHfPC6tWrYWpapFYcVpuNjQ1+/vlnBF25hgFtO2TauFGlykqRVQ9sRQtF33R4wCaUtbWAScP/OiYEAgEMDQ0RlpyMt8EvIY2LR0TIG6wbMxH6+sVrgnFuKBe5OXbsGHr06IEQsQChicI8p03LaT/l70I5VnncuHFYtWoVRo0aBQeHnJfuBQAej4egoCCMGDFC7eFOgYGB0NHRiSaiLHvtsm2i8/n8Y0eOHCng6exMVuRyeZaVZVa9hjkhQQLo7gPg/FVERESgX79+2LdvX7H+QOTxeKoJAflFROCZm2f6XOPGjREYGKj4ITkZ4AvRo0cPjZy3qPL394eDgwPuRoQX6upTynRDDk61MG3xQgji+SAi1PBajBpei3Pcn+M4LFy4EIcPH1ar0fr+/XtERUVxSLvAUZFARCJTU9OAixcv5lyYKRC5GTKn7njCy/cjMHr5NUz/ZShsbGywbNkyTJkyJecdizAzMzONLMQiSFCkTCpjmTHFoI2NDczMzCCNiQUACINewNSpVolutAKKJbHnz5+vtc+cJUuWoHr16njxQtGgVbfn1d7eHn5+fnB3d1frPGfOnJFJpdJj2ZXJKauA37Nnzwyio6NhZ1cw6w8zWSOiDI2F1ImrlXlJ6+/2BfDfzFTlknnK3kRlD2zsuw+4unA5fv91KsaOHav2t6aiztLSEomJiUhISMg0l6qyRzB1Tyug+Eap7Gk16TYM+PAZSBBhz5atcLTOmI6mXLlyuHXrFkJ9jmPZsmWQVm8A8ywauSXFjRs34O7uDmeeIj1K+ryV6XtbU2/LajxrbnsIqvZxxeat29D91yng1a+Tq33VdezYMTIwMDgnFouzz5ulJXFxcfsOHDjQZNCgQcWzO66Yy2ypyuzGayt7q9L3MCJCMVN67V0hzl79jmUrtqJv374lptFVoUIFVcMmM8reO2VPdHrJyck4cOQfrFn/Fwb37w6HZr9mKMNxHMqVK4dfGzSDg4MDRu/YhxM+PhqJvyjz9/fHjBkzVD8X9AIVmWWF2LBhA37++Wc8efIEpqamGh86Q0TYv3+/WCwWZ9twzbYLhYhExsbGl0pzQl9tk0qlab7V5OfNen/LTjQY+iOWLFlSYhqtAKCrq4vatWvj6dPsl8zNSvDLUODJa8DCDGjiBEdHx0zLDRw4EGXKlIGjoyOMjIzg5aXhJXiLoEWLFqVZ21obDIyMYNm2JYTB+R87l5W//vorgc/nqz8DrJAR0akrV67oCQTsBpi2iMXifC97CQDBryOx7/gtnNg6CgMGDCgxjVYAqFevHh4/fpzn/f+3dBNWr9uDHRsX4eCxrIevrVmzBosWLcKoUaMwa9YstG3bNs/nLA4ePnyIqKgo+Pv7azWOjh07wsHB4b87jxr29OlTxMfHiwDcz65cjnlc4+Litm3atKnjxIkTi8/6cyWEubk5MvugSr3KCgC41HHK9Hngv/Gtjj/0QUzYO/D6F98hAdlp0aIFAgMD0bp1a1VP9L4YxfcyZc9I+tyJfSSKu8LfIt7DyMgIMUHZ5781NzfHoUOH8PfffxfqbXNtUaYwUTbkM7sFmr7XKafe1tSymtUaIhakyfsKKFbP0bNQ9G6/mbNY3UtQS1BQEN69e5cM4JpGD6xBRPTdysrq5uHDh7uMGzdO2+GUOlnVxVlJ31tlXvO/1aQ+3P2OVi2aonq9LhqNsSho0KABwsPDFevSixXDfTLructqrOv7KCGGDBuJVp2zz4vdoUMHhIUp8nIXx0nFuXXo0CEAQNn6zggRC9TqwFL2aitf68x+D7n1QhCLt+/fQ2ptWSAru+3YsSMxOTl5D+WQP0udT99LHz58SFRnrW9Gs3g8XprcgepKv6ygkr5NGUhj4zJ9rrhr164djh49ioTPuR+i+PBZOAYMUD9xdWlotAKKD4Q2bdrkuPxeQUk9DEHyIRLG1asWyHm2bNmSKJfLtxFRxinMRUhcXNwff/zxB+ty1QIejwc+n6+RY1WvVgnh77PPFlNc6enpoWXLljh2LNs7vVl6/fo1unbtqlZZjuNKRaMVAMaMGYPKlSujbiartxWmTx8ioKOjk6+83VkRiUTYt28fSSSSbTmVzbHHlYhkhoaG69esWTP/8OHDxpoJkVHH8+fPUbv2fzkysxr0rxy7qVo/G/9lH1AKPXkMluJE3Ju7qAAi1b5+/fph69at2Lr/BiZNUsxAddHJ/PVS9uZZyF0Q8z0Oxy9uwpx5iwss1U1xZmtriz7TJwHlbVT5VZUyyyaQvqc1q56B1O/lrN7Xyvy7oedOA5EfIX7yAAh9AWiwxzUuLg579+4liUSyVWMHLTiXIiMjhbdv3+alXoaYKXhBQUEYOjRtL2BmS3Fn9X5Pna/03v2nqFSlJoxtm2o+0CJg9erVcHV1RceOD7KcG6Ps/VO+LlNGTcNnvhxvP8jQunXrEjV8QhPs7OwQERGBRIkE9axs1dpHmRs4p9T/6bMHKGVWL196GABDKwsEfP2o8UV39u7dS3p6eneIKMdc2mp1HSUlJW05c+YMIiIi8h8dozYrKyvExMSoXT7b1VzeRWHixImoWLFkJmfW09PDmjVrsGnTphzXpVdKTExCj34T0bZl41z1uJYmjo6OQJJUu0FEfAZMjAAzE9DNvI+fy8y2bdvkenp654moyFduRCSTSCTLPD09hdqOpbSxsrLC9+/f87y/slHwPTYeK7x3Ys2aNZoKrchp0qQJ3N3d8ddf6g8ZjxbIEfhBhpZVdFmjNRNWVlYw5fEQHxurtRjEQiGOrFiDnpN+1vixZTIZli1bJoqPj1+sTvkce1wBgIhizczMdixdunTCjh07Sna29SLE0dERHz58UP2c/tt86rGsyh7Wm26Kb2PeqQtKk4Hv8Zg+fXoBRVo0NGvWDPb29jh//jxqdemQ4fn04y9nbziBSlVqYsPWA6XmllNuhYWF4Yj3nxh0/gQaz/gVW+fMztX+qb+1p37/pl9RS0n5O1L1tp48BkR9AxppfonNhIQEeHl5JfL5/GJzGyI5OfmvW7duLXvy5EmmS2EyBcPR0RFfvmS9AEaGcdrHR/73XH8fAMBrHQccOHoerbu5ZrkiVEkxdepUdO3aFbNnZ19fvL6wGgliKd4lGOPoib/Ru3fvQoqwePn+/Tt0OQ5d6zSAWCzW6LHVHfu6f+t2NG3WHON+HIyGmWTdyY9Dhw5BKBSGArilTnm1B+sJhcLlBw4ckL1/X+RWRCyxypcvj8jIyAxv1PRpnbIllwMh74Fy1rC2ttZwhEXPwoULsXz58hzLHd61G+eOHMWuXbtYozUb6ha9R+cAACAASURBVIzti4/+ivCnz7F9zVqM6N4TrvUawb1FGxzd4wNxPmZhk1wOhEYA5W0AQ32N97Zu2LBBBuAKEQVp9MAFiIhEUqnU8/fff2e9roXI3t4er1+/Vru8srGa2sunz7B7/QYMnzxRg5EVTXXr1kXLli1z7HUViqWYsvYmWtYrxxqt2VBODswuq0VSUhLCwsLg6+uLiRMnolGjRqhcuTJGjBiR62wE6TsUQl++xKEduzDh95l5CT9bycnJmD17tjA+Pn5aTpOylNTqcQUAIvpqamr658yZM389duwYGwxYCMqWLQtnZ2ccv3ENLu0U6T6UvaxZTcC6u28uAKDhtUgAgPk3GSKkhI/h6g85KO5SL5ObfhxmcpIU8+bPx6tLV3Hnxk2UK1eusMMrNmQyGW7fvo290RHg7NIuLexiWxFXzvni2B4fBD96DEdHR3Tq1Al/rPRCzZo18eTJE8ydOxd/enuj765NSPgSDTuhGE1cu6iGtKSvHBv1dQOgWN2NRGLg7gPAyARJYREav3349etXeHl5JSUkJMzS6IELgVQq3Xrnzp25169fN23fvr22wykVevfujb59+2L16tVptmd250C5zfeoIr/203WKTC5XXkuxaecBDGzfqTBC1jq5XI6oqKgsnw8LC8PUnRFo2eVHbNq0qRAjK35u3rwJJyenTDtZBAIBvL29VZkHateujZ49e2LGjBkoU6YMfHx88MMPP2D9+vUYN24cfH19Ubt27UzTPqbP9LL/wys8u3YDfy9egc1//ok+Lq00fm3btm0joVD4jIjUzuqidsMVAEQi0fLz58+PDwgIMHFxccl5BybfzMzMUNk4Y1L9zCTyBXj0ToTGVRTfK2RywpuvctQtX3rGDdnY2OD79+8gIkjEYgScPY+Il6+gZ2iIiBevEfHyFarUq4Pbt2+jfPny2g63yCIieHh4wMbGBqG21orUWO8icHr9ZhiZmuC2JBkXjp/EzOWeuHH5CgwN044gcnBwQNOmTVGhQgW8vXYDd9dtgZ6+Ppq45pwCiCSJwOXrgH0FiAMfF8h7d968eYkA9hGR+t1oRQQRSXR0dH6dMGHCruDgYNPSkuVCm8zMzCCVZj3WO/1ErTt37iBOLIelseJ385kvR2IyStVYeplMppqjER4ejuPHjyM6Ohp6enq4desWwsPDsWDBAkybNo3d9cpGUFAQfvzxR/zxxx8AFEuPHz16FF++fIGNjQ0uX74MHo+Hc+fOoVGjRhn2nz9/PjiOw7lz5/DgwQMcOHAAhw8fztBwzWwy1uNLV3F42SqM9l6eYXKiJsTFxWH+/PkSPp8/ITf75arhSkQJenp608eMGbPp6dOnprq6urmLksm12NhYWFpaqr4Bpe9p/cVrFQCAwkKAOAEQlDIOq3oVIEkK1w51UZqWilT+MY7s7Iq3b9+iZcuW6NihAwQCAZp3tIfHxs1o0KCBlqMs+pKSknD+/HmMGjUKwxo0wNq1a2FtbY0W5SshNjYWFjZlcPP69TRZL9KzslKstnV33RYAwORJk+B9+iy8cRYz+ypuC04YNybtTlWqAxeuAvYVgMb1YGRklOdruHLlCvr164fIyEjweP+NQXz8+DEOHjyYJBKJ5uf54FpGREc+ffo0Z+fOnfXHjx/PPvULWGxsLCwsLNJkB1DmHv3s0D9N2RCxAGMnTMD7sETUq1cPrVu3RuCFCzhw+A8YGBgUatza1L17d0yaNAm3bt3Cly9f4OHhgapVqyI2NhbDhg3D2LFj0/xdMpkLCQnB9+/fIZPJMHv2bOzatQuDBw9GlSpV8O3bN7i7u+OXX37J9r1lbW0NPz8/1c85pRwLEQtw4Pw5HPRcicnb/8SKfvlrtPbu3RvVq1fHunXr0myfO3duIhEdI6JnuTlerhquACCTyfZGRET8um3btoaTJk1iFWYBex/+GkZ8PwD1sy3HVa+paLzWqAS8+QBYKpK1nzhxohCiLDosLCwgFApx+PBhuLq6ltgsCgXN0NAQHz9+xPz583H79m1s374dnTp1Qm6+rBoZGeHs2bOqsWvrj/4NxynZjO+Ty4ErNwELHtC4Hmjv0Xxdw/Pnz8Hn87F69WosXbo05RRyjBw5UpiUlDSdiIrt+BkiIo7jhs+aNeueh4eHsa2teilymLyJiIiAQUIoLq78EW5zc35fHrhyEQtGjkVoaCjKlSuHGSuXwcPDoxAiLTomTpyIdu3aqXoM2Z2BvPHw8MDZs2dx8OBBVKhQASEhIble+XL48OE4d+4c/vnnHwCKns7shsk9DXyAHb/9jlGrl6FyugWO8sLX1xdEhBkzZsDe3h4A8OjRI+zbty9RJBLletY4p+ZY2LQ7cVxdMzOz+y9fvjRWBsFoXnJyMvT19RF+bx3s6mVMQaHM25qm14oICAoDzIyBqhU1PqGFYXKLiLB69WrMWbEUqJ9xbPa2nbsBAIeWrgL/6zc8uHhZIx9yBw4cwE8//YRq1aqpVtnZuHGjfMGCBc/4fH4TIpLn+yRaZmZm9qebm9vY48ePsxzbBWjt2rU4t3sxprrZwnVZ2rl8WeUhfh0UjDE9+2DfpfOoVrOmxmdiM0xuxcbGonXHDhgyfhx6/phx2EpNYx6+fv2Kli1bYufOnfjhhx80cl4HBwdERkbixo0baNu2LaRSKerVqycMCwubIpVKc73Udp4+HYgoSCaT/TFixAhRXhq+jHquXr0KADA00FMt35YjjgNMjQGOfbtligaO4xS3/A0NFF+siIDo74AkEUiS4tKefdg7bzEeX/LD1aMnNNYzExwcDAB4+/YtGjVwwl9//YW5c+dK+Hz+oJLQaAUAoVA4599//409e/astkMp0S5evAipLHefdVUcq0PfwCDD+G+G0RYrKytIxGKUS7kT+e1LNI777AMR4UnAfSxYsADu7u7o27evxhqtYrEYkZGKyeKDerZHRQsdLFmyJDkqKupRcnKyT16OmaceVwDgOM6Ax+MFrVmzxpGNsSoYYrEY9vb2mPr3bpStUinLdeHPXvZD5L1AAEA1kRR37tzB/fv3Ubly5UKPmWEy8+bNG/Tq1QsJCQkoV64cHj58iHLlykEqlaJv375o0KABPDw8NDK0QyqVwsfHBwvmz8HB3aswbspihL//iNq1a4vfvXu3RCwWr9LAJRUZHMe1tbS0/PfVq1fGZcuyXr2CsHfvXuzZuhJHtk1RrUiUmrLX9dSBg+DHxiI2Jgb3LvuhadOmOHDgQGGHyzBZ2rBhAxYsWICGDRvi1i1F2tSOHTviw4cP+Omnn+Dk5AQPDw/o6eV6JGkGHz58gFvzqtDX5eBoq4OTT6WwtraGSCRKEIvFdYjoQ85HySjPDVcA4DiutomJyaMHDx4YOznlfxwEk9HkyZMRoStHj1/GZtlw/dtnP26uWo86/ftg5g990b9/f5iZqZeJgGEK07Nnz/Dq1Ss4Ozvjzz//xIwZMzSejH358uVYsGABjh/4A1N/94KtTRk0btpKdvz48UA+n9+6pPS2pmZqarqqefPmk/38/EzYWELNS0pKgqWlJe77LoRNGV6Gxquy4dqtbkPIZMkYMv5n9OvcFe3bt2cz5pkiJykpCWfPnkXNmjVx8+ZNCAQCTJs2TaN3B4gIBgYGcLCQw7msLq6+kaKatQ7idMuLPn/+PDY5OflQXo+drxqOiF4lJyf/1rNnT1FCQkJ+DsVkQU9PDxF8Pm6+eYOaxrw0j8EVHPHxwjX0qK6Y2f1g/2GMHDmSNVqZIksoFOLZs2cICwtD9erVYWBgkG1SbXUlJydj4sSJqFu3LoRCRW7+X3/3xuQp0+D9xyYcPnw4gc/n9yuJjVYAEIlECx4+fBi2cuXKZG3HUhIpU7LZVmkBi4r/pYLkhC8UmQYiohB48iwa1a+Pn4YMxcaly9GhQwfWaGWKJH19fbx//x6BgYHQ09ODra2t2kul5yQsLAxVyvMwuqcTylkZIjxGjmeCcgh4+Ay1W7uL+Xz+ufw0WgEoWsX5eQDgeDzeQQ8PD5FcLidGs7Zv307u7u406Pg+Gnr2MAmFQtXj9evXBIAMDA1p8M9jSSaTaTtchslWmzZtqGPHjtSgQQMCQIGBgSQUCvN1zMjISHJ1dSUAaR6XLl2iDx8+kIWFhQhAJ8pnXVfUHwDsTUxM4i5fvpyv15PJXJMmTejoPm8SRQemqYeFQiHNmjWLAJCdnR2dPXtW26EyTLaCg4PJzMyMunfvTgDIysoq3/UwEdGpU6fIxtIoTT3cuXNn+vr1K61fv17G4/FCABhTPuu6fN9TIiISCARjLl++/N7Ly0szTXZGxdnZGadOncLh/sOVH04q9vb2cHXvi6TERFStUYOlG2GKtO/fvyM4OBiTJ0/Gx48fMXv2bDg7O8PEJG8L8cnlcvhsW4amTRri+/fvKFu2LEaPHo1Tp05BKBSiVatWcHV1FSUlJS0loqsavpwih4giRSJR3379+olDQ0O1HU6JU7VqVfw4fCbWb96fJp8rAAwbNgwAEB0djSZNmmgjPIZRm5+fH7p3744qVarA1tZWlSYrr65u6oMfOzti1PCBqGBjCmsLQyz7uTnu37+Py5cv4+nTp5g3b16CQCBwIyJxzkfMQX5bvsoHFN/2v58+fTrfrXbmP7GxsapvLmtuX8nwTX/VqlXUpk0b+vTpk7ZDZZhs3bt3T/VeHjVqVJ6P8+XLF9q8eTPVqF6JTEyMyMbakipWsKMLFy6oyshkMurdu7eIx+MdRcpY/tLyMDQ0nFi5cmVhbGxsnl9jJqM9e/YQAOratWuGelgoFFKtWrVo7dq1xO48MkXdyJEjVXVxYGBgno4hl8spMDCQJk6cSMaGumRnZUwAqH///vT582dVuZCQEOLxeCIAHUhDdZzGuuhI8W3fbejQoaKHDx9q6rClnqWlJZxaKcZU8b99U+VuBRQ9Tg8ePECtWrXY8qVMkdekSRP4+fkhOjoae/bsyfX+AoEACxYsgJOTE65eOgULCx7MeWbo27MzLv7rBzc3N1XZuXPnJl27di1EIBD8RESlKmefRCLZEhMTc6Bnz56ipKQkbYdTYrRqpVinPT4+PsNz0dHRqpX62LhWpqhbtmwZ/P39IZfL0bRp01zv//jxY3Tt2hUDBw7Eh6f/wFBfF/Z2phjf1xlHjx6FMrvJt2/f0KlTJ1HKgi/+mopfo/eWiei+WCz+qVu3buL3799r8tClWrlqVdBjwhi4t2qfJrPA+vXrcffuXXZriikW9PT00KlTJ+RllacnT56gVq1aeP/+PU6fPg2BWAdm5rYICn6FnT7HUbduXVXZHTt2yDdv3vxNIBB0IaJETV5DcZGQkDDx+fPnd8eMGSMpZe32AuPo6AgTExPs27cvzXYiQpcuXdCsWTPY2dlpKTqGUV/FihXznPHC09MTrq6u6NevH1auXInAUAkWL1uNBy+jse1UsOqYEokErq6uwtjY2O0SiWSbJuPX+KBImUx2UiQS/a9Dhw6imJhiu6JikRL56g0+hb5FbLrXMzY2FjVq1ECLFi00MjObYYqq06dPIyoqCuHh4XB3d0erVq1w+fJlWFtbpyl37tw5TJs2TSAUCjsQ0Tcthat1RCTj8/l9zpw5E75gwQKptuMpCd68eQOxWIybN29meO779+9wd3fP83hthikOiAiLFi3C169fsWHDBnh5eeHo0aOYOnVqmkawTCZD//79xW/evPETCoUzNR1HvvK4ZsfMzGy9o6PjuNu3b5uYmpoWyDlKi3PnzqFPnz6Y9fceDO7WHYBiabakpCSsXLkSW7duxZkzZ9CxY0ctR8owBSc8PBxPnz5F586dwePxMjx/+/ZtdOvWTSQSiToS0X0thFjkcBxnZ2Zm9mjlypXlJ0+ezGZv5oNIJMLw4cPx+vVrBAQEpHkuJCQE06dPx5cvXxAYGMgasEyJdvXqVRgaGqJVq1YZem2JCOPGjUs8evToI4FA0LEg7noVWEUmFAqnv3379pybm5tIIpEU1GlKhUaNGsGsjBWqNqyXZruBgQG6desGAwMDmJubayk6Rl23b9/Gxo0bERUVpe1QiqWqVauib9++mTZaHz58CDc3N7FEIunHGq3/IaLohISEdrNnz47bu3cvGzOQDyYmJnB2ds50KcyaNWuiRo0aYCuXFX3JycnYtGkTzpw5A7m8RKZ1LnCdOnVC69atM220zpo1K+nIkSPhKRkECmSoVoE1XIlILhAIhj19+tSvV69ebJJAPlSoUAE21tbAi7AMz509exZjxoxh41yLOJlMhjZt2uDXX3/F3r17tR1OifL8+XN06tRJLBKJhspksovajqeoIaK3IpGozcSJE/lHjhzRdjjFWpcuXXD8+PEMydolEglOnjyJvXv3st7WIu7EiROYMmUK+vbti69fv2o7nBJl4cKFydu3b49MSEhoQ0T8gjpPgd46IqJkgUDQLyAg4EaPHj1EYnH+03eVRjo6OvD830J4L1iI+NhYAIolBt+9e4dt27bB3d090/1EIhFevnypsRUxmLzT0dHB7t27ceDAAUyfPl3b4ZQYjx49Qps2bcRCoXC0TCY7pe14iioieikSidqNHj06fv/+/aznNY/atm2LcuXKYdWqVWm2e3l5oVatWvhqlHF9d7lcjtjYWISFZex4YAqfi4sLNm/ejDt37rAecg0hIsyZM0e6fv36jwkJCa2IqGAnOGkqr1Z2DwD6PB7vVKtWrYQCgSBPOcNKO7lcTn379qUVK1bQ42+f6fG3z3T7XRiZW1rSgrVrMpT/559/VHnaevfurYWIGaZg3blzh3g8nkhHR8edikD+1OLwAOBsYmLyffv27SzZaB59+vSJDAwMKCoqSpXDdfWencSzsKDzTx5kKN+wYUNVXcxW1WJKGplMRlOmTElMWRXLlgqhHiuUwfpEJBUIBP2fP39+skWLFsLo6OjCOG2JwnEcPD094efnh14Nm+JZYCD8//0X/Lg4LJsxC2cD7+FJzBc8ifkCADAyMoKhoSHatGmjWtWFYUoKX19fdOnSRSQUCvuxnlb1EdELkUjkMn369K+enp7JVECTc0uy8uXLw9vbG05OThg2bBgEAgEO79oNQXw8fuk/EEKhME2WFwcHB1StWhUDBw5Eo0aNtBg5w2hWUlISBg8eLPHx8XktEAhciKhQxl4UWFaBTE/GcZypqekKCwuLX69fv27i6OhYaOcuKa5cuYKuXbuqfjYz52HAqJG4dfkK/rduLeo1aYyG1uz2B1Ny7dq1i6ZOncoXiUSuRBSQ8x5MehzHlefxeDcGDRrksGXLFkM9vYy3uJnsubi44P79/+YBjho1Cvfu3UPHjh0xZ84cWFtbs/GuTIklEAjQs2dP0ZMnT+7y+fzeRFRoOTkLNT0KEVFCQsLcmJiYmU2aNBHfunWrME9fInTp0gUxMTHo3LkzAMDAwBCNWrig34ifMNy1BxrZlMO///6r5SgZRvPkcjl+//136W+//fZZJBI1Z43WvCOiKIFA0PTw4cMP3dzcRAKBQNshFTsBAQG4du2a6mdzc3OsXbsWr1+/RqVKlVCtWjU2v4ApkT58+IDGjRuLHj9+fIzP57sVZqMVKOQe19R0dXW7GRkZndi6davp8OHD2Rp5efDhwwfs3LkTV69excOHD5GYmAhnZ2ccP34cTk5O2g6PYTRGKBRiyJAh4mvXrr0SCATdqBQvLqBJHMfpm5mZ7Spfvny/K1eumFaqVEnbIRU7RIRLly7h6NGjuHDhAqKjoyGTyTBkyBD8/fff2g6PYTTq/v376N69u0gkEi2WSCTepIVGpNYargDAcVwdU1PTy+PGjbP29vY20NXV1VosxV1CQgIMDQ2hr6+v7VAYRqPevXsHV1dXUVRUlK9AIBhOpXQZ14LCcRxnZGQ0w9DQ0PPs2bPG7dq103ZIxRYRIT4+HpaWltoOhWE0bu/evTRx4kSRRCIZIpPJzmorDq02XAGA47gy5ubmvg0bNmxw8uRJk/RLODIMU3pdvXoVHh4e4sTExP9JJJI/tPHtvrTQ1dXtamRkdGLVqlWmkyZN0snLOuYMw5Q8UqkU06dPT/Lx8fmWkJDQjYiCtRmP1huuAMBxnJ6pqelaU1PTcf/8849x06ZNtR0SwzBaRETw8vKSLVu2TCiRSPrJZLIr2o6pNOA4zpHH413s3r17xT179hix5boZpnSLiopCnz59RK9fvw7k8/keRPRd2zEViYarkr6+/gADA4O/1q5dazJ+/HiOfeNnmNInNjYWQ4cOFd+6deutQCDoTkQR2o6pNOE4zoTH4+0tW7ZsD19fX5NatWppOySGYbTg+vXr8PDwEEskkj9EItFCIioSa+QWqYYrAHAcV4vH4/3TpUuXCj4+Psbm5ubaDolhmEJy//599O7dWyQSifYLBIKpbDyrdnAcx+nr6483MDBYu337dpOhQ4dqOySGYQqJTCbDsmXLklevXi2USCQDZTJZkUpVVOQargDAcZwxj8fbyuPxBpw+fdqkWbNm2g6JYZgCJJfL4e3tLVuyZIlYIpGMkMlkJ7UdEwNwHNfAzMzMt2/fvjZbt241MjMz03ZIDMMUoI8fP2LgwIGi58+fv0zJz/pJ2zGlV6h5XNVFRGI+nz/yy5cvo9u3b5+wYsUKGcuHl39EhBs3bqBLly44duyYtsNhGACKMVTt27cXLVu2LEgkEtVjjdaig4ieJiQkOJ09e/a0k5OT6MGDB9oOqUQQi8VYsWIFfvjhB3z6VOTaBUwpdebMGTg7O4sfPXr0B5/Pb1EUG61AEe1xTY3juMrm5uYnnZycai9evNjE1tZW2yEVO3K5HCdOnMCqVatU22bOnIlBgwZpMSqGAV6+fIlJkyaJk5OT14lEokVElKztmJjM6enpDTI0NNw5efJk4wEDBuiyOQi59/nzZ6xatQo3b95UbTt37hzKly+vxaiY0o6IsHnz5sRjx47FC4VCDyK6re2YslPkG64AwHGcrrGx8XQTE5PRcrmcJSplmBKCiOLj4uImEdE9bcfC5IzjOAdra+uNcrm8rrZjYRhGc+Ry+e34+PgpRMTXdiw5KRYNV4ZhGIZhGIYpkmNcGYZhGIZhGCY91nBlGIZhGIZhigXWcGUYhmEYhmGKBdZwZRiGYRiGYYoF1nBlGIZhGIZhigXWcGUYhmEYhmGKBdZwZRiGYRiGYYoF1nBlGIZhGIZhigXWcGUYhmEYhmGKBdZwZRiGYRiGYYoF1nBlGIZhGIZhigXWcGUYhmEYhmGKBdZwZRiGYRiGYYoF1nBlGIZhGIZhigXWcGUYhmEYhmGKBdZwZRiGYRiGYYoF1nBlGIZhGIZhigXWcGUYhmEYhmGKBdZwZRiGYRiGYYoF1nBlco3juCEcxz3gOC6B47gojuMucBzXJtXzIzmOI47jfsxk33kcx4Wn7BvJcdyRTMpkuX8mZQ04jlvMcdwbjuOEHMe94zhuD8dxVVKe9+c4TsJxnEOqfbpwHPcuj5fPMAxTJLC6mCmNWMOVyRWO46YDWA9gBYCyACoB2AKgT6piIwB8T/k39b4jAPwEoAsRmQFoCsAvk9Nkun8WjgPoDWAIAAsADQA8BNA5VRkhgP+pcSyGYZhigdXFTGnFEZG2Y2CKCY7jLAB8BDCKiI5lUaYygHAAAwAcAVCRiL6kPLcJQDIR/ZbNObLcP5OyXQCcA1CTiCKyKOMP4BqAmQAaEVFoyn67iKhKjhfNMAxTxLC6mCnNWI8rkxstARgBOJVNmeEAHhDRCQAvAQxN9dw9AMM5jpvFcVxTjuN0c7l/el0A3M+qokzlI4CdABbnUI5hGKY4YHUxU2qxhiuTG9YAvhFRcjZlhgM4mPL/g0h1i4mIDgCYAsAVwHUA0RzHzVF3/yziiVIz9pUAenEcV0fN8gzDMEUVq4uZUos1XJnciAFgw3GcXmZPchzXGkBVAIdTNh0EUI/juIbKMkT0NxF1AWAJYAIAT47jXNXZP2USgfJRKSWe8uoETkRfAWwC4JmbC2YYhimCWF3MlFqs4crkxl0AEgB9s3h+BAAOwBOO4z4DCEjZPjx9QSKSpozNegagrjr7E5FZqscHAFcANOc4zl7N+NcA6AigiZrlGYZhiiJWFzOlFmu4MmojongACwFs5jiuL8dxJhzH6XMc153juNUAfgTwM4CGqR5TAAzlOE4vJbXKDxzH8TiO0+E4rjuAOgACOI4zymn/TOK5AuAygFMcxzVJOQeP47gJHMeNzqR8HIC1AH7X9GvDMAxTWFhdzJRmrOHK5AoR/QFgOoAFAL4CiAAwGUAcADGAfUT0WfkAsBuALgA3AHwA8wB8SCm/GsAvRHQLip6DnPbPTH8A56GY9RoPIAiK1C5Xsii/AYAs768AwzCM9rG6mCmtWDoshmEYhmEYplhgPa4MwzAMwzBMscAargzDMAzDMEyxwBquDMMwDMMwTLHAGq4MwzAMwzBMsZBp8uLShOO4psbGxkN1dXVNtB0LwxRViYmJoVKp9C8i+qbtWJiSh+M4I47jBpqamrbSdiwMU1TJ5XK5SCT6B8AFIiq1GRlKZVYBjuMMOI770dzcfK6BgUGVCRMmGNnY2BSJ3meBQIDt27cjIiICffr0QadOnbB8+XJER0cDAGrXrg0zMzO8e/cOLVq0gK+vLwBg6NChOH/+PGJjYwEAHTp0QNmyZVG+fHkQETZs2AAAMDc3h66uLmQyGfh8PgCgZ8+e6Nq1a4Fe14wZM5CcnIzJkyfD0dERHMfl+hg7duxAcHAwKlSogIYNGyIyMhLPnj0DAOjr60NXVxeJiYlYvHgxLC0tNX0JefLu3Tu8fPkSAQEBEIvFkEgkmZabOnUq7O3tYWBgUMgRqufevXviU6dOcQYGBmf4fP4aInqo7ZiY4o/juEomJia/EtHPzZs35/r27Wumo6P9qpiI8PLlS2zfvh0AsGjRIhgZGWHu3LmqMr169cKDBw9gnu6UUwAAIABJREFUZWWF8PBwiMVitGrVCkZGRvD394dcLgcADB34AziOg0PFcjjpexOvX7+Gjo4OLC0tIZPJIJPJkJCQAABYuHAhrK2tC+y6Pn36hFWrVsHOzg5Tp06FmZlZro8hEAiwYMECAECdOnVQo0YN3Lx5EzExMQAAY2NjSKVS1KpVCz///LNG48+rxMREvH79Gg8ePMDLly+hr68PoVAIADA0NERiYiIAoLJDeUwcNwhGFlW0GG3WEhMT8ddffwkiIiLEiYmJa6VS6S4i+q7tuAodEeXrAWAjgHO5KD8NihU6dPJ77jzEamlgYDDfxMQktmXLloLTp09TcnIyFbbk5GS6efMmLVq0iNq0aUMAyNDQkO7cuUMAVA9fX18iIvLw8CA9PT0yNzcnJyenNGUmTJhAjRs3pjJlyqi2RUZGUnR0NBkaGhIAqlu3Lo0bN47s7e3T7Hv16tVCuVZ/f38CQK9fv87XsSQSCXl7e6viX7lyJRkbG5Ourq5q26NHjzQUeUZyuZyeP39OZ86coS9fvuR6/+joaAoMDKR//vmHdu7cSfb29lSxYkXS19dXxb9v3z56+fIlBQcH06dPnwrgKvLu69evtHLlSpmNjY3Q0tLyIYCe2vg7Zo9M67Yc62EAixVVvupnYyjWlx+ghXgbW1hYnDYxMRFPmjQpMb91Q17FxMTQoUOHaOzYsVSpUiUCQLt376Zu3bqp/iadnZ3p27dvFBERoapPAVCHDh1UZUaPHk1ubm7k7Oys2tarVy8SiUR04MABAkC6urrUvn178vLySlMPAyCpVFrg1/rt2zfq0aMHlSlTJt/HCgkJoYEDBxIA+u2336hRo0bUq1evNNdUkEQiEV29epUuX76c68/w5ORkCg0NpWvXrtGFCxdoyJAhVK1aNeKZmZKJsREBoMYNneiq7y4KCgqiFy9ekFAoLKAryZt79+7RgAEDREZGRiIzM7PtAKpSEaiHCuuR38qnOoAkAE1zsY8xgM8ARhXaRQLlTU1NNxkZGYkGDhwoevLkSWbvhUJx9+7dDJUWAHJwcKDVq1eTnZ0dASCO4+jLly80ZMgQ1c8AqH79+pnuD4BMTU1Vx1JuGzNmjOrcN27cSFO+YcOG1LlzZxo8eDAdO3aM5HK5xq/30qVLqvPdv39fI8d88eIFDRgwgFq0aEHXrl0joVBId+7coZCQEI1eg0gkosOHD9OgQYOoRo0aaV678uXLq32cx98+0+Nvn+nApQs0ecE8atOlM7Xr1pXau7mqjufj40P6+vrUunVrKlOmDNWuXZssy5Qhm7JlqXs/Dzp191au49+6dSvVa9qE2ru5Ur8Rw8nb25t8fX0pNDSU3r59SyKRKNfHJCJKSkqigwcPUq1atQQ8Hi+C47gRAPSoCFRopfGhbj2cvuGasm0agFAA+oUQJwegs4WFxX1ra2vhmjVrZHFxcaQtTZo0yVCH6unpUbt27Wj27NmqbcuXL6fPnz9nWe8qH8o6WvnQ19enOnXqqH5+8eKF6txt27ZNU7Zjx47k5uZGM2fOpFevXhXI9daqVYsAUOvWrTXWYbNp0yZydXWlH374gWQyGUVERNCNGzcoPj5eI8dXCgsLo5UrV1Lbtm3J0tIyzWu3detWtY4hFApJKBTSt2/f6NChQzRixAhydXUld3d31e9p5tSR1Lm9CzVrUpdsbazIsVolqlG9EhkbG1O9evVo4cKFuf6SER8fT66urqpzTZs2jXbu3EnPnj2jp0+fUlRUFMlksry8LBQZGUkzZ85MMjU1FVtYWJwDUJ+KQJ1U0I98DRXgOG4jgBZE1CyX+60G8AMR1cnzydU7T3lTU9OFcrl85OjRo3XmzJljYG+v7lLKmhMQEID379/jvZAPDhyunb8AOzMefHx8st0vNjYWVlZWAAArKyvVMAB7e3tERkZizJgx2L17d6b7XrhwAa6urhluyb979w4PHjyAkZERDA0NQUT48OEDxo0bh/3792PYsGH5v+BUnj9/jvr162P69OlYu3atRo9dkIRCIczMzNCoUSOUKVMGfn5+KFOmDPr164eWLVuiS5cucHBwyPYYT2K+AAA+vn+Pnk1cUN7BHo1cXGBRxgrN2rRGfGws2rl2A8/cHPqZDBGoYWSG1bt2wPO36eg16Ed4bvozzfMNrcumOU9NYx4AwMREMVzby8srza3NrLx//x6VKlXKsVx6RISrV69i/vz5CcHBwQlCoXAuER0gouRcH4zJM3XrYY7jFgNYRERcqm1WUHQk/ERERwsoPg5AJwsLC28ej1dj+fLlpoMHD4a+vn5BnC5LiYmJuHx2F+L5Aujr6yMoNB4CgQDr16/Pdr+JEydi6NChaN26NQDAzMxMdWsfAFq1aoVPnz7h3bt3GfZt3rw5Tpw4gfSfO0QEf39/xMfHw9DQEPr6+khMTMT//vc/PH78GAKBIE+38bMik8kwfvx47N69G9HR0bC1tdXYsQva0qVLsXDhQgwYMABPnz5FSEgImjdvDldXV7i4uKBr1645DrESf30AAFi/6zLmzZuH9u3bw8HBAc7OzihbtixsbW3RrFkz8Hg86IheZtxfLEGfoXNx69YtXLlyBS1btkzzvLLOFYlEGbaLxWLweDzIZDIYGxtDLBZnGmPPnj1x7tw5tV+X1AQCAbZt2yZfvnx5IoDr8fHxs4noWZ4OVhzktcULwBBALIBp6bbbAtgCxfJziSn/7gdgmKpMYyi+LbUqiNY4AAsTE5M1xsbGoilTpki0dctVKpXSnj17CAC5tG9HHbq7kaV1GdVtoxMnTlCzZs3IwMCABg8eTO7u7qSvr09z5syhR48eUe/evalixYoEgFq1akUGBgaqb5lVqlRR3fo3MDCgSpUqkYODA/F4PKpQoQJt3749V7Hu3buXXF1dNXbtAoEgTa9FYQxL0CQXFxcCQEePHqUKFSqQv79/puWEQiEFBgbSp0+fSC6XU0JCAhEphjXYlC1LFlZWqtdgttdyVe+ruo8e/fsphpIYKW5h1axbh+o2bkQtO3agyQvm0aVLl8jIxJgAkLu7O/3yyy904sQJ4vP5RKS4FXrixAnatGmT6pYlAKrs6EiL/1xH27Zty/O3/dT8/f3JxcVFYGZmFqmjo+OOlPHz7FGwj2zq4UYAbgKQAPgI4H8AliBdj2tK2bMALhVQfE0sLCzu29vbJxw4cEArQ7OIiD5+/EgD3LuRgYE+9e3Zidq1a6f6W+jduzft3LmTAFCtWrVo5MiR1LhxY7K0tKTr16/T9u3bqWHDhgSAeDwe1axZM02PX4MGDVTDfSpVqkTlypWjsmXLkoWFBbm4uFBwcLDacUqlUmrXrh2dPHlSY9ceEBCQ5ja+tn4HeSGTyQgA9e/fn3788UcaNGgQRUdHZ1r27du3FBQURAKBgKRSKUkkEiIiOn/+PAGgihXsVK/B57BrJIoOVPsR+uy8al8zMzPi8XhUv359at26NfXp04f27dtHPj4+BIDatWtH/fr1I09PT3r8+DERKYaZBQcH0+bNm+ngwYM0dkQ/1fF+GfMjrfP6nW7fvp3v10soFJK3t7fMwsJCZG5ufhpAFSoC9ZSmH/mpkNqnvPBNU22zAvAGQAwUt6A6AxgM4DAAXqpyOlCsZeyp0YsB9PT09KaamJjEDxkyRBQREaHu71vjdu7cSdWqVaM2bdrQfO/V1Gvgj2RoZEQcx5GJiUm2t5o6d+5MAMjNzY1atmypet7AwICqVKlCtra21LZtWxo2bBgBoMGDB9OSJUvSHMvKykrVmFLH5cuXCQBp4tbd9+/fVXG0adMmzS2y4iA2NpYAkLe3N9WvX5/27NmTaTmhUEhTp04lAwMDsra2pubNmxMAqlarJnn8NEz1GqzYtoX8XgXRw+hPuW64Pv72mR59jaJ/nz+h9Qf20YrtW2nvxX/oz4P7qdegH8mlveID2MjUlFbt2k5Lliyhpk2bkpOTE/3zOJDuf/pAC88doy1B9+lG2Gtq2qa1Kq4yNjZUw9mJmrdrS67ufWno+J9p5+kT9DA671/0Ll68SNWrV08wNzd/AqA5FYFKriQ/sqiHbVIasy8BDIRi7fnbKZ0IlMkxZqZ0MhhpMK7KPB7vlKWlpWjr1q3ywhjDmZnY2FgaOXIklbGyoF/GDqT1q2ZT/fr1SUdHh/T09FR/C6nHySvHsNra2qq2/f3332nqV1NTU3JyciIzMzP67bffVNvXrFmTZqgWoBj/qm49nJycTC1atKBhw4Zp5PoPHTqkimPTpk2UmJiokeMWlmnTphEAOnXqFJUtWzbLuQXCL/cVdW8lWzI1MaYmjRRjjYcN6kltWjZS/D5trOjZvRP0NfxGrhqtqR8x72/S8+fPycvLi/z8/OjixYu0ceNGxWd18wYEgKZOnUq7d++m8ePHk42NDf3222/E/3SXwp5foLDnFyj+4116dPPof0NK9PSoSqUK1LRxHXLr2oZ+GtyLPBdMojdP/yFRdGCeXjeBQEALFy6UmpiYiE1NTf8EYEFFoL7S1CPPQwU4jpsNYGVKZZeUss0TwPyUSvRxDvvfBCAmom55CiDj8bro6+sfl0qlFitWrMj2FikRwe9lEE5d90P0+w/4/PYdQh8+hoGxMVq1aoUhP4+DjZ0tjE1NVfsEfP2o+v/42o3THG/7q0dwsa0IoSABxqYmaGRTDsqZsa27dMKz+w8gSJnB37FjR+zbtw+mpqbQ19dHeHg4GjVqhFWrVmHmzJm4e/cu9PT0MHDgQPD5fMTFxcHY2BhJSUlYvXo1pk6dCgCIiYmBgYEB+Hw+LC0t8ebNG6xbtw69e/dGjRo10LlzZ3z9+hXdu3fH3Llz0bp1a2Q3W1c5pKB67Vo4cPkiWthXyd0vINVrW716dYSHhwMATpw4AQ8PjzwdKze2v3oEAKipY4SVq1YhWZqE0LC3qFuvHpxbt0D1Jg1V15/+95deaGgoatSogXr16iEoKAhEhHEzpmGH9x94EvNF9V5IiI2Dp5s79u/fj7p166J69eppjvO/dWuxdNoMuA8bioXrMw6TSP2eSs/FtmKO15zZ/i62FUFE+HPpcpzYux+WZawQEf4OOnq60NXTg1SSqCrrdf0iqsj1EBsTg9hvMfgUEYGLJ0/hW3Q0GrdsiTqNGiJJIgE/Ph7GJiaoVK0q2ru54rUs460uF9uKqnialikH3yNHsWLmbJmOjs5NiUTyIxF9zfGCmFzLoh5eDmAWAEci+pCyzRTAewDWlGqoQMpznQFcAdCaiO7kMx5DfX39DVKpdDygmMVevnz5LMvHf7yL0LcfEBgciy9fvuDOnTt4+uQhWjSrj84tHNC1ez9UcigPmNUBJ3yRYX9j26aq/yuHzNQwMoNAIIC5uTkCAgLQqVMnAECjRo0QEhKimk1++vRptG3bFnp6ehAKhTh37hymTp2KadOmwcfHByEhIdi6dSsWLFgAAwMDSCQSWFhYIDk5Gf7+/mjUqBEGDBgAHx8fCAQCGBkZQV9fH3v27EFkZCT69euHT58+oW/fvtDX18fSpUsxZMiQbIcY3b9/Hy4uLgAAb29v/PLLL6rb0Ll17969NLe08/pZn1sikQic8AWuXLuHC/4vIJFIIBAI0L59e3Tt2lV1/epc1/z587FixQq0b98e169fB4/Hw7///osGDRoAAPghf8GiogsOHPbFgqUb8fD8Imw/Foxlq3eojjGonxtsK9TAxo0bcffuXTSorsgCGv8xABYVXVT/V1JuS41MnTN9/+XkQ0QURk5YgIiPn/HxU3TKdRuBiCAWK+rirev/h7YtG+NbTCyiv33Ht5g4PHz8AifOXEbFCnZo07IxHCqWQ1w8HyKxBDbWVnBpWg/tWjeBrq5uhjgBqGKN+vINU2d54eKV20lyuXyOXC7fQETyXF9IEZOfhusGACOIyDLVtnsAQEQt1Nj/JICaRFQ3TwH8dxw7c3PzLfr6+t1btmxp0rFjRwwfPhw2NjYZyoaHh2PuimXwO+sLcVIiKjnXRtmqVWDrYA8jUxO8v3kPNy5dhrWdLcRCEaztbFHG1hbxEhGcWykaP86tW6K3RXncunULycnJ+OvyeXx8/BxvXrxEslSKJq1a4uGdu+jSuyeECUL8MKA/ZMnJWDRlappYoqKiYG5ujtciPjiOQ2xMDDrVUgz59fT0xMWLFyEUCiGRSHDkyBE0bNgQc+bMga+vL4KCgmBrawsrKytUrlwZdevWRVhYGMzNzeHp6YmyZctCIBBAKBRi586dOHr0KEaPHo358+dn+hrKZDLweDwky2SQJiVh1vKlWD1vQZ5+H8qKRunevXuqirigBAYGYsLCeQh7+ARSkRhNe7rBrkplRCVLEXM7AK/u3UfV+nXRc/J4VG/cEFObtMnxmPHx8bh06RKOHTsGX19fWFtb4927d9h6/AhOnDuLijUdYVvJHscWr0Tztm0xc5kngh49xniP/gCA2Uf2YlBn1wzHTd3YzKlxmr6s8uf/s3feYVFc79v/DJ2FBSKIKNi72EsUe+/YsPeu2GOJJpbElihK7C3G3rsR7IK9F0BQVFRsgNKkd3beP9ZZl2WXYon5/t7c15UrMnPmnDOzZ87c5zn38zyXg4KU5x8E8uzRRz3WuhnTs1xfycicy2fOcevyZf5+6g8VKkFqGn169UDQ06Nx+fJZykv9eRcayt2r13nk74+pTIbc0pLkpCSePHjA3WvXaTFsEFaFChIfFY2RqSkW1gUoaSpn+aLFRIWE0tq5I8YmJgQ9ekRk2DvCQ0OTMzMzZ2ZkZPyfmDT/TdAxD3ujdJZrrFF2CzBYC3GtCvihjC5w8DP60sLc3Hx7+fLlC9SrV8+kadOmdO/ePVu5zMxMTp48yYo/FnL1hh/29vbUrFmTQoUKUa+6PRe8T3PA4yYxcUkUtitIalomRQoVwMTUmEK21jRvUpc2zetTongRAl/r8fDhQ4Iiw7l77To+V68RFxdHUlIS1tbWREVF0aVLF7777jt69+7NwIEDeffunaovDRo04MyZM4CS2AmCwNatWxk7dixdu3bFzs4OX19frl+/zoEDBwgICGDu3Ln4+PhQo0YNAIoUKYKNjQ3Vq1fH3NycgIAA2rdvz7hx4xAEgbCwMF6/fs3GjRs5ceIEPj4+lChRQuszPHv2LK1bf7TlJCQkYKZmQMkrRFHMZqj42sQ1IyODdevWsWvXLp49fYyBgQHjJ/yATCbDxMQEV1dXAGbMmEHv3r0pWbIkFhYWOdYpiiIvXrxg06ZN3LhxAy8vLzZv3oyLiwtz5szBNPM5larWIyY2gZ/nruKvv/6ilZM9Y35YwL7Dp6lVoxKHj57MwgfinmxR/fv6dnd2n38DwPYzH9dsEgFUL6+N0MJH0mtpX5fHJ90ACPZVampLVq9N+XY/8iDwKdu2bKaKU3ecnZ1RhB7kfWwih93nUrmcHYIg0PanrBLzjIwMfP0fc/nqPcIjovjuO0tMTYwJj4jijNd1LCzMGT2sB7FxCaSmpWNr8x3GlmUICwtj4sSJNKpfkwrlSpKYlMw9v0BiYxPFuPjEoMTExB7i/7j+9XOI6wagiyiKhdSOBQF+oihmn62yX78LpUNB6dzK6rheWL98tmLS9MX07tOHxYvdMDc3z7KKS09PZ+bMmVy7do3IyEjehofTtX9fSnVohW3xrKteTRKRnJREeGgY4WFhPIyJ4PGNO/h5XUBIT+d9TAxlatXAwNAAh/LlaN2gEc8fP6FcZUeW/zKPR/7+DJk4nnchoVw8dZrvbGx480G43717d4yMjLh//z7Pg4NJSkzEtkhhjIyMefPiBS1atMDLy0vVj8qVK7N161Zq11ZaFhYvXszDhw/x8fGhSJEinDp1ir59+1KnTh1++OEHAHx9fSlbtixPkuM5tmcvv4yfRJ8+fdi9e7fWZ5mWlkb16tUJDFSSoD3eZ+ndrGWefoekpCTCw8N58eIF/v7+7N69mxs3btC+fXt+/vlnlUPD18CNNy/YsMQdj737aD16GI6NG+DkUJIgUbmSvRwUhCIzk7Trt0l4H8OjG7cJDXqKYGhI9aaNqNO+DZUa1CM9LZ3n2w+QVKIwJatW4ecWHVj34DZPbt3Fa9suEt7H0KiXC/f87hOw/wgA1Vo0JfJNCCGPg1T9WbFrO4F+91nvthQAjzs3cShRPEufNa2kX5q8QlYCq15/jS5tARBKl6Ovi9IK3qhs2Wxt5tSnBz6+HNi6jeCwUAoUtiMlMZH4qGgEQSDg0lUAzL+zYuz0aWSkZ/Di6TMe+PjwJOABlpaWr96/f99WFMXs3g//4ZOgYx4OBAJEUeyhUXYRMF0LcS0LPAEGiqK44xP6YNOpfdMIr4s32bZhIe1bNwKyWkMfP37M1KlTiYiIICgoiKL2BZk0pj/tu41UOSFJViJ1S5hoVol3794R+uwKqSlpBL8M4cqNexw66IGxiRFymSG16zqRZGhBh6bNMTQ0xNjYmOjoaCZNmgQoDQEHDx7k1atXKBQK4uLiMDY2pkuXLqSkpHDnzh3Cw8NRKBRUq1YNHx8fzMzMkMvlhIWFAWBkZMSSJUvw8vLi2LFjAJw5c4bhw4dTq1Yt7t27R0hICPPnzyciIoI//viD4cOHs3jxYkxMTEhPT6d27do8ffqUS5cu0ahRI63P8tKlSzRp0kT1d36Ia0REhOr5XrlyhXXr1mFqakq/fv2YP38+crk8z79pfnH38j5GjJmOmcyY6bPdqVzSEHMzGTLbWqoyz58/Z926dYiiyLFjxwgPD8ehZAladXJmdN/+lC9fnlu3bvH3gU00b1KXhk41MLauQXR0NIcPH+b333+nX79+lChsxOlz1/A8dRGAds2rcdvvJZFRMQCUKuHAOY+NlKrSDoDOHZqxe7+nqh+axBX4ouQV4PFJt2zkVb2cRbkhqjr/mjUNx3J2ANnIqy4oFAo2bj2E14WbWFqYY2ZmSnhENCmpabx585aAwKcAjBrag0oVShMeEU3g42dcvnaPqOhYvrOyXB4V/f4nURS1Bxb/l+NziOtvwFRRFI3Ujl0HEEXRSeeFH8ueBAqIophvc5wgCMVbNKn7IiomGYWo9Lj/66+/KFSoUJaXMywsjCJFijB8yg+06uRM6Qrl0dfXz7PVa+m1C0yt31T1d3paGsduXqVQqRJavcDVt6Clbau01FTq2n8kL+YWFiR8kA20HTkEw7hEPPbux87eHrmlJVER4URHKJMT2RYpzOH9B3B0dFRtXwG0b9+eDRs2MGLECOLj4/H09MTFxQVvb2/Kly9PUFAQN0JeYmhoSPzDJ7Rr1w6FQsHixYtxdXXFwCBrwjR/f3+atWxB8w7t6dKvL5WqV1N5rOuCKIqsXLmSuXPnYm5uTvHixalQoQLOzs60adMGY2PjHK//XERGRvJ9g/qUrViR6YsWsjnoAQC7Dx0GUBEz9WMAfbp1JTn6PUbPXnD7+GkiX7+h768/s37cFFWZVkMHcMvjJBY21sgLfMfDqzeo2qwx6ZZyjC0tSIqM5oclCxEEgciQUO6dPsfRZavp9fM0GvXshseqDZzcsIlCJYtz6rZyolIfcxLp1AZ1IqlOVLVBvZ6bD5Rc8OnxvwFYv/FjtAlpjNecMgHx2RPV8TIdOgNwYISr6vw995U6+6uN5Kqfr1u0KIHXblLMsSLfFbLN0raDqM/WrVtZuHBhBrA4JiZmriiK6Tpv7j/kCTrm4fxaXOsCN4D2oiiezE/7uzYtEqf8vJQmDWvjceIC65bPpnWL+hQu0yxLudWrVzN+/Hi8vb0pWrQo9pYxWbZnJagT1mz3+oHYnvq9JxYlK5OQnE7rIfOzlVMnzJI3OcA9v0AathoIgI2NDdHR0aokAYsWLWLZsmXExMRQunRpRFEkPDxcFVS/e/furF+/Hn9/f8aNG8eDBw8wMDBg2bJlODs7U6JECfbv30+tWrVUkqEyZcrQqlUrli5diiiKTJkyhT///JOSJUty5swZSpUqlS3qy/z589m0aRMjR45k6NCh2NnZ5fILQHh4OMOHD+fixYsUKlSIcuXKUbNmTXr16oWj41cN3APAvn37GDd2NNNGt2WASwMsyw/N03Xp6ekcu3mNU4eP4P23B5UrV6ZXr16MGDECAHMzGa1at8Hb25tWrVpx8KByM2DgwIFUKl0A/wdB9OzWhlbNncjMzOSyTzR7dqxjxx4P/L1+R2ZbnTqNexP9PpY/fulHs1Jp2FVtorM/b+9fVP174bKjAKzasgyLckOylf2jp9KCO2XLJUBJSKXrpTYsyg3hycHB2RvqsApQ8gtpTh1QrAIAp2dVzpG8Shbd3JBuU5nghAq0b98e/eRHWc49ffaKOQvXcPm6T2RU1PvOnysP+hb4HOI6ENgGFBVF8c2HY3OBWUBNURT9crn+EXBLFMWB+WhTmDp1qmLDhg1MmziQidN+w9LSEgBLS0sGDhzIpEmTuHPnDp4Xz7Nj7XoAhv0wkXEzP2peP5W4al6rCW11VbcuxPLbF7GKiANBQG4h58pZL+Q1HenWQFm3QqHA79ZtjIyMMDU3I+TlK4KfBDFwrKsqxBEoCaufnx89e/bk9OnTyGQyDh48SKVKlWjatCkKhYLQ0FCKlS+H+7bNvHz6jEv7D9GmTRuKFClC1apVgexbRs7OzoRERrDZ829Vn7VBFEWCg4O5ceMGGzduJC4ujn379lGmTJks5S5cuIDrMjesy5bBpVpN4mNjeRLwkDvXrrFy905sC9vlSoxzQlpaGi1btqRMzepMmP1R/rD02gV2HTwEMXG4dO+GiZVybEjEVXwbDqcvYG5XiMZdOuJQsTw3/j7Ofe+LmJiZkfJB+wZAg+9Z/9e6LO1qEk5dRG7HrHlcPfQ3FZzqMmnzWq0EVBd51azza5NXUBJYdfIKcM99Zb7Ia25l6ha0p5ypnNevXzNu3Dju37//Kjw8vKMoiv46K/wPuULHPCxpXEuLovj6w7GCYJsqAAAgAElEQVScNK69gT0fyj/PY7vFatd0fBkdHcvmtfPQ09ejcZvBABgYGLD3ghfpaWlEPnjEsSO7Oet9HVBa3ezMlWTwU4jrqd97AkorFqCyZGlCU+sn4XnwG15FGSOXy4mJieHmk0e07tqZWoWU70dUVBR+fn7Y2NhQqFAh5s2bx9SpUylZsqSqjuDgYCpXrky7du0wNjbG29ubPn368Mcff3D//n369HKhbOni3PF5wKrVa+natSv79u3jwYMHKvL666+/4u7uzuTJk1X1JicnI5PJOHr0qCqToS4daEpKCgEBARw/fpwNGzYwePBgfvnllywGg/T0dFavXs2zZ89oX9eU+4GvMDUx4mpAKsZ6SWxY+QuCIGQh+vnFzZs3cXZ2xnP/Cqo4liU25KaK6MXHx/P06VOqVKmSzVjSqVMnvLy86NatG2Xq1KRSYQcGDx5M4cKFVVZuAFNTY549C1Z95yVo05uq/+axITeJT0imXKNpAGz+YwQ1rJUW2X8beQXlnKlOXkG39TWv5FW9D9qe11EPbybNcBNB+Cs8InKiKIra43T9C/E5xLUEEAy4iKJ4+MMxK+A2YAUsAPxRerh2BkaLohivVi4aGCmK4l95bM/ewcHhzZs3SpP+0qVL6dmzp0pX9P79e1q0aMHRo0dp0rYNlapXY90iN0qVL0fvhXMo5lgxS33aiIOmtSs35ESAdTnO5AcSaU1LS8ticZ0+fTqdOnWiSpUqbNmyhZs3bxIbG8vx48dZsWIFw4YNQxAEevbsya1btxBFkVatWuHt7c22bdto0yar9rJnz56UKFGCX3/9Fcg+WcbGxjJp0iQ8PT0xMjKiRo0a9OvXj27dumWzrCYkJKis3jKbApQtVZqCdoUoUaYM3sdPYGNry/rDB6hhk7slQRvWPbzDlumzeRsZxU+b1qKnp8fSo8qtu6cB/nDqPKSmQUIihXp1o2W/nipCp0hLI+LvE8Tf88OsciUSA5QvsyAIWDu3JSP6PTEOdqAnIBgaUrqCcszUdayoqqPuh3HUqGxZraQRIDHwMX0L2jNr1iytqWf7e+xT/Xuncy9A6VymOSY1F01AFqmANF7VCaO6hECz71O7dFIeUyPD0rODj5ZX9XPSMWmC3eW2SPnMSpdTXaeprVXH0qPHsjwzgP5Fy7Nt2zZmzpqlABbGvH8/V/z/OO/250DHPGyDMrrLW5RJB1JREtligIMW4roMpb41T0Gu9fT0xgqCsFqyVp729yXg3j2mDBqKffFipKWmYWFlydvXb+jZrRWxsQkcPnaOUUN7sGTBZBLffcwWLBEC6cOak6VV/Zz6h1iTpGqrQzr/+KRbNuKivv2r61oJjx49okuXLrx+/ZrKlSszduxYOnToQFpaGkuXLiU2Npab1y+TkJDExVNbKFaxJWFhYZQpUwZHR0cKFixIREQEtra2HDlyJAshCwkJoWLFily7do1SpUppJa2XL19m6tSp+Pv7U7p0aZo2bcqwYcOoXr16trJubm5Mn658N+0KWuJUqwxJKen06D+B4cOHs3vzYrp0bP7JxNXf35/mrVoxy30JI1t//L6KZpU4f/48ffv2xcrKijdv3nAhKBC5paXqm3bnzh06dOiApaUliSnJxEQps5b279+fIkWKULt2bWrUqIGdeRT6+vr5co4yLVibt75rSE5JY912LyrU7saQIUOyWbff+q7J8rdd9bGqY+oEtlz3rdnayKkvOY1hCerkU11SoO2Y5weZg1/Ix/DY267G5NofqQ27qk1UkgingcqdRWnMR0bF8MOMxVy94Rf79l1EC/F/JJX35yYguAk8FEVxiNoxW5Sk1RmwBt4B3ihJauqHMv2ATYC9KIpRubWjr6/f3cTEZHOTJk3MJk+erOfu7s6pU6ewtbWlZ8+eDBkyhDJlyuDh4UH//v2zBIgevdqd+GIfCaM2MqAJbeRAG+mUPuYS8qsXzAkZGRl4eXjy6L4/Zw4dITo6mu+bNOLS6bMAuLq64uTkxMCBHw3WRYsW5ebNm1hYWPDq1SsSEhLo06cP1apVo0qVKkyaNEkrkVqzZg23b9/WmRBhzJgxREVF4e7ujr29fbYJQBPS+QULFjBq1Chev36Np6cnu3btomrVquzduzfHCAe6EBcXR4s+PYl5945aMyZjYGyURQZgm5xO+N/HEUuXQO/Fa+x6u9CsS0cgK7F8vfpPUkM+rurN7Wyxm+iaa/vPHgVmIbOa9aojaMavOuspuyjrOamsFBkBtJNRdRmEJmnV1Q/1vqtDug/IbqGtW9BeZXnNiZRKZUH7Qi0nSUQFYxNmt+kCgJV1gaCYqOhWoii+zLGx/6AVOubhmsAKoA7K8ITrAQNgjhbi+gQ4Jori1FzaMZfL5etMTExchg0bZtqsWTPatGlDoULK3ZMVK1ZQrVo11Va1n1/WTbfY2NgsljdJ46fNmqVOQvNCWLSRWl1EF7JrEnM6F/Yukj37T/Dw0TOOHr+AIAg4OTlx7tw5AB4+fMjgwYO5deuWqo4ff/yRRYsWERISgr6+Pjt37mTOnDlMmDCB2rVr0717d63zaLVq1Vi/fn22APegfH6lS5dm3bp1tG/fPlft6/nz51URFR48eICdnR2XL1/Gw8ODv//+m40bN9KlS5cc69CF69ev06tXLwZNmoDLoAGUV7xWnUtPz6BV14mUKFGCR48eYWVlxb59+3hr+PF+y5nK8fHxoVWb1iQnfgzav2Dtan4YpHs8aIO2MaJuzberPlbnteoJA6SFgrq8RKpLGgsDW9cHlFpYTYKqbTGVV6i/C4MaKL/R1eyV70rBpVcAqHtrkYrQSprcvs0+rjW17UJo7mq8vX8x28LtR7fT7NjjgZGhoSgzk7nFxMTOEv/lSWQ+l7gORjk5FhZFMSmX4urXnQQiRVEckEs5M7lc/qdcLu9y+PBhmbp3urOzM56eypVIcHAwFwID2LV+A88CHxP84YOpSVohd+Kq6fySV+L6pUirQqHg4qkzHNmxk/dRUfTq2o3Zs2cDYGxqipiZSVpaGjY2Nuy9dB7/u3cp+50N1tbWODk5YWlpyeXLl6latSqVKlXC3t6ehg0bMmfOHJ1tHjp0iN9//50bN25k+bCEhIQwffp0rl27xrVr1/KktwJ49eoVtWrVwsHBgeDgYAoVKkSHDh3o1KkTTZo0yZX4aiIyMpJ169axcs0aKjSuT48ZU7gVonxxdx86jJiZCXf80A95i2BgQIbMBBrWpUz16loJZkZCIgm+/jhYF6Bi144IgoCgp5dn8qfNEqsNkoVT0j5rElZd5SVos6r+G8mrVF6TvCoUCmIjIvGPjdH6m5czNObyvoN479iLIAgKUaGYlJmZuSrXxv5DFnzqPPzh2rrANaCiKIpPcihX29zc/Gjnzp2t165dayJ5g0t+BADVq1fn2rVrrF69mhMnTnDr1i2SkpKoXbs2R48eVWUBhLyTVvW/dUEXgdBFXPNKWiOjYjhw9AxuyzbToU1jDGW2bNiwAVCSHIn0rFu3jurVq/PmzRusrKxITk6mU6dOrF69muDgYNzd3fn5559ZuXIlL168wNraWue9tGnThs6dOzNmzJgsx48fP86UKVNo27Ztrpm+1PHnn38yefJkihQpQmhoKPXq1aNjx464uLjkmvlPG27cuMHSpUu5dOkSq1atwtnZmSfJ8Sri6v8giOHjfsHQWI6/vz/u7u4MHToUQRB4khyvqkeyvB65egnPAwdp392FClUqY2hklEUeJyEvFk5tvzF8/J01tc85kcucxsvA1vVVTlxfi7wCDGpg9cXIa1JyKmnpmVhZyLLJGTIzFVx7mMaKtTu5cfs+piYm4QmJSfVEUQzO1w38g/hc4qqPUg6wWRTFpXm8pjpKR4DKoig+zaFcDXNz82OdOnWyWb9+vYmmR2RCQgInTpzA19cXj9OniI6MZPD4cVjbFkSvYilMzM0RBOGTLZ7SR1ibBEAXUairJkfQplXMDQ99/VgweRqCnkAfl+788MMPmJmZkZmZycKFC/nll18A0NfXp02bNly4qByAlhYWGBkZsWbNGnbt2sXx48eJ++AANmTIEJYvX55j2BFRFGnWrBkjRoygX79+quNTpkzh9evXbNq06at6pOaE+Ph4qlWrRrNmzWgzqD/HYpWx8KRn/+xRIGLwK3j4hKjHQXz//fckN2uArHTJLPXU1ZCKwEcSqE7gdEHb9RLUx4HmtjjknbhqXi9t42vWqW7JzA951SSu6tDUvQL4HD2V7Zi0WNNcAEqa5ZCQEH7dt4MCRQoT8eo1W6bPxrF7Z1JrfdzKlAh6ZkYGl/cdZv9vS1AoFOjp6WFubr43Li5uuCiKifyHPOFT5mG1a48A70VR1OpRIwiCnqmp6Y/6+vpz/vrrL9NevXplK/Ps2TM8PDx48uQJBw4c4Pvvv6d///7YmidSt04VVaxJdYIhbWNqalQf6xXVSlwkSHpBbV7auUkFpLY1+6KJ6FfX2bjrPCu3nKFlQ0f6Df+Zzp2VjozPnz+nTZs2PH36lPr163Pt2jWqV6/O06dPMTdXxo/t1KkTzs7OLFq0iLCwMCIiIrC2tua3335j5MiROvsGEBgYiJOTE1FRUarnplAosLKyYvv27XTu3DnfC/8vhYMHD6ri3Pbr108lc1B/hu26ueLcpTc1atTA1dWVPVcu5Li7Jv3W6qQ2P8iJ5Gr7jSXyKllVcyOXusbU5xBUTTxJjtf5HDwHlVRpaLVpWyUSK6HrH0qJukKh4MrZHQQ+fkaHNo1p0Gogr16Hcf7Az1glffx+SOT15ZtI3Dec4ICnctfAyMgoNSMjo19mZuahz7q5r4T879eq4YMubSiQn1W+HTBEF2kVBEEwNjYea2ZmdnXDhg0Ou3btykZaQbmVXr58eX7//Xf6jhrJsds36DFkEGbfV8NULle93Olpafw2bTo1bOyY2G8gW1auYtPylaSnpeX7fnN0zFIjNtkIbS6kVRRFdqxdz7jefek3eiQB93yYNWuWaitIX1+fadOmcf/+fRITE+nXrx+BgYGs2L2Dp0FBnD59mgkTJtCxY0dCQ0Px9L3DukP7OX36NJs3b841Vp4gCPTo0QM3NzdcXV25cOECL1++ZOfOnUyfPv2bkVZQLlDi4+PZtGkT5Rx1TBDxCWBizPfrlhHlYEeC/wNlhg2FSNq7CJKDX5KelH2Iqkce+FKQfnt1crnh0b08kVb16+EjwdNWp4S8OE1JyImgq2tWJUjhs9QhEVZNmYxv1Dt8o95RpXo1wryvsPGH6Vw/4oGJuRlBJ89RXv4x7/riPftYsHIt1w4fw3vHHqbv305mZiYRERF06NChi7m5+UNBEL6+O/T/EXziPIwgCCaAD8qkMdrOW1tYWJwrV67crICAAK2kNTMzEzMzM0JCQjh37hznzp3jwIEDdO7cmfr1qmcJkP78+XMK2RZEZluH/V7PWL7vPucvfdxef6yXfwsgaLfaqu4hn0HjI6Ni6DFqJacu3Of4tqns97ipIq0ApUqVwtvbm9DQUH7//XdcXFxITEwkLCyM8+fP4+Pjw6NHj+jbty9Tpkxh0wkP9uzZw927d3MlrQAVK1akePHi9O/fn2nTphETE8OyZcuoXLkynTp1+makFZRyg8GDBzNmzJhszlISnr94g4ODA3Xr1iUyMpInAcpoL4nxCQTcu8cDH98szsGfSlhzQk5EMikpKYs8IK915TSOPiUxgTrKmcpVz0GTiHfcFoz7EGVwEG2OiOq6WIAjk0uRlJTE/v376T5gGie8/KjZsCdWlnKKOtjx48K9WaQClzz/JvTde0bP2IKhoQHx8fGkpKRw+fJlY1tb2+0WFhYbBUH4uiGCPgGfZXH90hAEQS6Xy3cWLly4hYeHh1m5ctk/pgCenp44Ozujp6eHQqGgnUs3ftuwNkuZ8LC3HNmxUxVTE5Sx+Nq1a4coity4cQNLS0vq1avHxIkTqVWrliqElTbcjAjJ4sgC2XWO2hxhVGVzIK/b16zj2J69rN63Gzt7+1w97i9dukSPHj14/vy5agtGFEVmjx1PQlw8y3du48jO3cybNJld507Tt0XuyckUCgX79+8nNDSURYsWkZmZyYwZM5g2bVqu134JqBM7dX2oKIrI5XLevHnDuMunue57n4zoGIwKFfzY97R0wrbtxsDKEsv6dbE8f5WMjAweP36cpY1Sv8xAzyTnd/DZo0AVodV0yFLX02pqXSWoE0hNUqk5fkC7PEC9HfW2tFlMNcmoehnNc0+P/60iqNI5SSIgHddmee334wxlX+s3Zem1C2SmpdHboTQGhgaYW1hw9m8PTGUymndoR+vK1Vm9fw/dGzVl6dKlPDcSObh4GZO3/cmW6bN5//Yd35nLMTU15enTpyxdupQpU6ZkaW/Lli3i+PHjk1NTU8emp6dvzdah//DVIQhCPTMzM48RI0ZYuLm5GRkaGmot16xZMy5cuICxsTGpqans27ePjh07Zilz8eJFlixZwvnz51XHLC0tGTt2LNu3b8fU1BSZTIaLiwuTJ09WkTP1uK7qzjKQ/SOekxZWm2RAm1wgOTmFJh1cadWqFXPnzs11wZ6ZmcmAAQMoXry4Ss4FSi1qkSJF2HbqOKXKl2NG/8EEBAQQGhqap2xRb968wdPTk5s3b6rkcLdv39aZtOBLQl1nr5lhcPfu3fz9999s2aLc0n7+/DnW1tZZLK9X/WJwcXHh4MGD+Pj4sGTJEgRBICLiY+K8UaNG8ccff2glrfmNc62JnKz1upCTpX7HK2UoqYHWiizW/fwi7skW1XWaJDUn66107vFJN1WUA0kaUG/AZKJjEkm1bIWlpSXvQ25z4dYbqlatSlhYGOvXr+fUqVO8fPmStWvXquIJlypViiVLlmBqakpycrIqIUd6enoWqWBMTAwDBgxIvnjx4qv4+Ph2/ybpwL+GuAqCUMHc3PxUt27dCm3YsMHExMREZ9nU1FQOHFDGN61ZM+vLNemX2TRo2ZxJ/QchMzcn6MFDKlSowPDhw6lRowZNmjRBX1+f4OBgkpKSOHHiBMuXL+fcuXN4RL5Gbl0Ap0LaV/55Ja+ayMkaVlYwpk3l6gwY68qE2TNzJa379u1j3LhxrF27lg4dOgAfX4QhHToR+/49NevV49blKziUKE6NenVZ89uiHOvURGRkJElJSRQrVixf130qXr58SY1hgxDT07Fu3ZynM7PGZmzatCl9+/alYcOGDBw4kMDAQAoM6YeJg1Jbl/I6hHd7D7HObQnDhg1TpXsEwLYAGBqDvR1CxdytktqImyak+KeQ/ffXJIJf0qorefTn1C9tUgV1XA4K0rm4Gj1iWLby6iG1RFHEfcBwXvg/pJiDA5mZmURHR1OzZk309fV5+/YtDx8qJ9qXL19SrFgxZh7axfZZ89h29DAtKlRm2A8TadS6FYPaduDBgwcULlyYAgUKZGv3Q/ahpJiYmP3x8fGjJcfO//B1IQiCYGRkNNbIyMht165dpp06dcqxfGBgIAEBAQQGBqqkTBICAgLw8vJi4sSJKofZQYMG0bx5c5ycnChbtizp6ekEBgYSFxfH/PnzKV26NDNmzODy4sbIjPVosyAAUM5xEqnpnKIMraWZrlM9qLumfjUv8oE//jzNggULuHLlCrVq1dJZXkLbtm1JTohk24aFFLL9qFs99zKTTnXq8eOPP+Lp6UmdOnU4cOAA/v7+lCpVKtd6VX3+EH6wQIECWp1qvwZcV7vz6MZtKjduwKqR47Oce/z4Mc2bN+fKlStcvHiRCRMmUKVKFVYdPYienh7lTOUsWbKE1atX8/TpUywtLTl8+DAuLi4UKVsau9IlsTIwZsyMaZSuUEHnDmZepFB+E35UffekegZaK6NcSL+1+piRQk1pkmV1opsf669mVBb17760K6VJotUJqrrHPyiTEEDWyAGrtiwDPkY4kIjr9jPXuHn7Pl37TkLQM6BgwYKqbHFdu3bl3Llz2NnZcffuXaytrYmMVMaFHz7IhcqVyvA+yYR58+axefNmmjZtSpEiRbh//z516tTJdp+iKLJixQrFzJkzE1NSUnplZmbmK87z18JnSQW+FPT19bvIZLI7y5YtK7Zt27YcSSuAsbEx/fv3x9HRMUt8VoBVC3+nR6NmGBkZsevsKURRJDAwkClTptC8eXPV1lXJkiVxdHRk2rRpuLq60r59e6Y3bkPQAQ+tbWoNb5UH0pobCtjY0GvYUO5dv8FJvztseHQvy6pXEw4ODpiYmGQjrQAL16/BVCbD4jsrtp3yZNgPE/HyPJ6jJVkbbGxs/jHSKooiXbt25b3XRWIuXWOwmN0iOnfuXFasWEHr1q0pWbIkScnJRJ06pzqf+PARsnJlGDpUKdM7d+4cyD6MoZJFEFo2yhNp/RR8zm+fX0iWz5yQk6xAgtRXzUWYOkmVoE5mQx4HERMewcp7V/jx+AFevHhBXFwcFy5c4OzZsyxdupTLly8THR1NsWLFUCgUrBw6hvSUVILEVFwGDuCa13l8rt/gXkQYjo6OWkkrKDPGBQQEyBo1atRLLpffFQShSK43/x8+C4IgmMjl8r3FihVb7OPjkytpBeXWdo8ePXBxcWHYsKwLn5o1azJx4kRmz55NfLxyV2jr1q0MHDiQsh8IiaGhIVWrVqVhw4Zs27aNJ0+eUKVCSfqvfUmdyUptnzZCoY206kJeNIiiWSWGDRuGvr4+V69eJSoqKtdtZWsLfZo1/j4LaQVwKFGc2X8s5cKFC0ybNo01a9bg7OyMh4dHvrapBUGgVKlS/xhpvXnzJnvmLeLCrn2sHjWBGzduZDlfrlw5Bg4cSM2aNVm2bBktOjlz7do1vI+fUJVZtWoVnp6eyjBXiYm4/PIzAGaWloxcthj3rZsoXUFJIvNiTc1pHpOIYU71SOcky2lOFtn8WGtzi/8OORNhacdAIqXDFyzJVmb8EGUmTInczvxBGQFiYOv67Dl4kh/GDSDk8RkeP35MWFgYsbGxbN26lVu3bvHLL7/g7++vionr7e3Npu2HkclMGNmvMTY2Nhw/fpznz5+TmZmplbSCcgxOmjRJ7/Tp03IrK6tDZmZm84RvqVeR+vUtLa6CIOjJZLK5pqamU06ePGmq6+FpQ0hICL8uc+cv92WqY61bt1blnf7zzz9VGTjyihJVK9N5oiuVGmQNRZJTbExNwqLreE5W11N/bubosjWYWVlSplZ1hiyez8Ra2lMC+vn50bJlS84+Csj1fl49D8alfiOuvQ6mjl2eQjT+43j27Bm1a9fGrGcX3h04imOx4vj6+motO3v2bNzc3EiT9MkVShB2/rpq4TFixAhiYmIoXrw4cXoixMSDUxXKdFJaPTW32vNiXc0LJEKpaRFV337X3KLXhDaNtGS9/RRoklBtMWd1RRl49ihQ9WzUrctR5y4wqEoNli1bRl7RsGFD6rRszqDxY7kW+oLA67c4uWETJQsU5NSpU1k0kNogiiILFizIWLRoUXxSUlI7URSzR63/D58NQRDs5XL5mRYtWpTcuXOnaV7TjIqiiLe3N4sWLVKFhwKws7Pj7du3lC5dWpUlKq/w9fWlc6f2PLqbXVoD2cmq5va/+vGcnGogO6m1sbHBwcGByMhI5s+fz5AhQ3Ru748dOxZz4xR+/eljKD1dJHnmzJnExMSwZs2aPMkFvgWmT5/Ou6QEzORy1v6+mAMHDtC9e/bs7ampqZQsWVJFigoXdeDJw0CCgoJo0KABsbGxGBoasmLFCib9tgDCIynVoilOE0errJF5Saqi+S1VdwjVFYpSsrqOuPEs2zldZFNbPHZNZyn1RAFSH3XVqykB0ExhrI6cwnhJxFUirJLFVRRFTjzM4N79QCp8WATkBin6R2hoKFYGIYSEhXPyzBWm/LyE3bv3aP2dNREaGkq7du2SXrx4cT4uLq63KIoJeWr8K+CbWVwFQTCVy+V/ly1bdrK/v3+upDUjI4NLly7RrFkzBEHAwcFBRVoXrF1NREQEhw8fJiAgAIVCkW/SmpKSQsijJxhrTCq6XqKckB/SCtB25FDWB95l0cVTmJiZM9e5B71nT2fsuuUsunhK1b+ZS91o3qolk+b9mqd7io6IwNzCgtNHjnIz5GW+La9fG6mpqZQZP5KYmBjife6T8T6GR8HP6ff3Hq3lHz16xJAhapaVoNeUrFCB8z53GfnXCoRGNfhu7FDiEhOhYgloUA309VUEMC/RAz4FEmHNySIqEcGcPPslSONHnTTmF9q2/TXrz0kfKxFt6dmJokiCXwAHU/PnTOHu7s6utesJDgqifpESVG7cgLYjhnDu3DmO3b6e6/WCIDB79myDvXv3fmdubu5tZGTUL9eL/kO+IAhCLZlMdv/HH38sd/jw4VxJa2RkJBs3bkQQBPT09GjZsiXnzp3D2dmZS5cukZ6ezpUrV4iMjOTp06f5Iq0AgT5nSEnOnzJEF5nNCdpIZmRkJL6+vpw/f565c+fSvXt3duzYwYkTJ1SRWl68eEGfPn04d+4cI4fk/sEHpVPQ7du3CQoKIsxndV5v6x/DmQBfFBbmbFu9FrMP2t6IiAitFuKkpCTi4+OpUa8egp5A2Os3ODk50bJlS4YMGcKDuGh8o95x9e1rGjRqAAN74DRx9Bftb17isUtQfcNzIMsSpDK6nKXyUq82S6s0PnNbOKlDkgpIhFUisJGJIkb6YJXipftGNFC4cGFGjx7NqFGjSDcuh31hW4YP6obM1IQePXpky6apDUWKFOHmzZsyZ2fnFubm5j6CIHwza9g3sbgKglBILpefa9OmTZkdO3bkKg347bffmDnzo+Nru3bt6NmzJ1WrVqVGjRqf5WmpUCi4c+cOBQoUwLFqFUYud2OYizKtoLTK0tQESgNWm+ZQF3nRXJ3peolEUeTpXV8u7z/ELY+T1GrbiqHOXRg7diz1mzdj/KyfqVC1Sp7v74GPLwun/kjY6wJpWJkAACAASURBVDcE3L+Pvf2nhQf70nj06BF9+vTBN+gJpKRCZia1Rw7mxaVrWBa1J+i0V7bf9c8//2TUqFEYmJqgyMhEVGTi6NIZmY01t3bsgYwMyBTByBAqlVD+/wM0SaC6VfFTINWnaRXV9M5Xb0Ob5z7oJpClK1TMVr+u8aWZ0aqvS7csMV/Vy+gixE+P/62z/ssXr/LKfRVmjhUp0LwRa1s7U7BgQYoXL86VK1dyXLFv376dadOmUWXCKOyqOjLFqQk1CxbGvngxPO/eynP634CAAFq0aJGckJDwR1JS0mzx3yLQ/x+Gvr5+VxMTk507d+6Ude3aNceyUkpSdcyaNYsqVarQtGlTbG1tP6sv0dHRPHz4kOfPnzNlyhRevsxbPoqRXkp5l6Zx4c8WzlnK5Yc0gPJ+N27cyIULFzh9+jTXr1+nf//+hIeHM2rUKKZOnYpcLs9TGC5RFJk7rRdb9l2ieYNK7Dt2Q2fZfxKiKLJx40am//QTCBATFU3RokVZsGABkyZNYuvWrWhKRkRR5Pvvv+fOnTvY29sTFhZGoUKFWLJkCffu3WPfoYOYmJoSHPSUpv16Ubi78vqp9ZtmI4K56Uo1LatSPdqgKwa7OnKLz67u4a/ZB82IKprjCz5KEnRZd/MTo1bTgVD6e96yIxw9dReX9nWYOHMt9+/fp379+gQEBGBvb0/FitoNNKmpqXTu3Jm4tFQW/7WBWnYO3L59m6ZNm7J58+asRqEcIIoibm5umfPmzYtNSkpq/S2ybf3jFldBEMqZmZn5TZw4scL+/ftzJa2g1ErNmzcPX19fFAoFJ06cYPDgwdSsWfOzw4MsWbKEunXrUrduXUzMzLCyLZj7ReTuKPOpEASBsrVrMPj3uZhZWtJ1ynhOBt6nU59erNm/J1+kFcCxRnV2e52hRNkydBw8IEf97D+JilUq4xsbDo3qgrERFPiOO39upcHU8YQHBDJx0xpVX4UWjRBKFmPU6NEIxkaUbdMC0+8ssa9Ti4D9Rwi95wdFbaGUPVStCF3bZSGtuqCLSOYFEqHMj1VUF1HOyQqrWX9+xp1EWCUCK5HSnCQIuupv2Lg+DmNHYFq6BG/Wb8HZ2ZmWXTpTqYETPXr0oEuXLmRmas/aOnDgQPbs2YP/yg0EnTqH+/WLNGvfjlr1s2cHygmVK1fGz8/PtHTp0j/I5fK9giDk/iP/B50wMTGZZGVltevixYu5klYAAwMD5syZw65duwgPD0cURebPn0/Pnj0/m7SKooi1tTWNGjXi8ePHX9yDPr+kFcDU1JQJEybQr18/mjdvTtWqVXn79q3KGpufMIGCIDB5ZDuObJrEfo+bnDz5r/BxwXWVOzN+mcMmz6PUbdyY9t1deP36NWfOnMHd3Z2JEyeqHH/ev3/PvHnzaNq0KXfu3GHMmDHY2NhQt25dbGxslFItRQbu27bQY8ggxq5bTs+fskYM+RLhr7SR2bwiL2EDNcmlJmHNydorOYHpMkxpu39dY1GTsEp/TxjWhlULBhIWEUPZsmXpN2ggZSpUoEMnZypVqpQleoc6jI2N8fT0pHblKgxq25FzD+5TuHBhjI2NKVGiRJ7114IgMH36dP2dO3cWkMlkl/T19dvn6cIviH/U4ioIQl2ZTHZ6xYoVFsOHD//mAl+AWrVqce/ePQIDA6lYsSI/7t5CqRpVVSumHhvX4TdBKaSWVlM5bcOqQ9OzXPOl0eY9KSHh/Xt+aefCkmvnWDZ4NMNGjqBN19zT86m/MJLzzdQunXhw5Rr7Fixh3qkj2cKc/NPIzMzEwFymJJoRMZCeATHx1JswmtItm/Lq6g0uL15Ot6kTGde+M807doDKFbArVxYTB3sMLJURA+o6ViQzPZ19x5QWl3UzpmfLMCVBW2gobdAWFkoij5rOeJrjQnM1ry0pgKYnvwRNJwRN66g6udW0oEqEVFfSC10ZsJYePabzOeQoe1AoyEhJQd/YmOdeF7m5ZiOIIj179mTPnj06A44HBQXRsWNH9CqWIczXH1mBAjSf+xM7nbPHB80JiYmJdO7cOfn27du34uLiOn5LrdX/IgRBEMzMzJZaW1uPvnjxouyfCLOUG0RRRE9PjzFjxmBra8uWLVsICAjgaWrWPBSapKLaSqV3tmY0DfW5TyITuqBpMdXcJnZzcyMhIYG+ffvSsmVLXr16pRrjUkIEyYFGl5ZRKleu+1Z69epFgwYNmDEjd2fLr42Jm9aw/7eljFi2iBXDxmJgaEj1ipWYN28e1atXp3v37pw6dYrHjx8zZ84cVVawZHNTnJo1RV9fn3KmchQKBYEJMRgaGuY7JNWnePNrQlfUgJyu1aVNVf/9NSMX6NLAaka8kKAeAis3qYKuuiWUV7xWkdjr290BeN1/BwaGBsRFRbNzzgIeXFZm9Dp+/Djt2+vmk+vWrePXX39l4sSJzJw5kz179tC7d+8c+6cN169fp23btslJSUnj0tPTN+e7gk/EP2Zx1dfXb25mZua1b98+y38LaQWYP38+S5cuVaUjNDA2ykJavxZy8pYEMDEzx1hmyophY4hJTKBpu+zB4DWh+WKICpHER0/YOPknVo0YT/HKlb45aQWUOb1T0uDxSxBFMPjgoPNhEVWsQT0sbKx5+SCQQWNdoVolhIplMXesqCKtEvQ14ktKH64vGYZKIne5pVTNC7TFcoW8WQIkaFpQJQKrOabyounSZTHOybIr6OlhKJOhp69PmdbNqTmkH3r6+uzfv58RI0aQnp6u9bqyZcty/fp1CsclkxgegaD/adOPmZkZp06dMu3UqVNduVx+VRCEf8bt+v8ABEHQMzc331q6dOlRd+/e/VeQVlBacaZMmcKIESMQRRETE5NP3k1TJ61fAo6Ojhw5coRu3boxf/78HDNB6UJUbAoHvZ9RtWpVPD09cXLK327D18KdE2eICglj5YjxtBs1lOiwt3h7e2NnZ4cgCMyaNQuAAwcOcObMGTZs2ECfPn1o2LJFFsdKPT09dMX6/bfgU7JoakYu0KWBzUvduZXJi75WWhg5DVRasovuHIC+oSHf2RVi3IaV2Dgo2+jQoYPKUV0bXF1d2bFjB8uWLcPQ0BADA4N8RbyQ4OTkxM2bN00LFCiwytTUdEruV3wZ/CMWV319/XampqYHjx8/LmvSpEnuF/zD8PX1pXbd7xEzFZRs0Zh640bl6v0oWV1zCtyuCcnTW5Ng6LLQlTE25q2vP4PGjcJUy7aUVN7RXM5tz1MEPnuOoZmMcIUCMT2duDs+FDeRqQLxt3VfyMnJP+faz38CsbGxZGRkYGlpSaFChYiOjgaUIVeCg4MxMDDAzMaaFoP6Mm38RPT19VWWQwnaPN8hb974mjKB3BIKfEogbF2rf10r/9ziGrqcV4Z+a/vT/iznRbNKKsuTBMkaLPVBenaJS5TxAqUsRdLiTF1XC9qTLuhaDKQmJOA5Zgp6hgYkRUTRokUL9u3bpzMne3p6OvPmzaNixYr07dtXa5m8QKFQMG7cuNQdO3YEJyQkNBRFMeqTK/v/AIIgGMjl8j2VKlVqf/bsWdm3zIinC1OmTGHt2rXIZDIWb/6L2g3rZyuj/kE3a9MAyL6I04yq4bpoMfBxfF9uq5SE6XLm0rSYrlu3jhIlSlC6aUNAaf0COPV7T1WZktVrc9kvjHemTXj//j1lypShYMGCPHv2jNWrV2MhN+F58Bv09fVISkrGyMgoz8/la0GhUBAWFoatrS0PHjygRo0agHKR+f79e6KjozExMaF9+/aMGzdOFTZJ2mWSoD4/5jWNq+bWe26WWvX6PiXRgK661KFNgyvNy9IYCp2kzGSlGYJN0/qqy9KvK5aspNWGj/pZXf20e30Q+EhkpSgKZ7fvIfrsBTJiYwFYuXIl48aN07kIDAoK4ueff2b9+vU65+u84NWrV9SvXz/p/fv3ixMTE+d9ckV5xFe3uOrr67eRyWSHzp49+68kraAkUZlp6SgyMwk+f4XHx09/6y4BYF2mFI7dO2slraAkDP57D/Fz8w4c+WMVQSfP4r/7AFFnz5Mc/BJZ+bK8ePdWVd5v1346rct7KKOvCUtLS6ytrUlOTsbW1pbRo0fj2LMrT548waxIYeS2NriuXkqzfr1yDZn0KfhSobBygq7JVZME58UymhskoipBIrJSH+65rwTAbJoyXqD04T0wQhnKJy8RFzTlFxKMzc2p/8MYEMHYyhIvLy9sbGzw9vbWWt7Q0JD58+d/FmkFpZVnzZo1xqNGjSoll8uvCYLw3WdV+H8YgiDoy+XyvdWrV2/v7e39ryStoAy5k5KSQnx8PFOHDCP01atv3SVAaaFq166dzvNBb1MZ/vsFJvxxhb/++ou1a9cyefJkNm7cyNu3bxkwYADPg98AkJmpYMqUKSQkfHuFi56eHvb29hgaGvLmzRtKlSrF1KlTKVeuHFFRUVhaWtKpUye2bt2qM9anJr5GGtdv0YYEab6WpFZFlivjC0vJLiRoWl81yX1+IJFYXd+Qt0WVzrCSdGBjvdIAtBzQG+OiRTCrVB7B0IAJEyZQpEgRUlO1R+koW7YsBw4c+CzSClCsWDFu3bolK1iw4HSZTDbrsyrLA76qxVUQhKZmZmbHT58+LWvQoMFXa+dL4OjRo6g7KJT5/RfVR11T3yJZqTR1VZoWU3XLn6YOURd50ZaJQ71O6XjJTJEFXfsAYGRqQlpyCt8VLkRFp7p8X6wUAwYMoFatWtQdN1KpG712iytuyylSuwYht/8dDloS7ty5Q6NGjcjUE0hPSqb53J/p3r0rY92UJEszBasEyUqoqSHWtK7kFoJK08qo+awblS2bTX8kIadMLNqQW/ncrLSShkpzta+ps1X3eNXcetLVhmasQmlXQVPvqjmGpevOz12EzMaap6eVYVp++OEH/vjjD61tfUmIosiECRPStm3b9iQ+Pr6BKIpxX73R/yEIgqAnl8u3OTo6dvPy8pL9W+OIgvK3bN68ORcuXEBPT48pU6bQd7pyBzK32JqaOxfSu6DpTCPVo0k8QPle6bK+qt6b48qMUsG+d5RxbJPqsebPvQBUrViU+4GvcXV15eHDh8yaNYu9e/eyadMmAgMDMTQ0VB0LDMx7HM5/ChMmTGDz5s0kJiZSuHBhvL29c0xGk9t8lh/ylpsWOS8hqr40dLUpjZ3c5mFNa7Ku+nTN0dLfmtEKJMNDNi11cjyvg18woHU7qletysWLygQHvr6+VKtWLa+3/ckIDQ2lTp06SdHR0XOSk5Pdv1Y7X424CoJQUyaTXfLw8DBr3rz5V2njSyIqKgobGxsAitSqzvHTyvipeRVUS5DKazpwaTr45DWkhzbc330A/72HAGi3fBEy6wL8PXICHVa4YW5ni1utRixZsoTly5dTsWJFAgM/ErchQ4awefM/pqHOE16+fEmDBg0oWLAgGzdu5K551o0ATc2aREwlq6kmsdIVc1eyGGqzLoqiSMqLVwwtVJT5pw6BsZFKTiCttKXfOiMjg/TnryhVqhQFCxYkJSXlE+88O3JzBsjtOgl5ndw129M17jS3YDUXcQdGuLJ05hxsC9vxws+fI0eOMH/+fKZPn/6PaN9EUWTYsGGphw4d8omLi2v6X4rYj5DL5ctLly494vLly/9aS6s6Fi5cqNJW7jp3mi5Oyu353BZgusa8+hYsZCcTOYWzUuWK/yCtUb8mMiqGUlXakZGRQed+fZgy71e8tu/m/v37bN26FT09PWJjY3FwUIa7tLKyIiYmRlX33bt3s6Us/9ZYvnw5c+bMoXfv3ixfvjzH5A7w8bnoSq2a22JZ27Z6bGwsJ06cIDAshP6uo3Jc3Ee8fYedQqBYsWJffJ751Dn1S7SXmzOY5thV/x1EUWRirYbMPLybX9opjTpXr16lfv3sspuvgZcvX1KnTp2kmJiYMWlpadu+RhtfRSogCEJpmUzmtWPHjv8J0grKWJO9e/emUjdn6o0f9a27oxNJUdH47z2EQ7069DmyiwKlSpCWkEBGcgp/j5yA1y+/YW9vT/v27Xnw4AGbNmXVeklpUf9NKF68OK9evWLkyJH06tWLpLivuw2UFhHJ83luhG7bQ+KjIOJu3+PFb+6E/LmV+fPnQ5p25yKAi6fO0LVeAwYNGkSZMmUYN27cF+1bbs4AuV0nIa9baV9yMs5UZJKpyOTHlUor6+zZs1WpPb82BEFg48aNxo0bN64ml8sPCoLwr0hn/a1hamo61cbGZoSXl9f/BGnNzMxk165dzFj8G+Nnz/ympDU3rN+0n4yMDI4dO8avK5Yht7Tk0aNHHDlyBEtLS2rUqIGDgwNv3rzB39+f8ePHq66tWrUqVarkL7ThP4FJkybx8uVLnjx5opwLvzJOb9zKuKr1+O2333j8+DHdunWjRIkSDB8+HPfZvwDaf2tRFFkweRo9GjWlS5cuFClSRGfGxf9F5OYMJv0tjVvJAlu3oD2iQoEgCJhbWTF23XIAGjRooFO69aVRvHhxLl68KDM1NV2nr6+vW1/zGfjiFldBEGzMzMx83dzcCo8ZM+Z/4uPx/v17KlWqRI0ZkyhQqkQ2xywpjdz2KOXt5NU7UNPqqi3tZ9CMX7PEVh1VoSZlF/0KZPeK1RzMbx49wTjgKfNXrSQjPh5F8kfL3+HDh7NIHzIzM4mJiflsLcvXRqtWrTj35inYWGULBZVNl/r6HbwMQ1auDIUH9EYw0K6FVZcKiJmZcOYi43v14ejRo7x+/RonJyeuX1duwQ8fPpy/Ht3Jcr1kZTy9cStn/9zC7t27KV68OMOGDcPPzy+LFUWCTCZTeWnm9SOraf2UoBlmS3NL7XM+vtr6p7nal7ZkNUN0ZZOzrP4Ty6IO3PlrG35+ftSvX5/mzZtz7Nixz463nFekpKTQtGnTpAcPHmyOj48fn/sV/3dhYGDQ08rKaquPj49p0aJFv3V38oRt27axfv161nocQRAEnWGHcpuDP0XSI5PJSI74+O6bFqytyjaoWV7znduzZw/37t1jx44dpKamfkxLDaSlpWWxBsbFxWFkZEReYph/Kzx//pw6derw+vXrLMe17dCkJyVzYtIMEt6+Y8Phg3zfuGGeFhjXr1+nZ8+euLm5MXz4cCwtLYn94FQESgmZfonsyZlSkpMZ1K4jVjIzPDw8OHz4MK6urvz2229MnDgxW3n1uTg35Oa09U9bYXODtvciJTmZFhUqExYaioWFBaNHj2b79u3s3LmTbt2+XLSd3HD9+nVatmyZlJSU1PhLJyn4osRSEAQTuVx+1tXVteD/CmkVRRFXV1csa1enQKkS37o7eUoQEBkSyon1m1jQtQ+zZ88mLTwCRXIK+hZyRo4ciZ+fH5oBxfX19f91pLXsol8pu+hX+nvso7/HPvQG9+Kcv9/H8FiaEEUIjVD+l5EJ7+MwNDEm6clTIk/oDv2RBQGPIDySVVEhHDqklFtIpBWUHyCCs8tDRFHkyB+rGLnmD57ZWVCtWjV8fHyyWbQl5DRR5jY5an6UNTXUmrox6eOZlzSXObUrQXOBJC3kNBMYqGuORVEk1Oc+hWtUBaBatWoULlwYT09P9L6zQLC3ZdeuXZ/Uv/zAxMSEkydPyqytrYeamppOyP2K/5sQBKG+qanpFi8vr/8Z0vrq1SumTZvGhIXz/nHSCmQhrUCupDXduBwXLlxg0KBBDB8+nLVr1xIfH4+enh7ff/89bm5uxMfHZ9vCtrCw+NeR1uSIOyRH3CEpKYmkpCTi4uJUISK14f3bdxx0W8bb+w9Iio4m4a3yWY3q1p1Av/t5arNly5YMHjyYoUOH4urqmoW0AvTs2RP/u9n5zpMHD3kS8IB1nkfZcHAfrq6uDBkyhLZttYeM/LelOv/auHf9BuUqO/I8PRlQhvxMTk7GxcWFil06UqZ1c168ePHV++Hk5MSOHTtkMpnsrCAIuoXSn4AvZnEVBEGQy+UHmjdv3v7w4cOmnxLr7ltg9erVrFu3jipzZ2BgbJRNe6orjVxuk2eNLtpfIs0wTLqSE0hWXnXHgIyMDH6dMIlr3ufp6dKdWrVqMXLkSBwdHXF3d6dVq1afFGPwn0ZSUhI//vgjazf+iYGlBebmcmQFrQkJDYWIaOjUGkFmSqnyFYi/60vyy1dM7tCZEydOoFAo0NPTo0KFCph9X40ds+fTZsRgDi9ZwYwZM/jpp5+otVa3Q1DSoWPY165Bufat2enci2fPnhEREUG9/8feeUdFkTV9+GlyBhEUREAUzPqiKCbMGbOuOYC6Zl3Muuqa17xrRsSsGNacc84BDCiKIElQFMVARmD6+2N2RhhyUMFvn3PmiNPdt2/PdN+pW7fqV3Xr8uXLFxYsWMCCBQto0qQJmzZtwqJPKq/363eYq+vw+34P3EZPIPH1W86fP0/p0qXTGaqyJUrFsoDZxZRmd3+l/hFNnWSjeH7Zttx6GjKrSqNYPlZmtCZ9+kzcMz+2DhvF8OHDCQkJkXtXx48fz/Lly8HGHN5+gKhYzp8/T/PmzXPUp/wQFBREjRo14qOjo7ukpKQUDpmQ74QgCGW0tLQe7t+/Xz+rTPjCRGxsLM2bN8e+VQsGuaR3lGeVa6D4rMiWTWVxfznBtnjJTJ8VxQnh81NLCAj7zOi/rlGqTCX69evH9evXOXjwIEOHDmX69OlZJjQVJu7fv8+QIUMIfRmEUXEDjEqURltbm8jISCwtLdm2TRqiGBYWxubNm3n37h2mpqasXr2adu3aceLECY4fP87KlSsJCAigdu3aHD16FFdXV7p06cKjDxFpzif7Hh1S1Klbty6BgYEYGxsjiiIXLlygWrVqlCxZEl9fX4YPH87169dxc3Nj0dsQBGVl6lSpRFJ8As+WrqZ9j+7UadSQznUbsGzZMkaPHp2uel92yVCKpL7PcppfAJmPxVmN0dmR25W6iydOoqunx+V9B6lUqZI8TjwmJgZdXV0sG9ZDx6QkPvsOo2duxvuAoO+Sf7Bs2bKUuXPnBkdHR9sWVLGYArNyNDU1p1tYWLTZtWtXkTFaAwICmDNnDjZjh2dotBY2ju7aw4m9+3kdGoabmxu//vorz58/5/79+7Ru3bpIGK0Afn5+rF27FsvxozHp24M6o4dQrkUTKF8OWjVG0NIEIDHsNZHnLqFRqhTJyckMGjSIvn37cu/ePU6fPo0oEek/7w8ue/xDn9nTWLRpPfpGxZlgYJLheSWJiYQ/8MaqaSP5ey23uNHNfS1mvw6g8pK5zLlwhKQaNpx78gCLslaQkCrHx6Q4sZ+juHngCMNXL6N58+ZYW1uzfPnyPIk355eszinznOQU2aCY2TOgWD62TpVKSBISCVm8gs+37zF48GDWrl2bJiQgKChIKrT+6p30DV0tWkwcleM+5QcrKyuOHz+uqaGhsV8QhOy1vn4SBEHQ1dHRufjnn3/qFhWjFaQJWVZWVgz8LXcx4wVhtELujYrhS6/Stp4lXl5ejBs3jm3bthEcHMz69euLjNEKsHHjRlRVVbl5wYPt7guYNGkSgwcPZtKkSaxevVq+nywGtUqVKsTGxnLhwgV2796NpaUlY8eOZenSpZQoUYK4uDgcnHozavJEHBwcCPTLWHbw2LFjdOjQAW1tbUDqFY1UVeLmzZvcvXuX+f6PKD1hBE1m/86Y+XN5s/uA/FhVTQ0MWzdl25q1qGmo88+Vi+zZs4eaNWvipeChze0Sf16KFGSFbBz+lr8P5TV1+WfTZiY4DWLuuAm8evWK4cOHp+mDkpISNurafAwKQU1XB7NaNb5ZfxSZMGGCcpcuXcx0dXUPFVTuQYF4XJWVldvq6+sfePz4saaZWcF+8d+SWbNmER4ejt146Zeck7JxkH1RguzIKNZVFs+q2IdyalpMmzaN06dP8+LFCwASExMLhXh1Xvn8+TOlSpXiapA/ysrKGS4B7jp7kkse/2ChoS1f0gfo27cvu3bt4urVq/Tu3ZsOHTqgr6/P4sWLQU0VylugGxKBXt/uaFqaE+D7TBrXGhsH2looHTiJJD4eo3atca5Ujb/XrEbdrBSSL0kkf/5MioE26GlLQxFCwsGsBJgU/ypwvmUbnLkMNaoiXr8rjYuLj6dDhw5s27YNdXV1IPNgekUpNUifsZ+RLExuJIzyGs+lGJstL66RlARKSggKerpiSBhcu0NcdDSamprp2r937x4NGzZEIpHIBcxbtGiR4+soCDZv3iy6uLi8iomJqfKzy2QJgiDo6emd6NKlS9MtW7ZofK+44vySmJhIhQoV+HODG1Vq1shVomFOwwcUyU6eSNHL+vnVHfwC3zBhzk6UlZW48yAAAwMDPn78mKvzFjaWLFlCWFgYixZlXCkvLi6Ow4cPM3fuXDZs2EDr1q0BqYdcR0eHNm3aUKdOHTZt2sSwYcM4cvManqfO0nvmVGxQw+OfPRy4cVXenu6nGERRJCIiggYNGlC/fn369evHuk0b+fThA+ZWVgT7PsfGxoYvNaqgrqeLz2Mf3h06Tu9Du1BSVpJPrv9cuoTLu/5hwo6NOFewxdTUFAAPD490oXJZoRh6lZ0sV37G4txKeine+8XjvlC8ePF0K3fLnYdhal2OSx57Mmxn1KhRuLm5YWZmRt26ddm5c+d3rXT25csXHBwc4nx8fFbExsZOz297+bZ+BUGw0tDQ+Ofo0aNFymh9+vQp69atw7JnWoPxR5CZ0QrSeKg1a9bw4sUL9u/fT2hoaJE2WgH5LDs2OuMfpPu3bvPXgCEYmZvJl6pk7Nq1C5D+2D148IBixYrh5uYGpYylagBPAoiOjibl37bFW17gcQAOnQKPA0jipXE/CS/DOOLzCIvxozH7dQDmIwdTyqmP1GB9+QYiPkBxAzBOG+cl6OlCqyZw4x5COUsOHz4MSD0Ifqm8C5n9MMq1gQugfGzq2XxeZvaZxbbKDGgxwA8x8iMcOAHHzyOmpCDGxSOf7CanQEoKWi0zLl9Zu3ZtFi9etzVsZwAAIABJREFUTFJSEqcvX+JvnwKNz88RgwYNEnr06GGsp6e3Vygqllwe0dTUnGphYdFo/fr1RcZoBakDoXbt2lSpmTsvUF6N1rzg5R1E427z8fQOIvh1DJcvXyY8PPybn/dbU6JECd68eZPpdhcXF/7++28WLVokN1oBrl+/DkglvWbNmsW2bdu4efMmwU98aDXYid1zFzF37lwiI96RmJBAoJ8fja0rYm1tjY2NDTJd95s3b3Ljxg3a9+zOkbu3WLt3Nz4+Pjg5ORF6+x6+R08S6+uHqXMflBRKRLdw7kvdTu35vUlbQkNDKVGiBABz5szJ12eSl8IB+R2Lc8Lq+QsoU6YMy5cvx0JQJerTJ+oYm5GUmEj0h4+oqmduF6xatYpKlSrx7t07oqKivvsKoZqaGkePHtXS0NAYp6ys3C6/7eXL4yoIgqquru6DWbNmVZwwYULBlzf6huzfv5+NGzdiNEqqS5dZ2TlF4d/MMq4z0w6FzCsOxbhKRYwVjRvf2M+c2n+Qv2bO4uP7yEIpVJ0f9u3bx4IFC9hyPq1Wrize8+yUWayaOZtevXqlO7Zx48ZcvXqVbdu2MWDAAEAaetC4cWP5AFy/fn2ePn1KcHAwBgb/lrFv2wxOXQQLM6hkQ99RUi+7YmyxDJlWbEYxyCMWLUY8cAKMDIny9kFPT48JEyYwd6600l1ms2pFcerMhNNlDKuYvcZjdgNQTgWvZTG5Mu+vUK48YsR7uOkJ1mXAyxtra2tev35NmTJl2L9/P5UrVwZrczApjnjtQYbnj46OplR5G4wrledDYDDtVi1hZ8f03+u3JDExETs7u9gXL17MSEhIWPFdT/6dEAShnq6u7oUnT55oFqWlaoBWrVrRum8vmrdvl6UnKrfaoIoxiopjuQxFaazUhIa9Yc363axev4uGDRty+vTpXHncCjstWrSgW7duODk5pXnfLz6aAF9fRvzSiwA/PxSl1AIDAylXTlqtKbUNsXLlSsaOHSv/f82aNalbty4127Tk145dKF3GksHjXJjjMp5FG9yoVsuOUtkkD2Y2Qbnz7hURIaHMbNMZb29v/P396datG76+vmSXkJjdvZD63rItXjLLtiDzcTg3HlZFTVYZZVU1WbNmDatXr6Zjx464u7ujp6eHIAj06NEDI5uyLJz8O5f9n6FfrFim/T18+DBjxozBysqKTp06MWHChGz7VNBcv36dVq1aRcfHx1cSRTHPJSPz5XHV0tKaX6tWLavx48cXKaMVIDg4mAAhJfsd80lmRmtWdKvfiBkjR/PxfSS3b9/+qYxWkIohZ6ZhKElJIfbduwyXngF69+5Ny5YtadCgAUlJSRw5cgQ/Pz+sra0B2LlzJzdu3KBXr14MHjwYqv772enqSJePjAwRTEpk20dZ0QHZ95c6iUoURYiJhZrV0NXV5fr162zYsCHfHhjFQTSrWbssCzivKA7QsiQyWUiEGOAHd+5LvdgVpD9QL5Kl2cZaWlpSNYVSxhD8Gj5Go+TcM8Pz6OrqUrZZI9T19PgcEook+ds/c4qoq6tz+PBhbRUVlT8FQSh84pn5RBAEPW1t7YPbtm0rckYrSMdis2z6/SOqJn38FEWFmh1YvV66ynP27NmfymgVRZErV65gZ2eX4faw4JekpCSnM1oBSpcuTevWrZk69V+lkRcvOHHihNzrCdKQsOPHj3PkyBFKq0nHc/uGDWn4bxJxncaNsjVasyPgwUPK1vgfKaVK0LVrV0aNGsXkyZOzPzAXZOdBzcp5kN0kKyf4+Pgwffp0XFxcaNWqFerq6pw/f55nz56xYcMGWtaqQ6Xq1ZnoPJhoBWWG1HTu3BmJRELZsmV5/vz5D8nLcHBwYPLkyZp6enr50trOs8dVEIQ6enp6l/z8/DRLlsx+RlLYOH/+PGPGjOHZs2dy3VTFeu/ZzfBzU2NesfqTLCxANvNLHSZQw0iaXDTPdTUzRhSswH1hwM/PjwoVKnDlyhXKly9PqalS7T1RIsFZWQdvb2/u3r2LsrIyoigSGxvLhw8f8PT0xNLSksuXL6OqqoqFhUWaWKY2bdpw6tQpQOplK1WqFO3bt2f79u1s376d6Oho/v77bx4+fEiNNcvS9Cl1eV5F/VjFSlv7hoxgdK8+pCSnsGLRYuzt7bGzs6PekAFUb9oonTc+o4QnxXsnqwzWjH4sZUZrVtV+ZNsUvQuZ3c+y+Fv5ZxETB/7/6jgmJ4OyMhgXY8f8JfTv35/ixYsTWbEceD2CerUQL15P015CQgI7d+5k3bp1VGjfiuNr3Rm9fhUWlSvmyJtc0GzatEkcN27ci+jo6CqiKGZeZaKIoaent71r167dt27dWrg0lnLIL7/8goODA5ptviZN5jR0KzPPWW7ILL71bUQkVlWl6jDh4eGYmGSc9FmUGTJkCC9evGDevHnUqVMHn6gPgFRyavrgoYwbN46RI0cC0oqBX758wdPTk+joaPT09Dh//jzVq1fnwIEDUilBQEVFhTNnziArPrRr1y62bt3KuXPn5O3Y29vTvn175syZky+5qtCgYPq1bEOXfn1Y9edCQkNDadSoEfOvnkZJWTnL39msyGyClNFYrKjXnV32f04mX6n7J4oi29e4smnFKho5OHDx4kXq16/PnDlzmDRpklQPd5AzSsrKeN28xaajh2hYNq160b1797h79y5z587ljz/+YPv27Vy6dEketvc9+ff7j/Xx8ZmRmJiYpxUwlbwcJAiCho6Ozl53d/ciabQCmJqaoqSkRL9j//zorqTDrn49vG7e+imNVkBeWtfJyYmEhAREfW149QZSJIQ1aIBxn67YtGyGJDCEV69eoaysjCAINGrUCC+fJ5SyLsvjK9dxcXFh9+7drF+/nsuXL8sHTpB62UaPHs3cuXNRU1OjT58+KCsrc+vWLaytrYkzMyHxdTiCiir6dWuh/SGB2Ke+YJ6z+3mhuxtnDh7GsUN74uPiSE5KRjHSc2L9Jiy7eZllNy/nS7Eiw5mxdmWE2KcIsU/zXHhAkX1DRtB9wzqs23WSGq86WmBbHsLfg5ISvAiFkHB69uxJ586dpZ6YRwnQvCGcv4pQtxri7cfy9jTr2cLD5zTv0I6Jo3/jw5u3eJ0+h0XlH7OCMGjQIMHDw8Pszp0704HZP6QTBYwgCC2MjIy6rVq1qkgarQClSpVKo0bxI/MNUmNsJI1v37lp0U9ptALUqFGDjRs30rNnT+zt7Xn59g1vX7/mU+QHlixeTLSaMjXr1eOlvz+fPn1CIpFQoUIF9PT0iImJITw8nI8fP3L37l3Kli3Ln3/+SevWrUldMbNr165Mny7Nx1m3bh3KysocP36catWqsXfvXqrWtef6uQvUbdKYarXs2PDX37wJe8XhOzexLFc2y/6bW5Vh07FDeKxbj3GJEqgoK2NmZkZyUhJqynlfCPaLj87QwMyPl7K8pi5+8dGZtp0ZgiDgNGYUzdq34+o/+6lVqxZz5szB3t6e69ev4+PjQ/Xq1dlw5CCiRMKyGTNpuOtrklZcXBxLlixh//797N2+jLZdnJk7dy4hISHScK/vjIqKCnv27NGuUaPGn4IgHBVFMTC3beTJ46qlpTW/cePG406ePKlVlJIAUhMVFYWFhQUt1y5DXU83nd5mVmRW4UiGbFlZFvcq82DJkl6yYvivg8AvBLS1EDMQwv/ZkN8/pUxAXxd73WLcf+xN5S4d2DFlhrwGdVJSEmpqavKZ89oRY+nXtr18Wej9+/dyg1iGKIqcOnWKVatWcebMGWxtbbl9+zYvX75k+/btaGhoYGpqyrp16/D09KRp06YkJiay9ujX8I7U8UKKk5yJ9ZsgiiIxUVFo6+rK5chSH5OdN0F2D8liau//tQrI25JobpajZLJB2pOWAhlUJVPEPxS+JCGJ/CT/zm7evEnHjh2JLF8KfEPAQAcx8BUbNmxg69at3Lx3F9RUeRASBMCje55MGvgrET8wqSU0NJSKFSvGx8XF2YqimM1FF24EQdDU1tYO3Lt3r4mjo+OP7k6eWbNmDbdu3WLSv6WCc3vvZ+TJyuxZkK0qyJIkFUm9GhEZ8Y4OtetwxvtBOg/Wz8atW7fktexrtm6ObvHi+Jy9iIGxEWNmTKNDPQdKlChBcnIyKioq8jHgzZs3lCtXjg8fPlCsWDESEhJISkpKF17w8eNHduzYgYuLCxUrVqRr165MmDABHx8fduzYgaOjIwcPHuTGjRsEBkrtmL+3b6Wp41c99OzG1eTkZEqLyujp6QFpvaOZFZOAzLW1c2MTZNZmZsjG38+v7gDwxvyXHLX74f17ejRqivs6tzRVsIYMGYJ/7GfajRzC5Iat+PvOZQZXrMGYMWO4desWb968Yf78+QzpLf2Oh46ZjXWl2syaNSsvl1cgLFq0KGXRokW3Pn/+3EjMpSGa6xgDQRDKCYIwfv369UXWaAVptr6VlRWeG7YS/zF9yc7vjSiK+N66C4/8IDYBShr+6C59c0oPH4SKvh60aAimJSA5mQEDBtB91yaq9eqGtbU1ampqCIKQRklBFEXio6PR0dGRv6dotILUKHZ0dKRx48YAPHz4kDNnzmBjY8O8efOYPn065ubmeHpKl92dnZ1zpdiw7OZlBEFAV18/3xq6spjamhOkxZ7yExP1TYhPAFGCUp1qCA2l2d/169fH1tYWngRIwwq0Nbl48SIjR45EX19fepyqCueOHKVPs1aMH+BMo1Ytf+BFgLm5OXPnzlXX09PbWtRVBrS0tP5o1qyZXlE2WgHq1q3L3n37OLX/YDoB+byQ32cnMTGRtQsW8UvDxjiPGY2u7F7+SRFFkQUrlzNg1Ah6/TEFMxtrkhISOXnyJPuuXaZR61aULFkSQRBQVVVN4x2PiIhAR0cHFRXp4q2GhkaGMbHFihXDycmJUqVK4evry4IFC9DR0aFhw4a4u7vTuXNnXr9+TWBgILa2tjg6OmKikjv1HBUVFbnRCmm9ozKjt7CNq/pmdQAwCd2fo/3fvXlLQlw8lx/e52HkW7lBPnnyZHzOXWJZv1+xqVUTVXV1Ro4ciaenpzxfxNTUlMEjZ1KnSR9On79Bw4YNv81F5ZAJEyYoFy9evIaSklK33B6ba4+rgYHBhSlTpjT+/fffi1xCliI3b97ExcUFPz8/Xr58yZ7wAPk2xeWq7OJbM8oMl3nRZN4sxdhJGWJKCu0+JuDl5YWrqysdOnSQDwQ/IykpKSxcuJBZCxdQomtHmveQxqlmN8OVzaBTUlJQUVFh5MiRLF68GG1tbfJjg/j4+GBlZcXkyZMpUaIEEydOTHdOSFuONzOVCcg4CzWjJSbFalUyD73s/pCpTuSmlKssI1XWL1lstUztQlFFQXaPQjZeV4lEqmsbHQdVy4GSEuK1BwQHB3PhwgW6detGeHh4uqUnVVVVNDU12blzJ1WqVMHKyirH1/KtSEpKolKlSrFBQUEDUlJScp89WQgQBMFKS0vL5/nz55qlS6ev516USEpKYsOGDYwaNYqRI0eydu3aLD1kmZGTakiQ9lmVVTiUjc3xIaEkHTxO7dq1WbVqFWXLZr1UXdQJDAxk9OjR+AcHseXkMXT+NTqz+txTj4nHjh2jY8eOnDlzhhYtWuRrAh8XF0dQUBA2NjYYGxvz9OnTNGVnMxqLM1MFyOiY1OdJTVbFCRRjY2UojsmKZbdTV7xURFHFQnHf7HSMX4WEMLpnXwaOHUPHXj3lvzcnTpxARUWF1q1b89dff6X5HQNp+JydnR1r167Fysrqq3PhB3L16lUcHR0jY2NjLURRzHEcRq7uMkEQmmtqatYpiioCGVG/fn3u3r3L//73Py5cuCB//3vGWInvIuHIGQwMDAgNDaVLly4/tdEKsHjxYk6dOoX5qCHoVMn9Z62srExoaCgvX76kWLFimJiYMGbMGN6/fy/f58mTJ9jZ2VGsWDHatWuHj49Ppt6cKlWqoKWlxdGTJ6nQqEGm581PQlFhyUZWLDEr8/Rmi5ISlCkFKsrg9xIk0glvmTJlGDx4MAYGBkRESMs7tmrVSu65dnNz49ixY7Rv375QGK0gNabXrVunraWltVYQhCIpiqyvr79y0qRJqkXdaAXp9zFy5EiePn3KP//8mJwDUSLy4cIVwnfswd3dnePHj//0RmtSUhKtW7fGwcGBnefPyI3W3NChQwf27NnDmDFjUFZWpnbt2mzdujXNPmvWrMHY2BgrKysWLFjAhw8fMmxLS0uLKlWqcP36dcqXL5/GaM0pBeFRzU8bigZsQYR8KbZhZmnJ0i0bWDlnHldOn5Ub4u3atZNr7V65cgUdHR25LFilSpU4cuQIe/bswdbWtlAYrQCNGjWiWbNmmpqampNyc1yOPa7/VmXx3bhxY/nu3bvnqZOFlW7dutGqVSuWLl2Ko6Mjf/7eJ43xmNlsCr7OyGSeLVnslGzJV5E0Xq2YOOkyq4054tOggrugQoxEIsHGxoa9e/fiqS31kqaeKOTWwPvy5QthYWFMnz6duLg45s2bR7Vq1ejXrx+mpqaMHj2aFStWsGfPHjQ0NKhZsybNmzendevWbNmyheDgYGxsbGjTpg316tXj7uuXqKqpZavdl9mMH7LX/VPMQlWsWJUaWfWq2KU5e64zKnUp8+jKkHm2tVunNdLllbKy8rymSMA3GFRVEN9Gptt84sQJ2rdvT+nSpfHx8UmzdFfYaN68eey1a9dmfPnypUhpuwqCUNvQ0PByaGioVmGZEBUEkZGRWFtbs3TpUpYuXcqi2SNp00J6jyomIGbn2Ur9Yy/TKFbU2patPlzz98dr03beP39BwyljOeiccfzrz8b58+eZOnUqV69ezXB7bu4tURSJj4/nxo0bODk5MXPmTHr27ImKigrGxsbcuHGD2NhY5s6dy/Xr16ldu7Y81tXAwAA3Nzfi4uIYMmQIp0+fJiIiAnd392z7kVGsa+rvPqtjs1oFU0Q2Rg8oLsm0PUUU7QbZ2KwY3wqgV35ghv3IyvD19PSkR48e7Nixg5Yt04ZgJSYm0rdvXw4cOMCff/7JpEmTvmulrNwQGBhI1apV4+Lj4y1FUXyf/RG58LgqKSl1NjU1LfXLLzkLIi5KWFhYsG/3FqKjo1m9ejVBIQWXFCV++Ij4xBfxmT+iz3NISpZqY4K0hruFibRC0/8ToqKiCA8PLzBt2pTP3pjqfuDveUMpU6YMHTt2pGbNmty/fx8zMzNKlCjBggULeP36NRs2bKBHjx7cunULW1tbLvo8Irq4HnPmzKF79+4MmzQB1VzEuAZ5P+H2latER6WtJCqLPfoedaoVkQ2KeUFmsMoM2AxRVgJjA4j4gOBgm25z27ZtGTp0KMOGDSvURivAsmXLtFVVVWcJglCkrD99ff3l8+bN0/yZjFaQxkEmJSWxa9cuoqKiWL5me4G1LUmREP3wMR+v3sD3yElCrt8mPiaGhNhYvsTG8eLsJZrMnPz/xmgFuH37NnXq1CmQtmShWg0aNGDTpk2cPn2aMmXK4OTkhCAImJubU6tWLc6fP09wcDCTJ0+mcuXKzJ07l06dOlGxYkVevHhB165dOX78OKNH50xRx7Z4SZKSkrhw/AS+3o/Tbc+qmtX3fn5kY7PMgJXFt+aVWrVqYWRkJK8mmRp1dXXmzp1L48aN6dChQ6E1WgHKli1L3759lbW1tWfk9JgceVz/9bb6eXh4WHfokPdMu8LKhg0bGDp0KP+rVoGUpFjmT+5OnRrl5NtlN5jiDGrI7YA07UQ89cVn/xEME5IwNzfnl19+YfDgwTg4OFClShXev3/PgQMHpDtXtoI3kVDCEIwMMq089LPh7e1N3bp1efXqFerq6vkePFKL8Gsa10IikXDs2DGePHnCpEmTsky2knlNlzsPY8ZoF0qVKoWRkRHVq1fP9ryXLl2SS7507NiROZvd0+2T3cw/dcyszGOfWk82I2LP3ADSxlhlJoelGJ+VkealLMZPhqLXNUMvbOIX8H4BpYwQA4u28oWjo2Pc+fPnZ3z58mX5j+5LThAEwd7Y2PhSWFiYVlEv/ZwRtWvXxtPTk0GDBnHrxiW8ru3N9P5O/QzIjIHymrokJyezcuVKjhw5gqamJqamptSoUYNp06Yxbtw4vnz5wsmTJwkJCcHCwoK1h/bRt0VrLj1/mqMqST8DoigyatQovnz5wqpVqwrEiFM0Cj99+oSrqyu1atWiVatW2R778uVLatSowefPn3F3d2fEiBEo50DSqlmzZly6dAmQrviUqiMtqJAXLVZFMvLAylawlplLnYOKBqiinZATUt+/iufOTHe7vKYuW7Zs4Y8//sDLy6vQhGLlhVevXmFtbR2fkJBgkROva049ri0MDQ1N2rdvn8/uFU569uxJtco2PHr8nCe+Ydy4mzuVnITPUXi6b+XawuUsGO3Chg0b6NWrF1u3bsXe3p4dO3bg5ubG3r17efDggVRv9NU70NSA2Pj/F0ZrfHw8Bw4coHnz5qxfvx51dfVvch4lJSU6derE9OnTc6wQ8OntO/r370/z5s1zXOfa1tYWAwMDAgICePbsGUFXb+a6r/mJmc2LdqvMgM1N4YwMvbDqamBqJE3UKuLMnj1bS01NbZogCEUisFxfX3/2tGnTNH9GoxVgyZIlAGzevJlnz4N48zZHK4dyrly5QsuWLbl06RIrVqzg999/x8bGBg8PDyZMmMDff/8tl98KCQmhbNmyPPb0QpIi+aEybd+T8PBwhgwZwpUrV/jjjz++2XkMDAyYNm1atkarDFNTUxISEqhbty5jxowhKSlnNUK6dOlCly5dOHXqFKNHjyY2OiY/3U5DXmJUMwopzA6ZNza38bUDBw6kWLFiPH/+PFfHFTbMzMzo3r27oK6unnGMpQI58rgWK1bsyl9//dVo0KBB+e5gYeTMmTO0adMGc3NzDA20ePT4OUNXLqFmq+bymJaMYgcB4mNj6dW0JR0dHZk2bRqmpqbZnm/FihWMW7MCjAzhwydEv1zr7xYpPn78iL29PTo6OqxevRoHB4cf3aU0vHv3Lk2pwsjISAwNs5cjmzhxIk+ePGHq1Kl07dqVnj17Mm/ePLm3QV9fP9vKJDJtWFm8ncy4/N8q6Q94dh5Y+KoPnJGyhSxuVraPYnJWViWJZUarrAysbF/XKZP5vakjTfv1ovWvTj+kClZBUqtWrRgvL69Boiju+9F9yQpBECy0tbWfv3nzRiO1FNzPxIABA9ixYwcAjR1qcfPOIyIjI3PkeTtx4gS//fYby5Yto1evXjk6pmLFiqxdu5axY8eybt26Qjc2FTR79+5l2LBhtGnThk2bNhWapFEZY8aMYc2aNQCMGzeOv//+O9tjYmNjsba25q+//uLKlStyg7xLly4kJyfz/v17rKysslSeyYmKRU6MSpkBqmi05qVkcVZx27Jt4VcO0q3fOO5d3kMV+845brsw8uzZM+zs7KLi4+ONRVH8ktW+2RqugiBYamtr+757904js/rxRZ2wsDDMzc2xsbEhPDwcJycnbt++zYULFwhKTgDSyx7Jl1gjP8Prd4ifcj5TOnXqFPPmzWPy5MmsWrVKvswREBDw02WyJiYmMnDgQLS1tdmwYcOP7k6mzJ8/n4MHD9KoUSNev37N3r17sz0mLi6OXr16kZCQwJo1a5g3bx43b96kfPnynD59Gn19fT58+JClRIxikpeiCDakNy6zLRaQATK5H8XElNRyWJnRp1vXNP0QP0fB2StIYmLzJUNWWNi9ezejRo268+HDh7o/ui9ZoaWltcDZ2Xm8q6vrt1muKASsXLmSsWPHUqtWLUqUKIG/vz8jRoxg2LBh8n0UjYDURUmmDx9Fz549c3y+zp0707lzZ/755x+0tbU5cOAAmpqaP6SO+7fmyZMntGrViiNHjlC7du0f3Z0MSUlJQVNTE3d3d2bOnMmmTZvSJR5lhKenJ46OjixduhQTExOGDRtG5cqVefr0KSEhISxfvpyxY8dmenxBf985MXKzKw2b1TFyKcUZs6hoVpoZM3IcHlqoqVOnTvTdu3cHZ+dEyDZUQF1dfXD//v2Fn9VoBShdujTh4eHo6OgQExODg4MDXl5e+Pj4ZH9wfCIDOnXNfr9UtGjRgoCAABYsWIC1tTVDhw4FyPHSSFFi9erVvHnzhqVLl/7ormTJ2LFjefPmDZ07d+bu3bscOnQo22O0tLQ4cOAA586do0KFCkyaNImdO3dSs6bUA/n582fatm3LnDlzOHnyJP7+/ty+fZuLFy9y6NAhaSZtVMaDlKLe6rcix3JYfDVgCQsHMxP8/Pz49OnHF+/IL127diUpKel/giBY/ui+ZIYgCEpKSkrDRowY8dMarQAuLi4cOHAAT09PTp48yaBBg9iwYYN8bMzsR10URd4Ghcjlf3JKv379mDVrFvfv38fBwYFmzZp9szCmH4koinTp0oVZs2YVWqMVpFKHW7duZdWqVaxcuZIRI0bw+fPnbI+TlUF1dnZm/PjxPH78GCcnJ8qXl4Y4zZgxA2dnZ9zc3Lh9+za+vr5cvXqV8+fPs2PHDs6dO/etL63AEUWRG+cvYGlvx927d8lLFdTChouLi26xYsUyn2H8S5ZxXf8mZQ10cnL6+Z5kBUxMTKhfvz4PHjxg69at/P333zg5OfHo0SO0tLQyLhUoivDmPc7Ozrk6l6qqKitXrmTevHkMHz4cOzs71q9fT4UKFQrwin48iYmJ7Nu3jylTpmBgULiVE3R0dFi2bBljxoxhyZIlzJgxg7Zt26KhkXUJeFVVVapWrcqTJ0/Yt28fHTt2ZP/+/VhaWsonJffu3WPFihX4+/tjbGyMtrY2urq6pKSk8H7LFm7cuMGTz1JpqTrGZpkmTMkMx4yMWkUpLcVjUqPobVX04MqOLVdR6p2VyQgBWFmVQ7juxfLlK6lYsSItWrQokoN+atTV1enevTs7duzoBWTvgv4x1C9ZsqRqtWrVfnQ/vjmJTsP9AAAgAElEQVSdOnWS/21paUnx4sVZuXIlM2fOhAyWXK/5+/Pm0RMSUpKxt7fP1bm6deuGh4cHxYoVQ0NDg4sXLxITU3AxkoWFe/fu8fHjxzSe68JK7969cXd358WLF1SuXJn169fLS3tnRZ8+feR6wCEhIURFRfHs2TNUVVWZM2cOurq63L59G3d3d6KjozExMUFNTY2SJUty9+5dJk+ezNChQzMtUJCXeNfUZJZklRMPa0bvnzx5Ei01NaJfBFFnlCNHjx6lqCfPd+rUicGDB9sJgmCUVZJWdh7XympqaoYFJZlR2HFxcQGkMa/169enbt26DBw4EJtFszM+IFYaRtCkSZNcnefjx4/Uq1ePe/fuUbVqVQD8/Ip02fQMmTp1KoaGhrRr1+5HdyVH9O7dGw0NDYKCgqhQoQL16tUjMTEx2+MePHhA3759mT9/Pv369aNbt248fvyY9+/fM2/ePMqWLcvZs2cJCgri7t27XLp0iaNHj3L8+HE0NTVxdHTk9cuX3+EKc4dihbfkmFhebdpB06ZNCQ0NRVdX96fxTvXr109DR0en0Abx6+jo9Hd2ds46YPonQVlZGVdXVwBGjx7Ntm3bcHNz4+zZs+n2lWm0vrx1l3ItmuaqeEtycjKvXr1i3bp1bN68mVKlSgEFv2z8o/n8+TNdu3aVx44WdgRBYNu2bUyePJlx48axatUqVqzIXmpZX1+fkJAQefWoFStWcODAAQ4dOsSCBQs4fvw4kydP5v79+/j7+3Pt2jUuXLjArl27OHz4MFOmTGHevHmZFqrJTeJUfo3c7Dhx4gQjRoxg7dq1uLu7Z1hmtyiira1N69atkwVB6JLVflk+5aqqqh27deumnN84trCwMIpChRcbGxtu3LhBgwYNCA8PZ+PGjVStWpX2bZtSsa50Jp8mIzs6FvRyXm5UJs4uo1ixYvTr14+tW7fysxV1SE5OZt26dQQFBRUZ40YQBLp27crRo0c5evQoAwYMYPPmzYwYkbW2o4qKCh4eHnh4eKR5/+7du9y5c4d+/fqhrKzM4MEKXlFB4NSpU6xevZqejZoRU6G0VGlCtl3B87lzySLpv6SPWZUTG49FZDwJpl/Qq/k/7vg8kyd4yZKssotrFQP85Od+8ewpPPOHNxGYJotM/vVX5syZw44dO4iOjsbMLH0BhqJIw4YNSUxMtBQEwVQUxUKVXi4IgqCjo9O5c+fOea+nibT4x5s3b+QGWmFmxIgRXL9+nV27dlG6dGk2bdrEmDFj8PT0TJN0JVs9uBIYTOd+vXLUdkpKCgMHDpQngQFUq1aN3r17c/HiRYyNjQv2Yn4wBw8exNbWll69cvb5FAYsLS2xtLTkwYMHXL16ldq1a+Pk5JRtNS0LC4sMQ+6ePXvGtm3baNeuHZcuXcLCwiLN9qpVq+Ll5cWgQYO4ceMGBw9+zSvIixEqiiIHVqzh8OHDHDp0KMNnLrcKAuHh4cybN49Xr17x7NkzTpw4gb29Pdra2j/VWNyjRw/ta9eu9QYyTYrJciDU0dHp1alTp3xbHTVr1mTevHns3r270Mdh1KtXj+DgYDp37oy6ujpDhgzB82Tamb58WfZLEmQi7CvUrYZQwRKhrBm7d+/G19dXbrTK4rA+fvzI6tWrGTNmDJs2bcqRd6+osHDhQho0aJAjlYXCxJQpU6hVqxaDBw+mY8eOeHl55bktNTU1GjZsyMCBAzl8+HCG+2hqajJ58mTpYPvmgzT8JDpW+m8OSYqLg5BwuPcUHjzn1atXvD9+mpSY2Nx1WBSl2sL+oYgvXyH6voCzl+HeQ9DX49SpU8ydOxdBEOjVqxcqKiq5XpotrKiqqtKyZctkwPFH9yUDKqqrq+vIVmfyyvnz52nUqBGzZs3iyZMnBdS1b4erqysfPnxATU2Ntm3bkpKSwqNHjzLcN+p9JMPrNM5w2z+XLzB18QLGzZ6Jr68v48ePZ8eOHdSoUQOQPqePHz9m2rRpDB8+nAcPfh55QolEwowZMxg4cGD2Oxcyrly5wrp16/D19cXS0hJ/BUWU3FCiRAkmTJhAfHw83t7eGe5TtmxZZs6cyZkzZwgPD+fTp0/4+vrm6jy3bt1izJgx6OjoMH/+fFJSUpg2bVqu+/sxMpJFU35n7ty5nD17ltmzZ9OgQQNOnTpF//79efjwoXzslUnI5Xd8KCy0adOGmJiY+oIgZG57iqKY4QvQU1NTS4yNjRXzy6dPn8SZM2eKgFinTh1RIpHku83vxcSJE0VKm4qCUw/ReuEs0XrhLBEHW+mrSlkRPe10x/j4+IgoK4kU1xfR0xZVVVVFiUQiPnr0SExMTBRFURQlEol46tQp0dTUVDQzMxMBERAPHz78vS/xmzBgwABxwoQJP7obeSI0NFQERG9vb9HExEQMCQnJc1v37t0T1dTUxJs3b2a53+PHj0VTU1OxfPnyoiAI4unTp+X3meDUQ/568P6N+OD9m7T3om15ERVlcffu3aKnp6f46dMnsXfv3uKsWbNEURTFuIh7YlzEvXT3b+p2cbAVKWUsoqUhOjs7i4BYuXJlcdeuXeKXL18y7HNKSkqeP5fCyObNm0UDA4PjYiZj4o96KSkpjR0wYEBcfq9PIpGIL1++FCtUqCAqKyuLu3btym+T343ExETR0NBQ3Lt3rxgbGyt/ye7tjo5NRA8Pj3THTZs2TTQxMxO7DegvKisri9OmTRM/fvwo+vv7y/eJjIwU58yZI6qqqorGxsYiIFaqVEkMCwv7npf4TYiOjhYFQRD9/Px+dFfyxPjx40UXFxfRxcVFdHZ2FpOTk/PUjkQiEUeMGCHa2dmJSUlJWe47f/580dTUVDQ0NBQtLCxEiUSS5p7L6jVo0CCxc+fO4rFjx8Rnz56Jb9++FQ0NDUV/f/80+8nG8Yxe53y8xdJlLMWegwfK70dnZ2fx0aNHmfb5ZxuLq1Sp8hloJmY2JmZh+NapWrVqfEHovOnr6zNnzhwuXrzInTt3mDp1ar7b/F48e/YMdDPRTNTVhoREhJoVERrWQGhYAyXnnlTp21NaEauSFUhEVq1ahSAIVK9eXS6KLwgCbdq04cKFC7x69TX8wNnZGUEQMDQ0pEGDBixfvpzk5OTvcakFytSpU9m2bVuGJffyUgo1P8fmFkNDQzQ0NDAzM2P06NHY29vz4sWLPJ17xIgRjBgxgnr16mW5X9WqVfH29mbr1q1MnDgRT8+vFcGylL/6FA2+wWBiRK9evbCzs0NfX58lS5bg5ubGhAkTMj00TbvRsRD5CarbYG9vj5qaGk+fPs2yXGBWMl9FkSZNmpCUlNTgR/dDEQMDgzatWrXKt6yLrPSmr68vbdu2pU+fPpl6nwobHz584MOHD9Stm7FiWad2TZn519I0z2h0dDQeHh6s3uNBj8ED0dbVxcXFBQMDA6ytreXHGhoaMnPmTNq3b8+7d+8A6bjft29fBEGgZMmSdO/enVu3bn2Xay1IdHR0+O2337Idi3NKfo/PLWXKlOHz589MmTKFJ0+e0K9fP2JjY3N97kePHrFlyxbWrVuXbRz09OnTOX36NJ6enkRFRREZGZlt+ykpKcyaNYsjR47w+++/0759eypWrEiJEiVYuHAh9evX586dOznq69oFi2jevh1jZ8+UqyKoqqpmWdHxZxuL27Vrp62srJzxEgpZhwpo6OvrF2hnZEawiYlJgbb7LZk+fTpG7z6yqXEb/KfOxn/q7K8bVZTB2BACwiDiI4S/R7x6G3z9waS4VOM1Ji7L+NWIiAjmzZvHrVu3OH78OI0aNQKk8kz6+vqMHz+e2rVrs337dnbu3FlkwgnMzMywtbUt9KEhGaGlpYWdnR0HDhxg3Lhx/PrrryxYsCDX7Rw8eBBPT0+6deuWo/2NjIyoV68eNjY2PH2acbnAGp3bUKNzGwJ8n/Hi3j3wD+P4/oOIoW/S7Fe6dGkuXbrE6tWr0WrVF62uQ6hTpRJ1qlRCKFde/lo3dYpUEisuUVoRS1mJjRs30qNHD8zMzLKsPiaKIlu3bsXNze2nkMXS09MjJSWl0JWkUlJS0tLT0yvQNmWTkaJSgcvExITffvuNVq1aERkZiZaWFlpaWjxXMue5kjnxDq15HxrGlClTOH78OIsXL6ZRo0ZUqlSJNra1mNjPiWZNmqQpNJKaxMREmjVrhqurKz4+PixZsoQrV64A0pLg+/fvp379+vIqiDdu3Piel58vypcvX+gKDeSUFi1acOrUKSQSCWfOnOHOnTvcu3cvV22kpKQwdepUTExMciwFVr16daysrLC2ts50LE7N8uXLuX79Ot7e3unCp4YOHYqTkxMzZsyQJ36V19TN9PUmIJCGtjVJCXlFQEAATZo0yTbkLiQkBFdXV44ePZqj6yvsGBgYKCsrK2c+Wc/MFQt0aNq06aeCdP9KJBLxw4cPBdnkd8HHx0e0tLQUra2txYsXL34NFXCwFalXXaSsmYiGmkiJYiL17ER6dJRuU1EWUVPJsu2qVauKgKirqyuePXtWHjIge1WrVk3s1auX/P+3bt36TledP1JSUkRlZWXx06dPWS6txEXcy/B9xeWTjPbJjtwco7jf2bNnxZIlS4pHjx4VQ0JCRGNjY/Hw4cM5PveqVatEdXV1cffu3bn63ERRGqpgaGgoJiUlpVvWl9933TuIGOiL1LbNsq3NmzeL6OuIONiKfY/ukb9k7bk98xLdnnmJ1K8uoqslYmkqUt5S+nclq2z7KbsvN27cmOvrLGy8f/9e1NDQiBULQXhA6peRkdHVo0ePFui1xsbGivHx8QXa5vdg0aJFop6enti1a1fx06dP8vHB7ZmXOOfkQbFXr17i//73P9HFxUU8ePCgGBUVJb548UIExAsXLmTarqenp/xeXrt2rejo6JhmHDY3NxctLS3FIUOGiIBoZZX1s1GYcHd3FwcOHJjtMrcs7CKzMTmrV3bkZywePXq0WLFiRfHTp0/iunXrRFtbWzEsLCxH546JiRGbNGkili5dWoyMjMz1Z/fHH3+IEydOzPLad+zYIZYsWVL09fXNtJ3k5GSxfv364pYtW7L9LC9duiQaGRmJXl5eYu32bUTbFk3Ft2/fZtnPGTNmiLq6uiJQJJ9rRRYsWCCqqaktEfMQKlDgCIKQbVZgYaRy5coEBgayePFi+vTpwy8m1hybMk+azKKsBCWLkxIbD+UtQTkFXr+UblNSgspZV8K6du0aBw8e5OHDh7Rs2RKJRIIoimzfvp2YmBi8vb3ZvXs3r169IiIiItOlssLGo0ePMDc3R+2LP0Ls00xfhRUH22Isnfcbi/6cibFmBNu2bWPEiBFIJJJMvRfJycm4urpSp04dfvvtN/bu3ZunTN7SpUtjbm7OnTt36Dt5Kn0nT6VcxUpydQEkIhw7w5Rhw5HcuZ9lW126dIHoOJCI7Bwyip1TfsejQ0/EAD/EAD/qGJtRx9iM2HO38PN6CK/fgZIA/ysPxbNecYmKikJbW5vdu3eze/fuXF/nf/w4tLS0stUoLoxMmTKFly9fUrJkSSpUqMDev1ZiGJtIHWMzOtSux29LFvDw4UMqDR9ARCVLAr7EceLOTSrb/o9mzZpl2q6dnR0PHjzg9OnTDBgwgBMnTiCRSAgLC+PYsWO8fPmS4OBg1qxZQ3BwcJFIbpNx//59bGxs0o25+R2D/eKj5a9vyeLFiylRogT79u1j6NChWFlZsXz5crnXPSMCAwMZN24cJUuWJDY2Fk9PzxyV8VakXbt2nDx5MtPtZ8+eZdSoUZw6dSpLHXZlZWU6duyIp6cnT58+pWvXrpnKbtnb2zNt2jQ69ulFt0ljGb56WaYrBTJCQ0OZOHEiTZs2/Wm8rlnxcwVGfEOUlJTo2rUrfn5+NG/eXCqI/OA5PA2E24+lsSgxqeJtwiKkqgPBr6lcphhC8WIIdWsiOPVI066BgQFdunSRl3qVSWv1798/TZ37UqVKFSmZFi8vr29eoSX+nWeaV07irnIaoyVqV6ZTu2Y89w/i5u2HNG7cmBIlSnDnzh0eRr6Vv1KzYsUKVq1axdSpU3n37h0dO3bM87U5Ojqya9eu9Bs+RsM9H9BUJ8S+WrZSbLGxsSCRwMPn8P4TBIZluq+ZmRlXL1yEoNdSAzYbrly5QmxsLGfOnPnpimf8R+FFX18fV1dXzp07x5cvX6hSrRouffrTrUEjGltXpG/fviR9+Vrq3KXvAJ4+fETbVg2pVKkSTZs2xdPTM91zb2trS+vWrdHRkeY0CIKAmZlZGglDNTU1LC0ti9TS+/cai3MbQ5ubfQcNGoSbmxuRkZFMmjSJffv2pWtDRkJCAp06dSI6OprLly9z/fp1SpYsmafrqlWrFu/evcswFtzFxQUnJycWLVokV6jIivj4eP755x/atm3L2bNnWb9+fab30dChQ6nZqjkLu/cn8lV4trG827Ztw9XVlcePH/90ZeMzIudqzf8BgK6uLsOHD2fo0KFcvXqVgIAAunfvzunTpxk3bhx3jl3gREwEnyLecffYKerG30FLQ5XR3gJcvglFJKYsPwQFBTFkyBDOnj3L51dpA9LfeF+R/21SXRp7rf+v/JyoXVm+TVE7T+YZkLWnb5bzohg5qXyS0T6B6lbMWbeOXoN+Y+bMeCIiIvDy8qKV7VfZkYeRb3l88izLli0jKiqKTZs2ZenZySnjxo2jevXqvLl+DvS0eXD4NAA9r91CuXxlag7sm6N2zMzMePToEf7+/nTu3JlSpUoRHBws365Y7x1jbSxdRhC6yg3LPn2ybLt58+YAbN26lY0bNxIXF1ekftD/o2hTrVo1li1bxh9//MGhQ4ewsLCgbt269O7dm4erNrJhwwbi4+PZt28fka+90dTQwKRMLbkhFxUV9aMv4ZuzevVq7t27R6NGjXi6px/wddz9SvoxNcpvi/zvzMZakzyMxXmlS5cuXLx4kcaNG8u97opJy1FRUUyaNIn9+/fToEEDVq5cmcb5kxeUlZVZsGABI0aM4OrVq3INYVEU2bhxI8+fP8+xRv20adOoWbMmZcqUITAwEFdXVyZOnJjhb48gCOxZ9BeLi5XggdtWqNc0y7YnTZokL6tuZGSUhystWvzncc0jSkpKNGnShMGDB6Onp0ePHj2YOHEidnZ2bBg3lbdBwdRq25ImNc1oUN0EoZQJaGlBEVyeyy26urooKSmhqZnvROgCJS9LWg2aN+PChQssX74cY2NjeWJAaFAwpw8eplfTFsyePZuVK1cSEBBQIEYrgLGxMTNmzIDwtFXv9C3NSczlD2716tXp1q0bysrKtG/fnr1790pXA6JikEgkAPS3qCjfX7WYAVo25YjxeZZZk4A06UOWnf3rr7+ira2d5bLaf/zHt0BfXx9nZ2eaNWuGlpYWHh4eeHt7Y2try/z586lWrRqN6tvRvUsrHBwcsLe3x9LSMk0hg58VQ0NDdHV1M1UGKSqoqKjg6urK0KFDmTFjBkZGRnKP+/3795k6dSo2NjakpKTw8OFDjh49mm+jVcbgwYORSCTcvn1b/p5MJej169c5bkdNTY2OHTtSvXp1mjdvzp07d4iIiOD54yeEBgVneu5z585JV86yYMaMGfK/raysqFat2k9ZuljGfx7XAmTcuHE4Ojpy/PhxNi9ZxdOnT/Hq1o39+/diFTSNwJhYyjXJVOFBzps30gzxoqS+kBojIyN69uzJ8+fPseuYdjZ+ROOrLFQJ91/SbKs34Kt0k+Is/vRCaYiFj5/0s6lS3iSDYzLpkJJ5tn2WzXZTexq6n5Yul+8bMoLle3bSuU59vL29UVJS4vTp09StW5fZ06bTrl27b1Jyr23btpjMn0/YZU9UmtSSvvkpGl6+IaBDzzy1OXbsWBwcHBjepw9ubm6sWLGCLZI4lNTU2DdEWiHsxYkjEB9NTA4yp52dnZkxYwZlypQhODiYdu3aceHChQIz4P/jP3KLrq4u169f59atW2zdupWKFaWTsvDwcPSA27dv4+iYszoTjx8/plKlSrkqJVuY6NKlC/3790cUxXSeVr3y0qIEsjEv9epY6vH386s78pWy9N7ar8jakbWbOn429WpaarLaR7bt+b/jd3lNXYYOHUp0dDQzZ87k999/Jz4+HolEQpMmTTh58iQ1a9bMcSXLnCIIAm3btuXq1au0bNlSvmxvbW1NWFhYrku+g/QelYUZLF++HEtLS1xdXdO1ZWRkhLW1NY8fP85yTFVUHXny5AnDhg1j8eLFRaJqaW75z+NawFSoUIEJEybg4+ODh4cHhw8fJjg4mITQMFQNDRCUMn6ohIY1EOpVR6haDlNTU0xNTREEAaFja5Sc82ak/EgqVqzI3r17iY2N/9FdKRAsy5Vl4cKFgHRG++DBA86cOUPjxo25desWgwYNonPnzgV6Tpkcy+bNm7++GRMP2nn3ZFerVg1RFHnx4gW1atXi3r17vNqwPb1smZIgTQLLhlGjRlGuXDlKlizJH3/8AUhDCHJbceY//qMgUVNTo3HjxmzZsoWUlBRq167Nb7/9hiiKeHl5YWVllWlYi9szL5ZcO0tzp75Ur14dVVVVHFs35LX/ReLfeWZ4TGFFU1MTExMTdu7c+d3PnZmxmldkK2bjx48HpAnAo0ePxtfXl5UrV6Kurs6uXbuwt7eXrioVIP369cPd3T2Npqu3t3eW2qrZUb9+fXmVtm7dujFy5Ei2bduWbj9NTc1sY1yTkpLkOrG9e/emX79+7Nq1K09GdVGgaE4jiwh9+/blzJkzWJW3AfOSkJIk9Wal1oJFGi/Di1BpuU11hRjYs1cQy1ni7u5Ot27d2L17N97e3gQFBVGmTBk2bMi0nO8PZdy4cdy5c4cWncdw7do1YgO2A9C//NfSg8LvmQ8ustn/G3OpV9bK9l+PI55p/p86Zlb+d7vVAFSQhKZrVzb43XknLfowYtFigK8Z+5DK89hGum9naZKVTJ/PwsICDw8PPD09OX/+PFWqVMHExESu+1hQCILAmjVraNGiBZQvJVWpSEmBfHoU7O3tOX/+PA8fPqRatWrY29vTNk5CjXYtQFUFPsdgHi8yb9mKLNu5f/8+dnZ2JCQkoKGhkUZg+9ChQ/z+++/56ud//EdBoKSkxKVLl9DR0cHAojTez57SrOcvGe7r7+/PH6068T7sFRaVv4bPXL/5gGp1urJwjgslLV5RoUIFDh8+zJEjR7CysqJnz5506tTpe11SjhEEge3btzNw4EBejx7NlClT0hlBip5XIF1uQvlftqbbJ7N9M1IqkL0nM2Zl/x/Qqr58n+nn047XsnRP2VgNgLF0Wa179+7cv38fbW1tJk2axOnTp3n37h01a9YkODiYwMDAdH3ID1WrVqV79+78+eefDJg+BYCPUZ9RV8+8Kml22Nvb07t3b+zt7fnrr7/o2bMnnTt3xsrKioYNG5KUlMTChQsJDQ3NNrnOwcEBVVVV9u7dS48eXxPAAwICiImJkScc/iz853H9xvzyyy+QlCwtUBAVK61QhDQj+8iRI6SkpEh/8D9GQZ2qUOtfA0oQpAoEDWpDbBxHjx7FuGRJpsyZxYYNGzh//jwbN25EaJh9NuOPQFdXl+PHj1OqVCkmTZpUJAsRKFK3bl0OHjzIP//8Q+C7t9R1bENgYCBXrlyhb9++VKphm05pIL/873//k2asRn6GFAmEvoX4BOLj8+7JjoiIAKTeVyUlJXbt2sXz58+lygMfosA3GFdXV5ycnDJtQyKRYGdnJ/97+PDhabZP83AvtPfmf/z/Q1tbm1atWrHhr+WYWVqyw9WNL1++EBsby44dO+Qi8wsWLMCuTQvWPLpN5/FjAPDYuJC3gZfp9UsbLl6+w+SJLlSvXp2LFy9y+/Ztdu/ejevxQz/y8rKkRYsWXLlyhYULF3Lt2rUf3Z0CYfPmzbRs2ZKDBw9iaGjIqlWrCAoK4tChQ9ja2lK6dOkCr+g1YcIEduzYQVJSEmcPHyEy4l2+Pk9ZfkGDBtJiffb29vz5559MnDiR2bNnM3r0aO7du8etW7eyVEV48eIFd+/e/T/2zjqsirSNw/ehkS4TAUGwA4u1c23X7sJAEf3UtXN1ddfubtG1XdcCO7BQLFwLWxRRFKW75vtjmEMjKOme+7q41HMm3hmHmWd+7/P8HiwtLWnUqJG87kBdXZ2SZqXx/PQ+x59L+Y1Ccc1l2rVrx7Bhw9i0aRMNGzbkypUr1KhRA09PT9TV1albty7Pnj2DYkai2iUI4jStng59unYBYFPzDgAMPLIX1SKa7F20QFRnX7+HAjwVL5PJ2LNnDw0bNmR2RStqtGzOklWL5N9LyqaUX5q8eKo46b/xF68qvvFL6qr0eXKSKuTF3Kgl7m5plvFILDyS2p6+SNb+VFJYJZIXLrVq1YpWrVrJx6qbOPYTVy5Ro27ueOz26dOH+L/+olq1aiy/fh8CQ7G3t2f//v3ftL3AwEBArERdunQpNjY27N+/n4NKSvD4FWfPnhVV3kxo3VpUoy9fvoympiaTJ09mw4YNdO7cmcOHD8Njb6iVs1OFChR8D+vXr6dBgwbcvHSZ5s2bY2RkhIaGBsHBwcTGxjJkyBD++ecfGi2YxfU33jQxEbsV6RevgqBVkcUrtiELf0x8fDyBsSUxMjJiwbnjHF62mqcetwq0q4alpSV79uyhV69eHL51HbVkSqF0/02e15p8ml8W/hhJdtBNPmOWSlmV1smKRCEtu/OMu/yzqpvXA2BXSRRvpOeenVLScyF55f3SpUvTbDc2Npbbt2+zfv36LIwie5QpUwZra2tuHz7OZCcnzM3NcXBwwNzcnJ9//jnb25PaCy9fvpz+/ftja2vLoEGDUFZWZuDAgdSuXZuLFy9mWmQWHh6OtbU1IAbzKioqDB06lClTpjBs2DBWr17N1OEjWLMvHWvFQoxCcc1llJWV2bhxI+fPn5e/nXl6emJgYEB0dDRVqlRh4cKFYJZYiMVSy1oAACAASURBVCWTQe1KUMEizbbUdbRRUlYGZWUoVRRKmsCDF8hszAusuqWvr4+DgwP/nnPL76HkGvHx8Zw9dpymbdvkyvZ79epFdHQ0y5cvZ9GiRXTr1o3r169z+/a35du9eyd6ua5fv16u3MpkMrZv387Vq1e/GrSCOKW6bds2GjZsCCDP/Tp8+DCYGIC+jjjDoEBBAcHS0pL379/Tvn17XF1dKVKkCJ8/f5bPHNjY2HDnzh30TMXp6Fr163H20X2aNk1pRaSsrIyRkREApWys6TbpVzSKFKFi1aqcefhvgVW32rZti4GBAQ/veub3UHKN8+fPY21t/dUWqd/KkiVLcHJyomfPnhQrVozx48czZcqUb5pRlAJXOzu7FIF2ly5dmDlzJhcuXPiqM8KLFy8AUYyQCgilGbXVq1czZeE87t24mWGzg8KKQnHNI5o1a0ZYWBiHDh1i4MCBjB07lpiYGEJCQujXrx+n9ES7EuktE0CrVf0U29i9aEHKjVqWguJGcPcJ6BTMN30QFcOVK1dya8k6Xjy+KQbegK3rUQC5R2nynFQh8c1eL/GtvuoqFyBJpfWQ3AnSsbiyM0lpL9Aw8Y00vc/sErdn26l1hutL6mqKnNnEStdnkaFcPXceAyMjejTK3GvvW9HQ0OD06dN8+vSJJ0+ecPLkSRo3boynpye1atX6+gZScfbsWSZOnMi9e/cYMmQIS5cupUSJEtjb22dpfR8fH5o1a5Yi8T9N56ygUNAuWHZoChQAHDx4kKCgIKpUqQKID/jp06dTvXp1ypYty6aSJQExn7M48NfbWCDxviA5lCTeE+xMSoFJKTq6urBo2gxG9+lXoAPDadOmMd7BkZUrVxJYVZxStkmcUXp6Mmk2LPlMlqBVMU2Oauq/fyvJt31/SPvv3q6zszMDBgzINeW7Xr16PH/+HFNTU3r37k2tWrVYvnw5kZGR2d5nmzZt+OOPP5gxYwYeHh7UqlULBwcHtLW1mTNnTpa28fDhQ2bPnp3CVWDZsmXyv7u7niI8LAz90EjIvPlWoUIRuOYhWlpaDBgwgH79+qGkpERUVBSamppy4+BvoogGWJQQlVdjfbFLko4W1KyBTDcpITvB+dumlXMCY2Njbt++LeZBPnoF5S1ALWNfQa+nr9i8eyunTp3Cx8cHZWUl9H9pi27N6mmW9fD3TRNo5jXOq9bQe9jQXN2HlpYWZcqUwdDQkEePHnHnzh0GDRr09RUTiYuL49mzZ5iamtKiRQv27NlDxYoVUVFRoWQZC6hiBRrqCFcyf+jKGlSHx68hLIJt+/aIbY61NfH7+xQODg5s2bKFJUuWiAtrF9yXKQX/bfT19Xn79q3Y91xJibZt27J3715atmz5zdscOMqJpw8eUqdhA7S0tSmipUXj1q1o2q4NmolBTXWjb+vglFP06dMHCwsLevTogV3vbvw8uH+Gy8bGxuLi4sKOHTu46XGd0LAILC0tOXnyJCUTg/uCxJMnT7h+/TpbtmzJ1f1IOaQdOnRgxIgRWFlZZcuz3N/fn5CQEMzMzJg+fTohISH8888/rFu3jjPu15i+ZCEymeyr18oh98uMGDkSmUzGK/+PDB03loaWNty8eRNra2vKlSvH5cuXgcJrrZkRisA1H1BSEjM0IiMjUVJSQlVVlQn1mgBpVVaAPYf+yXBbZduJlawv9u4RC7/U1SA4DE6cQ7CrgayMWc4fwDdgYGDAnj17KPf77+zZs4edOzdRf/gA+PAZW1NzqtqUw9bWVpx2P3uW4cOH4+rqStmyZXnx4gUNGjTg2tpN1Jw9g9gvgXxSS8pyWT9FrPKUAlgpp1VSVa88fy5fVq60Ji6bXjctqYq176QpQJLSmkIJSFRcLp8+g7/fR9ok5iPnNnp6eri5uaGjo5Mtf76LFy/SsmVLNDU1adKkCUePHsXc3JxRo0bx15Vz8NwHqpTNdBvh4eHw6KWYzlKzAjx8KRZ01atKsWLFKFasGH/++SelS5emSJEiDB2au8G8AgXfg0wmk3t+RkVFySvEJQVwgo/UgUi8f3ztBblYyZKsPbCX88ddiYyIQFVNFZcDB9m+ajXrDu7HpHj+Bq0S9erV49q1a3Tt2pXbgWGUcnTgypmznD32hoAPflhZWVHj/m+cOnUKAwMDnJyc2LNnD/r6+kydOpV58+axePFi/jrpSilzM6wrijmp6d4ns4G0nlSjINUWZNbxUL6uIDBz5kz+97//5VkFvb29PTY2NtSqVStb3rEDBgzg1KlTaGhosGXLFpo3b86ZM2e4fPkyNev+xKl/jtCma+dMt3H58mWGdevK5Pl/Ur5aFbrVb8yXT/40PHBQ7kBw/fp1lixZwsSJE3OsGUNBQRG45iOqqqokJCRgPWc6h/439vs2pqsl/gAY60OtouByFqGIJrJiJt8/2BxAWVmZOXPmYGNjQ79+/eDjByhhDOYl2Lh2I7du3SI2NpZVq1ZhYGAgX69ixYoMGTJE9LYtokl8WDg0+infg/KggADmTZzCnDWr8tSgvEKFCl9fKBUNGzakbt262NnZsWLHNtRKFQM10T6Fkibg/UEsDMwAWUNb0bJNRQXKmUNcPEREiteaUtJLhJqaGqNHj/6m41KgIL+IiIjA29ubiIgIvsdsTkNTk3Y9kqy2fundi2W/zWZYp64cvOr23ePMKczNzTl//jzjx4+n38+t+alxI4ZNGEdL21p4eXnh4eHBwoULadu2bYqgbOrUqdSqVYuSJUsSExODcdGi7HM7j1HR/H3G7Nmzh9evX7Nr164826eSkhINGjTI9nrTp0/nzp07jPptOv8bO4ZZK5bx1vcdfn5+dO7Xh7vXr2cauF548pBePXsyZ80q6jdvhsuBgwD0GJJyBs7S0pJ169Zle3yFAUXgmo/s378fJXV1UFZKt/JdQkhW8Z5lAj+BeQm4c4+ETwHfPMbcoF+/fmLgmoqffsq4Kn/x4sXMmjULLS0trly5QuNmzRBiI0BZSa6EdE+sSn2RmDvrkahGv3yS1Lo0dW1l2DrRpWDD5q3yz6TtSW/86YVzsbGxzHAaRavOHRnWuWsmR1sw0NDQ4NixY7Rv3x60NCA8CqJjWbpyBVS1FoPP2Lg068ka2opWbX5fRAeL6uVExfVLkPiiVN4i7w9GgYIcJCgoiOPHj8vTBCTlb0K9jDvupfAWJelekbqttEwmo96ooZw7fZp9Z05Sq3/BmYXQ09Njy5YtaabWraysxPtEOhgaGvL06VPi4+NRU1Nj8ODBbFy8hGmLF6artErnIz3nGAmbVOsld3HJCg8ePGDatGm4uLikEDwKKg0aNGDbtm30HziQSfP+YO64CdRp2AB7x+G06tyRzx8/pbverQ8+bF2+kjNHj9GhVw9UqpbDw9+XPRs2s2jrJqrWqsm9Lx/zPR0lL1AErvnEyZMncXJyosSgviipqqYtvMoEmZUNIAa0UpCWLsZ64OPHu3fvfoi2b9IUULVq1ZJsw0gbsErnJ71zk/zcQTLrrGRIhVrhp1O2PJVuusGBgUxzdMJQU4sty1d+30HlIcbGxhw4cIDatWszZ/4iHCdPEM/hg5egow2hMSmWv3nzJni/F4NWs+JgZQoqif3djfThxTuIigaNlCbcfn5+8hSY/v37s2nTpgKZE6dAAYgv0tra2kycOBFIe0/ILEVA+i69+4iEkpIS1Zo34dK+vxH6DcnxlqR5jaqqKqqqYo1ClSpVuOX1CEg/KJXIynepg9vkLwcDjETP09TBsZubG4MGDWLt2rXY2aVsE16Qad++PTOnT2fT8pVs2bgJ+8GDiYuL4/OnT7x99YoXXl5Ub5AUgC5cuJDbTx5z59p1OkweQ/mf6sivvdZdOnFw+w5+7vhLmv3cv3+fKlWq4OzsjK+vL9OnTy/01x8oAtd84fHjx/zSuxeq5qXRtMjF6W4NddDSpNqg/hg2F3tMP0/Vtasw4uHhARpq391B6lt44eXFmL4DaNq2LdtXrZbfwAsLZmZmXL58mbp164pT/hFR8Oo9BIeAsjJK9j3lhXzDhg2DqBjReq2EccrzraIs/vvuE7AoiY2NDTVr1sTY2Jg1a9bg5OREkyZNcHV1ZdiwYbi4iK4QyW3bvlYIpkBBbrN27VpcXV05ceJEtgpsskvDnl2Z0aIDF548wqioyQ+jirm7u2Njl31nk+9FEARWrFjBmjVr2LNnD82bN8/zMXwv48aN49OnT5w4cYK/zpzkypkzrJo7j+ioKLzuP4AGTQBRQFi7di01GjVg5vIlxFilFKFq1qvL8tlz+HvHTi6eOElCeCTly5cnICCAY8eO8fLlS+bPn8/z58+pUaMGbdu2BWDjk7vybQwvXyPPjjsnUASu+cCKFStQNy1J8T7dM1dMv5fYOAgJJzYoiCgfX9RNfwzVy8/PD4wM0yir0r+l9q0v0kmxkJRWaVlHhyFJ3yUGUlIPKElFKbpJzFn7EBTLnBOxLFu2jD59+uTkIeUp5cqV46effqJVq1aMGTMGmW05ePACiuqlSEt5//69aLmWngNEeCSoKvPryP+xfPlyniN6u0rMmDGDBw8eJG1HIiIK1FXllmgKFOQXERERjBo1ihMnTlCiTo0MVUFJ+cuue4lUFDqhXhN27hfvUWePHaNdj+7wgwSufn5+NDU3B9I/T5mlCKSmWrLmNM+nzE6huEpKq9Ryds32sxw5/4Lbt29TqlT+usp8D05OTtja2vLbb7/RYdpMPvl95ILLCVp17iRf5v3791SrVo3ZK5cDadNUDu/eS/369bl0+BjuV68CcOPGDQB69OiBpaWlfLZS8puNiIjgw8vXFLe0KJQKrCJwzWPev3/P7t27MRk5FJlSLvd/UFGmaPdOhHs95d26Lajo6yFbtwHzPr1RNdAHCqcC+88//4BpzhtMWy+YneF38QkCi45/ZNaclYU6aJVYsWIFjRo1onHjxqJtlbqaGIwa68tV0UYVKuD/8Y3YUCA1QaGgpZn00NDVkjcciI2NRUVFRX6zHDp0KIcPHxbPW1wsJAhgWSrTphkKNVZBbrNu3TqaNGlC48aNsxRYfQ9tu3cjJiaGhVOms3DKdGrVr0fHvr1x6tkHDQ0NgALbdSsjfH19efToETVzoWNgv+P70/XfBrhx9wVb97px2/NRoQ5aQZwBmzhxIt27d8fd3Z2WHX9hx+q1RISFyVvWli9fnjt37hAZESG3VZMIDw3j4d27LJgzl86dxYKuOo0acvPyFUaPHs3KlWIqW4cOHfD09KRly5Z06NCBU6dOoWWgj7KKCpP37+CeScZNMwri7IAicM1jXr9+TUREBG8unAVN9a+vkIzU+ZnJkdtiJVdwZTL8i6ghVCwLGmrExUXBpwB8Vm+iaNdf0LS0+ObjyE+KFy/O5PLlWbBAzAuWAqA+qSypDqbTXCCjcyidv+R/l/Kq4ibuYdSU9ZhVeC160f4A2NjYMHHiRPk5pLyFOO1vpC9vHDB79mzatm3Ll7uPU9q0RceAz0eoas2FCxdEV4L3Se0LJYcFHR0dnj17RqlSpbh37x5RUVFiR624ePAPBENdMYc2KFT0Hi5dDLQ0M00BEQSBmJgYuXWRAgXfyv3791FSUiI2NjbT5SQFMbnSld5nyT+HJMXVw98XlGDouLFYlrNBW0eX0JBgDmzdztFtO9i8eTNWVlY5ckx5iba2NqqqqhhFxWFjVkx+LrJiX5UeExJbbSe3L5SQLMreBhky/s9jLF62ptAHrRKTJk3C2dmZixcv8tvNa2hVLM/vw5zYu3cvurq6lC9fnoYNG7Ljz4Vs2LAhxTW3Y81aSpmZUa1aNYyNjWnVrSu7N2xEW1cXJycn+XKzZs2iW7duqKqqoq+vT1xcHF379mHbilWoen/ghn8wK2fPJTwslI59+9B1QD/0DQ0zHXd0dDRqamr5otgqAtc8Rm4E/OhlnvVyl2lqQqVyYrCmXYoiIXH47dqPTF0N2Yo1lLSxoVjlipT/pQ1KKirs6tAzT8b1rcycORNbW1s6deqUqRNBju1v7hoePXrCxYsXC+W0SkYMGzZM7PdtrAV62lCmFDx8ARUtQVeLpk2bUrRoUdHe6sNnMa/VQFfMe9XUAFUVzp07BzqJuYFaGnIrrBs3bnD37l1u3brF0aNHady4MWfPnk3Z0/vxa7HjW1Vr+BwMT7zFBholTJDZVU6ToiBc8WT16tWMGTOGXbt20bdv3zw6Uwp+RKpUqcJff/3F+fPnsWyc1j87N2jWrq38741bt6J2cVNatWqFIAgUr1QeFVVVfh7UH0vbqgU+71BPT4/p06djb2/PxYsXc31/MTGxNGptz8qVq9J1pSmsKCkp8dtvvzFhwgTo0pZiPTqjfOUmP//8s3zKf/DgwTg6OjJhwgS+mOhR1Kw0tZoX5/1bHxr83IIDBw5QtWpV9m7aDMD/ZkyjXLlyxMfHs2PHDlRVVZk9ezZRUVFMnjyZjx8/sm3FKgD+dt6B1/37/LZ8GcVLlcR59Vra2damkm11+joOJ65FsxR2j5ICK80UfPjwIc8bHMgy6rErk8k6NG3a9K8LFy7o5emIfnCePHlCgwYN+FJMDwx1M1VRM0JaJ7vrJa2U+H+ekAAh4TTq2Jnnp84RHRJK09lT+LuvQ/a3mce4uroydOhQ3N3dsRwgKq1SwwCpmUNxn78B0CuVVG3qcOMlkNQ+V7LBWnLkmHwZyT7rkOEtomMTGL7Vh+u3H1CxYt68aOQlJ06cYPjw4Tx48ACDDk3B67WouhY1QLjiiZubG66urri4uKCnp8eLFy/48uULrVu35tixY+jq6opKaiKvX7/GwsICR0dHNm7cSMmSJeU5rmPGjOHo0aN4e3tjZGREmzZt2LFjB8qNayYNKDwSfD/Bl2BRnS1bGlTFm6ZwxZPg4GCqV6+Ot7c3Fy5cSNNH/nv48uULpqamEZGRkQXKrdvExOTytm3bGnbo0OHrCyvIMgsWLGDZ+rXMPLqfhqXTKp6p1dTsIldcH4n3E0lRTI6trjFq6uq4et7Ex+spYYFBuKzZSJO+PTmyfM137T8vSEhIoHv37mhoaDBh5VJkMlm6imtq54DMGHb+OJB03kBsB7t7vys79x7j8rU7OTT6goMgCHTt2hULCwuWLVvG27dvqVy5Mu/fv0dbW5vIyEh2797NoUOHCAoKwtfXFz09PR4+fMjTp0/x9vamVatWgPhCUalSJa5du5ZhK1oXFxe55ZmZmRmrVq3CvIEoAnn4+xIfG8vtU2e5te8f3vv4MHTcWHo7iFZuUuB68eJFmjVrBiSlh+UU8+fPZ/bs2Yujo6Mnpfe9QnHNY7Zs2cKgQYNYcuNc/g1CUg2VRQWt9E+1MbWrxb9/7ePslNmY7D2EVqXyeC9ckX9j/Art2rVj/Pjx2Nvbi4F4Limh/9wKpnxJjR8yaAVo27Ytffv2Fbut6KqIxVNm4pu0lIIhXPGUtyU+cOAAPj4+dO/eHVVVVUaOHCmqtonY29vj5ubG2rVrmTdvHoaJ003+/mIqQa9evfDw8ODixYscOnSIuLg4cZ9FxH2ipSm2kY2Phzd+YovgataQIPDu3TucnZ3x9vYG4OjRo3z69ImePQv2DIGCgsmff/7JpL93oZaoHOUHaokpL8ampTA2Fae+qzZtxPJBjnT40IOfGjemddfO1CxaMAtrlZSU2LVrF3Xq1OHUocO06ZY7HQRjYmKZPX8dq5dMy5Xt5zcymYwNGzbQsGFDQkND6dq1KxUrVkRJSYl7X8T806FDh8q7EYaFhbFx40a0tbWxtrZOkWoSHByMu7s7d+/epUaNGgQEBKCjoyMPLJ88eYKNjQ1r1qyRN/wZNmwYfUeOoMdgewCUVVWx69CW0YMdePXsGeMHDEZDswid+/UhNDQUNzc3jh8/Lt/nhQsXKFWqFJUqVcqT86UIXPOYcuXKsX79ejzHionnSwzEX/Ss+Lh+izqbVWQyGdX69+KLhjqh9x4S9uARFODAFeDXX39l1apV3Hd1pUqVKvJAq+HmxLaupUU3gKPJlJPU7XMlpTU9d4cyzWpxeYcLayc0ypXxFxQWLFiAtbU1s2bN4lNcAt0r1GSP53UxBxVRVZHaFPfo0SPFusHBwQAcOXKETp060aZNG0DskmaYLEfKxMRE/uezZ884evQoISEhrF69mvPnz/P69Wu0WyfrQqOsDGVKinm3j15hZVSU0qWTDOH/+OMPmjZtSv369TE0NEyZgqBAQRawtrZG89p+Oharjx/d0nyf2kUgKzmuyUldXCTda5Irr6nbUwPomRiz79QJDu3cxZZlK4iPj6PmqDFZO6h8QFNTk4ULFzJ37lymDh+RwmYpK04MknuLtKx0j5aec+Gnr3Hq1CnMzK1o1bHgzwZ+K0WLFuXOnTv88ssvODk5IQgCIyZNoMdge0qZmxMXFycPPrW1tRk/frx83fBwsTC2ZcuWlClTho0bN8qbMaRuylC+vNjgYeTIkZQoUQJ7e3v69OnD2LFjifscwOBZ01Msb2ljQ+cZE1gyZhJnL7lx/fCxFN/fvXuX0aNHc/XqVSIjI+UpBLlJLpe1K0hNjRo1ePbsGX+dyvng83uRyWRoV6pA8Z6difb7KA9KCirKysq0bNmS7du359o+ZMCDl19ybfsFhSFDhjBz5kxiY2NFb9on3qJF1m0vVFVVGTp0KJGRkWnW27BhAyEhIXTs2FGeP/U1pE49Ojo6TJs2jYoVK3LlypW0C8pkYv5rUCgvA/zBUA8MdPH09GT69OnUqVMHEG/WDRs25OPHjCtjFShITbt27fhjxRFeeH+UpxUVFPQMDBg85n/0d3Lkhtvl/B7OV6lfvz7//vtvCku8nERZWZnXr1//8L/j2traHD16lOLFi+Pt7U1sbCzta9rh1L0XqqqqVK9end27d6dZT1dXl5CQEE6cOMGGDRuIioqiTJkyme5LEAT8/PwoU6YMVapUYd26dRw9mr49Zzm72rQc3J/rh4/x8+ABWFavytixY4mOjsbW1pa5c+cCYGRkxK5duwgJCfn+k5EJCsU1j6lZsyZeXl7Y2toybNZ+lkSKKQNpL8W05IbSCqLaK+WHypVHFWVevXqFrW3GlkUFgfHjx9O6desU09XSm3t6asb6KWJglZnSKuFRZwoV2ipxS1U7h0ddMOnduzfPnj1j/fr1lDY1xcfHh6pVxRvUn3/+SYkSJejcuTOzZ89GW1ub8+fP06RJE/z8/DA3N+fatWs0a9YMDQ0NgoOD8ff3p2zZsmn2c/nyZXlerLu7O5cuXaJ27dp8PHSaokWLioVZbz5AeCRrFixm1K3/gYGO6F4AVK9eHQAVFRXevXvHyZMncXBwoHjx4lhbW3Pq1CksLS3z7sQpKJTMnTsXQ0NDflt1nPPnz6P3WcydfKqUfqvX5OphRm4C6Smw0v1Hyr1Pvow8/zXxu9RYlrPh0M6/snA0+Yuenh7Dhg3jwIEDtHNM29Y2s9zW1O1ypXt0clq0aEFAQICYWvSDo6Ojw9q1axk5ciTHdu9FVVWV6xfdGDZsGBUqVKBfv34sXboUe3t7nJycuH37NuHh4dSsWZMnT56gq6uLj48P9erVIyEhgbdv36Krq5tiBgxEoSoyMlLu0DJv3jzevn2L/937NG/enPuB/lw5ew7nVWvQMzCgWd16uKiq0rRvD7pOHJOieLBJkyZcunSJWbNmsWjRIvr378/OnTtp06YNxsbGOX6OFIprPlC6dGl+++03hg8fnt9DSZ+EBIiKply5cvk9kq9ibm6Oj48PAQEBubL9uJhY1AuZv+K3oqury9KlSwkODubw4cNcuXKFpk2bsn79eqKjowkODsbZ2ZmJEydibGxMz549qV+/PtWqVUNfX5927drh5uaGpaUl+vr6WFtbExqavj+mNJ3k5uYGiIn+dnZ27N+/H175ipZZ5iXFN3kbc/D+AEGhafxdS5UqxdChQxEEgWPHjvH8+XOsrKw4efJkrp4rBT8GTk5OBAUFsW/fvvweSro8f+yFVfmCfx8GsLS05O7du19f8BuIj48nPj6+0Hndfiu2tra4u7vz+vVrrl27xu7du/ny5QubN29GW1sbT09PxowZw9ChQ6lbty4tWrTAysqKypUrY2ZmRq9evVi/fj3KysqUKVNG7vaSGg0NDblTzs6dOzEwMMDJyYkhQ4bgdvI0Ux0c6TqgP+UqV+LEiRM07d+brROnExYYlGZbjRo14uLFi9y5c4eaNWsycOBATExMyMgA4HtQKK75hJOTE8uXL+e0nwXVatcCtmR5XUkdTY6UI5vcj1QidWep9JTbFDm2bz6Avm6huEmEhoaipaWFllZSIbiktEqk5wtoV0nsriU5CCRH6ry15MgxInS08Nizn/hFy1H+j3R7UlVVpWZNsdK/QYOkvNPQ0FB8fX3R1tbG2NgYfX195s+fD8D69esxNTWV57g6ODgwceJEdHQyryKeNm0a06aJBRebN29m//79NK9Wk9WrV1OhQgW2b9/OvHnziDMzw/vhS/bu3Uvv3r3T3Vbr1kl+vUuXLpWPRYGCjFBXV+ePP/5g6tSp/PKLu/gQz0Izgsx8XL/WaSv5/Ui6D0lI645YsBAhKgpcz8NPBdsWSyI0NJRixVKa1adWWrPS6EE6P5JSre00CADBtASmXdojePx3mpOYmJhgYmJC7dq1UzS+efHiBYaGhly8eBEjIyPc3Ny4e/cunTp1wt7enuPHj8t9XNesWcPgwYO/ui8pwAwKCmLKlCkc2+bMkMGDmTp8BPHx8TRp0gTjyFjO3v2XCfWaMzQoCD29tKZTqqqqDB8+XGwZDnh7e381bSG7KBTXfEJFRYVJkyaxeemybK+blUKub8bvC3wJAev0p8sKGsWKFaN+/frs3LkzV7avaWkBMhkqFa0y7fT0X0BHR4fy5ctjamrKunXrmDt3LitWrKBly5b06dMHVVVVbGxsOHHiBJs2bcI6VXGKvz6fvgAAIABJREFUh4cHnbauod/x/Wx8clf+I+Hg4MBhzxuc93lOxWF9kDW0ZdCgQfz666+UKCF2SpNuhumhqqrKuXPn+Pnnnzl//vwPnw+nIGdo06YNSkpKuLi45PdQ5Ajx8XDhGpQpjaxUzncJzA169erFgQMHCM2t/MaKNuD5iD5H9tLv+P7c2UchoWzZshgaGtK1a1eWLl3KkSNH6NOnD/Xq1aNjx44kJCTI0ytGjhyJpqamfN2IiAjW/72fm+/fEhERkeIHQF9fn4ULFyIroknHEQ78G/AJFRUVjh07hrKyslwkyqy2pGfPnmzeLHrKJi8iyykUPq75SExMDOXLl2f79u0MvZ5k4JxR3mVy/1aJ8MUTgSR/UilXKrXqCGkD3uTK7Z5D/yDExsIhVx573qNChQqpVy+wzJ8/n8DAQKwG90rx+YgFC4EkBRXSKhwSyd0GpA5c8urWU+fEzk7FjdJtRXr58mXs7OwU3Zwy4dmzZ/LUk4pdO1KzelUCPvjR1nEITlVEn92AgACMjIxAXRVqi7Yqyc+3v7+/vPNLZgQFBXHy5Ek6d+6crQpXhY/rf5cTJ04wYcIE7t+/z8PgnCnGlNTG9DxMUyuPqZc9vGsPV44e59y5c3JHj8JAmTJlOL5vGVaWovAhaKW0EcyK4pqRYh0XF0edkqXp/c9uZEpKaRrlhIWF8eDBA+rWrfs9h/BDExcXx59//sns2bMxt7LCadgwYmNjsbGxoV27dvJZ1lWrVjFmzBh+X72CX3r3StH2VRAEXr16RZkyZb56bd68eZO4uDjq1auXrXF+zce18PxG/ICoqakxb948Ro8eLb5h5yAZJftnhCAI4OEJpiULVdAaFBTE5s2b5UbIuYJMJub9poOPjw+NGzdm2bLsK+f/Fer9OpLKNWwxsLSgjtNQ4mOiuX7EBdd1m3n94JF8uW3btoF2EYiNF31cU2FiYvLVoBVExaB37955Ysui4MegTZs2FC9enLVr1+b3UHj/9i3r5i+k//ixhSpo/fvvv1FWVsasdO4oxMrKyiBTIiGDZ+X8+fOpV68ePj4+ubL/wk5cXBzNmzdn06ZNNGvXloH/G4mHhwfLli1j1KhRKVIDV69eTeUatvx783aa7chkMqysrLJ0bdapUyfbQWtWUOS45jM9e/Zk+fLljDMtS5RdFQDsHEYASaqppJRKSmDyz7QmisbwUt7qbr6eRhB++hoAz/62T9rex8/g6wedW2ewVsFkwYIFNG/enNatW8uNmiX1YkTiMsnzWDNzEYCkTloAu6Vc4AyaG8TExGBra0u5cuXYt28fU6dO/caj+LH4999/OXLkCC1atKBEiRJcX7GOJr9N5tKb19wKD6GPgz2X5y/D0KoM77WSprAuXrxIveGDub3Jmaade3Bq4ox8PAoF/yVkMhnr1q2jQoUK3O3bM00HqJBn4rSors2gFOulp6ZKvqRLEnM1JREhPbVRWk/aPqW7sebPBbT4pT22P9mlWb6gEhsby6hRozh+/DgRn24Cac9VeqQ3M5hadJEU2CvPn2fYZ+b06dPMmzcPGxubFPmd/2Xi4uI4dOgQXl5e/PrrryxduhQvLy9evXolDzq/dOmGmZmZWBSbyLt37wgMDGTpjBmsXbuWEgXQyKHwvM79oMhkMgYMGMDmzZuJSjQRzoiczm216eac9I+4WDDSR6amlqP7yG2c9++jaJumKXIlcxwZEJ9WcXV2dubLly/8vWM+vu/e5Er1ZGFD1qQe1atXZ/bmDbRq1w4rKysqde9EqVpJ+cEBL1/z8f4jmvw2GVmyt3Zvb2/0TEsRHx3D6UkzsZg0BusFs797TBs3bpR7xypQkBHlypWjSpUqHNzunO11szIFnlXCw8Ko07DB1xcsQLi7u+dJ5ySZkhJxkVEpPgsJCWH27Nl07NiRHj168O7du1wdQ2EgNjaWxq1a0qtXL85du0LNn+yYO3culy9fTqGU/vHHH/Tq1Uve/hXgzZs3mJubY2Fhwa1btxg4cGCKHNhvJS4uji5dushbgH8PCsW1ADB8+HAePnzIqh72YkJzYm6PVFWZ3OM1dfAqed5J+ZxZ8XqVekED7N6cWOEaEg7BIbnmFZsbeHt7ExESQikb0Su0++b1ABxMVKwlhTqF40JivqukvEoKq6PDkPR3IggQFIbrwUO0bdsWQRC4desW69at49LFs9y9eoC/9rvwJSA4KUfzP8qOHTvgxl1o25wNSxfx9OZtHl+9ztABAylboYL8/+Hkw/sQE80/M2YR+0p8yPj6+vL+/XsiAwMxnzaO9857iPb9gKqhQWa7zBKOjo4A8naJChSkh0wm4+DBg3To0IE39x6wcuVK+fSppB5mJUCVfElT+0knJ7Wq6JfY5c9GUwfzosVQD43I1Pu0oHH69GkaN24MgF6pRKU4/LH8+9S5rtKxJffYTu3nmppSYZGYlijJvl6DUFZWJiQkBBcXF+bNm0ft2rVZsWIF+vr6VKhQgXnz5uXYsRU2oqOjadeuHSoqKri/fYWqmhoHtzujFBxG6dKlU5xftaLGXDt7hj1nTzG0o/i8dHNzo2LFitSuXRsPDw+aNGmCIAhy26xv5ePHjxw+fJj27dtnyeUgMxSBawFARUWF9evX4+rqir29PRVr1WTU9Kmglf3/HpmVzbcFn/EJoFy4BPjbt29jaVsVZZVcuoyjokX/UFUVubXS4cOH6d6zJxW7dODMsU2YlizGq9c+FC9m/J8NWqOiopKqVutUR2YinodydWpRrk4tyqa2BdLUgOo28OwtTdq0oli/7ngdPUHRenVISNyOkoYGCbGxOTK+ZcuWMW7cOOLj4zO1NLt+/XqO7E9B4aVcuXJ4enoyc+ZMKlWqxIQJE3BwcEAtD2eiQkNDv2ojV9C4ffs2I0aM+PqC34AgCDxwu8K+PxaxblmSLWG3bt3w8nlDC/t+rBk1jtjE+8V/ud7A+cRxBrUTWwqff/IQzcQXr94OQ9N9ERoydjSWNjZMHOJA4LOX2Nvbs3btWg4fPgyInbCUlZWJj4+Xt5v9VkqVEp8DZ86c+Wrg+tdfmTfdUASuBYh27drh5eXF0qVL6d2kOa6urtSqVYv+p6/J35JsO4k5qJIjgNQBKnn+a+pez6lJN+UgJgbUVHPsWPICVVVVEpJN4Us9wKVfUEnVmHBE/LNcQlLSvkOiu4Ckikj+t44OQ0SV9c0H8PvC5PETmD59uvxtc8OGDfz0v+GUadqQtidvAfD6wg1KDEjpaPBfYsOGDQCUsimLy4lTQKruQP6+XHn+XH7NSt2CdvQewIIpUznx61SEuHh+dzmIflGxO5bjug1EXLvKpw/eMGX2d41v9OjRdO7cOdOgdfDgwWzfvl1R0KUALS0tli1bxqBBgxg9ejRnzpxhz549aGlpye8tUh4rJN1DMlIKk6uKqSvlpXWk3xcbs/L4+vpSvHjxnDugPEBVVZWExAJWSV2VJVNcpb/LWykkZsV1jPIAElXaxGVsEtevtmoRccEhfNi5j/ImRdm6dh2dOnUC4PXr1+ILxukjqBfRZJfPUx64XcGsYnlatWqVm4daoJkzVrSeWr9+PT+VFr1TpWssdT629O+mbVtTu4wVffr0Yd26dTRo0IAqVcR6m7MxQShrarD08hlKlrVM0S3rW/j48WMKa67U+Pj4YGZmhoqKSqbFX4rAtYChpaXFb7/9hrW1NZ06deLatWuYm5vn/o4DQ0G3QLkAfZWKFSvy+t8HBLz/gGHJHKpkFQR4+Q5CI/D/4JemXV1MTAyahkmV7TGfPoMgoF6icHgt5jQvX77kzwUL+N/m1VRqkL3q0SLaWvy+eiXR2zejZWwkD1qBxBmAnGn4oKysjIWFRabLfPjwAUNDw+/O41Lw41ClShX5LNiAAQM4dOhQru9z48NbPH78WB44FBaqVavGvn37crTpR8xHfz7s2o9OzWp4njyXYqo6NjYWXV1d1IskBUFPbtyicuMG3z2lXVhZuXIlsbEx3P7oSwXtr7uvSNho6kCNGty6dYubN2/KUz5ATJ+JCg9HU1vru4NWgKJFi2b6fWBgICoqKtja2vLvv/9muJwicC2g9O7dm6NHj3Lz5k3Rnirx7Sh51TskqacvXI/Kv9v9LakC0TGc3XiQFi1afN/A8xBra2tGDHXgy4mLTF2yJMMCLUnNWPL8pfwzSZWW1JCXT7zE4irfAH6uUoP9+/djYJA2v7JKlSqs2bINShdjw+atHF62GptunTg77fecPrwCza1bt/Dw8GDNmjUMGDmC/p27p/g+tbKUvNOQdM6l/5fDI0WVQFKxHB2GgJEePPEGlewHr4Ig8PjxYypUqJBlO6GTJ09KPq7Z3p+CH5ciRYqwceNGzMzMUFNTIyYmBhDzMTNSWKWZnadKopepnUkpef79v6NFW8qM1g3080PTUL/QKa4zZ87E0tKSd+/eyX+HUue1QkoVFpI5DyT7/FlkKC+fPiVq/2FW//Fnuq3RLS0t8fPzIywwCG0DfXqVsOK3k2c5c+ZMDh5VwScmJoZjx47h4eHBzp07uXz5MqVTBa2pFdaMPi+n5EOLn0pA9DMEFfH/rr9Zee7bD2KD/Qg6njyZbavMoKAgQkNDKV06aw2NqlatSmxsLPPnz880cM3srv7Fx8encCU9/mBUr16dBw8e5P6OAkMgNo769evn/r5ymP79+3PgwAH5NNV3ERUNb31pv2AWBz6+TvN1QkICly5dgiLidHJCfDw3jrpSr/Mv37/vQsDRm9fpOWQQ5apUpmXr1uy9eI5mo4fT38kx53empw3VbVB650+jqeOy1SnHx8eHypUr069fv2w5Pfj6+qKmphb8LcPNTeLi4vwUldL5h4GBASYmJrx+nfaekNMcX70Ru1/a5fp+chpNTU26du3Kvn37cmR754+7UrdpY/r375/uLMiNGzcwMDBAU0cbEPMmrays0nTr+xHx/OzHwi0b6dSpEyVKlGDxYtES8+LFixkGiN/jerF48WJGjx5N5cqVsz0jtXjxYszMzDh37ly21vP29o6Oi4v7lNH3mXXOUlVXVw/x8fHRMDExSXcZBbnLwYMH2bdvH4cOHZJfMJIqlbzf9ZLSnwE4qiF2DJEq5KWcwuRdoaS8V88jYi6ibafW8PwtaGkivCycD8d69epR7pfW/NRJtPRIrfZJaofk55q8k5akgPz19gmCIDC7XVe6ThxL1aaN0kyNzJs3j7179zLygDMymQzH0ePgzn1kHX4mwfnHbUH44MEDHH8dw+N7/9LdfiCVa9hSv0Vzbgf4ARn3ZIeM3/YzWi75skvc3fh3137C/b/w6sKlLI9XEARatGjBhQsXmDt3LjNmZM0PdsmSJcKcOXOcQ0JCvq/kNYeRyWT927Rps+7EiRPa+T2W/yotWrRg0qRJtGzZUn4vzkjBSg9JaZRUSGnd4j5/y5fRNKmBsUVDPr50w9CscNlhAdy/f59WrVpx4NoldPT00j0fqRXX1Ejn59atW3Tq1AlfX3FWJrk5fkJCAiVLlsSi2y+UbdUcAK91W6hQ146GPbrkyJR2QWXOnDkcO32KkOBgRjoMo3HjxtjYpO2omRXS8yDOiJiYGGxsbPj7779p1KhRlvfx/Plz+fiePn2a5bGWKlUq7P379w0EQUhXds0wcAUwMjI6v3Llymb9+vXL8kAV5BxHjhxh+/btHD16VH6zrLZqEZDSVF8qzGqY6m1zgJGoQhbp4iD/TCpCEgSBYx17curUKRYvXsy5c+dy3YMvt7h69SoDBw7k5UsxFUBqRJAaaWpasl2BJGuwzT9ZAdCsxwRKmZkxY9niFG3uADp27MiAAQPotuIP8YNnb1k6eTrjxo3L0eMpaEg5Y4evX8XCuqz889StGTNq1ZgeWblZ/vX2CfcvXmad0690GjeK1g6DsvxQ+vLlCzVr1uTNmzckJCRkKe+tbt26ITdu3BgoCMKRLO0kj5DJZMU1NTW9g4OD1VVVC1cB5Y9C27ZtGTVqFG3btk0jIqS+3tNrXOB3P/HFq91q8U/X/8mXKdd9Bzdu3GDhwoUUKVKEf/5JEhoKGwMGDKBy5cpMmjQpXXXua4GrREJCAtrF7fj37DyKGutSvPpI+Xd+fn5UrlwZgwmjxGWjo/Gevxz/9+8xNDTMmQMpgNy5c4datWrRvXt31q1bxzuZ2EEst2zTUr9sVatWjRcvXuDt7Y2JiUmKl4nMcHFxoUOHDsybNy9LTXpevXpF5cqVQyIjIw0EQUh3KjXTVIDAwMC9hw4dytwVX0GukZCQkGGOXnLVMDsI8QmEP3mGz6oNtGnThgsXLrBp06ZCG7QClC9fnqCgoBzZVtESxSlhlv50S9myZXn8OPHGKwgQEEzXrl1zZL8FlTdv3iCTyTh1/266QWtuIQUFVZo0pF6XX/jkLeYN9ju+P0tpA0ZGRrx69YqYmJgsBa0hISHcvXtXA8jenFYeIAiCn7q6+ptr167l91D+s2T15Sc7+AdFsvW4F0WNdJk2bRra2tqiF3Ihpnz58gQGBn73dmJjxXZNujppK9CNjY1JSEggLjQMgPCnL9AwL/1DB60gBoAtW7Zk+/btWQ4ac5J79+4B4O/vD5DlpgTt27cnKiqKKVOmZGk/rq6uqKmpncgoaIWvFGcJguB65syZNVFRUQqbmHxAEIQ0gatk+QQwwEicGq+61QVIUlwlRXFn4sNfKtqKDA1lw+iJlIoTWLJ0Ob179/4hKjC1tbUJDw8nNjaW9BSp9JRWCUlpLdJpKHwKAO/3nD15Ko3aCmBubs6jR49IuHyXnTt3spnNeeP4kI/s2LGDIUOG0NBKNLKRppeSq6ypg9iMlNdvUQZkMhltHIfwR/f+6Depj4GFWZbXVVJSynJx1okTJ9DS0roZHR0dlu1B5gGRkZF7Dxw4MLVJkyaFq7XdD0JmIkJqnkWGygu05Gb8EompAVejiuP0xz5at26N5/3DlC1bNvVmCiW6urq8ffs2xWeydBoRSEp0mvMDvPP1Y9EKZ0qWKIpZ7dFpzruKigolSpTgr659qFChAu3atcN++sycPpQCx6ZNm9i/f7/8mZ3bDSpSF9fJZDJmz57NuHHjOHnyZLZiB3V19Swvu2vXrpDg4OBM1YlMfxMFQfigrq7++PTp01neqYKcJT4+PsVbTXrBV1Y5uGA5BsWKcuPGDfr06fNDBK0AGhoamJqa8uLFi2ytJ91QP/kHgOcT8A+ECmUydFZo3bo1x44dw8rKilmzZjFnzpzvHntB59KlS1y8eDFfx2BS2pSKnTvw5OiJXNvH9u3bw4KCggpsX9jo6Og9e/fujY+Pj8/vofxniY6OzhG7tM8BoYyY6sz6P3uzc+fOHyZoBahQoQKPHj365vX3/X0Su6Z90dXRwvPegwxfFgYMGEDLli0pXbo0Ghoa9OjR45v3WRgICQnh/fv3+Pn55es4xo0bh5+fH7duiR7mOa38fvjwgX///VcVOJXZcl+1wwoKCtqwadOmZR07dixcJp8/AJqamuneKKXCLDuTJuKfqcz0k5tjS61grcpX4OXxE1hMHpupEXth5aeffuL69etUqFBBrnbs/CLe9DIyCC/uK5pf37/3CiKjCf8ckOk+bGxseP78OdevX6dp06bf3UmkoCMIAhcuXJD/O70Cq9SqanbyXDMrDkidN+vzJYDo4CA8Hnnx/DsbEqTm8+fPXL58WaWg5bYmRxCEZwYGBj7nzp2z+S8brOcXmpqaREZGpvgsK9e4pFrp2iSZ8p+8fpJ6P9Wkbaf+OT/QfMbOzo47d+4QFxeXJkcyOamV1uDEe/EhVw969OzN3IXLMg2KJk+eTPv27ZHJZFSsmHb7PxqTJ4ut3e/7vKFsZGiW1NbMzv+3oqysjJqaWq6JXrt37xY0NDRcoqKiojJb7qtzH4Ig7Ltw4YLShw8fcm50CrKEoaEhAQGZB1PpkdENVUVPl7jgkO8dVoGkVq1aXLp0iUj/29le19cvgJ9//jlLy2pra/Pzzz//8EEriFNDGhoaOVIskp1prdTdhAAinjxDyyZ3lClnZ2dBTU3NRRCEAmeFlZyQkJDlq1evVtQc5APfei9Oj1Ili+L7IUOnn0KNtrY2FhYWeHh4fNP6oaGhNG3aNEvLVqpU6T8RtAIMGiT63XYZkL+F8m/fvuXjx4/Y2trm+LYFQWDlypXhwcHBK7627FefvoIghOjq6h5cv3593zlz5vx4Ul0B5t27dymMqDOyFJLyNHcme9Ant8sCePH4EaU1i3DGaWwujDT/6d+/P4sXL+bCzR7yG5+dUuYWTHql7BAEgfMeR2nTpk2+JLwXdOrXr0+XKWNhmaHcQk0ivQKtrOa1Jr+WM7qupWt496IF8OEDEfeBty++uwVscuLj41m6dGlESEjI8hzbaC6RkJCw5/z588vevn2LmVnWc30VfD/v3r2jXbuU/qo2mjpprl1ptidNfmCyPM/QsAi0dIzRNKmVS6PNXyZOnMjw4cO5evUqamrpp2Snbgu7ZcZEQqMEblyL4vjx44p7cSqKFi2KlpYWlqqaWRZNsqq0ZqTMpndf/tvLEzTU2fv+RY7bjp09e5aQkJDPwPWvLZulbPPQ0NAFK1eujEk9VaIgdwkMDEy3e1NGSPZX6fLAiwoVKnyz51tBx8jIiGXLlrFgwYJsrffrlEU8e/FG/karICU1a9aEyOgsLZuVqdNv4kswxMWBrjbCFc8c3fThw4eJjIx8JQiCe45uOBcQBCFEWVl567Jly2Lyeyz/NYKCgtDXz3obzdRIQUFsbBzjpi5m1KhROTW0Aoe9vT3FihXj8OHDWV4nJEpgk3s0jcqqoKurm4ujK5xYWFigqqoqr+jPDwRB4Niq9dTv1ilXtj937tyw0NDQ34UsdI3JUuAqCIKXkpLStU2bNmW9DY2C76ZWrVp4eiY9qG00dVIoWEvc3Vji7obDjZdU3epC1a0udIy6Tseo63g88sLjkRfCy2cIz5/C46csX748y5WxhZEuXbrg7e2Nl5dXum/sqSvgN5/14vxlT6663/6uh9KPzJs3b9g+ZwEyKxtqjB+d7fWfRYbKf5IjXcupr2np/6j75vV4PPJi9/x58PIdWJuBUs7mVQmCwIwZM8KCg4N/y9EN5yLh4eGLNm/enJCfD7D/IrVq1UqywksH6ToWtCoiaFXk9IzKnJ5RGVn4Y/nPU6XSbDnnhVEpM7p3757htgo7MpmMMWPGsHbtWjQ109pZJefpyUU8ObEQjy8GjJ44k7NPYvNolIWL4OBgYmNjc2WmRbpmv8bZo8eI/hzA9EmTc1ykuHXrFp6enjGCIOzJyvJZjmKCgoImzZ49OyonqioVZI0iRYoQHBycrbaV6eL7EYpo/PD5QKqqqkycOJHff/89wyYEEk/uP+D3sePYtm0bOjq5aytSmFFRUUk3ET91moAgCDy5/4CtK1bx54RJLJ/1O36+OeD16vsJtIuILWBzmMOHD/NBTN4/muMbzyUEQfBRVlbeO3/+fMUTPg/R1NQkODj7KdCn5idVu4eFhrJ23gJ6J3Y2/JFp37490dHRuLq6ZrqcIAisPfQQ/6CoLJnT/1dRVVUlPj4+S2kC4eHhuLi4MG3aNBwdHdm3bx9hYdlz+UstNESEhbN23kL+N2Maqmpq6dpFfg8TJkwIj46OniEIQpZmk7JcYSIIgqe+vv7FZcuWtZoxY4Yi1zUPsLGxQUtLiyPuV6hUw5Yl7m7y7yTPVunNZ0ni51tmiFPe1X1FA+fiIQn4YMq1h9kvWiqM1KtXL0ObKulc3fO4yeRBQ9m8YWO22tf9F3n//n26gb2dSSn8/T5y5shRTu8/iJ+fH3p6erRr146mte24d+8eHWvXxdHRkS8t6iEkJFDN0Ag9E2O5pVvqm2NyRVcQBHj6Ej4H8+7Zc0qVytk3/Li4OMaNGxceEhLya1ampgoSoaGhMzds2NDr119/Vc2oN7mCnKVTp06MHTuW8ePHp/g8oxzuVn88ZGB9cRZnz8V6ALi/jqNT3xFMGDQ0dwdbAFBSUqJ27dp4eHjQrFmzdJeJj49n9wNzbno/5dLNpwqv+Ex4//492traREREpBESBEHg5s2bODs7c/XqVfz9/alTpw7NmjWjfPnybNq0CUdHR86ePUvt2rUJCAhAU1MzXTU8tdPLX2+fEPL5C85TfsO8VnVG9eyT48fm5ubGnTt3wuPi4rZmdZ1slUYHBwePWbBgwX0HBwfNYsVyNuJWkBaZTIa5uTmGceJzdUK9JimC19QkxCcQFSugoSpe2IIg8OpzAsbaPjn+4C+ohIWFpUgTCPD359XTZ6hpaPD80WM8PTy4ftGNXTt20qZNm3wcacFn06ZNPH78mK6H9yBTVkaIiub+7TtoaWsR+CWAqQ6O2DVuxMqVKylbtiympqYpbqp9+vShadOmdKlZkWMOo9kTE8MGrztf3a8gCHDtFgSF8OjW7Vy5djdu3CgEBQU9AHLPHDaXEATBV0tLa9WECRNG79+/P/O5WAU5grm5OZ8/f87y8iEhIQiCIP99CI8W+BQq8Oeff/4w/tlfIyIiQh4cCYLA48eP+fTpE+rq6ly+fJkjR45gbGyMm5vbD9/16nsIDAzE0dGRIUOGIJPJEASBly9f8vHjR4yMjDh69Cjbt2/H3t6eSZMmYWpqip6ennx9R0dHOnbsyNq1axk4cCDt27dnw4YN9O+f0o4tvWKsz77vWdJ3CLXatuTExm05fmzx8fEMHz48PCIi4n9ZVVshm4GrIAgvtLW1t0yYMMHhr7/+Urwe5QGRkZFoamrK34AkpVVCUqmEl88gMAQeRaFjWw2tSuWIDw1DJ/QJNx4+zPNx5xdWVlb4+PhwcNkq7t69y40bNyhfvjyhoaEoKSnRs2dPdq7fqLhRfoXo6GiGDx/OvHnz6Nu3L0uWLGHXsV2sfulLYGAgenp6LJw/n8GDB2e4jbp16wLwz0BHAMbmwvyWAAAgAElEQVSPH8+SI8dYwjF5BzjHVNOmZdt1xP/4SaJj4yg5evh3pbe8fPmSLVu2MH/+/BSff/nyhWnTpkWFhIQ4Fja1VSIiIuIPFxeX4e7u7pr16tXL7+H88Ej34eTuABJPlUTVO7n62qBBA16+jOP333+nevXqrF27lhk96/2ncunj4uKYPn06YWFhHD16lJCQEPkLQIkSJZg/fz5t2rT5oesucoIDBw5w/vx5Nm3axNWrV5k7dy4vX77E1NSUwMBALCwsuHTpEmXKlMlwG506dWLw4MEcPHgQgJ49e2a6z2eRoXz++Il1g51wHDeWnkMGp9uVMqs4OztTtGhR2rZtm+LzrVu3Cn5+fi8EQTiYrQ0KgpCtH0C3SJEiAVeuXBEU5D6mJQyF68dmCeHh4UJ4eLiwwetOih/ZwB6CbGAPgQbVBepWFdBUFwBB09JC0LAwE27fvp3fh5Dn3LhxQ+jcubOwdetWISAgIL+HU2g5ffq0ULx4cUFHR0cYPXq08Pz582ytHx8fLwwbNkwAxJ+SJkLZ+bOEsvNnya9fGlRP8WPUqrmgamwklJk1+bvHv2TJEgEQVq9eneJze3v7SG1t7Y1CNu99Be1HJpP1tra2DouNjf3uc6Ugc06fPi1UKa0h/PNrGSHi060UP56f/QTPz37ye3R4eLhw4cIF+XVvZ2cndLMfIISHh+f3YeQpcXFxwqJFi4Q+ffoI7u7uQnx8fH4PqVASHR0tjBgxQtDW1hZsbGyEDRs2CNHR0dnaxpMnT5LuwyAEBASkuF7Dw8Pl17HnZz/hwtNHQoVqVYXhE8cLnp/9vvsYpP1++PBB/pm/v7+go6MTAVQXsnvvE75BcFBSUuphYWGx3cvLq0h2etAqyD5FNNV5cH4+Jao7pvg8eXesFKqVIMDNR1CmJBQ1zHH7IAUKssvz588ZMGAAN7weQpW0TQQkf9gTBw+xYdESbly9SsmSJb97v87OzgwaNIiePXuyb98+AK5evUqrVq2CIiIiLIQC3nDga8hkMpmurq779OnTa0+aNElRd5CL7N69m41zh/Nr26K0+iP9GazUU60XT5xi0bTp7D53GkNj4xwvaFGgIDtERkZy5swZunTpwvxN62nZqWOaZWw0dYiPj6d9+/bUrFmTpUuX5khqS9myZXn58iWvX7/GwsICgD59+kQdP37cOTQ0dER2t/dNGr0gCAe/fPniPmfOnLhvWV9B1nB3dycyKoYimmqEPNue4jupwCUNMhmUMIYQRYMdBQUDa2tr0SdXLdlUU3w8JIi+w6+fP+e8iyuLps3A5ciRHAlaAXkl7f79+9m46je8vLzo3bt3RFRU1KDCHrQCCIIghISE9Pv999+jn6dqOKIgZ9mxYweRsdkTeZq0acX/2bvv+BqvPw7gn3P3yE5ISIwYCYLQRhF7jyA21RatqmiNGm2pPX60FDWqqFG7alTtqlWKoInYJBIxIiFCkjtz1/f3x5VIJJEh3ITzfr3u63XvM87zfe449/uc5znnIQsh4V4RjK7BcS9JLpcjODgYvjVrwrV06YzpqcnJAABDWhpOnTqFcePGgYgwd+7cIklaiQixt6IBAL2aVUHX2hLs3bsXu3btSlWr1V8VpsxC3beSiIgxNmDBggU3unbtalevXr3CFMPlwdvbGzKZDL9b/CFTKlH/uSP69F7yfUZ8Ce2jxzAZDOhh54aJEydi69adaNy4sS3C5rhsvL294WoRoKdffZQuXRozZsxAnz59kJiYiGE9+sDPzw+/LF+O2rVrF8n2bt++jdmzZmD8mE/x04rNCBk5A23bnjGlpqYeMpvNO4tkI8UAEUXLZLJJvXv3nn7u3Dnl23ArYlsIDAxElFKNhv0/yHUZH7k9jt+8DqPBiMSEBJz/6xBcnZzwfss2b02HLK748/Pxwc/TZqJ3796YP38+Hjx4gKVLl2LatGnw8vJC9erVsX79egiFL38Sh4iwdOlSuCgYKrsJEBprxn8w40T//jqNRtOPiAo2TtdThbpUIJ1AIOhdtmzZNdevX1fY2RX9OIsc0LdvX1i8vdBqQL9cB/39bNIEnPt5FRwrlEOrd+th6NChaN269WuOlONeLDIyElu3bsWNGzdQunRpLF26FHPmzEFISEi+b2OYH1u3bkXv3r3x/fRRCI+4iv1//4vuPXph69atSRqNxoeIiuam88UEY0zg4OBwfMSIEfVnzJjBM9dX4MGDB/Dx8UHorglwdlTCwSfnO+3Z29vDYrGgdr0AtG7SFGPGjCmyMwgcVxRMJhMOHz6MzZs3o2zZsvjnn3+g0+mwatUq1K1bt0i31bBhQ1w+H4ogPwmORRmhNRDq1m+qDw8PX61Sqb4obLkvlbgCgIODw8b27dt337Jli4wfVRa9L774AqFpKlQPDsKKVp2zzIvUqfAwPgGpyU8wtGdfPLh/n/fQ5Iq15ORk3LhxA/7+/oiLi4O3t3eRfWfDwsJw584dJCUlYfDgwQgODoZKpcKcOXPQunVrXXJyckciOlYkGytmGGNlFArFtT179ji2aNHC1uG8cYgIEokE8VFHoFTKM+40lD7KQJq4ClJSUjBz5kxUrFgREyZMsGW4HJenS5cuwcXFBVKpFGazGUU1xKnJZMLmzZvRsGFDtG/fHmXLlkV0dDSmTJkClUplmTZtWoxKpapJRPm7l3gOXvroXKVSDd6/f3/9n376yXvYsGE8aypilSpVgvD2bTwG8Nnh3VmSV1niE7SrVQf2jo6QSqUwGAx8EGeuWBs0aBD27NkDADAYDDhw4ACaNGmS4y1688tisWDJkiUYOXJklukVK1bEzJkz0aRJE01aWtqcNzVpBQAiihcKhT27deu26/Lly3IvLy9bh/RGYYyhUqVKuH33PmpUq5xt/qxZszB37lwAwNSpU19zdBxXMPfv30fdunWhUCigUlkvQdRoNC9VDwNAfHw8urepi9Arz+5cGR0djYMHD8LOzg6tW7fWarXaDi+TtAKF7JyVGRFp1Wp1u6+//lp7/Pjxly2Oe46fnx8WL16Mi/N/yjaGq6enJypVqgRVSgpWr1zJk1auWDMajTh16hQiIiLQpUsXNG7cGI0bN36pyjI+Ph5dunTBkiVLUPXp76NNmzY4duwYFixYgC+//DItJibmtE6nm1lU+1Fcmc3mQwaDYXbHjh01Op3O1uG8cSpXroyApn3x95HTGdPS7/OeuT/BiBEjclqd44qN0NBQNGvWDPv370f58uWxcuXKly5z//79ePfdd6FLs/bZb+zvgZCQECQkJMDPzw+dO3fW6fX6D4jo5ktvrKDjZ+X2EAgEbR0dHbUxMTEvPeYX98ydO3cyxkBbGPZvtrHXVqxYQQBo//79tg6V417o3LlzGd9lpVJJCQkJhR7bMjY2loYP6UdOjvZUvlwZcnFxoZCQEHrw4EHGMosWLTLb2dndAuBAxWDc1dfxAMAcHBx29ujRQ2uxWAr13nI5mzhxIgGgrp1akvbhuWx1cbly5ahChQqUmJho61A57oUGDRpEcrmcANDcuXMLXQ+bzWbat28fvVejNLk6SsndRU6lnGQ0f2QgnV/bi4iItFot1axZU61QKKZSUdVzRVUQEUEqlX7p7e2tefLkSaHeBC5n/v7+BIAm/fkbLbsWlqWynDp1Kg0fPtzWIXJcnhITE2nkyJG0efPmQleUp0+fpubNm5OzkwP51/IlkUhIri6OtG7duizL7du3jxQKRTIAbyoGCeXrfACQ29vbX5k8ebKhUG8yl6Po6GgCQO+99162pFWj0VD58uXp+vXrtg6T4/K0b98+Gj16NEVERBRqfb1eTwsWLKAyZcpQVS9HcraXkkwiJO8y9pSUlJSxnNlspuDgYK2Dg8MOPO1TVRSPIq807ezslgUGBmoKemcHLncNunaigA5taWHYv1kS1x07dhAAGjp0qK1D5LhXSqVS0cCBA8nLy4tWrVpFs6eOpNJuLrRry2J6vmXx/PnzpFQqtQACqRgkkrZ4APBQKpUP161bx5tdi0hiYiIJhULaunVrtqS1T58+BIDOnTtn6zA57pU6c+YMVa1alTp27EiHDh2i+n6lqWFNdzq8uEu2ZceMGZNmb28fDkBGRVm/FWVhZK0whfb29n/37t1bx2/xVjQCOrajtoMGkFqtzlJZDho0iD799FNSqVRv3e0EubfLl19+aT3rMGkS+fv7U0BAAEVHR2dbLjY2llxdXbVCobA3FYME0pYPAH4KhSL177//LsQ7zj3v4cOHJJPJ6OLFi1nqYbVaTQKBgP79919eD3NvNIvFQgDIzc2NxowZQy4uLjRu3DgymUzZll28eLFZqVTeA+BKRVy3FfkoAERkVqlUwfv3748cM2aMoajLfxu18X8HB1etxTcbViFSp8q4teCIESNw9uxZ1KlTBzdvvvz1zhxXXH377bdYtGgR7t+/j9mzZ+PMmTOoVKlSlmUePXqEpk2bajUazUSTyfS7jUItNojoilar7dStWzdteHi4rcMp8XQ6HXx8fNC+ffss0xljWLRoETp16oQhQ4bYKDqOe/UYYwgPD0e/fv0gFosRFhaG2bNnZ7tZwdatW/HNN9+kaDSaJkSUVORxEL3cOK65FsyYi52dXfj48eM9v/32Wz4o9ku4e/cuavjXxpwTB9HQozwA611aAOuwFk2bNsXatWvRpk0bW4bJ5UGv1+Px48d8QPJXICUlBY0aNdLGxsYuU6vVY2wdT3EiFAq7OTg4bDx16pS8evXqtg6nRJs4cSL0ej2mT5+ebd7q1auxZMkShIeHv/SwQtyr9eDBA9jZ2UGpVNo6lDfOX3/9he7du6u1Wm0TIop4Fdt4ZeOuEtFjtVodOGvWrMQFCxaYX9V23gZubm6QCoRobMk+3NXGjRvRtGlTfqesYo6IIJfL4enpie+//97W4bxRNBoNWrVqpb1z585mjUYz1tbxFDdms/kPjUYztEmTJjp+Zubl+Pr64vz58znOmzNnDlasWMGT1mLu9OnT8PDwgJ2dHeLj420dzhvl2LFj6N69u1ar1bZ/VUkr8AoTVwAgovsajabhpEmTknjyWnhyuRxDhw7F9OnTUUVqPUKM1Knw+PFjLF++HJ07d+b3wi7mLBYLGjdujN69e6Nv3762DueNoVKp0LJlS21kZOROlUr1Gb2qU0glnMFgWKtWq8cEBgZqo6KibB1OidWnTx/cuHEDR48ezTJ948aNMJvNkFauYKPIuPzS6/UICAjAlClT4OHhYetw3hhHjx5Fp06dtHq9vjMRnXyV23rld7oiotsajea9SZMmPZw1a5bpVW/vTfX1118jKioK+/bty5h2NfkRUlJT4VS9arblr1y5Al9fXzDGMu7owtmOUCjEiRMnsGXLFlSowP/cisKTJ0/QuHFjzdWrV7epVKqPiMhi65iKM71e/3NKSsqX9evX1125csXW4ZRIEokEv/76Kz766KMsN3y5ePsWKvvVgEQqzbbO3LlzYW9vD3d3d1y8ePF1hsvloEWLFjh37hymTp3KG3yKyIEDB9C5c2eNRqMJMpvNR1719l7LLVqfJq8Bs2fPjhs9erTBYuH/LwVlb2+PcePGYe3atdjz8y8wGo1I06dBq9Gg07v1cTwmEhFJDxCRZL3V2rlz5xAZGQkAiI2NtWHkHFf07t+/j/r162tiYmLWqdXqgTxpzZ+0tLRf1Gr1Z4GBgbrTp0/nvQKXTatWrdCkSRN06dIFp06dAgAIhEKc+PsQBnXuCq1WC61Wm7H8N998A7VajYcPH2bcXpPj3hS//fYbunfvrtZoNG3pNd1W+5V1zspxY4y52tvbH2nfvr3Phg0bZBKJ5LVt+00xb948jB377DI+sViMqlWrwvfduhj//WyIJRLUcXUHESE+Ph7Ozs6Qy+U2jJjjitb169fRrFkzrUqlmq3T6f7HLw8oOKFQ2FEmk2397bffFJ07d7Z1OCWOXq/PqFcrVqyI2NhY+Pn54f79+1i3bh1atmwJAFAoFHjy5AkEAgGUSiVEIt5PmXtzzJs3zzx58uRkrVbbgoguvbYNF/X4Wnk9ACgcHBz+btiwoebx48cFGkOMs9q1a1fGrTPLli1Ld+7coaZt2xAA6vbhB3Tjxg1bh8hxr8TRo0fJ3t5eKxKJPqZiMFZqSX4AeE+hUCQvXryYD7hdCHq9nrp06ZJRFy9atIj27NlDpUqVojJlytDUqVOz3RyD494ERqORhg4dmmZnZxcLoDy95rrrtba4pmOMCe3s7Ba5uLgMPHz4sKJKlSqvPYaSLi0tDWvXrsXSpUsRHR2Nli1bYteuXQCAvXv3omPHjjaOkOOK1urVq2n48OFqvV7f9XVcR/U2YIxVsrOzO9K/f/8yCxculPAWwYK7desW5s+fj99//x12dnZwdnZGWFgYAMBkMmUb45LjSjKVSoVu3bppz549G6FSqYKIKPl1x2CTxDWdVCr9QiaTzd2xY4e8VatWNoujpEtMTMThw4fh6+uLGjVqQJpDBwGOK6lMJhNGjx5tWL16dZJGo2lJRNdtHdObhDHm5ODgsKdOnTp1d+7cqXB2drZ1SCUSESEsLAzXr19Hx44d4ejoyJNW7o0SHR2Ntm3bahMTE7epVKpPichoizhsmrgCAGOsuUKh+HPGjBnKUaNGCXkvP47j0j1+/Bhdu3bVXrhw4XxqamoXInps65jeRIwxkZ2d3SJHR8cBf/31l8LPz8/WIXEcV4z8/fff6NGjhy4tLe0rg8GwlGyYPNo8cQUAxlhFe3v7g23btvVau3atnN/NguO48PBwdOzYUavRaNao1eoviYgPp/eKicXigVKp9KdVq1Yp+vTpY+twOI6zMYvFglmzZplmz56t0Wq1wUT0j61jKhaJKwAwxuT29va/lipVqtO+ffsUvr6+tg6J4zgbICKsWrWKRo4cqU1LS/vEZDL9buuY3iaMsTpKpXL/wIEDXebPny/ho79w3NspOTkZffv21Z4+ffpmampqRyKKs3VMQDFKXAGAMcbEYvEQiUQyb/ny5YoPPvjA1iFxHPcaqdVqDBo0SLdv376HarW6AxFds3VMbyPGmLODg8PWChUqNNy1a5eiYsWKtg6J47jX6OzZs+jSpYtWo9FsUKvVw4nIYOuY0r2WGxDkFxGRwWBYptFoAkNCQu71799fr9FobB0Wx3GvwYULF+Dn56fdv3//H2q1ugZPWm2HiJ6kpqa2iYqKmlq7dm3djh07bB0Sx3GvgcViwQ8//GBu0aKFOjEx8SOVSjWkOCWtQDFLXNMR0QW1Wl1j586du2vUqKE9f/68rUN6Y6SkpGDFihWIiYmxdSgcB8B6acCPP/5oCQwM1MTFxYWkpqZ+QETavNfkXiUiIp1ON1elUrXo379/wieffMIbEopQWFgY1q5dC6PRJh2zOS6bhIQEtGzZUjt9+vSrWq22ttlsLpZHrMUycQUAIlKlpqb2jouL+6xRo0aa77//3mw2m20dVokVExODdu3awcnJCUOGDMH3339v65A4DvHx8WjZsqV28uTJV7Varb/JZFpv65i4rIjojEaj8d22bdtePz8/bfoYpVzBmc1m7N+/H4wxBAQEYODAgbhw4YKtw+I47Nq1C9WqVdP9999/i1Qq1btEdMvWMeWmWF3jmhvGWEVHR8ffdTpdXYVCUayarEsCo9Eo1Gg0UgAQi8VmkUhklkgkJj70WP4QESwWi4AxRgKBwCY/GCJiRqNRIBaLLYyxbDEQEctpen7K1ev1IplMZirM+i9Lp9OJhELhPK1WO8VWYwJy+ScSifoJhcKVcrkctvi+lHQajUZqNBqFACCVSk1isdgkEoksto6rpLBYLIyImEAgsNjq/8tsNguIiIlEomwtaen5VGFiM5lMQovFwiQSyWsfPYWImMlkStVoNL2I6MTr3n5BlYjEFbB23AJQGgAf0Znj3hw6Inpi6yC4/GOMSQG42joOjuOKVBIRpdk6iPwoMYkrx3Ecx3Ec93Yrtte4chzHcRzHcVxmPHHlOI7jOI7jSgSeuHIcx3Ecx3ElAk9cOY7jOI7juBKBJ64cx3Ecx3FcicATV47jOI7jOK5E4Ikrx3Ecx3EcVyLwxJXjOI7jOI4rEXjiynEcx3Ecx5UIPHHlOI7jOI7jSgSeuHIcx3Ecx3ElAk9cOY7jOI7juBKBJ64cx3Ecx3FcicATV47jOI7jOK5E4Ikrx3Ecx3EcVyLwxJXjOI7jOI4rEXjiynEcx3Ecx5UIPHHlOI7jOI7jSgSeuHIcx3Ecx3ElAk9cuXxjjMUyxgyMMbfnpkcwxogxVpEx9itjbObT6RWfTg9/bnm3p+XEPld260yvyzDGVjHG4hljKsbYdcbYNMaY8un84KfbTWWMPWKMHWaMVXxB7BLG2FTGWBRjTPN0e6tftA7HcVxxw+th7m3HE1euoG4BeD/9BWOsFgB5HusoGWM1M73u97ScHDHGXACcflpuQyKyB9AGgBOAyoyxKgDWARgDwBGAN4ClACwviGEbgC5Pt+0IwB9AGIBWecTOcRxX3PB6mHtr8cSVK6j1APpnej0A1sorr3UGZHrdP491RgNQAfiQiGIBgIjuEtFIIroIoA6AW0R0mKxURLSdiO7kVNjTFoQ2AIKJ6BwRmYgohYh+IqJVecTOcRxX3PB6mHtr8cSVK6hQAA6MseqMMSGAPgA25LHOBgB9GWNCxlh1APYAzrxg+dYAdhBRbkfu4QCqMcYWMMZaMMbs8th+awBniehuHstxHMeVBLwe5t5aPHHlCiP9aL8NgOsA4vJY/h6AG7BWXPlpGXAFEJ/bTCKKAdAcgCeA3wE8enpNV24V5wvL4ziOK4F4Pcy9lUS2DoArkdYDOA7rNU15VX7p1gEYCCAQQFMAVV+wbBKAMi8qjIhCAfQGAMZYPQBbAEwAMJ4xps60aI2n5fnkM06O47iSgNfD3FuJt7hyBUZEt2G9qL8jgB35XG07gCAAMU/Xf5FDALoxxvL1/SSic0/jqPn0tV2mx52n5b3HGPPKZ6wcx3HFGq+HubcVT1y5whoEoCURafKz8NPlWgL4NB+LzwfgAGAtY6wCADDGPBlj8xljtRljjRljgxljpZ/OqwZrT9XQXLZ9CMDfAP5gjL3LGBMxxuwZYyGMsU/yEz/HcVwxxOth7q3DE1euUIgomoj+K+A6/xFRdD6WewzrqSwjgDOMMRWAwwBSANwEkAxrBXnp6emoAwD+ADDnBcX2BLAP1lNZKQAuAwiAtRWA4ziuxOH1MPc2YkRk6xg4juM4juM4Lk+8xZXjOI7jOI4rEXjiynEcx3Ecx5UIPHHlOI7jOI7jSoS3fhxXxpgIQEMAMlvHwnHF2B0iumHrILg3F2PMA0AtW8fBccUYAThDRCpbB2JLb23nLMZYaalUGiISiUZ6enqKXVxccrut3Wv3+PFjUXJysrh06dIGOzs7c2Jiojg6Olrh4uJidHJyMolEIovRaBSYTCZ29+5dGQAEBASk3rlzR/rw4UNpejkCgQAeHh6oWrWq+Z9//hECAGOMGGMQi8VkNBoFFosFEonE4u/vrxIKha9sn0JDQx0BwMXFxVimTJk0pVJpFggK1uB/+fJlO7VaLRQIBBCJRBaTySSwWLJ/bP7+/iq5XG7zz9NiseDmzZsKrVYrNJvNTCgUkl6vFwCAUCgkiURCcrncrFQqze7u7mkiUfE9jrx27ZqEMXYlOTl5NoBdRGSydUxcyccYYwAaOjo6fm0wGNrVqlUrraD1wqtiNpsRHx8vNZvNrFy5cnrGGC5fvmxnMBgELi4uBldXV6NarRbK5XLLjRs3lABQqVIlrVKpNEffjLTX6tIAAEKBAIwB1X3LW/R6A6Ji7gusuw0IBAKSSCSk0+kEAFClShWtq6urMX1+UdPr9SwiIsIhPVYHBweTVCqlgmzPYDCw8PBwh/TXdnZ2JrVanWPl1aBBg5SXDroIaDQaQXR0tCItLU0gFovJYrEwg8HAAGv8RMTs7OxMDg4OJldX12Jbt6WlpeHatWsSkUi0Qa1Wzyei67aOySaIqNAPAIsB7C7gOt0AJACwe5ltv0TMfg4ODr/JZDJd//79tefPnydbMJlM9N9//9HChQspJCSEhg4dSlevXiVYj6gIAI0ZM4bIGnSODx8fn4znIpEo4/n48eMpKSmJli9fTj179qQyZcoQAHJxccmy/oIFC+jcuXNkNBpf6b7q9XoCQNevX3+pcqKioqhZs2YEgPr27Uvnzp0jAMQYy9inS5cuFVHUuTOZTAVa3mKx0KVLl2j16tU0efJk+vTTT6lNmzZZPotGjRrRJ598QgkJCa8o6peTlpZGmzdvprp166YqlcpHYrH4KwAOZIPfMH+8sH7LUifDejbpDADN0+9aHQALAey1cZxixtj7jo6ON8qWLaueP3++5cmTJ2QLycnJtGvXLvruu++oefPmdPz4cZo6dWqW3+eVK1fo0qVLWaY1btw44/nQoUOz1c+l3Jxp15bFdG7fdPr6807UqFGjHOtxe3t72rt3L92+ffuV7+uSJUuoYcOGZDabX6qc1atXk7u7OwGg06dP04gRI7LtV0HryYKyWCwF3oZaraZDhw7RggULaPTo0RQcHEyVKlXKEnfDmu60aFTjV/6/WFh3796lb7/91ujo6Kh1cnI6CestfxkVg/rndT1epuKpDMAAIKCA6zEAEQCmvbadtG6zhZOT03EnJyftjBkzTElJSTl9J165mJgYKlWqVLYfua+vLx09epQ8PT0zEjODwUCnTp2iYcOGZSQ6DRo0yLJeu3btMp47OzsTAPryyy8pMDAwY/qtW7fIYrHQvHnzsqw7YMAA+vHHH2njxo30qv40/vnnn4zt7dy586XLs1gsNH78eAJAUqmUpkyZQmfOnKEBAwbQoEGDinw/Hj9+TBs2bKCxY8fSgAEDMvalTZs2+S7j/KMEOv8ogf57EEf7L4TRtCULaXWMD14AACAASURBVPz3s2nw2NFk7+horSwbNiQAJJfLycvLiypWrEjV/WtTj/4f0ewVy0iv1xc49suXL9PURQto0oJ5tGjTerpx4wYZDIYCl/O8sLAw6t69u0Ymk2mUSuVCAGWpGFRmb/sjpzoZwFUAYbAOOt8AgALW23jqYB24/nXHqJRIJGOUSmVivXr1VLt3737pJKqwZs+enWMi+VH7qjS2nz9JxUICQP/88w+ZzWaaN28eDRo0iGrVqkVubm7Z1nN1dc3yukaNGjRx4sSM13PnzqWUlBSyWCzZ1p0/fz799NNPdOzYsVf2frRt27ZIk0qVSpVRnkwmo+joaJo2bRqFhITQ4sWLiyDiZywWC12+fJnmzJlDw4YNy7Iv+f1fmREkpxlBcupZR0y/Da9AM3uVoamDAsi/rIC8Xa2NHzW9pBnlKmUicpYz8nAUUZ0KcupZ34nm9itb4NjNZjON7+JOQ1q50vB2bnTixAlKSEggi8VS4LIy0+v1tGbNGvL29lY5ODjcZIx9CEBExaAuetWPl6mAFgM4V8h1P4f1vsWyV7pz1oS1laOjY7inp6d65cqVpNPpcvkavFomk4lSU1MpLCyMAJCfn1+uLanpj+jo6IznmVtL0yvIgQMH5rruxIkT6eTJk1kSFYvFQitXrqT+/fvTkCFDaMSIETRs2DDq0qULAaCwsLAi3++kpCQCQOPGjSvScs1mMyUmJr70jz83er2e6tevTwqFggICArK8t0FBQbRmzZp8l/XvrZvUZ9DHVMrDgwCQm7s7BX/wPrUM6kgT582lNXt3ZSS3h69fpk2HD9KlS5foyJEjNGyCNUnv/tGHdP5RwVpju3fvnuN3w8HBIeN5YGAgFfYgLjY2lr744os0uVyus7OzWwHAk4pBpfa2Pp6vk2HtfGsGMD2HZX8HsO81xmYnkUjGy+Xy1M6dO2vOnj1LtqLT6Uij0VDXrl2zHPDn9vD19aWdO3fmOr9Dhw65zqtZsyatW7eOYmJissTw4MEDGjVqFH3yySf0+eef08iRIykkJIQAUPny5V9JvTZ37lwCQHfu3CnSctVqNanV6iItM7Pjx4+TQqGgcuXKZTnLWK5cOerXr1+29/ZFPmkgobIOjIQMJGCg2lVcqW39clTFTUDD27rR6iHlaccob9oxypvmf+hJI5pJaclALxrfxZ0CKikIAH3/fsGS14cPH2bELBGxXL8rCxcuLOhbQ0TW//V9+/ZRvXr1VHZ2dvGMsQFvegJbqGtcGWNSWE/3TyeiBZmmuwGYAevdNNxgvY/yfCJa8dz6bgAeAPiIiDYVOID8xRjo6Oi4xN7e3mf27NnKvn37whbXEMbGxiIgIABJSUmQyeUQiUTQabVo1aoV3n33XcyePTtj2datW0Ov16NOnToYOnQoQkNDERoaipMnT6JChQo4fvw4DAYDjEYjypQpA61WC5VKBYvFAqVSCbFYDKFQiKpVq2LlypXw8/PLV4xEhM8//xxqtRrr168vsn2PioqCj48PAGDhwoUYMWJEkZX9qs2cOROTJk3Cjh078Nlnn2HAgAEYOnQoKlWqhPxcD2YymTBy8kQ8jI/HtQsXceV8BIaO+xqfjR1doDiGdOyCs2fPolqtWqhczReeFcpDJBbD3tEBAY0C0bNxc0z4YQ6eJCWhbqUq8PDwQGBgIFxdXaHX67Ft2zYcPnwYkXduw829NE4ePopSHu6QKxSIvREJJycnREREwMHBIe9gcvHgwQN89913huXLl1uEQuGvarV6EhE9KnSBXIE9XyczxgYCWPPcYreJqOLT5bsD2AqgIhHdfZVxSSSSYUKhcErbtm2FM2fOVNSsWfNVbS5XRIQedaT446IRUqkEZLHATinD42Q1xo8fj0uXLmHPnj0AgHKllfCu9i5EIhH69OmDhg0bYtu2bThz5gwS7l2DXCpGaHg0ZDIZDAYDPD098fDhQxgMBgCAg0IEk4Xg6GCPoFb+mDyqG7wC8lf33bt3D4GBgdi4cSOaNGlSJPuuVqtx6NAhdOvWDYC1bnqV/RmKGmMMSoUcE74ajJXr92DmzJkICgrKd51148YNzP9+Im6H/YW/Llr7NAX5iSAXM/Rr4QXvOgEAgP8t2Il+LbyyrX8lMgHuZdzw2UrrzySwqhIOCgH8GjSGQi6Fq7MdOrepCyffgQjp9R6ad+oLmVSCOrWroZqPNxSl6yEqKgo7duzAlmXTYCcVQGew4MIdHRykgJmAZB0wZcoUTJ069aXeq2PHjmHcuHHqK1euqDUazWgi2kJENu/vUdQKm7g2A3AMQD16ers5xpgDgHMA5LAmr7cAtAMwGsCXRLT4uTIuAwgnov4vswM5xFbV0dFxoVgsbjZ37lzFRx99ZJMfaXx8PGbPno0NGzagVXBntArqiDWLluB86BkYjcaM5Vq1aoWYmBjcvXsXJpMpY9rhw4chlUohEAig0+kAABKJJKNyVCqVUCqVePjwIQCga9eu2LlzZ0a5YrEYycnJUCgU+Yr36tWr8PPzg0ajyfc6uTGZTGjbti2OHj0KAFi8eDG++OKLfCV8xQERQSAQoGnTpnBxcUG1atWyHGCk02q1+OWXXzBp0iRUqVIFHTt2xA/z5uF/y36CUCjCqI8GAADGzJgGg8GADj26oYxX9orxRZIfP0bUlau4FXUTZ46fgFgshlfFCkh+/ASHdu2GVqOB8el3IqhXTyTdvYcrV67gs88+Q79vxiBzRxe9ToeG5bwzXrfv3g2eFcrD2dUVzq6ucHN3R5369SCRSlHH1b3A79uDBw8wZcqUtHXr1pksFsustLS0BUSkK3BBXIE9XyczxkoB8AHwL4BVAFYCSCOi80+XdwOQCGAQEa1+BfEwxlgfpVK5sEGDBsoFCxYobZWwHj58GIN6t4M6jTBv3nREXf0PG/84idv3nh1b+fj4oHTp0rhx4wZSU1ORlmbtWFW7dm1cvHgRffr0wZYtW7KVL5PJ4OEkRmyCNSFq3LAubkZeR0LSs6/9J52qYdXua/mOuVevXvD09MSPP/5Y2N3OcPnyZdSqZR2owdPTE//88w8qV6780uW+Lrt370aXLl2wZe0P+GL0TBzduxo163fLttyMIDlWxJSHXq2BIOU+XBQMsUkWNKokwq0kC2KSLOgR3BpOKeEQChiSklLy9X/k72lt7OrUuxNu3U/FE0l5XD57BvtD7yCoSxdoU+JwM/YBjpy8CrPZmh+WcpKhWfMmOPPfJSjkMiycMw4rpw3PKHPCqK44HnEfIxecBACIBUAFFwEkIkAmAqQiBjspg6OcYet5Q6Het6NHj2LYsGHqe/fu3U1NTR1KRP8UqqBiqrCJ6zcAZsN6qt/wdNokABMA1CKiqEzL/gJrhywPytQTmTG2HkB9IvJ5uV3IKM9BKpWuTEtL6xUSEmKeP3++UC6Xv3CdtLQ03LlzB9evX8e5c+dQu3ZtBAYGomzZsi8VS3riAwBDvhqDk4eP4HL4eQBAcHAwvvvuO+zZswd16tRBWFgYxo0bh+DgYISFheGrr76CRCLB0KFD0atXLxw6dAgqlQomkwnDhg3DzZs3ceDAAdy6dQsSiQRHjx5Fly5dcPr0abRr1w5BQUHw9vbGkiVLIBaL8eOPPyIkJAR59dR1dnZGcnIy9u7di44dO77U/s+aNQsTJkwAAGzbtg09evR4qfIKgojw77//Ii0tDXFxcahWrRoCAgIKdPASFhaGgIAADB8+HH/s3oX3mjTBoNEj0fHpkXk6o9GIpk2bonXr1qhTpw569uyZZX7F2n6IvXgF3rVrYseR7LfiPpMYBwCoX8oz27Tnp+e03vHISDSsUAFpWh1EEglkSusBh7dJgKE9+0CuUMD/vXrYtPwXtOochMeJj3Dh7Dmkj8Qw4Yc5ePzoEZ4kJeHJoyTcv3sX92Jj0bh1KwQ0CkSPFtYzAE+ePIFSqUTlypVRunTpPN+/yMhIjBo1SnvkyBFDWlraMCLaRIWpaLh8y6VOFsF6n/lpRDQ1h3XuAthPRJ8VcSxNxGLxDrFY7Lxz505hmzZt8lwnMTERCQkJ+Pfff/Ho0SO0b98eNWrUgFKpfKlYDhw4gA4dOsBOApRzFiDyoQXmp9/EtWvXwtfXF2fPnoW7uzt++uknHD9+HNOnT8eCBQsQGhqKrl274tq1a+jZsye2bdsGAHB2UuL7b/vgs69Xo3U9L8z5ogEO7D8JuUSAIfN2ommDZrgQq0Vws0pIVhtw6Nw9dO/eHTNmzECNGjVeGG963SMWi3H//n24ubkVet8fPnyIzp074+zZswCA1/0TfPToEc6fPw+9Xo/U1FQ0b94cnp4512m56dSpE/bu3YuxIwdi5a/bMXfmGHw0eBykUmmW5T5vIsOyf9MwafdWrO3fG7efPNtXRxmQorc+b+UjgrMi74R18ZoFWV47etbPeE7KGmCaqwCA/m0DrdOIYLIA83fegLu7O6L0ahARLuw5gJCQEPTr1w9bNq6B1gCUdWTw8iyFs1etjU6VXAWwlwJpZiDNSEgzAU90BKkIcLcXoJQdw4o9l/DkyRNotVqUKlUK1apVy/YePM9isWDLli0YPny4TqfTnddqtf2JKDrPnS8BCpu4LgQwgIicMk07CcAEoNVzi3eF9ZSUPxFdzLT8fACfEZFdYQLPVA5jjPWSy+XLGGNOOp2OnThxAoGBgdmWJSL8/fffWLZ+HcLOhyMh5hbsnJ1RqrwXhEIhrp4MBQCU864Ir4oVUcnHBy6lS8FkNMKhrh/KVfOFSCLGkGrvQK22fjGn/LEZty9dhfn+AyQ+eIBm7dri5rXrKOftjdU/LkLzDu3h5OKMXxf/lCWWhIQE2NvbA7BW2kajEVWrVkWXLl0wY8YM/PzzzwgPD8fNmzexZcsWjBgxAoMHD8bo0dZTze+//z7Kly+PWrVqwcPDA1FRUVAqlejSpQvEYjFOnTqFy5cvY9WqVbh//z7Wrl2LTp065fo+litXDvfu3QMAzFr+M8Z/FlKoz2PdunUYMGBAxuvt27eje/fuhSorv7RaLb5YPA/R4REwPkxCdEwMXMq4w8HNFRGHjsGYloZuo4ej+Qd9IFXIMaTaOy8sj4jwxx9/YOfOnVkunTCZTJh/+ghKqw0oW64cwh7dx/jmHbBjxw60bNkSw4YNw4YNGwAAn47+El98Ow6nE+7AZDRCIpPlmIi+bPJ6IioKTapWzTb/XWd3HP/rIPZu3Y4je/Zi/JzZKF+5Mh7Gx4MsFnh4eaF+0+ynIuNu38apI8fw38lTuHHpMuQKBewdHaDTanE7Oga1At6BW69gyJydkJaSCpFcBqmDPSwmM0RXrkOv0aBhjVqQSKWYN2kKHsTdJ7FIdCI1NXUQEd184RvPFVoudXJeiWs4gPtElHvFULAYnOzt7X8wGo39hUKh2N/fH0eOHMnxDzY5ORlfd6+C87FaXI3TwWgCpGLAVcFwN5lgefq35CADnOQMCglD3coOiLyrQml7BoXYegr59/A0JCcnQ6/Xo1vDckjWEfRGgs5oTVR1RkKqnpCsJXg6CXAryQKD+Vkcn376KRYuXAjA2pCh1+uxadMmjB07FqtXr4bu6hqs3xmGsFta9AkORIeWdfDBsKXYNLUV+k09DADo2aISFKYn6DdqFswWC7YtnoTa5eVo3joQRIS/bgiQkJiCtdvOoHr16jhw4ECup7mvXbuWJblVq9WFSt4zN55knvaqRUZG4tfFY7F50x48UBGUEoZypWSQiBjO3NQCAL5/vyyquEvQfcGtPMtLTEzE5s2bsXLlSly6dAkAMHpYfzQWn0D0gzRU9KsJw/0bOHAhFX+ce4IZJ47hScJDTO/SO6OMlj5CuCgEMFkIQoZ8n/kraPKa2dqTyYjUWVvhHVI0WL9+PaZNmwaFmOBXRgiJEGjetA4AIOLcBcjEWWMiIiSqnz30JoJEyCAUAGkm6/fbt7QAVdwEMFkAs8X6+xEyIM0E3HxkgZ2EQSoGUvUWXIkniMQSg0Ag+J9er/8u/eC2pCps4rocQFcics80LQpAlRes1pKIjmZa/n8AviGiQl94yhirWK9evVtqtRoLFy5Eo0aNsp3mvnjxIvbv349Hjx5h059/QC4UoW5wECr514Knb1VIFdZW2fQE4WF8fEbr091bsXgYn4B4rQo3zpxDUtx9NOzaCTERlxAfHQOL2QKvalVR268mIi9fhW8tP/y56TcAQJlyXjAajCjn7Q3X0m44tMt6/VSTJk2gUCgQGBiIQydPIOnhI9QKeAcmownb167LErtIJIKvry/mzJmDoKAgAMBvv/2G0NBQrFixAnK5HElJSahRowa8vLxw8OBB1KtXD4cPH85oYdwf8R9mfD4CVapUyWgxeJ5Op8vyvs1buxqj+39coM+CiHD79m1Mnjw5I9nr3r07tm/fXqByCmL59XBE/Xcev0/+Hxy8yqJm00BUdy8Ll8b1IHna2p76KAlfN2mL0hXKQ5OcAk/fKnApWwY1mzSCqnxZiKRS6wFItXfwlyYRErk1sf1w9xaYDQbEnQsHGIObb1Vokx7j4NeTQRYL5EoFRFIpDHo90rQ6tAnujNHTp+KHiZNxePdeNOzWGb3GjYHCwR71S3nCR26fJfb0Su1FMiewzzsRFYUzV6ynH6OvPzsN+fO4bzKeP5/01u3aHqyy9QRHvx7dc0x4c0uUAcCQlob1S5dh4/IVSE1NhczJEUadHkaNBmACkPlZRtCwRXOYjEbcirqJlMePYbFYSCqVLtNqtSOJyJjrRrhCyaVOzitxPQlAT0TPNzYUdNusfnmB5XycBZ5OAtQqI4BElPU0p9FoxI4dO3Dz5k1cv34df27bBP8KcpjS9HCUMdhJsyYUFiKo9ICFgGQdobKnPS7EpEJjIDxSE+RiBicFEJ9ibeliDCilZDBZALEQ0BqBJ1rrf5urkkGlJ7jbMzzSWP/0AcBZzlDaHjBZgBSdtYzSdgw6gR1i7qfC0U6CFPWzfVjz8wzMmDEXMfdT0cDPHZ39GLZcdUDc/QdQqzUQCBjq1qwIJi2NkydPYvPSL9C8YXUAwPCPR6HJxz9g4sSJ2L59O3JrhV67di0GDhyY8bowiavBYEBoaCiaNWuWMe306dNo0KBBgcopiDvnFuLrEVOx/0IqenVtioh/T0ApAUrbW5Pnfi28cOSKCksOPoK7owhCAUNZJxFqVi+P1u95oUZFZzDGoNIa8efv++EgZxBk+j6U9nDD2WgNbt9PgUQEJKQC4fes9Y1MIoS7gwC3H1k/2PH966L5O55o96X1P/fdckJ4u+Y9NvC6g6dynZeenPZr4YVNR+8V+P1ZezIZAMA0V3NMdAtKk0YIv2dGopogEuBpQgsQWXt6pXOQAQoJQ5oRSNFb5wiEQp3JZG5NRLnvcDFX2MR1FoCxRCTJNC0U1h6sI3NZ7QZlutsDY+xnAN0zV7QF2L5g7ty55tmzZ0Ov12P06NEYP348AGRJwO7evYvy5csjKCgIwioVUDXgHVSuWxuCTKeN0/+oc2r5+uHUMQDA2MDmOJMYh/joWzh/8DAq1amNKu/WhUgizhJXekueTqfDDW0qdFotwk+HYliffgAAoUgEJxcXmEwmpDx+jFIVysOi08FoMMLdsyyqVK8GdaoKJw7+DQCQymSYMX06Pv30U7i4uGRsx8PDA1u2bMHu3buxbNkynD9/HidPnsTAgQMhEongU9MP6w/uh0AgwIafl2PepCmoUaMG1qxZg/feey/b+6nRaNChQwecOnUKn387Dh+PGIa6bh55fg6XLl3C1KlTERkZidjYWCiVSnTu3Bnvv/8+mjdvnuflCS/DYrGg9YB+CD94BFN+mAtFvdxvuHMiynrlSi1HJyRE38LD23cQcegooiIuolz9AFQLDsK+kc8SvlFrl2P3pt9x59QZGFRqAIBQKoXCzQXOjo64fzMG80OPQPU4Gan/XcDqpcuQeOcuPvo8BB8ODUGPNu2gTniAbh9+gI3zv8wol5TWlpRInSrb9+1MYly2pPFFiWvm/QKQkcTe3Psnlv2yKsty9Ut54p0x1s4hFB2ZMb1KUDAAYOvgoRnzw+ctyrbt51t1iQhmoynj+//P9esgC8Ht0WPsX74KHUM+hV+TwIxtl9KbsGvXLmz+7Tdcv3btfmJiYhciCnvhznEFkkudnFfieg3ARSLq8xLbLVvGgcUl6whpRqCjnyij9Shz4jplyhRMnz4d1dwFUIgBDwcBFJK8W77SO8tciUyAn4+1Ttp45C7uJltbVss6CqCUZG9F23reAIPBAKFQiMRLy3Av/jH+/CsMMxf+CQBQKqQwG9Kgf3rxWvrpZIUEkIuAqqWEiIgzZ8y3lwKfNJCilK8/Jq6wnnp3VAjQqEkjLJwUjJotx+H9rg0x6cuuGP39cfz5559QKBTwddGjspsQFiLsuGAtbMiQIfjxxx8hk2W/WeOpU6fQqFEj1KldDYt/GI/GbfLuAkJE+OWXX7BmzRo8fPgQcXFxqF69Ovr27ZtxZu5VioyMRHBQcyjNyQhp7Ya/ziUAeHZ96PMi7hmRorMmtYqylXEg9A4EAoZ+batCrTNiybbLAIB65YX4YvoqTBvzCRI1gFpvvcRJKgIcZAyJakINDwGquQvwrm8pnIzUYF9EKgDg5M7J+GrU/3DqljW53bl6FNp26oeUuDMArAcS+dGvhRfazbTGE6lT4X+ty2WZP2FUV/xvwc6cVs2xLADYdPQeIvp8CwCos2VWrsuvPZmMAY2ccp0PWA/wGKzf//RcTm8C7j6x4H4KIdBbCInI+tsgIqj0hNtPLLinEptFIvHmFJVmKBGp87UDxUhhE9f+ANYCKEdE955OmwpgOIDqRPQwH2UcAKAgoqYF3HaVwAZ1oojJ8fPPP6Nfv364evUq/P39UbdvdzTo2gn9PKsiPDwcP29Yh52bNqNjyKdoN3hgjuW9KHH44dQxjA1snjE/L7m1Vi1d/ytijpxAhcqVrdel7j8An2aNMHXyFGhUKlyJuIAzx/6BWCKBQqlEQlwctq9dj9/+OYwOT6+rJCJ4eHiAiLBgwQKEh4dj48aN2Lx5M4KCgjIq7g4dOuDfU6dw5MYVWMxmpF6NhLOzMw4fPoxvv/0WLVu2xMGDB7PEN3jwYPy5Zw/2RfwHkUiUZ8ecpKQk/Prrr/juu+8wefJkNG3aFBUqVICTk/VHlpycjJ5L5sHBqyxGNWsNk9GIqCvXcO/2bXTs2R0yubxQnX8yGz9+PLb9/Rc+X7oALSpXA5D7Z5Se4PmIpfj1m0mo16k9vP1rwdHNFUsnTIM64QHMRiNUcfEZ61RoGoi6A/pB7uKMlDv3YF+2DERSa07QqFKljIOf9M/84NULkCoUaFaxKgaMGI6Lm7aifKVK+PPsKfhannXazi15zeuSgdwUZfIKAO+MGZFr8gogx1bavOan71NVmR1+++03PB0abWFSUtI4IkrLcye5POVSJ+eauDLGhABSYB31ZXIhtsdWLJpiGT56Giq5ClDemeGv69Yk4Z2GDTB39S9wdnODiyYNfZtXxp3HFtxPJXStJYJImL9TtZmTVgDw8/EocGtX5tO9sf8dwbxNEZC5lIG7mwO2/X4AZStVxrhhnbF+4RKk6AgpeoKAAUoJg8ZACI01o2llERpXtvZC79S7EyIiH+Hj/x1Fj+DWaNOyITb/thUxtxNxZs9UnLtbHsHBwXCxE8JOIYOC6VCzjBA6A2H04r8gFosxffp0HDlyBNu3b0fXrl0z4ks/vT9/9lcIGWQ91S0vFZBtnzIvHx4ejpkzZ+LevXuYNWsWKlSoAG9vb4jF1oPKyMhIXDy2BA3frQqNwBtyuQzHzsXDVaFCi6bv5bmNvCQlJaFBgwb4pGdd+OrPgTGW8RnllrheiDMh6qEZaWagdlkhPurXGglJWny15DQ6BlbApoNRWZbv+44EvqUFqFSxNDYduw972bNEDHh20NKvhRcsRFj51z2s2fQjTCYzKjcYCYMZ+H5CXwwfOQYAkBJ3pkCJK4BXkrwCQESfb186eS0Mg4lw4b4Zj7QijUZv7Jz5bHhJUNjEtSKsowb0IKIdT6c5AgiFdezABQBuAFACqAagCREFZ1qfAXgE4GcimpjPbbLBH/ew/LLGeur534ProKjbBoHeVSC3t4PJYISXrw9Ycipu3Y5FlWrVcCksHADw8fczUL9L1g5Hmf/w0+X2pwzknVA8n7RmTsyWXw/PcZm8ZD69fOjQIXzwwQdgjKFu3bpo2rQpBgwYAKPRiIiICDx48ACzZs1CYGAgFi5ciFKlSmHIkCHYvn07fHx8MHbsWHz00Uf48MMPsw151bx5czRv3hxff/01AOQ4qsCOHTuwZ88enDlzBnfv3kXnzp0xfvx4PN9TWK/XI71TnEgmhUImh9FogFfFioi6chWDRo3EsAnjXypxXbNmDWbOnImV+3fD2dU1S2elS5u34dbRE5A5O6JeyCAEt3t2Su5B7B1M6WDtkVqjRg1cvXo1Y16ZurXx4PI1NBw5FGBAufoBEEokyEn69yTzd2hD52eNVhMmTMCvv/6KTZs2ZTldl+7D3Vuyrbf8eni21v/MMieGzyeJeSWvmZd/fhs/7NyVsW568vrDqWMZ5WSetnHOdwCQcbkBRUdmS5BfJP2Sifj4eIz4ciTOnTkbn5iY2IGILuS7EC5HudTJL0pc/WG9EUwbIsrec/DF26pUoVyZ6Nt342Fvp8TBa5cReeUqBrQPQkCjQISfDkWHXj1w6uAh6FRPMlotASC4lghi4bNEAwAa9h+D0+vmZTx/XsJFa4doj9rNMhKO9HW9M3WYzC15yNzy26vus990emLl5+ORUY5H7WZZtgkAe37fk7Gc0UTYcolh5/FYeFfwQu2aPggOaoHu/UbgxIkTePLkCTb+MBSHLqow4eMAfDVrKZIep6B89Tbw8PDA4MGDkZiYiGXLliE8PBx169bN2E50dDSqH+ntiwAAIABJREFUVKmCmzdvokyZMjnWwykpKVi8eDFCQ0MRFhYGmUyGQYMGYezYsdlacNN75ANA6VIuMBiM0Or06NgxCDt37kTEqa3wqVKx0ImrXq9H+/btUa9ePcQeWpjlPU3REXZeMkAjckdgNTnGfVQXIuGzM3AbT2vww7J9AACpVJoxioOdTAABA96rrEDl0lIgTY1271k7S6cfwGR2IS773VnTP++kpCQ0bdoUVapUwdq1azMaVtJl/i6krzezkyJbuRMOZR0t7kxiHIL1pwE8a7n19xRlrLPN7tkwlDMcbwCwjkoAWL9fKyd+lWvsmaUfdL0oyV68ZkG2+QW5nCE+1YILCSKzQCjamGptfdXma0UbK9S5XCKKBXAWQOdM01IABALYB+AbAH8BWA0gGMDz2XwgABcAv+Vne4yxsg4ODie27jiIls2sF0g3btsfYwcOgksZDzTq0RXvTx6HQd174urVq2jSpg0eP7IOdRKy+IdsSeurdiYxDsuvh2P59XBEJD0odDmPHj3CqVOnMHz4cPTt2xd6vR4qlQpRUVFo1aoVoqKiUKNGDfTr1w+jRo2CVCrFqlWrUKpUKQBA06ZNIZfLIRQKMW/evGydjdL16dMHFy9a+83lVFkuW7YM3377Ld577z1s2LABCQkJ2LhxY7akFUCWsXLfG/optp88juPRkdiyfgPaBHfGvm3bM3q1F8Ync2fiy6+/Qv8lc+Hs6ppl3uObMbiy7U9UC+6IR9ej8PDS1Szz3SuWx9LLZ+Hg5oobN58le1JHB7Sc9i3e374eFZsGomKTwFyTViDn1sUPd29B1e+moup3U/G7vRhxcXE5Jq3Py5zE5tTqmi5zkvp8wpo5jvp+1mvqqgQFI2TwoGzrPr+NsV27ZKzb65efrdMCm6O+X3XU96ueZdoHX4/DB1+Py2ixZZV9EDJ4UMZ28nImMQ6ROhVUTnaYN/cHJCYmlhEKhREOjo5TnrYAcoWUU52ch06wjvt6rCDbEQqFwVKp9KJQKESzRu9CpdZg0hfD8c2nnyGoV080bt0KG/4+gJN//Y20tDSUsnvWutrd/1nSmi6nRLUo+XuKoEv8D7rE/5AQ8VPeK+SAiPBQZcGpSA3GbIzDnn9vgwiIvnUXaQYDunVuhUEDeiIoKAgffvgh9keo0KehM4KbeoMxBkcHO7Ro0QIAsG/fPqSkpCA6OjpL0goAlStXRu3atXHtWs5DZxERWrRogaioKHzyyScIDQ1FdHQ0Jk6cmONlB7GxsRnP/9i8EHeuHcSdawcxYMAAlC7lgj92Hyl00qpSqdC1/XuQ6qLR1y822/y/bxghEzGUV6Zg+9EYPE7NemJlzJCOWD1/MCpXdM9IWgHgu/+Nw68hFfB5m1Jo5+8ALydBlhb35+XWqturrgQhrcughiQKf/75Z7akFUCOQ01N3KPNVu7zLawA8KesIYCsLfrp6/RUX8mYNinFF8Czg5+Ei//g05lzXxh7uuEfj8Lwj0dl6yT2/DKL1yzIssymo/fQr4VXjmPSPq+MgwAVHA3CVJWmv1wmjmeM1ctzpWKgUC2uAPB0gOuFAMoUNEt/en1rTSLKc4RloVDYVSaTrRs7dqx80qRJIpFIhNTUVAQHB+PYsWP4P3vnHRbF1bbx39BZFggqRVEUQcVeULHElsQeMWLsGnvvJWpMMDbsNRobGjXWqCi22Bu22FuwgBpARRQF6QjszvfHOusy7MLaTb73vq73euPOnDNnltkz97nP89xPwYIFuX79OgqFgkkL57P5t9Xcu615sSocCzDj0C7MLSz0v+RzyfI25nwpBlZ+nvz83AiJPiQnJfHnlq0sCphOUU8P/n6pHBcvVVJ7bwAPHz6k/6gR2NrZk5Hxgi2r1tCqVSsWLFiAm5sb8+bNIzQ0FCcnJwICAgxe79dff+X48eNs3rw52+dqtZotW7YwZMgQdu3apTc+Vh8OHjxIo0aNAKhRowb379/HysqKli1b8sMPP7yRxcuVK1cYO2kily5epO+CmRT2euWidiI8nEeXr/LXokBElYqMrCzqjhhEoSoV9fYVfekq55euxNTcgqp9u2P9mT32bpofuaQ05gaJHOqDbnuJFEqxz7okNbd2+vrXVVIl6CqfuUEKB5BwZ88ObVsPr9LZ+l0auFL7nEqhBboJX28LiXirMjPZ9uNkDu/ag8LGBlNT0/tJiYl1RFGMfGcX+3+G15mTBUG4AQSJouhvZN82tra2i5VK5bdbtmxR1K5dG4DDhw/TqFEj1Go148ePZ+LEiZwMHs+ydUcI2v0XaS804QNflzWnR6NXW/+S2iS9vLMpXMM12+e66qf03xIkhbbJD5uZ071ujj6kvkeuCgHQxjbau/pok2PkhODM73O0SpV07H50HGOnbuLWnWgKFvbg4kVNaLYJIC2/p00YSj7rJI6cCsU66zlRT5I5cuEhl05uZuefx5gwdTEnTpygWbNm3Lp1K1e7xYoVKzJ37ly+/DJ7vtzTp0/58ccfuXLlCn/99ZdRmfGiKFKxYkWuX79O8eLFcXFx4fr161SrVo2uXbvSpUuX1/bWfvHiBevWrWPatGlUL+fEsBYFsTA31RKzS/czuRGj5lGKKRkZWZQrYs2qQH8K5LPF3tVH+3eIuXaczCw1f5xLZc6yvUz6vjVFXQtQu1pJbBSvXCh01Xbdf+t+Jj0LhlRGicC1mntP+5lcbdVFRVczLbmUXxOyK/u6z6pdSU1Cs5R4u7urO3JIz6NoU4awrd309qur3n4IxKeKnI3MIuUFmJmaiGbmZkvS0jOGiKKoyrv1x8HbEFdT4DrwmyiKs1+jnQtwD2giimJILucplErlYqVS2Wb79u0KeUbkqVOnaNeuHRYWFnTs2JHlK1fiXNIDuwIFKOVTFddSJXAt6an9Yb7uNj3oj3uVoLudKkGXcMiJrDHXT0tNZdWChfyxchVeJUuyevVqSpcuzf79+/H39+f8+fOARkmtVq0ah06EkN/JCYf8+XG0VlC3bl26d+9OrVq1tOb/jo6OHDlyRK86KiExMZEKFSqwdu3abNVapk2bxoYNG1i0aJFR6qEuRFHkyZMnhIWF4ezsTIkSJd6oAIFKpeK7774jJCSEb7p2wbNVM6xsFNm2x5/cuMXJmQvYtn4Dffr0Qd3kC6yLF8v17wE5w0WMIa2Qk1ieDb2Z4zPd670Ocb1766aWTOqDLnEF48nr6+Jy8D69n+v7TcjDYtJTUjA1MyP8wiV+7T+M/ovmEl/QSe/fIDbqPv6NNZO/IAhqQRDaqFSqbe/wVv7fwNg5WRCElmh2wzxEUXxuRL+VlErlzubNmxdYvny5ta6Vk0qlYvTo0SxatIiuXbsSG3WJkLO3+bxcAfLZWRJ28w4FbAQszATtS/6fKxcADdGQf6aNJZS91OGVanX1YVYOtUr3RS8/Jm3T6l5XyiA3lKyTkCZyLVrF8zSRbj378uuvv5KamsrEiRPZsWMHd+7cIV++fHh4eFCnTh2O7A/Cw9GUpLRMOg2Ywo4dOzh27BiVK1fm8GGNbZavry/bt2/PNWl1y5Yt/Pzzz4SGhmabL93d3WncuDEBAQHkl+005YXMzEzu3btHdHQ0VapUwd7e/rXaSwgNDaVp06Z4enoyZMgQahR7FdIkkccFe59gX/JLWrVqxcyZMzl/dLVRSbq6CwspD0CCZDuVF27vnQm8+jvrg0RejSWukgWW7pik8eiS8FJNR2f7LBuJ3aMpPlDy29XZrpMYtkp7Xm5xrNKzaowbga6K/G0lczJUmoIGZyOySEgXaVAi564HaN7X956pufxAsxyztra+nZaW9qUoinknWnwEvDFxBRAEoQZQRRTFxa/ZprIoiktyOcdLqVT+2bhxY5eVK1daG/qhZWRk4OjoSO2GX9F18ECeO+v/4z/+J5KdU2bRrM23VKzmTVaWilLlci+HmptKKimtualkeSm7cty6dp1xfQdQokxpli/4haJFi2Y7fvv2bdauXUurVq2oWrUq5cqVo/43vhQqXJhnsbH8c/kqFy5cYNiwYWTZKzkbcpIKxT3w9/c3ijD+9NNP3Lt3j06dOlGjRg2USiU1atRg7NixtGv3xknHb42IiAi8vb15+PAht1IScijiANc2biU9/jnVB/TCZvcRgiLv4lD/8zyJq7wfY4krZP97S+0MXU/XuiovtVaytnpd8vquiasEfQQ2t9/GqHadOH36NFb2dlRv0ZT9gauxzefAj9s3cj1Bw5Gk7yb8/CUW9BxA03496d/Ul8jISCZOnJiakpKyMSkpaZAoiunv5ab+wzBmThYEoT2QIIri3jz6EiwsLAaYm5vPWrZsmXWnTp0MnhsUFESnju35YbAvX3iosLWxyBFzOm5YS1ZuOMah60m42anIUIlMHP419koL/rlywWjSCtnJqT6lVYIUv6pLWoFsxFWXtIqiSFismtuP1ZRxMeHsvTQsZGFDq1evJjMzk/T0dEaOHInC2pzf5vTi3PETmJgIBP4ZRY0aNejevTt37tzh/PnzjBo1Ch8fH4yBo6Mjc+bMoWjRotStW5cTJ07Qtm1bIiMj8zSdf58YN24c6enpTJkyBdAQLwkSce21PIo/Vn6PexFHKjX+mZsXtpM/X97JRbrEFfQTRWOQF3l1r1SV3Zt356poSs/Pv5W8dmxQmNuP0pl3RMXT2Cc42wq8yIK4VBE3B4HqRXOGKJyPzOJZisi6zcGkpaVx8eLFrMWLF6emp6e3V6lUuc4THwNvRVzfBywsLLqYm5svnT9/vnWvXr0EfaTr/PnzVK9eneLFi3Pv3j16zg6gWvMm2c4RRZH7N26x1n8y929qAqTNzMxwdHREpVLRqFEjnJyc8PHxoUWLFlhbW+cajyonq7remXKSIR3Tt8Wq72V/+a+zjOzWg+8DptC0das8E5eePn2Ku7s7kZGRWFlZaeIGExLo1dKP+KfPOPD3FayfPmfw4MGsXLmSIkVyxujo63Po0KFER0fz4MEDPDw8UCgUBAUFfdRSrVlZWSiVShISElj9T6jepLqE+w857D+FMn4tsLK358Zv6xg8eDCTliyEZxqyVM27Kh5jBnMhXFM4RCKQumRV+rt1bO2X7Zi+c+XQR1pzI8W5EdgNQdkFRw+v0tqx6caXSsd0xy5vBzmJ7uui0+ixuSYuFssUUNjYYGtvTx33Ety9c4ewsDCGDRtGgwYNWBYYyOq9u7h+4SI3r11HTEzm6NGjxMbGareXJTx//pzOnTunhYSE3E9KSmr2X6n08m+DIAi2dnZ2611cXL7YtWuXTcmS+gscSjZXpqamFCpgzfxhtdn4xxHg1Taqfcma7D16lYHj1mjbOTk54ezsTFxcHO3atUOhUODn50flypVzxKLK1VB9pFW+7T+4+/AcCVwSmXGvVFVLqqUxBswLRhRFLj9QE58mUqOoKX/eyNtueLL/IKLuxzB5mCaG1d7Vh9N/XeEr39789ttvtG3bltWrV3Pr1i0WLlyYR28a7Ny5k2XLlnH79m0qVKjAuXPnCAwMpGnTpka1f18IDAzkzJkz/DpjAJCTbCY8PMsvK/ezNugUfywZxM+LTpOUlMTXX3/Nij828jDsDlkZGSz/5Wc6t/86h7IKOf2tJUcWXcN/CfraS2RaIoO65Fra8pcWQRLKlnTRxlrr3gtoYll9zmmSUuXhKvJzdT/THeP+nzS7ne4/ahK65J7eb+vtKrkaqEWRht4u5FOacfZOCidvpxASGsf8+fNZuHAhioxHpGaIeDmbEpOopmWPsWzYsEHrwR4fH58tFjgkJAQ/P7+09PT0JSkpKWN0K59+bLw/o83XhCAIlra2tiudnZ2XnjlzRtG7d2+9pBU0k56Xl5e2QtPKUT+yZtwEfv9xEuEXLqNWqVgx4gemfttZS1rr16/P4MGDuXjxIjdu3KB69eo4OjqyZMkSGjVqZFRVEX2kVY7cSKs+pCanMKZXXzr17WMUab127RrePj5069YtW0C+rb09BZycqN+0MSH7D1CrzuccPHiQwKAtRo2jQIECrF+/nqNHjzJjxgxatGjBqlWrPghpzcrKwm1oP4qOGEiJ6ROyHTMzM8PT05OrV6+iVqm4vGYDuweOIj0hUXuO1Wf25C/hQVpcPMXq1ebQoUNMmjQJYuM1DuZqkfNht0EwyZUwSkRPThxfF/rItb7wAkOQiLO+sclDA4x5Ft8W62dO197TvuW/saDnAH5u6sekFm2Z2aE739SsQ8PylZg+dhzJSUk4Ozvj7u7OhQsXsPq8KrZOBRDVaiYMGc7lv86S6KAkJCSEIUOG0KpV9rrjn332Gbt27bKePHmyp7W19RVTU9N3UtXpfzAegiCUUSqVoX5+fo2uXr1qkLQCODs7U7p0aXr06MH9x8m0/mE/tx6ruHRfRVJqJvcfJ+NZe2Q20tqmTRsmTJjA1atX2bZtG/ny5SMzM5PmzZtrK88ZQl4JLZB7FrZ7JcPJSA+ei0TEqalZzBQby7znvTlz5rBw6QY6tc2e/OvuriHMVapUYeTIkUybOolFixYRF3Uyzz5BE1KwZ88eLly4QL169ViyZMkHI60RERGcOXMmW2KXhLJly3L58mVEUSQi8iGNO84gYEH2RXGtqiVISU1HROTAgQPUrVsXf39/Iv++QVaGZhtbxPC7Vk7qdKGPqMohEVZ9kIinFDqiC0kxlpNxgLPVxwI5Y111Cauhz4SUG9qdhH8CNAld+orP5Fb8QB/SMkTORWZxJCyLz3tvITTehgM3sxj2+wP6rrjP9ah0zt1NpXHjxowZM4YHDx6gFsFRKRD2REVojJrfFk1j/vz5rFixgt69e+dIYKtbty43b960rlKlSj87O7tTgiC8nYflO8QnobgKguBqa2u77/PPPy++ceNGhbExOElJSRQtWpT4+HjtZ3b586HKUmFla8PINcupb52PsmXLGiyxp1KpqFu3Lo8fPyY24Tk/zZxOQ9+cibnS9mj/6TO0nxlSvySSYkzCVkZaGitG/YiZuRkX9+XtSrNq1SoCZs5g68njOY7t2xbMD3364eFVitFTA4h/9pSdm/7g1KEjefb7MdGjRw9WrdKsjI8ePUr9+vWzHZ83bx7Tpk3D3t4eZ2dnHj58iGU5L6r26cbZ0JvEHTpG2j+RPLxwCQcHB2JiYmjZsqWmRneN8lDSK08CbsxWu/zvrA+SuqlboQryTr6SwxCxzU09lZKwcgtbkZNqXXVYsruSQ7K8ev4klkkt2tBjVgD9P/8SlUpFXFwcJUqUwNTUlIkTJ2Jra4urqysDBgzAxMSE/v37s/voYcbv3Mz8HgMo5FmcWq1bUrhUiTxL754+fRpfX9+0tLS0X1JTU8eJovjmdhT/g1EwMzNra2lpuWrhwoXWPXr0MHrVGhwcnGMRUqmsGzfDo2nzdXVG9m0GTs0pX768tqqfHGfPnqVp06bYmaaQqRK5eP4A9nZKbptodowkUhO2tZtWPZUyzscX0MzZra9uz9ZnxwaFc5BVicBItkRft/2agHnBxKWoOXlPhU8xU0Lu5C0u5bfR+Nd6Oma/n61lvoYT5+D+Q9r5NWb+zLF06P49fXu0pX237/Ps92NBioF9/Pgx5ubmPHjwACcnJ+3xrKwsvL29UalUREdH07ZtW5YtW8Zff/1F+fKaAjCenp788MMPDB6s2Rrfv38/TZo0oVFLX6YFLqWUwi7PuVgidrn5WHdx88rxmaSuSqSzwkqNsipZ+un6aUuQiKauHZtcSZWT4bC0pBw7sPI5N7CGh/a/JcItKca9/9JsIr0Y3wXQb2mVGxaumsfcZXu5dTeaXh3r41WrH4mJiaSmplKrVi3+/PNPdu/eTcGCBfniiy+oV68ed+7coWHDhnyWGUVBOxMOh2VR0dWUgnYCO67nvrOgUqnw9/fPXLBgQVJqamozURRzMvYPjI+uuAqCUFOhUFwfPXq01549e4wmraIoErB3O561X62MLBUKEp/FkZKQQBGvUvzwRXNq1qxpkLQCmJqaEhISQnBwMKkJiZibGw7afh+wsLamgGshLu0/TJHSpfhuyniW3jRcVMjX15eHUVF6jzXx+4ZDN66z5cQxqtf9nGp1PufCydOcj3n9EnUfCo8fP2bbtm3kb6LJov3uu5yVYoYPH87p06fp1KkTN27cICIigrC9B0l4oJnYVCkp2JQuhYODAy9evKBq1aqcu6xxYkAUjVKNJaKZG4xROSXymBsRfhvnArlDgC4kUptb//LFlC6R7TR6rN42kt3VtaMhlPm8FuXq1uaESTrly5enXr16FCpUCGdnZxYvXsyMGTMYMmQIZmZmCILA8hWBpDhp7Nk6T/qRrMxMFvQcwIU/D+i9li5q1apFaGiodZkyZQbb2dntFwTB8A/5f3grCIJgolQqZ+bPn3/ViRMnFK9DWlNSUnge8zf5HF7N3Q6f2XElNIoXGVl06fszlRr9SKVKlQySVgAfHx/Cw8Np6W1HdHwmShvrt7onY+yAdJHPxoQMFVx4aErZgqYMrmel9fXUh4L2Ask5HZUQzM2hfk1o35JVS6dgb6ek3ufVCPp9KVd+b/u6t/HB8Ntvv+Hr64uzszOZmZns3Lkz23EzMzMuXbrE0qVLqV69OsuWLQM0vtWiKGoXsh06dAA03t8t27YBIDUlBRMTk/e6gycRTH1KqCHIt/Z120vHdMMNJEiFiYwJI5MIq0RgJVJrOemVNWVulldyDO4+nH3Hr9GtbR2qV/KgZMmSVK1albp162JmZoavry/Lly9n4sSJ2qTquLg4IiIiKPyZCTaWApULm3L/uZpjd7L4upx5rtczNTVl6tSp5hs3bsynVCqPmJubv149+PeAj6q4mpubd7Oyslq8ceNG66+/zntHUKVScfjwYSZMmMCZM2e0n7tXKMeUMT9QsWJFduzYQevWrSlVqtRrjUUURYp4laTlsIFUaPCqmJf0YtdnRwT6iURuiqtun9Lx5Ph4Up4n8vzJEzZOnkGxcmXw//lnnF1dMTU11YYP3Lt3j7ZdOlOsRAl+mjMzz3s6uHMX4wcOYevJYzxQaLbY8lK5PjSEjq1gYzDOHb7l8catOLgXo9mC6dkM/SX4+fnh5OSkmTBNTcDKkoKlShJ/4zbpXm6gVIBrUdj2J1QqAWkv4DONSuPZvGUOwvkuE5o8m7fMM+M/N8XWUCjBm8anygsDSM+cFAYhj3/1bN5SOwZ5oQHp3IeBa7CvWZ1H6wy7I8gRGBjIoJ/HU7h/D0a3aQ3AqaAdrP1pEhERETmSEPUhIyODAQMGvPjjjz9ikpOTvxBF8V6ejf4Ho/EynnW7l5dXjV27dtnoqmyG8OzZM1auXElAQACJia/Cdgb2aU+fgT9w+fJlTExM+Oabb7C1Nbz9qw97133Pd0OXcf3wNOCVGiYpp1KM4ojNGq/uxLBVBhUrfdZaQLZkMAmJYasI/yeG4IWzuPlYzfHwTLycTXHLJ2AqaCo0bbmcoSmxOqsX46ZvZvbAalQqUUCvXRNotpl9zk2n38zjWFuaMXdILabO36HXQ/RjIjU1lcDAQIYNG0ZQUBCtW7dm95ZFfFHPJ4fXa2xsLG5ublSsWJGzZ8+iVCr5rn1zdu07jkvBIizfuwuACVMmk5KQgFCqBNYO9tgWdGH5l9l3MyV1VTdEYG3ULSDnuze3nSrpXSoVBhh137DlokQ65WEJ8rEIKTeyVTrUhVwNlnZSS6nvaxPEpGdCIsC/PzPJdl/Lv2zxRlWxkl6IHAvPIjktM5tvem5Qq9XUqFGDFw8vUtLp1eJx6xWN2mosD7x58yaNGjVKff78+Zrk5OTBH8sy66MQV0EQTGxsbKbb2dkNPHz4sKJ06dy3To8ePUqzZs1IT3+VZJwvXz4GDhzId999h6en51uPKTk5GVtbW0atX4lnlUrAq7AAeQiA9PLPjfjIX/q6Ru9geMs24UksN7fuYuuatSQnJtKqcyeG9+nLjBkzOHn6NF0G9qfb4IG5Kheg+WGJosih1evYu3QlZevUostkfwZXrp33l/EBkJGRwfjx45mxYAG8/LtW7dON0K07qNqnGyHT5uZo4+/vz7x580jLeIE6MwvBxITCPlXxatmMg0uWQZYKrG3gbgR4e4HVqwxcfV6mbwOpP0NkVYLuM2JI1dWX3GcosUoeDqCP4ErKqSGSmhuktvJF14Gz59jeYwBV+/bA48t6rGnRDnNzc0RRJD09XW/hCtBMiF27diUqKgrH3p2xtLMlMzWNze27U7ROLSJCTuU5JgmLFi1SjxkzJik1NbW5KIrGN/wfDEIQhCJKpfJI69atCwcGBlpJpUL1QRRFhg4dmiPJqEaNGvTr14927drpNcJ/XSxfvpwxo0cRHf4qxEl66UvERF5pK6bItzncLqSYQnlyloQmP2h8q3UTf3TtsZ4kqbn5WM2zFBG1CF+UMKXBdxPYvHkz6hdxTB/XjqoVi+cYv74qYPEJKXzebCwZKhEvJ1POR30yeS6Eh4fTtWtXoqOjiYyM5Msvv6RSGVf2HTrFzs2LKF4ue+JzVlbWyxC9Z1iYm5OQmIydrQ1TJwylYDFvgg7sQ6FUcvDAARS2Soau1BhcnAgPN0hcJVT+RnMt3Xkur8RWY8qy51WyGnKGH0gEWnqepPAAqQ8fR9cc4QfysBapD6lC4ZZCmuds9+bdBl0LpGQuQ760N2JUPEoQqehqwpGwTDIzM7GwsCA1NRVLS0uD3CAiIoLatWvjSAyejhr1OypezblIFfU8TTkWbtwzGR8fz9dff516/fr1v5KSklqKophsVMN3iA8eKvAyCWt7qVKlBly9ejVP0gpw7Ngx0tPT6devH9euXUOtVvPs2TMmTZr01qR17969CIKAt7c3CjtbLIyceN+lWqf7Y7J3cmToz/6cuBdGEXd3CtetwbT1a7h9+zY7z5+h57AheZJWCYIg0LB7F8bv2sI/1/7m0Or12vKzHxuWBRywtvwlAAAgAElEQVSYsXwJ1PQGExPI9xkXlq/GZ1AfzixYwqS927VjFTq2Qqhbg9nrficlJQXbQgUBMDEz41n4XY4HzIYXGaBSQUIifP1VNtL6PvAmxPd1nhlJHTZEuHPbmpIUUym+1lBfubWVL6zqlitLubZ+PPjrAjv6DMXS0hKFgwMlGjbAxsaG9evX6+1PEARWrVqFj48Pl3+eTsKDh5grrHFwL4pgapKrt60cgwYNMgkKCrJXKpUHzMzMPp5H238EgiBUVCgUV/z9/d1XrVqVK2kFzeJ+7dq1uLi4sHz5cuLi4hBFkTNnztC1a9e3Jq0dOnRAEATu3r1LcfdX2/zGkNa8kBtpNQQnWxPqeZpRx8MUhQX8tm42/v7+dPerwP4NY/SSVkNwsLehfglTyrqYcuG+in3zPo2cwzX79lC9Rg3atGlDtWrVaNiwIYcPH+ZFRiZVKpWhR39/beUxgAsXLjBnzhyio6OpVN6LhMRXnGXS9KWM9f8JewcHrp07T9Gypen7S3Y74T6Hd732GI3JCcgLuRFWCRLJlCAR2dwIsURUJUhEViLkUh9y4QpexVhLiyVp8STtBBgKdXFSChRQCpyNVGFiYoKlpSUlq1fFoUB+zMzMePbsmd52xYoV4/Tp06jzl+XSAxVqUcTeShO6YWYi5OptqwsHBweOHTum8PPzq6VUKi8JglDQqIbvEB9UcRUEwd7Ozu5AvXr1ym/evNn6XazO3xYNGjTg2LFjBAUF0a1bN+oE+ONQzE37oEvxfXIlytgyl/ra6ss6lyCdk5KQyLgvmjPv/HF+/3EiDWp9Ttse3Qy2M/TjkioVnd6+k50LljD92N5PIlxAUFhBCTdISoFnCZCUQuHqVak7biTX1m8m9vwl2owdyfCvmuNRpjTkc8C2UEFsSpfCppQnqrR0alatzMMLVwiJuIdgbkbH1n4GnR/kqqYh4qnPE9VQotXVIRrfPvnWli7kBFPfBKavrUQg9YU4SOOQzjEUmyopEfoqYEm7CYbItKE+RVHk6e1wMpJTUBTIz7X1m3lwVvNSW7FiBT17Gv5drF69mtGjR1N+UG/+3rKdzJRU4u5FGDzfEK5du0aDBg3SUlNTf0xLSzM+OOx/0MLU1PQLKyurHatXr1a2adPmYw8HtVqNqakp7u7uDBkyhD/++ENr3K8LuSWSlIAjT4qU7zJsq5YA6E++kSBXviQ/2a0XM3gal8T3/ZtToaE/fx+egrWVhfb8Od3r5ihyoCXVL0MHJPut0YN96TvjOLXKu7Bo6/XX+YreC1buCmb6mB/YePQQ7ep9gUP+/DyLfsTY4V1o37opZap9Q41qFVg0ZxyrNp9h0aJF1KpVCwcHB8aOHYupqSn2pg95FBPLX48FKtfwoeCDIMDwgkK+Ra9LGCVlUponDb0rpblNQin1/dfe1tf3zpSOyRVT+efyRCvpvS0RVZvGtUndFghgcFzy8UltpefubPWx2vuXErl0K81lqkR25K8ODvZ8V606QTPmk5KQgIOLM1fOnsPNzU3v9ZKSkujYsSMRVw/RrsZnTNwWQ/d6+Vl++Kne8w1BFEWmTJmSNWPGjLiUlJS6oijefq0O3gIfTHEVBMHR1tb2fIcOHSpu3779kyCtoEkIqFmzJl9++SVJSUmkPH7yTkmrHLmRVl2YvVQ/jvy+kSvHT1K/aeM3upYqI4OrR0LYsziQwl4lPwnSevnyZU386T8P4cETMDMDESp0aosgCJRv35qE2KdcDzlFpxFDoERxhEb1cP62JcqyXghmZpjZKjExM6NIjaoI5q/ifN7F6jy37f7XhXw80sT8OpCTbikEQHouDbkB5AaJxBoKXzDUpyAIOHqVxLVqZRyKuVHvx1EUqaV5gffq1Ytt2wxbiXXr1o2tW7cSunglyY9jsStc6LUUVwkVKlTg0qVL1k5OTlOUSuVMg755/4NemJubt1YoFLv37NnzSZBW0DxXgiAwd+5cUlNT+euvv1Cr38xEIjfS+iawUVhw+94jBv20hhZflc9BWo1FWqbI0u2h3IyIp5xHvjcay7vG/u3BPH8Wxzc+tXB1c+Pi6TM8efKEtq0aY2FhzpplU9i28xC3wyOYPWsqBw4c4Pfff2fBggUULFgQJycnrKwscS9WmCo1a7x18pWhhb0xkMiknBi/TtVMiUTKFVP558ZYcyn8euc6Lvn45IovvOIcUiKXbgEOc1OBb5+fR7CzZe3tm0zctx0LKyviYx7jUbkST5480Xs9W1tbgoODafhtf+bvjQWgcD5zto8wfgcBNL9Zf39/s19++cVRoVCcEwTB+7U6eAt8EMVVEIRCSqXy9JAhQwpNmTLF/FN7zzx+/BiXalXg0RMa/DiKQt6VDJ77tkkz+pQs6eGUk5p89x9y70gIvSf7U7Rczh+KRIJre3gQcy+Cc2FhmFlaYuNUgKwXGdw5cIR7wXtISU1FrVLRebI/a3+a9EbjfpdISUlh+/btCIJAq1at6Nu3L+vWrcPe3p5evXoRERFBUFAQ5laWlPCuzMKVK8hXoIBWOZQTyTeJX5UTNnkcswTdeKZ3BWMVAOl5kMbU+ugP2i1OCdIEWvEXTUKApM5emvNLtvOk7y5llmZ7StriahO4JFs7D6/SOWK5JejzlwVIio5h74gfyExN04x79mxGjBhh8CV29+5dvv32Wxo2bMjMmXknGRpCbGwsderUSX348OGa5OTkgeKn4O33icPCwqKTQqEIPHr0qHXlypU/9nByYMeOHYz5fhiOBRxYvymYAgVeJdkYMqC3aayJ25fHduuLL5d+5zOf/A68in81ZC4P8OJFBm26jKSoWyFmzV+BpaWlVhWThyCkpKuISciiYMnS5LezwsHWkqjHyczbdJVr956TkvoCgNCj0ylT3ziv7/eJGzduEBISQuXKlfHy8tJ6eXbr1g1BELhz5w4nT57kM3sFA777ikHdGwI51dSS1rY5FEV5TKihvA4JclVTgm6/8jhmYxKswLDqqW8uzqGAvmwjzaGS5ZrkvWqob5f7WwH9zgXyNnJ7rRNNNE4sklPC3Laa34G84peUfDjbQZP4umfWApJDb5EVF29UuffffvuNoUOHcuHChddOaNdFcHAwnTp1Sk5NTW0kiuKZvFu8Hd674ioIQiEbG5vzY8eOdQ0ICPjkSCtoYmi5Hw1ZWRwPmE38P5Hv5TqGtl8NoUSTr2g8c5Je0iohPiKKud/1ZlKLNhz+aQq7B49ic4ee7Bowgqe3wnBwK4xa9TLxTxRpv3Wtwb4+FGxsbOjcuTOdOnUiIyODdevWIQgC1u5u/LZtK2cfRmGhtKHHjCkMWfEr+QoYzhB9U7yvEqnG4G1I8L5p2e10pIlZCluQXszSJCtBIrI238/K8xrS5CknqoYKM9gWcqGMny/5SmhW7KNGjaJhw4akpqbqPd/Dw4OLFy8yderUPMeSGxwdHTlz5oyiePHiXZVK5fL/Ka+5w8LCoqtSqQw8derUJ0laASZOnMjt8AhOnrmMn58fWVm5J4wYQ1rfFpaWFuzcvJCFs38wWHI1M0sk5FYy3ZZFMXXXUzpPOEzLMXup3XcbQ+efpHLd1lrSCvAoKb82bvRjokyZMvTr1w8fHx/WrNEUiahQoQKR/9wg8m4oaclxOBew4/L+KVrSagi5FQ94V5Av8g1tv7+La0gKqHRf0hwaVFHjVyxVu8pLUdUHeRu5vVadfRolVLLikhw05AU4pBCUUfGa8Ix8X9VHMDPFyqMYsbGxlC9f3mD+AWg81OPi4t6KtAJ88803BAUFKRUKxUFBEN57Bvh7VVwFQXBSKpXnx44dW+jHH380zrfhI0CtVjNgwACtLx2A0LWt9kHNSwmTrygNTZ5y4qovYFyuusqzx6V/Z73I4OAPE4i788oZyKlYUZ5EROJU1I3bV65St25dzAs58UWXDqybtYCYq9cp/kVd7h7OWbzgYyIsLIzvv/+ekKtXeB4ZRakWTSjRpCF7zmli0ORlTeX/lgiWPJQjry1/Q4UjzobeNJi5mpsaoO+4ofMMnZ+XIiAlqOiaYstjbPPK3DUEuUIifY9yJwO5Ct0mcAmiSkXUvMW0adyEDRs2AJpqdUePHjXq2m+DhIQEateunRoREbEyJSVl6P+U15wwMzNrZ2tru+r06dPWxiTEfizExMRQvnx5nj59ioWFOaOHdWfcqN7ZTNyl/5Y/93nZD8rVLCn+NDe1FXJuC0tkQkoSS//Mg44/Zy8e4+VRkFt3H7F8+XIKFixImzZtWPnrBGKePGPKjGXEP0/kwe1DuJb80qjv5UNAFEVWrFjBmjVruHDhPC9eZLBg5lia13akYKV+gGHVW4J0XLKEonnOMreG8jHkKqohBdfQXGws9FlwGTrHkMIr2Vj9eCi7q4B8V1B658vn5LyuIyV56RZBkNwGpKIbkiuBBOm5PXT0L4aPnUFGlsD9+5p+zp07R7Vq1Qze77vC/v378fPzS05NTf1CFMXz7+s6701xFQTBXqlUnhwyZEjBT5m0ApiYmDB7tk72o/27XzkaQ1qNRXLME/5o8x1xd+5R9tuW+C5fgKVCQbN+PVl68yKPIyKZOnUq169fJ79rIS7sPYidqybxT6369IoPJSYmsnPnTixsbag1fCBVe3fDvsi725o3FqJaTVLMY8QsVY6kKmnSNJaofkhIW1rSMyXP3DV2jNILQXrRS16wxjgZCKam2JT1Ym/MA0xMNNNKQECAkXfwdrC3tyckJETh6uraQ6FQfPxYmE8MpqamTRUKxapjx4590qQVwMXFhcF9NYYRGRmZlC5VPEflofcJfdu6uWHnxQQtaZ07pBZju1SmZHEXfv+lP48uL6JXr160aNGC9PR0zp6/RmTkQ7wrae4n8v6jdz7+t4EgCJw/f54bN27QpX0LzhxeR+9urbFRvFuHFmN2nFJTU4k2UGjnQ0CaMw0pvGtOPQcg4KvsrgKS2CWJIm+Sf2AIkttA2ZIuwCtXAgkSyf2yvg9Pnz1neIBmKqxSpQpeXjkrjb0PNG7cmI0bNyoVCsUhQRDyDgR+Q7wXxVUQBCtbW9vjHTt2rLhkyRLLf8MO3o4dO5g1axanTp2iUO+u7JmmybrOKx5R/iOUPpcncOWlWsnbGzJfTot/zraumtWv7/IF3HgWR8bTOB78spSClSvgVrsGZ+b9yvbt27l16xZJSUnZtmSXLFlCv379XuOb+TC4ePEikydPRhAEGgX8qCU/8CoDXkookmfEy2Nc5cqs/PNixdyJO3gMC2dHbCuVJ/NZHAlnzpF4/rLmxDLukM9eO/lI1/VxdOVhZCRrFy/lUPBO3N3dGT58ON98o4kzkq/kjVnZ60Neq/3c2siR17Xl1zL03MkdDORx2Vt692fy8FGUKFuauo0a0rxKdQDGjx/PxIkTcx3Du0JMTAxVqlRJjYuLG5Wenr7kg1z0E4cgCD42NjZHDh06pKhRo8bHHo5RaNasGTaWWew9cJJHd45gZmZmkLzK7YgMZazLdyPk5UElGFIQ5ddPeHiW2Uv3MGfZXpo2+pw/Vs/CzMyM3v2Gsn7baYb3boLSpRqbNm1i7NixPHnyhBUrVnD3riYL3dzcnOjo6GwxvJ8CUlNT2bVrF8OHD2fZsmVUK5KdPBoqhyrNI5JSKP8eDc2N50+c5M+t22jXszsly5UlaM1aDu/ew9njIQA5qkjqvn+vHD7GoVXryHwah4eHBytXrsSY4hnGIq95WH7P8mdRDkPfjQT5sypXlnPE676Ms9YWv3gZd6xSqfAp5MbpqHtsnb+IWbM0yuz9+/cpXPj1qsm9KdauXSv279//WUpKShVRFHPW2n1LvHPFVRAEEzs7u80NGjQo/+uvv/4rSKtarWbKlCmYfF4Nz2k/oyhe7GMPySAs7exovnAWHbZvQJE/Hy8ePebFw2jUWVk8PHeRM/N+BTQl3saOHUtAQABRUVH8/fffrF27lj59+nzkO9APb29vNm/ezN27dwk11pT+eRJcCSPltnFODRLij50k9XY4sdt3c+/nacTu3EvK7TsAmh92Pv1lh8+fOEn/b9uRlZnF/v37cXJyYvhw42tMv0+8boiCvJ00KWsXVLIQFbmDgXZyfZkF3CZwCbb2diTExVPIzY3FizWm47rhN+8bLi4uhISEKKytreeYmprq35v7fwRBEEooFIr9f/zxx7+GtF64cIGrV6+ybMF4YiNCjK4M9DHQvV09wi7vImjdPOLiEzl38W/iE1IAmBe4j8mTJxMeHk6XLl0YO3YsoaGhREdHExQUxOnTpz850gqgUCho164dmzZton///ka1UavVLJ42g16+rbL5uuaFlKRkxg8eStS9e3T4oiF9vmnN1O/HEBuj2QpfvXq13naiKLJj/mLW/jiJuu1bM2/ePI4ePcqOHW9XVEaOvFRX6bhEWOXFCOSQzjO0cyAvgPCmEAQBhVJJQvxz2ox4letw4EDeZbbfFbp06SKMHz/eQalUhgiC8PrlwfLAO1dclUrlXC8vr74nT55UfCqWV3lh7ty5BAUFUWz0IAQTkxyVOKQHStqCNZQNKcGQ6qqv5Gf42AnZigL09apCiekTgJzWILo/oAe3w1k5chyP7r6McTU11RjwA9OmTWPo0KFYW79dre+PgUaNGnEw+i442GmVVEkpFe+GQWo6CAJYW8K1cEjUvCioXwvPxg2zna8P4r1IOHGWiIgIDh8+nMN3tEqVKlxSJ2vKx75Ep9FjEUWRze17UKV7J47PWYiDgwPp6el07NiRwMDAXO/pdeNg5Sq/PIbPkKegMRYtxoxPrjBIzgO65WEhJ7m9vyiQ/M0a8nD5as24Xi5a58+fj1TS2cPD443G+Do4d+4cX3zxRUpKSkp9URQ/fgbMR4AgCAVsbGyuzp07t2CfPn0+ffUASE9Pp3r16vT8tiLtfGsY9AGVnsctvTXEKq/YR7kXpyGCkZdKKK+uZe/qw4sXGQTvPkL3/v7ads5O+Xn85BnlypVj4cKF1K9fP9f7/hQRERFBvXr1uHUhSO/xUHVBrpw9R7kqlYm+f5/WtV7Zgj1+/BilUpntfH1zYJkyZShevDiHDx/G2dmZ2NjYbOcMGzYMz54dMDMzy6ZC3rx6jY5fNuLWrVvEx8dTs2ZNChQowJIlS2jWrFmOsSoUCoOJonIYmqvl2f9vG2drLPQ9c2BY3S1pbcuVK1fo2rUrV69eRaFQcPPmTcqUKUPVqlWZNWsWdnZ2lC1b1mCi4buCKIoMHDgwY/369ZcSExPriaL4zuocv1PF1dLSso+Dg0Pfffv2/WtI68WLF5k2bRqO3dojmHzwQmI5fCzzqmy1b1swk1q05dd+QylY4pXvmn21KhQe1Bu1Ws3YsWM/edJ64MABbCuWx6FuLcq3b02NQX0Qalbl4MmTYPmqgkdWYhJi1EPEp3EQFaMhq1duw4PHYGeDo1sR8CgGx06TFmnEjkRMLHh54v7zaHr06MGaNWsYN24cT58+JTQ0lLS0NISr4XD/Mbxc1K2fOR1BECjkXZEnoTcJvHWJ9PR0KleunCtplRY6eSVgSZCv8CXIk/8MeQq+aQygId9D6ToSQZCXuT0behN1VhZlC+QnKymZzGfPsC76akKVYlyHTf4ZT09PPD09iYiIeKMxvg6qV6/OunXrbBQKxQFBEHLfv/sP4mV1woMDBgwo8G8hrQCjR4/G09OTti1eL870XcDaseprnZ+alsGgkVPxqNCM1et3aBdkroWcGDeqNxGh+7l+/fonT1pTU1OZOHEiHb6pyeDujZgwwo+ZP3VgzsQ+OOd7pXarVCrOXwplz/4Qzl24Tj+/NozrO4CGZSuiVqlwKexKxzbNKFy4MH5+fgY9RHWvGxkZyfLly7XV0gYPHszmzZvJyspi6tSpBAYGMrp2Q549yL6Qz+/kiNLWliWnjrD28l8ArF27Vi9phZzv2H8TpLldHqKhb/EVG/OYK7Ex7N+/n4YNXzlASI4Bj1OS6Ny3N97e3vTq1Yv3ncMqCAILFy60qFmzZkVbW9tV79L15Z0proIg1LO1td174cIF65Il9Zuaf2qIj4+nbNmylOjWgSI1q+eoxgGvVliSU4BuvKM+GFJbJehmuot3wwzWhv8uvyaJStfv7WzICX7qN5Bpy5fQo8U3JCUlsWLFCho3bpyrV9unhnPnzuHj44Njy2aoX7ygoL09ac/iuBsZBZ/ZIZTRfEdFCjhzf9EyrIu64WmloEiRInTq1InvvvsOR0dHBq8L5NiGLTy4HUalrxqwYdosUCoIDTlNy52bc1xXnZnJP1Nm4zasP+YOnxE+doJW3ZZwZ88OiHmqIa6WFlC2uEbNBshSYXntLqM3rsLeMT+LOvbC0dGR4OBgrf+hBIm0Gsrwl8eUSsjLN1ZOMhUKjTJsrKKQG+SqghzSb0Bycfjr7xtE/7aOtHsRuDg50aVLl2y+rI0bN+batWvEmIkgANGxUMIN8eY/bz1WYzBjxgzVlClT7iUnJ1cWRTHlg1z0I0MQBMHW1nZTnTp1Wuzatcva5CMsxt8Eq1evZtasWezfv598+fLlMGOXx7XL5025mmrIeUBfG9D8Hg1t1coXhPumtWX27ieYmMCmw7dxdXXlzJkzXLp0iR49enzyooEuevXqxa5duxjZ+wueJ6Tw5Gki6RmZiCJ0bVOHCqU1677pv+4ieN9FihUpwMPYLLp3786pU6d49OgR3t7ejB/ZjnpNujFsYBeOXbvPsX37+H7ESPr06ZPt+5DmmBMbNrNnzx62bdumVxENS0siIyODScNGcGj3n9h+WZfPavlod3kyzpzn7+MnGbR0Aef37GfbtDkMHToUf39/MjMzs/WV11wsd1ORL9yN2cKX5mHIORe/bq5DXvHC+s6/c/MmXRo3Q2Fjg4moye6vUkVTbOj+/fu4ublRudGXlK5ZnZNbg8nKyCD8yrVs435fSE5OxtvbOyUqKmpSWlramxt36+CdEFdBEIoqFIprwcHBdrpM/1PH2rVr2bhxIy3nTgHyJqO5lYqDN6uoJalYUliA3PS4pLUtz58/58qVK/Ts2ZOYmBhevHiBhYVxdYU/RTx//pwiRYpwIkITV6ov0e30o0hCNm0lOuQvQkJCtJ936tSJDRs2MHnyZJYuXcrChQtZt26dpmJTwQJgaYHtsySSvvwcQeYOIarVsH0vlCwO7m4cHzKaxt91Jv3BQwTBBGXFciSpUsHGWqO2Xg2HQo7gnO9VjOfs+XD+CjSsR9a2PdoYvAULFtCrVy/ttQwlI0h2KfLqPlIGP+ifKF9ngnnTbTH5oktaZElkIYe92MNHcOgE169fJz09HW9v72xFB1asWMHo0aNJSEjAycmJ8ePHGx039y4giiKdO3dO371796HExETf/w82WdbW1iOLFi068eLFizY2NjYfezhGo06dOgwaNIgWLTTkIi9bOAmGLOAMlWE2RE7yCr+RkrnC/4kh7F4MvUatwNXVlQcPHrzWfX5qmDFjBk+ePOH7LprdO33lcJ8nptJ50GKGj5lCp06dAE0RGaVSSZ06dVCpVLi4uNChQwcGDR3K4+ho5q1dw65Va7CysmLLli05rrt//35GjhzJwoULKVu2LKtWrWLlypXExMTg6upK2z69aNamNbb29mw/eYxpbbrw6/WzmJia4uPoSsaLF4zs2gOFjQ1Tlv4K9x9RvbomITQ8PJxChQoZvGfp2ZJCTiTIQ/OkeVi+cDFWnZfmYX07bG9rqyhPCPuuSXNs7ewIXLgIe3t7XF1fvUvVajW1atXi9u3bmJqakpGRwaNHj/iQ80NUVBQVK1ZMS0xMbKVSqfa/bX9vvRx/6SCwd8KECTb/JtIaFxeHv78/pdpqHtZ3WRnJWORFWgFKly6Nq6srzZs3p3bt2owYMeJfTVpBU3JOrVbzPC5O7/FnT2IZ4dOAk1u2M3/+/GzHNm/WKKlt27YlMDCQn3/+mfDwcHB1hEdP4eETjfqZpqniJN6PRty+F3HzTvjzCCSnwKXrsGM/TVu3wr5WdYqPH0uxscMxz+cAtyLgzDU4fU1DXu2y/7gFdzeoWhH2HsasnCeTJmksR4YOHcqlS6/CPAw5C0h2KVIcrvQMvMmiJzU1Ve//jIWhEAGJRIt3wxAzMiAqFu49RLwjK0X9Uon28vKiatWqOSpl9ezZEz8/P9RqNS9srDmW78OGDwmCwMqVK60KFy78hZWV1agPevGPAEEQ6pqbm0/et2/fv4q0btq0iadPn9K0aVPg7Unr+8Cz+GQKVh5EXb8p9Bq1Al9fX9atW/fer/u+4eLiQmSk4YI7a4NOUrreaDyKOePn96ogyZUrVwCNleHhw4cpVqwY/fr1o3rdz6lRvx7Du3TF0tKS27c1c0ZCQgJTp04lf/78eHt706dPH/755x++/vprvL29OXPmDDt37iQuLo5169YRceUavlVr8HkxT6a360r9zu0wkXa+AAtLS2avXklSYiI9mvtSrFgx7TGJwL4rGJM7kNs8/K7iYA8dOkS3Zi04f+JkjmNWVlYUL1WSMmXKZCOtoLH7DAoKwkZhwbNnzxg3sscHJa0Abm5uBAcHW1tZWW0WBKHY2/b31oqrnZ3dygYNGnQIDg62/jc4CEjYsWMHs2fPpujoQYDxgf3yFbq8VBvkTFoxlCyUvFizitenziUnJXHiwCHG9e1Pu3btmDhx4ltXt/hUcPnyZZo1a8bPR3YjCEKO7/LkrF9oV/NzZsyYkaNtpUqVCA0NZdmyZfTo0QNRFFm8eDHff/89aS/JKoCPjw9nzpx5ZatVyFGzVQ1QpiTtJ/tjam6eI0RDFEXSkpIZ8avGnaHTt5pSenJTfk5eAQszYqIe4OLiQrdu3Vi4cCEmJiYG1VZ5eIAh9UdCX68qeX6XeRFVQ9tUhsy9JdcAwaMkYmYmnDoPajXcj2b48OGEhITw1VdfMeP4Hjh/Awo6QrGCiCcu671+eHg45b29+XxH674AACAASURBVKyYGxa2NkSdOqv3vPeJiIgIKlSokJaUlPSVKIqnP/gAPgAEQXBSKBS3goKCHJo0afKxh/NaaN68OX5+fnTo0EGrbEJOqyVjE2PySrCRQ18/ksqmVqu5FhrOwiXr2bh1Lxs2bKBZs2bY2+t3Hvm3oV+/fjg5OfHDYI14omtz9eTJE6pUqcLx48cpX758tnY3b96kUqVKZGRkoFarEQSBx48f07VrV/bvzy6orVy5EoVCQYcOHQBNeMKKFSto0KABPXv2pFUrTSUquf+0KjMTUS1Sr7RXNtKqi+g795jUog07d+7k77//Zty4cVy8eDFP31LpWvLwJ33hgpXyO+faFxieh9/UElG3LcC9sDB6tvgGn6rViI6OxsPDg6SkJPr27YtaraZDhw6cPn2aChUqGNyd+2FkL/bsCyE+IZFf5/yIb7vBrz2mt8Xs2bNVkyZNCktKSqr0Nslab6W4mpqa+ioUiva///77v4q0Aty5c4cYxbtXLo0lrblh58ZN1HEvwbi+/Zk1axabNm36z5BWgDVr1uDn52ewln3cvX9o0KCB3mOVK1cmKysLT09PQJM00K9fP9q0aQPAiBEjeP78ORkZGcyZMwc+s9W4ELgXonbt2lC1IkK1Spiam+vtXxAEFHa2CIKAIAjaiS2bKb8ogpkplCmOs7Mzc+fOZd++fSQnG28FYwxyU1DTYi+805KR0oQthUSId8Pg0AmIfgy1NFtj81YsY9q0aWzYsIFl3QdrvoPEZMjIxKRbO739lihRAvcv6lKglCf3T5+jw7YPr1IVK1aMtWvXWtvY2GwTBOG/wTh0IAiCYGdnt3HAgAHKfxtpBc1cLCcaeZHW9wld0upQpDa1vuzMxq17CQsLo0OHDv8Z0ipVymrfvr3e47du3UKpVOYgrQCurq5kZGRQtGhRBEFArVbj6OjIpk2btOecO3eOU6dOMW7cOKQSwzNmzKB3795YWlry+++/a0mrPpiam2NmaWGQtALERt3HtaQnf5DKmDFjKFeuHCtWrDD2KzAKee1m5SYe5LVoMgb3wsJoXasubbp1pUxNH65fv07RCuXo1q0bbdu2xdbWFlEUOXLkSK4JVxOnLeZB9GOaNarDnv0hH6Xk8MiRI019fHyK2tjYTHubft7YJE8QBGeFQrE2KChI8W/8IRcrVoz8CSmsa9EOk27t2BC0TauASghLS8LH0TXbw2co41sOicAaKtkqbW9Jiq5umMDPg4cB8E2njowa9d/b4WzcuDEtWrQg66WqqUt6Njb141CWGnktdVEUycrKYtmyZQwaNIhChQpx9epVKlWqlO28gIAArKysCA4Oply5ciybPZu+ffuyYeAYTpw4geOjR2xbtYmSMzSm+PrK83o2b4mHV2ntokP620n/fyl4H9/41KZ1qw6kpKQwfPhwVq1axfyQA7hXKKd9RqRVvbYO9cvPfRxds6mrZ2Mf4uPomu1Ze1PIY/NKWtuyNuoWZ8kex1fS2jbHZCp9F1rYWsGzODj5FxT4DKwsaTR6EMNat6Zv377gURSsreBmJGLhojnGIooiMTExeCs/41LKc0wtLMjUUcU/JFq2bEn79u0/27JlSyDQ9qMM4j3B3Ny8X+HChX0CAgL0r8Y+cRQtWpSwsDBq165N2EsLLLuXx+S13KV/S8+0BN248LctBSpJBHf/uU9mZhYAJ0+epMRbVDv8FCEIAvXr12fNmjXa3S0pZvLOk2iWLl2qDd/QhVqtRqFQEBMTQ1RUFBkZGQwdOpSlS5dqz/H399eWGO3fv7+2/zFjxpCWloa5uTnXrl2jWbNmWuJnaFEizwuQ4FO2NI+fx5OQmMiT0JuYtDAhMDCQfv365Zh75RZq2vd2az/0wdjEKF0YG6eao5CAHlVWNw5XnZGBU9nSbFi7jiGjRlKzQX2UdnY0b94cAF9fX+bPn89vv/1GVFQUc+bMyREKkJCQwLNnz1CpVNgorIl68HGqtgmCwPr16xWlSpXqLwhCsCiKJ96knzdWXO3s7Fb279/fqnbt2m/axUeFp6cniYmJb9WHoczwt4VbcU2g/LjZObfK/wvw9vZGpVJhbW2Nr68vYswTxHOXEU+fZ9SoUZTu241v505nwIAB+Pr6Uq9ePcqWLYuFhQWOroWoUbMmhQoVYs2aNXTo0EHrRxceHo5kw+bm5kajRo00BAuoV68ec+fOJSIigs6dO5McepO4w8cRr95ATH8BajO4HQnxeT8TgiAwZckiLpw8RdFSJWnc6htu3LhB5HX9dlSGsvSNRW7xU4Zqh7+T8pgFC0DlUpCSqlGZHzyGK2FMnz5do2rcjYTniVDKA46cQvg8+yLCpGoZChUqxP7jxyjfvjXF6tbi3uHjH82eZsGCBZYKhaK5qampft+cfyEEQXAzNzeftWXLFpt/a+y7NBdfefYYeD/emG+ieHm4a0hc53aa/IL/ImrXrs3MmTOxtbVl7dq1/L5oMTPH/cTAtppt/e7duxMQEECXLl1o1KgRdWt7UyC/A9bW1niVLUP16tWxtLSkRo0aSOWEfXx8slXL6927N8HBwQA0adIEKysr9uzZQ69evRg9ejQHDx5k9OjRHP1zH8+exDJ9zA8EjBptMAdCwtnQmziVK0PJZo05PW8xLhXKEhAQwNWrV8lKT3+j70Oaqw0VC0iLvfDGOQWG7AvzUmVNLCz4KsCfCh3bsGXVaj7Ll4+AUaMZOHY0kZGRjBw5kmHDhjFz5kwuXrzIokWLcox5YJ9OeHh40LVNbUYP78HBI2eIf/52/OdN4eTkxKpVq6yVSuUmQRDeyNbgjWJcTU1NWxYqVGhDWFiY4t9k/aGLR48eUa5cORxGDEAwNeXqkNFGtzVkoyEnsPrUPLmNizzesV/vnvDPQzAxQYyKec27+ndAFEVCQ0OxtLREa532mS0oLOnasDk7Q45hYm7OqO49cXNzw87ODrVaTf369Zl9bB9OxdwYXLEm8+bNY9iwYcTFxfHnn3/SqVOnbOEHsbGxDBo0CHNzcxo2bIirqyvu7u7s2LGDNWvWIAgCZcuW1QSu29iQmJhIpUqVCNy3W9uHbnyTnHDVKVGCiOuh2DxNoGDhwlSsXg0zM7NsbaSXsSFIix95Wds3qaKS18tZV+WV+lcO0GzJ6j6jehHzDCIfcensOa0aPnPmTMb8OA58ysH1O1CwAOKtCEJDQ9m1axc/zJkBSSlM278TB2cnLh84wrnVG7IlsX1oHDlyBF9f32cpKSnuoii++f7dJ4CXIQLHRo0aVcvf3//TLTGVByZOnEhSUpI20TEv5PacG0qKlGeSS8qbnCTrEpWbuFLPoxRBp0NoVC77ouy/goSEBO7cuUNkZCStW2vi+b/y/Zr8Tk6YpqZz4MABfH198fb2xsXFBdKjKOHhxlMHL9JSUngYGUWfVt+SkpKCtbU1Z8+excTEJEeC1MGDB5k8eTKlSpWiVatWFC9enFu3bnH69GlWr15NkyZNOHv2LA8fPqRQoUKEh4czaNkvlKv7asGgG/MvzcXSLlgV92I8uXGL74qVolq1ahQvXlyvRZXus2OozLX0bMjtsAwVetF9ZgyVwpVgqPhFbuVipWd21De+ZGZksKBHfz4vX4nZs2eTP39+Xrx4gYuLC72/H0mNBvXo3dKPPy9foFrBImzbto2TR4I5dOwvalQszISRfpiZmdJh4K+06zLko5Z/9/PzSztw4MCy5OTk1y4/+dqTnSAINjY2NivWrFnzryWtAAULFsTR0ZH4y9ewq1o57wbvAIY8WyWkPE/QmOw/idf4h/5HIQgC5cqVw33cSAQLc0R7JbzIgNjnxMbGUrlbJ5wrlGNIo5Y52rqW1MS2Vm/RVBtTmi9fPjp37pzjXEdHR/744w/q1q1Lt27dAAgODmbEiBGMGDECgH379rFhwwZevHjBzJkzX7ssXrHyZQHwfkeuFP2nz2DJ2DGsjbr1zkoASpCHKLwWomPByYEqg7uDICCeuMz333//f+ydZ1gUZxeG76FJR0QUwY4oig2NBRV7rNhQURAr9hYL9tixY40dFWMsscaKPWJUlNiIHSkqCKKINAEBYb8fwy5taQoKftzXxRXcnXlnZjPMnve85zwPrq6uPAsIgZg4+JzE27dv6dChg7hMGBMHWhokxMZxauM23vq/JDTu+8qptm3blm7duqmfOnVqCTAxxx0KMQoKCr309PQazpgxo8gGrSD+P+nTpw8TJkxAX1//i8fJj3pCKQfvhOC6bjY169VF38Dgq8crrOjo6NCwYUPOnTuHmZkZ2mX0CQ4I5M4NDyZNmMj06dPTlUhIg7QkBT109fTQ0NJCRUWFjx8/oq6uTlbWwj///DOmpqZUrFhRVoMaHx9Pz549ZdrPLVu25Pnz5/j4+NCpUydalSpHWC6vQ1ldDaOfzOmXhcKEVCtWXolUXhFinqQLXiUatb56hatGcmC2wauUwMfPeP3Mh7LTJnEk9BWEvmKUaQNOnjzJYAcHAl68IPJDOAkJCbi6urJ06VKqVq1KyLsw+tg4cvqSJ8/83hAY/KHADQhyYvPmzWomJiajBEHYIZFIHudl3zxnXDU1NZ07d+489vDhw0U3ak1h5cqVzJgxg44dO+Lm5oaCgoLMuUqeNFVasuoQT0tGiSOp9JGUtI1bEm9fjALFL/1JkyZRt27dL7yqosHdu3dp3rMHasaVKd2pPUCOWW/pDDopKQklJSV27tzJsGHDcnW84OBgoqOjMTExIa0oe1xcHOvXr6dZs2bcuHEDX19ffvvtt0zHhPSuZlmpTID8LtSsRKkhszKF9L6Q1lzn5aEoffhJz8v5+Enx/FJqqzNm+qUqAjkSHQv+r0FbE6oYylQETp06xc6dOxk/fjwWFhZUqlSJsLDUrxtlZWWMjY1p2bIlZmZmDBo0KJNZw7fm3bt3GBsbx338+LFRXh+YhQVBENQ1NDQCzpw5o9eqVavvfTpfxfv377G3t+f8+fPs2bOHgQMHflHZQE4d3PKe5Rn/fiM+fGDHwiVcvnyZmTNnMnz48G8uHfQtSUxMxMXFhblz53Lp0qUsm4DTPoPS6pju2rULBwcHPnz4gK6ubo7Hk0gkPHnyhNKlS1O2bPrn5L1797hw4QLDhg2jadOmHDhwIF1jWNpnsTTjmvF5llEaTV6HfVbP4tw0AErvrbTqF2kJeXBV3K7PbkB+ljar53lWlsNpkw1Jnz9z/fBfnPptK5N3b8WougmjTBuQnJzMhAkTEASBuXPnEhwcLDMgkGJiYsLHjx8ZM2YM5ubmdO3aNcsG6W/Fxo0bJXPmzLkbFRXVOC8623mqcRUEobJEIhm7fv36Ih+0gmgxGBQUhK+vLxcvXswUtH4LJAmJSG7epXLIB44cOcKuXbt++KDVzc2Nzp07o93IHL0O7fK8v6KiIn/++SdTpkyhdevWDB8+nAsXLpCcnCzbJjw8nLlz52JnZ8fWrVspV64cNWrUIKOTkJqaGjNnzqRly5bsO3yIRl2z7srOjTxVbiloj+uckD7wpasAOaKlDrWqwvtwCAlDsBRXKbp168bx48dp3749x44dSxe0gphp6dGjB1u3bmXixInfPWgFscZq0aJFJXR0dDZ/73P5UtTV1We2b99eragHrQClS5fm3Llz/PHHH8ydO/e7nceDO3cZ0cMaNTU1vLy8+OWXX37ooFUikWBra8vBgwc5e/bsFynX2NraYmNjg6mpKd27d2fhwoWZdGHv3LnDwIEDGTt2LI8fP8bMzCxT0ArQoEEDZs6cyZs3b0hOTparZpATGSW1voSv7UkAeH5kCPB1PQfyLMAVlZRoZduXvjOnsnnsFMJDxAmegoICmzZtYuPGjZQtW1auUkSbNm3YtWsXc+fOxcrK6rsHrQCjR48WSpcuXVNBQSHz8mo25CnjqqOj89ekSZOsFi5cWKSXpjLSs2dP7Ozs8PLyokWLFrRpVCbd+/JuvqwyW1IzAWnNojxk9YSJn8XaQC11Pjz1zdWM9UegRYsWTJkyhdBalYH0E4W8OERFR0dz5coVXrx4webNmxk2bBjTp09HEAQmTZrEkydP6NWrF6tXr0YikdCpUycaNmxIu3btqFSpEh4eHrx+/Zo2bdqgqamJtrY27j7P0NDSzFG7TzrJkWdckdO+GeutsrIJTutUFbNqWg6fhoi85aaMD2JpVkKj4xc0nMR9god+ULEsEp/09VrJyclMnz6dzZs3Y2hoyJYtWyispiQJCQlUrVo1JigoqJdEIrn4vc8nLwiCYKCmpub/+PFjtSpVqnzv08k33r17h5mZGadOneL06dMMHToUQ+1wIHPtYFad2WnJqXQgbSbr/oW/2b9oGTazHHGZMrNQfKkXNE+ePOHnn39m1tmjKKc09n3ps9jb25v79+/j4eHBvn37uH//PhUrVuTTp09UqlSJCRMmEBMTw+rVq2nSpAlWVlaYmprSoUMHkpOTOXv2LKVKlaJly5a4urrKJjI5nYe8HoK0SYHs9pXXWCUNfNPqWUOqcYxB4BEAbu5ZnWnfKvXFTLRBXXEyKXUhy4q07mQhKWoaeUlobNiwga1bt3L+/PlMkw4/Pz969eqFj48P9vb2zJ8/n/Lly+d67G/JxYsXsba2fvPx48dKEokkMec98pBxFQShNtBx2rRpP1TQCmIt5PHDu1m2bBldu3blVUBwttvnphZFiiQ5GUlEFJKPMUgio9O7DwW+FZ2ZTCr+3wStERER3Lt3j7Zt2371WFpaWvxsYchIu+bs37GIbdu2UaVKFebOnct///1Hu3btGDx4MP/99x/79+9HUVGRy5cv89NPP2FiYoJVb2tmLFlEmTJlqF69OmYNzNHQ0sz18RMTEvj8+XOm173C3uIV9vaLOk/TkmPDlByyKv7PN9RUoYoh+AfJsq5SFBQUWLRoEWpqalSoUKHQBq0AKioqrF69WkNbW3u9UMSiFE1NzQXDhg1T/JGCVoCSJUsSHR2Ns7MzS5YsYfTwzHXruUVeABDx4QMvfHwIfPGSD+/fy15PTEhg34IljN+6nh1TZ/1fBK0Af/31F127dpUFrV9DjRo16NGuGivmDmLi6P7Url2btm3bsmfPHsLCwhg5ciRz584lNDSUESNG4Ofnx/r16ylXrhzVqlVj+do1tGvXDmVlZSZOnIiVlVWujitNEsTFyK+dz04BIC+BeUYsBk394n2l5BTY5sTEiRPR19dn165dmd4zNjZm4cKFfPr0iS5duhTaoBXEVbk6depoKSoqDs7tPrnOuJYsWdLt119/7ejo6PjVNrGFjdWrV7NwwXwsmtTD18eHXWtGUsO4nOx96SxfinS2P+KWH5Bam5j06RMf/3vE8Jp1KV++PN26dWPgwIF4eHigr69PUlISxsbGJCQkcEcSA/5BYKAHejpZOg/9aERGRlKqVCnev39PiRIlvurhAaQTUVYt3ZCHDx/y22+/8fDhQw4fPkyFCpknGYmJiXh6enJfQ0BJRYVz211xaNcJc3NzdHV10dTMOXhNqyG7ZMkSuozKbNma08xfmrWVZusBfM+cyPa4MedvAFl3uELmmq2MmsFpyclqVppxSBdER32EB75gZozkkW+mfeLi4hAEQSZNVlhJTk6mevXqH/38/PpLJJIz3/t8coMgCIZqamp+/v7+qgY/YNNQjRo1CHkTxEDbbvzr+S8nd0+RvSf9opdXL5gx8+r96DHP3K+hpqaGgYEBTZo0wdTUlGrVqpGYmEhUVBTm5uZUrVqVGTNm0KJFC/z9/b/6eVSUWLZsGU+ePGHbtm35ct1pn8WCVm1Onz7NmjVraNasGatWrZI7IXj79i2vX79GsXJ5Avz8OLJnL79OnISysjK5nZjNnTsXJycnSpYsye3bt/moKz53s8peyrtWaeY2o4NgWjJatPf4dFPu+PIC0oyrttJsq3RbaTJM3jnL9IXlaMsOGzaM27dv4+npSenSpTPtGx4eXiSSYh4eHnTo0CE0JibGKDdZ11wFoYIgmCQlJbUZM2bMDxe0AlhZWRH36RMXLnsQ9ymRf7388rS/RCIh1seP1xtdaKmoiiAIXLlyherVq3P16lWuXbtGUFAQjx49olOnTqJUSEAIqChBfML/TdAaEhJCx44dGTJkiEx7NT8RBIG6devi4uLCrVu35AatIDYMtWjRAhU1NRQUFTm5YQs9evSgYsWKuTZ8kAa358+fx9nZGbX3EV983tIHYV74ktqpr6ndTlu2gLYmVDWC0HC526qpqRX6oBXEDPHixYs1dXR0cqfDVAhQV1d3HDJkiPAjBq0AQ4YMISo6hiPHL3Lv0UsSE5Oy3Fbevf8xOprtzmsYZ9Of2NhYXr58ydq1a2Ud7T4+Prx8+ZIDBw7Qp08f3N3defr0KVFRUfnufFeYOXr0KGvWrJGpreQ3qqqq9OnTBw8PD5ydnbPMYpctW5aGDRsCoFWyJH9s2sLp06epWrVqrleqQkNDadu2LUOHDmX8+PHfvVv+a8ir4sH27dvR0NDg4cOHct8vCkErQLNmzTAzM1MTBCFX5jC5yrhqaWntGD9+/OBly5b9cGUCIPoud+3alRcvXqBbUpsSJVQYtmkdFc1qMkhPbPjJqjxAIpEwd9wE/B48wsnJSaaFB+KyuKamJkpK6T+233//nSG/zoZyZSAyCol33gLlokZSUhLjx4/n4MGDTJgwgfnz52dqkvqeXL9+HUtLS0BcrgwLC8vV+XXr1o1GjRpRqlQptm3bhpOTk2x5PLcZjIzdsXnWVyXFhlYOabOp0iasjA5uGWu50iI9dkY1jCZmNTnnOActw3I0nzKevd3k270WBT5//oyhoWFsaGhoa4lEcvt7n092CIKgqaamFvL48WONH61MQIqLiwsjR44EoHy5UphVN+LomZuiBXMOjkM+Pj507doVS0tLli9fTqVKoptbUlISUVFRcr/ELSwscHR0ZO7cubi4uPywRgNSnj59ypAhQwgMDOTUqVOyoLGwUKZMGUJDQwGxlKFnz5457vPq1SsaNGjAP//8w+DBgzE3N2f69OkYGYn9B7l5Fkufw2kVBdK6tEFmvVdpwiFtn0NOOq3Z1bDmpIohTy82NL4cdZv2xv2sK606Dcly7KKAm5sbdnZ2vpGRkdVzUhjI8dtZEATNz58/240fP/6HDFoBPnz4wIsXL+jRoweqqiWoVaMq7vsPp+tSz4r//r3N43te3Lt3L13QCmIQlDFoBTHYRVEB1NUgNo5WrVrRtGnTr3byKqxs376d+/fv8+DBAxYuXFioglYQm8UsLS1RVFSkRo0aODs752o/Z2dnduzYQXR0NJMmTWLy5MmMHz+ebdu2UatWLcaOHfvV5yYvoMwtWQW08shLPe2nyCgiA4NoOn7kl5xWoUJJSYkpU6aoamtr51kE+1sjCEI/S0tLyY8atIJoEAHQ7CcTWjSuzvmrD7l9O3fziZUrVzJu3DgOHDggC1pBVCHJKvOUnJyMsrIyBgYGuLu7U69ePSZPLvS3whcRHx/P0KFD6devHz4+PoUuaAWxyQsQbVtHjuTly5c57lOpUiXmzZtHhw4dcHJyQkVFBUtLS1xcXJg8eTKVKlXiypUruTr+lygKfLE2dh6RVxb216nLjBjSm8YNa3+TcyhIOnXqhLq6ejmgUU7b5phxVVBQGNa+ffv1Fy5cyH3XShHEzc0NGxsbYmJicHV1ZejQoXh7exOrpwNk1vsz75kim/TmPUTFIHmXvT1dWj58+ECVKlUYO3YsDx8+5MwZsbzuxo0bNGvWLB+v6vtz8uRJxowZg5ubG/Xq1fvep5MlL168oFGjRpw5c4YuXbpw8+bNVFevHParWrUqbdu2ZePGjezdu5e7d+9y/vx5QOz8bN68OXXq1EFZOdVKPiEhgdDQUE5FhSAIQiZdWEid4ctzYMsr0gDYLsWbO63ucHYKGJDZIzza6yEfHzwm+vHTH6KR5e3bt1SqVOlTfHx8mcLspqWrq/t47969taQe5T8i8fHxjB07ll27dqGtrY2DgwM3b97k8uXLQPql1IwZsaW9B/DHlm20bNky18dbs2aNTL/Z0NCQc+fOARTp5eassLKyQlVVlUOHDhW65EFa5s6dy8uXLzE1NcXDw4NTp07l6nxnzJjBypUr+fXXX+nQoQPbtm3j6dOn3Lt3j5o1a7J48WKaNm2KoaFhuudWREQEEolEVr6WUe1Fugomvc/kKclkROp2JdUml3ffZmXXnR0Za2Sth6/j10Xr6dy58w/xLF6+fHnysmXL/oyMjByQ3XY53g0lS5YcPWrUqB86aAXo0qULI0aMAMDX15dOnToxY8aMnHcMi2TTAqc8HatUqVIMGTKE5cuXM2bMGKpVq8batWuzdB0pyuzbt4/58+cX6qAVoEqVKjg4OLB+/XpmzJjBpEmTcr0fiJmi58+f4+TkJMvuNGjQgLt37zJw4EB0dHQwNTVFX18fDQ0NNDU1qVmzJkdXrSuwa8qOjPbE2ZHWKAMg6q4XGrVqUL169Vx/ToWZsmXL0rx580Qg78XG3whBEIyTk5OrdOzY8XufSoFSokQJtm/fDkBUVBStWrXC39+fs2fPZrvfu1eBfHgTQq1aOX/5p8XBwYGzZ88SFRWFo6MjRkZG3L//4/UchIeHc+HCBfbv31+og1YQA1B3d3caNGhAQEAAJ0+ezHknkNXrOjk5YWlpyYIFC3j9+jUg1lDu3r2b+vXrU6ZMGUxMTNDR0ZEpoFSvXp27d+/m6jh5ybDW2yC6ghWEbveLgFC8/UKICTyLgoLCD3Hf2tvbKyQkJPQUBCHbJphsl/8FQSirpqZWt0uXLvl7doWUli1bsm7dOpYsWcLLly/p3Lkz/+w7yC+HU10y7h8/l7pDfAJ8jGX48OF5Ptbq1auZMmUKOjo6+Pr64ufnV+gfKHll37593Lhxgw0bNnzvU8kV8+bNw8TEhFatWuHl5cWMGTNYvnx5jjNZW+UI0gAAIABJREFUPz8/jI2N6dmzJ2XLlqVixYp4eXnRrl07unTpwowZM6hUqRL+/v6ywFVVVZXo6Gjq1q1LbJ0GJA3oh6KiIk30jVKz+SlIs6XZWQZnpQErzbBK67I8Hz/NpDWcXSZXOo7fs6diFur+Q2qpqDK3jy22R2159OhRtp9NUWHo0KFa9+/fHwHs+97nIg9lZWXbfv36KcgrPfrRUFBQwMrKitOnT7N161b27t3LkCFDuHHjBtXLiBrbz+OieR4XLVvafbD/MBVaNZfbWZ0dOjo6BAQEoKSkxP79+wkKCpIrjl+USUpKwtramhEjRqCSD9JXBY2mpiYuLi4yDe6xY8eir6+fY/1xzZo12bp1K6NHj0ZfX5+YmBhWrVrFmzdvOHv2LKNHj+bgwYNEREQQFRWFgYEBKioqqKmpceDAAUaMGMEff/yBmZlo401KZlUafEJqXWtWWVNpLevhEWMyBbg5Ba8ZrWQzvpeWGMWqjJi5lpmz5+FyVJSh9vPzw9z829jXFxTly5enVq1an+/du9cByNJNIttISRCELu3bt/+spvZDGGXlSK9evXB1FYPUc+fO4ebmxqJFi+BTvPwdomJAWyPXD4OgoCAGDhyIIAiUK1eOyZMnc+/ePTZu3Jgv9ZCFjenTp3Ps2LEi80WgoaGBtbU1t27d4uHDh/z111+yJcrsqFq1KlFRUdy9e5dr167JauXc3d2Jj4+nVatW+Pn5Ubt2bcqWLStr2NPV1eXEiROcOHGC6bYDif0oX4swI9lmSxMSIfAtksj09dLSZqwvQfIxBsnLQLjiAW/e4e7uzps3bxAEQdYAUdSxsrIiJibGQhCEQmmVpKmpaWdjY5P/UhyFEEEQOH78OLVr1+bcuXO0bNmSsWPHMmHChCz3CX3qTZk6uc+2nj17lvLlyyMIAh06dGDVqlU0btwYJyenIvO8yi3nz58nMjKyyCQQADp27Eh8fDyNGzfmt99+Y+jQoXI1szMyatQovL29uXHjBo8fP2bcuHEsWrSIqVOncujQIQYMGICenh6mpqaULFkSdXV1BEHA1taWX375BSsrK3bs2JFuzMMjxnzRNTy+7sHffxwgMTFXmvo58vnzZ+7cf8zWnYdo1WkI/Xt3xtHRkYCAAFlM8SNgb2+vra2tnW3Hb7Y1rqVKlTq/du3aDoMH51oXVi4WFhasXLkSc3PzXGlkfk/i4uJk/suqqqo4OjpyLtCf+vapn6NM4+1lMAgCkoAQuWNFREQQGhqKpqYmEokk05e8oqIiSUlJlC9fnosXL2Jq+u2sZgua48ePM2HCBF6+fImiouL3Pp1c8+bNG7p160bnzp3R0dHhxYsXbNq06avGnD59Onfu3JE1nmQkKSlJbOKragSG+rLXMzZmpc2MSjv9m5jVRCKRsH/ePFGeKjhFWF1TA3p2QlBUzKQOkK1WbFw8xH6C+vXEIPjVa7jzH2hqsGTWbKZMmYKqqipv3rzB0NCQuXPnipO7H4DGjRtH3b59214ikXy9b2Q+IghCGVVV1cDIyEiVr8mYeXh4sHLlSlauXImxsXGh/7v8999/iYyM5OeffyY+Ph4jIyM8Lu6mQnmDTM6FU5u2xfvxY7kTKYlEQkBAAHFxcVSpUoXdu3czevRoucccNGgQO3fulNtUWxSRSCR07tyZZs2aMW/evO99OnniyJEjjBkzhn/++YcePXpw+PDhryo5i4+Pp0KFCmzcuBEbG/mqS4cOHaJfv37ceRvEnQ+Zv9cz1rdmzLxGREZzyPM1B1x24Hn1HwDmzJnD7Nmzc1QNgNRaWBNVTS5evEipUqUwMzPj4cOHrFq1Cjc3N/r168eQIUPo1Elcmdu4cSMTJkwgLCyMUqVK5eUjKZT4+PhQv379iNjY2FJZqQtkmXEVBEEpNjbWMj9qqmbPns38+fPR1dVl1qxZXz1eQaKmpsa4ceNkOpTGxsaEPc8ssg6AhhrExGV6+cOHDwgltdAtrUf1WjWpUqUKGhoajB49mlu3bhEXF8fNmzcZNWoUAHp6etSsWZP27dsTEiI/CC5qHDx4kDFjxhT6L8eMlCtXjgMHDrB27Vrq1KnDjRs3SErKWksyJ+Lj4zl9+jS2trZZbqOoqMjWrVvh9Tt4EQSej+TeV1kpDES8DBCtgxM+g54OV69epVndehCYvQNcJsIi4b/n4P8aDhyHkxcgLBysfoZenZk9e7bs76JcuXI8e/aM6dOn5+0YhZjevXtraWpqFsY61/aWlpbxX7vMW7t2baysrKhRowaGhobcu3cvn06vYGjcuLFMXq5EiRJUqFCBO/cfy922fM3qcmv8Tpw4gZ5hOeo1+omaNWvi5OREzZo1mTx5Mh8+fCA4OJgDBw7QuHFjdHR0uHDhAvr6+ixYsCBXqjKFnY8fP3L+/HkmTpz4vU8lz/Tp0wcbGxv27dtH7dq1uXbt2leN5+7uDpCto1/Xrl1p2MwCxyEO7J80i7VDRuVqbOkS/4Klm/nNaQnKysoMHCt+3+/atYu4uNTneU5arYmJiQwfPpwZM2bQqlUrSpcuzYgRI2jcuDGBgYHs2rVLFrQCjBs3jrt37/4QQSuAiYkJ2traSkCWUglZZlwFQWhStWrVi35+fvlSVZyUlISTkxNr1qzB1dUVa2vr/Bi2wGnatCmeEWEITRvIuqtlGatP8eD1HBqYgkpqxzghYWIQULMy+AQyytpGDEzkcObMmXT2dpqamtja2pKYmEiNGjXo378/lStXLqCrKzhOnz7NxIkTc6yBzK3eqTwx6oJyuXn//j3ly5fn/fv39OjRA0VFRU6cOJGu0zi3x+7UqRMhISHcv38/x1pZNzc3rl+/zrNnz7C0tGTKsT2y96RB65aZYsOg1G3L9/hReBEMiYlIPqSWB/z999/Y2dmxa9cuWrduDeSgDRufAPe9wcyYaxt3YmlpiZmZGffv30+nhvAjc//+fVq3bh0cGRlZqOofSpYs+eeSJUv6jRs3Ll/GCw8Pp2XLliQnJ3P16tU814V+D16/fk2FChXw8/NDnvmCk5MTf966waPTYhOXNANm2XEwDYcMwdi8Hot79OPCGTcsLCwy7Z+cnMxPP/2ULvgdNGgQJUqUICkpiTZt2tCvX78i97cgkUjo0aMHzZo1yzZ4/ZrncF72zytLly4lMDCQYcOG0aFDB9asWUO/fulXkXNz7ICAACpVqoSrq2uOpguxsbGsW7cOHR0dpk+fztu3b9n3WnxmSjOu8vRab/wXwahRo1iyZAn9+/eXvW5vb09kZCSbNm3ig7tocFO9z+50+6bNxq5du5YLFy5w9OhRpk2bxu7du1m1alWuzXF+BBwcHD7t3r17TlJS0hp572dX41qmUqVK+TblVFRUxNLSkqioKI4cOZJfwxY4w4YNw1RQ4uG0efjMXIDPzAWpb6qWgJJaYqbscxLEJ4rLtYFvoWwpSJbA+3CmTs3a17hRo0YMHz6ctWvXsnjxYoYPH46LiwvJycl4enpSpUoVli9fztu3bwkLCyv4C84nGjduXGRrxUqXLk2FChXw8vLi2LFjqKqqsmrVqjyP4+/vz/nz59mwYUOupEq6dOnC0qVLad68Of7+/nK3GT3CgdEjHPB79hTfRw/BO5BRvfrywe9Vuu3atm3LkiVLsLKyQqNdEzQ6NsfYtGYmaautLjtFvdfwaNDRBC11pkyZwtChQ3n8+DGfPn3K9pzfvn1LTEzMDyEfVLFiRRISEkp+7/PIiLKysmHFihXzbTxdXV2MjIx48uQJDx48yLdxCxIjIyMaNmyIs7MzysrKqKuro66uLmvS8qltzGvP21y/fp2EhAQePHrOwuVbCHkXyfKBw1HwfIB57Tpyg1YQG8KcnJwYPXo0q1atYv78+Vy/fh0XFxdq1arFkCFDUFFRwd/fn1evXqXLoBVmBEGgefPmRfbv08LCgps3b1KrVi3+/vtvpk6dSlBQ3nVTXV1dqVSpUq6cwtTV1Zk9ezbjxo2jfPnycrVkvRUqyH4kGrW47BmCnZ0dTk5OmQLrHTt2EBQUxIIFC6Drb+JPCtL71yDwCAaBR3geF82fx45iM240lx/9x7lz52jQoAHPn2cvhfj582eCg4PzrZ72e1OtWjVVJSWlLO0Bv2kbe9OmTfnzzz/Zs2dPzhsXEkaMGMHEiRNp27YtU6ZMyRw8VjIQawJvPYT7z+BdOFQxBD0duP0YJGLqOytatWrFjh07OHz4MBUrVmTdOlEeac+ePRw/fhyAVatWYWBgQOnSpbl5U74/cmFDX1+f27dv5/iHFBd6h9jY2Ew/XmFv0/18CfLGze22o0aNYsCAAQQFBTFnzhw2b97Mmzdvcn3s27dv06lTJxwcHPLc6dm6dWvOnz+frRWwRCIBz3tQUpstW7bIFVh3cHAQG1pepC8ZyOiEBYCulthsGBHN7dcvxCZFI320tLJecImIiMDAwABNTU2ZFnExRYOlS5dy9+5d2rZt+71PJVcIgsDFixfx9vambdu27N69O937JbQ0aegwiEGDBqGrq8ugkbP58CGSixcv8unTJ6ZNm0bfvn2zHP/27dt07dqVrVu3YmZmxuHDh2WTR0dHR1m50PTp06lcuXJq53kRQE9PD58c5O/iQu9k+RMbGyv7/Uv50mdxw4YNSUpKYsKECdSoUYOBAwfi5OSU60BcIpHg7OzMsmXL+O2333LeIQOtW7eWaftmxatXrxg5ciQ7d+7E1tY2U5JCVVWVixcvcvHiRR7cyV5yyyDwCF369uY3p6XoltYjJiGe+/fvy8oKs2LdunUYGRmhoqJSZCcpeeGbVqCrq6tnmo0UdgRBYMyYMTRr1oy1a9fSqFEjfl+wgO7du6PbrQ2oqYJZVfz2HMN4kDWkvWlLqEBlw2zH37p1K9u3b6dVq1bY2dlhaGhIiRIlWLFiBb/88gvNmzcnPj6eI0eOoKSkVCjdTuQREhKChoYGyvHPERKKnjDyuMGtCXvzjKULp+OycQEjR45kwIABeHh4ZCtb9vLlS/bu3cuKFSuwtbVl3bp1eV5Ga9CgATExMfj4+GSyavWVLvOfu0xzk5qcO3cu22zuzJkz2bBpI5hUxPePPaCmiuTOE4SUchfp0leM+22uXLmCVa+eUL86VC4HOdQnv3v3DmNjY/r27cvevXvTlbwUU7hp0KDB9z6FPKOrq4ubmxunTp1izpw5nDlzhilTptCkSRO2t+sG7boRPWchAMfDxaxcpYqV+PfffzE0NMTBwSHLsc3NzVmyZAn+/v4YGhpy9uxZ/Pz8ePbsGXfv3mXhwoUoKysTERFB69atC70udVpev36Nnp5eJkmlryXdeOo/5evYUpSUlHA/vYWGLftx6+8DLFiwAAsLCw4cOJCtDGVycjLu7u6sX7+eq1evcvDgQbp165bn41tZWbFmzRrWDh0o9/3gwEAGd+zKwvnzsx1fT08PBwcHrpxxw6RWTZb/sY+Fv0yGlBKBkAp9ZOUHkzrewudqCRbMm8eSy6dRVFKiYe3sv/dDQkJwcnJi/fr1uLu706ZNmzxfa1Hix2id/AbUq1eP3bt3c/nyZdasWSPWm5QQxHKB9xGi1EhSMiilfNm/jxAzsbFxjO5lxjZ/oEoFhJI6JO8+KBu3VatWtGrVSvbv9u3bA2BpaSl7TV1dXWaOUFS4du0azZs3L1A3j4wZgNw4j2Sc6WfV6SnRqMWE0XaYNujOivBIpk6dyv79+7lz5w4qxql2kvX1Usshrl27RpcuXejbty/btm2jf//+X6TNKwgCnTp14tSpU2CSodzyUwIEhEBoOMceHstRpSMpKUm8L18EQVAoaGet9tSmTRtWLV3GtNmzoFYV0MpeGerWrVv4+fmhq6v7w+i5FlO4KVGiBH369KFz585s2LCBYcOGoaWlxaBBg/D398fLy4uRI0eKk68Uhg0bRnBwMFO6V+Rd5GcsbObIVGOkk0olJSVmz56d7lgVK1bMFACUKVMmV456hYnr168zfvz4Aj1GiFeq8oqOUZPMG8h5Nuf2+a2ursoYBxtcdh9hZ1tbmTvW8OHD0z3P0yYIhg4dyq1bt7C1tWXRokVfPNFo27YtdnZ2RIaHo5NhVevSqdNsdFqGRdvWuZKzTEpK4u7NW4yy7svDO3epY1QBk7aZXd4EQWDVXDs6jPsdl0kzGLkh5zK11atXY25ujr6+Ph8/fsz19RVVigPXPNKuXTvatWvH06dP2blzJ76+vtjZ2eHm5kZrVT0uXLjA0HPHCPnvIfd27aVZOQiPjocEAU5dRNKhVc4HKeLExsayfv16bGxsZNZ0UkIeXJX9blBX/Cx0UmKztA+ujIGkdHbvfVYUg67ROffd7HmRIUm7zbtSZvRxGMbPPSewd+9eoqKiuHfvHk3TBK5eYW/Rjoxh165dbNmyhUWLFuWL1/nYsWPp0qUL7yrrg4qyWIcKrLt1myiJChZrljPF8wp7u2W/glG2bFmWLFnC8+fPWbBgAXXq1CEyMlL2fkbbTC2rthg86M37k2ep5Jh9J7LUD37NmjX8/vvvX3ytxRSTVzQ0NJg1axYzZszg+PHj7Nu3j4oVKzJ+/HgcHR1ZuHAhAwcOJC70Dq2a10WXEJ4EfaJBx+GcO3cOV1dXPD09cz5QEcfT05Pbt2+niPeLdfAZn8lS5AacpM+spv1d+iyWPsezIy/ZXnnPYtu+Xdi59wyOjo50796dhw8fZtpPIpFw5swZ/vjjD86cOcOzZ88oX758ro8rDw0NDQYNGsTa+QtZsEEs46uRHIhEIqHRiNFs37492xKUtAwYMICQkBBMTU3RHjlKvG/79mXbM1Hdo4aeuJ2OURN0gPtnmjHAYSavf3chbqYSavpZZ7Vbt27N48ePUVFR4f/BMKo4cP1CatasibOzs+zfvXv3pkePHvTs2ZPwGpWp1KIZXdavwDH8KACH/xaQhIXLlTn60fD398fDw0OsZY7Ovj7oW/I8LjrP1nsTfp1Noxo16dixo0xPr2nfXgBEhoezb+t2TvyxD3t7e/7+++98W0Js2LAhdnZ2rDu8D6qkZl1LaGmhXd4IVW3tXI2jrKycLpPUokULufaZAyuayoJXzVqmRPzjQayvX7ZjS1cF3r59S6dOnejTpw8rV66U2eAWU0xBo6CggLW1dTqVmurVq9O2bVu8vb3p3LoGm9f8yrllYhNaR6el+Pr60qhRox/OqVAex44d49OnT+jr6xMX+irnHQop+qV1uXLlCiNHjmTFihWoq6vj5eUly37/888/uLq68t9//zFp0iS2bdtGyZL502e5fPlyTExMeOXrR6VqxgAywX9zc/Nc30empqa4uLgAosrBrFmzSEhIyHJ7ZWUlFs4ZS/d+E5g7Pfsa1w0bNlC3bl1AtJT/9ddfcXR0LNAVz+9JceCaTygqKnLkyBE2b97MyZMnOb/7AOHh4TTZsIEJEyYgudgHPkRAhexrXn8EateuTe/evXF3d8eue/pZvGNgqvRO7z3pNX0tBqWqL2Sc/Z9bJgpG778iek/bed2Rs4/4X2lGQTZGili5PDIGslHPU+19+54LBUTnlOkllJjuMBIPDw8aNWrEqlWrePXqFT169ODIkSPpSjvyCzs7Oy5dusTDa/cRLFMavMKj4PU7nh4//UVjDh8+nPnz57Ogb1/WrVuHRr8eCHqi/t+91aKzju+ZE6CQxJvzF7IdS0FBgUmTJskaCo8cOcLz58/x9PSU6b0WU8y3pnbt2ly5coXdu3fTy24qampqBAQE8PHjR4SYJ1x2O4SNdQcUYp+CRsHUZhYWZs2ahbOzM8nJyZkyrdLno/T1tO9nlX1NS+qKmbitdMXMW07GVJpxzVgOIC+bW0P6QoqRoHQfXQ3Yv38/NjY2xMbGsm/fPmJiYjh27BiKioqMGDGCLVu25LueqZaWFlZWVgT8e5ceTZrhldKfbVKvLt7e3tSvXz/PY1asWJGGDRuyZcsW1q5di5mZGdYbZ6Cpmb4fwrSBFRqac3ngn4RFNiI9derUkf0eFRXF9OnTKV++PP379/8hg9cff8r5DVFVVWXKlCm4u7tz+/ZtKleuzNSpU4mPj4eoj6CkiKAsf64gWJqLP03rIOhoIuhqI5Qvg9CifmrQUoQwMjLC1zcL44YiyM89ujNp0iQSExNZs2YN06ZN4+3bt7i4uGBubs6JEyey1Or9UszNzYmIiODWrVupL8YnQhb3UG7o3bs3vr6++Pn5ERERQSmPe0juypFEUlYWJd5yYMYMUVfW1taWfv368eDBA9TU1AgPD//icyymmK/FzMyMVatWERISwpYtWwBkVp7Pnr+gvGHZLJdepR3t2/46gpa2NnajRuCyyoEQr03pajmLAlpaWqiqqvLqVdHNtqZFWVlZpkrk7OyMv78/ly9flpmhJCQksGbNGry8vPL1uN27d2fnzp3pzGjeBgWhr6+fzV7ZM2DAAG7dusWrV694/vw5tZv04va9zAYbZcuWJSIiIsfxpPf32rVr0dXVxc7OTqz3/gEpzrgWEMbGxvj7+9OqVStUjcqKGpkaavLF30E0LHj9Vmy+SUzxZI6ITjEyqEJwcDDlypUjICCAsLAwmVd8Ya1nGTVqFE2aNOHTp0+sXr2a+DCxjsexWWvZNtXbiQ098uqfpLP/kAp9AKhSX/ySsUt5X/rvtDWzst9TdPJ05IhES+unpFaRo0eIncZpJaKk3tS+Z0R3EmczUfu0ecqy1PHjx4mMjGT//v0cOHCAe/fuER8fT3JycpZWkl+CkpISy5cvZ8yYMaAhERUrEj+D6tc5KDVs2JA//viDv//+m/r161OzZk1OjJmCec8UN5bPSXQ1qZ1jE0pwcDAtW7YkODgYQ8P0Kwl79uzhl19++arzLKaYr0VBQYEuXbrg4+ODiYkJFSoc5brnE5ycnORuHxcXh6OjIzdu3JBp3B7YvoMDgF3Pp8yd3AvViAjU1NTw9fXl/fv3hIeHU7t2bapVq/YNryx3KCoq4ujoSIMGDThx4gQtW7bM1BSVMfOa8XcdoyayrGfaFamMZJUxzQ5pnSyQTt8UUkX+0zpNVVfTQktL/DE3N2fXrl14e3uza9cuzpw5Q1BQEB8/fsTJyemLMqFZ0a1bN1avXs327duxsBHLUsLDwr7KHKhhw4YMHjyYatWq4ePjg6urKzMWbMXd3Z3dL8QA1u/SwVzV6jo5OSEIAs7OzkyePFkmj7hjxw7Wr19fYAYR34vijGsBIggCAwcOFIPPpGSIiYXPYlAaHx/P55Tfg4OD4XkAlCkFtY1TB2hSG0qXhPvemJqaYlDHjMqVK9OwYUOsrKzo2rVroc3G1qpVi1evXnHmzBn27dv3vU8nXxg8eDDTpk3D2NiY3v36ccTtDEOGDMHLy4sTJ05QtUaNL9aczQo7OzvRBCAqBiQSePtBnNx8BVLx9CZNmqCrq8vGjRvp2LEjPHspZnTve1OhQgWWL1+e7TiTJ0/Gz88PNTW1TA/WSTs2Ftp7s5j/P6pVq0a9evXo3bs31atX5+rV1AlvTExqhOXs7Mzz589xdHTk93OiNvH8Kb149s9KTl68T8NOv2JctTKNGjWiXr16tG7dml69etF9xpRvfk25ZeHChezcuRN7e3tCQ0O/9+nkC0+fPiUwMBATExN+nTUFiUTCli1bePHiBTY2NmhpaWWrFZtXBEFg8eLFbNy4EYlEgvejxwQHBBIQEPBVY0Jqr8CgQYMwMjKiTJkyeF26gsdfJ9k2cRqurq7pSgEyEhcXx9y5c3F1daVz584A6Va8fn/5RNYA9qNQnHEtYKytrcV0/as3NGnShOSkZBYsWMDChaLe4OLFi7l+/TqU1IRypcXgBEBdlWo9ewPw38TpREdH02v5IhqPG85pl+1ioBufkLp9IaRUqVL8/vvv9OjRgzl3rClRzgC/Z09l70trKuXVoBqQvh5LapFnUFec8Uuzqxmt8yC1Qx59cVxnD/dM20h1UaXIbHwBz57p7eq3t0vV51uwYAE9x41GXVOUipLWca3ZtYMGzZpmOs7XIp38BAYG0rJlS+zs7OBTPOvXr//ijKY0cD179iy9e/emT58+WFlZoaamRkV1bYbNms38+fOzHWP//v0cOnSImTNnUrJkSQ4dOkSzZs3o3Lmz2Pz1yBeaZv2wLaaYb838+fOxtrbmn3/+4aeffsLGxgZBEDh06BAlS5Zk48aNLF++nKYzJ3O+pAod34nFjBXNrKjQsD9v341DiHnCoye+eD2Ppnfv3rT9ZSzPTrqRnJKEKKz06tWLa9eu0adPH9zc3NLVPcpb8cqqxlW7+tBs98tIThKFadVh6rqIJR3SFS95SI9ZSgW8ru8nOTmZEiVUZMeRSCR4enrKSpjyE0tLS2JiYkh6+ZoJfftjaGhImzZtePHixRdlXqVGARcvXuTdu3eUKVOGI0eOsGnTJsaPH4++vj6e165jamqa7RhSy+br169jYGDA0KFDcXV1ZdGiRcybN48T6zbRa8qEL7rmwkpxxrWA0dPTQyKRsGHDBjw9PXnz5g0HDhxASUmcM9y8eVPsfqyeYukoCGBWFWpUSjeOlpYWVdu2RKe8EWiogXkNcdt7zxAamBba7JaFhQVjxowh2iuzfElRpb5+Zic697PnsGjTukCON3jwYI4ePYqdnR0ODg40adKERYsW5cnJKy3Pnj2jdOnSTJw4keRk0dVZVVUVKysr7OzsmDdvXo5jDBgwgAYNGrB06VIAqlatSvXq1cWgVUVZ1DOOysVaYTHFfCN69epFcnIympqaXLhwAU9PT9zd3VFXVyc2Npa9e/eydetWytUXJ1xdu3Zl06ZN9OrVK904tWtVY8CAAaiqqlLbphfNp07A++RZbIYN4c7boHxfdckPpMvIvr6+WdpJFzWUlZUoUSJ92dSjR49ITk4uEK1dQRBwdHSkUaNG6OnpUa5cOdq0afPFQbLUxrVcuXJs2pRaO92xY0cMDQ15WAp5AAAgAElEQVQ5d+5ctkEriHJnsbGxuLu7Y2Agfi9J3fDmzZtHhZo18Dzp9kXnV5gpzrh+I8aNG4ehoSHbt2/nwoULWFtbExMTQ/v27Zk8eTJ3ly8A0s82pTWHI1NqLPetzLB029hMXDr+zwea1v4m1/ElWFtbs2XLFpynTKdnmsym9Ppij4kSIelm5ykze52UGXbdDWIXvfTz8VRN8RxPU/8kReoGJcVSjuWu7LWU7Kq01lXe/tIM7iC95NQXU7LEz+Oi8Xv2jDeBrxll3RdlZeVMx/pajIyMuHTpEnfv3kVLS4v3799jYGDA+fPnc+W9nZFu3bqJ5gaItagDBw5EUVFR9lpOxMfHs2fPHvr16yfL3GzcuDHVT9uwNLx8Ax/zb6mumGLyA0EQuHPnDgcOHJCtWBw6dIhx48axZcsWKleuTJ+UGlDv06NppgklSgyR7S99RknrLh2btYZmrYm2H8zUwcNw/nUef6ZoLhc2FBUVsbGxYcqUKezcuZOzse8BGJSiH5q2XyBjxlWeKkB2CgE5IW/ba53ERidtqRpBNvPerPS89+zZg62tbY7GLF/K+PHjUVFRoUWLFkyaNIkRI0bIyrnyqqRiYSF+h92+fZv3798zePBgqlatSrVq1QgKCsrVGCVLluTSpUvpTIwGDkx1+Zo1si9jJzvRKfl9ns6tsFMcuH4jFBQU6N27N9bW1ly8eBELCwvev39P7dq1mTgxe6H3LBEEKFsK3obBY3+E6pUgORm01MWsbJrloOx87wuaevXqcfDgQdFy8XMsVDRIb42bgeTkZC5fvsz58+cJfPEERUUF4k1MKVG2TKZtPUODMgWa35p9W12wHjigQIJWKXXr1qVu3bq8ePGCMWPGUKZM5s8it5w8eZK//voLa2trnJycGDptspjxV1DI8T4RLM1F566AEAY5TgKTCiAIXFv2G/r6+ly9epVjJ45/8bkVU0xBo6+vz8SJE7GxscHPz4/mzZvz4MEDVq9e/UV+9gBaOjqMnTWD8f3smGBggLaODlV19fj5559lS7nAd2+SWblyJQsXLqRJkyYM27SairWyz+h9CI/k8F8X8Lz9gI8xcVQxqYuTk5NsxbAwER4ezsGDB7l27VqBHkfaqd+4cWM2btyIgoLCFz37DQwMkEgkdO7cmfPnz9O4cWPMRg6mgkVjgBzNZUJDQ+ncuTMvX75k+19HaGTZgvp6ouFMgwYN6N69O2Mni02I2jm4IBY1Ct/d94MjCAIdOnQA4PPnz8TGxpKcnCzLJMo6u9Ow/+ixLMerZtUTSedk/LZth3cfoIQyBL0DRQWoWUW0pC0EtGnThmvXrtG7d2+qVKiCq6sram2bwPsI1Ot3Yc7QkZibvyIpKYlff/0VTU1N+vXrR/v27fH19eWxiwve3t5UX7GQ5JhYXr5OLYrfMlNcqpEGsNKaVmlW9ZqPT6bzSatukBGp4oBUaUCaaU2XYUjJuAT4v+DvM24c97yR9w/lC6hSpQpLlixBEATs7e1zvd+///5LkyZNaNmyJf369WPs2LHo6+vz119/UbdVC3gRDMbZd65KJBLx3goJg7rV4MkLuPEBmtWlRYsWtGjRgq5du/Ly5UtUVFQK/AukmGK+BgMDA9nyqrq6uqz0RtZRn9Ll/lzOqo486jdpzJ4LbmxdsYpPsXE8UlNn6tSp2Nvbs2zZMhQVFfP/IvKIsrIyTk5O1KtXj7GjxuLi4oK3pQWv/Pz52686SWERGBsbE/kkhtOnT7Njxw46d+5Mh642sjrgrVu3Mn36dN69e4eCgoIsGM+kn51HZHqwGV5Pp7WdkoWV9jak3XbDhg106tRJ5uhX0EydOpXExEScnZ3z9P923Lhx7Nmzh7Zt27J8+XJGjhxJYmIiS5cupWWHn9Eoo08p4+xNXEJDQ7G2tqZFixYMmzaFkb36MHq6I1tWrJIZzuzcuZPBgwfj6uqKboXmX3WthY3iwPU7oqIi1ufUXLmYI6PHffE4gqICVCqX+oJEAm/eg9dzsRa2xNfJJ+UXRkZGuLu7M2TIEKpWrQqh70BLA3Q0kEgkbNu2jcTERH777Tc6dOggW4aWSCS4ubnRsmVLXty/R3JsHPTqgqBdMMtBuSUpKYnFk6cybNJESuaz6HV2fIk2n7Trv1GjRoybMolx65aD8JkLFy6I2dbbj6Fq1plrwdJcLEt5kxK0llAR9WSTktNlz42Njbl7927eL6qYYr4jCgoKREZGfnUnetXq1Vm5Uyx9qq6mRXh4OH379mXMmDFs3749P041X+jbty+VK1emd+/eKKmqEv4hjI69emJRuy5Pnz5lz549NGnShKdPn8qCexDVGdq1a8fJkye5ceMGrVq14vTp0wXqQibEPMmxyevhw4fs2rULDw+PAjuPjOjq6rJixYo871elShViY2P5bKhPyw4/M3bLWq7fvEmNGjUw7dYZ/8tXsw1c774LZnj3XjT/qRHLli3D7d5tAErqpf8OGjhwYLqygR+J4sD1OxIcHAxA8qdPcjvfpWSp/ZoVggCG+hAdC0GhSILefflJ5jOqqqr8+eefPH78GHV19VzZgwqCwNGjR7lw4QKbzcw4ffo0cxYvQtLQFARBlmltMFUsuZB+XvuNq6f7d1r2G4tZ7I+bRZWCAdNnyt6TjvffxJT6qSxqt3at20BycjKr5swtFNmU7DA0NOTGjRv07NlTvDdehUApbdavXw9GOuJkJwuFitDQULEc5UUw1KkmZvFDw0FRUZRs+wGdWYr5/+LOnVRtU2nnfEguM62QmhWUKZoA6BuBqhKLdmyjl0ULej+4R6+mLfLnhPOBRo0a8fz5c+7evUuDBg1QU1PLcZ86depw+vRpgoOD+f333+nVqxe/rlrBkInjqSEn0yrNVks1WWXd/3ICUWndq7x62qzqZ5/HRRP7MYYB9vasWbMGEzn9DIWNqVOnEhAQwLEL52jSoyubRk/C5Cdzli1bRq2qVXj16IncvgwQ79Ml69aiUqIEDgt+xS8hli3zF7Fs2TImjv/CksMiSLGqwHciMDCQWrVqUbprRxQ1CqjuybA0fIgkMTGxYMb/CszMzPLkaa+np4etrS1169Zl2rRpohRY8veRApNIJOzf5sLR3/9g2fYthT5oldKsWTMOHjwIQaFQrQJ8iCIw9J245K+mKpYApCE8PByhrgllKleE9xFQvZJYOw2gVgLi4sm8sJdKUlISz549kykXFFNMYWTFihWcP3+exYsXF8j4pcuWoX03K/4+Xfi6u1VVVWnevHmuglYpjRs3pmfPnhgbGzNhwgT8vL0L8AyzJzI8nPH97WjYzII6XTp8t/PIC4IgsH79esoZV+V9wGva2Pfn7YtXrNuwnmAfP/67fJWPGZwH79y5w9o/dtOmbVtU1dVYtm2zbEVSamAAZLli8Pr1ayIjIwv2wr4hxRnX70BcXBz29vZUqlQJoYWo/ZlJMSCXpNUfzUSK7/GmTZuYNGnSF41fGLlz547oHqUozrsyZlqlZJeplr438nLmTnppnXHMebFuVTrz/yPgGQlxceydv4Qgbx9u3bjxVc4p34M2bdqwY/MWlixZwotaVcRg9e2HFHOD9IHr0KFDRVMCVRWxXjrtcqCmOgiAfxAY6jNjxgxatGiBhoYGw4YNw97enpYtW9KxY0cmTJjAhg0bvul1FlNMbvD19WXmzJm4uLhQsaIoSZgua0pmlRFIrYOXvpddHaxnaBDVurTDeYADi6ZOk7ka/Qh4eHhgUkt8PnrL0eOWInsv5XNKV7eaQsYsbNrP1CBD/ezzuGge3/di2rDhDOjXnxUrVhRouUJ+IwgClw8cwtraGnNtPWr8MhG3o0f59/hp4uLi0PjPByzaAfDy5Us6duyIREFgzKwZ2I0cnm6sln2tGdypK+3s+vHo3j1KK6pQp04dwsLCsLW1JSAggObNmxMYGMj9+/fz1VHse1EcuH4HlixZws3HjzB0GEjB9aEj1h8mJDJ5ryuT71xDUFIieffBgjziNyE4OFjUCv3GJHz6xIYRE9AtV5YZf+4uckGrFAcHB7F7+vNHMfOqrSGWARiVQbA0lykLeHh4iDXS8j7r+AT4nATh0fAunJVeK1m5MtW+sV27doSFhaWOk0JaveHvqXRRTDESiYT69eriOHEw/fv3L9BjRYaKckSBgYGoqKigofFjdHkHBQVRowCMV3Li3s1bTB0yjF9Xr2Lq4GHf/Pj5gba2NkuXLsXe3p79165gPcieMVY9UVZWFp0MU/Dy8qJZs2Ys3r1D7ji3r10HwHX9b1w6dTrT+2XLlsXAwIDAwEC8vb1lgWtaN61Rpg3y89IKnOLA9RsTHx/P/v37KdO7O8q6JbPPmH4tCgIYlYNnvnD3ARLTanh4eGBhYZHOOaWocenSJdBJbcySZk+FlJpWY1NR9zY3n23aTLc0kJK+Js28lNneB4C/zofSsE5X9u/fX6Rm9/KYO3cuv/zyC/f/vkmZXj/D63eQkN79R19fn9D4BPmBa3Qs6Giyd9NW7O3tGTRoEG5ubrx//x5PT08aN27M69evAfj555959uwZu3fvhjtPxDKDiplNHIop5lty9uxZKpQ3YMHssex9nfXqTMbsam636ZvGCUrZuAb/1qtHvXr1KFu2LNOnT8fe3v6rZO2+N9HR0dy5cwfHNauAVDWXtE6DUp5nyLTKy1BLPy8An5kL8EyT+R6Ukmk9t8yG99Gfmb4/mIN/uckUeooqP/30E8bGxrguWsqmTZuY6LQQ+w6deaeigLSQrnTp0gQEBCCRSBAEIdO9du/WLQ4dOoSNjQ0Atra2HDhwgO7du7Njxw5UVFQoV05s3m7fvj379+/n9OnTXLpxDTPL5vSe9mUOjN+T4sD1G/Pvv/8SFhaGfsXspYfyBQUFhLYtkHyIgAvuoKpK83ZtQEMD2lsiqKoWyQxsYGAgqOT/raswJGvdvOveH/nvVRwB/+4s8kErQO/evbl06ZK4hC8IYj2072swLC3Liq4dMYLJc2alurRJ+fwZ/F5DZUPRKUu1BHv27AHAxMSExo1FHcLy5cuzadMm2rRpw40bN8QO3DK64liv3yG0qA9hkRARLapLSN+jOBtbTMGzf/9+2rdp+k3+nhtYNMXDw4Nx48bx8eNHrt75lwWLFjFh3DjmzJkDfH+N17wSERFBcnKyzP46P0mbDUxLXEIy2/8Oo3UtzSIftIKoZvHnn39ibGyMo6MjFasZU7pMGXasXY/XcFHucLiFBYmJiRxw2ZmpTODYH/sIehlA3bp1AbEX5MCBAwAMGjQIfX3R1MHV1ZUNGzZQsmRJRo8eTXR0NENXLubEus3Ua9uKfzRLsXfLNmI+fqSHnS3VzVLLNurrlf0WH0WeKPrfwEUMVVVVoqKi8Nvkgt+zp/k2rmBcXZZxzPReqZII/XuCphI0rAnKynDwJJLz7jg7O7Nt2zYePiw6lqyzZs3CKE7C++OX0gU4xqY1MTatSRMz8Wery0625tLFJu1nJ/0sB+klM0gvmfBqQ/jdM5mzf3v8MEt8AI6OjmzZsgUSEsGgNJTShvveYhkA8Msvv1BKVZ3Dk36FxM/iD8CnBFEKq7SOmP0upyfWv2pryNyzYmNjef36NSYmJly4cAF9fX2OHDkC78LFmtqwSLE+NiAE1FXF+to7T8A3EGLisjzns2fPUrVqVUJCQgr88ynmx0ZNTY2N2w5w82EUTfSNZD9Z4RkaJPuRbiv99zUfn0x60b5nTuB75oRsm+dx0fzivJw5Wzey8Lf1HPO4xtKlSzEzM2PUqFFs374dV1dXYmKKhlVyhQoV6NWrF4fWbKC+Xlk8Hz/F87H877Tqalrp6lql/0772uERYzg8YgyOKW6Gaf+fRAZ5EvH6Fus9lChftwN73XPnLFUU0NHRYcyYMcyb9z/2zjusiawL4+/QOyIgzQ6IghWxF+yrIovlW3vXVXGxN9ZeV10VZdVFxS5YwIYoir13xFVBEAFBUYoIkkpCcr8/QiIdhEAo9/c8Pktm7tw5mU0mZ8495z0roaunh8OXA+G7zxunNkhSr5SVlbFu3TrcD7wEflQseGw2hAIBnqQk4M6TR+g4ciieP38OR0dHjBghCb4cOnQIw4YNAwAkJSVBIBDA0NAQ+/fvx+3bt9G2bVscWrwC3z5/QcartxjZsw++JiVD38AAM38bgSnOg+HjtRdsVuG520OGDMH8+fMVUnxLI64VTLNmkmVsGCooQZ9hgHatJVEzfiYWeWyGpV1zfFqyGNa/9EbL0b/B12WUYmwrIV26dMHYsWMxZMgQiQ5pOSIWi7H1n8PYvXu3LJJYXbC0tMTMmTOx7p/tQHNLSQHW21hJ3qqpIRiGgZubG5YvXw5ERkqKsQz0JGkCmuoAIUhKytGXPYMDFosFXV1dTJo0CX5+frnO5+7+Q3IMysrAt++SaK6KCmBmJFEpSEkD3kRLNHpNawN1aueKwhoZGSE2NhZmZmb49OkTLCwU2zWNUnUZNmwY9u/fD3Nzc/AVcH4jkzrw8/ODhYUFHj16hCPBlxD38RNmuS9GlwWzELx4pQKs+jk8PDzg4OCAFi1alPu5noRG431sEu4/eVuuXQoVweLFi2Fvb4/gc+fxy5DBWHXxNJb2dsJv7gsAAB06dICxsTEcHR0hEAigZ2SITkOccffkaSw6fhCpKam4c+cO7ty5A1NTU5w9exYTJ04Em83OpcMrZdu2bQgJCYFRnTo44b0fIyZPwtzVks/bONfpCHn0GIEn/bBvqwd6DPgF42a6wtpW4rtII7CmpqbYvn07goODERYWVkFXSgJDCtFuZBjGuWfPnsdu3rypX6EWVXM2bNiAFy9e4GxSNMAwskjfT2u1ypExi93BS0vH3b+2Qb+eBaLTkgANNZD7LxVmU3GIxWL89ttvqF+/PnY8vw3ghxarVANP2vFK1gkHwMKPkvaL0jxWaUR26/kLsjHS3NjQ361x9clH7DkXhuiE71U6L7gwRCIRunTpAltbWxyKCAFeRQFWdSVL99Ixd0Lw8eNH6OjoYOHChbh16xZ2794NJycnWaRIyu+//459+/YhNjYWoaGhsLe3B8MwuH79Opo2bYpXr17Bw8MDLBYLNjY2mD59Osb8+3fuVASxWOI8xycC+tpAY0laTdbt54iJiUHTpk0hFosxffp0rFmzBiYm8lnKSk1NRd26dbk8Hq9ShdWNjY3vHjx4sJuzc/7cQUrpqV+/PlyWL0Lz7l2KVA4oLa6bJOL00nu79F5TUCe/nF3+Pj0NweN/9mD82uWwae8AHYNalbp4JioqCp07d8YM752o27QJxtXP30a2MD3XgpCOzXn9f+U9xPAZO9GnW3Os2npGnuZXGp4+fQonJyd4e3uDo6OJNXPnw+/OTdl1mN7UHt++fYOKigrCwsLg7u6OT58+ISIiAsrKyvlkGePi4lC/fn1cuHAB9erVg56eHgghOHr0KBYvXowhQ4bg06dP+Pr1K5ycnPDr9Clo3CT3qm1KYhKC/E/jyO5/8c/xY2hub4/Whib48uULnj59KtEFBxAdHQ1TU1O5pbts3LgRq1ev3pKZmbm4oP004lrBqKmpQVVVFWfbZwAAzvQcCqD0cljyQHZuAw18ffVKEgmrracwe0qCkpIS9u3bB0tLSyRGRsLExORHxbqsmUC2iLNGJ9lxx8/k7nQidVgLKuQybemI45v/xro/x1ZLpxWQLENdu3YNkydPRn99czxWjcfWWUsw1XuHJB0AkmstbaN46NChXMd/+/YNAODm5oZdu3bJdAQbNWqUS6d3ypQpACTR8k6dOmHbtm0YOnQotmzZgi5KOrh75y6UHdsi+4SAob6kAO9ZGKChjhn9nHP1R+/evTucnJxgamqKDx8+VFibR0r1QV1dHcZX/0KdCE00Wf9Gtj1v4ZDUqc3pSBW0LS+jhw3N9Vp6r5EuhefcJnVcu1lbA9bWcGjSBOe278KRP1dh1t6dQCV2XK2trbFq1SrcPOqHdWfP5spPlTqx0pQAgvwOq1SSUNqGW3pNpdfm1ZRBCH1VCx8T2Zg3f1G5vQ9F0759e1y8eBFDhw6Fo6Mj9DQ04RMUCCuHNrLfn9rZHRo7deqEO3fuyI5Ny9Z9bd68OaKiopCZmYmkpCTUr18fv/76a67zrF27FgBw7do1rFmzBkZGRmCxWJjhMgybNm2CvYuTbKyxqQkmzPoDmtraWDtvIaYtnI/Bq9chLi5ONmbFihVwdXVFSEgIvn79Wj4XJw80x7WCsba2xqlTp/A+MVPRpuRHRVnS/rNtMyC1cjYuyImhoeEPUf1y4l1MImobVKoAnNzR1dWFr68vGjRogPT0dBw4cAB48gb4lAREf8LEiRMREBCAglZnNm3aBH9/f+zYsQPXrl3D7t27iz3flClT4OPjgyFDhuDBgwdIS0vD06dP8w9UUQZsGwMxCdjjc1S2ecWKFbIWwADQtm1bnD9/vvQXgFIjsbS0xOG73yDIEiN4eXNFm5ML63b2WHz8IAa6TsWLazcUbU6xuLi44OLFi8jIyCiX+SMiY2BkWKvAe1B1okOHDrh48SLCw8MREhKC42s2Yt2vI3DL9xR+/fVXrFixQtZsICcGBgYIDAyEj48PEhMTcf36dTg4OBR5LkIIVq9ejcjISLi7u+Ps2bPYsWNHgWOHjBuD5m3aYNGkqWDzfjQ5uHv3LtauXQsnJyekpqZiyJAhFVJ/QCOuFczgwYNx5swZTJ8+HTExEegULflB9lWwXVZOLgCyI4+qKoCaKsLCwiq9WPGcOXOwdOlSzJ79o91dzmW3vEijINIigqIksxZ+NIJ5ty6Yd+oNBoyVp9WVDzU1NcybNw/+/v5ITExE+/bt8fTpU9jZ2cHCwgKzZs3C5cuX8csvv2Dw4MFgGAaZmZmwtLSEpaUlAMDR0bFEuWenTp3Chw8fAEgKB7hcLuLi4mSFdkzX1sC3DIDDw4vzQbC3t5cUgBlbAYTIIgYAcOHCBezZswdDhgyBvr4+Nm3ahBkzZsj/AlGqHefOncO4ceNwV2SC3f/sBi9F0va1iXQZO0/6QM50gryR1oIisNL7kOy47IhiruPsmuV6Lb1nSe9PPDYbX2/d/Zm3pRDq1asHZ2dnnDhxAh3+N1i2Pa8MVkFI5bPyRrqlkWmi3RQuIxrBdd4GRH1RhUM1T2tv06YNpk+fjpkzZ6KdXXNcvHgRp9b/DRcXF2RkZKBnz55wdXXFiBEjYGVlhczMTKipqWHQoEEAJA5p9+7di10lZBgGvr6+cHKSRFhjY2ORkJCA5vqGUFFRwcvUJKSlpiLwxCnoGdRCh+YtcA7A6ft3oKysjM4NLGXpCa6urvjw4QO2b9+OR48egRCCp0+flttKGI24KoChQ4fC2dkZf/75p6JNKRhCAIGwShS+9OzZE//991+5tbMjYgJdC7NymbuyYWNjg8TEROzduxcDBw7E4sWLwePx4OXlhY8fP2Lv3r0YOnQoxo0bhwYNGkBDQwPOzs5gGAYMw0BNTQ2RkZH4+++/oaurC4ZhwCqgKtXKygp9+vQBICnu+PDhA0aOHIkRI0ZIKqoTUoC4L4AwSzKukYUk31VMQB6+yjWXs7MzLl26hE+fPqFt27ZwdXWFpqamTN2AQikMTU1N7N69G6dPn8aLFwXLLymaLBYLKvqVO21LSq9evXD79u1ymVtFRQUCgQBNmhSsnFPdcHV1xZcvXzBkyBAsW7YMI0eOxI0bNxAQEICEhAQsX74c1tbW2L59OzQ0NKCkpIS+ffuCYRgoKSmhbt26iImJwfjx48EwDBYuXFjgeUaPHg19fUkZ0/jx4/Ht2zfo6uri9OnTEAqFmNDfCVFv3+KSn+Q70sGxO47u9oKOnl6unFpVVVV4eHggMzMTly9fRnJyMho2bIguXbqUy/WhEVcFsWXLFlhbW+PXGTdRx8wMQMFdMQoip3RTXrH9giSxSlL4lSvymPodUFeTacBVZr58+QJ1dfVcMlUFRVqlSCMZ0khHQRFXafT5+JmzIDw2Yi4Fy9PkSo2qqir69u2Lvn37ApD0cU9KSkJqaiqio6MRHh6OVq1awdfXFzY2NggKCoKpqSlEIhHGjx+P7t27Izk5GQCwcuVK6OjoFHU6uLu7Y8SIEbC0tMSECRNgaGgIDYbBqVOSpbE//vgDycnJeE6e48Pj10hISCjwgcrCwgJXrlyBlpYW+Hw+Fi1ahICAcmzuQakWmJiYYNmyZVi/fj1WZgvgF+UaySKHheS4SiWyAOQrUiqqLaw0Kpsr554QICym0tcbSPn8+XO+34yiIq15yXttpa+PxUeAEIJGLZvjT9+D2O1afdqXF4WpqSkmTpwoey0UCvHx40dwOBzcuHEDderUkbQ/h0St6NatWzA3N4eOjg7Gjh0rWwnT1dXFqFHFKwW9fftWFmxwcXFBcnIyGjVqBP/DR8HlcmFnZ4d58+ZhyZIleP/iJe7ezb8SoKamhjZt2uDkyZMYOXIkHj58iMTExAKVDcoCdVwVhKGhISZOnIiju7ywcMPa4g+oKNhciZamXWNFW1Ii6tevj7p16+ZKVJcrDeoBIa/AtLIG9HRqpDC+iYkJTExMYGtrC2llOyFE9lSdmJiIlJQUXLp0CcnJyViwYAE2b96cr8qVEIJxF/3yze/jLNEeDAgIANO6CSAmcNmyCtiyCrxrjzBkyBBZMUDjxo2RmVlwfriKigpGjBiBkJAQ3Lx5E1wut8qJulMqnqlTp2LDhg2IjoiAZdP8FfEK48NnicKGqZGiLSkR/fr1w/Tp0zFu6WK5y1UxDIOuw4fivMcutOjRDQzDVGqlhfJAVVUVjRtLfpel8mOjR4+Gh4cHjh8/jjFjxqBLly7w8/OTNSR49OgROnbM35I39GsiGIbJ9WBRv3592f3y48ePWLNzB/oPHYIIzne0NjTBuXPnZGkF9+7dw969ezF9+vQCbW3RogUsLCyQkC1jVbkAACAASURBVJCA48ePY/78+fK7EKCOq0JZvHgx7Ozs8NfSZbIoH1B8q9KcEdT//pVUebfKfi3NC8op74RCWqCOWfxDV/P4mbOSxPeAYJw45lPuvbvlBcMwGDduHC5fvpyv2YBUjkYalc6JNPIqve6FNYNg1FRBaukCHD6gV3D0UCgUVjtdwZJQp04dcDgc8Pl8aGpqYuzYsejfv3+B8lRZWVmSa8Qw6LdpNXRMTcD9mgpDa8tcY/BfFKCtKdF3haRhx+XLl5GamorLly/DyKjwH3GGYeDj44PHjx9j3Lhx1HGllAgtLS0sXrwYx7Zsx/nz52XKGCWJFhYk/ZQ3N1ZKzvmk7aTztkf9b7ZE/ee+fWdMnz4dIbERskryyk737t3B5XKh/uEJrC2zcxvz9FIoSgZLSt7rLo1Gt5s2Az4r1kEsEkFZpWDXRSAQQE1N7adtr+qMHj0aw4cPlxWv3blzBxoaGtDU1Mw39sKFC3BxccH4P1yxcLorsrKyoKurC3Nzc9mYwMBArJ27ALWNjOHYX9KhrGPHjkhOTkZkZCSuXr2KouT5bG1t8enTJ4wcObLAdLGyQnNcFYipqSlmzpxZLrmuOSVXSsz7WCA7alVVEIvFuH//vmxZpHwovJI1PT0dampquHDhQqFjqjMMw8hujsrKygU6rU47t8DIShIpMGjYAA89duPcpJm4smAZUt/HyMadOXNGoueaKZAsk+bA0NBQ5hgXR8eOHREVFVWkk0uh5OSPP/5AaGhoueVo/gxCoRCrVq3CuDmzqozTCgDv3r0Di8WCqUn5fO8IIWCKaM/r7e0NdXV12YNHTUNFRUUWQDEwMCjQad2wYYMs/eD92wh06tQJ9vb26N27d65xnp6eUFZWxuuQkFzblZWVYWtri7lz5+ZydAvj5MmTWLVqVSnfUeHQiKuCcXd3R9OmTeEzbRoiTCRPmh1+dwUAbH14G8APndWcEVLpNu1fcic/zygmWgsAoeevSP64NEu2LaNjJ1z0OYMBHn9VKc3SgwcPIi0tDVOmTMGhGIkWozQKMiM7Mv3+J5o75LzGsgi1kpJkyS4PhBDZQ4eHh0c+vbyaCiEEL1++hKWlJVRVVXFr9UZY9u2J7yZ6SFNThZXTBKReu4XvD58iMkdRXWBgIAz790b63Yeo27UnPmzarsB3QalJaGhowNPTE5MnT0anHZJ7oHfH/A/D0oihNCpYUNW8TIc0O9c+rz4p8COKyHDCAQCRlyXtPeG0E55r14MryoLL6Kqx6gVkpwGNG4eNGzdCV6d4+cCCrltxCgTKysqAkhLuRkRCRV0tV6pAdHQ0/v5bcg3Pnz+P0aNHl/q9VCdYLBaioqJgb2+PCxcuYPny5Xjw4AGYembQ1NJCXaIMGxsbDBs2TLY6lZGRgcePH2PHjh24cOHCT+UpVxQ04qpgtLW1MXLkSPj4+FT8yZ12yv78/jEB5vatYNCoagm5b9y9Ex1+HydzWiuSV69eYc+ePTh37lyB2no1EWboQCgpKcHewQFNWrWEQ99eMLRqjObDhwBqkmhAFouNjCfPYTp2OJQ1NGTHhoeHQ6NBfYg4XHzctQ/M2GFQmlj26P/z588RGRlZ5nko1RtnZ2ckJSUhLTau+MF5KKrw6qfnCgvD5Dmz8+WIV2bCwsKQlJSEcePGlds5tj68DRACUkAQYd2qBfj06SMWzpmI6OjocrOhKrF582bo6emhZ8+emDFjBgYPHowTJ06gdevW0Mx2Un19fVG7du1cEoPv3r2DlZUVzMzMcO3aNWzbtg1cLrfMkWxCCPz9/SEQCMo0D0AjrpWChQsXokePHhCLxfDw8EBslqRztlQHUKrxWlB3LWmE8PiZswBKpiBgv+CH5imJzna4vocCcV/g+/cmWbFMZef79+/4HBUNyzYSrVlpTmuHbf8AyKNNm03ebdK82Bm/Szo7Sa85kENbN1OAPavWyxLRxWIxzp07B1dXV3h7e0NFRQWfP39GWloaDAwMyuGdVg0SEhKAa3eBZtbYcewgrh08ipvHTmDS5nVoaWuLk9njPlw4D/D5+Pz0EYj3EQAAj8dDbGwsav3SA+ZTx+PzsZPAx89Ao/pltqtdu3YAUO3FyyllQ1lZGQcOHMCcOXPg6ekJsVazfKtPeR3UgqJRefNepStn0rx6APDPXlWT5XzmCCIY1DZExvf00r4NhXDr1i2Zdqj0PUmjyQVR0HXLu016/JNUSXythX4tBGpp4cDAYTK1kpSUFKxZswZPnr3Cq8dn0HvQVFhZN8OKFSvk8r6qKgcPHsTOnTtx/PhxdOzYEVOnToWhoSEGDRqU6zMcfO8uzC0bIyTxExytJJ/b8PBwmJubo1evXli6dClWrVqF+fPnl3klNjExEcOHD8eZM2cwdOjQ4g8oAhpxrQSYmJjgyZMnUFNTQ/PmzRHkfwbiAp4qS0JBclglpor9rj948AANWthCQ7tkBTg5C+BKBCFA8jeAzcPYsZIOBC9fvoSmvh5+X7QAXl5eGD16NDw9PQFApodXE3GZ+wfq1q0LmBqDad8GGtpacJ41A9uf3kHLnt1zD66lC1jVA97Gwn3zXxgTcAI9F82BlmVDqOjrQcuyEWBUG5BTxGnlypUAUOx36vPnz3I5H6XqMnLkSAQGBmL9+vUYOXKkXPWA8zYbKAxCSJV7yLpx4wb69etXbvPzWCz4rpQED6RO67Jly1C3Xj28+xSPaxf2wcKsDj5+kjRPqanEx8fDysoKU6ZMgZ+fH1xcXGBiYoLAwEDExcVBKU+O8LKtf8PQ2Bjjf3FCSEgIQr8mYvN2D0yePBnq6uoYP348jI2N5ZI+aGRkBE1NTVy+fLnYscXpKtOIayVBT08PXl5eGDNmDBYsWICAQ0dw4cIF6OrqYlzwA9lTUpvBkuKUnFqjQO6+2MVFXwvcLhACalXr48DhcKCl++MpXXoNpE/u0qgGsv9rI/4oG9sy+7/SXDPp9ZRGXpHOAmI/w65hY/g8CZDpxO7YsQOWfXuhzcTRcA9/Dfeo14h/8xqmY4fnuynUFM6fP48Lnv8CALafOALNQrRbpasD0sjTX116YMGEySDGtZEaHQu3nVth2UaijzHjn91AVBSIkFPgXD+Dm5tbsTdff3//ytsQhFKhtG/fHiEhIfD09ESfPn3g7u6OmTNn5hojzVd9gh8R1rw5mtJ7S86OW9LuWXlzZKVR2YWdeyAlMTFb27vqwGazwdZUwzseq8icyLxR2O8JTwAA+hYd8o39/XE0xCIR3pw6i4SrtzBkyBCsX78eAJCamgovLy+cvH0djaytUVtTF8+fP4eJiQnWrVsnx3dWtfj9998RHR0NJycnWdfLotJYtHV1sHLHNlzedxDdu3fHL0OHQCgUYsCAAQB+KMfEx8ejfv2yrX6pqqrC39+/yKJZHo8HNzc3XLlypci5auYvbSWma9euePz4MWxsbNCjR49y6wiVjwwOoKVR/LhKhIWFBT5FRkEoh5yZXKR+ByLjcOaoD169epWr7W1UVBTqdmgrc4JEHC6E39KgbWNd2GzVGi6Xi61bt+I39wXY+vBGoU5rQU0hrG2b4WjwJejXr4s240fJnFYAgLKSRGFADhgbG8PNza1Ix3X27Nk0N44iQ11dHYsXL8bDhw+xY8cObNiwoULOu/n2VUS8foMGllVDR1uKhYUFwkJfynXOrEwBHu3wQnJ4BJ4/f479+/fLpK6+fPkCU1NTNMqR2nX//n04OzvXSGlCAHj8+DEePnyI169f48SJEyU+rommLubMmYNz585BXVMDWw7ul+VXq6urQ11dHUpKSnKRFnRyckKHDvkfUnK+h4MHDxYbBKpaIbYaAsMwOHLkCPr27Ytnz55JqtWzn5qkUStpLuaM3yW5mr5/b5LtK0meaz54mbjkexIDBw6UwzuoGDp16oSOrVoj6+ZjuM0tvJvKjyrfH46JVLdVuk+WB5uYCnOuCP6376Bz58755rKyssJR7/2AmRH2eB/A7eN+qN3LEc+Xr5fX26oSCIVCfP78GcuWLYOqni4WzZ4D1SL0E3P2cpd+dqXX3mfP3lyvZ/w+BdBQBz4lAYYVk34REhKChIQEdO/evfjBlBpDkyZNcOfOHXTt2lUS7SsgepU3oiWLKirVk22Tfral34O8x0i/E6kJXxCsqYEBrdrK7T1UBKtWrYKDgwPWLlhU5DhphFWKXpNJkj9yRGKJti1YLBZSvJagVS1DHA8Kzuc0NWzYEPHx8eCyOdDS0QbDCcfJ44exee08+byhKgSXy8Xz588xatQo7N+/X9akQEpJVQG6du2Krl27Avjx+bQRf0SDeiZYt2oBvA/5Q0OjfINbPXr0wMuXL3H27Fls2pS/pkdKUW5tZnkIx1JKBsMw6NixI0Ly6KiVC/xMgM1Fq1atih9biWAYBjNnzsSpU6fkM2FWFhD9Cb/v+wevaxf8BeVwci9dPzoXiM7DaoYMVkjyZ+w6dRy/L5gH83r10MK+DT5kcrDu351FOq2lwtQQaGAGpTcxGLhjE8YGlvz/8ZcvX6CkpARfX9/iB2djbm6OOnXqQElJSVgac8sTsVjMY7PZijajxtK4cWOIRCJ8+fJFtq1DIU0Gysqj84Fo1LpFucxdnjRu3BiOjo5ya7O8f/9+EEJwzMu9wCKvjIwMMAwjW5R5+ToSGSwOunepWg5/aeByuYiNjcWePXswfPhwGBgYYMqM6XBd/meRTQFKy5VzXsjIYKNHt/bgpTz/qWM9PT1hampa4voBhmHQqlUrCAQCsUgk4hc2rqiI69NXr15p8vn8cveyKQXTpEkTWa5H3qcm6dLrl51TZdsCNHKrEBSlOJCrmv7zV8DUqMAe8JWdPn36YMqUKVh6xhcNsosf8kYzpF3EpFFWy6bNZN20ZBXA3gcgzMzEsj6Ff/EDAwNx9epVeN6+DHUtTcxwXwZEx2Dn3Tv4Z6qbvN9apYHH4+FIUCB2bdgIUZYIdvZtsPXwAfAbSvLwdHQLf6LPm8tX1A++dJ9UZ3jrw9t44LEL8Y+eImiue6HH5cXQ0BCEEIwdOxbm5ubo2bNniY67c+cO1NXVH5X4RBVEenr61evXr3cfNWoUvRErAIZh0KRJE0RFRckUKgBJfiuQO3ce+KEUYJPD4TLlZ4/OHppY73+SP7K1tMcPWAxCCBYcPIoX9/O3Ra4KTJw4EevWrUNr5wGSa1aAukC+XNbsfTlzXRlOOBqYKEHIT4dKIR2yJk2ahHHjxqGVkSkAYPHZRxg9ZgIY3ebyfluVig8fPiAgIABr165Fu3bt4OjoiGmrV8DIpE6Jji8o3zXvPVqK9HOtq6ONPZ4rYW7dC1+SvqKxccnttba2RlJSEhwdHfHy5UtZrUhxBAUFsUUi0d3C9hcacSWEpOvo6Ly7e7fQYynljL6+fr4IX14Wfix5l5ICFQd4fOBrOqBfsg9UZUNFRQVr166F/8atZZ5LVV0dRnUtcNu34OjekSNHsHnzZqhrZXckiY0DGtUvsptLdUBLSwuu/xsB55HDcfzmVSzf9jdatXOokHObtW6JML9z2O13Ai9Tk0p0jJqaGh4/fgwA6NWrV4krtC9cuMBJT08/V2pjywmxWBx88eJFUVWrNK9O6Onpgc1m/1SeX0nam0qJCNqM3ftOoHZtfdSra1oaExWOs7MzVFRUEOR/psxzOf3SHfcfhSItPSPfvtTUVNy/f1/WkUkkEuH06dNVquNjafj06RMaNWqENWvW4NKlSzh79izmzJlTYqe1LNTS14WpiRGa2jvjW/z9EkdeBw4ciLlz5+L9+/fYtm1biY5JT09HRESEBoD7hY0pMseVzWb7X7hwoUm/fv1qXvPfSoBYLM6XpCytyJZGDwEA2dX03bLz1KWRVmkf7Jz6r4xlE5CsLMwYPhaN2HwgNhbLli2TVWtWRVxcXLB48WJZJ5W8Do5/nk5kOfuDT7sRCACyLjmX7exgYmZWYGRQV1cXhJAfygNRMXhy+261ll/h8yWrNVsPH0DvQU65uv9Iybst57UrrKK1uLyrY/ER6GZtDQczMzza8S9uBV1Bl969Smx3hw4d8P79eyQlJZVIyiUrKwtXrlxRIYQElfgkFUcYh8Phv337VtvWtuTOEEV+EEJk9+K8n+nI7FzWgj7TVzYOBwCEvUsEABhvlfwW19nQCQDwIUWAk4/SEJbIQCgU4s2bN9A0rpqFnkpKSnB2dgY7/hNaG5rIBOtzOvBFabsCPzqICbPEsjnzoqGhASUlJcRkcqCpAoQ8fAR9Y6Mql+r2s1y/fh2ApNmDvr5+gffWkjbCKEpHl8kTBZfmIfsd3Yruv0xEcso3NKhffLtXKR4eHhgwYECJ//8EBwdDR0fnSWpqaqGpAkWGigQCQcDp06eF9ElfMYjF4kJ/dKVL3SWBE/xA8gchIG8iAL9AgMVGQEAAxGJxlXZaAUmELTMzs8zah58+J+HV0+cwq1e3wP0tW7ZERESE5AWbC4jFcHComMijoti3bx8GDhyI3oOcFHJ+TR0d7PY7gQc3buB7WhqsN62G9abVJTrW0tKywAK7gnjw4AFUVVU/EUI+lcHccoEQQhiGOX/+/PnSiTtTykxR9+LSkM4VYfWZL1h95gta1tdEXFwcMjMzYW1dNZ1WKWpqarKH3dJCCMGjNxJHX0dbM99+bW1t1K1bF58/SpayL58+iz7Og8p0zqrA33//DT8/P4XphTu0sYOLU0947T+FSKV6eJmaVKJVMIZh0K9fP5iYmJToPP7+/ty0tLQiZRGKUxV4xeVyM54/f66dM7eHUnHkvVn+N3txroo/AGh54CKAH5Wp0t7Y0mgiIInCRl4KRtSV63j1/n2ZNdkqE3p6etDW1sbnz58LzNOVRgRzRloByZOld0dLCIVZ0Go9AEhOA0wMsczVrUBJFTs7O2zduhWzhg3DmTNnsOCvTdVeuzUmJga1atX68YSeJxJdVAS2sHzWn+19rdyiCbjmJhg8dSqM+vf5qWNLio+PTyaXyz1cLpPLATab7XP48OHhS5curXyNw2sAhJB892Lp57ugz7M0atVp/AIAQKNXdwAAsfv+hywRwZJziRgxeT7WrVtXaB5nVcTa2hq3b98udL80+prx7lCB+7NsF8PV1RUcDgdXrlyBjmnB0kl2dnbYv34TdHR0cOvmTbx5U/EtvysSsViMyMhIGBtLEkzL2mI4r+awlILykXOGg3ZtW4qWXUei9+RY1G/cCK0NS+aMlhQej4dLly4pE0LOFjWuyF9dQggRCoWHjx07JmehTEpJUFFRAZ/PL3WPYKkDK+X1yTPounB2tXJapTg4OODJkyfFDyyAh09eSgrU2jYDGpkXqgPYr18/+Pj4AAAuXbqE+fPnl9reqgAhBJ6enjh+/LiiTYFGg/rISpdoGke5r5br3AKBAH5+fmKBQFBy8cOK515CQoIoPLzopVZK+aCiogI2m13mfu0AEBLLhZoyg3b8k9XKaQUk7ZWfPHlS6tWvDRs2wMzMDE+fPsUvv/xS6LijR4+iV69eaN++PaKjo2FWxRo2/Cw7duyAWCzGrVu3FGqHYe1aaGBpieRy6jIYGBgITU3N/wghRYZyi/3W8Pn8/YcOHZr3999/U3WBCqZ27dpIS0vLtz1nlxUgfytB6X7gR36rlZMLssRivP4QXw6WKh57e3s8e/YMA7rVh032tqPZPa7zaidKI4Iu2ZW+3NR3sLKywn83i3d8e/bsWeIq9aqONMIk1dMr6Ck/b1S1uGhrTgp76n/HY6GDsUWuaC438j00G5bPA1dAQACUlZXDCSGVtgMBIUSkra29f+/evbM9PT1pzUEFU7t2bXz79q3AfTm7RclWw7L3SaNWMr1STMRHfIZ+dBQat6l+q5gWFhZQVlbGhw8foPldki4uVVAoyUqLkP8N/Xp1hjIvAtApPA1LS0sLixYVrRlbnZB2m+o/ZUKRygA5yXt/zXtcUf8/CiosJNq2ePLpA6IjItG0VcsCjio7np6erPT09B3FjSt2nZMQEqOiohLq51c1JTqqMgKBoFRP5N0KyZNS1tIEkXeXqUrCiBEjcPDgQcR//FL84DzcevgWw4YNKwerqj7du3fPJ2itCEQcDlQMapXL3B4eHuz09HSPcplcjnC5XK+DBw+K5RH1o/wcAoFALmlBTf53GHraauDys+RgVeVk9OjRWLFixU9HXUUiMZ48e4UBfbuUk2VVlw4dOkCjlj405NC9qiywvmdAU0sLOrq6ck8TiIqKQmhoKAghxSq7lMgrSk9PX79+/fpT48aN05FngjqlaMLDw9GkyQ8Jq8LyWnLmbh6LlxQPSdUHpLw/egR1VdURuXl7OViqeJo3bw5XV1es8ziFffv2AQA6KBV8vaTRQH1xBwRcuoWTF57h9p3tcmlpV92ws7PD8EVzgH/+kumrSilITSBvpLWwp/qcn+XCPtdS/d33p/2AuHjwjLRBDpe8qUBJePHiBV6/fi0ghJyW68TlACEkxsDA4P6hQ4d6//HHH/RGXIG8ffsWs6Y6geGEwwY/lASk5Fs9yKNimDN38ORjAZxHTEfr8X+Vp8kKY8OGDWjRogXepk1Gx44doZdnP8MJz6fnenH9b/C8kgILbRGsWjnJtRCuOmBlZQUBm4O/gi9iWX/J733Oe2tJ1FtKEvHOGWktaM69B/ejUTt7PElJkLvjunnzZj6A3YSQYqv7ShrOu5yUlPQ1ODhYp3///mWzjlJi7O3tcfjwYdnrvB+8nCkBUkf1Xn9J8nY+VdOPSdjndwaamvmrNKsLs2bNgpWVFVgslqSCMc8XL+8y9rUPWXBbuBnBwddhZ2dX4fZWBUQiETzmLMKC/x7DfsFsAICX+5ISH1/Y8lRhy1ey9rxSp/XieSAqHqhnCqjKPx9w3bp1XIFAsJkQUiWWItLT01evX7++07Rp07Rrak92RWBvb4+3HzLRtmv2D3sxy65SWacm/zuca3toaCjevvuIi5fXlputikZLSwuzZ8/G3r170atXr3x5wbmco9MTAQDX47Sg06grrp8/T53WAhAKhdDS0IC30/9wKjEGANAku3nOzzQVyLv/Z4h8/QaPTp/HyVs3UMdYvlrDiYmJ8PX1BZ/PLzZNAChBqgAgKdJisVjuixYtYlNprIpDS0sLPB6v7BOlsQChqMhk9+qAoaEhRo8eja1btxYr08FhsbF0uiuWLVuGtm2rf5vA0vLt27dchQ9FOa2EEESFv8W9a9cR8jB/A6rS3CzxLQPIEgHmJW+0UVJev36Nq1evZgmFwn/lPnk5QQh5wOPxwo4ePapoU2oUmpqapSrMkjpmgOT7sW3bNkyaNKnaFWXlZfLkybh58ybevn1b7Nin4ck4fSsa3t7etI6mEHg8HpSUlFCrVvHpUk00dcHhcHD8ejBuXgpCYkJ+5ZfiyOvwEkKw+69NmDxnNuqYmco92rp+/XqBiorK4eKKsqQwJXVEGYZR0tXVfX/s2LFGLi4uZTKSUjKEQiHMzMxw9PoVmNerlyvCmjePVdoCdtitPwEAx29J5Cgz+AQvv9WGr68v+vQpHymhysTr16/Rp08fBIe/km3Lu6TNzWDh9LylaN68Ofbs2UOf8Itg5MiR6N+/Pybfvgzgh+MqjVrHx8TizbWbiI6OxtWrV6GmpgYbGxtERERAX18fmzdvxtFMSYGh9DM7rpBIQZvBktUcaYc38p0FBN/CraDL6NGjh9zf24ABA7g3btxYLRAItsh98nKEYZjOxsbG1+Lj47XoD33FcPLkSRw5cgRnzki6QkmlBvMqt+Rs/yptPiC9F79NFEHNrBXu379fI9KSZs6ciTp16mDwLEkDmLwC9wBw/2UaRo8ejdOnT8PR0VEhdlYFMjIyUKdOHQzzOwyGYXKlBzKccIhEIlwKvodX79Lw8uVL3Lt3D82bN0ft2rXx8OFD9O3bF67rV6NW7dq55i2oMBbIvTpJCMGhf3bh6vkA/PfsOdTV1eX63uLj49G0aVMej8drTAhJLMkxJc42J4SIWSzWH25ubhxBNS3wqWyoqqpKooGfkwHkv0mWhA/fxKiFrzXCaQWA2NjYXF+snE4rn8NFyJVr2DR8PBwcHODl5UWd1iKIiIjAlStXMOlyfkk9oUAAt5GjMaG/E+Li4tC2bVtcu3YN79+/R1BQEMLCwjBw4EBZlP/rhcvY+Nu4Ep+bxMQBl28A9i3KxWm9ffs27t27xxEKhTvlPnk5Qwh5KBAIHnh4eIgUbUtNoVOnTiXSCs2b+ypFJCZ4/1UMPz+/GuG0AhKHpLDI8oe4BKzcsBtjxozBuXPnqNNaBIQQbNq0CS4uLvl+rxhOOJ4+f43GLQZgi+chKCkpYcKECfj48SMePnyIixcv4s2bN7h+/Tp2bdgE1vfv6NLAEjcvBRXqtOZEKBBg/vhJuOTnj+tBl+XutALA/PnzeQzDeJbUaQV+IuIqpVatWvdWrlzZef78+dVbeb2S0Lt3b7i7u6NLF0mlpbT4Sorrps0AABL9TtLNKfIj0LktYG4KsDmofecJnj17VikqwyuCt2/fwtbWFi9evMCjR49w4sQJvHz5EhoaGvj69Ss6dOiA5cuXY9Cg6t9ppSwIBAKoq6vjzz//xIYNG3Dt2jVs3LgRr1+/hp6eHjIyMtCzZ0+cOHGi0B8nkUgEFRUVNGvWDG/fvkXfvn0R20vSyWrh4F8B4Ef73JyoagOPngP9eoAEXMm/v4Tw+Xw8e/YM3bp1y2eXnZ0d5927d1PFYvHJUp9AgTAMY6Wtrf3q/fv3mqamVbO3fVUiOjoaffv2xcOzkoYCUomnwlg3byHUhFlYuHAhbGxssHHjRkREROD06dM15mHZ2dkZb968wenTp+Hv74+TJ08iOTkZSkpK4HA4mD59OpYtW4Z69Qp29ikSTpw4gdGjRyMsLAwWFhbw8vLC4cOHkZiYCCMjI6SkpODo0aMoaiX82LFjmDZtmqyrpzY9PgAAIABJREFUWVRUFNgGuR3XvPUFJyb9jiVTp4OIxdh8YB/amRbcUbIkvHv3Durq6mjQoEGu7Y8fP0bv3r3TuFxufUIIu6Tz/XSizffv36euXLkydOTIkZrm5iXvV0spHfGxYVDLuAOgBBIhKioAjwfcuC97vc7Ts8Y4rQDQtGlTTJgwAfb29hgyZAjmzp0LR0dHsFgsaGpqwsTEpMb8cJQFFRUVzJ49G8eOHcOlS5fA4/GwYMECnDhxAmlpadDX14eZmVmR1zIrSyL5I81z69SpE2KLO7GeoeTz27cbGIOytTY8cOAA3NzccPPmzVzau15eXuTLly9vCSGnynQCBUIIea+jo+M1e/ZsVz8/v+pbcVlJ+Pz5M/SUM5D46g5MWzrC9OPpIp1XPYNaOPzPLpw8eRJqamqoV68egoODa9S9Z8uWLRg8eDC6d++OOXPm4Ny5c2jYsCG+f/+OWrVqlShfkyJp6tCsWTNMmjQJcXFxcHBwwJEjR9CwYUOkpaXBzMys2DawtWvXztWK95uWGooSgyZigq3LV4LDYuGf48fK5LQCgI2NDYyMjBAbGwsdHR0Akt+HiRMncjIzM2f9jNMKlCLiCgDa2tp/9+3b1+38+fP0hlnO6Otq4fHF1WjQzi3X9pyR11xRq6ws4EkY0NIK0FAHefy6okytVIhEIigrKyvajCoNIQQhISHgcDjo0qVLqQpK+Hw+/vzzT+zYsQOorQfY5n+I2uN9AACQ8O49tk+cjlM+vhg4cGCZ7d+7dy9mzJiBJUuWyJoofPnyBU2aNOGx2ex2hJCwMp9EgTAMo62trR0bEBBg3Lt3b0WbU63x8/PDvi3zsXVW53xKAXnzAqX1Bvz7jxF67RZm/LMFmro6cGvVqUJtrgwQQiAWi+m9uIx8//4doaGhMDU1RdOmTUs1x3///Ydhw4YhOjoaC456w7qdfb4x4w3FAICVG3bj9r1nCL52F7Xz5MWWBisrK0RHRyMlJUXWTGHHjh3iVatWPc/IyOhIftIRLdVyP5fLXX3jxo208+fPl+ZwSgmJjo5GBpsHXe38BRjSApd8qKgA5sbAl6/lIh9UVaA3yrLDMAwcHBzg6OhY6ipoDQ0NbN++Hf7+/rmbXueBz+HCe747dm3fIRenVXpuANi8eTM+RlyHUCjE5MmTuWKx+J+q7rQCACGEw+PxJo4dO5bL4XCKP4BSaoKDg6Gu+nP3FBWH1khN+Izk+I9QLYfcwKoAwzD0XiwH9PX10aNHj1I7rQDQqlUrvH//Hk07dQAnI6PQccE3HuCEfxCCrtySi9MKAF+/fgUALB/RFIdmNEBMTAyWLVuWmZGRMe5nnVagFKkCAEAI4TIMM3Ly5MnBXbt21ZR60BT5wmZLoueBWp2hFB9RaBvNMYvdZX9vbeeIoUOHYubMmRg7dmyF2EmhFEd6ejocLJtgtftq1KlTB+3bt4e/vz8+fvyIrc4jEB8fj3HjxmH8+PFyOZ9QKMT+vZ6y1/Wb9cWECRPw4MGDZC6Xu0ouJ6kEiESiID09vUsLFy781cvLq2Z6RxUAIQTahqYwbfmjiChvMYv0/iytxE558QrXRWKsHTKqWutnU6oWOkIRdD58QXeiiePHj2P9+vWIjo7G6tWr4R4YCGVlZfj4+MDY2Fgu5wsNDUUmV+Io772Zir03U+EQMoIrFovXEkLelWbOUhdYEULuCQSC/ePHj+dSbdfyoWXLlnBwcEDotZtFjou9cx++v47EuckzYWVlhXbt2mH48OEVZCWFUjzjx4/HqFGjsG7dOkibmPz2228IDg6Gr68vvn//jv3798slBzAsLAydO3eGlpYmDuxeg8YN68LOzg5nzpzhsVisYYSQzDKfpBLBYrGmHzt2jBUUFKRoU6otbm5uuPckEvxMITLeHQJQsC7x0M7d0Kl+I3S3tIGbmxsOHjxInVZKpcLHxwc8Hg/dunWDl5cXAKBZs2awtrZGeHg4kpKSIK9GU56enujRxQGTHA0xuK0kD3fo0KHiyMjISD6fn69PUkkpVY6r7GCGUdfV1X21adMmq5kzZ1KVgXJgzpw5uPv9K+yG/ZpLuw348cT/8ukzTB/yP7yLjISFhUW1F7emVF2kOW+A5Em8bdu2citYycrKwtevX3H8+HEsWLAAu3fvxrp167BixQp4e3tzIyIi1vJ4vM1yOVklg2GY7vr6+lfCw8Np0Ww5QAiBlpYWYl4HoZa+bq7uT8CPe/GCiVNgU68+1q9fDwMDgxpVjEWpWkjrQBISEkAIQd26ZSvAyklqaiq0tLRgYGCA3377DYmJidDT00OfPn2wcOFCNpfLbU4IiSvt/GVyNgkhmSwWa9CiRYu4T58+LctUlEIwMDCAMLtji1T0WkptTiaGdu4GH689EGRmwtjYmDqtlErN6tWroaenBycnJ7Rr1w73798vVUeivLx9+xaqqqowMzPDmjVrAABeXl7S7j2ZMTExT/l8fpVqNPAzEELuCoXCrc7OzhyhUKhoc6odDMOgVq1aYLEKziW+cPIURvbsg/DQl+DxeKhduzZ1WimVFjabjfr166N9+/bo1qUDfunrCF7K8zLPSwjB9u3bYWRkBC0tLWRmZsLHxwe2trbYuXMnVq1axeXz+ePL4rQCZXRcsw2N4vP54wYNGsRNSipRty7KT2BnZ4e3Zy4g/mH+BwM1NTXEvovCjcBL8PQ9WmOErSlVF39/f+zdu1cmidKkSZMyzUcIgZeXF7p27SrTg8zIyMC8efPw5MkTvHz5EocOHUrLyMgYSggRl/kNVGK4XO7qqKiop3PmzKlWqRCVhWbNmmHUhFkID8mvLawnFCPy9Rtoqqlh48aNCrCOQik5oaGhqFOnDtymDsa3tO/o0K5lmef89u0bBg0ahK1/Lc+1/cKFC9i2bRuGDx/O5XK5e0Ui0bkyn4wQIpd/2traG9u0acPm8/mEIj9ev35NIKnHJqPO+hAOh5Pr35JNGwgAssJjq6JNpVCKJCIiggAgAwcOJADI3bt3CYfDKdVcYrGYXD7rRbp1tifGRgbEzs6ONGnShNy6dUs25smTJ0RbW5sNoCWR032usv8DUEtHRyd+z549olJdWEqhTJs2TXIfdulEvoTuynUf/vbtG9HR0SEASEJCgqJNpVCKZO7cuaR9+/aS+/Ev3UhK7N1Sz8ViscjC0a2Iob46aWCqQ+oYaJLB3RuRe3sGy8bMmDGDr6urexeACpHDfU5ueakcDmfZ+/fv70yYMIFPaLGW3GjWrBnq1KkDALDV1sm3XzmDgxkzZmDtvAUVbRqF8lMwDAMDAwOkp6fjyZMn6Nat20+vEvB4PHh4eKB169YYM8UdIS/DkfI1DW3atMF///0naw/78eNHDBgwgMfj8UYTQl6Vw9uplBBC0tlsdu/58+dzbt4suqiT8nNMnjwZAPAxmQ99iw659qmrq0NbWxuvX78GzTGmVHaMjY0RExODiRMnwv/sFRg17Fb8QXmIiIjA77//jrqmhtgXEA4GDOIS2Th28jzO3YlB1+mSwOq///4r9vHxSWaxWM6EkCx52C83x5UQImaxWL8FBQXFrFq1iiZZyQllZWWYtbCFhY01VNTVczUeiIuLw9GjR0E1HClVgSZNmuDbt2948OAB2rdv/9PHnz17FjY2Nrh//z4mjOwHfT0djB/1Kx7d8MGBAwdkuq0ZGRno1asXl8fjrROJRBfk/T4qO4SQKC6X6+Li4sILDw9XtDnVBjM9iaRPx/at8u07ceIEkpKS8O3bt4o2i0L5aZYuXYqUlBQcOnTop4MHbDYbbm5u6Nq1Kxo0aICBnetDTVUZ80a2RHx8PPr16ycbGxQUhEWLFrHYbHZPQsh3edlfJlWBAidkGBNtbe1XO3fuNJ40aRLNTpcDPcaMgL6xEdasWAnghwzL3LlzwWKxsHTpUrRo0UKRJlIo5crOnTsxe/ZseHt7Iy4uDnv27MH27dvzaRULBAL06dOHGxoaepLNZk8lNXj5R01NbULt2rX/DQ0N1TIzM1O0OVUegUAAAwN9RIQEwshQ0q6UaNtCLBbDwMAAe/fuxdChQ2krU0q1hRACVVVVGBoawsvLC/v27cPXr19x5swZNGjQINfYFy9eoHv37lwOh9OHEPJInnbIXcKKEJLE4XAc3dzcqK6gnEiIjMKdE/7471nuqr/evXvj+vXr2LdvHxISEhRkHYVS/tja2qJ79+74888/kZqaikePHuVzWsViMcaMGcN/+fLlQzabPb0mO60AIBAIjrBYrL979OjB+f5dbsGOGktkZCSEwixMdl2Ra7uSkhIGDhwIT09PnD59WkHWUSgVw5IlS6CpqYmVK1fCxcUF9+/fz+e0RkdHo3fv3jwejzdW3k4rUA4RV9nEDNNRS0vrxrVr17Q6d+5cLueoKSQlJaGhpSXWXQ1AH5vmAH5EXSMiIjBo0CDs3bsXzs7ORU1DoVRbCCGYNWuW4OjRo+EsFqszIYSnaJsqAwzDMDo6Onvt7OzG3Lp1S4uK4ZeNlStXIjo6Gt7e3rm2E0Lg6emJffv2ITw8nCq8UGosnz9/Rrt27bipqakL+Xy+V3mco9yaBhBCHvP5/CH9+/fnPn9edn2wmoyamhoAQEVNNd++e/fuwdzcHO3atatosyg/yejRo8EwDM6fP69oU6odS5cuFR45ciSOxWL1ok7rDwghhM1mu4aHh18eMGAANzOTKmWVBT09Paiq5r8PMwyDkydPwtXVVQFWUX6GT58+gWEYdOvWDWlpaYo2p1qRnJyMLl26cNPS0jaVl9MKlKPjCgAikegqh8MZ1atXL96LFy/K81TVGgMDA7gMGoTYwKuybe94LAiFQpw9exb/+9//YGpqqkALKcUhEolw4sQJAKDRGDlCCMGqVauEu3btSmCz2Z0JIfSXKA+EEBGLxRr54sWL27/++it1XsvAuHHjcOHCBXz58gXveCzZv/OP7iM6JgYzZsyg3+9KjlRt4+3bt7KCTkrZSUlJQdeuXbkpKSn/cLncdeV5rnJLFciJsrLyEG1tbd/g4GDNTp06lfv5qiMRERHo0aMHAgICoG7VEAAQGxWF4d164mZkGLo1zi3kzuVy4e3tjbCwMEydOrVUVdwU+ZKVlQVlZWXaUUdOEEKwePFiwZ49ez6x2ewuhJBERdtUmWEYRk1PT+9smzZtegYFBWlRB6t0rF+/HgEBAXj27Jms69u0BfOR9vUrNuzZjdaGJrnGv3z5EqdPn4ZYLIa7uzv09PQUYTYlG0IIRCIR7TIpRz5//owuXbpwk5OTd3G5XPdyry+QhxhsiQRjlZQGaGtrc65du/aT8rYUKStXriQjRowgV169IKFfE8mzxE+y5gRPP8eT0K+JJPRrIiGEkJ07d8r2de3aVcGWUyjyJSsri0ybNo2vq6v7FoAhqQTi/1XhHwAVXV1d/3bt2nHS0tJKe/lrNGKxmJibm5Pdu3eT9PR0wuFwyN5zpwkAMtN9MeEmPyPc5Gey8dL7MADi6+urQMspFPkTHR1NzM3NOZqamitIBd3HKiTiKoVhmG5aWlpB3t7eOqNHj66w81YXMjMzMWvWLHh7e6Njx47Q1tbGrVu3oKyigjU7d2DAsKEAgNaGJkhOTsbx48dRr1499O7dm0q0UKoNfD4fw4cP5925c+d1RkZGPyJHfcCaAMMwSjo6Ol4mJiZj79y5o2VhYaFok6ocsbGxsLGxgVAohLu7O7Zs2QJlZWUYG9bCwxs+MDYyAABoGjvg+vXriImJgY2NDbp3705XXCjVhhcvXqBPnz48DoezODMzc1dFnbdCHVcAYBimuZaW1u0VK1bUWrJkiTL9Ev8cHA4HHTp0QFhYGADAqE4d7Dp1HDOHj0S3fn3Rx3kQproMpbk7lGpJamoqBg4cyHn79u1NFov1GyGEJmyWAoZhGE1NzaU6OjpLb9y4oUV1oH+e+/fvo1u3Hx2HPDw8kJiYiOO+RzBz6gj06dkJ7RxHKtBCCqX8uHLlCn777Tcul8sdJxKJzlbkuSvccQUAhmHq6ujo3Bo2bFhdb29vjYKqNClF8+zZM8ybNw8PHjyAi4sLOnfujCVLlgAADhw4IGtPSKFUF969e4devXpxv3//7s1ms+cTQsSKtqmqo6KiMkZTU3Ofv7+/Vv/+/RVtTpVDIBDg4MGDcHV1ha2tLfr27YuoqChINcylee0USnVi165d4iVLlrC4XK4TIeRBRZ9fIY4rADAMo6Onpxdga2vbMTAwUMvIyEghdlR14uPjcfv2bQQHB8PY2BiOjo5wcnKSSWhRKNWB69evY+jQobzMzMy5mZmZ+xRtT3WCYZguWlpalzZs2KA7Z84cJboK9vOIRCKEhITg0qVLiIiIQMeOHdGtWzc4ODgo2jQKRW4IhULMmjUr09fXNym7jWuMIuxQmOMKAAzDKGtra2/R1dWdHhwcrNWyZUuF2UKhUCofhBB4eHiIVq5cyeZyuS6EkDuKtqk6wjBMQx0dnesuLi4W+/fv16CpRhQKJScpKSn49ddfueHh4U8yMjKGKLK2QKGOqxQVFZXRGhoa3t7e3lqjRo1StDkUCqUSwOFwMGnSJP6VK1c+sVisPoSQOEXbVJ1hGEZbT0/vVP369XteunRJq379+oo2iUKhVAKeP38OJycnLofD2cPhcBYTQkSKtKdSOK4AwDBMK21t7cvjx4+vvWPHDnW61E2h1FyioqIwYMAAbnJychCLxZpACOEq2qaaQHbR1hJVVdWVp0+f1uzbt6+iTaJQKAqCEAJvb28yb948Lp/PnyASic4o2iagEjmuAMAwjIGenp5/w4YNOwYEBGg3bNhQ0SZRKJQK5tSpU5gyZQpPKBQuEggE/5LKdJOqITAM00NLS+vcvHnzdNasWaNCC4wolJoFm83G1KlT+ZcuXUpis9m/EEIiFW2TlErluAKSJ34NDY1FKioqq48dO6Y5ePBgRZtEoVAqAD6fj1mzZmWeOHHiG4fDcSaEhCjappoMwzCmenp6521tbVucPXtWy8zMTNEmUSiUCuD169dwdnbmpqWlXcjIyJhKCOEo2qacKCnagLwQQgiPx/ubzWb3Gjt2bPK0adMyeTyeos2qVnz58gViMVUSolQe3rx5g+bNm3P8/PyucjicZtRpVTyEkMSMjIwur1692t60aVNeYGCgok2qVggEAqSkpCjaDApFBiEEO3fuFHfs2JH7+fPnmd+/fx9V2ZxWoBI6rlIIIY85HI7NqVOnrtjZ2XH/++8/RZtU5bl9+zZMTU1hbm4ONzc3RZtDoYAQgl27dok7dOjAjYuLm52RkeFCO2FVHgghIg6HszwjI6PfqFGjUqZPn57J5dJ047KQmZmJlStXQl1dHXXq1EFICH1GoyiepKQk9OvXj7ts2bJILpfbWiAQHFG0TYVR6VIF8sIwDKOqqjpeRUVld5cuXVQsLCwUWs1WFeFwOExQUJAGl8tlAMDY2FjcqVMngYGBAQ27ViGysrKgoqIi93lTUlKUjIyMxIrQ7wwLCyORkZFxLBZrCCHkXYUbQCkxDMPU0tPTOwTAafDgwUKq9/rzREVFqTx8+FBWeWxnZyds06aNkOYQVx3EYjEIIXJvLJGZmcnw+Xzo6+tXuFNGCEFAQACTlZXlxeFw/iSECCrahp+h0juuUhiGMQfgCEBX0bZQKBS5wQJwmhAiVLQhlJLBMEx7AK0VbQeFQpEroYSQZ4o2oiRUGceVQqFQKBQKhVKzqbQ5rhQKhUKhUCgUSk6o40qhUCgUCoVCqRJQx5VCoVAoFAqFUiWgjiuFQqFQKBQKpUpAHVcKhUKhUCgUSpWAOq4UCoVCoVAolCoBdVwpFAqFQqFQKFUC6rhSKBQKhUKhUKoE1HGlUCgUCoVCoVQJqONKoVAoFAqFQqkSUMeVQqFQKBQKhVIloI4rhUKhUCgUCqVKQB1XCoVCoVAoFEqVgDquFAqFQqFQKJQqAXVcKRQKhUKhUChVAuq4UigUCoVCoVCqBNRxpVAoFAqFQqFUCajjSqFQKBQKhUKpElDHlUKhUCgUCoVSJaCOK6VAGIb5wDCMgGEYozzbXzIMQxiGacgwzGGGYdZnb2+Yvf1FnvFG2fN8yDN3nxyvzRiGOcAwzBeGYVgMw0QwDLOGYRjt7P0u2efNYBjmK8MwNxiGaViE7WoMw6xmGCaKYRhO9vkOSo9hGOY2wzB8hmHq5TimT04bKRQKpTJA78UUSm6o40opilgAo6QvGIZpAUCzmGO0GYZpnuP16Ox5/s/eeYdFcb1/+x760kWwoQJ2sYC9xd7F3lvsJpJYYxdr1NhibxgVSxQN9o49ihUFCxasoKggWJDeds/7x7rrAksRTcz39+59XXPBzpw5c2Z29pnPPOc5z9GKJEk2wOWP9dYRQlgAzQFroKQkSaWArcBYwApwAtYAimzasBto//HYVoALEAA01SgTD0zL4Vx06NCh47+Azhbr0PERnXDVkR1/Av00PvdHabhy2qe/xud+OezzCxAL9BVChAIIIcKEEKOEELcBVyBECHFaKIkVQuwRQjzXVtlH70FzoIMQ4poQIk0I8UEIsVoIsVGj6Aqg10djrEOHDh3/ZXS2WIeOj+iEq47suAJYSpJUXpIkfaAHsC2HfbYBPSVJ0pckqTxgAVzNpnwzYK8QIqu39kCgnCRJSyVJaixJknkOx28G+AshwnIo9xJYD8zMoZwOHTp0fGt0tliHjo/ohKuOnFC96TcHglEamex4ATxAabRy4xXID4RntVEI8RRoBNgDPsCbj/FcWRnNbOvLwDygnSRJFXJZXocOHTq+FTpbrEMHOuGqI2f+RBmfNICcDZ+KrR/L9yJnr8BboHB2BYQQV4QQ3YUQdkB9oAHgASBJUpzGUjw39WnUGwWsAn7NTXkdOnTo+IbobLEOHeiEq44cEEI8QxnQ3wbYm8vd9gBuwNOP+2fHKaCTJEm5uheFENc+tqPix8/mGsvzj/XVlCSpaC7bughoDFTLZXkdOnTo+NfR2WIdOpTohKuO3DAYaCKEiM9N4Y/lmgBDclF8CWAJbJEkyQFAkiR7SZKWSJJUWZKk7yRJGipJUoGP28qhHKV6JYtjnwJOAvskSaomSZKBJEkWkiQNkyRpkJby0cBiYEJuzk2HDh06viE6W6zj/3t0wlVHjgghngghrn/mPteFEE9yUe4dUBdIBa5KkhQLnAY+AI+BaJTGMUiSpDjAF9gHLMym2q7AUeCvj/XcAaqj9ABoYzkgz8Vp6dChQ8c3Q2eLdegASQjxrdugQ4cOHTp06NChQ0eO6DyuOnTo0KFDhw4dOv4n0AlXHTp06NChQ4cOHf8T6ISrDh06dOjQoUOHjv8JdMJVhw4dOnTo0KFDx/8EBt+6Ad8SSZIqW1hYjEtOTu4ql8sNv3V7dOj4r2JqahqZmJi4JC0tzUsI8f5bt0fH/x0kSTKSJKmLlZXV5NjY2PLfuj06dPxXkSQJc3Nzv+jo6PnAqWym5/0/zRdlFZAkaSXgKIRo9xn7yICnwEghxK48HzyPfJznuYO1tfU0PT29MqNGjTIePHiwfv78+f/tpiCE4NmzZ8TExJCUlETZsmWZPHkymzZtAqBp06YcPnwYmUymdf+2bdty+PBhACpVqkRQUBAA+fPn5/z581hbW3P8+HEuXLiAl5cX+vr6yOXKTCNmZma4ublha2vL4MGDcXZ2/sfOU6FQ4ODgwKJFi+jRoweSJOWpni1btjBs2DAcHBxYsGABJUuWpEaNGurtlpaWLFu2jO7du6Ovr/+1mv/FPH/+nJ07dxIQEMCzZ8+4desWkiSh+dtzd3dn1KhRODg4fMOWZk1gYCBLlixJOHLkiJ6hoaFPbGzsfCHE/W/dLh1KNG2xJEmNgLNA84+5NLPa51vb4gImJiYj9fT0hleuXFlvwoQJFi1btkRP79/vCExMTCQ0NJSoqCjKlSvHw4cPGTNmDHfu3AHg0qVLmJiYULVqVfU+LVq04MSJEwDUr18fPz8/SpYsSXh4OAkJCQB069ichZPaEB75nv3HAliy/jhpaWnpju3s7EydOnUoUqQI48aNw8jI6B87z/379zNr1iz279+fZ1uTmppKgwYNuHXrFrVr12bPnj0sWLCA5cuXq8t89913rFy5knLlyn2tpn8xQghOnz6Nr68vd+7c4fnz54SEhGBpaUlMTIy63Opx9alcKj/V++/4hq3VTnJyMrt27WL+/PlxkZGRMQkJCQvkcvnG3Ob1/T+DECJPC1ASSAGq52HfMSjzwhnm9fh5OKapgYHBz+bm5uGVKlWK9fHxESkpKeLfJj4+Xvz111+iXbt2Aki3XLx4Uf1/ixYtRGpqqvjw4YPw8vISo0aNEvXq1RNubm7qMpaWlmLWrFmZ6jl//rxYsGCB+vOKFSvErVu3RK9evdKVW7NmjXjy5ImIjo7+x8738ePHwsHBQQDi4MGDX1xfeHi4MDQ0FIBwdXUVLVq0ECNGjFCfU2ho6FdodXrevn0rzp07J3bv3i1GjBgh6tWrJ1auXJnr/W+8iUi3+IU8Et6nT4gBI4aLhg0bpvtOGjZsKIYOHSrc3d3FlClTxK5du8SLFy/y1O60tDRx6l6QOHUvSKSmpuapjoyEh4eL6dOnp1paWiZYW1ufQTnloyT+pd+xbtFq29LZYpTzyQugWS72/Ra2uIyFhcUWExOTxIEDBybeuXNHfAsePXokFi5cKIoVK5buN7ho0SLRtXEJ9WdfX18hhBB37twRc+fOFX379hX16tUTFhYW6jL169cXrVu3TldPt27dhL+/vzAyMhKAaNasmdi5c6cIDQ3NZLMfPXoknj9//o8+k5YtW6Y+Xlpa2hfXd/r0aQEIOzs7YWRkJPbu3auuv1y5cl+hxelRKBTi/v374vjx48LT01P07NlTNGrUSOT2/pntJhOz3WSiq6uh2DvGSewa5ShOr2wvahbXEyVtJSEzlIS5zEBw2AGKAAAgAElEQVR9Ds1rFBWDezYUbatYiiGN84v5PQuLXaMc89T2HcMdxIahxcRW9+JCoVDkqQ5NFAqFOH/+vGjTpk2cTCaLlclkC4CC4j9gj/6N5UuMz0rgWh73zQckA93/8RMEMyMjo0mmpqYfWrZsGefn5/dVbpy84uvrq/5hSJKUznjZ2dml+/zgwQP1/zY2NgIQFSpUUK+TyWQCEObm5sLKykpYWloKS0tLYW1tLWrVqiWaNGkiAgMD1cd+8+aNcHFxEWZmZqJIkSLCyclJODg4CHNzc1G6dGnx7t27r36+wcHBaqMdHx//VepUKBQiMDBQeHl5iTdv3nyVOrUdY/PmzaJJkybC0tIy04Omc+fOua4rMCpcrPbZITr17SMK2dsLQOSzzS+MTUyES80aYtiEceJaxAvhc/6s+G3dWtF2+I9iwYIFYty4caJJkyYCEEuWLPnsc8j4IDUzNxe1a9cW/fr1E7Vr1xazZs0SBw4cyJOoTUhIEJ6ensLe3j7OysrqFtBcJ2C/zZLRFn+mcP03bXEFKyurQxYWFgkeHh6pr1+/Ft+SjL9pzUVTwBQrVkz8/fffmcoUKVJEAKJs2bLK33S+fOlssbm5ubC3txf169cX7u7uIjk5WX1sHx8fYW5uLmxtbUWxYsVEiRIlhP1H2zBjxox/5Hx/+OEHAYhjx459tTrj4+PFvn37xKFDh75anRmJiIgQ48ePF05OTiJfvnyZvofjx4/nqp7ZbjIxsZmJqFZMX1RxlKn3N9BDmBkhyhY2FsPqGYuJzUzExVN/iok/txUzxnQS/RvYiOYVLURRG6XDZN3gYp/V/tevX6c7FiBsLfRF7969RbVq1UTPnj2Fp6enuHXrVl4uj3j06JEYMmRIkkwmSzQ3N18H2Iv/gF36J5e8GiBj4D0wJsP6qoAfkASEAVOAWYDQUsdB4MQ/dmJgamRkNFkmk8V06NAhPigoKIev/59j1KhRom7TxqJmg/qiZaeOYuDAgWLu3LlZGs0qVaqIP/74Q7x8+VLtmXV1dU1nSAHh7OysdX9jY2MRFhaW6/YlJCQImUwmxo4d+9XPfdiwYQIQ06ZN++p1/5OovAnTp08XdevWFc7OzmLp0qXi+vXrufaK7L9yUazYsU0MGTtGAMKte1ex6eghcfp+kLjxJkJci3iRyRurWjzvB4j4+HjRv39/5dt/8+bi9OnTwm3lItFm+QLRYcNK0WvfdiGEEL63A8XhgKsiLCxMREdHq18QgoODRbdu3YR1fpt0L0kWRQqnu18+517JSFpamvD29hbFixePs7Kyup0bsaRbvqqdy2SLNYRre2AV8AaIArYB1lrq+KdtcXkrK6tDlpaWCfPnz5fHxsaKb8HIhsbCuZCeaNKgpmjWuLbo2aG2GP5DL9GhTSOtdtTU1FS0bdtW3L59W5w6dUopPAz0RPnSRdKV09PTE0WLFtVax6AeDUX4jVW5bqO3t7faA/s1efXqlbpNX8uB8G/hWFx5vRfN+UUUKFBA9O7dW+zcuTPXdispKUmcOrheTO1YUJgaKq9BTQd9sah3EbFrlKMI2NRVdHExUHtiVZ7ZhMhrIvzGKhF+Y5XY4l5cff361bcRqwcWFRdObhU3Lu4Sz++fFEIonR3Xz+8UT4OOiVePzoiEyGvqNmzYsEHUq1dPGBlIWu8TQDRq1OiLrlNERIQYPXp08kcB+wdQWPwHbNQ/seQpxlWSpIbA30AN8XH6OUmSbIFHwCuUYjUFZTeUI1BcCCFlqGMcMBewEkIkfXYjsm6bvr6+fj9jY+PfGzdubLJgwQLTChUqfK3qc40QglOnTjF79mwCAgOZtnQx1/wucHzvPuLjleEo1apVo0GDBkRHR/PhwwcCAwMJDQ2ladOmJCcnc+HCBXV95ubmpKSkkJKSAkCBAgWIjIxUb7e0tEQIQWxsLACurq5cvHgRU1PTXLXX39+fXr168ejRo68SY3b06FHc3NwAkMlkhISEULBgwS+u999ACKG+BtOmTeP69escPHgQA4P0Yxlvvn3NTf9rnPPZwxtzY5zr1WH9ei+aDvoefWMj/urWH3MLC8pWqkjApcus3f0XUoVSAPy+/yBPgj+FiPbu0hmAq3eV62pVKE/90qW5ffY8QX/78T7iNXfOX8TA0BDzIoVJjo3FwNgYa6fihF3yB8Da2hqFQsF3333HmDFjaNasGaXnz0QoBEKexs/NmzG2ThP1MWuPHEZYSgoG5mbom5lRu6oLkiSxrV2Pz75mcrkcHx8fxo0blxAfHx/w4cOHn4UQQZ9dkY7PIgtb3AhljGsocBg4BJRFOTWnjxCif4Y6/ilbXMjCwmK+EKK7h4eH8fDhw/XMzc2/VvW5Ji4ujs7V83HhaRotWjSmcY0ieO+/jP/Np+oyw4cPJzU1Fblczv3797l48SIAEyZMYOHCheniIA309UiTfxoTYyYzJD4xVf1ZZqRPYsqnWUvXzhvAsEmbct3efv364eLiwtixY/N8zioSEhIYMmQIO3Yo4zWnTJnCnDlz8jzO4N8mJCSEEiVKsGjOL3hu3MVvM0fRvV/m65KQkMDE3+bwNiqK6o7WVKpQmkk/u+OUX4+QtwoCXyioX7cqj+/dJiYhjeZlDTDQl/AY01F5nJufZtFtNdkHgAfHFlK29QQA4iVHlixZwosXLwgJCeHChQuUL18eeWoCEa/fUM3VmUdB13kRrdRTZqYyCtjZ0LFtE8YM74dh0gMAEpNSKOBUj7Ub/mL81CUA2Fro497MFmfXSsS/eICFTB9DfeX302nJp3s0t7x+/Zq5c+embNiwIQ1YmpiYOF8IEffZFf2XyYvaBSYCCsBIY91vKMVqUY11MuA12j2uTVG+adT9WiocaG1sbBxZsWLFuIsXL2bxXpKZhIQE4e/vL+Li4nK9T3YoFApRsGBBAYiR0z3EjxPGCX0DZddTqVKlxODBgwUg+vTpIxo0aCAAdfeSm5ub2ss2e/ZsUaNGDfUbWfXq1UXXrl0FILy9vcX169dFmzZtRGBgoNi3b5/aS6DyyLq7u4vbt2/nqs2q+Ncv8b6p8PPzU7d51apV3yQ0Q6FQiLdv3wq5XP7Z+965c0cAYvv27aKYk6OYvmyJCIwKz1TuxpsI0bJTR9GgQQPR5PteWt+iAWFZq7roc3CnevG8H5CrJaMHdvXtK2J10FXBd66Cei6CyqUF5RwFJezFyp3bxY03EeLMg7tixvIlwsRUJn4cP1YU/WmIMK/kLAp07SA6jR0pDGw0utqsLYRx0SLCIJ+1kIwMhb6xsXBoUFfUnzRGdPnzjzxd9+TkZLFs2TK5paVlgrm5uTdgJ/4Db+j/V5csbHGjj9/xlgxlV6HsDZMyrP+qthgwNjQ0XG9kZJQ0cuTI5Ldv32a+UbIgLCxMBAUFfTWbceXKFbU3q0ZxfWFr9ul32bJlS/WYgf79+6tj51X2ee3ateqy27dvT/eb7t2pjrC3txcNGjQQBxe2FgMb2oguNa1EVMh5YWeptPV21ibC3NRQyIz1xaZNm3Ll6Xz+/Lm61+1Lr0FycrK6x4tv6GlNSUnJ8zgKVbjTlnVzReFCduJpkPYwh5cvX6qft7VrVM7SFh9a1Frc2NJN7UlNiLyW7RIfH69eND+/feYnuroaiq6uhqJDJQNR10lfdHU1FLOnDhdPgo6JuLg4cfXqVdGjRw/h6OgoNi/9QSyb1Vf06/qdWLtsmpg7/dO4DGsZoqZzAVG6qJWwNtUX+nqIgpYGonsta/Fbj8LpQkw+h6dPn4rOnTvHm5qavtfT0xsA6In/gM36GktePa7Lgf5CCGuNdWcAfSFEwwxlvYCBIrPHtTJwC+gmhNj92Y1IX1dhc3Nzz4SEhHYKhULasmUL/fr101o2ISGBsZs8eRH8kOd37/M69BnRr6NITUlGkaZ8S+7z4w8UdXKgRJmy2NjlR54m531Ba/Vb6o/lPo0sXXv3GpHPnlNWZsXt6wHUrP8dAsHhv3bhtWwFNna2lCxbjmsa3tNOnTqxadMmDA2VGbg2b96Mi4sL3333HV5eXnTp0oWJEydy9uxZQkNDGTRoEJcvX2bIkCEMHz4cAF9fX1xdXTE3N0eSJCIiIoiNjaVUqVJIksT8+fPZs2cP4eHhuLm5MWvWLEqUKJHlNbS0tFR7a33On6Vb/UZ5+i5u376Ni4uL+vOOHTvo2bNnnur6HBZfPsPTm7cxi45n0bTpoBAYmBhjoK+PJElM278TmyKFgfTfnzYSEhIYMGAAly5d4uXLl+r1aWlpbHh0i1p29gCEv3hBG9fqeJ8+QaPyFSlSpIi6rMwmH528VvPCP4AnUW+QlXCkVoVPmX7qly6dq/NSHQvgatSntgwbOjhT2Rv7fdX/P7x7D+91f3DAeycApmVKYWhrQwlzC54F3SWtuD0xhsr7vZRbBwDk8Qnkj4ziVeAtou4FkyqXg54epKRibGpKkRKO1Grfhp1nfOHjb0G177iO7Xn/OhKhULDx0mXkKSk8n78MPYUiVZKkX1JTU9cKIeTo+KpkYYsbofS49hBC+Gis/xHwRNmFGKGx/mva4lbGxsY7kpOTrQFiY2PJyssaGhrKro2T+cPTh3cJgqRUQZoCNJyVlC2gRz5TCZkhtK1ZECtTfXyvqZvOrhsp6v87VjYkJkn5PHufIHCw0SM2WXDpqZykNLA0gVQ5qJyjkiSxdetWOnfurG5PQEAAt27dwtPTE39/fx4fGsukFWd5/SENU0tL+nSqy++ex/hzehN6zzyFgb7E3nktSXoRTNupuxBCsGZMR4raGFKuRk1S0xS0n3AMWzsbMLCmd+/eTJw4McterQcPHqhH4uvr6/PhwwfMzMzy9F107dqVPXv2qD/n5Vn/uQghOLdnKlPGLyAsWsHrOAk9fUMMDAxIS0ujc+fObNiwASBXvYHnzp3Dw8ODW7duERendBrOnzWake59lMczc0aKv8eM39bgs+8M+65f4dShw0wYNFRdR10nfezMJULfKVg2pS3W5sYAFKqslCpW9rWyPyezTxl3pPh76s9S/D0A+rWoq97uYm/A2E3n1fspFAq8vb3x8vLi6tWrAHRsWY181maEvkrE/9oN1oxvwKFDfgB4jOnIkxvXCIlM4XxwHHfCkgiPTkVfEigECD1DbPKZU72yE/Ght8ln+klWrdy0lIjb51AoBJMX7MfYAIz04fEbObdeCkxNTR8nJCR0E0LczPHC/8fJq3BdB3QUQhTUWHcfuCOE6Jah7DxgkhbhWhp4CPQTQvyZp8ZLkp6+vr67kZHRgp9++smod+/ehs7OzpiYmKjLyOVyHjx4wJs3b/D19WXFmjUULVcaJ5dKFHMuRyEnB2wKF6JmgWKEPHzI0T17scqXj1dhYbwICSUyPIIkeSpJ8QmUrOJCg55dyf/yDefOnSMs9gMvHzzEyMCQ6HfvsCtUiKiIT0bV3sGBrgP6kZKczNr5C9XrixYtyokTJzgTdJOwkBAcS5VCT0+fHzt3TXd+tra22Nvb8+uvv9KhQwfs7OyYPXs2R48e5ejRo6SlpSFJEpaWlnz48AFQpozq2vVTPWFhYYwYMYLChQuzZcsWrdcxMTERU1NTijo68CL0GWNmzWDJ9Jl5+UqYOnUqc+fOVX9+9+4d+fLly1NduSEmJoYJEyawZds2nFwqUjhffs68fAwyE/pMnkLYZX/Oz1N2ybg0bUSpaq70rFGPpk2b5tiu+Ph4Tp8+rX54tG/fnu86d+DqoaOUr1yZMhWd8fe7wJvXkcxZs5IGLVvgVqsu716F03jmZJ4bGiDp6VGrQnnG1W2krlclQP0ePQJIt00TTaHqPn8BoAwp2L5wPvBJNGqGHKydNFH9fy07e9LS0ggPe0H70T+CJFHKrYNaQKvEs6YI7jNhkrJ+ISApWSlcS5ejS6uWvA99Tui+wzx98AAMDSA1DfT1MCtaDIf8Nty7cPlT4/UkkCQMLMyR0hTopaa+Tk5O7iOEOJ3tRdfxWWRhixuhJR2WJEkDgE2AkxAiVGP917DFhSwtLdebm5s3Wbx4sWm9evUoWrRoui7pd+/e8eLFC4KDg9m4ejbXb4diLsVjJZOwMZUwMZAwN4a4FIhLFoR/EJgYKkWozMSQNzEpJKaCzBDsrfRYsH4/Bw8e5P79+9wLvERMskDVg6+vh/p/PQkKWEgUz6dHQJgcjV5+KhTSw95aj/cJCuQKsDHVw6FsKTYeCqaIrSmv3iSoy/ru82Toj2MJi4xnfB9XFIWacvz4cXXKLGMjAyQ9iaQkpTK+f24h1pZKcZa/wg8cPHiQwYMHc+TIEerVq6f1Onp6euLu7q7+HBcXlyfhmpKSgrGxsfrzkCFDWL9+/WfX8zn4+/szePBgYt6Hkxr7DnNjCa/Z7TE21KdMl43UrFmThw8fUqBAAXr06EHp0qVxdXWlXr16OYanPX78mCtXrhAbG0ubNm1IenubctXaA9CwYUNKFrfB6899NG7cmJUrV/Ly5UtatmxJvdpVWL1kCgVlr9UCVVOIxjxUhnBE3D6nDgvQRFW2fz1rejcuCoCTa3V1WU3Rmh1bLkbz4dVVkpNTGN835+yhW09cAmDxwAYkpgoCwtKoUtQAQz1wGz6JMxfv8rvnMQzS4kmVg1wIKlcug4mxIU+fhPH0VUy6+gwkMDKEVGEolyTpZEpKSlfxP5xCK6/C9TdgnBDCSGPd53pcawFXgDZCiGN5aEP5WrVq3bsecJ0uE8bQ5PteQHpvWnh4OEWKFMHOzo5CDsWpVqc2Tq2bUtDJIVN9mp6tjFyJfMH78AgCT5zm+rETlHCpTPl6tdE3MMC+TClaOLuQlpZGJWtb/ti7izeRUdRq8B3hL15yYv8BfLw2q+uSyWQkJSWp334lPT1s7eyIj4vD1cWFqlWrsnbtWuRyOZaWljRu3Jj169dToEABAKpWrcqbN28YOXIkpqam/PTTTxw4cIAyZcpQrVo1EhISmDJlCh4eHjxMjGXBZA92rt9IkyZN2LNnD9bW1tpOkfbt23Po0CFs7Gw5HOBPnWJOOX4HSUlJ7Ny5k4cPHxISEkJQUBDv3r2jR48eDBw4kMqVK+dYx5cwcv0qts+YS8OmTWkwcigyCwv191ilYyv6TJgEgItNflISE3lw5RovHz0h+N593gU/RL9YUSyqVsbEoTihvy3G0DY/ZhXKYdO0Ea1sbdm6dj1xQcq3aixMITkVUpQPpZU7t/Py2TOO7zvIjStXABg0eiT5qlVm8fdDAKgz5ieiCtiphWJW4jUr4apZDvIuXlVU6dgq3T6qOFrILF4B9TEApJJlAOjZsSPFk1OIex/N6j/WKtVBaiqFqtci9kYQ8Xfu0W7EMFoNHcDifQdIiXpLcsRryr1+x61bt+RGRkbr3rx5M04IkZjlSevINVnY4kZ8nnDNsy2WJEn6fVpvxayle0lNSeXE8nZYmCp7klz7qZ29rF+/nh9++IFKlSoR9ewOo4d3p0f72owfllksaKN346J4n32BQiGIThI8ilKQlApFLCWsZBJ6EuQzVf4FmL/7Pt83V3ouC5hLhEUrCI8RRMR8et7pSaDQePzp64GhHhgYGtK6TnGCnrwl+Fk0+hLoGxqwc/PvnNm7gVW7lUL1u7JmPPlgyvH9nvQbPIZ30fGc/msyh6/pM2bMGKwsTdm2YhjVXUrw84DR7L2lzN/q5eXFwIEDtZ7ns2fPcHR0BODXX39l2rRpubo+T58+ZefOnURGRvLw4UP8/f0pV64cffv2pVevXlhZWeWqnryQmJjI5LFD2bJlJ4Ma2TBuznQkSWLEwDHqGNIyXTcDSo+yXC7n4MGDhIWFERAQwJs3b+javjFDBnTm2IkLTJqxjBYNKjKoV0NqtPgFHx8fdmzfxO07DwEo75iP0PAYEpPl1KxWiclTf+XCmX0sXrlV3aagoCAWLFjAtm3blJ9Pz8PWxiJL8Rpx+xzAPy5etXlps2PriUssHtgAgFsvlfePi70BQ+Ys4l10HDeCnmFhYcLK+StJTlO+uHXu24OZv/sQl5hGi3IGWBhDchrEJAnexCkI+wByySgmKTm1h1wu983u+P9V8ipc+wFbgGJCiBcf1/0GjANKaKyToRwgUECLcO0J7ABKCiFyHYEsSZLBr7/+mrpixQqauw/m2b1gLu05gNtPQ+nbtTvlKlfCNX9BFAoFh65dYUCbdgz3mEyX/t+r69AUA9kJ1t8v/a0WFZr7ZIe2+oYNHMTVQ0exLVCAfHa2PLp7DwNDQ/yePuTBnbsc37efK3+fw8jYGFMzM6IiIngR+ozRM6Yxc8xYDA0Nef36tbqrf+fOnchkMkaPHk2/fv2YMGGC+q28VatW+Pr64v/qOYZGRjgZmLBnzx527NhBXFwcQ4YMYfDg9N3Mq1evZvTo0Ww76UuZihWoYlsox/N88OABvXr1ws7Ojvr16+Po6EjZsmWpWrUq+vr6lJo3A0mS2DVU6T1ITkoiPjYW6/z50dPTwzX/lw3UOnLkCL0H9GfggtkM6NCZbuvXAp8EXMlyn7rlVeucSpaiWGoq1g7FaeRSmVun/mbHyrXISjoRH/yQ1Ki36n1si9rTYkh//N6+Ie5uMO8jwkBmDPr6SvFqrvSk9JkwiaSYGPbMnM3U3xdRtGxpNq9dz5UVnlhaWxPx8CTwyfg9TIxV30sqsSiVLKNu77iO7dVtUN1LWd17Ko+tiqt37/P4yAEAPNdvzFRP1bEjlW158lC9TSVidw11V28PXLwi0zH9Hj3KNrxB1Zb6pUvz+/6D6bbVqlCeP5q24/Xr1/wybiyXL12OeR0R0VoIcSnLCnXkiixscSM+T7jm1RY7NKhVNjQ6JoEJ3cvQd9ZpbK1M+L5VGaauOYuJiQmmpqbEx8fT2NmKa8/ldHExyPXAIJVI8D77Qv1Z9X9uWblpqfr/O+eP03zUIQDKlSrMk6fhpCpgxKAWvAo4w6MoBe8TBHHJYGYM+hI8ey+QgAG1jChhq0/TDq04ee0FM9Zfo2WzesyeOhzfI7uZvmgPD/0WEZroQosWLQBwtDNEkqdRrbhyUOe8Xffw8vJi69attG/fnhEjRlC+/Cc7JYTA3t6epg2qMv/XMdjks0JmVz3b85PL5WzevJlJkybRu3dvihcvTpkyZXB1daVYsWIAJEReS3fNE/VL8PaeFxbmyoltCrn+/FnXVBOFQkG3bt1Iio+iq+MzrE311YObtPHhpbK7/FFIBHEmdalatSovX77kr22r2bhlDxtWz6JTr9Hp9unTpw+9e/fmw+s7XDzyJ7UqFKB4QQtCI2JxKmyBpZnyna1Mq/EcWudBwIMopi1ai4GBAQ1bD+RawB3mzJnDmDFjMrVHJSQfHFuoHqDl5FpdaxjBAz3l9ZzbrJh6ncozmlshqnlP3+wxBQDXv37TWlZVt+qaAYwYmPkc8kJEjIKgSENhamZ2LPz12z5CiOivUvG/RF6FqyMQAnQRQuz9uC5jVoFk4BfACeWALb0MdSxFGVNV9DOOW9PExORqUlISgYGBSMWLqEWWjZ0tLjVrUrZiBR5eC+Cqvz/xH2Ni2o0YhttPQ9PVpXq45jbuMKtYw6zKaAqzdcGB6bbHxsRgYWmZ5bFiP3zAwNAQF406oqOjadKkCQ8ePMDExARnZ2cGDBjAsGHDSE5O5sCBA+zYsYObN2+ybNky2rRpwx9//MG0adPo06cPEydOpESJEuTLl493796lO17dunWpU6cOs2fPBrTHHkVFRXHhwgWuXr3K5cuXuXfvHtOnT2f48OHpjKJCoaBRo0b4+flh4uRA1RIliP0QQ9jTEKLfvWPxFi+auLX5IuEaFBRE06ZNMerSDplDMbUwFU8ewoc4eBMNhQtD2VKU0vD6JjwJ4dUG5Vu5nZ0dVapUUc98o8axmDJ+s1plJDNTtaDUJohVIhFA+N1Q/9+5c2f27dvHggULmDAh/Ru8VL9Kus/C7wZ9D/2V6Ry1eWF/v/R3us/1S5dOJxhBeV+r2qXpjVV5YTXFsOo3oCp/Y7+v+t5Wbds11F19XJUHVuV9hU/ZEAC89+wFPl0jzeuj4sZ+X04ePMT8CZPlksTGt1FvRomvOJL9/zeysMWN+Dzh+lm2WJIkafiPvRSr1u2gaaNa7PNexqXbH2jVqhXly5fnwYMHzJ07l9DQUHZsWUeMxrfbtoIBJoZKe6F6iKuEzuKBDWjbvW26Y6kEBHwSEf1a1FV78lTbI26fY+7S/VrbqxkH263Kp1mpFEKgUEC/j0JEU7CoPHCR7xPxP6mMbqlQRvmsCdcvys+/+2FoaICxkRFtWtZn9LgZVKtWjVevXuHRpwong2KpVKYQE7+vQs0uk3HrMZ7g4GB8fHy4c+cOo0ePzhT/HxYWRvHixbl7967a66rNFt+6dYsrV64QEBDAsWPHsLe3Z+PGjWTMnhMcHKwWxt/3asfNW8GYmppw70EosbGxPLm0GFOZ8RcJVw8PD86dO8f2JV0xNlJ62q3sa5GamsbGrXsJDvlA68bOtGyaPjSicbvh6pjPChUqULhwYU6d+jTJW8EC+alcsQw1KtgxYlCLHNtxeeti9f+qkfiRkZEULFgQQ0NDbt++nWkWrzltP13bqYeVISGJUUrxqikWLctk9o5rek5d7JUvJiqPaLMdV9Tl+uXPPCNrRg9qVqheurISqxm3a76kqdZl9bK39cQlYuPimTB1MQePno/7EBPbVS6XH8+2Qf8h8pT36KPR8wfaaax7g3J06ntgK7AGOAXsAz5oqcYN2Jmb40mSpGdkZDRGT0/valKS0gp27NiRA947sMqXj/IulanXtAlVy5XHc8EizArY0vtHpVAdM3M6LYb011qvpmj9UjJ6Wm++fc264EBuvn2dqWx2ohXAwsoK2UeDJYTA19eXihUr8uCBMqXGzz//zPHjx2nevDn29vZYWFjQt29fjhw5wsmTJ2nTpg0A9+/fx9LSEh8fH1xcXBg2bGYqhEMAACAASURBVBghISGZjufm5sbz58+zbM+FCxeoUKECGzZswNTUlLFjx/LixQtGjBiRyXuSmJiIn58y0Ny4UAFadurIT5MnEnj9OgNHjWDehMkoFHmfXrnj+pXUbtIIvSb1kTkUS78xOQXuPVX2+QUGwd3gdJtNSzrhMH4kkrERScWKqEWrLL8NJX6dQrFRw5Aa1kFqUBvJTHn9NbvgM6IShqAUpKplX8QTHj9+nEm0QnqBq0Jb+qmMIhUyi1lNL6g6XrZje3W7VMKxZLny6jADlTCtZWfPuI7t05Wv0rEVtezs1dsAuq1fy7i6jRhXt5E6hEDTY6sSq6AUsb27dFZfM83ro6JKx1Y0b9+OP08c05eZm/9gmc86UpKkKpkK6sgV2mxxHvgcW1xIJpMFrlqnTK90+u+r7Dh0m40bN2JnZ4eNjQ2TJ09m4cKFbNmyhYIWehS2VNqIZmU+iVYVmqI1I5qiVYU2z5ZKZGZFYtR1EqOuE3Fzdbr1epKEwce0Q06u2j2bBfJ9mm47PlnB5vNvGb1MmSorLU3OnxvmsdlzDjeuHMHY2BgnJye8L0VTsZiMxSPrUr/3DOITEgkICMDR0ZEuXbqwaNEi/vzzz0yDVgsWLEjJkiV59uwZoF20jhw5knbt2nHlyhUqV67M0aNHuXLlSibRCuDj88nzWbxoYRbNHcuksYMJCQmhSEFrVm8+9UWidcmSJfy140+2/zFdLVpVLF65hZ27fXn5PJhOvUbz4mVEuu2nT59m6tSpNG/enLt376pF67JlywgOOMjVs94c2LkiV6JVG92qGPFzy6K4VTDg1atXWqeeVYlV+CRitXm4VXGwmqh60LaeuJSuCx/gVK/a6nJb32aWWKrBW6ryWaFNkGbcPmLgGK0CV7XO++wLejcuqn5JVNGvRV1+7tyctcumM23ij+Ymxka+drb5fSRJyttIwH+ZPHlcQf32vhzlCNWELMroA4HAGyFEU431tYBLQHkhxENt+2qULWxpabnL0dHRdePGjWbVq1fn6tWrtGvXDrlcjru7O7/++it6enqcOXOGH3/8kcePH6v3Lz52OEa2+dUP08DFKwClMFDlzFR1Z6u4GvUykydLE5VI1RQXqnIZu3ezC0XIjifBwSyY5EFw0B3kqakkJCTg1r0rR3w+Dfo9efIkzZs3p2TJkiQlJfHy5Uu2bdtG06ZN+fnnn5kzZw7Tp0/HycmJESNGqLuOMrJ48WIePXqEp6dnpm2vX7+mdevWjBw5kgEDBuSq7T169MDHx4fKlSvTo0cPwsLCOHz4MKampixfvpxWrVp99vWQy+X89ddfDP7pJyr16sL7j6L1SfB9pZBKTYPw9/AqQilcnRygSkVKVXZJV8+T4PtYPw/n/VmluLaqXQMDG2vy1a+r3q5C07uqSa0K5dX3jjavogptIlWFpudVVU7T85pRkGqGAag8nhlzv2q2R9Mrmp0HVBNVeIFmaIFmvGxWaPs9qNqkTfiXLFeetNg4Qn9TekmMjI0VhkaGC+Jj46YKIfL+VvP/Kbmxxdnsm2tbrK+v387Y2Hjbzz//LPPw8DC0srJi0qRJrFq1Cnt7ezZt2kS9evWQy+VMnDiRFStWkJqqjAmXGUJU2FX09PT48PJqlg/lEQPHqB+ydT7m61QJ00KVG6q9riqPmJV9rWw9WBm7WzW9thmPfXnrYrV3SnPbZp/zrNt2htdv4klMVIZml7bT41GU8lbdtmEe564+Zf369Tg7OxMWFkZCQgKRkZH4ndyG37XnDBw4kNq1a+Pn50fp0qWzHHBVtmxZdu7cSZUqmd/lDh06xODBg3ny5AkWFhZa99ckKipKPTZi5MiRFCpUCD8/Py5cuECrVq1YtWqVevvnEBkZiYeHB2fOnOHwX0twdLBP56G8EviYgb9spEhhO969j2Hp/Al0cGucaXT+m7fRuHX/haCgIOrUqUORAmZMGD2IijU7qMt8Dll112t63DOy75f0mXY6LXmq9rqq0NZVrxKdKhGqjQ8vr2bKWCDMnHmYqMzeU1YRpl7/4Jhy8PZhn8NAzt7Y7NB2X2eFk2t1zr5y5JfJi5AkCXNzs5jY2LgmQoiAPDfgX+BLMs3/CbwEflKtkCRptiRJ/SVJaiRJUheUya8rA79n2HcSyhyDORnKtqampvdHjBhRKyAgwKx6deXbUK1atZgyZQrv3r1j7ty5HDt2jHY9u9OhY0fCo6LA1hocCtPVewNGtvkz1avNm6Uit7GsuSEvojUoIJARPfswoHU7Gru15smjR+oRqEd3K71bVapUYdSoURw8/zezVi5j4cKFrFmzhkGDBtG3b1+8vLzYu3cvzs7OnDt3jtq1a2cpWkHpcd2zZ4/6TV/F/v37cXZ2pnXr1vTvr91rrY0dO3Zw9uxZRowYQXR0NKVKleLkyZMEBwfnSbR6e3tTokQJpi6cT0OPcZRpk+EtPCkZbgSDqUy5FC8EtuZIRkZa64suXpgSsyZTfOxw7Dq0UYvWjGTnbVV569N5XTXEIkDp+TMpPX/mp+0fPbJ6A9J7WFXrNQdDaXtxUh1L5fHU9HZmVUbzPLR5QDVRxdyqfgOBi1fgPn+B2lubFarymh7hWhXKkxL1FquQF4j49FrqSfB9DCzMKTVvBrOO7iUlOVkvPjZusqGhYZgkSUXQ8blkssWfQY62WJIkmaWl5QZbW9udJ06csFy0aJGhtbUyPeDMmTNJSEjg0aNHuLu7s337diqWK8Ymrw2UcLSnb5d69KpmxJQWsi+a2ESb9zWv5CYeMSU1jY07/qZxt7ms23aGdQsGc/78J5HyKEpBkcJ2VK5Yhti4BKwNXjGlQ0GaF4/Cz9cLuVxO985t2L3vBIsXL8bFxQVra2vKli2bbZaALl26pMvKoqJ79+6MGTOGvXv35kq0gjIcKiIiggMHDlCsWDGioqIYMGAAYWFh+Pj4fLZojY+PZ/DgwZQtWxY9PT0uXbqEg3PzdGXWbTuD+6RNDB3YlQ8xcVw89Scd3Bprrc82vzVXrlzhzp077N27l63eB6hUIXdpAnNCU7xF3FytXlTs+6UEN7d2z+Rpv7m1ezqhCunjXFX1qoSltp4CTTLWJcXfo4xM+f2pYmZBOSisbOsJ6lCZnLyxWbHrRoraE6uiTr+xnA+O42DAh0wp0UJuXqdxkVACNnXl99/GERsbZwlcNzIy+l2SpC+fiegfIs8eVwBJkmoDVYUQaz5+/hXoAxRBmVz3NjBPCHFAYx8TYAKwXggRnkW9Rubm5stkMln/PXv2mNavX1/r8eVyOYMHD+bo8eN0G9if0p1aM+YXZWC35uAUgAO+J+hfRRkDK4TIcYCANo9pxjRGmrMcZURzUFduBGxiQgLLZ83mzJFj/Dh+LD/37kuhQp8GSZ08eZIWLVowatQoli9fjqurKxZ2thSyzkdkZCTPnz+nadOmNGrUiB0H93PEZzclSpRg+/bt1K5dO5sjK3F3d8fBwYFJkyap13Xp0kU9C9O34uXLl5QvX54TJ05wy9pIHXuZLq71RaRSvJYqRmuLwhx7dAcK5dfqdcyINg9rVl7CrMhYPmPZWhXKq0WmePJQ3S5NcalCc8Q/KO+xjPeXpodVs1zGY2a8P3PbBhWaeWFVqAbBZeylUL0Muj4IY8MeH/IXKUyZGtXYPHkGRoULkdKkLpKBgfp4pdw6kPo+mvA/dyIZGNKssgvR0dGKGzduxCUlJf3Pjnb9VmS0xbncJze2uJyFhcWRZs2aFfby8pJllZXk3r17tGregOL2+Rkzahitm39HzCvljG6qh+iWi9FE3fmDc5eD2btxIwZ6sGrzMkDpFWo5Rzla/+HuAZnqz+iJyi7+L+NDX9MrphKtmp7YjHVEJwj8n6chM5TYc8yPqlWrIpN9Chno0KEDly5dolOnTqxfvx4LMxN6d6rLVb/L6EkQFmfC3BkjeR8dw9FTgZw7d44pU6bw008/YW+f/bMgKSkJGxsbXrx4gY2NDQCvXr2iZMmSvH79Gsscwsz+SWbOnElgYCBr1qxRtw3Se0Zd6nRh0xZvrK2tqV+/Pg8ePMhzHtq8IMXfyyQWNYm4fY5ClRuqvZAq4Rpy87r6f20DszS9xarjZCRjfldt6zTFqkrAqjywHBkBoDVWW9sgsIyDF1Ws3LSUFJt2/Prrr+zb4YXjx9nD3icIBja0oV1VZYaJuw+V4RsVyhTixO0YvC+9p1vvgfj7+5OcnJwYERFxPSYmposQIipTg74xXyRc/wkkSXKysLA4XLduXUdvb29TzR+IioiICNatW0doaCibN29m1tG9FHRyUIsaVXyeQi4n8PhpNoydDECxYsUwMDBACMGCBQsoUKAALi4u6nyeqnhUbaJV9WDO2AVaslz5LMWDqh05pTx6FxXFT917UaJMGSYvnEf9EmWyLAtw9epVWrRoQWBgIIULK5Pq37t3j5o1ayKE4MabCFJTUrh99AQ9e/bMleHw9/enefPmxMbG0q9fPypXroynpyeBgYFZJhD/N4iPj8fW1pb4+Hj6HdmVziup5m00PHkJ5RzhQxzVbIvg6elJjfGj4HUUJCWzceoMBp/zpVR5pSHJLvuAqgteJfQ000+pBJ/mfhnzoqrQHPWvKRo16+ndpXOmsABtAjMrSpYrn6NwBu0hBNmJVhWquFZVG1Xe17WTJmod4OjTcyA7tv7JtWvXWLFiBYkmhhATDy6lwcSIv39bQVhYGGfPnuX8+fPUrFmTrVu3oq+vD8D58+fp3LlzQlJS0rr4+PiJQohUdHwTjIyMvjc0NPRctmyZbMiQIZK2l/1Tp05x6NAhDhw4gKOjI3u3zkEmM8nUTfru/QeGjZrNYV9lt3/z5s25evUqrVq1wt3dHZlMRo0aNdReWc3u2oweUk1hmlHIZox3Dbl5XR1HqxI0KtHiffZFJgH8MlpBQJgcF3t9iueT2H0z69svJiaGNWvWcPGcL+vnKdOXW9nXYumqP/H4dQXz589nxIgRvHr1inv37tG+ffss69Lkl19+YenSpVhYWLB8+XK2bdtGgwYNmDFjRq72/6dYtmwZT548YcGCrHtgOnfujLm5OWvWrKF27dr07duXLl26sP3oYR7evQtCMH3seK0xp5podqerxJ6qaz2jiHyYGKsWgap4VNWAKs34VM2Qk6zIGIpywKQOtfyVtl+V/koz7CQrkax57/vO6w6gfjHTJnpzm5VAhWpwYsY2qdjve50N3n8za94q5s2bx+XLl2lVqyjhbxNYN7Eh72OTsazlgbe3N8bGxvz+++9cuHBB3bublpaGh4dH6urVq2Pj4+M7CSGyjon4BvynXMH6+vptTE1Nb02fPr3ssWPHtIpWgCdPnjBz5kxu3lROADGjTWfmeW1BHp/AT02U3RL+h48xrm5TtWgFMDY2ZsWKFaxatYoNGzbg4eGBo6NjOoOQXWyqNtGaFZqiNTvkcjmThg6jxnf1mOu5OkfRGh8fz7p163B2dlaLVgBnZ2fadOvCsAnjiH73jh86dWXIkCH8sXdXtvWpqFmzJtHR0cTGxqKnp8eJEyfw8fH510Srqltds2sdwMzMjPz5838aVBYdCyGvlAnyVdhYQT4LCH8DRezo3LkzNWrUgL8vwf1HEPJcmQIsNS3b7v/svk9tA5NUqO6L7L5rlRjWJkQzhgVojtTPjbjM2G5t56gthCAnUQyfMgmo2jipbTvE/UcM69KLkk9Cefe3H7uHjeHEpBmE37hFakIiQ8b9wowZM7h37x4UKwiG+pAmh0u3adSoEYsWLaJcuXI8fvyYzp07q0UrQIMGDbh//75ptWrVfrSwsLgsSVLOudl0fFUkSTK2sLDYXKhQIc/Lly+bDh06VKtoBdi4cSMrVqwgf/78nDt3jh79xxMZcoGwV29RKBSkpqbR/0cPipZtphatMpkMAwMDbt++TdmyZZk8eTKDBg3C0dGRGzduZIox1CS7LlRtojUjmqI1I9GJguthcuqXNMDBRi9b0QrKpPgb16+lfZtG6db/MFA5AUzv3r3x9fWldOnSdOjQgYTIa9nWp2LJkiXI5XKOHz/O9u3bKV26NFOnTs3Vvl9KQkKCeslImTJluH9faVvS0tKYO3cuJ0+eTFdm/fr1nD59mhs3bnDixAlOnjyJq6sri6ZM5cD2HRzw3sm6des+q00qwarprcyISuhqywCgIjfhJtqE6NWaStuvikPVFKU5zboFnwYgHp9aEcgsvOGTRzW3zF6yjxNXwxjvPpDxUxezYttNPOb70KjrXIZP3UJMXBIBQaE8efIEPz8/rl+/Tj4LYxpWKcLIJRdoOfowderUITExUT1jZt26n8SzgYEBCxYsMNy9e7eNpaWlr6mp6eQsjcA34D/hcZUkSc/U1HSOiYnJ6IMHD8qymlVEEyEEsbGxmRIrl6zqim3RIlw7cpxe0yehCH5Kp06daNmypdZulsjISCpWrEifPn14lBJP1ZZN6VyvUaZyGdMEqbg1UvnGY/7TwEyDZTJ28WrmuFRtG1KuMv1atqF0hQos3rwxxzRRCxcuZMOGDZw7dw4rK6tP3QzAvAmT8PHajK2tLW179cDGzo4nwcHs374j2zq/NVu2bGHg0KGI1FRKzJrMk+np89oNGjSI8PBwypQpw86dOylcuDC3YpUiFVAK1rAIbl8PpFKlSgghaNq0KWfPnoVKpcC2INjlp9THAQ/ZidfcCEVtXlcVuRlApUJbiIm2cppltXqcP6JtYoGMaIa5aOaMBe3TyMKnsJuUxEQm1G9JzXataeNaHblczrt376hWrRqSJDF+/HhUWT/u3buHnZ0dBw4coGPvnlClLNwNBdcKUNweSZJQbM6cBkyFXC5nxowZaUuXLo1NSEhoL4S4kGVhHV8NSZKKW1hYHGvQoIGTt7e3LDdd00IIVq1axciRI9OtnzXlJ3bsPkZiUjJzp4/g7ytPGDJkCNWrV0/3sqJi7dq1rFy5ks6dO/PCby3LvQ9jZGSoFizqrtWPoQSq8AGAtluUL7aaOTZB+4jsjF41Fe07jCIgTE5dJ338nuQ8OMbcWDkbV4XC6c9ld+lWsO8oVmbmmJiYsNPrN4aNns265dNp2DprYfWtSUlJoUOHDvj6+tK/f382bdqULqQuJiaG4sWL4+7uzoULF5AkSRmfevUi1h+dTD0bN6OYkyMn9h9EkiRCQkIoUaIEPXr0oG/fvgA0atQo23hn1TMtu/Em3xcvl64sQKGw9LMV1/dV9nDvGuqebiCUJppeeNVgQG0DqjIeK2MPrIpaFcqzvnZJrfurPK1Drzwheboyr/zn5oEF5T29dfcFNu74mxYNKuFYsSUxMTEkJCTQuXNntmzZwsGDBwkPD2fkyJEsX76c5ORkWtctQe2KBSnrkI+pnlfxntUMCzOjdBOFaOP58+e4ubklPH/+/HxMTEwPIURMtjv8C3xzj6skSVYWFhYnK1asOPLevXu5Eq0f98PMzIwVO7bhpPGQfhJ4k6sHj2Jd0I5t0+fg7e1Nt27dsowNKlCgAOfPn6dAgQIcWbMenuZ+cJamaM2JrISEtY0NTdu6cebwETymejD31CF13ldtDBw4kJcvX2qdCWXSgnn88ccfnD17llEzptG0nRvnT5wkMEpr+Np/gsTEREaNGoXhx0F0ci/vTGVWrFhB69at+fDhA87Ozty6dQueRyi9eACJyVCkgFq0durUSSlaAWTGSMXtkWQmmer9J8hpAJQmuRWzWZXNiGbWgKy8v+rsFxXKZ3oJyxgXnpH7l/1xqFie3jMmY92hOVOmTOH333+nV69e9OzZk7CwMKKiooiKisLOzg6FQkHHjh0xc3RQ5sYtlA+u3YR9xxAxcdkeS19fnzlz5hjs2rUrn4WFxQkTExP3bHfQ8cVIktTA1NT0toeHR9lDhw7lSrR+3I8OHTpkGlQ047c1BD8MYeyI/vQZPIn169dTq1YtraIVYNiwYcycORP/gyvYcv4dKSlZezw1RWtWZJVGSBsjBo7BwUYPhYDHUQq6uBoxs40sXa7PjDja6JGmJQeGZCqDDq1YtmwZ9/x3U6tGZdq7NWbrmoXc3No91236t/nzzz/VL55btmxh06b0aaAsLS25ePEiCoUCCwsLLly4wPv379m0fKW6TNjTEGYsX4okSQQFBVG+iisAISEhNGnShCZNmnzRIL3siCjWNctt2XlrVai88dnFyKpQhf5ps9dDrzxJ91klWFUCdn3tkhj/qpxZOWPMdW4YMXAMJ88H8csPrfEY1YGxY8cya9YsFi1aRJ06dfD09OTVq1cIIVi+fDkAvr6+nA18RQUnGyqWsMGldH5a/XKEuZsDCNjcLdvjFS9enOvXr5t27dq1sbm5+e2PU0R/U76px1WSpNLm5uanevXqVXD16tXGhoaGOe6TmJjIiRMn+Pvvv1m2bJl6fZs2bWjfvr06rqhfv37Y2tp+VntKVXOlxeD+/NCjN5B+MFZGL2pGIZHR05abMAIVj67fIORWEB+i3nDlwGF6z5iM58jxmX7gCoWCOXPmcPToUTxzSG0E4HfyFBMGDeXsw3vULuqYY/lvwfPnzylVqhRFRrsT/udf1C1X/pPozECvXr149+6dMv+qgT7YWrPSYybLly9n6dKltG3bloiICMqVK8eHwvmUkxGUsAdJopRbh0ye1tx4V3ODtilSgUwDoDRnyMpIVgOwckphlRUZRWjGAYXZ1ZvlwK0Hz1gxbRYjRozIdTvGjx/PujMnKdito3rd2+Onef/3BSIjI7Gzs8uxjocPH9KiRYuEt2/f7oyLixumi3v9+piYmLgbGRkt3r17t0w181NOPH36lDNnzuDl5cXly5fV6+fNm8edO3d48eIF48ePp1WrVlmKVW3cvXuXpk0aEnJHOT5P1UWrQiVah8xZBHwKEZi7dH+6KTkh80CbjKIkY9fyypUr8ds6jfuv5aTKoVsVQxafyTw/RkREBK1bt6ZDNQM6NnDKNHGBClU3884+7chvacLUgdVy9HB9K2bMmIG/vz+//fYbVatWTRfzqEl0dDQFCxZEkiSSk5OxsrLir7/+Yt++fRw6dOj/sXeeAVFcbxf/DZ2lKEVBARvYUcGuERVrjAWN3dg71qgYu2LvGmusCHaRqLFr7EaxF+wFBRULNqT3fT+ssy7DLiwKir7/8yWGmXvvzO7snXOf+zzn8OzZMwRBYMqUKWw6fwY9YyMsHYtRuFZ1ZTRSGsUUo+kAG54o9Lelc5aIjIqhxQKneRatNd6neK6mnFlInyurKQqsWr8izbMVIT5769/qKO9J/Bykz6P0+VFXqJWYLGf/7WTevIvQ2so3OTmZAgUKMKdfOVxLWGNbvg4xsQk4/TSCqq6OnL/yMPNOgL/++ivVy8srJj4+vk1KSsrhzFvkDL5ZxFUQhDoymezS3Llz7VetWpUhaY2Li8PPz4+CBQsik8lo2bIlf/75JwaGhoyZM5PExET27dtHv379ePz4McOHD88yaY2KiiL4ynXy2qSVCMksR1UdMiKt6lC8siuNenWl7ejh9Jo3Hb/ZCzC2K4CRgx02bTx4//49Pj4+OFd0Zce+vUxZo12OUPnKlahYozpDOnam9/wZrLiTu6TZTp48SeEGdUlKSiJ07mIM7Qrw3/lz/Or7l9rzTUxMCAkJUUTvklPg5VtGTpxA3nq1aD7BC6F8cQr0/I0PkZEKS1ZHe8W5H5HV70VbiIRVJLAZQVOagjYR1axAuu2vGmnNDNICMgBSUuHdB4asW6ahlXpMmjQJ+7hE3h07pZRiMaukSNlw7q8+NUGKEiVKEBQUJKtevXoHMzOzk4IgqC9t/x+yDEEQdM3MzJbb2trOvXz5cqakNSQkhKFDhyIIAo6OjvTp04fAwEDq16/P6dOnkcvljB49mo0bN3LixAmaNm2aJdIKcPCf9ILvmUGTa1ZGUJcPOXjwYKoX1aNbNQMKWerge1Uft2ol+alKCc7vnUxQUBBjx46lTGknGla3w8OtSKbjVLswi44Ni3P8ShjtvP6mcenMAzRfE0lJSUydOpUbN25w8OBBVqxYgZOTE4sXTFWbl2tkZIS+vj62trYKXd4PH2jRojkvnt5j1apVrNr1N/uuXODwjavoR8Xg2q0ThWtlrmwjQkwDyAoykrjUdG5GUVhpcZdIStXVvoj9acqzVSWn4jwsRmWlaQna5OGGfZBjIRPoUVt7jqOnp4efnx/j193j3pMIXgadxERmSOfWP3HhajBXD6eXYFMHT09PnQMHDpiZmpruMjQ0/Hz3ii/EN4m4GhgYdDU0NFyxc+dO4wYNGmR6fosWLdizR+ExPWDAAPr374+zs7PWntcZ4fHjx/Ts2ZOaNWvy59IlDFyxiE6NFM5TGclfaco11LRVLI2yqvYrQuxfnpJK/JOnhK3yxbKROzYyGXd27WOe71rqNf1Fq/sWf0zVHBw4v3s/O+cvpsecaZSrU4t+pSpm2j6nIRSyhZdvwako3A8GExOsbG0oWMmFe3sPMuvIXmTmZvQrVRGd7u2Rp6RgERauNA7QNTQgNSmJQrVqEBX2gndPn4EAJCSBizPIdEAlYi39XtLIaX0GpO5UyvuSFDxJ+1dXEKWpuEqdcYBULkuEVPVAqozgWKp0OitY6XhSwqoqDya/fRNuP1bIjlnnxQBdHMqVJV+ZkpxftoanoaEapX7CwsLw8PDgfmoy+X9thqCnR/CkGRjaFcS+b3cejPZW206KlJQUhg4dmujn5/cyOjq6rlwuT28D9z9oDUEQTMzMzHaXK1eu+t69e2WiuoomREZGKiM8JiYmLF26lObNm2NllV4r+3OwefNmpk6dSo8ePfD1WcHl0/58CDufjkRok4MIaXMexUiWWLAlVnhLIW7rimTj1esPHDwRxOgZ23hwfR/FKzSlddMqDOvzM46F1dcjiFvO0pzJlrVr8PB1Ki8iUzm1sjWVewSobf81cejGVUb26I2tpRUxPDjXxAAAIABJREFUMTFERUXx5MkTxo/sxfLV22jSqBbzpnsBClepmJgYnj9/Tr169UiMjyX8zTuMjY2wyGNGfffq7Dl0BrvChbh19RqWBWzpPmsKJapWAkgTbdT0nbm2VOh8q5MFFCGd+1SlJ1WhagaUkaGQKqSkecOTu+kMVsQ+xHOlKgGqhFhaGxPUS6HTKuq/irsGIsRn5eDMdsoCQlFBQHx2p24P5cHrVFJSwVImkORQilpNGvH09j1iI6O4cfK0Ro7g7+/PwIEDKWH2noJ5dPAc40X99jPZsnwgdWuU1tpJLTg4mHr16sW+e/fONzo6evDXNo75qsRVEATB2Nh4rJmZ2djjx4/LypRJH6JXh4SEBHR1ddHT+zxR3ozQsWNHtm7dSp8+fdi9eze9ls2nkMoPQyqxJUJdIYuUzEh/fNIfjbRQS1UWKTk+noAu/Wi7aTXXN26jXply9P6oUZsRpEnj4rU0KO7MlUNHmXF0b+4groYGUKowJKVA6AuIVWzHdfh7I4F/LscunzXNBvZlUJXamJcpCc9eIOjpYlquLBbubsSHPMHZpTyhp88Sa1cQWfFiDG/RjBM3b2FgIksnzi8lh5q2ygXHEunIpqZJVMxxlm5tuRUvrnGbS90CRrWtiE1zZinHlUZpRVIqjfRKJ/Bq+eyUuqvSccVnT9PnoEpuVWXCEqKiObLSh6Q373CqWIE7/+wjMUqRr3rjxg2cnZ3V9hcbG0vXrl05eesGdcZ5cX7ZamLfvOXtg2C152eEJUuWpI4ePfpDbGxsPblcfi3LHfwPCIKQz8zM7HiLFi0cfXx8jAw0mHVIERsbq9aK9EuRmpqqjMwuXryY9evXc/KkeitXVaIgRq6kCzfRIVEkQm2ibwGf8l5VUwfEf2vS6ly+eiu37gazeM5o7Es15r8do7G2NFO2E0mIKB6vToJLJM4R0Qm0HXeYLj+XYMGW69p/QDmEJVs2smjKNLafPoFnm/bo6elx5ugxPHu3Z/TwXpSv/it/zh5Fa48GBN6IpH///oSGhiIIAvv27eP169cYC695FvaKq0+jaNujG5V0LhIbl8Cbwm0wMDRMN6a6tAAR0vetph1PVXlJ6Za/lAxnRGilEI+J1yhen/TvqoVWoJjzu1qlpvmbprQIKcTr6FKo1CcN46ZL0pwjFh2KJHb6wl28jk4l1K46MitLDKNiuHnqP5ISEunSpQtr1qxB02/6woULtGrVira1rGhcvRAtRx1gVGdXpvhoVvNQh/fv39OkSZPYO3fuHI2MjGwrl8sTstTBF+CrpQoIgqBjamq63M7ObuzVq1e1Jq2gkLHKCdIKiigCKPKyXr16xbsXnzyVs0Jas4qMSCtASnIyggAx4W+4f+wUNdzrZt7n2RNAetK6ZOlykhOTsCpYIFeQ1rCwMEhJgTcf4NEzMFJMbu22+aKrr4dLt44E7tzD0fVb6DVjsqLRb7/iOHU8Nu1aYZDPGvMqFSngUo7qg/thUtIJQUcHXT096rtUyGBk7aCNTFRm0LQ1Ly2Iygji9ycl3SIp1yY1QTQKkI4rPtPaFJOJ42/+eweGZqY09RpCgS7tiSlbCo+VizDJr9iyqlitajr3NREymQx/f3/6tW7LIa/xRIY9x9y+YBqbW20xePBgHT8/PwuZTPafIAh1s9zB/3MIglDY1NT0ysCBA0ts2LBBa9IK5Ahp/XhNgEJZICIigkuXLpGamj6Io40NaFZIqzaIjYtHT1eXVb5/U7igeaakNSNERCZgZqyPjaVxhud9LYQGPyIhPp7Zo8cS8uAhZ44eo2vXrsyZOox81hbMnPw7PTwn8CjkGYP6d2PKlClERkYSGRmJm5sbv/76K780cqNvjzb87j0Ru8KFAZAZG6olrVJ8TlqAFGKEU3w2VIlxViGSSJFkitenjaPm+rcKOiUSVpHAZuW6SrTxVfxjX9o6gnFHFORcTIkZN6wl+Ux1qPzhAq7df6PM4L70XjAbQRDYsGED/fv3T+eSJaJq1aqcP3+ek/d18V5zkdRUOUULmme5cNDCwoITJ07I6tat28DMzOyUIAhfzR3jq0RcP+ZRrS9evLjH0aNHTTS5r3wLvH37lvDwcI4ePcqIMWNovmIBRh+raVUjZ9JoqUhetXEgUoVYNKOJSKj+/eWWv4m5fYd2o4bj3rlDur5UxeBV/195LdGxNHcoyZ79+yElBfOqlfhwPmurqpzA48ePGTNmDIIg0Lt3b3bs2MHy5cupUqUKc+fOJSQkhO7du1PAqRiRr9+yesd2SlcoT8URaeV2VF2YVKFNQZOUnIrkTJ2EGWTNvjedI4oEWYkAiMi/SlExK0ZyRIir+QqL0xawiNFg8RrEzy5m7kjg02Q/7+yJNOkEkN5pS4SmHOEWdnb8NXA4cR8jr1evXsXFxUXjvWzYsIG+ffvSqlUrNm9OryKhLY4fP07z5s1j4+LiWv/PaUs7CILgJJPJAqdNm2YxbNiwrCWf5jBu3ryJnp4eXl5e5M+fnyVLlqjd8pSSV9mvfYBPCzmp2YcI1Xmi23+K34vUa14ks2J6ghBzmydPX/BTox6YmJhw4MABihQpooyMiURVTAtYM35kun5TUlJYtS6AtX47uH3vEQBBgX9TrvonveZvBV9fXwICAqhQoQJ9+vShaNGiAEph+vPnzzNnzhxKORXAMq8pAauGIAhCugr+EsZmmUY6pdFT6TtVGtUUcT8uSuOcqe5c1b9LK/ozukbpPCwl1aJ6UOvrO4FPSgCZpaqo03qVtpEGnU7/rChaFZ/DBe0UwQHRcEPUM27WrpmyEM2teHGWDxzGvXOXSIiNpWPHjvj4+GBkpF5RJzo6mq5du7Jz505OnDhBnTqfZ6uckpJC3759E7Zv3/4gKiqqtlwuf/9ZHWUBOR5x/Uhat5crV67lyZMncxVpBbCysuL27dsMHjyYxOho9ngOJyk2LtNcmM9BVkgrgE1bDwr/8bta0ipCLpdzdP1mxjdqgXzTDuRbdkHQA7h+H249UsibpChkoyzq1kon8P8tULRoUbZu3cqWLVuoVKkSy5crXCovXrpIi86/MWbxQiwK2FC8ckWmHNxJ6Qrlv/EVZw3qKmW/FOF9FZOg6MIiQpyYRaIqQkpkM4KYeiCmBIiTp6oRgupxKf559oziVSrh9LHoqnbt2mzdulXjeF26dOHatWtqPdmzAnd3d/7991+ZiYnJ37q6utrrkP0/hSAIpWQy2YWFCxda5TbSCuDs7Ey/fv3Yt28f69atY+TIkZm2+RzSmlUUcijAhQsXCAoKokiRIumOi6T1z5FebL6UwPLLplgW+okyVTxo2noA5ar9SsCeM9x7qNiNqFqpHPZ2NhkaLXwtdO/enb1796YzExjo2Ye5M0Zx7NB2jI30mT6qLf4rBmdYX5Gd850U0sCBNDKaHZCaD0nTGKKXK3Ks/67Q6ovHkkZhpfJaogatmNc93P+Nxr683v8NKBYGrb1+R89AHyu7AmzZsgU3NzeePlWvYWtqasrff//N4cOHqVWr1mffi66uLmvWrDHs1q1bCVNT0/OCIGRP0nsGyNGIqyAIOmZmZpsrVKjQ/PDhwzJVv+fchJcvX+Lm5kbwkyfIk5LAxAhcSiqJprhSFB8uMW9Q0za/JskhqX2m6o/RxcpGqd+qzkpT1X5U7OPivoOs9RqnPMfa3o43z8Iwt7Zi385dHDx4kDkr/kLPIi9xDxUrfevmTXi9e//nfEw5Arlczvbt27l37x4bz/3H/f2HMbXNT6MuHdnx/CmCnp5GEX+pRavUllS1uCgjqEYaNZlHSCVPREgnzswm78zOVzcRixOqR7xCckhatSpOsOJzIyWxUiKtabKXFh+IuwrSl7640FLNoU2JjiF04TLqVq/BsWPHAOjXrx8rVqxQO1Z24vLly7i7u8fGxMT8L/KqAYIgOMpksgtLly616NGjR65xwJHC39+f9u3bo6eni66uLitXrqJt27YaF4Pq8stFSItqpNGszCxAM8t9FReRtqVdGL/yAscuK36nRob6xCcoFNuGDh1K06ZNGT9+PPb29uzY8WkXI+LZWfLY1cj8Q/lKePXqFdu3b+f58+cEbF3Hg8cvqV+rLP271KNpq65q22j6bO4dmKPc9s4sEitCGkWVthO/R01zsbZQtYjN6BzVa5VGX7v9pAjAiVv4Yn8mjdPKh4nv/FX1m2c6jnj/Ys6uNPovOm+JEBdMIsTnddmqLezef5Ibt4OJiIhQjHP/PsVzIBinCrlcjpeXV9Lq1auDo6Kiasjl8oicGivHIq6CIAimpqarS5Uq1fzgwYO5lrQC2NraKgoBUlMVVqLRcdk+RkakFciQtEqRmpLCMs/flaS1y9QJABR2LsOUg7s4deQoQUFBTJ8+HcsGdbFq6I7DkP4ASgKbWyAIAlZWVkycOJGIJ08p6l6bFisX0ahnV4QcymvOCJp0eqWSJ18T4rPyj5HiJSfVCRQnVZFQSqOt0hdBdkZGxBxaXVMTzCqU43LiJ6vIDh007xRkJypVqsShQ4dkxsbGf/8v5zU9BEGwNzExCZw/f37e3ExaAdq1a8fo4T1JTk4hISGRV69efRZp/VxoY+GpilcfkqjZdyfHLodR1VFGm6p5iE9IYtNST3b5DGP8+PE0atSICxcu0KtXL+7cucPE0Yq5+N6DkC++3uyEjY0Np0+fZuXKlTgWyc+iyZ3ZuMSTWlVLflZ/YjpFTkZiPxeZzeNS+Stp9NXvTPZzMpEki2lc4rMozvdSJQxRvUKESHR7d2vN1et3lHrbVatWzbI86OdAEATmzZun37lz56IfZQtNcmysnIq4mpiYTC9cuPDv586dk2nrwPItcfXqVVq2bMmTJ09w6daJdfMXAOklsTTl5YgQz5cWcGlSGNDUXlM1ZVJcPP7tuwNQsUdnSrdqRvSrcA4MG4O79xjM7QpS9OpdChUqxNy5c7GysuLKlU9OXH/88QezZ8/O7OP4qkhMTGTmzJmsXr2aUaNGYdAw7apVWiQnzeWVFilpipqKUetiJUsRF/wYfStL9C3ykpqUTNyDYN4dP03CszBwdoS8Zso8WDGHGBRFc3fPXSDqzGWKFi1K69atlXlh2QXVnC5NuVzq2qhCU46XpnaZPXdi1ba4CyFelxhx3d7Hk2nDR1K8bGlsCtoxrEs3AK5fv0758l8n1ePYsWM0b948OjY21u1/agMKCIJgaWpqennChAkOf/zxR65LD1AHT09PTpw4wd27d3n27BnqZLo07SJIn3uxYEZ8rsXIV2bSWiKkvx9Vuay9/16lzx+K38PN8zspVtSeYcNHcf/RS2aPa09kVBzXw/Kxf/9+wsPDuXHjRtp7+ApRsKwiKCiIOXPmcPLkSU6dOoXxB8XunBidLtlEsZsjjQaKn78mUX9N39f7t28JungZt0YN0NHR4enjEM4eO8asUWPJly8fU0+l30ARv8uEyCiCj5zgJ1MLHB0d6d69u8ZK+s+BdG7UNBdnlkcrIiPDA0i/EJNGltON83FhIO4YiN9FSkoKFhYWvHnzBhcXF0JDQ6lRowanT5/Osqby5yA1NZWuXbvG79mz51xkZGSjnDCMyZGIq5GRkaeFhcXvJ06c+C5IK8D8+fOJLuWEx5ollPlVfVg/N0Cemopjg7o0Wzaf0q0Ulaw6urokRsdwyGs8AZ37MGfOHPLly0dISAiBgYFMnDgRb29vWrRowejRmVeif20YGBgwadIkzp49y/Tp03mirRh/UjK8ekdSbNYi5NHXbvB87QZC5yziycLlvNr6N6/3HFCQVgBT9bsDkW/esmbEWAJmLaRs2bIEBQUxaNCgLI2tLaSFAtpGCESI50tfuJraieNpilqJiwNxQSZelxhxbbv6L8wt8vIm/DV1mzTGw0OxUKtQ4ctVHrRFvXr18PX1NZXJZMcEQSjy1QbOpRAEwdjMzOxY7969C34vpDU8PJxt27axbds2Hj9+rJa05hZYWpjQ5zd3Qs4vpFhRhWNXXHwCx8/epmrTSTToMIsRI0Zw8OBBgoKCuHXrFmPHjqVt27YsWLAg15FWgPLly7Nx40ZGjBhBx44dtW5388oVzh5T73ioCXK5HK/uvfi9c1cq5S/Iyjnz+LVGLQ7tVAQq3Nzc1LZzK16c8Nv32DNwBO+CH2Nvb8/y5cuVWu/ZhdwYKdYGOjo65MmTR1l0DhAYGMhff6k39smJ8detW2dUpUqVqmZmZhuF7BDclyDbI666urq/mJmZBVy6dMnYyckpW/vOKZw6dYoOHTpg3LcbOkaGypexNL9F221iTVFXdXawD0Z7K9MEAPqVqqgsoJLKcKmSmdSUFHbMW8QR302Kgzo6ilQHoFixYhw4cIASJb5c1ulro1mzZux7dBus8qTTMU2n3HArGN4rvpNCwwdikE/9dohqjqv8zTvYd4SjR4+yceNG1q1bh4ODgzKBvV+/fqy8lVYm57c/RiOXyzkydgpGecy5snsfkydPZsmSJRgZGfH27dsM70nbPNiMbAUhvfC1iMyiqplBUw6aNEdQjLpq0rV9vm4T5pVdeLFpO8nJyejr62Npacm5c+cQ54IcmMPSYfHixanjxo17Gh0d7ZKTeVa5GYIg6Jibm+9u2LBhPX9/f+Oc8ofPbnTt2hVzc3PmzJmj9WJNk9amCOlxMfIlhXG+ysTGfkp1kclkXHv7Kk2fUoOCPHbVCH/9jp8adiHseTigKPgV54R+/fqxfPnydPbduR3Pnz+nYsWKPL6xV+1xVZH9F8+e8ctHi902bdrg6+ur8XeuGnkdOnQop06d4tq1a2pl1q5du8Y5Q0VhsWoU8vGDB3Rt3JT5c+fy66+/UqxYMaKiopg9e7baQIJMJkvzvWYETXO1ttHX7Ia65w00R3dLGJsRFhZGjRo1CAkJwdTUlN27d+Ph4cGkSZMYM2YMBgYGX2UejomJoXr16rGPHj1aGBMTMz47+87WX5MgCBWMjIz8Dxw48N2Q1oiICLp27QqN3NExylx3LqehSmLV4fmTJ+xcsIQJjVtycb+KVbCeLjjYcPnyZR4+fJjrSev79++x7dAa+349aLJgBq39ViC0a8G+M/+BftrcVvlHVQSiYuHyHbhyFyKiQEeHQmVKIRgYELZyHfLklMwHDn0KlnlpsH4lq1evplkzRdR6/fr1zJo1i7Vr12J156lirI/YNGcWgiAQ+ew5+Z1Ls+HRTZYsWUKNGjV48eKFxqHEF6Y2BViq50nTR6TFf9J8q8yiqplBen3SaK+4ZSVGXcWiQ9WUjNSkZOJCn2DsVAxQWAxOmzaNd+/eUaJMaXR0dNAxMSYhIec1qocMGaLTvXt3W3Nz80OCIOQuf82vBFNT0/klS5Z037Rp03dDWrdt28b58+eZNGnSVx9bSlqBTEnrmVuJdOkzBpeabZSkFaBy5cqsWLGC8PBwVqxYketJ66VLl/BZ0JfdvsP5b9dErh2ezsld07E0Txukl8vlJCUlk5ycjO/ipVS3L8Ko3v1IjE9AZmKCR1N3AgICtFYLWbNmDXPmzMHY2Jjr169jaGhIly5d2L17N3Xq1MHV1ZVlnr+TnJycpp2Oji7RkZG8dizIgAWziIqK4tixYwwcqN71KbN36vcE8dnTpA17Py6Kw4cPU69ePeVz17RpU3R0dJg9bx7WBRQ2vWvXrs3xazUxMeHIkSMyMzOzYQYGBuqr+z4T2RZxFQTB1sTE5IaPj491u3ZZE7L9VkhKSqJhw4a4urqy10ZhZShGW0VIV1jaQhS/lkJVPzTVd5tSgF26RSu6cKiurJ6FhNKjaQt+/rUlw3r3JU+ePLRp04bOnTszdOjQHDNpyG7cu3ePUqVKISvhRGpCAsY6usS+e0dCYiLkNYf6bgi6uhQpVITnvptICHuObX4bsWqRf//9l7dv39J2wXTWeo2jaHlnXj99xougW8yaNYvffvuN0vOmpRtXnirnxcJl1Ph9ALbly7Kxeft058THx9OkSRNu3LjBqFGj+OOfTSCuTmPjkQU/Z+ax/YTde4DPkJEMGTKEMWPGkJiYmKYfkVxKo6OZ5ZRKc58zW+GLkQrpS1fT3zVBqieoDlJli/O37hB55ToR/wXS0q0Ob968UW5NATRp0oSDBw8qcoZj4+FRGCtWrKBfv35aXdOXICUlhV9++SU2MDAwICoqqrv8W3hbfyPo6+v3yJ8//9KgoCBZdtmx5jQuXLhA06ZN2bVrF66urhp3HzRBGk1V3X3QVMQlVXXR9FuREtbA9fPZc+UDB65FMnnOMlq3bs3WrVvZuHEjixcvpkqVKtrddC7A7NmzGT16NA3cyhLxIZZXbyJJSExCLpfzx4BmdP5VUW/wz6HLTJgbwIfIOCytrHFycuKXX35h/fr1DBkyhIKWSfT0nMiCmSMZN/UvnJ2dmTt3Lo6OjmnGE7/XRyfPMGbMGC5evIimdMJTp07Rvn17ihQpwrOKzhg52Cl3eV5s/4fU1FTajfVis/cMUp69ZOrUqdSokValQXWRr2kulqqpaNJzzai4VTViLI3aq/u7NtC0k6bOYjYxIYER3XoiMzXl0c1bTJ8+HZGHvXjxgoIFC1KxcX3cf+vA7iUrCAm6ScS7dzlmKKKK27dvU61atbjo6OgGcrn8bHb0mS1LQUEQDM3MzA4NGzYs7/dCWgH+++8/3r9/z558ih+OlLTmNHS6pydOmiCXy1mzYCFvXr3Cd8kyKlasiKOjI1evXmXEiBHfDWkFMDc3RxAECvb4Dfv+Pfll0SzabFiF0K4FQqO6CB8TyBOev0CenILj5HGcP3+emzdv8uDBAw4fPkyePHnY7D2DDuNHcuXQEZITEngp06X7kIHUqFGDlLj0ea/y5CSSYmORWSry5iIjI7H+uQGmzmUwLVeWAp3bY9ygOieSI3jrYM0fkyYoUxEAMDbEpb47ywcOw75UcQ4ePIi3tzeWlpZcu5aztUCZ5bpKJ6DY2NgsTZRSPUFtkPDiFeHbd2FWoRylS5fm77//TnO8dOnSCiOCm8HwOAwKWtN//dfJs9LV1SUgIECWP3/+NoaGhkO/yqC5AIIg1DQyMlp25MiR74a0AixcuJCJEyfi6uqarf1KSasmiNFVbZCQlMq6k+8obmtI3759sbKyYuDAgQQGBn5XpBUgLi6Ofv36sWGxJ3v8RnBh32Su/zuDoCMzlaQVYO+Rawzt1Zh7p+dy/Phx9u7dy9ixYzEyMsLb25uXr94wedwAxngvoqp7XUpVq0LDhg1ZsGCB2nGfP3+OnZ2dcsv6zJkz9O3blxYtWuDp6ck/589iXrYku69cwLFJfaIC/kGeKlfu8pjVrsH1oycI3LmHDuNH0apVKxo0aMDAgQNJSfm085YdzlxfgtjYWK69fZWl50uEpp00KZEtmfqU0X36c+3CRUqXL8eUKVNQ5WF58+bFxsaGpOfhLOjWl4eXrjDa3++rkFaAMmXKsG3bNmOZTLZfEIRC2dFntkRczc3NfWrVqtVh79693822VGpqKg0bNiTSqRAlmymio2LFaVZzWUVoawUrzXUVc1lVf2TiNVzetZfevXunaZ+cnPxVqgNzCvHx8VhbW3P4VhAyU5N0UcXk5GSGeHpy48Rp5s6YSf/+/ZVt69SpQ2BgIGFhYUyePJnNmzfTokUL/P72V8iYFbPDUTAizv0nZI5FeXjrJgSHQGQ0WFrA6XMA6FtakN9Yxod8lpiULoE8KZkP5y+R8CoczE0gOQWiYqB0Uchrptwm37Q9AM5ehNh43t26Q6tWrZSe6kFBQcoIg7rVufg3qQ6wtGJf3WSblUnmc/O5VJ9n5bNcrDg8DAFTGUIBmzTny8NewtHTpCQnq90OjY6OpnHjxpw9e5ZOnTqxYMECbGxs0p2Xk3j8+DEVKlSIi4qKaiSXy//7qoN/ZQiCYCuTyW75+/tbNm3a9Ftfjta4ffs2bm5uBASexsLKKtO8Qum8q+73oomwarujIY12vb+zltJ1/yAqOl7Z14ABA1i2bFnWbzgXYeXKlZw9e5bZw6qqPX7tViiT5u/gxasITp25pDRgePjwIeXLl8fd3Z158+bRunVr5HI5NRo3ZN2iJRQvW4YBvfuwZMkSbty4gVwu5/Hjx/j5+aGvr0+BAgUYMkTh5lepUiWePn3K4MGDcXJy4vr166xZswZ7x2LktbTk6asXRL55x5SDOxEEQfldhT4Mpt+vbenrNZwx/Qco58jatWtz4MABjfcsdROUvodFiLueUhjnq6zNRwt8moszU30Rc4Yzypl98eIFi/zW0apzJ6pbxKZp16t5SyrVrMGqeeoXCkeOHKFTp068e/eOJUuW4On5dYN0ALNmzUqZMWPGvaioqIpyufyLcsa+OExnYGDQ1dbWtv2WLVu+G9IKcOjQIV6+fEmFQT0BzQLB3wL346KQy+XEx8UpSetvv/2Gn5/fd01YRURFRaGrq4uunvp78flzMc8fBDPafz39G6T9Xi5dukRSUhL79+9n6dKleHl5KXKbxPXXozCCgTw21sgci8LGj1FAM1O4dU/ZT/42HpQvXZIH8Z9eROaVXHi4fRtExypyho3twTht3rOgo4O8ZhXYEIClpSXBwcE4OjpSvHjxNBXQogWiNmLXn4usbj1JIbVprJbPLv3W7K17cC8YomOQN6wD4W+gQH7Ibw33g8HKAt3aFZH/lz7ibGpqytSpU2ncrCl7jh/j9qjhXBWLCb8SihYtyrZt24zbtGmzWxCE0nK5POuhj+8AgiDompub7xkyZIj590RaAcaNG8fYsWOxyKUR4sTERLb8E6gkrYcPH6Zhw4bf+KqyB+/fv8fERL3cZkJiEp5j1tHBowa9O9ZN4xr25s0b4uLi2L9/P3v37uX69evs37+f3n37UrO+O2ePHmfYsGEAXLlyhefPn9O+vWKHsUyZMty+rSBsP//8MyNHjqRo0aLKRW2LFi34448/2PzvQWJjYgiJj6ZUjarpCoo1RFwcAAAgAElEQVQKOzkyZeli+v3ahuLW+enduzdr1qxR1i1oi+C7d3AsVZp5u3anIa/r3+poJK9SfOlcLELT+yI+Pp7mzZsTHx/PnevXqVmvHqZRT2nVogFXIowJvnuPVl1+09hvgwYN+KlaOR6FPMN70nhqVypA2aots+WatcWoUaN0T58+XfT06dMrgB6ZNsgAXxRx/eh7fS0wMNDka2k1ZhfWrFnDtPU+1Bqp2EXUVLGtbcW1VLBek9+7KkQLOWl07sitIDyqKnJ1GjduzIEDB75KFeDXgre3N8HBwYz4cx6QPgK5Z+AI/lm/kbp166ZrK+ZN+vv707ZtW0CRz/jzzz9z5MgR6tSpw6hRo+jUqRO7d++mdsMGkJAIHVsi++cwseVKIZRySue2JYWoFatqe6rqzCXfdRBcnUk5eho3NzeMjIzYsWMH+vr6GjULNWkCa4ok9StVMdPPMrMJU1NelvTvfY8qpGTE6C8A72Lh7kNoUg/2HcHY2Jg+ffrg6+uLn58frVq1AgcbKGSrlriKKPxTdUxs8nF39wE6bPdjcyvNE2xOYdSoUUkrVqw4ExkZWe9HzHc1MTGZ4uLiMuLUqVOy721xW7VqVby9valbt65GTcyMag20dbPLrChShOrW7ORZfzF7gQ8AO3bsUDzzPxAKFCjA9u3bqVRS4Wevug199uxZPD09eaAmzeLly5cUKFBA0Ubl5xQcHKxUEPH29sbExITNmzezc+dOihQpwtixY6lWrRoeHh6Eh4enIc3iHCQtRs3IWOLRtRss8xxKxOs3vHjxgkKFCrF27dpMzU/EsaR5++pSpVysMt8lymge/lzjF7Hdm1fh9GrekgIO9lSoUplV8xbg7u5O/vz5OX78ON7e3gwYMIAzZ87g4uKicXfu+fPnlCxRnJbN62FtmZeFyzZk6XqyA5GRkZQsWTI2PDy8c0pKys7P7eezQ6SCIOiZmZntmjFjhvH3RlpBoTWWkpCY+YnfACJpBdi9e/cPRVpBse199qz6HO3YN29JiIjE1NRU7fHFixcTEBBAy5YtCQsLo27dumm261etWkWTJk3YvHkznTp1gmofyd+7D4q8n6hora5RNB1Qt/CQy+WKfsxN0dHR4d9//+Xhw4c8epQ1VzKlRbCGl3JGeapxry9lyes8s5e5uOOQxswhLh6MDBV6udZ5iStsw+JLJ3B3d1cocRQtqFB3uP8EoWtbjWN3dKur1Nr9VpRx2rRp+oUKFapiaGg45NtcQc5BEIRqenp6Xv7+/t8daQXFXByvsvORW/AgOFRJWgf16/jDkVa5XI5cLk9njCDi/PnzaMqTtrW1ZefOncq2Pj4+1K9fn+bNFfNItWrVmDBhAiNGjKBw4cL4+flhY2PDjBkz+Omnn9DR0SEsTLvCu4zwNiwMa3s7uuzehoODAzt27MDX1/eL+1WFOA9rmouzK9oqhThHp6Qk8+TRIwrY21O9bh1quNfFa8EcNm3aRHh4OKdPn2bSpEl4eHhkmCKRP39+jI0NMdDX50NUdJbeH9kFc3NzduzYITMyMvITBKHg5/bz2RFXY2PjcZUrVx5z6tQpk++RWJ07d47u3btz9+5dpW5qZh7vUhkiddBUBCB1cxKJgrT6/H5cFK7WtgAcuH6Zn8tnHnX73vD+/XssLS3p2LEjbm5uDDh9GN68h+RkbG4/JF+dmpRq2ZSupvl59uwZHz584PXr1wQFBRFvYcat02d5//IVf/75J7///ruyX9UoLChkae7cuUNsbCyBgYGYm5vj7u7OwoULGX/7KslR0SCXY1jQlsQ3b3ly8ACYGOHUqg3wSf9VVXcXFEV829b6sHT6LMo3cKdpw0bMmzCRxp69qdupndoIqiaHNOlxbVflGWm3So9p0rmUklkx8i3KXZEqh5dvIPQF6OpCosIAJTg4mEGDBikmyUrl4dVrMDBAHhyS9jqqloUrd8mbJy9DfFewbfocarRqQXWPplpFk7MbDx48wMXFJTY2NracXC7PXd7HnwlBEIxMTU3v+fj4FFJ99r8n9OjRQ5Ev2bUToP43oGmHQNNOmab2qtBUNS4qEyQnJ2NeUBFESE1N/eECCKCIik6ePJkuXbowcuRI7ke95/XLV1w8/R8Htm1n3gZfjE1kxD9+yqtXr4j/EML1G/d4ESPHxNSU/QF/kydPHvr37690ZCxQoAA3btxQkt7Lly/z66+/8uTJE0DxWU6bNo0DBw4wa9YsnJ2dOXfuHEbFCmFhbU3g8ROY581DqfLl0dPTS5eLqqrL3b5Fc457z+TDkzCa9e9JFUtbRo0axaLL/2EoM063MypGVDWpuqhGXNUpVAgxtzN1IRSRUaRf2remXTpxTi5jZclV3028uHiVwo7FCL57jxFTJ1OxmBMTJkzg0aNHbNmyhSFDhrB+/Xp+/vmTqtHLa8tY4nOYZT4HKVUkL3+tXEojj77cv7oXC4e0LpVfC2PHjk1etmzZiY/OWlkmoZ9FXAVBKCmTya7eunXLWDXv5XvCw4cPqV+/Pm5LFb7uGeW4ZrZ9JYUykvaRrCqJAJ8KcDShf59e8PApyOXIX2YsbP+9IiEhgXnz5qGvr8+oUR/tVPNbg64OIzp14WDoQ+4f+JcalSrj4OCAubk5crkcd3d3tpw7RWHnsizqNYCpU6fi5eXFzp078ff3x9/fH339T7Kd//33H25ubtStW5c9e/ZgYmLCzp07WbJkCUFBQbx79w47OzscHBy4e/cuERER1K5dm0U7/JV9qG4TSaXL4qKi+HfdRpKfh1PAwZ4OfXpha2eXpk1m1aTiMySmJlyZvxj4PGFrbYsKVfs2HaBINUpn7qCK5GSIjkP/3hNGjhzJlClT0NXVpWHDhhw5cRyqlIUrd6BUEeTX7pOcnMzdu3cp5/EzPApjwXpf3H/5mc2r1hB86Uo69YGviblz56ZMmzbtcmRkZPUfIWXA1NR0rru7+4A9e/Z8nRLhHMDIkSPJmzevMidSEzIqZMlsO1ZKBEQFGXXni+PcFeypmK8Au86dwaNaTa3v53vCpUuX2L17N+Hh4axcuRKAqm61MDA0pE2z5mze8TehD4Op7OpKgQIFkCe+o2TxwsTlLUxMdDTv37xl9fyFfPjwgbdv37J8+XIcHR3TFNSC4jueN28ePj4+dO/endTUVPr378/Zs2d5/PgxpqamCIJA4cKFefbsGS9evGC43ypKVK2k7EN1sSvOxeI7tmWhQlzYvR+bVB1q1apFr1690qQhSIukVN/d0ve1JgOizOSpRLk0SG+FK0KT+YWqoYMqxOdVzL19E/acI+s28iTwIqtXr6ZevXq8e/cOKysr5visRk9PjxVz5nE36AaCIPDhwweObp/EwtUHCHkchs94d/LlNabN2EMsW+tP48aN1Y6b00hISKBMmTIxoaGhfZKTk7dktX2Wi7MEQRDMzc39vL29Db9X0goKd6nU1FQ+PHlGnkL2Gs/7UlciVWRGWuVyuaIw6EM0FC7wxePlVhgaGjJu3DicpqmYabx9D6YmbNiwAYuqFWm6eA6bOqTP335fXpE/9VObliQnJ2NkZETHjh3V2hPWqlULuVyOra0tZmaKF9TFixc5fvw4jx49wsjIiODgYGrXrg3AoEGD1OZzaYKxmRkthigmuazq/GpCxRFDuDJ/cY4WdWW5bz09CH1BUkFrZpzaz4y6+5GfvsqOHTtwdHTkdUycIiL7PorU1FQaNGjAs2fP4NU7sDSnVoN63L52HSMjI06dOZMj96Qthg8frrtu3bqyMTExXYD13/RivhCCIJQxNTUduHr1avUexd8J3N3dmTZtWqbEVRM+N4dQHcT5/lqcJXv912OdPz8FC2eLgk+uROXKlalcuTL+/v5K4non6AbmefOwdetW6no0o13PHpQ2zQukXzwkJiSwbtESoqOjKVq0KHPnzlU7zty5c+nbty8lSpSgZ09FQXRCQgJ6enpcuXKF8uXLM2zYMJYvXw5AzZo1qWVmTbja3tLDqaILThVdMo28iwWpagtRPxNykzIIMbfJY1ctDXnNDmzv40nb1X8pC8cSYmI4t2svf58+jmWhQlx7+woXKxvWr1/PsrVr6DKgP/dv3uL4/dtYxSfj5uZGmTJleBT8gvkTOwNhBD18S0FrEwIDA78ZcTU0NGTz5s0m9erVWy4Iwn65XP4hK+0/h7i2t7W1dR48ePD3IyGgBjo6Ojg7O3PEazwLFy5UJjSLLhviD0CTtRooyIo6wXYxIifmR4ryV+LKTvy76hZ0Yvgbqoe9ptC7eIbPnM3QoT+29GRCQgJvDhxBVrI4HrO8SY5PYLCdE4ULF8baWr11q0wmo1+piqSkpNA/YBdD2mrnpR0UFMT69eu5f/++snK1WDGFw1NiYiJ58uRRblcGBwdrfAGqEy7PbPITo6/SPCjxeRL7ujJ/sXJ1Lf5XTF3R1hGrJJ9eKOJ1zdul8P0WU1Sk96I1rPLCs1cKlQVrxUvMzMyM3r17M3fuXAYMGMCECRPo1asXJ0+exNbWFmLiyCczZe7QEVy9epUiRYqwbfPmrI2bzdDV1cXX19fE3d19sSAIu79XS9iPAQTfadOmGdra2n7ry/kiFC9eXPkSXbFiBWXLlk3nWgWf5mKpJ6CmLVnVtiJhkWp1S9No5II9946cYMyYMTg6OnL0338pb6s5sPEjIDg4mPHjx+Pv70/dunWJiori6dOnVK5cWZkeoToHGeerjMvHf2/evJnk5GTy5cuX6TjFixfn7Nmz7Ny5E1NTU/T19REEgcqVFfJSRYoUwcbGho0bNzJx4kQEQdBIRMX5S9zaF9/DqufHxsYq3+uqBUvi81Pi47nK1K6PfSqfm49/Vz5XOg7KY5H316m9rpdBiloLMeIqTQmQkzbtQIRqJFbKOVSVDsysrKhUoxqD2v+G36F9mH00b2jZsiUTJkxgzsjRbN26lap2hZXBmkuXLpGamsrhizEcOBBIsWLFcK3WXK097tdEtWrVaN++vdH27dvnAFlypckScRUEQWZiYrJ07dq1Jt+T4L0m7N+/n3Xr1jFwoEK0XvRF/hLR4iwTAiDm7gMS9x6ieP/++Pj4aJQn+VEQEhJC/fr1STLQI/+vzdHR1cXAREalSpUyb4yCfPTo0YPRo0fz9OlTHB0dadSoUTqXkqtXr/L48WNq166Nl5eX2r6KFClCRISCu9Rp3IhGLT00jtuvVEVW3r3C+ddhXxxhlUpRfSv8NXoUnrNmIziWyDhdwD4/5DGB24/B2BDBzRX56avMmDGDqVOnoqury/bt25WFES9fvgQU39WtW7e4du1arnmuq1atStu2bQ0DAgImA9/lClFHR6dVvnz5ygwYMOC7DiCAgtBER0fTsWNHunfvzsWLF7/JdcTFxDB/4mTuXb7Cn3/+iYeH5rngR8GKFSsYN24cXl5e/PLLLwiCgImJCdouhqpXr469vT2dOnWiYcOGVK5cGVdX1zT5wO/evePQoUOYmprSsGHDdO5WIkaOHMnIkSN5/vw5t2/fxt3dPVvu8XORHXO0GI3NKDc2M6hGh82tLOmyZC7/zlrEhAGDmeer2MU1MzPj0aNHCIKAIAhpjDBEQ4bAwEAGDhzI5MmTv+ieshNz58412r59exdBEBbJ5XKtPcuzlOMqk8m8GzZsOPKff/75bvOp1MHDw4Nu3bphbW1NmTJlMJGHpDmuzsFC/JtYJCAtvlIXVRWhzHmVy+FRGLyP5PDuvT+MNmBmaN++PeXKlaOZZx8gbWREW6F9uVzOvn372L17N48ePeLq1ats376devXqAbB69WomTZpEpUqVOHnyJD169KBZs2a4uLgoowMpKSnEx8djYmKCXC7HwsqKgP9OYm2TP1MJFDEyr47AZtZWU76V1MBC1R44Zu7IDPsUIc2VUt0REJ/RoF4KnUPZr33UjpchgX39XuGCVaYY8qv30hx68+aNYkGSlMSHDx9o1aoVkyZN0ioa87Xx8uVLnJyc4mJiYpy/t0ItQRAMTE1NQ3fu3GnboEGDb3052YZXr17h7OxMcHAwN2/epEKFCujEKp5ZcQtWjGRpqjtQhRjF0pQ/qLpb8vrpM5b0GUzhcmXY57M+Vz6z2Y03b97g5OTEpmOHsStcGPi8ufjt27f4+vpy5coVAgMDsbW15cSJExgYGJCamkqdOnWQy+XKyvyePXvi4eGBg4ODcoy4uDj09fXR09MjICAAHx8fAgICMr0OdTUE2t6DOjUAqSygOCeKtQfsGwzA42vpK/KLuigix7bl66gdL49dtTT/L32ms4LExETatWuHiYkJPj4+aTTEQVGo3L9/f8zNzbG2tub333+nU6dOao1ivjUWLFiQOmXKlNMRERF1tW2j9V0IgmAJeC1YsOCHIq2gWK1cuHCBOnXq4ODgwJu3Ge8efkm+q2qhFi/fKnJaXUr+vyGtMTExHDx4kC5dunxRP4Ig0KxZMxZN78ueLbNYOncUHTp0YNCgQVy4cIHjx4/j5eXFtm3bOHLkCObm5vTu3ZvixYtTvnx5hg8fjkX+fMqigF69epGSkoJV/i9/YYkWf5nJqGSGDAmklsiKhasIVcKcDvkswMEW7oamO2Rtbc2RI0e4c+cOMpmMpUuX5loCYGtri5eXl765ufnsb30tWYWenl7vSpUqmf1IpBUUhhUxMTGMHj2an376iaEDun52X5qKYNRBLpezcshI6nRqy4U9B3LtM5vd2LJlCw0aNFCS1s+FlZUVI0aMYM2fw7gRuBUTIzlubm4sWLCAp0+fcv78ef755x9OnDjB1KlTuXjxIrVr18bW1paWLVvSuXNnzPPkQV9fn5r13JkyZQraSmxqEyTQNA9/LctTTRCJrKa0g4xgYGDAtm3buH//Pn5+fumOt2vXjtGjRxMaGkq3bt3o3LlzriStAIMGDdIxMjKqIghCLW3baB1xNTExmdOuXbvB69atM/rsK8ylmDx5MhvX+1DcqRDXrt0kYNUQihXOrzwuPmBSwiquzlQR+/YdI0u6YG9vT8GCBZk6dSqrVq3C2tqahIQEevToQWJiIpMOBihe/jaWYJ0X+emrOXuTuQQJCQmYm5sTHh6Ovr7+F08eqlp0wa+M+Oeff1i1ahVhYWEcPXqUOnXSrn5TUlI4e/Yse/fuRe5SinwO9vyzaDn1SpejTZs2Wk+YL1++ZPBgxeq7f//+WLk4pzsns5W/GC0Qc1pBsrBRg5hDiuImbYoGpVJr0nw+15Y/p2sjjbqqjcKGv4P7T6BKGeQXbqXr49y5c8hkMq0/y2+FyMhI7O3t4z5aEGaudZcLIAiCkUwme37ixAkL1e3AHwUFCxbEVKZP7Z8qc+f2Df5e/SmTQxqxAs3Pf0pKCg8ePMDY2BgrKyt0dHRo0qQJERERSsvR5s2bY29vj6urK9WrVyckJCTXpLN8DSxcuJCbN2+yZMmSbCFx4lwcFxfPuZuRbNu2jc2bN1O2bFkuXbqENL3w/fv37Nq1i9DQUNw7d+DqufOcPnyEn1xc8fT0xNhYu5rDAwcOMH36dJydnZk3bx4PE2IAzcV66u5VJLVqjVgAp6af0kbEnFOP+MAMr0vd8ypCjLaK52iyfFXdSVC3GKv9c3eMDA04deZyOrm2pKQkAgICaNWqFUZGuZu2rVu3jmHDhl2KiIjQalLTioILgmCempo6cNKkSbn77j8TP/30Ew8fPeHA4f/IZ2XG7ftZrzZMiovn3OIVnBwxnv79+1OuXDnc3NyYPHkyY8aMwdfXl0WLFrFjxw52794Nz8JBVwdSU//fkNaUlBQmTZpEqVKlcmT15+zszLhx47h37x5PnjxJR1pBkXPp5ubG7NmzcXStgLm1FWcCdnH8+HF+//135s2bp9VYISEhBAQEYGBgQLdu3XAy/PwXnrRgRBuoS1/RFuIW6dVdB7VukyYKm89CseB6pr7mt3r16rmetIJCDNvLy8vA3Nx80re+Fm2hq6vbtWrVqgY/ImkFhRLIg+AnhD59nuk8rIm0Xr16FVdXVzp37kyjRo1wcnKiZs2aXLp0iT179rBt2zZcXV05fPgwffr04dUrxe7ID6COpjVCQ0NZu3Ytzs7pF9xfCmNjI3755Rf8/Px4+vQpgYGB6UgrgIWFBT169MDb25s8FhaUcC7Ljg0Kx0SZTEZcXJxW4y1fvpwzZ85w9uxZpk2blt23A2QeUFCH7FAYyEwpY8OqGTwKCePiya3pjunr69OxY8dcT1oBunTpgpGRUWlBENQnQEugVcTVwMBgZLNmzbx37Njxw6UJgGL7ulGjRko3p7pulWk2ezamFnmVXsXq8qREAnBh7wF2z/6Tpk2bsmzZMkxMTIiPjycgIAAjIyNatGiBgYGBst2uXbto1b8v2Ckqr+V3tZdg+l6xd+9eli1bRlRUFNu3b1faBeYGzJw5k7FjxwJQtmxZbt68mWmblJQUnJ2d+fPPP9myZQtyuZw5c+YoKzm1jWCIubIixOhohcUKfWFtJkwpAVWXMytKsUlVBjRZEqtGWEU3LTEKsWL1WvzGepMQF8flA/9men25GW/fvsXBwSE+Li7OUS6XP//W15MRBEHQMTMze7J79247dXbIPwIuX76srDI3NjZk1uRh9OneGkifEyiVwYqNjWXgwIGcOHGCRYsWKW0/7969y5kzZ6hYsSKurq5pxmvcuDEdOnRg6tSpimrsqlVz/ia/IWJjY1mwYAErV65k0KBB/PHHH7nKWEH1Wh48eKC0j80IJ0+epFevXhw7dowqVarw119/0bhxY2Vf2szF6moWxAjn+reKIItU71WMvIptMkpP0RRRVUVmsm7qghRP7h7HpeE41i/qT9t+izX2/T1g8eLF8okTJx6OiIhIvxUoQaZhL0EQdAwNDUeMGjXqhyStAPv27ePs2bN06tSJcmWKE/Y8nDMBu7RqGx76lO0z53PkyBF8fX2VW01GRkZ07tyZNm3apCGtoIjWYW4KxkaQlMjBgwc5ePDgD7viP3fuHH369KFFixYcPnw4V5FWgNGjP9mchoeHc/z48Uzb6OrqMmvWLDp27EinTp348OED5cqVY//+/Tx9+hRvb2927dLuGcopZKYbnBEyynNNSkjg8sF/adyrWzri/b3BysqKTp06CYaGhv0zP/ubo56NjU0edTsJPwpEGcCqlcrRoU0Thv4xi/cRkVq1nT17NsnJyYSEhKTxqi9VqhS9evVKR1oBnjx5gqOjI/nz5yc0NJQdO3YQFBSUPTeTCzFkyBAuXLiAr68vo0aNylWkFeDChQsA6Onp0bp1a62sgOvUqUPZsmXp27cvf/31F6NGjcLDw4Nnz55x+PBhRo8erdCV1gKfo+0qttFUBJhdULfDsP/odcqVcqCKS7EcHftroGfPnkJSUlIdQRAy1Z/LNOIqCEJDJyenHffv3zfNbQ95diElJQVPT09Wr14NwKxZsxg9ejSPHj3ig7mCr0v95EUbOnlwCDx7gfzxE63Hu3fvHnXr1mX27NmsXbuWU6dOAXDq1Cnc3Nyy67ZyBe7evUuDBg2YM2cOnTp1+taXoxHHjh3D09OT+fPnM3DgQO7evatVjtWOHTto3bo1ixcvpmTJknh5efHgwQPlhPv48WMKFy6s8QUhrYpVZ0UojYp+TtGWmKMl1XNV178UnVr/muY8+fNXcO0m8vA3Wb6O3Ihr165Rq1attzExMTZyuTzlW1+PJlhYWOyfMWNGE0/PrKeWfC+4f/8+FSpUIDU1FQcHB8qWLUtKSgrT/NIvwqRW3HN/68mquQuUyiLaYMSIERgaGhIYGEhERATXrl0D+CGDCHPmzGHp0qXcuHGDPHnyfOvL0Yj27dvj6urKpUuXKF26NFOnTs20TWJiIq1ateLdu3d4e3tz4sQJVq1aRXJyMpGRkbRp0wY/P78sqQxkViOQEaRa3Kq5quJzK42galP0LW3TufcYmrf6je7du2fa9ntAnz59EjZs2DA3Pj5+QkbnZRpxzZMnT7/Bgwf/sKQVFNGzVatWKYttjI2NyZMnDzt37sy88eu3jGjdLkvjlSxZktKlS9OtWzfatWvHwoULNUYEvncsXbqU3r1752rSCgr3nmLFinHnzh1q1arFH3/8oVW7li1bAopIRnJyMkFBQcyfP195vFKlStjb2+Ph4cHIkSPp2bMnHTp0oEmTJlSsWJH/jhxV2+/n6AHnNEQCS8hTsC/AtGnTFPna3zlcXFyws7MzAGp/62vRBEEQ8sbFxdVT5xD3I6FEiRJERkaSmJhIcHAwrVu35ty5c4Q+DM6wXVx0NC+DQ7Czy5q+ct++fZk5cyaXLl1izZo1jBw5khUrVnzJLeRKiPUFgYGBuZq0AkydOpV58+YxYsQIVq5cqVxMZAQDAwMGDRrEuXPn+Pnnn5k5cyahoaGULq1YqN+4cYN8+fLh6upKz549GT58OJ07d6Zdu3a4ubnRtGlTpZ53ZvicqGxOuCBGRkVz/NQFShc2oFevXoSHa+szlnvRr18/QwMDg95CJoQzw4irIAhGhoaG70JCQoy/d3cWbeDt7a0U57137x41a9Zk3759dD5+QHmOWEhTccQQ5ElJsH0vL58+VToyaYsnT56wZ88epZ7d2LFjmT59evbdTC7AzZs3qVOnDkeOHPkuSPnDhw+pWrUqq1atol+/fvj7+1O/fv1M2/n4+NCrVy+KFClC/fr12bt3L2PGjGHp0qVs2rQJS0tLrl27xsOHD7G2tsbExAQzMzNSUlLo2bMnZ86cIT7fJx0+abW/uG0vEkd1pFaqAZtRhFVs7zlLoQQljeCK46nTII4Nfkz8jr1s2LCBpk2bUr16dQIDM66u/R4we/bs1OnTp2+MjIzs9q2vRR10dHS6N2rUaMnBgwdNv/W15DRSUlLImzcv0dHRjB8/HmNjYw4dOsThw4dJjbwBfNqWFXWK7+8/zKsbtwn9L+vP4t69e5HJZJw9e5YJEybw+vVrjcRRhGQAACAASURBVO593ysmTpzIoUOHOH8+ey1JcwpTpkzh33//pWbNmly9epUtW7ZgZWWVabsCBQrw8uVLunfvzoMHD7CzsyM2NpYiRYowfPhwXr16xfXr14mKisLGxgYDAwNsbGzYtm0bL168UNYrwKcoqarqi/j+zyxqKkZnIb2hUUYFtZqirtI2KSkpDPKaSWKqDGNjY3x8fNiyZUuaFJnvEXK5HDs7u5gXL17UkcvllzWdl5n9Vb2yZcsm2draftde2Npi0qRJ3Lt3j61btxIYGIiPjw9t27ZFv3dndCR5qgC8fgsWebQmrXK5nKNHj3Lu3DliY2MpXrw41tbWtGzZ8ruows4q+vTpw8yZM78L0grg5OREgwYNlBax7dq148KFCzg6OmbYrmfPntjb23Pq1CksLS3x9PRUuoB169YNMzMzTp48qTb1YOrUqdSqVYsxY8ZQr9tvX55zJpdDbDzy5BQEPd3P6yL4PoJjCYLv3lGS19T4BKJv3OLtoaP8u2cvFy5cwMrKCgeHnM3r+lpo27atzuTJk1sJgtBDLpenfuvrkSJv3rxdu3Tp8sOTVlDsgN25cwcHBwemTZtGbGws58+fx9vbm4nDW6tt8yroFvbVKms9RkREBP7+/jx9+hRdXV2aNGlCp06d0tQp/CgICgpi9erVWkUucwvGjh3LpEmT8PPzY/bs2XTp0oX9+/dn2u7FixdMmDCBvHnz4urqSq9evYiJiWHo0KFUqlSJyZMnK3dWVVG5cmXatWtH+fLl2bhxI+XKlVMe+z/2zjsup/6N4+9TGlKSRGRHqJRIMpO9IqPIisdj82R7zKfHyt6zZDxkhIfH3nvLHpEZoiTau87vj+O+20OK+PV+ve5Xd+f+nu/5ntPd91zn+l7X59o1cGgK4zU79ClfndV3rhAbFQ3fUIkzNaIo8uatP+OmLCIsPIL9h05Rq1YttLW1f4mHLUEQ6N27t8qKFSvsgAwN10w9rkWLFt0wderUfhMmTPimu+ns2bMZN24cKioq39LNd8Hf359evXrh6uqKvr4+dnZ2KBhUpFmflEt0QwYOAN/3kCgivk1bvSM1MTExVKtWDV/fJOF2ZWVlVFVV6dChA+7u7j+FbEV2efr0KcbGxoSFhaVJTsvPnD17Fjs7OzZu3MjFixcRRZF583KuUS+KIh07dkRVVZVdu3al2+bVq1dUqlQJqleEEsXk21MnSCX3jKb2qHrMc4HwKHj1DkLCUatWldKODgiCIFcmkKkDZBozK4ogighVpclWDAmFY+cgKgpLS0vWr18v12WsW7cuI0aMYMWKFTm4MvmPChUqhL1+/bqlKIr5yi0lCIKqsrJy8Pv371WKFy+e4358fX05ffo0jo6O+VaMPDnr16/n7t27LF++nPfv32NoaIi3116KaWrIPa6yZduJTVpz88rVLB8yIaVyQXIqVaqEi4sL3bt3z90T+cGMGzeOsLAw1q1b96OH8lUMHjwYLy8vjhw5gomJCZcuXcrW3zcjXr16RbVq1Thw4ACtWrVKt41MYeZW4Huuf0wrMpI6vjU9z+uD+FIc3buP6cOlPJgdO3ZgY2OTqWqAbP/k6gMxMTEoKysjCAIJCQls3LgRJycnSpQogYODAwsXLkRZWZnBgwfj6urKy5cvqVix4ldelfzHxYsX6dChw8vg4OAMM84ynL0EQRBEUezQrl27bw5u9fX1pXXr1hgbG8uzBvMrurq6nDp1Sv4P0qZNGx5fTVk7W74sq6wEsXFp+khISECoXBZBUx2hsArW1ta8e/cOX19fxowZw+XLl5k4cSIlS5YkNDSU+/fv06hRI/bs2fPLJAXMmTOHsWPH/lRGK0DTpk3ZsWMHTk5OmJiY4O3t/U39CYKAtrY25cuXz7BNxYoVsbGxgXeBEBIOT19DXHzavjLI9A977w/XH8JdHwgJZ+7cuZSKjSfG7/3XDTYmFu4+hcv3EA+eQNx/DI6egfJ6YNuGK1euYGRkBEgeCjc3N4YPH/51x8jHdOnSRVVJSan9jx5HOjSuXr16zLcYrSAlnxw+fBhFRUUcHR0JCgrKpeHlDb///jsrVqxAEATKlClDtWrVuHL9brptNbSL4+/vn2b7y5cvsXKwQ8+gCsXL6LJp0yZ5MuyRI0dwc3OjV69egHSfGjVqFIMGDeLly5d5d2LfkejoaBYtWsSUKVN+9FC+mrVr11KhQgW2bt1KtWrVvnkuVlJSQkNDI9O52M7ODkVFRfZu8cDvyBmOrNuQrb5lS/zzl26kiX41pg//g9LlyrJy5Urmzp2b4r6eXnni1Hh6elKuXDmKFi1K27ZtpdK8Hh7MmTMHHx8fli9fLr+3zp8/nxkzZlDhGyug5RcsLS2Ji4srIwhCxvJDoiim+wKqaGlpRSQmJoq5gbe3t2hqaioWLVpUfPbsWa70+T1o3bq1qG5qLFZx+Uv+olEt6WVqIKKqLMbExKTYZ9++fSKFVUSMKouUKi4aGxun23dCQoI4efJkEZC/mjdvLl67dk28ceOG+ODBg+9xinnC3LlzRSsrqx89jBzx7t07sVChQmJISIhYrlw5cfny5Tnu6++//xZVVVXFkJCQTNvFxsaKw4YNE2vWrCkaGxuL7u7u8u+Z4Ggvf93+6C/e/uif8rtoUF5ETTVFfwsXLhQtLS3FT58+iZEfboiRH26k/f4mfzUwkb6zFUqLN27cEAGxfv36YnR0dI7P/Wfj2LFjopaW1j0xgznxR70KFy68dNq0aQm5cY6JiYmiq6urWKhQIdHBwUGMi4vLjW7znICAABEQr1y5IkZERKR59evXT5w5c2aa/dq1ayda9bQXJ2zbKCoXVhXd3d3T7f/jx4+iqqpqirl4w4YNopeXl3jhwgXx48ePeX2KeUJMTIyor68v7tix40cPJUdMmTJFdHJyEnfs2CHq6+uLDx8+zFE/ISEhop6enjhy5Mgs2z58+FCsX7++2KZNG1FdXV2MjY0V13rfFNd635TPv7I5Nfnrw4cPYrNmzcRFixbJ+4qNjRUNDQ3FpUuXirucKor/jq4k/ju6Uprvr6zfiIgIcd++fWKZMmXEq1evij179hQBcd26dTk675+Vdu3ahQF9xAzmxMzWi2qYmJjE55aaQPXq1Vm2bBmhoaGMGTMmV/r8HlSvXh0xPp7EuLSeVdQLg7ISKqbVEBqbSa+enbEdPhRKaYNWUQgKwdXVNd2+FRQU5NeiTp061K9fnxIlSlCvXj2aNGmChYUFWlpaP01AfXL69OnDvXv30tSKzqx2dGZ8y75fS6lSpdDQ0ODDhw/s27ePFStW4Onp+dXHjo+PZ/HixWzevJmiRYtm2lZJSYlVq1Zx79497O3teZpMDitT+atnb+C1P1RJGWs6evRoKlSoQNWqVUlMzEbIZlAIqChBuVLMmDGDGjVqcOXKFSIiIrLe9xfBzMyMqKionK9F5hFFihSpXadOnVxZ2xcEgYEDB9K8eXO2b9/OsWPHcqPbPKdo0aKoq6vz7l36NSKGDx/O7EULCQkJkf5HP9zg/LHNXLl8EZsRgwn99AntMmXo379/uvtra2vL1QSaNGlC48aNmT9/Pubm5gwdOpQSJUpgY2NDXHr3gXyMsrIyvXv35s6dO3k2D+flXGxiYsLjx4/p0KEDI0aMoFWrVgQGBn71sc+cOUNYWBhz587Nsq2hoSGXL1/myJEjFCtWDD+/rFUE3rz1p3bt2mhra9O3b1/5diUlJfbv38+ECRN4ovN7tsa6ePFi5s2bR9GiRTly5AgaGhocP348W/v+KjRo0EBdWVm5ZkafZzoZKigo5Oq6tb6+Pvb29t8UM/i9cXZ2pkWVapQ/fRnXelY8mTA96UNBAL2S0tLuXR+4/QR2HQRVFSitDU98IT6BzMozTpgwAXV1dRwcHBg7diw7d+4EpEQhIyMjgoODqV+/PiVLlqREiRI8e/Ysr085VyhZsiSKiookJORbWcwMUVBQwMbGhnHjxlG+fHlmzZrF3Llzv+pcIiIi6NGjB7q6uunG02VG7dq1uXTpUrqfmdm2wcy2Dc8fe/Ps4BGIiiUi6DPi3ZTGrYKCgnyJTb1+Z9S6DKSeUQ3qGdWQx7qCVKRgrZu7ZLRGRkNMLNHR0bx//54WLVqQ2fJ0dHQ0tWvXplKlSvj4fL22bH4jP8d95vbY7OzsmDp1arZUM/IDqqqqHDx4kJEjR7JkyRICAgJQU1PDJyoMn6gwlrx7RkmjGlSoUIH27dtTrbYNvQZMZMncCfQro8zaEWPp0aZhhsmPL168YMqUKRgYGODu7o4oijx+LGWG168vVaE8ePAggwcPRhAEfvvtt+927t+Krq4uoaHZK+KQ32jdujVXr15l3759DBo0CFNTUzw8PL6qj4cPH9KzZ0/69++f7YqGMjKai58olJO/YpSq8LvTfAYMGICnp2eaJCl9fX0uXbrEsmXLUOu/h0pTkpQvZN9f3Te70X2zm1CfjWiVLcOeo0d4HhlGfHw8kZGRWcZd79u3DwMDAzp16vRV55dfyWq++64zddmyZdm5cyfVq+dell1eU6xYMTw9PWnRogX9+vWTnqaSx7Vqa4K5IZTQAv2y0L0jQiMLUFSEz6FQtmS6dZpllC5dmvDwcE6cOIGlpSU9evSgZcuW3L9/n7Jly7Jp0yaOHj2Kvr4++vr62RLFzw/ExcURFpZ1LE9UoFe6T/B3ggJSvHLC13gGUrdbuHAhUVFRrFy5knbt2lG8eHHGjx+frePeuXOHhg0bcufOHU6cOEHlyl9X1aR58+bcuXOHoP/S13iFL4Uvbt4FqwYZTsaFChVi9erVUuwsEB0aSkI6sbOAVMmtdAl44suJz34ElynOyfC0MYPJef36Nc+ePcPf3/+XSdD6f2HAgAHMnDnzp0oItbKy4vjx4/j4+FC7dm02b94sf5gUBIHGE0exa9cuunfvzuE9q3ly6wD2XVrzxk/6Hk8YnbGxqaamRqFChfDx8eHOnTuMHDmS9u3bU7VqVdzc3FiwYAFubm60atUKPT09ypQp813OOTeIjY3NMnciKtArw1dkZKT8fU7J6VyspKTEoUOHGDlyJH5+fri4uDBz5kxu3LiR4f4yYmNjcXNzw9jYmIEDB7J06dKvHnfHjh0z1aqOioykR48eFC1alLFjx2bYztzcHDs7Ow7ulBJ0379PmX/gX66b/P2EObO5e+MGXpcuMXDlIibs3Ey3bt3IjIsXL2JkZMT+/ftTrNb9qmSoKiAIgo21tfWW06dP52+14u9IeHg406ZNw93dnaZNm3LA9zGoKsPHYE66bqaF87ikxlExcNMbTA24sd4DURSpVasWSkpK2TpWbGzsT5fYlJxDhw4xZ84cTu5bBiQFr6enYZeedl3qAPb0MjGzenpOb3LMaJ/02j65fYg2nYfw/N5hohQrY2hoyNWrGWcu+/r60qlTJ/z9/bG2tsbNzQ119ZwpGNnY2NCrVy8OFpE8RLL62M8O7INPIfD4FZcvX5Z7gzLi48eP6OjogEkVuPcMShVH9A9CaCxJlN3edxSQrm9iYiIaFfSkCD+D8qBUCPHC7Qz7Pn36NM2bN2fnzp2sXr2as2fP5uhc8wtBQUGULVs2MioqKl/pIeno6JzfsGFDYxsbmx89lHyDl5cXTk5O+Pj4MHToUBwdHXn58iV37tyhR48eHAqXxNj7lK/OtGnTOHLkCKdOneL58+fo6upSpUqVbB1HFEXi4uJ+6rm4U6dOdOnSBft2Rim2h/hJIWiaevUy3V8sYiiftzPSGc3LuViIeMT4qYsoUkSNeYvdWbNmDXv37s10+dzNzY0JEyZQuXJlBg0axODBgzMdX0a8e/cOY2NjjnvfT+OACvQPYPnMWTx95M39m7eyvLfPnj2bG94P0dHVZf2iJdy6dQuhfNIDULXEN4D0d3n60p/2v6+iw4jBWDnYMbh67Uz71tPTw9LSktDQUPr375/vC/5khYuLC87OzgtiYmLSrQSUf9fG8iHq6uosWbJEbpjw9DXceARhkQwdOlSSx5LxKUT6+eAZbZtZYtHMGmXdkgh22bv5/MwTJcCpU6fkWqZ5RUbe2sye6L+mbXWDSlSrWhGnCfMoVKgQ6urq3Lt3L40nWBRFrl27hqOjI0ZGRrx7947t27fn2GgFcHBwYMGCBSTGp/KQ+n2AF35QoyKrPmZdZlhJSUn6Ozx8IcXBfgzOME5PQUGBz899pbCBx68kaaxMkGVxr1y5MkVcVwEF5DXm5uZcunSJS5cu8fLlS0xNTRk8eDB3796lTp06+PkkhVQtXrwYb29vKlfQY8CAAVhYWDBx4sRsxUcKgvBTz8UhISF4eXnl+Vzsf2dVpl7b9Mho/k6Pvg4d2bhlL//99x9GRkacO3cOIM1+YWFhbN26FScnJ/79919u3ryZY6MVoEyZMpiYmLBn8z8ptouiSM9mLYmPi2fx5g3ZckjVqFGDU/sPcvvKVXoMHMDGjRuppZ2+BnzVSrqM2+rOiY1b8DpyPEtv97t37/Dz8+PevXu0bt06+yf4k5JVAYIC0kFNTY3Ro0czatQo+dN4YGAgdevWZVz3AUTXroFGcS1EUaSUmx0AXYLM4b9j8C7z5ddfgRs3brBkyRKeP39OiJ+s6pj0dO9/75y8na6JFQCaX6Txkj/Np/awyp74s+slSE56daIzapP88ycK5Zi9dQcLnMbSpk0b9PT0uHbtGpWaNJDGK4p4nDjK2hmzCQwMpG/fvgwfPjxX4hEdHBzYvHkz28dNhDI6cs9oz+u3UCqsSs0e6Quxp0ZTUxMvLy9EUUQQBGrXrp2i0lXy85VVe3FYs4IDQ0fRuFvmVVg6duwIwIULF1BXV0dFRYXu3btnGhpTQAG5iYGBAVu2bCE2NhYlJSUEQeCff/7h79GT8PDwIL7oPSICrnNsrhQj2HrWbby9vTE3N2fq1Kk/ePR5z9ixY/H398fY2Fhu/MjmUBlZzanJV8mSv39yZD6QNI9nRmqPbWbVo9Kbi2saVcVj20769etHz549iY2N5dOnT/JQl+DgYPbs2YOTkxP169dn165dknMpF1i7di0NGzakTZfOaGppUS3xDaIoEhsdzeqFi7JdgKhLly507twZQRC4ceMGffr0kZweX7SIq30pDCb7O4zXg1oLJvL33DXQu0Wmfe/cuVMeB7tgwQJ69+6NsbFxDs84/1Pgcf0Gkj+N6+jocPToUfbs2cP0NrasHzOJtSPH8eRdtNRYFCEyCnRL/sARfx/Mzc1p3rz5L1EKVKNoUbZv3y4XwD579izhYWEsmzGLwZ278UevPjRt2hRvb28mT56ca3XABUHAyckJPqasn12iWhWCnr3IUX8A9vb2Ujzqx2B44svnz5/TtFVQVKB8w/q8vpy5moW6urq00oCkidm7d+9sxwEXUEBuIhNqB+jbty9jx46lX79+GNbtxJ/Tl+LyXwAJidIKwr1792jWrBmKijmrLPczMXXqVFRUVLKnLJLPadiwIWfPnpUnMO/bt48rV64wfPhwLCwsWLp0KQcOHODQoUO0b597cszVq1enUaNGXD59Vr5NEATMzc25devWV/Ul+46am5sTFxfHyZMn2TFrPqf+2ZZue+smdXn7NgDf1+mraciwt7eX57/MmzePmjVr8uhRxg8HPzsFrpFcpHr16pw5c4b379+za9cunJyc+Fy+PL6+L6g4aQy+gH4GCgOymEMA3n8EAfSataBwJUlU+Omfznl/ArmEIAiUL1+eT58+oamXMgbzP9Wk30u6pgw4r983Kbg99dP/URd7AB76SB5rIwPdLPeRo5B1WVLZ032oz0b5NrujUlLTroFDGTzLGW9vby5dukSTygZ07tyZP0ePwcrKisKFC/P+/XvCwsKoVq1alsfKLo0bN6Yoijz2PEwZ2zbSxqBgeB/EVpucVff5448/0NTU5Pd+/Vi/fj2tW7fmYeniCHqlubVoOfClwMaHT/A56+Q6e3t71qxZg52dHbt27WLp0qU8ePCAY8eO5ess/QJ+bYYNG8awYcO4evUqrq6u3HgRiZbNeoSIR3jfu4BJ9TJZxljeePeaNXPn07xDe0r6rKeCrjRH1Orr+d3O41vR1dUlISGBqKgowvwyfxBN7onNzopW0oqZ1Daj+FdI62HNzPMqn0EjUrYFKZZz165dWFpaMmCAVAho7ty5DBgwgNq1pTjQx48fU7p06VxzIgC0atWKsydOMWnQEO58qdsRoyCtun2tUgFI98gxY8bg4eHBWY+dKCgoIHrfY+HscajEJiVXFTXoT9VqNXgdpEpWKe0WFhacO3eO9u3bc+jQIYyMjNi5cyf29vZfPb78ToHhmgeULl2aP/74gz59+lC7dm2EquUl6Sw1Fan8ZnpGaGwcBHyC8EhJUxPwe7YJzQYWlGjbMk1zURSJiorK0T/N96Bjx478/vvvVKu2jVatWuF/ZxUAfZNPiJNS3gCST1AhXwxIWbZlpVoySSmvFL8nDz2Qv28vZbjLgt2TI1uGki3PyKqgyUqogmSoAjw7JBmL12ylJfGWLVty6dIlHjx4gKGhIe/evWPjxo3cuHGD3bt3o6ysTFRUVOYX5ivQ0NBg8ODBKb2YEdGSfnAOUVNTQ19fn507d7J27VrKli2Lo6MjT3bspYRt0nLU9B79ssxOjY6O5tWrV+zbtw9bW1sqVarEy5cvOXnyJDt37sTBwSHT/QsoIK+xtLTE0tKS9u3b07dvX86fP8/Fa48ZNmxYhvucPn2aq1evsnDRImKio9npLs1Fi0Y2oJm5Xpr20dHRKCkp5UsPrqqqKs2aNaNLly5s376d4sWLy+fir0E2Nyd/sE9NZsv/GZHcWE6eWQ/pz98ANWtK8p6mpqacOHGCEiVKcPr0aaZMmcLdu3c5c+YMc+bMYdKkSV89noxwdHTExcWFc+fO8biU9ADz6OFDubGcE2rWrMmkSZMoXrw4169fZ/bs2cxYtBOL8UnVCKMeefHhwwdUVFQy7evmzZvMnDkTNzc3tmzZQufOndm7dy/du3ena9eu+fK7+S0UuETyEC0tLfr16yeJxIsiJCamm/ASHh4Od3wgNBzUkwzREh3aEPM+gJezF2FmZkbt/r3RKF0KQRBQUFCgSJEiKT21+QhbW1s2bNiAg4MDDx48+NHDyRWGDRtGw4YN+e2339DT06N69ep4eXnRtGlTNm3aRMkyZXIs3ZURzs7OHD16FKJjpA3hkZDwbct+2trahIWFYWtrK7+hN2rUSPKyiiL4+LJ9+3Zmz56daT+bN2+mf//+WFlJnpfkZTJ7/j0p3343C/j/o2vXrsTFxTFo0CCUlZUzlOrbvn07Q4YMwcfHhymLpBjO1vXKMdmxNmNXXKbvjFO0btGQMWPGUKJECQRBoHDhwtTqafc9T+er2LFjB5UrV8bW1vaXKSl++vRpXr9+TZcuXdBQL8KIESNQUlJiyJAhdO/encDY6Fydi9XV1ZkzZw4uLi4ARASH8Pl9gHTvziE6OjqEhYXRuHFj9PX1WbRoEcePH+fopJl8fOuHn89TZnfpSevWrWncuHGG/YiiiLm5Oe3bt5cnou3du1f++er711j3+OtCGvI7BR7XPMbe3h5nZ2d49gY9PT36Ne3Aw4cPGTNmDJ8+fWLNmjWSrIeKMhjpS4aD73sopEjrQf2IDgnlt+J6REdHM3rRfKq2acnts6fh1Xsp+zsf07FjR6ZPn46NjQ0jd2ykiGZRFronaeLd/UNSupAnTyVLotJN1ZdBt03SdpMvntgv3lXZ9uTIkozQkUIEFl4+m6aNTF5KxrND/yV99sXDKqNP+erycbr8s4EXF67Ihfdly+Fz1qzC1OLrCg1kBzU1Nbp3706ZMmXo1q2bXAP5ypUrWUphZURwsBQ3Gx4eTqlSpViwYAFt27aldevWOJg34kNhHfbt20eRIhmrQvn6+jJkyBB0dXXR1NTEzc2NgQMHoqSkRJyCIGnHliiWo/EVUEBeMHDgQObMmUPNmjVxd3encuXKfPr0iRkzZlCvXj3mz5/PzJkziWtQl9u1DWmpJCX+dHKchKOjIzZD7hEeeJ8bNx/gdd+XzZs307VXT2JCQhHycUKipqYmS5YsoVGjRkycOFG6HyUjdeJrpn19RVIsZB4+ANJSuIxxpw5IPxs0TdEmeXKtzAtraazBAc9lBHwIor7FDDTLJI3rr1mzaNuvz1eNMzvY2dnh5OTEpmJlGDdrMTo6OnTr1o27d+/mSF9d5kUNCQkhLi4OLS0tbt26hbOzM4emu+Dv78/CmbNxdHTMtJ8pU6YA4OnpiaWlJS1btuTEiRP07t2brVu38vjKdUysm3z9CedjCjyueUyNGjV4+fIlvXr1ws/Pj9mzZ2NmZsbFixe5desWAwcOZM2aNaD/ZQlKEKBsSagk6bupahaladOmtGnThsZ/jsawiw2ULQX1TSAmDl74ITQwzbfeLScnJ6ytrbnguedHDyVX0NDUxLRDG/T19VPEcF49d47a9S3z5JiOjo6sWLECCwsLDA2lG4GDgwMxMTE56u/Ro0doa2vTq1cvABQVFWnRogWiKHL//n08PT0zNVoBKlasCICPjw+CINCzZ09q164tZdjGxEJYpPQqoIB8wqxZszh79iwvX77E39+fNm3aMH78eB4/fszx48dp3749JiYmqNeU/seaNWtGu3btaNFCCqExMTGhoaUZo4b3YcuWLVhbW9Ntiyv1RgziwY7drNjh8U0FU/ISVVVVjh8/jqurK4GBgT96OLlCbdMatG3ZiGKaSeoDAQEB+L1+TTVjo0z2zBmFCxemW7duWFtb4+Hhga6uLk+fPs1xJVBZtcG3b9+yZcsWQPLCdunShStXrjBy5MgsjVYfHx9cXFwYNWoUbdq0QVFRkT/++AM9PT0OHz4MwL7FK3M0vvxM/n1M/IWoWLEiixYt4vPnzxw9epS4uDjMzMx4/fo1v/32G71792bkvGV3PwAAIABJREFURUlM2bV5ks5rkdYNU/TjMT9ZnWVFBahlAG8CJM1No6+rzvQ96dSpE1OnTqXbZGeGJPNsFvnyfq2bOwB9tZOWwMUvT+KaX7wBJssPAknxp9e+JHkZpHM8mYdURuOqVeXv6+lIDwjXvmyr96U/M1nyU7L9h3z5XebBTTE+pJubT1QYwZ8+ce3cBXZt3oKWllYGVyHnWFhY8Pfff3PkyBE6derEiRMnePHiBcePHyenovRBQUEEBQXx7NkzqlSpgiAI+Pv7o6mpma1qSv/88w82NjZoaEg3ja1btyZl2FYpC28/FBiuBeQrBEHAysqKLVu2MGPGDPz8/PDz88PZ2RlnZ2fOnDlD1apViQmSvsdPjkxidvci6OklxbXKPIgyL+C4Bk2JqW3JWdPazBoznknz5zKqd/7UNC5evDgNGjRg8+bNTJs2DdcnUnGRvtpp2yb3lAoRj7IsQCBrl12St5X16WYpFXYRZTJYERnvn5GE186dO7Fp3x7LshWzPZavYenSpXTv3p1p06axatUqNmzYwOjRo5k6depXywDq6OgAUojV1q1b6d+/P4Ig0Lx5c3x9fSlfvnyWfWhqaqZJwOrbt69cLebs2bM0bdqUzsXLftXY8jsFhut3olSpUhw6dIjPnz8zcuRIRo4cSXBwMCNHjmTEiBE561RdDapVgMv34G0AQkNTiIsHZSWEKimz2xM37cyFs8gZHTt25OrVqxgYGEDZ4lJ50SyIjIzkypUrvH1+HUVFBRJj41DIp0Lge7d6YNW6VZ4YrTIGDx7M4MGDuXHjBi4uLlSvXj1FTOnXkJiYiLOzMzNmzMDc3JyQkppQqjhAppWy4Iv6RVAIeL+UqmuVlPZbbv8bhoaG+Pr6EuEfBNGxkue1gALyGba2ttja2rJr1y6uX7/O2LFjCQgIYNeuXTnSdlVRVaV1Z1tioqMZ3ceRcpUqoF2yJFUKa1C8ePEUS90ZCc5/L9auXUunTp24ePEiNvP+QjkbS9xv3vpzzeseYeGRVKz2gaZNm+b9QHNAQkIC7u5SZa28okiRIhw8KDlRzpw5w/379wkNDSU+Pv6rDdc6deoQGRlJ+fLlOXPmDHXr1qXcsP4U0SkBwNYsDNc7QQH80ac3d294UcLUiOIlSlBLuxRaWlq0a9cODw8P+d8qNvbXmosLDNfvjJaWFlu3bgUgIiKCp0+fEhMTI4/rSe1lBdi2598M+6ti05m4xs3wXbFWinstpAgKCoihsWBqiJAPsgkFQcDFxQUrKyv69OnD4nHT6dOnj2QExcUzxM6eq+s9SChrRExMDDNnzuSff/7B0NCQqlWr4uvri4mmJnv37qXqXGcAnj+WYlSHglzGSSZpNehLrJTM03ohnex4mec1vYIEMg9rak9wcm+D7GZ03vcZm1avxcl9dc4v0Fdgbm6OkZERCQkJ2NllPyHk1atXLFiwgEqVKtG6dWumTp3K0qVL2blzJ2062YCA3AjNlPAoeP4GypWCp28gOByqlpM/jB08eFDuBX57PXMjuIACfiR2dnby/6EqVapw9+5dIFms5xd1ktTlpzOio0MPRFGkd6u2REdGoaGhgYmJCb1GjaS+ddNcH39OKF++PF5eXgwcOBA3x6EcPnyYJwpKJCYm8jKyJuphUejr66OjosLFixeZOXMmd+7coUmTJmhpaTFn0SDWrVtH+/bt01S5yklxGMjaU5t8jg7xkY4hi41Nnmq2e/dudHR0chz7/7X88ccfdO/endmzZ2drlUrGtm3b8PLywtDQEAcHB5YsWcL27duxsrJixiRn2i52QaVo+oVyZIiiyLoFi3j35g2NW7Wga8MmOC9bSq1efXj+/Lm8zbZt27C2tqZs2QKPawG5hCAIoCBgvHgOuwcPz3qHDFAqpgm1q0vZ5goCREZDYDCcuojYojFCPtHTbNOmDefOnaNNmzacOnVKCnH4HAZFVBk4cCCvXr1CQUGB3r17c+fOHflSSWxsLJUrV8bFxYWA3fuIfvMWsXXTfGGU71++hhr166FnkL3a59+KIAgpMkazS3BwMKtXr6Zr166MnzwJalYBIZGgoCCoUUkqCZuJ4So0NpMUDR48B/2yoKMFIeGSEkGVJJ3cDh06EBAQQFRUVIol1gIKyM8kJCSgqKiYrTKwmdGppwMdutuTEB9P1cIaHDlyhD+Gj2S081+0t++WdQffAUVFRdzd3Vm4cCEWFha06tqZCydOEh0VRY2qBnh7exMZGYmGhgazZ8/m0KFD8kSivXv38ueff/LgwQM8PDyws7Nj7NixWRzx2xAiHmWZ5BUcHMy0adPYsGGDXOQ/r8mpyP+xY8f4559/qG5pwcodW+nkNJxzly+xd+9e3M6c4MnBo5hkolJxJyiAJX/9jdely6zetQM1dXUaV6rKlTNncOqVlJTm4eHB+PHjMTLK/XjfH02B4foDiYqKgkSRxMiodDPfZYjPfbLXoeIXA7VIYSisIklsXbiMWDb/VOsyNDTk7t27uLq6ssLcnL59+1K0aFEA+ZJL8eIpDShlZWV27NjB6tWrmdC5G1u3buXJ0VOI1SsCSU/k6sO+PIV/uV7XvmizyryzAKnrk4SvllQKZN5VSOuNlT3VJ/e8XAv049Glq3gdOc6zh48oUaJETi7Hd6NWrVrMnz+f9evXQ+kSkgFaUgs3NzdQU5VCTDKTyomLhye+UFlPMlpDIyAqBkyrSg9LyShZMv983wooIDs8e/aMV69eAUnePP9Ums+ZIYuLlyuaAMoqKhi2bk6/RS5M7z8YFdPq1GrwY0MFZAiCwPjx47GysuLff//FbfUarK2t5Ubf27dvKV26dBr9T1tbWx48eICPjw82NjbMnj0b7epVadDMWq4Ek97KlEwNQPZZeoaozPOaXjytbJu82EGy/kVRZOKwIdja2tKqVaucXpLvxsqVK7l37x4aFcoR+PotB1eto3hpXXbv3k2dOmb4+TxLkZeRnMTERE4fOszRf/fhef40mlpaLB49no4dO7Jq3oI07WvVqpXXp/NDKDBcfxCRkZF06dIF9ZqGKKpnnsGdIxQUoGIZ8PuA+DLrifd7oqWlxcSJE9Nslxmw6dGoUSNJaxSp/rZakSKQkAA/yOv6xvsJm/6czm8LZuV7o1XG+PHjiY2NZep8F6hYGl74cTbwsmTIKitJHtRkiKKIQmMzKSTgYzDoaid5ZWPjQKmQ9JCUCaIofjcPSAEF5IRTp07h6ekpz+zObaqam1HTqhGPr1yDBs3z5Bg5xcLCAgsLizTbM1paFgSBadOmyX/X09PjwA5PGjSzzrMxZoYoiqyZOx/f5y+YuWrFDxnD16KhocGZM2cwrleXJj264X35GmqaRflj1ChaDOrHU69bJMTFpdgnPj6eEw/v0qdVW1RUVZm3fh2aX3Iq/Pz8aNmyJYULFyYyMjLdokS/2jxcYLj+IGbNmsWtW7coOX4kkEoxIAsEfSmXXnzuk0J/NA2aRcA7nP3799OxY8eM2/1kvH37VjKavhitpssloXCZp1V2fdK7NsmvHaT0kMiQKQxEHLuU7vGP/ruPVZMm4752Hd265Y/lv+wyceJE7t69S0REBIcTEuF1ALzxh0QRAkNTtJ0xYwZceyB5YusaStdchrYmPH0Nn0OhmAYXLlygfv36KCoqsmLFCipUqEDlypUxMTFh69atcumtAgrITyQmJtKuXTuGDx9Os2bNgPTnBEhaiYEkL6xsW3r7JPfUmlhb4emyiBXDRudI8zO/8uLFCypWlcKkZJ7q9GKCn8jKbn/5LL3cgtSKDSl0vf1SxrYChIWF4TLyD54+fcr5k6ckKb6fhGLFinFw5y5sbGyYP38+azZuwDc8nP2LVxIVFUXxhy+hpuRdDgsLo06dOnwODcWyqRWzVqeUt2rXtxcLJk/Dqqc9/u/eYaxdiipVqvDp0ycmTZrE/Pnz6dSpE+fPn8ff3/+nuk4ZUWC4/gA2bdqEy1wXStl1zttMeQUF0CjCgPVrKPZIknh5ml652Z+MR48egfKP+equm7+Qg567WLvbk25N85f3JDsUKlQIDw8PKX5Yr5jkRQ0IhfcBoFsShX7d5QoUbm5uYFABiqimNFpBMnQTEsH7FSgq0qRJSoHrBQsWyKvKLFmyRG64JtcbzkrBoIAC8pr6FrUorVuCMWPG5OlxKpkYExkaSnBwcI7r2+dHvL29qdOi2Xc/7ocPH+jUqROmpqZcvnz5p3wYqFWrFsuWLWPFihUs372DjwEf6N64KYaGhik83hcuXEBXV5fpq5ZR1TBtiIWCgiIB794xe/yfHPLcleZzFxcXueb32bNn6d69O0CKalqDq+e8dO2PoMBw/QF4eHhQsktHNMxMMveYZkC2Y17jEyA0guDzl4l6/hLNenWJi4tDSSl/V9zKikePHoGeXhrPqux3/eo1pO3pXKfUXtkhAwckffbFkEqt31rvuuQN//fsC85cDsfr6rWf+qlVSUmJ/v374+XlxaFDh1C2qgNv/SAiNMV3S0FBQYqVVknn4So0AjTU2LdlG7a2tnTv3p2nT59y69Ytpk2bxpgxY7h37x4AZmZmxMbGcvv2bXjhJ/WpU1BVq4Afy7Nnz3jy9CXP7x1hd/gHCP+QafvsxLomZ+hcSZj+1qLl7Dl8moS4eJo3b07Hjh0ZMGAAVTOIY/xZSExMxNvbG8eJ44Ck+TK1jjYkeVFlntb0vLLJ8zy22nRPYVj1/RLbenSqMXEJIn/tfk+nPqNwcXH5qZfA27Zty6hRo3h49CS9evXCzc2Nbt26UbNmTXkbQRBQUlLCuHb6xuXh3btZuXKl/OHL3t6eo0ePoqOjg5ubG9ra2sTHxwNSEY3AwEBOnDiB57FDGDdpgGHD76PCkJvkj3Tz/yO8vLw4efIk6ibGeX8wpUJUnjEZ7dbNiXj0hKCTZ1AuooZQyxihrx0K/brn/RjygGPHjkGp3I8rVejXPcNr8j4okqU77/Hff//91EarjBkzZhAdHY2Hh4cUcqGuBq/egSgiNDZDaGxG27ZtpQIXqZO2EhPhbQCoq3H69GlAEv6WFSCYMWMGCgoKmJqaYmRkhI2NDYsXL8bS0lJK6Ar8DC/fS8epZ4xgWFn6+eW4+bUKXAG/Fi4uLnRoY4WaWvaljHJKV8c++Pr6Eh4ezrx582jQqBG169fn6NGjREZGfrOawY/g6dOnfPr0iSo10hqq30pyozU1/3mFoKaswJw5c35qoxWkalwHDhxg1KhRhIeHY2BggCiKHD58mHWPb7Hu8S0aNGjA3bt3uX01bUneO9euc/PyFerUqSPXavX09CQ0NJQ+ffpgbS3FHq9evZpSpUpRtWpVSpYsSa9evVAurMr6sZPxffCIO0EBeJw4yrq9u/EK8JNXgMuPVeCgwOP63YmKigLgxeGjCNW/TkIpdXxmcqp8yaBP7cF9+fwZomohsO9IzLvXoKMBT33h+SvE6lV48uQJGhoa6Ojo/DSe2F69epHwzz+cdd+GoqKi3NDp2bULkKTfml5VrIyuoWx78vcy/db75TvjOM6Jv2fNo1q1lIUdflYKFSrEX3/9xbBhw6BEYamQxU1vySNaqQwoKODi4sLmzZt5u+8kOp1bJu0cHSu9jCpLsmYGFcDHF9QLExHwUd5MEAQuXrzIhw8fsLCw4OPHjyxatCipj6AQKU5WXQ2eRkKJYlLsbLGMNQxfvnzJuXPncHR0/OlvWgX8WGJiYvDwPMQU5wUgRH3VvvIKfF+8sDKtaJkeNyTNMTJP4rgGTdly+riUWCoInNx/kLZt2zJ06FAaN25M06ZNKVSokLyiUn7HwMAAAwMD7h8+jqOjo/w8k3tcU3ta5fsm+13WRlY1Mj3PbYiPpP5yMaI6l/wecezYlRQlt39mTE1Nsba2ZtWqVbT+vR/r/t3N8GHD6T5lPLVaWKOpqcnUqVM54L6J/u07pjAmT+4/SM9BA4mPj6dGjRp0GdCf2eMmMH7OLKb/OVnezsLCgitXruDn58fly5fp1asXR9dtAEA14BNThgzn9rVrFC9RgtDgELo59sGqTWsqVNHPcNzbt2/H1NRUXob8e/Jr/OV/IurWrSu9eeH73Y4pCAJC4S9eBTVVMDWE0qUgJJTqpjWpXtOYctWqMm6re6ZPuvmF3377DUVFxRTZrXnJ1Jkr+P333xk9evR3Od73olmzZujr68Pr9yAIUtng8EhJAxipRKS5ubl0I731GO4/A/8gSbtVVRniEnj48KFktAKER8mrx8yYMQNBENDS0qJatWqULl2aypWTlSWOjZP2M6oMxvqSDrGqslRE46Y3QsUyCBZGabywFy9epH///qioqMiXvwooICf07/9F9srf/7sdU1NLCyVlZZSUlGjduRO2trZoa2uzfv16DIwMqVS5Mra9HDj//Ml3G1NOEQQBV1dXxo0bJy/ekJe8ff+Jxa5HOHv27C/jQJAxc+ZMFi5cyPPHj6nbuCHdJo5mw4SpJCYkAGBlZcWRI0dQUlKiT6u2TB/xB3euXefQ7t1UqVGDU6dOERgYyOxxEyiirs5LHx8EQSAiIgI1NTXMzMyoXLkyFStWpEGDBimqn82bOBl/Pz/2XrnI1hNHmbZ4AW9evaJ/h4449ezDwk3uXH/3Oo0HdsSIERgZGeVppbKMEMQMtBsFQbCxtrbecvr0ac3vPKZfmm3btjFz5kwem1RFSBZQnu241Txgjet67pw4w7YZLvScPom1f4z7YWPJLh8/fqRBgwY4OzvTa42kX9drwp9AktdD983uNPuNeyOFGMhUHGT6rcljXWW8X/E7j5+9o8vvS3n9NgB19axL1f5sBAYGUrNmTak4wZKZcO8plNMFLQ3EC7cRRZG3b9+yf/9+ChcuzMyZM3n16hVjx45l4cKFtGzZkpMnT8r727x5M3379mXXrl24uLjg4OBA4cKFWbFiBSNHjuTWrVts3LiRIkWK0KFDB5YuXUppu7YpBxUaIRnHH4OhannJC0tSDLLsmH/99RfOzs65di2CgoIoW7ZsZFRUVB7o0+UcHR2d8xs2bGgsq0hWQO7QtGlTVKtWpPPYP1IoBsiQeRAz0tTMClmMq2xuv73vaIp+0+vbSLUoS/+awf1bt7h4+sxP4X319PRk3LhxWM5zRlm9CG6WSV661Hqt6Wm0piY9hYa+2omMnbwQgNVuO3Jj2PkOV1dXVq9ezeHDh7n2+gUje/Ti4M3r8jLBcXFxnDp1iqCgIB48eMDcudI9LDg4mMjISMqUKZOiv/DwcNTU1GjXrh3lypWjRg0p92PMmDG8evWKihUrAlI1tcmTJ2Pe2SaFbm9UZCTH9u5j/3ZPoiMjWbNnJ5paWvLxPH78GDMzM6Kjo/n8+TPFiuVe3oKLiwvOzs4LYmJiJqT3eYHH9Ttz//592rRpk8Jo/dEIgoBZq2aMXLecnXMWoFlOD8uRg3/0sDKlRIkSbN++HScnJynmMo+Yu+ogI/q3+iWNVgAdHR32798vVb95+wFiYkFFChkRGpuh0KQ25cqVY/jw4fz222/cu3eP+Ph4Fi6UbiK6upLsuEzoeuNGaUnPzs6OW7duMX78eEaMGMGTJ08YMWIEq1evxtfXV9LiVVOTlpnepPJ4FS0iVeMy0pe8stEx7B41lSFDhiAIAidPnkRbW5syZcpQsmRJoqOjv9PVKuBX4v79+1ja5q+HAXUNDaYsmo912zYYGBjQsGFDHj9OX54rv2Bvb0+HDh24vyOtoyC3eOcfyDbPQ4we0Sfrxj8pv//+O127dqVu3bpcP3+BMuXLS6Vdv8S6Kikp0aZNG3r16oWLiwvBwcEkJiaiqakpV6lIril+48YNBEHgyJEjuLq6Mnr0aEaPHo0oilSoUIGPHz9y7NgxevTowT///INdo6Y8vH1Hvn9hNTVse/XE/cBeDM1qMWf8n4R8/sz8+fOpUaMGNWrUIDo6GhMTE2bMmPFdVyQLYly/M9WqVWPgwIGcX9kB9cJKLNTqCmRPxzWzGNfcoLxRDdqsXoz/nXtcX7MecfnafB1HWKdOHfT19XEdN5HOnTvLl5Mbu32JcS0naawmzwbetmdeij4W7tuf6THOXfVm9sSMy+/9ClhYWHDu3DlatmzJy8RA4m8/QSymIVXJio1jz549tGzZkqJFi6KhkTJWrVMnKbZ62bJl/P333/Tu3TvTY6mqqjJ9+nQ2b96MKIrMmDGDOnXqcHnTbqr0S6WJq6EGZUuBlzeTJ0/Gx0f63isrK3P69Gm0tLQYPHgwvXv3ZtWqVb9E0lwB348qVapwfkI/RrbWwWDWA/l2WcxlTj2tMmQx9zLs3KQl1XG2SZrastjY5McSBIHFzjP4c9gIpkyZwrZt2yRN5XzMkCFD2N2iBVv2HcL1SZLMXZ9UaxfpeVoHnToApIwPhqS5+d6ADmzfdYN6dU0oW+bX/R9XUFBg2rRp6OjoMHHiRMLCwmhQqQqdnIZh1qo5m69txtDQkDp16qCgoICmZtJiuLq6OgMHDsTMzAxLS0s2bdokJcNmQvHixWndujX9+vXj4sWLrFq1ik3zFrJgx9YU7QRBYNC4MUz8fRBNq9ZI8dmYMWOYN28ew4cPx9XVFXNzcxwcHPI8/rjA4/qd6datG3369GHYgvMkJmZSYvM7knyZXFGpEGXMzRBFeP78+Q8cVfbo3bs37u7uWTfMIY3qGrBm88msG/7klC9fHnd3d+Li4ujZsydERkvJWg+eM2PGDCpUqMChQ4f4/Plziv26devGli1bKF68OMuWLUuK4c6EWrVq4ejoCECpUqWoUKGCJJWVnPgEKd5WVxsAn9gwyQNboxKRkZGYmJhQrlw5+vbty5kzZ9DV1WXkyJG8efMmdy5IAb88a9as4ZFfNCfuh3Fs6ndQeflKSpYsSdeuXTl37tyPHkqWGBkZoaenx8GDB/Ok//oWppw5f51Hj/P/PelbGTJkCO3atUMURZr2tGfn7AX8adWGUaNG0adPH9q2bcu9e/dI+BL/CqCoqIirqytDhw7FzMyMZcuWoaqauVqGIAiUK1eO0aNHIwgClpaW3Lx5M027l0+fIggCjVq2AGDbqePMWr2Shw8fsmjRIgoVKsTMmTMB6X5sZWXFokWLUowvtynwuH5n1NXVcXd3p169B9xOaCOPB/LIxr7fKw5WEIR87WlNTu/evZk0aZJcYBmSMn6Tx5LJWPOnVGpW9jSfmY7uf6r1iSp1krDKX6f+8LPSqFEjXr16xaJFi6hjXJPIyEhCQ0MxNTUlICCADh06ALBq1SpiY2NZtWoVI0aM4P79+6iqqnL06FHOnz/Px48fOX78OHfv3mX9+vWoqKikOM6oUaPk71euXMmNGzckBQOn0fTt2xfBqDL4vAZFRcxrmuCloyXFvZaVvC3J47A2b95MdHQ0y5cvZ+LEiaxcuZKhQ4cyZ86cXI25KuDXo3bt2hw+fY0OHTrg7HFVHn/JlypP6cW9ykitJpCedzb1ttQexeT7y44ly7aXxXk+DHpHQEz+l8pSVFSkZ8+eHD58mMGznOXbM1IVSI5MTSC1tqvMMy0WqU7ZatWIi4unsnGr3B14PmX79u3Y29uzdetWzMzMePPmDQYGBhgbG+Pq6srx48cBuHbtGitWrODhw4cMGDCA69evExwcjK6uLqtWreLQoUN4enpia2uLnV3alcPXr1/L38ucDrOHjGD+/PmEFFXjz4FDuHn5CjHR0Qzo3x9dPT0C3r2nvX03DLWTvN8lS5ZEFEVu3rzJ/v37GTduHIsXL8bZ2ZmBAwfm+vUpMFx/ALJszLZt29K55S4KF857HcGvIeStH/FR0SmzwPMpkZGRxMfHE5eqtnNuUaxUSQJefj8FiB9NhQoVWL58ufx3b29vLl++jJGREc+fP5d7XadOnQrA0qVLefXqlbz9rFmz5FmmmpqaWT4A1a5dmwkTJlClShUmT57Mpk2b4MU7KFcKyuigpqgGRQpLGrMPnxMf+DlNH6qqqkyYMIHhw4djbW3NmjVrKFSoUIrzKKCA9KhduzadO3dm4cKF/D3e/kcPJw3el69SwdjoRw8jW0REROTZPAxQunRpfHx8qFevXp4dIz/RuXNnOnfuDEjSbefOncPb25vZs2dz8uRJwsLCmD59uqRrDkydOpXgYEkRplevXujq6hIUFARAw4YNszzerFmzEASByMhIGjZsiL6RIV6XLnP8wR0++PszrLMd/cc4MbqPI7NWr6TW0OFp+qhTpw516tTBwMCAv/76i0GDBtG1a1eKFy+eW5cFKDBcfxi1atXC3NychTsvYf9bv6/aV5Y9nxxZjKxMzzU5qStLpa4eBcnCBeITpMzy0iV+Cp08bW1t1NTUCAwMlG9Lz9MqQ+7hMJJidZ4/9k7TRlZ5a+jceYjhEXDgOK9fv5bKpP6fIQvCT44oijg4OPDx40f5TeT9+/dcunSJbt26UbFiRf7991/MzLIuJGBlZYWVlRUANjY2XL16ld9++w17e3uUlZV5/vw5TZo0QbFcOd68eUPTpk25cOFCun2pqKhw48YNlJSUePnyJaIo/jQrBwX8OCZMmICZmRlOTk5oaWkhmxXTq+4k9xym8sYm987KvLHpVZDKqF8ZsnhPj/lz4VMIPH0DZj+H9FOVKlW4evVqim2ZeVpTk9G1lV2T4o3q0X38GF6dv/RtA/0JUVFRoVWrVrRqJXmcJ0+WNFpDQkKIjIxk6tSpbNiwAVtbW/79918aNmxIUFAQkyZNYvz48WhpaWV5jClTpsjfd+nShVu3brF8/gLMKhtAZQNe//kny5YtA2DqsBHUr1aDZs3SL/dbtGhRnj9/joKCAm/evMl1wzX/Wya/MNOmTWPD0uVER32d+HV2ErlyzNPXoKkujy3M76ioqNC3b1/c3NzypH9BvQiU0aVCs4YFFZ2+IAgClStXxsLCgvfv33PmzBlKlSqFhYUF69ev5/bt22mM1vj4eEoa1aAwS103AAAgAElEQVRGp3b03LddnimbXDdYV1eXznbd6OM0HJXm9RAam6Gvr8+1a9eYOXMmzZs3x9g441jEQoUKkZiYyKxZszh48GBBvGsB2aJChQp06dKFJUuWfJfjZcuYi46RwmVqVALln6MwTNeuXfHy8uJdsuXn3MSoa0d8L16h575t9D6wM0+O8bOhqalJ6dKlcXd35969e8ycORNBEJg6dSrHjh1jzpw5aYxWLy8vdHR1cT+wT161LXX1tkKFCjFw4EC8PwXKtVtHjx7Nli1bmDt3Lvr6+ilCtlJjY2NDfHw8iYmJDBo0KNfPu8Dj+gOxsLCgoaUlZ7fuSOFFzY5hum3PvwBELBgvbUilYZrc6yjzLqbuV+ZZBHj23EdKhgmNICo0LMvA7vxEfHw8qqqqck1WGTIdxeTnKbsWMpJ/lrqN3BsbGSFJNGVwbEdHR6ZPn/7LiWJnB11dXbkkVrly5RgwIK0ebvedm3i4ex+Bjx4T+OgxL89d4nL5cvjef8icUwfhi2Pq+vXrksc/IuWDXNmyZXF0dJQndGWGIAhMmDCBCRPSlf8roIB0cXZ2xtTUlFGjRqGtIsmzGWSiNSojPa+qQQae1uTIvLKy+E4Zsvk72ugw+s1smDdvXupd8y2JiYkkJCRQQykI3cQvKx0RKdtkpt8qI7VhL7tGcXFx7BIGIGSwEnjt2jU2btzImjVr/i9XWmrWrCl/365du3TbnD9/nr/++ouPAQEM6WLHAn19goODMTc3x9PTU95OFmZ148JFDGuZyrc3btyYxo0bM3HixCzHo6ioSEZ1Ar6VAsP1BzN//nzq1avHqO0b0ClXFoBxqYSqZQZnesatibuUxSkLB/Aga6M34pi01BL6pYweQOl98fDoJVQs81MZrZcvX2bXrl3cvHmTQFXp6yyb+IZ+aZM8HCCjsAkZyY1fD9lnigqQQYbkkSNH2LZtG4mJiWzfvv2bz+dXQxRFLi5cTmJ8PNQ3h4rlaNGwAT4Hj8H9h1x9+gy+rDZ5eHhQtW1LfM9fpsPAIRTWKkiuKuD7ULZsWUaOHMmIESNQH+AAgFs6akIyw0s2x6SXfCRb2paRXlKWLLRAlhAW4ifVobc7GkjYnft8PHyc8k5D+XnMVnBycsLW1hbdUiXSfJbaYE3vumWUyJU8tEJQLERCbByFVJRTtImNjWX27NkcOHCA7t27Y21t/W0n8wvy4sULrK2tmTx5Mt1HDMXUoi53r99g1tjxBAR/lmvBxsfHs2PHDsaNG8fjm7e/Ktzje1EQKvCD0dfXp1WrVgjX7//YgYRGSMLzJbOOhclPTJszm0ETx8uN1jwjnSf4z58/07FjRyaN/Z0rl8/n7fF/EoQ+3RAqlUdQVaWbY1/muq0j+NVrLEcORjCojKCsRNEypfnw6DE1e3RFo4yufN+bN29SvkE9YiMieOC5l2sPvak61/mbxxQeHp6nSSMF/BpMnDiR//77j9jwiKwbpyKzuNWvJezOfbRbN0exiFqu9ZnXBAQEsGe3J/Om98uzYyy8fBYxISFdj+vsv5w4cOAAvXt04Nq1a3k2hp8JWVJtiRIlOHjwIL1792bQoEFMmjQJy6ZWFFZTQ0VVFT/f18xbv06+35MnTyhdujRmZmYcPHiQixcvpgklyCmy5LFvpcDjmg8YPXo07du3Z52hIZ07d5bHlMie1GVe1PRCCGSSIUO/eBWzI5lVpHU6GYaKCqCgkK6Bll+Jj4/H69JlJn25LjKB710DJV+rTAA8+XWTJa/JPK8yD6ssrCBdRJE5vw9n0qRJ8k0hISF0bN+cPg429LRrh8ui9URGRsqfWv8fiY2NhbNXIOgTNLLg8f377PlnC1MWzqdbp27s27gegO1Tp4Hfe+77PuX+/LlstemOKIq8evUKs+JaGNt35oHnXkrraFOk2reJwANYWlqSmJjIo0ePvrmvAn5dChcuzPDhw7m/djPbtm1DLJL2If5r5J1kklappbMgaW6XeSL9y5X78skaFJSVEAr9XLfmM2fO0MCyFhrqReTnJJcXI22p19Qe6+TbUu9zLUgyVC3Ll2ePsjIrmrROUSHq5MmTrFm/k6N717Jxy155oZL/Z+7evYuNjQ316tXD2dkZWbnoI0eOpGi3aflKegwcQPFkpYVfvXpFqVKlsLS0pHr16tjZ2fHu3btvDr8ICQlBS0uL8+fP07hx42/qq8Djmg+oW7cu+/fvZ8KECTg4OBDoH/D9B6GgAAl5Vzo1L7h27Rqly5WlRKmS2WqfnuJClkTHwMdgHByk5cPAwECqtGqGdkkdjA2rsmbJVMZMXgDwfxlXJcPz/BkqVtGH6Gjo2p7bO3ex8fABjt67RaeePVI2LqYBxYvCrcfcWbmJ3gd20nL2dMIEEY0ypflfe+cdHkXRBvDfkBBSKaH3Jh0Fkd47ItJVUAERFPVTRERQEEVQKQoIYqErCEiX3pGmNCF0kCo9hJp2yaXO98fuhSO5JJfkLleY3/Psc3ezszPvzu6+N/vOO+/U6NUDnyfKgY3coypXrkxISPrPlLLKKr7//ntatWpFzZo1WbBggU2DqFu7Epfw8iIxNtZm9WYHGzdupG3LhnatY+svC2jdunVSp3X9+vXUbtSQjp07sWjuBJo0rMWSlZu5dOmSXeVwZhITE/npp5+oWbMmX3/9NcuXL6dDhw7cunWL8+fPkzNnzkdeFt7+eCh7tmzli/c/IDIykqP3Qvh+9iyef/55ihQpwsqVK/H397fJf5vJ33X79u3p5k3PMutar3VuTP369Tl27BhjxoyhZ9MWfPDBB3z44YcIITii+7wCPN3lWeChv2vyJUvNQ1xlaMGCuDjwcq3b4erVq5QsWybpt8nSanpzN1k1Zm5OuR75AH0ClmlyxR7dOpsUFiwuHm7eIX9UPF9+P40yZbR6fvrpJ8KuXafT9ClsC7lNzV82cPPmPfK1bIqPj4+Nz9A1OHnyJD2aaY6qe/fupUaNGpyLjiBnzpwULlYsKV/yyXMJf+6nfv36PNWvF//t3EPnt9+gUWVtgtu5ShUokT8/7cyWx8wsQ4cO5dy5cyQkJKQ6E/bKlSt8+OGHWa5L4drkyJGDzz//nC5duvDuu+8ybdo0ZsyYQc2aNR/JZ7KmwkMdktwaa2kBA1NapUQt4sXZaM3SarLKftSlE9M2bKVZ65Y81aKpLU/Nrly9epUXX3wR6Vf1EUtrckzzKvIU18LoFbnxcFg/XP807ZuvW1r/O3aC0wtXcOLECXbs2AFoozvvvPMO3fv15ecVS6mWOzApisiKFStsem6uxMcff8zEiRPJnTu3tgKiTkBAQIrluiv6BFCxfiPaHDpM9+7dqVOnDgNGfMI/f/3Frz9po5eBuUK4desWD67vIzBfHvCtnWnZ8ubNS58+fShoZt21xNq1a9ONwa0srk6Er68v48eP5/Dhw8ybN48PP/yQhISE7HGONhhdJuyKifz589vHOh0bB8fOQ0wc+/fv55133knatXnzZmr27olvAS1cmExIIPrSf+RtlPa60O7M999/z7PdujJ5/i/UqFHDYh7TH7M5ffv2Ze3atZxbvwXf/IHU79whaV/R8uWIuH/fJvLVq1eP48ePpxm+pXnz5qxcudIm9Slcn6eeeordu3czePBgOnXqxLZt2bPsc2JiIsEX/yOwaJH0MzsRgYGBBAcH27zcA2s28PN7Q2jfvj2nT59OMiCcPXsWb29vXhv4Ljlzav9bO3fupGvXruTP7xqhHG1NaGgos2bN4ptvvmHv3r14Wulu4uvry/r16+nYsSOTPvucT8aPJU+ePADkDvCnWNGC3L33AJ+Cme+0mpg3bx7vvpty4QITe/fupVOnThiNxjTLcS0T22NCmTJl2L9/P02aNOHYsWM0btwY9Ld5k9XK5C+V3FcTzKyGGSEiihWzf6Fbt25ZlD77aNSoEVEPQrm29yAdO3ZM8g1OjskSYt55MoUTM1llD5zSfIRL1W1E/OI/eO/zUY/4tJooUKAAa+fPh4L5mD5rDsd37GZz9apcGONK839txy+//MKmbVuZtXolhYsVS3WSSmrLZzZs2JAbp7W2N7dixcfGcufadYyGjE+UyQzjxo3j0qVLSWtuKxRCCPr160fevHkZPnw4nTp1StLD5vez+X0LUCm/7nKVo2RSWvJFCUyW1uSE371HbHQ0Yzr3cCnXo379+vHee+/x2muvEW8h5JXJCmuyppqiKCT/DQ/9YO/MmMzmn39m367dVK36aJkFCxbk3r17SaMownCa1SsX0L1TG9ufnAsQExND586deeWVV9LsGIJlX2IPYPTQl5JWjzur3+eVgJiYWE6cOk+NBvaQ/FGqVKnCl19+yZUrV5g/f36q+dK0uNrSv0eRMQoUKECbNm1SrESSGpnqrJpISARDNOXLl898GQ7Az8+P4cOHa8uE2oDEuHiu/zyHNgMHENi1ncU8pUqVAuND/7N9f6ylfufnbVK/s3P0XggHb15lyc7tdOn1CiUqVWDIiOF8+8ucR1wCbEHr13vj7evH5D4DmLRv+yMLFaRHREQE7733XoYmafTs2ZM33ngjM6LaHSml0sUOpFOnTly9epWwsDC713XxyDEKlizhUp1WgA4dOlC4cOGkofyssmTJEmbOnMnuTbMpWzDlbPbAwECMRiPhui9kcMhd9h04Rqfnmtukfmfm6L0Qjt4LISQkhF9++YWWLVtStERxvPPltUvc3yW/fstnX/7A8IGduHX0xwwdu3XrVsaMGUN8fLxV+fPly8fIkSMpVaoUMo0gsGlZXE8ePXo0V2Jiokss/emOVKlShaAg7Q/b9JZkei81zVydWPJuUv7VyY43+cGarIvmPq8mv9mnuzwLN+9Abr9Uh3mdma5duzJ48GBu374N+khwcqufKdqAKZ5r+cpVkhYeSPKH7dKJqPAIRnwzhSebWZ7xeP78eebOncuXq36nYKmSvP3FGNi5hyMF8rDAHifnRBwKucGcyVP49Ycf8fb2oVufXvQaM5JS1apQqWjpVI+zNHvYPN2cR3wFC4LPhDF81aUne/9Yy4pvplgta1xcHD/++CM//vgjwcHBSQskpMehQ4fw9fU9a3VF2YTBYDhw8ODBhl26dEnd10FhNzw9PXniiSc4f/78I5Y/k6W1T/5HJ7WaLIaVzHw9ixg1zR1+bp+WUPIF7XP9QK2M9tqCGeMnT+XnKZ/Z/iSygZdffplffvnFqhnjJktrcnJXfB3QJsE2qluNYkUs+0N+8cUXNGzYkHolygAwZU0QnTp3xa9w1oeznZ0bV64wetCH/PPX3zRp0oRWL3ZjyMTxFC9dOk13KEhlGeNkUSCkX1UqovkjhwFVisMvk/rS4sWxvPlKxuLjnjlzhlGjRhEcHMzPP/9s9XF79uyJiIuLO5ra/lR7pFLK/6SUocePH8+QoArbUaxYsXRnQ5sedGswn7iVREKCtiZ2vtwZFc8pyJs3L6+99hoDPvwgy2X55g6gTPVq7Fiw2OL+cePGMWDAAAqW0of5rlyD4kUQLuYbnFE6depEnSIlOH74MKv2/82Oc6cZOHIEZWs8iYcdw/YIIWj28ous/HYq58+ftzqOYGBgINOmTQOgVq1aVte3cePG2IiIiD8yJawdMRqNG1avXp09PhMKixQtWpSQkJAMhbuzZpUoE2c3fsPBQye4dfseTRs9kxkRHU6/fv3YtWtXijiqaU3WSo0ePXqweMUmjMaYFPsMBgPfffcdY8eOTUpbsmQJPXv2TJHXnTAajQgheP6ZejRu3YqwsDA2bdpE51depnjp1I0HtqDyE8XIl9ePgSPnEXzkB6str2+99RYVK1Zk+vTpaQ79mxMXF8dff/2VC0g1/ECa/zpSytXr169/s2bNmsrk6gCklCms3aYoAu/8+3BIwBSvtIkebcVkaZ1VXxv6X/jNQ0urKSTU8yNH0N3Ln6eNnhRs0JhVq1bZ5ySygY8//piaNWtSM39hgBS+rqZoA8n9zODhKjemtloSmJ9iPv4WfTLDw8Np3bo1r5rcMs5cYNW8BXTunIkwWy6ClJK1a9dSvdbT/Ljk4cpgliZbmdLM2y6jgdmF4TRJC+cWLEnhZzuwaPQ4vvrqqwy9sb/33nv4+vpy5swZpJRWDb2uXLkyNi4ubl2GBM4e/r548aLX7du3KVTIutBvCttiSRebOKv7sloaRdg0TvMZPHVOW0a24MS/ACj0teYwGBufSGSNz9i6dSvbtg1l1qzZ+BaqY3P5s4OAgAAGDBjA9u3badGihVUvmil8XfWoA176KHFYeCTe3rkeOSYmJgYvLy88ypTgXHQEVy5e4mZICG3btk3X4ujKbNmyBdAmodWpU0fTrcki+KWnb9Oa6G0p/i48vDaD+rfji0kruR58n5LFrJsAlytXLvbv38/QoUMpWdKyX3dy/v77b3LlynU5Kirqdmp50uyQRkZGrlyyZEmkVbUpbE5CQkKqytI01G0NUStnJX033gjm5vzfubVoGYULF2b06NHMmzfPpUM55cqVyyYxOKWUGCIi8M9t2fpcu3ZtDh06pP2IjYPIKNq2bZvlep2ZdevWUblyZeZtWp+t9Zo6A2UqPMGkSZO4evUqCQkJ9Fq7hF5rl1hVRr9+/fj222+t6rSePXuW0NDQeCDV4SlHIaWM9fHx2b1hwwZHi/LYkpiYaFO/Uykl64LCGPzbDX74ciDPPvssv//+O6+++qrN6nAEttLF9x5o3Y78gXlS7AsMDCR//vxcvajFa926eg3N27dz604rwKxZsxg3bhx16jjmxeatXi2pUqEYh4//B8CMf4OsmnuQL18+Zs+ebfUyvKtWrYqLiopamlae9Mb5dp4/f97z+vXrlChRwqpKFbYlubI0WQ/hYSzAp+ZoRiJTgGuT/+t8s9mu02fN4dKR4/z07mAmjxtPz549k0JeuDqBgYHEx8cTFhZm8ZwsWVpBe7M0WVp9W/SEq8GQkMjK3xdTXLfemlOkSBHWrVvH9jGTmDJlCkX6NXTpDr81HDt2jNatW1PZT2vXc8lmVR+4cyOF9dWS5RXSfts3YXrrP2B273q3bczJWdNpM+IjnmjbMpNnkjbLli1LzJEjx/K0JgQ4ktDQ0Pnz589v0LdvX+dbOPwxwNxqn/wZsHRfm6xWDfoMAaDs8V0A/DdT822dueMeD7yrsmzdJBo2bOhyk7FSo1SpUqxb9+ighSWXCVM8VxMmy6tniR58//33/PzzzwwaNIiAopbDDBYpUoTze/YSeeE/Vsz9lbVr19roDJyXo0ePMmrUqKTfye87a0a3kscaTr6imfnv3BW1tIcK8QCTR73KiwNnEdXiNfy84a3K1rtiWYOUkoULF8bFxsYuSytfmhZXKWWsl5fX6sWLFzulMnd3hBDExcU9MuSSkZiuyTtqC0eP5ZUvRvDWW2+5TacVtHaqXr160kS2jBJ07AycugjFCsLTlShe3HLopp49e1K3bl369u1LnTp17DKD09n47LPP+OGHHxwqg4enJxXbtyX4qH387aWUzJkzJyoyMnKeXSqwDWv27t3rde/ePUfL8VgihMAYepboO4eyXNbZYCOH/4vm/dq3aNSokdt0WgFq1KjB4cOHM3388OHDWblyJdu2bWPKlNQnZP7000+sWbOG6dOnM336dGrXdu9JWTt27OD69es4etSlZrXSFClXlmun/00/cybYt28fsbGx94ATaeVLd2ZFeHj4jB9++KHjkCFD/N3pAXMF8uTJYzEEy8S9O4GHMUjr6atAmSwA5nEFTWGynujQmZv/XWHL7VTdRlyaevXqcejQIVq0aPFwVRp9uNnULsnfSE2rtoTfuoy/vz8hQWlPIvD29mby5MlMnjzZ1uI7JSbjY/v27QHLb/TJraqpWVstkdq67+eiIx6x6AKcPhSEyJmTA6fOcP6TLzJwFunzzz//cPfuXQOw16YF2xApZUTevHk3/vbbb50/+OADpYizGU0Xp+81d84s/iU89A98OIm2L/9GX6XaE4KqdevaQVLHUq1aNYKDgwkLC8MrVos1bs0ktVu6RfpO8F1e6NSUisXSdjeoWbMme/bsybrALoJpmdQaz7axHBnAJyBVC2zyyC7m+aydQHguOgJKvkCM0ci9K6No83Rtilmh4zPK9OnTjUajcWZ6I1/WTLraff/+/bC//vrLRqIprMXHx4fo6OgMH5dapyFn/kDiQ+0fi9ARtGrVigULFhB6PeN9jwNBF91+RmpmEELQtGlTBgwYkOWyMrP6m7kLQszNW3iXts65P6NMmzbNGBsbO01KmZh+bscRFhb23ZQpUwxO6s3g1vj6+hJpsDzZKKMTEEsV9ifknnURMlyNHDly0KJFC3755Zf0M1vg1JmLPNu6kY2lcn169epFqVKlKF2+nEPluB18Cy+vXBSzcqJVRggLC2P58uUiNjZ2dnp507W4Simlp6fnN+PHjx/bpEkTP9uIqLCGY8eOUa1ataTfyRWk6Y/d5NMKD62tppW1TCGwLhw4QJ6oaA5//pVdZXYUHTp0YPbs2UyeuYlPPtGiKpDOH0qe4vW4ei2YRWsOM+m7HzIU6uZxoWjRonQd8h4UK5gU+9dEct/WegWLW+3Xan4vp/bHb7qHF44bC1evEX08F1w4DTa0uIaEhLBixQoZGxs7K/3cDmfPgwcP7mzZssW/XTvLC2Qo7MOxY8d4vUezVPensGYlC15m8h2s1H4YSyfMoFqdfNTsk+b8E5dl0qRJNGjQgOee25fq3JjkcVxvHd/Fmr8uExF6hzrNerr9RKuMUrRoUa5eu8b4HVv4pMXDCcGpxclOvj/599Qwt8BaKvNB0HaeKFWYSonXbLIErDkzZ85M9PLy2hQVFXUrvbxWhblKSEiYs2PHDnle/yNRZA/Fixfn6tWrtiks6AQjR45023A6OXLkYOzYscycOZOYmJSx/ywRGRnFc93/x+u9uvD884/H6lcZpXjx4hDv4FWbLt+EvAHg643cc8SmRU+dOjXe09NziZTS6X1opJQyIiLii9GjR6tIL9lM8eLFuXZD+z81uSJlhuCQu/w8ewlTp061lWhOR8WKFenduzczZ860uN9SXNcdQTf4eeUpfhzSRHVaLeDv709OXx/izJbAzswoVlYIe/CAT0ZN4fNP3rJ52bGxsUyYMMEYFhY2xpr8wtphJx8fnzGdO3f+aPHixe49jdqJOHr0KL17904R0NkUe9ScA6e0VaGO99c6YL7d3ny4MyYWgs4S/uABAQHuPSm5Xbt2vPjii9Tu2jHFPnP/Sykl4z8eTs6YOBYscPd1rzJPt27dePnll+mxfjkAQZO+T/cY0xKlnskWJ0hL0Zre7k3XyBSv+MLyJXDsPNSuAp6eNu243r9/n1KlShkNBkN1KeVFmxVsR4QQXn5+ftc2bdpUqHHjxo4W57HhnXfeoWrVqvTvr80ZSG8luHPL+z780WFaUp6xY8dy8+ZN5s6da1d5Hc3FixepV68eFy9eJGfO1BdoObe8L/fCjLz6xTaWrNxIs2apW7UfZ+7evUuFChV48OBBUgiq5JOvk3MuOoL4+Hg8PDySJgCmpoOTRxcwxzSKu+/HOURGRDJy0jdJMdNtxU8//SRHjBjxV2hoaFNr8lu9sIDRaJy4Zs2ahDNnzmReOkWGKF26NFevXiUi4lElae4akC7xCfDvZShR0O07raDNgv/222/TzCOl5KdxEwjat9/hM+adndy5c6e5RruUkrMnT/Hn+g18/dEwnnu6NnWKlKB1lSf5adwEHmRhFnxiXDycuwolCtu80wowYcKEOA8PjxWu0mkFLdKL0WgcMWTIEOXrmo1UqFCBo0etD/Fb8YVfU6Tt2LGDGTNmMHjwYBtK5pyUL1+e9u3bM3t22u6K98KMDBi/i+7Ny6lOaxoEBAQQERHBq2ssr+oI8ODBA/bt28esWbPo1q0bjcs8Qd2iJenfsSsblq0gK/riQtBR1ixewptDsr5CZXKio6P57LPPosPCwoZYe4zV6zVKKcO9vb2/HDRo0OdbtmxRvq7ZQL58+ahZsyYr9+ykQYvmwMOIAqaYrSafwon6MaaVWl6IvA7A+TsJ3BGSa5cyNoHAVQkNDeX+/fsW99UrWJywBw8Y/cGHXDl1hr27dpM3b95sltB1iI2NZfv27cy7dxORP1+K/Uvn/sKSOb8Qa4iievXqtGzZktFDP6ZixYocOXKEIUOG0PbHn+ixdB73zl8kz/1QWvTqmcJSYLJe1RryPqAtrhF75y4hS1fhX7YcYUeOpboQR2a5du0a06ZNi4+Ojh5u04KzgYSEhHlnzpz5fP369X7KxSV76NChQ9IywpAysos5JuvVf0e10FmLvtMmsmw+E8fvK9bx5JNP2lVWZ+H+/fuEhYWlGjv0wD/Hefv7M/R9+yM+++wzh8npCmzatIlatWohhGDP+fNJxithOM3de6GMGD2VDZv3ULpMOapVq0a/fv1YuHAhefLkYf78+fTv35+b167Rf/AgFvw8g7pNm9CxzsMYudKvqnadko189S5VmYQ/9/PL55+zaMEC2j35tM3PbfLkyQkJCQl7pJT/WHtMhhYaj4mJmbpv377B27Zt82vdunXGJVRkmFy5clHW37qYq1H37rP1RDjNq2gKIj5Bcu52IrVLedj8j99ZKV68OHfv3iUhIYHbwcFsXrmKsydPkcs7F2eOn+DG5Ss8260ru3btIncqK2QpNEtq3bp1efLJJ7mRPwCZkAD/XmDUwEH4BQQQeu8+xw8dYswP3/N6h04pYlHWqVOHVatWUbBIEU4u/YNjC5bglycPLXqlH70h7kEoN+cuIG/jBoSsXp+lezcxMdHi8UOGDIkWQkyVUmbeYdFBSCnjhRBv/+9//1vWtm1bPy8vL0eL5PbkypWLxMSUQScm7t3JRw2bcy464pFh2HWbdnEp2MgTRbTlSq+Hasc+TpPqEhISOH/+PHFxcZwKOpdKeGEAACAASURBVMKMtRu4ffs2OTGw6+/D5MzpyYRvJvPyyy87WlSn5sCBA3Tp0oU//viD5cQQfv0mI0aMICQkhAJ5BLv/PswzT1fl2PGTFifD9evXj8jISH5ZtJC9f+7kyP79/Lj0dws1pWTOnDlMnjyZTZs2ZSlWrsnam/x/4tatW4wbNy7WYDC8m5HyMtRxlVLGeHh4vPPGG28sOHfunFKY2cDdu3fJnz9/klI0WVpNmKxU8uI5CDfA8Xv8vO0eFCsMcfH06NaaxYtTH15wNypVqkTOnDl57smnSUhI4Pnnn6dHx05ERETQvmlzOnbsSLFixRwtptMTFxfH/fv3qVChAiNKVOC7776jRYsWPN+iFQ8ePCBPrTzM/n5amm3p6+tLYlwcxxZoS7QO6NePiavWMJE1fNSlE/AwzrCJsi3bcf2n2eRtXJ+8jeplqdO6evVqunTpQnBwMEWKFElK3717Nxs2bIiOior6OtOFO55N4eHhh7/77rtGH3/8sZrNYmfu3r1LYGBg0opPE0vCrZIvPJLH5AtYr2BJPvv2V86eCCYgIIBWrTpwae9eVq5bmMLv25158803eeGFF9ixYwcFCxbkxRdfpGHDhty/f59uPfrRrVu3x6o9MktoaCg5cuTg5MmTGI8eZePq1Xz88cdUr16dBw8eMLJVV7p3756mrvTx8eHogYNJv2s3aphqlCLT/IJ3ipXmm/HjmblqRZYXeHjqqaeoUKECK1aseKTz+sEHH0QDMzLqrpXhuyYxMXF1aGjoP99++22TTz/9VClMO3P18nlyhW0DqqWZT5SvqHVeq5eHkxehTEnI4fHYTTzy9fXFaDSyZcsWGjRo4FYrhGUnXl5enDp1iokTJ2IwGDh06BBVqlTJUBne3t7s3buXhg0bAvDd4t944v00XqzjE7gx61f8qlQkb6P6WV5o4PLly4C2ys6YMdpk1bi4OPr27WuIjo5+S0rpsrPzpZRSCNFvzJgxJ15++WWfUqVKOVokt+b69evkJoRbx3dR5Kn0fTF/27yB74Z8zJEjR3j22Wep8mp3HrdRyu7du3Pjxg0uXLhA06ZWzblRWKBdu3bs2bOHFStW0KBBA3777bcMLzX++uuvc+LEiSR3l7shIRRLQ2cY/j3PV5N+4PtFv1GqXNksyQ9w5coVTp48yY0bN5Kswjt37mTdunUGg8GQYT8Rq6MKPHKQEGV9fX1PBgUF+VaqVCn9AxSZwmAw4O/vz+UD31Gwesog8KY3/EesVlJqk7G8ckL5Ejaf0KJQZIaZM2fy1tAP4akKKfaZ4sMOH/AOvn5+LJ833ybLYC5YsIDevXvj6enJP7euUzN/YUaPHh0/efLkv8PDw1uktzqLK+Dr6/tF/fr1h27fvt1XrWxoP7744guCtv/KmDfrpph4lTwihin+cCUvb8a92Ish82dRonJFm6/rrlBkFKPRSPVG9Wna8wXqdXwuxf4++RO5fuMWjdr0YdXqdUlGh6xStGhRbt26xW/fv03rJtXJXfF1KlasGBUcHPxKQkLC6oyWlyk7vZTyv1y5cn36yiuvfHXw4EE/FXfNPpjCYD0o/zIP0lhu89VhnySlLejYgzfeeIMyZcowcuTI7BFUoUiH6OhourZqy4IFCxBCMH78eF544QU8PT2Z9fUETp06xYULFzh58qTN1m5ft2sHAPHx8TQoWZavvvySCRMmxERHR/dyh04rQHR09NeHDh16Zd68eU/07dtX9VztxOHDh4mNe9THNflQq0kfmz7LeORisocn79RtqtyTFE6Bt7c3XtGxdK74JJ0qPc3p06eZN28eY8eO5Y8//mDAmjXs3buX9wZ+YLNOa2hoKCEhIQB8OmEZ746Yx6u9T8VGRERsy0ynFTJpcQUQQuTInTv3gWHDhtX89NNPlaOKHYiNjaV06dJMWbyQStVTdxX4ZO4szm/aioeXF/nuh3P//n3++usvChe2baw1hSKzXL9+nT59+hAUFETevHm5cuUKPj4++Pv78/bbb/PUU0/Rtm1bm0yYMxgMTJw4kemzZzF+1gxGvvMu1y9foVSpUtE3b94cGBcXN8cGp+Q0CCFq+Pv77zt+/LhP2bJZH9ZTpGT58uWM+eQt5n3WkkovzktKT955nTlxMvfv3CEiLJzDe/7i1VdfZdKkSdktrkKRKgsXLuTTTz/F09OTixc119Jq1arh7+9P//79qVy5Mo0bN7aJAeH48eMM6NuN6pVLUuWJYnz05SKqVKnClStXQqOioipKKe9kptxMd1wBhBAlfXx8Tu/cudO/bt26mS5HkTrvv/8+u+6H8GSPbinit5qU5s6Nmxnc+zWmTZtGxYoVadmypXJ6VzglN2/e5NKlS5QrV44ZM2bwv//9z+YvWKNHj+aLL75g3bp19O3bl3r16pE7d+7Y9evXbw0PD+/oLtZWc3x8fIZWrlx51MGDB/3SCviuyBwJCQkEBARw5tAqChUMTBGo3aSLO9dtiL+3N8OGDaNevXpUrpx2kHiFwhFIKdm3bx+lS5fm4MGDhIeH07t3b5tGH5JSkiNHDjp27EitWrX49ddf6dChA0uWLIl+8OBBl4SEhC2ZLTtLUkopr8XExLzWqVOnqHtZCDSuSB0vLy9ypOKKUTqHFzO+nUTwdS2iT79+/Wjbtq3qtCqclmPHjjF37lxWr17NnTt3CA0NJSoqKsvlRkdH07RtG4QQnLl2BYC+ffsyYcIE+vbty5o1a0LDw8P7uGOnFcBoNE66dOnSoaFDh8Y6WhZ3JEeOHHh4eJAzp2XdeurIUeZOnUb+QoVo1qwZr732muq0KpwWKSUrVqxg7ty5HDmwmWsXDhFzL8gmZQcFBSGE4LlWNcmfz5+1a9eyfPlytm/fzqlTp6KMRuOsrHRak04gq5ufn9/Upk2bGuLj46XCtsyZM0c2a9ZM/nn2lDxy95Y0GAxJ24ULFyQgAfnep8NlYmKio8VVKNKkfv36skePHrJJkyYSkMePH5cGgyFLZZ4+fVpWqfFU0rMASB8fHxkUFCRPnz4t/fz8ooBnpA10nTNvQKCfn1/I0qVLs9SeCsvUq1dPjhv+krx+6PtH9LDBYJAjRoyQgCxZsqTcvXu3o0VVKNLk2LFjMjAwUPbv318CskypYjLq9j9ZKjMxMVH+9NNPMjCv/yO6uH///qZnJDZ37tz/AJ4yi7rOJnZhg8Ew5OjRo8eHDBmi3vZtTNWqVdm1axctK1VLsWRb0aJF6dH/dQB8/PxsNqlFobAHISEhnD17lkaNGrFnzx4mTpxI+fLl8fX1zVR5UVFRjB/9AY0bNcAzZ07yBgby1tAhLN39J5GRkZQuXZo2bdpExcXFDZRSHrbx6TgdUsr7BoOhfd++faOOHFHRRGxN2bJlGT5uKZNmbEiK52qib9++gLYiW/ny5R0gnUJhPZs2baJNmzZcPHeMkiWKsHZp1pY+X/1Ne1rVLsFnwwdTqnh+ShXPz+Kf3+XKlSvMnj2b9evXM2XKlHDdVSs+yyeQ1Z6vaUN7278xe/ZsZfazIREREUlvLltPHU/xpj969Gj57LPPyrCwMEeLqlCkyYEDB5Lu5S+//DLT5Zw5c0Z++umnslCBQOnr6y3z5gmQVSuXk4cPH07KExsbKxs1amTw8/P7XjqBNTQ7Nw8Pj5cKFCgQdfPmzUy3sSIlS5culYBsUL2wPDLvxRS6uHTp0vK3335ztJgKRbq8/vrrEpA5cuSQZ8+ezVQZ8fHxcvXq1bJFrWLS00PIgnm9JSAHDhwoIyIikvIdOnRI+vr6GoCnpY10nM08caX2tt/q/fffj9y+fbutin3s8ff3p2HLFgghCA8LfWQWa2xsLH///TdFihRRy5cqnJ46depw5swZDAZDpkK1BQcH069fP5o1a8btG/9SokRhSpUoysC3X2Hdhm3UqqXFyZRS8sYbbxhPnDix32AwDLb1eTg78fHxS6Oior5t3bp1lMFgcLQ4bkONJ7Sg7zFxCSn2Xbx4kStXrqCiOihcgalTp3Lu3DkSEhKoWLFiho/fvHkzNWvWZOzYseTP442/T05qVSrIyL7PMHXqVPz9/QG4evUqbdu2jY6Nje0jpbTdMJCtesCmDWjm7+8fdeLEiUz14hUpeeWtN+V7I0ekeMMfPny4rFGjhly0aJGjRVQo7MrOnTslIIcNGya3bNkia9WqJV966SWL/rFjxoyJCwgI+Bfwl05gAXXEBoiAgIDf27Zta4iLi8tUmyseJSEhQfr6esvrZ7c9oocjIyNl4cKF5UsvvSSvXLniaDEVCrvSu3dvWbBgQblkyRI5bdo0WaBAAbl48eIU+UJDQ2X58uUN3t7eQ6WN9ZvtYh887AjviomJGdCiRYvoa9eu2br4x5Lj/xzinz1/cfXq1UfSPT098fDwIG/evERGuuzqlQpFugQFaTNely9fzoABA3jrrbdYvHhxCv/YuXPnygkTJtyPiIhoIV14SdesIqWUERERr+3fv//IgAEDjFK6ZTCFbOXEiRNERRmZv2hNin0eHh6ULFkSZeFWuDNSSjZt2sSdO3cYOHAgGzduZMeOHfTo0eORfEajkXbt2kWFhIQsNBqNE20tR5biuKaFr6/vsMKFC486dOiQb/78+e1Sx+PC33//TdPmzRixbAHdm7QAoKJPAImJicyePZuvv/6aBQsW0K5dOwdLqlDYj/v373PhwgVq1aplMeTb2rVr6dmzZ3hUVFRdKeVZB4jodAghAgICAg4OHDiw/Ndff60CvGaB+Ph4+vfvz/nz59m2bdsj+27dusWIESMICgri6NGjmZ5wqFC4AmfOnCFXrlyUK1cuxb6EhAS6du0avWvXrm3h4eFdpZQpfWuyiM0triaioqK+uXPnzoymTZtGhYWF2auax4KyZcvi4+9PsYpPPJKeI0cOypYtixCC4sWLO0g6hbUsX76cQYMGce7cOUeL4pIEBgZSt25di53Wbdu20bNnT0NUVFQb1Wl9iGZ4jWg2derUkAkTJtj8D+RxwtPTk7Jly1pcCrNIkSIkJCRQvXp1B0imyAhGo5F3332Xn3/+mbi4OEeL45JUqVLFYqc1MTGRPn36GHfu3Hk0PDz8RXt0WsGOFlcAIYTw9/efUaFChVd37drlGxAQYLe63BkpJdWersmbQwbT4rn2gGZxBRg0aBCFChXi66+/dqSIinRISEhI6nBNmTKFQYMGOVgi92H37t20b98+Kioqqr2Ucrej5XFGhBAl/Pz8Dn399dcFBw0aZDeDhbsTFBREx44dOXnyJFcSH0Z/jAgL4/ln6vHv6dMULVrUgRIq0uO3336jT58+ANy+fZuCBQs6WCL3IDExkTfffDNm2bJlpyIiIppKKe3mN2PXjiuAECJHQEDAnLJly760c+dO33z58tm1Pndl7dq1vP3eu/yyfg2FdMUort+idu3aBAUF8eSTT6Y45vLly1y8eJEGDRqooSsnYPPmzXh5edGsWTObLq33OLNt2zY6d+4cZTQaOyUkJKhwJmkghCjj5+e3f9SoUQWGDh1qeTk+Rbo899xzlC5dmre++iIp7btRo7nw77/8sHgRTxco8kj+6OhoLl26RHh4OA0aNMheYRUpuH37Nvv27aNq1apUqFDB0eK4BQkJCbz++uvGVatWndU7reF2rdDWs70sbYDw9/f/sVKlSoaQkJDMTGRTSCl79eolhw0bJoPuBMsjd2/JAzeuSG8fH/nKW2/KI3dvPZJ32bJlSTEzmzdv7iCJFQr7sWbNGunr6xsJNJFOMJPfFTagpL+//7VRo0bFqZX2MkdoaKjMlSuXPH36dFJkgR+WLJKAXLhtc4r8RYoUSdLFS5YscYDECoX9iI2Nld27d4/OnTv3PrIpkku2mH2klDIyMvK969evT61Vq1bUpUuXsqNat2PMmDEcP36chiXLsnHFSlbMW4AxOppFM2Zx9tQpjt4L4ei9EABKlizJU089Re/evfn8888dLLlCYVvmzJkje/bsGRYVFdVSSrnH0fK4ClLKa5GRkXUmT558+e23345JSFBurxklT548zJs3j2eeeYbGjRtz+fJlJn02CoCR/3sPQ8hBou8cSsrfvXt32rRpw5AhQ2jVqpWjxFYobE5kZCRt2rSJ2rJly97w8PCWMpsiudjdVSA5uXLletfX1/fbrVu3+tSuXTtb63YHDh48SL169ZJ+58mXl7c/HspvP03no6/G0LhNa+oUKeFACRUK+yGl5Msvv4z/5ptv7hkMhqZSSjXTLRMIIfLkzp17U5MmTWosW7bMx8fHx9EiuRwvvfQSy5YtS/r9wQcfcODAAYoX9mfksAFUKF8a30J1HCihQmE/bt26RevWrQ1Xrlz5IzIy8nVpi6VcrSTbHe1iYmJ+DA8Pf6VZs2ZRf/zxR3ZX7/LUrVuXqKgo3n//fQByIKhQoDBfjvqCD/u8Tt2iJVHtqnBHYmJi6NWrl/Hbb7+9YDAYnlad1swjpQwLDw9vvnv37k3169c3hISEOFokl2Pp0qWcOHGCUqVKAZr1adiwYcQkeFOz4Yv4Fa6Lsmgr3JETJ05Qo0aNqP/++29KZGRkn+zstIIDLK5JFQtR29fXd/PIkSPzfPLJJx5CCIfI4cqEh4ezcOFC/vzzTzZt2kRkZCQvvfQS33zzDaVLl3a0eAqFzbh79y4dOnSIOnPmzF8RERHdpB1nrD5OCCGEr6/vl/7+/oO3bt3q+9RTTzlaJJfk+PHjLFu2jPXr13Pq1CkKFSrE66+/zpgxYxwtmkJhUzZs2ECPHj2ioqOj34qPj1/gCBkc1nEFEEKUDAgI2NquXbtS8+fPV8NVCoUiBceOHaNdu3ZRkZGR0w0Gw1ApZaKjZXI3PD09X/H29p41b9483+7duztaHIVC4WRIKRk/fnz8V199FRkVFdVBSrnXUbI4tOMKIITwCQgIWFiiRIm2Gzdu9FOWQoVCYWLJkiX0798/ymg0vhEfH/+7o+VxZ4QQz/j5+W0aOHBgnq+++iqnh4eKmKVQKDQ3mNdeey1669atlyMiItpKKa87Uh6Hd1xBG67y9vb+yMvLa/TSpUt91NKlCsXjTVxcHIMHD4799ddf7xsMhueklEccLdPjgBCiUO7cudfWqFGj+sqVK30LFCjgaJEUCoUDOXfuHO3bt4+6c+fO6oiIiP5SymhHy+QUUdCllDI6Ovrb8PDwZ7t16/bgs88+i1dO7QrF48m1a9eoX7++4bfffvvbYDBUVZ3W7ENKeTs8PLxRUFDQjKpVq0bt27fP0SIpFAoHsWzZMp555pmoa9eufRgREfGqM3RawUksruYIIYrmzp17VbVq1aqtWLHCTy2fp1A8Pqxfv55XXnklOjY2dqzRaByr/Fkdh4eHRydvb+8Fo0aN8v3oo4881GpvCsXjgdFoZODAgTG///77A4PB8LyU8rCjZTLH6TquAEIID19f3zE5c+YcvGjRIp/nnnvO0SIpFAo7EhMTw7Bhw2LnzJkTYTAYukgp/3K0TAoQQpQOCAhYW7t27fK///67b+HChR0tkkKhsCOnT5+ma9euhuDg4B0RERG9pJRhjpYpOU75Ci2lTDAYDJ+GhYW1f+mll+6+++67sUaj0dFiuTxGo5HFixdTsmRJZsyY4WhxFAoA/v33X2rUqGH49ddf/zQYDJVUp9V5kFJeiYiIeObAgQM/VK5cOXrjxo2OFsktuHnzJu+++y4VK1bkv//+c7Q4CgVSSqZPny7r1KkTdfny5Q8jIiI6OWOnFZzU4mqOECJf7ty5FxQoUKDZxx9/rFwHMkFcXByLFi1ixYoVSWmDBw+mRYsWDpRK4SxIKXFUHOXTp08njhkzxhgXFzckLi5uhnR2hfQYI4Ro5uvru+L5558PePXVV71U7O2Mc/XqVcaOHcvNmzcB8Pb2ZsaMGeTLl8/BkimcAUfpYiklP/zwQ9T+/fuvR0REdJZS/pvtQmQAp++4ghZ1wMPDo2eBAgX6JiQkqGCvCoWbEB8f/yA0NHSoWgXLNRBC5A0MDPw8R44car1uhcKNiI6O3m0wGMZIKWMdLUt6uETHVaFQKBQKhUKhcEofV4VCoVAoFAqFIjme9iy8SO4cMjbe9uX6eNmhzFw5bV8o4OXrZ5dyc/r426VcDy/7lEsOb7sUa0y0T7xfQ3ycXcqNjImxS7mGaPuE14ux16TIGDtOtoyM3iylfNZ+Fbge9tDF9tDDoHSxCaWLNZQu1nA5XWxHPWzXjmtsPLSqZPsqahS3fZnVKhaxeZkAZWvaxxWsyFPN7FJunuL17FKu9Ktql3LPRUfYpdwDd27Ypdw958/bpdwDp87YpdyL/9qnXHnRji6tfx1Vyz0lwx662B56GJQuNqF0sYbSxRoup4vtqIeVq4BCoVAoFAqFwiVQHVeFQqFQKBQKhUugOq4KhUKhUCgUCpdAdVwVCoVCoVAoFC6B6rgqFAqFQqFQKFwCuy5AIITYBDhqhm8B4K6D6k4NZ5QJnFMuJZN1OKNM4Fi57qpwWI/iYF2cUZz1ns4o7nAe7nAOoM7DEdhND7vtyllCiENSSqdaltAZZQLnlEvJZB3OKBM4r1wK58dd7h13OA93OAdQ5+FuKFcBhUKhUCgUCoVLoDquCoVCoVAoFAqXwJ07rjMdLYAFnFEmcE65lEzW4YwygfPKpXB+3OXecYfzcIdzAHUeboXb+rgqFAqFQqFQKNwLd7a4KhQKhUKhUCjcCNVxVSgUCoVCoVC4BG7XcRVCLBFCHNW3y0KIo3p6GSFEtNm+6dko0xdCiBtmdT9ntm+4EOKCEOKsEKJdNsr0rRDiXyHEcSHEH0KIvHq6w9pJr/9ZvS0uCCE+yc66zWQoKYTYIYQ4I4Q4JYQYpKeneh2zUbbLQogTev2H9LRAIcRWIcR5/TNfNspTyaw9jgohwoUQHzhDWylcAyHEi/pzliiESDXUjzPohrSw9jkUQiSYPRdrsltOS6TXtkKIXPp/6wUhxAEhRJnslzJ9rDiPvkKIO2bt/4Yj5EwLIcRcIcRtIcTJVPYLIcT3+jkeF0LUym4ZHY6U0m03YBLwuf69DHDSQXJ8AXxkIb0qcAzIBZQFLgIe2SRTW8BT/z4BmOAE7eSht0E5wEtvm6oOkKMoUEv/HgCc06+VxeuYzbJdBgokS/sG+ET//onpWjro+t0CSjtDW6nNNTagClAJ2AnUTiWPU+iGdM7DqucQiHS0rBltW+B/wHT9e09giaPlzuR59AV+cLSs6ZxHU6BWav/DwHPARkAA9YEDjpY5uze3s7iaEEII4CXgd0fLkgadgcVSyhgp5X/ABaBudlQspdwipYzXf+4HSmRHvelQF7ggpbwkpYwFFqO1UbYipQyWUgbp3yOAM0Dx7JYjA3QG5unf5wFdHCRHK+CilPKKg+pXuCBSyjNSyrPpZHMK3ZAOzvIcZhRr2tb83JYDrfT/WGfCFe6RdJFS7gbup5GlMzBfauwH8gohimaPdM6B23ZcgSZAiJTyvFlaWSHEESHELiFEk2yW5z3drD/XbAipOHDNLM91HNNB6of2BmfCUe3kLO2RhD4k9jRwQE+ydB2zEwlsEUIcFkIM0NMKSymDQet0A4UcIBdolhjzF0VHt5XCfXA63WABa59DbyHEISHEfiGEM3RurWnbpDy6wSMMyJ8t0lmPtfdId10vLRdClMwe0WyKKzwLdsXT0QJkBiHENqCIhV2fSilX699f5tE/0WCglJTynhDiGWCVEKKalDLc3jIBPwNfonU6vkRzYeiHZupPjs3ik1nTTkKIT4F4YKG+z67tlJ7IFtIcFq9NCOEPrAA+kFKGCyFSu47ZSSMp5U0hRCFgqxDi32yu3yJCCC+gEzBcT3KGtlI4CVbq7DSLsJCW7bohHT1vLaX0Z7gc8KcQ4oSU8qJtJMwU1rStU7R/Olgj41rgdylljBDibTQrcku7S2ZbXOFa2BWX7LhKKVuntV8I4Ql0A54xOyYGiNG/HxZCXAQqAoeyQyYz2WYB6/Sf1wHzN74SwE1byGONTEKI14DngVZSd56xdzulg13bIyMIIXKidVoXSilXAkgpQ8z2m1/HbENKeVP/vC2E+ANteCxECFFUShmsDxndzm65gPZAkKmNnKGtFM6DtfoxDZxCN6R1HkIIq55Ds2f4khBiJ9qIjiM7rta0rSnPdf3/NQ9pD2c7gnTPQ0p5z+znLLT5Ha6GUzwLjsRdXQVaA/9KKa+bEoQQBYUQHvr3ckAF4FJ2CJPM/6QrYJotuAboqc/YLKvLdDCbZHoW+BjoJKWMMkt3WDsB/wAVhBBldQteT7Q2ylZ03605wBkp5WSz9NSuY3bJ5SeECDB9R5tgdxKtjV7Ts70GWGPBsjWPjHA4uq0UbodT6IZ0SPc5FELkE0Lk0r8XABoBp7NNQstY07bm5/YC8KfJ2OFEpHseyfRSJ7T5C67GGqCPHl2gPhBmclF5bHD07DB7bMCvwNvJ0roDp9BmGgYBHbNRnt+AE8BxtJuuqNm+T9Hets8C7bNRpgtofjJH9c00Y9Rh7aTX/xzaLP6LaMOIjrh/GqMNvRw3a5/n0rqO2SRXOf26HNOv0ad6en5gO3Be/wzMZrl8gXtAHrM0h7aV2lxnQ3uxuY420hMCbNbTiwEbzPI5XDekcx4Wn0OgNjBb/95Qfy6O6Z/9HS13am0LjEEzbAB4A8v0/42DQDlHy5zJ8xhn9v+2A6jsaJktnMPvaC57cfpz0R94G71Pg+Yq8KN+jidIJRKHO29qyVeFQqFQKBQKhUvgrq4CCoVCoVAoFAo3Q3VcFQqFQqFQKBQugeq4KhQKhUKhUChcAtVxVSgUCoVCoVC4BKrjqlAoFAqFQqFwCVTHVaFwc4QQzYUQZ4UQRiHEeSFEOzvUkVNfwjJOCHHL1uUrFAqFIiXZod+dDdVxVSjcH2+0+IW10NYYn2GHOiTwB7DLDmUrFAqFwjLZod+disem4yqEkPpWxpXrQbyqsgAACfZJREFUtkVZjmwLV0cIMUZvu1aOlsVapJSbpJS/SilPA4cBHzvUES+lnIAWMPsRhBB/CSEeCCHy2bpehWuj9LJ95HE1kp+7vdrCkv529XZPS7+7q+51+Y6rEOKyftN1MUtrrqeFmmWdqm/hGSizuY3EtLpuWyCEaCSEWCuEuKcPH1wUQkzTl8FzWcyuy00hhI+eVtOkeCzkM213hRCbhRC1M5LHQv2BwIfACSnl9gzK7vBrIoSoDryKtqpVdvIdkBf4KJvrVTgIpZdT4gw6wB4IIcoJIVYKIW7r53VdCLFJCFE+A8Vk6lpkpE2zor9tLYs9SEW/u6fudfTSXTZYHu0y2jBlF7O05npaaBbLbJ5F2XLa4XylvpVJZX9PIF7PcxSYBWxFWz4urzVlOOtmdl0k8KGeVtOUZiHfWuB7tOX9JHAfKGRtHgv1f6DnGZ5BudO9JjZom9KA0cJWWt9fAW0ZwQ2Apz3q0PP8CtxKdlwutD+kW5mtW22utSm9nGK/O+tlk+7cDvys69QwoLG92tPaNk2W36L+tkW721vHZ1a/u6vudbgANrigVilI85sTba3fscA1tPWxbwGb0daavmyW17T11csog7ZeczDwAG2t43oW6vgA+A+4lLxu/XcJYB5wRb/5zgB19H2LeLhudwTwJ/CkpfOw0BamNeMl2ltXDrN95QGvZGW8odcdASww7c+gHO+hrQ39SBlAY7R1lA26LIv1/FPMyiilp98AQoEtQHUrrnUi2prmvqTdce2i/y5gJm9na/NYqH+bvr9hsvRUz9Xaa2KhLpMsw/R7KVT/3gQ4q//+3spnpKR+rx0BnkC7/zws5JtFMsUOTNfTRlhRT2U0P9c7+ndfs31b9XLqO1pnqM3+W/LnS09rjtLLbqWXgUD9+AegLSGvp+dK9vxbe43KpNeeGWnTZMekpr/N78GCettLYKQ1bZYZWZLVmyUdTzr6HTfUvQ4XIMsn8KjlbIq+LSdtBdla/34Z+AlYCtzU932O9oYi9XKmAHUBP+CSnr4LWKF/NwDlk9URhaYAp1uo2xdNoUj95pwF7OVhh+pvYCHwo16PBM5YOg8LbdHGbH+lNNrMlOcOmoUsWv/d3yyPtXLcS14G2tDEA/33DrQ/nwRSPuwX0DqhG9GUWqwuU4F0rvUS/XMo6XRc0dxhupvJ28jaPBbqv63vz2eWlua5WntN0rhGIWh/VpKHHfZ5Zu3d2oqy+pqVl9b9U0/fd0r/LdD+JCVQNgMym7bmZvu+19PecbTOUJv9N5ReNm8Lt9XLQE60zrFEszRORtOpfmZ5MnKNyqTXnhlp02THpNDfyeqqAQTxaKfVmjZzqI4nHf2OG+pehwuQ5ROw/CZu2lJTkO3179vQrACF0P6kcyQrs7nZ8S/paRfR3yzRrEsSGJusjn6p3KBlgBf07zd59I00p/5ZHBgIjAemmR1bLHlZFtriVbP93mm0mSnPi/rvefrvH8zyWCtHijKAXhba6iiPPuwv6r+v8/CP7YKe9nY617obcApNETU2yWLFPbHGwjVONY+F+uP0POZDMWmeq7XXJI1r1CuZvN/ov03Kf6iNn6fjerm1gNr69702KPcrvax0Lbdqc/0tjedL6eXU28xV9fJLaNZB82t8i4fW6oxcozLptWdG2jTZMSn0d7K6zmLWadX3WdNmTq3jcUPd64n70FVKuQq0SQBob0epsQXtjb63Wb5/gM5oQxmWKKN/npX63QD8q3+WTpb37zTqLqt/npBSRpkSpZRxQogKaG98/haOK4imVNPittn30mgPYloc0T9NkyX8ATIoh6UyiuvfzdvqDNobrYky+mdxYFCyOp5IR+5EYDSa5fW9NPKtQ1O699BmW24ykycjeUyEorkUBKC9hZvkh9TPNaPXJDlnzOo2Pz5C//TLYHnpMQftz6oXEKmnLbRBubn1z9A0cyncDaWX3VwvSymXCiHWAM3QhrnfBAoDnwGdyNg1spbM6FVL+tucimhW/QVmada0mbPreLfTvS4fVSCTeKB1ePKiPYzzgTpovkWgDQXAo+1zWf+sKIQQ+vdK+ueVZOXHpFH3f/rnk6aZ8QBCCE+gA5qCOaHLVtjsOEH67OXhAzlSCJEkvxCitBAiZ7L88fpn8o5aRuSwVMYN/dNc0VVOdtxl/fMwmkVFSCkFkA/4mvRZpsv3Uhp55kgpB0spv5JSbkylQ2pNHhPH9c8qZmnpnWtGr0lyEtL5bWsWoN2/LwNd0a7vUhuUa2qzI2nmUjzOKL2s4TJ6WWgLjzSWUhqllJullCPRYoqC1kE0L9Oaa2QtmdGrlvS3OfPROnlbhBCF9DRr2szZdbzb6V53srhmhIZo/j/70GaRN9LTTW8k14BywBghRCdgErAe7QEsD+wQQtxF+2OPBuZmoO4NwHm0WYBHhBC70B6EyWi+Lej7pqL5b1qNlNIghBiI9gD2QlPCB4FiaH44hbHurStLcqBZMUOBCkKIbWhK9KlkeTag+T09A/wthDiONimgOfAcsDOtCqSUUggxGs3fLbtYB7REsyzsNUtL9VxteE2yBSnlPSHEKqAHUATNAn0nK2UKIXKh+c/eRrOgKRSWUHo5bZxRL+cC9gghzqB1jKLQ2h+0SUFgu2uURCbb1JL+NmcUWkf/NWCjPkKQbps5s453V937uFpcb6ApqVZowxq+aLOnZ+r7v0AbPm6ANlxSWEpp0POvQFNordEczVtJKS9YW7E+DNUKbfahL9pDUghtmGcp2lBtnF7+uFSKSav8hUALNAVUSi+/Ctpkg6g0DjUnS3JIKUOBjsBJtDa8g+Y7CrrVw6w9fzeTsxKaxc/aoZaVaP5G2cV8tAkFL5sSrDxXW1yT7GS22fdFNijveTTry2wpZXx6mRWPLUovp40z6mUjWqzQGLSObW+0TtqXwDfJyszSNbJwPhlt0xT62wJvovlY1wJWo3Wu02yzTMqSXbil7jU5GysUNkUIkUdKGaZ/z4E2maoy8IaUco5DhcsCQogxaL5bbaSU2/Q0tzpX/RzC0YYfC0spI9M5JL3y/gKqAeWklJZ8yxQKRTbgbroqo1jS31Yc47Jt5q66V3VcFXZBCLEMbVjlDNrQTEs060U1/c3fbXCncxVCvAA8ixY+Z4aU8m0Hi6RQKGyEO+mq7EK1mfPxuLoKKOxPEFqoqk/RZmsuAZq56YPuTuf6HtAHbRWc4Q6WRaFQ2BZ30lXZhWozJ0NZXBUKhUKhUCgULoGyuCoUCoVCoVAoXALVcVUoFAqFQqFQuASq46pQKBQKhUKhcAlUx1WhUCgUCoVC4RKojqtCoVAoFAqFwiVQHVeFQqFQKBQKhUugOq4KhUKhUCgUCpdAdVwVCoVCoVAoFC6B6rgqFAqFQqFQKFwC1XFVKBQKhUKhULgE/wfAztKFzheqbwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -- wrote /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN/OUTPUT_CN/HIST/figs/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN_Fig_S2_soilC_changes.pdf --\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# lists of variables, titles & labels\n", + "plotVars = ['cnpp','cTOT']\n", + "plotVars2 = ['NPP, ', 'Soil C, ']\n", + "plotLabel = [('Historical Change NPP (gC '+m2+' '+y1+')'),\n", + " ('Historical Change Soil C (kgC '+m2+')')]\n", + "plotTitle = ['CASA-C','CASA-CN','MIMICS-C','MIMICS-CN']\n", + "\n", + "vmax = [(143.75/1.5), 1.4375]\n", + "ncols = len(plotVars)\n", + "nrows = 4 \n", + "\n", + "# create the plots\n", + "fig, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=(10,10),\n", + " subplot_kw=dict(projection=ccrs.Robinson()))\n", + "k=-1\n", + "for index, ax in np.ndenumerate(axes):\n", + " #print(index)\n", + " i = index[0]\n", + " j = index[1]\n", + " k = k+1 \n", + " tempPlot = (ds[plotVars[j]].isel(time=slice(-20,None),sim=i).mean(dim='time') - \\\n", + " ds[plotVars[j]].isel(time=slice(0,20),sim=i).mean(dim='time'))\n", + " #convert daily fluxes to annual\n", + " if j == 0: tempPlot = tempPlot*365 \n", + " else: tempPlot = tempPlot*1e-3 \n", + " if i == 3 : \n", + " map_function(tempPlot, panel=panel[k], ax=ax, title=plotTitle[i], \n", + " vmax=vmax[j], vmin=-vmax[j], cmap=cm.get_cmap('BrBG',13),\n", + " label=plotLabel[j], cb=2)\n", + " else: \n", + " map_function(tempPlot, panel=panel[k], ax=ax, title=plotTitle[i], \n", + " vmax=vmax[j], vmin=-vmax[j], cmap=cm.get_cmap('BrBG',13),cb=0)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "if save == True:\n", + " fout = fin[0]+'figs/'+sim[0]+'_Fig_S2_soilC_changes.pdf'\n", + " plt.savefig(fout)\n", + " print(' -- wrote '+fout+' --') ;\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 183, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 183, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ds['nLIMIT'] = ds.cnpp.isel(sim=0)-ds.cnpp\n", + "(ds['nLIMIT']*365).isel(sim=1,time=0).plot(robust=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 198, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/ipykernel_launcher.py:35: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -- wrote /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN/OUTPUT_CN/HIST/figs/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN_Fig_S3_N_changes.pdf --\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# lists of variables, titles & labels\n", + "plotVars = ['nNetMineralization','nLIMIT']\n", + "plotVars2 = ['Net N Min., ', 'N Limitation, ']\n", + "plotLabel = [('Normalized Change Net N Min. (%)'),\n", + " ('Normalized Change N Limitation (%)')]\n", + "plotTitle = ['CASA-CN','MIMICS-CN']\n", + "cmaps = ['BrBG','BrBG_r','BrBG','BrBG_r'] # f\n", + "vmax = [(143.75*1.5), (143.75*1.5)]\n", + "ncols = len(plotVars)\n", + "nrows = 2 \n", + "\n", + "# create the plots\n", + "fig, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=(10,5),\n", + " subplot_kw=dict(projection=ccrs.Robinson()))\n", + "k=-1\n", + "for index, ax in np.ndenumerate(axes):\n", + " #print(index)\n", + " i = index[0]\n", + " j = index[1]\n", + " k = k+1 \n", + " if i == 0: SIM=1\n", + " else: SIM=3\n", + " # normalized for % change\n", + " tempPlot = (ds[plotVars[j]].isel(time=slice(-20,None),sim=SIM).mean(dim='time') - \\\n", + " ds[plotVars[j]].isel(time=slice(0,20),sim=SIM).mean(dim='time')) / \\\n", + " ds[plotVars[j]].isel(time=slice(0,20),sim=SIM).mean(dim='time')\n", + " #convert daily fluxes to annual\n", + " tempPlot = tempPlot*365 \n", + " if i == 1 : \n", + " map_function(tempPlot, panel=panel[k], ax=ax, title=plotTitle[i], \n", + " vmax=vmax[j], vmin=-vmax[j], cmap=cm.get_cmap(cmaps[k],13),\n", + " label=plotLabel[j], cb=2)\n", + " else: \n", + " map_function(tempPlot, panel=panel[k], ax=ax, title=plotTitle[i], \n", + " vmax=vmax[j], vmin=-vmax[j], cmap=cm.get_cmap(cmaps[k],13),cb=0)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "if save == True:\n", + " fout = fin[0]+'figs/'+sim[0]+'_Fig_S3_N_changes.pdf'\n", + " plt.savefig(fout)\n", + " print(' -- wrote '+fout+' --') ;\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/ipykernel_launcher.py:25: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "\"if save == True:\\n fout = fin[0]+'figs/'+sim[0]+'_Fig_X_conusMaps.pdf'\\n plt.savefig(fout)\\n print(' -- wrote '+fout+' --') ;\"" + ] + }, + "execution_count": 111, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "save = True\n", + "ncols = 2\n", + "nrows = 1\n", + "m2 = '$\\mathregular{m^{-2}}$'\n", + "y1 = '$\\mathregular{y^{-1}}$'\n", + "g1 = '$\\mathregular{g^{-1}}$'\n", + "# lists of variables, titles & labels\n", + "plotVars = ['MICrK','cnTOT',]\n", + "plotTitle = [r'MIC$_{\\rm r}$:MIC$_{\\rm K}$','Soil C:N']\n", + "plotLabel = [r'MIC$_{\\rm r}$:MIC$_{\\rm K}$','Total soil C:N']\n", + "\n", + "# create the plots\n", + "fig = plt.figure(figsize=(16,4))\n", + "conus_proj = ccrs.LambertConformal(central_longitude=-96,central_latitude=39.0)\n", + "axes = [ fig.add_subplot(nrows, ncols, 1+ r * ncols + c,\n", + " projection=conus_proj) \\\n", + " for r in range(0, nrows) \\\n", + " for c in range(0, ncols) ]\n", + "\n", + "\n", + "axes = [ fig.add_subplot(nrows, ncols, 1+ r * ncols + c,\n", + " projection=conus_proj,\n", + " ) \\\n", + " for r in range(0, nrows) \\\n", + " for c in range(0, ncols) ]\n", + "\n", + "# add some data\n", + "i = 0\n", + "for ax in axes:\n", + " ax.coastlines()\n", + " tempPlot = ds[plotVars[i]].isel(time=slice(0,20),sim=3).sel(\n", + " lat=slice(-60,83)).mean(dim='time')\n", + " #convert daily fluxes to annual\n", + " if i == 5:\n", + " tempPlot = tempPlot*365 \n", + " tempPlot.plot(\n", + " ax=ax, robust=True, \n", + " transform=ccrs.PlateCarree(), # this is important!\n", + " cbar_kwargs={'label': plotLabel[i], \n", + " \"pad\": 0.03,\n", + " },\n", + " cmap=cm.get_cmap('viridis', 9),\n", + " )\n", + " ax.set_extent([-125,-65,20,55])\n", + " ax.add_feature(cfeature.COASTLINE,zorder=2)\n", + " ax.add_feature(cfeature.OCEAN, facecolor='white', zorder=1)\n", + " ax.add_feature(cfeature.LAKES, facecolor='white')\n", + " ax.add_feature(cfeature.RIVERS, edgecolor='#CCFEFF')\n", + " ax.add_feature(cfeature.LAND, facecolor='#FFE9B5')\n", + " ax.add_feature(cfeature.STATES, edgecolor='black', zorder=10)\n", + "\n", + " ax.set_title(plotTitle[i],fontweight='bold')\n", + " ax.annotate(panel[i], xy=(0.07, 0.92), xycoords=ax.transAxes, \n", + " ha='center', va='center',fontsize=16) \n", + "\n", + " i = i+1\n", + "\n", + "plt.gca().set_axis_off()\n", + "plt.subplots_adjust(top = 1, bottom = 0, right = 1, left = 0, \n", + " hspace = 0, wspace = 0)\n", + "plt.margins(0,0)\n", + "plt.show()\n", + "\n", + "'''if save == True:\n", + " fout = fin[0]+'figs/'+sim[0]+'_Fig_X_conusMaps.pdf'\n", + " plt.savefig(fout)\n", + " print(' -- wrote '+fout+' --') ;'''" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Regrid observations for SI plots" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.875\n" + ] + }, + { + "data": { + "text/plain": [ + "2.5" + ] + }, + "execution_count": 112, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(180/len(ds.lat) )\n", + "360/len(ds.lon)" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [], + "source": [ + "import xesmf as xe # to regrid observations\n", + "dsXu_out = xr.Dataset({'lat': (['lat'], ds.lat),\n", + " 'lon': (['lon'], ds.lon)})\n", + "# make target grid with lat_b\n", + "#dsXu_out = xe.util.grid_global(180/len(ds.lat), 360/len(ds.lon))\n", + "GSDEoc_out = dsXu_out\n", + "GSDEoc_out2 = dsXu_out\n", + "HWSD_out = dsXu_out \n", + "HWSD_out2 = dsXu_out \n", + "NCSCD_out = dsXu_out\n", + "SoilGrids_out = dsXu_out\n", + "SoilGrids_out2 = dsXu_out\n", + "HR_out = dsXu_out\n", + "#dsXu_out.lat_b" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "# look at how different regridding methods looks, conservative should maintain more spatial variation.\n", + "\n", + "# Conservative regridding needs lat_b and lon_b\n", + "dsOBS['lat_b'] = np.linspace(dsOBS.lat.min(), dsOBS.lat.max(), (1+len(dsOBS.lat)) )\n", + "dsOBS['lon_b'] = np.linspace(dsOBS.lon.min(), dsOBS.lon.max(), (1+len(dsOBS.lon)) )\n", + "HWSDregridder = xe.Regridder(dsOBS, HWSD_out, 'conservative',periodic=True, reuse_weights=True)\n", + "HWSDregridder2 = xe.Regridder(dsOBS, HWSD_out2, 'bilinear',periodic=True, reuse_weights=True)\n", + "HWSD_out = HWSDregridder(dsOBS['HWSD_SOCall'])\n", + "HWSD_out2 = HWSDregridder2(dsOBS['HWSD_SOCall'])\n", + "\n", + "dsOBS2['lat_b'] = np.linspace(dsOBS2.lat.min(), dsOBS2.lat.max(), (1+len(dsOBS2.lat)) )\n", + "dsOBS2['lon_b'] = np.linspace(dsOBS2.lon.min(), dsOBS2.lon.max(), (1+len(dsOBS2.lon)) )\n", + "SoilGridsregridder = xe.Regridder(dsOBS2, SoilGrids_out, 'conservative',periodic=True, reuse_weights=True)\n", + "SoilGridsregridder2 = xe.Regridder(dsOBS2, SoilGrids_out2, 'bilinear',periodic=True, reuse_weights=True)\n", + "\n", + "SoilGrids_out = SoilGridsregridder(dsOBS2['SOC'])\n", + "SoilGrids_out2 = SoilGridsregridder2(dsOBS2['SOC'])\n", + "HWSD_out.plot() ;" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [], + "source": [ + "#SoilGrids_out2.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": {}, + "outputs": [], + "source": [ + "#SoilGrids_out.plot() ;" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reuse existing file: bilinear_360x720_96x144_peri.nc\n", + "Reuse existing file: bilinear_1680x4320_96x144_peri.nc\n", + "Reuse existing file: bilinear_192x288_96x144_peri.nc\n", + "Reuse existing file: bilinear_268x1440_96x144_peri.nc\n", + "Reuse existing file: bilinear_192x288_96x144_peri.nc\n", + "Reuse existing file: bilinear_360x720_96x144.nc\n" + ] + } + ], + "source": [ + "# NOTE: [from xesmf], Data arrays should have (lat, lon) on the right. \n", + "# If not, use DataArray.transpose or numpy.transpose to preprocess the data.\n", + "# Note this is also a pretty quick and dirty job, not sure how coastlines are being handled?\n", + "\n", + "XuRegridder = xe.Regridder(dsXu, dsXu_out, 'bilinear',periodic=True, reuse_weights=True)\n", + "GSDEregridder = xe.Regridder(GSDEoc, GSDEoc_out, 'bilinear',periodic=True, reuse_weights=True)\n", + "HWSDregridder = xe.Regridder(dsOBS['HWSD_SOCall'], HWSD_out, 'bilinear',periodic=True, reuse_weights=True)\n", + "NCSCDregridder = xe.Regridder(dsNCSCD, NCSCD_out, 'bilinear',periodic=True, reuse_weights=True)\n", + "SoilGridsregridder = xe.Regridder(dsOBS2['SOC'], SoilGrids_out, 'bilinear',periodic=True, reuse_weights=True)\n", + "HRregridder = xe.Regridder(dsHR['co2'].isel(lev=0), HR_out, 'bilinear',periodic=False, reuse_weights=True)\n", + "#XuRegridder # print basic regridder information." + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "using dimensions ('lat', 'lon') from data variable BIOME as the horizontal dimensions for this dataset.\n", + "using dimensions ('lat', 'lon') from data variable OC as the horizontal dimensions for this dataset.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xesmf/frontend.py:486: FutureWarning: ``output_sizes`` should be given in the ``dask_gufunc_kwargs`` parameter. It will be removed as direct parameter in a future version.\n", + " keep_attrs=keep_attrs\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xesmf/frontend.py:421: FutureWarning: ``output_sizes`` should be given in the ``dask_gufunc_kwargs`` parameter. It will be removed as direct parameter in a future version.\n", + " keep_attrs=keep_attrs\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "using dimensions ('lat', 'lon') from data variable NCSCD_SOC as the horizontal dimensions for this dataset.\n" + ] + } + ], + "source": [ + "dsXu_out = XuRegridder(dsXu)\n", + "GSDEoc_out = GSDEregridder(GSDEoc)\n", + "HWSD_out = HWSDregridder(dsOBS['HWSD_SOCall'])\n", + "NCSCD_out = NCSCDregridder(dsNCSCD)\n", + "SoilGrids_out = SoilGridsregridder(dsOBS2['SOC'])\n", + "HR_out = HRregridder(dsHR['co2'].isel(lev=0))\n", + "\n", + "dsXu_out = dsXu_out.where(initNPP>minNPP)\n", + "GSDEoc_out = GSDEoc_out.where(initNPP>minNPP)\n", + "HWSD_out = HWSD_out.where(initNPP>minNPP)\n", + "NCSCD_out = NCSCD_out.where(initNPP>minNPP)\n", + "HR_out = HR_out.where(initNPP>minNPP)\n", + "#SoilGrids_out = SoilGrids_out.where(initNPP>minNPP)\n", + "#HR_out.isel()" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# from mpl_toolkits.axes_grid1 import make_axes_locatable\n", + "ncols = 2\n", + "nrows = 3\n", + "# lists of variables, titles & labels\n", + "plotVars = ['SOC','HWSD_SOCall','cTOT'] #,'NCSCD_SOC'\n", + "plotTitle = ['SoilGrids','HWSD']+ simLabs #,'NSCDS'\n", + "plotLabel = 'Soil C stock (kgC $\\mathregular{m^{-2}}$)'\n", + "colorbar = [False,False,False,False,True,True]\n", + "# create the plots\n", + "fig = plt.figure(figsize=(10,8))\n", + "axes = [ fig.add_subplot(nrows, ncols, 1+ r * ncols + c,\n", + " projection=ccrs.EqualEarth(),\n", + " ) \\\n", + " for r in range(0, nrows) \\\n", + " for c in range(0, ncols) ]\n", + "\n", + "# add some data\n", + "i = 0\n", + "vmin,vmax = 5,100\n", + "for ax in axes:\n", + " ax.coastlines()\n", + " if i == 0:\n", + " tempPlot = dsOBS2['SOC'].sel(lat=slice(-60,83))\n", + " if i == 1:\n", + " tempPlot = dsOBS['HWSD_SOCall'].sel(lat=slice(-60,83))\n", + " #if i == 1: \n", + " # tempPlot = NCSCD_out[plotVars[i]].sel(lat=slice(-55,83))*1e-1\n", + " if i > 1:\n", + " tempPlot = ds[plotVars[2]].isel(time=slice(0,20),sim=(i-2)).sel(\n", + " lat=slice(-60,83)).mean(dim='time')*1e-3\n", + " cmap = cm.get_cmap('viridis', 12)\n", + " norm = mp_colors.LogNorm(vmin=vmin, vmax=vmax)\n", + " tempPlot.plot(\n", + " ax=ax, vmin=vmin,vmax=vmax, \n", + " norm=norm,\n", + " transform=ccrs.PlateCarree(), # this is important!\n", + " add_colorbar=False,\n", + " cmap=cmap,\n", + " )\n", + " ax.set_title(plotTitle[i],fontweight='bold',size=13)\n", + " ax.annotate(panel[i], xy=(0.05, 0.95), xycoords=ax.transAxes, \n", + " ha='center', va='center',fontsize=16) \n", + " i = i+1\n", + "\n", + "# add a colorbar to the bottom of the plot \n", + "sm = plt.cm.ScalarMappable(cmap=cmap, norm=norm)\n", + "sm.set_array([])\n", + "plt.tight_layout()\n", + "cb = plt.colorbar(sm, ax=axes, orientation='horizontal', \n", + " pad = 0.02,fraction=0.1,shrink=0.6, label = plotLabel,\n", + " ) ;\n", + "cb.ax.tick_params(labelsize=14)\n", + "cb.set_label(plotLabel, labelpad=-1, size='x-large',fontweight='bold')\n", + "plt.show()\n", + "\n", + "if save == True:\n", + " fout = fin[0]+'figs/'+sim[0]+'_Fig_S2_ZonalSOM.pdf'\n", + " plt.savefig(fout)\n", + " print(' -- wrote '+fout+' --') ;" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dsInit = ds.isel(time=slice(0,20)).mean('time')\n", + "dsInit['turnover'] = dsInit.cTOT / (dsInit.cnpp*365)\n", + "np.log(dsInit['turnover']).plot(x=\"lon\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[15,4],col_wrap=nsim);" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'long_name': 'soil heterotrophic respiration',\n", + " 'units': 'gC m-2 day-1',\n", + " 'cell_methods': 'time: mean'}" + ] + }, + "execution_count": 121, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "(365*dsInit['cresp']).plot(x=\"lon\", y=\"lat\", col=\"sim\",\n", + " figsize=[15,4],col_wrap=nsim,\n", + " vmax=1000,vmin=100);\n", + "y = dsHR.co2.isel(time=slice(0,20),lev=0).mean('time')\n", + "y.attrs = dsHR.co2.attrs\n", + "ds['cresp'].attrs" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib import gridspec\n", + "fig = plt.figure(figsize=[10,8])\n", + "gs = fig.add_gridspec(2, 13)\n", + "\n", + "colors = ['tab:orange','tab:blue']\n", + "#fig, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=(10,8),\n", + "# subplot_kw=dict(projection=ccrs.Robinson()))\n", + "for i in range(4):\n", + " if i == 0:\n", + " ax1 = fig.add_subplot(gs[0, 0:6])\n", + " ax1.plot(dsInit.tairC.isel(sim=3), dsInit['turnover'].isel(sim=3), '.', \n", + " label='MIMICS-CN',color=colors[1],alpha=0.9) \n", + " ax1.plot(dsInit.tairC.isel(sim=1), dsInit['turnover'].isel(sim=1), '.', \n", + " label='CASA-CN', color=colors[0],alpha=0.4) ; \n", + " ax1.annotate(panel[i], xy=(0.94, 0.94), xycoords=ax.transAxes, ha='center', va='center',fontsize=14, \n", + " bbox=dict(facecolor='white', alpha=0.8,edgecolor='none')) \n", + " handles, labels = ax1.get_legend_handles_labels()\n", + " handle_list, label_list = [], []\n", + " for handle, label in zip(handles, labels):\n", + " if label not in label_list:\n", + " handle_list.append(handle)\n", + " label_list.append(label)\n", + " legend = ax1.legend(handle_list, label_list, frameon = True, fontsize='medium',loc='lower left')\n", + " legend.legendHandles[0]._legmarker.set_markersize(10)\n", + " legend.legendHandles[1]._legmarker.set_markersize(10)\n", + " legend.legendHandles[0]._legmarker.set_alpha(1)\n", + " legend.legendHandles[1]._legmarker.set_alpha(0.8)\n", + " ax1.set_xlabel('Air Temperature ('+u'\\N{DEGREE SIGN}'+'C)')\n", + " ax1.set_ylabel('Inferred Turnover time (y)')\n", + " ax1.set_yscale('log');\n", + " ax1.annotate(panel[i], xy=(0.93, 0.93), xycoords=ax1.transAxes, ha='center', va='center',fontsize=14,\n", + " bbox=dict(facecolor='white', alpha=0.8,edgecolor='none')) \n", + " ax1.grid();\n", + " if i == 1:\n", + " ax2 = fig.add_subplot(gs[0, 7:])\n", + " y1 = (dsInit['turnover'].isel(sim=1) - dsInit['turnover'].isel(sim=0))\n", + " y2 = (dsInit['turnover'].isel(sim=3) - dsInit['turnover'].isel(sim=2))\n", + " ax2.plot(dsInit.tairC.isel(sim=3), y2, '.', label='MIMICS',color=colors[1],alpha=0.9) \n", + " ax2.plot(dsInit.tairC.isel(sim=1), y1, '.', label='CASA', color=colors[0],alpha=0.4) ; \n", + " ax2.annotate(panel[i], xy=(0.93, 0.93), xycoords=ax2.transAxes, ha='center', va='center',fontsize=14,\n", + " bbox=dict(facecolor='white', alpha=0.8,edgecolor='none')) \n", + " ax2.set_xlabel('Air Temperature ('+u'\\N{DEGREE SIGN}'+'C)')\n", + " ax2.set_ylabel('N effect on turnover time (y)')\n", + " ax2.grid();\n", + "\n", + " if i == 2:\n", + " ax3 = fig.add_subplot(gs[1, 0:5])\n", + " # could plot this as effect size, but I think it's less meaningful...\n", + " x = np.log(dsInit['cMICtot'].isel(sim=3) / dsInit['cMICtot'].isel(sim=2))\n", + " y = np.log(dsInit['turnover'].isel(sim=3) / dsInit['turnover'].isel(sim=2))\n", + " y.attrs['long_name'] = 'Turnover time response ratio'\n", + " ax3.plot(x, y, '.', label='MIMICS',color=colors[1],alpha=0.9) \n", + " ax3.annotate(panel[i], xy=(0.93, 0.93), xycoords=ax3.transAxes, ha='center', va='center',fontsize=14,\n", + " bbox=dict(facecolor='white', alpha=0.8,edgecolor='none') ) \n", + " ax3.set_ylabel(y.attrs['long_name'])\n", + " ax3.set_xlabel('Microbial C response ratio')\n", + " ax3.grid();\n", + "\n", + " if i == 3:\n", + " ax4 = fig.add_subplot(gs[1, 5:],\n", + " projection=ccrs.EqualEarth())\n", + " y.sel(lat=slice(-60,83)).plot(robust=True,transform=ccrs.PlateCarree(),ax=ax4,\n", + " vmax=0.4,vmin=0,\n", + " cbar_kwargs={\n", + " \"orientation\": \"horizontal\",\n", + " #\"label\": \"custom label\",\n", + " \"pad\": 0.05,\n", + " \"shrink\": 0.9,\n", + " }, # passed to plt.colorbar\n", + " ) ;\n", + " ax4.annotate(panel[i], xy=(0.95, 0.94), xycoords=ax4.transAxes, ha='center', va='center',fontsize=14,\n", + " bbox=dict(facecolor='white', alpha=0.8,edgecolor='none')) \n", + " ax4.set_ylabel(None)\n", + " ax4.set_xlabel(None) \n", + " ax4.coastlines()\n", + " #map_function(tempPlot, panel=panel[i], ax=ax, title=plotTitle[i],cb=2) \n", + " #vmax=vmax[j], vmin=-vmax[j], cmap=cm.get_cmap('BrBG',9),\n", + " #label=plotLabel[j], \n", + " \n", + "fig.tight_layout()\n", + "if save == True:\n", + " fout = fin[0]+'figs/'+sim[0]+'_Fig_2_TurnoverTime.pdf'\n", + " plt.savefig(fout)\n", + " print(' -- wrote '+fout+' --') ;\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure 2** inferred soil C turnover times as a function of mean annual air temperature for all grid cells for MIMICS-CN and CASA-CN simulations (blue & organge points, respectively)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,8))\n", + "plt.subplot(221)\n", + "plt.plot(dsInit.cnpp.isel(sim=3)*365, y2, '.', label='MIMICS',color=colors[1],alpha=0.7) ;\n", + "plt.xlabel('NPP')\n", + "plt.ylabel('Neffect on turnover')\n", + "\n", + "plt.subplot(222)\n", + "y2.plot(vmin=1,vmax=10) ;\n", + "plt.xlabel(None)\n", + "plt.ylabel(None) ;\n", + "\n", + "plt.subplot(223)\n", + "anpp = (dsInit.cnpp.isel(sim=3)*365)\n", + "anpp.plot(vmin=10,vmax=400) ;\n", + "plt.xlabel(None)\n", + "plt.ylabel(None) ;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "N effects on soil turnover largely in lower productivity, colder grid cells, likely because of NPP controls on microbial turnover in MIMICS, which reduce microbial biomass" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Neffect on NPP (log(CN/C))')" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "y1 = np.log(dsInit['turnover'].isel(sim=1) / dsInit['turnover'].isel(sim=0))\n", + "y2 = np.log(dsInit['turnover'].isel(sim=3) / dsInit['turnover'].isel(sim=2))\n", + "\n", + "plt.figure(figsize=(10,8))\n", + "plt.subplot(221)\n", + "plt.plot(dsInit.tairC.isel(sim=3), y2, '.', label='MIMICS',color=colors[1],alpha=0.9) \n", + "plt.plot(dsInit.tairC.isel(sim=1), y1, '.', label='CASA', color=colors[0],alpha=0.4) ; \n", + "plt.xlabel('Air Temperature')\n", + "plt.ylabel('Neffect on turnover time (log(CN/C))')\n", + "\n", + "\n", + "xa = np.log(dsInit['cnpp'].isel(sim=3) / dsInit['cnpp'].isel(sim=2))\n", + "xb = np.log(dsInit['cMICtot'].isel(sim=3) / dsInit['cMICtot'].isel(sim=2))\n", + "\n", + "plt.subplot(222)\n", + "plt.plot(xa, y2, '.', label='MIMICS',color=colors[1],alpha=0.9) \n", + "plt.ylabel('Neffect on turnover time (log(CN/C))')\n", + "plt.xlabel('Neffect on NPP (log(CN/C))')\n", + "\n", + "plt.subplot(223)\n", + "plt.plot(xb, y2, '.', label='MIMICS',color=colors[1],alpha=0.9) ;\n", + "plt.ylabel('Neffect on turnover time (log(CN/C))')\n", + "plt.xlabel('Neffect on Microbial C (log(CN/C))')\n", + "\n", + "plt.subplot(224)\n", + "xa = np.log(dsInit['cnpp'].isel(sim=1) / dsInit['cnpp'].isel(sim=0))\n", + "plt.plot(xa, y1, '.', label='CASA',color=colors[0],alpha=0.9) \n", + "plt.ylabel('Neffect on CASA turnover time (log(CN/C))')\n", + "plt.xlabel('Neffect on NPP (log(CN/C))')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Code below to write out table of global means\n", + "- Table 1: Initial stocks & fluxes (1901-1920 means)\n", + "- Table 2: Change in global stocks and fluxes (mean 2000-2014)\n", + "GPP, NPP, HR, Soil C, microbial biomass, MIC:SOM, SOM C:N, microbial C:N" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "gpp\n", + "[106.1 106.1 106.1 106.1]\n", + "npp\n", + "[42. 38.9 42. 38.2]\n", + "cLIT, MIMICS\n", + "343.5\n", + "cLIT, CASA\n", + "63.8\n", + "cTOT\n", + "[ 996.8 887.2 1582.5 1516.4]\n" + ] + } + ], + "source": [ + "def globalSum ( varIn, area=ds.landarea.isel(sim=nsim-1) *1e6, timeC=1, conversion=1e-15, units=None, pt=False):\n", + " \"Global weighted sum of fluxes & states\"\n", + " temp = varIn * area \n", + " temp = temp.sum(dim=('lat','lon')) * conversion * timeC\n", + " if pt==True:\n", + " print(varIn.attrs['long_name']+' '+str(np.round(temp.values,1))+' Pg C')\n", + " return(temp)\n", + "\n", + "def globalMean ( varIn, area=ds.landarea.isel(sim=nsim-1) *1e6, timeC=1, conversion=1, units=None, pt=False):\n", + " \"Global weighted mean\"\n", + " temp = varIn * area / area.sum()\n", + " temp = temp.sum(dim=('lat','lon')) * conversion * timeC\n", + " if pt==True:\n", + " print(varIn.attrs['long_name']+' '+str(np.round(temp.values,1))+' Pg C')\n", + " return(temp)\n", + "\n", + "d2y = 365\n", + "#MIMcnANN['cgpp'].isel(time=slice(0,20)).mean('time')\n", + "print('gpp')\n", + "print(np.round(globalSum(ds['cgpp'].isel(time=slice(0,20)).mean('time'),timeC=d2y, pt=False),1).values)\n", + "print('npp')\n", + "print(np.round(globalSum(ds['cnpp'].isel(time=slice(0,20)).mean('time'),timeC=d2y, pt=False),1).values)\n", + "print('cLIT, MIMICS')\n", + "print(np.round(globalSum((ds['cLITm'].isel(sim=3)+ds['cLITs'].isel(sim=3)).isel(\n", + " time=slice(0,20)).mean('time'), pt=False),1).values)\n", + "print('cLIT, CASA')\n", + "print(np.round(globalSum((ds['clitmetb'].isel(sim=1)+ds['clitstr'].isel(sim=1)).isel(\n", + " time=slice(0,20)).mean('time'), pt=False),1).values)\n", + "print('cTOT')\n", + "print(np.round(globalSum(ds['cTOT'].isel(time=slice(0,20)).mean('time'), pt=False),1).values)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray 'cVEG' (sim: 4, lat: 96, lon: 144, time: 114)>\n",
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+       "Coordinates:\n",
+       "  * sim      (sim) object 'CASA-C' 'CASA-CN' 'MIMICS-C' 'MIMICS-CN'\n",
+       "  * lon      (lon) float32 0.0 2.5 5.0 7.5 10.0 ... 350.0 352.5 355.0 357.5\n",
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+       "  * time     (time) float32 1901.5013 1902.5013 ... 2013.5013 2014.5013\n",
+       "Attributes:\n",
+       "    long_name:  total veg C\n",
+       "    units:      gC m-2
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"execute_result" + } + ], + "source": [ + "ds.cVEG" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -- wrote /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN/OUTPUT_CN/HIST/figs/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN_Fig_SX_change_cTOT.pdf --\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# from mpl_toolkits.axes_grid1 import make_axes_locatable\n", + "ncols = 2\n", + "nrows = 2\n", + "# lists of variables, titles & labels\n", + "plotLabel = 'Change soil C stock (kgC $\\mathregular{m^{-2}}$)'\n", + "colorbar = [False,False,False,True]\n", + "# create the plots\n", + "fig = plt.figure(figsize=(10,6))\n", + "axes = [ fig.add_subplot(nrows, ncols, 1+ r * ncols + c,\n", + " projection=ccrs.EqualEarth(),\n", + " ) \\\n", + " for r in range(0, nrows) \\\n", + " for c in range(0, ncols) ]\n", + "\n", + "# add some data\n", + "i = 0\n", + "vmin,vmax = -2,2\n", + "for ax in axes:\n", + " ax.coastlines()\n", + " tempPlot = (ds['cTOT'].isel(time=slice(-20,None),sim=(i)).mean(dim='time') - \n", + " ds['cTOT'].isel(time=slice(0,20),sim=(i)).mean(dim='time'))\n", + " tempPlot = tempPlot.sel(lat=slice(-60,83))*1e-3\n", + " cmap = cm.get_cmap('BrBG', 15)\n", + "\n", + " tempPlot.plot(\n", + " ax=ax, vmin=vmin,vmax=vmax,\n", + " transform=ccrs.PlateCarree(), # this is important!\n", + " add_colorbar=False,\n", + " cmap=cmap,\n", + " )\n", + " #ax.set_title(plotTitle[i],fontweight='bold',size=13)\n", + " ax.annotate(panel[i], xy=(0.05, 0.95), xycoords=ax.transAxes, \n", + " ha='center', va='center',fontsize=16) \n", + " i = i+1\n", + "\n", + "# add a colorbar to the bottom of the plot \n", + "#sm = plt.cm.ScalarMappable(cmap=cmap)\n", + "plt.tight_layout()\n", + "#sm.set_array([])\n", + "\n", + "cb = plt.colorbar(plt.cm.ScalarMappable(cmap=cmap), \n", + " ax=axes, orientation='horizontal',\n", + " pad = 0.02,fraction=0.1,shrink=0.6, label = plotLabel,\n", + " ) ;\n", + "cb.ax.tick_params(labelsize=14)\n", + "cb.mappable.set_clim(vmin, vmax)\n", + "cb.set_label(plotLabel, labelpad=-1, size='x-large',fontweight='bold')\n", + "plt.show()\n", + "\n", + "if save == True:\n", + " fout = fin[0]+'figs/'+sim[0]+'_Fig_SX_change_cTOT.pdf'\n", + " plt.savefig(fout)\n", + " print(' -- wrote '+fout+' --') ;\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 144, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sm" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "row_names = ['cgpp','cnpp','cresp','cTOT','cMICtot','relMIC','nNetMineralization','cnTOT','cnMIC','cVEG']\n", + "col_names = simLabs\n", + "nrow = len(row_names)\n", + "ncol = len(col_names)\n", + "init_table = np.empty((nrow,ncol))\n", + "fin_table = np.empty((nrow,ncol))\n", + "\n", + "for i in range(ncol):\n", + " for j in range(nrow):\n", + " din = ds.isel(sim=i,time=slice(0,20)).mean('time') \n", + " din2 = ds.isel(sim=i,time=slice(-20,None)).mean('time') \n", + " #convert fluxes appropriately\n", + " if j <=2:\n", + " init_table[j,i] = np.round(globalSum(din[row_names[j]],timeC=d2y, pt=False),1).values\n", + " fin_table[j,i] = np.round(globalSum(din2[row_names[j]],timeC=d2y, pt=False),1).values \n", + " # soil C stocks\n", + " if j == 3 or j == 9:\n", + " init_table[j,i] = np.round(globalSum(din[row_names[j]],pt=False),0).values\n", + " fin_table[j,i] = np.round(globalSum(din2[row_names[j]],pt=False),0).values\n", + " # MIC C stocks, Pg C\n", + " if j == 4 :\n", + " init_table[j,i] = np.round(globalSum(din[row_names[j]],pt=False),1).values\n", + " fin_table[j,i] = np.round(globalSum(din2[row_names[j]],pt=False),1).values\n", + " if j == 5 :\n", + " init_table[j,i] = np.round(globalMean(din[row_names[j]],pt=False),3).values\n", + " fin_table[j,i] = np.round(globalMean(din2[row_names[j]],pt=False),3).values\n", + "\n", + " # net Mineraliztion, Tg N / year\n", + " if j == 6 :\n", + " init_table[j,i] = np.round(globalSum(din[row_names[j]],timeC=d2y, conversion=1e-12, pt=False),0).values\n", + " fin_table[j,i] = np.round(globalSum(din2[row_names[j]],timeC=d2y, conversion=1e-12, pt=False),0).values\n", + "\n", + " # soil C:N\n", + " if j == 7 :\n", + " init_table[j,i] = np.round(globalMean(din[row_names[j]],pt=False),2).values\n", + " fin_table[j,i] = np.round(globalMean(din2[row_names[j]],pt=False),2).values\n", + "\n", + " # MIC C:N\n", + " if j == 8 :\n", + " init_table[j,i] = np.round(globalMean(din[row_names[j]],pt=False),2).values\n", + " fin_table[j,i] = np.round(globalMean(din2[row_names[j]],pt=False),2).values\n", + "\n", + "change_table = fin_table - init_table\n", + "percent_table = 100* fin_table / init_table - 100\n", + "print('Table 1: Initial state')\n", + "ds_ini = pd.DataFrame(init_table, index=row_names, columns=col_names)\n", + "print(ds_ini)\n", + "if save == True:\n", + " fout = fin[0]+'figs/'+sim[0]+'_Table_1_IniCond.csv'\n", + " ds_ini.to_csv(fout)\n", + " print(' -- wrote '+fout+' --') ;\n", + " \n", + "print(\"\")\n", + "print('Table 2: Change by 2014')\n", + "df_delta = pd.DataFrame(change_table, index=row_names, columns=col_names)\n", + "print(df_delta)\n", + "if save == True:\n", + " fout = fin[0]+'figs/'+sim[0]+'_Table_2_HistChange.csv'\n", + " df_delta.to_csv(fout)\n", + " print(' -- wrote '+fout+' --') ;\n", + " \n", + "pd.DataFrame(percent_table, index=row_names, columns=col_names)" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "fout = fin[0]+'figs/HIST_Table1.xlsx'\n", + "pd.DataFrame(init_table, index=row_names, columns=col_names).to_excel(fout) \n", + "\n", + "fout = fin[0]+'figs/HIST_Table2.xlsx'\n", + "pd.DataFrame(change_table, index=row_names, columns=col_names).to_excel(fout) \n", + "print(' -- wrote '+fout+' --')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## Look at changes over historical period" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "relative changes\n" + ] + }, + { + "data": { + 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib import cm\n", + "ds['Nlimit'] = ds['cnpp'].isel(sim=0) - ds['cnpp']\n", + "ds['Nlimit'].attrs['long_name'] = 'N limitation of NPP'\n", + "ds['Nlimit'].attrs['units'] = ds['cnpp'].attrs['units']\n", + "ds['relNlimit'] = ds['cnpp']/ ds['cnpp'].isel(sim=0)\n", + "\n", + "ds['relNlimit'].attrs['long_name'] = 'relative N limitation of NPP'\n", + "ds['relNlimit'].attrs['units'] = 'fraction'\n", + "temp = ((ds.isel(time=slice(-20,None)).mean(dim='time') -\n", + " ds.isel(time=slice(0,20)).mean(dim='time')) )\n", + "\n", + "(temp['relNlimit'].isel(sim=3) - temp['relNlimit'].isel(sim=1)).plot(robust=True) \n", + "\n", + "fg = (ds['Nlimit']*365).isel(sim=CNsim, time=slice(0,20)).mean(dim='time').sel(lat=slice(-58,80)).plot(\n", + " x='lon', y='lat',col='sim',col_wrap=2, figsize=[10,2.3],\n", + " vmin = 0, vmax=200,\n", + " cmap=cm.get_cmap('summer', 9),\n", + " cbar_kwargs={\n", + " #\"orientation\": \"horizontal\",\n", + " \"label\": 'N limitation of NPP\\n'+r'(gC $\\mathregular{m^{-2} y^{-1}}$)',\n", + " \"pad\": 0.01,\n", + " },\n", + " transform=ccrs.PlateCarree(), # remember to provide this!\n", + " subplot_kws={\n", + " \"projection\": ccrs.Robinson(),\n", + " },\n", + ") ;\n", + "fg.map(lambda: plt.gca().coastlines())\n", + "\n", + "\n", + "# look at spatial maps of changes in N limitation 1995:2014 mean - 1901:1920 mean\n", + "fg = (temp['Nlimit']*365).isel(sim=CNsim).sel(lat=slice(-58,80)).plot(\n", + " x='lon', y='lat',col='sim',col_wrap=2, figsize=[10,2.3],\n", + " vmin = -25, vmax=25, \n", + " cmap=cm.get_cmap('BrBG', 9),\n", + " cbar_kwargs={\n", + " #\"orientation\": \"horizontal\",\n", + " \"label\": 'Change N limitation\\n'+r'(gC $\\mathregular{m^{-2} y^{-1}}$)',\n", + " \"pad\": 0.01,\n", + " },\n", + " transform=ccrs.PlateCarree(), # remember to provide this!\n", + " subplot_kws={\n", + " \"projection\": ccrs.Robinson(),\n", + " },\n", + ") ;\n", + "fg.map(lambda: plt.gca().coastlines())\n", + "fg.set_titles() ;\n", + "\n", + "# --- look at relative changes too\n", + "print('relative changes')\n", + "\n", + "fg = (ds['relNlimit']).isel(time=slice(0,20),sim=CNsim).mean('time').sel(lat=slice(-58,80)).plot(\n", + " x='lon', y='lat',col='sim',col_wrap=2, figsize=[10,2.3],\n", + " vmin = 0.5, vmax=1,\n", + " cmap=cm.get_cmap('summer_r', 9),\n", + " cbar_kwargs={\n", + " #\"orientation\": \"horizontal\",\n", + " \"label\": 'relative N limitation of NPP',\n", + " \"pad\": 0.01,\n", + " },\n", + " transform=ccrs.PlateCarree(), # remember to provide this!\n", + " subplot_kws={\n", + " \"projection\": ccrs.Robinson(),\n", + " },\n", + ") ;\n", + "fg.map(lambda: plt.gca().coastlines())\n", + "\n", + "# look at spatial maps of changes in N limitation 1995:2014 mean - 1901:1920 mean\n", + "fg = (temp['relNlimit']).isel(sim=CNsim).sel(lat=slice(-58,80)).plot(\n", + " x='lon', y='lat',col='sim',col_wrap=2, figsize=[10,2.3],\n", + " vmin = -0.1, vmax=0.1, \n", + " cmap=cm.get_cmap('BrBG', 9),\n", + " cbar_kwargs={\n", + " #\"orientation\": \"horizontal\",\n", + " \"label\": 'Change relative N limitation',\n", + " \"pad\": 0.01,\n", + " },\n", + " transform=ccrs.PlateCarree(), # remember to provide this!\n", + " subplot_kws={\n", + " \"projection\": ccrs.Robinson(),\n", + " },\n", + ") ;\n", + "fg.map(lambda: plt.gca().coastlines())\n", + "fg.set_titles() ;\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Changes in high latitude N limitation for each model look pretty different, \n", + "reflecting cTOT losses & increases in N mineralizatiton rates\n" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "model = simLabs\n", + "var = ['cgpp','cnpp','cresp','cTOT','Nlimit',\n", + " 'nNetMineralization','nMineral','NEP']\n", + "nvar = len(var)\n", + "timeC = [365,365,365,1,365,\n", + " 365,1,365]\n", + "conversion = [1e-15,1e-15,1e-15,1e-15,1e-15,\n", + " 1e-12,1e-12,1e-15]\n", + "units = ['(Pg C/y)','(Pg C/y)','(Pg C/y)','(Pg C)','(Pg C/y)',\n", + " '(Tg N/y)','(Tg N)','(Pg C/y)']\n", + "\n", + "fig = plt.figure(figsize=[18,15])\n", + " \n", + "for i in range(nvar):\n", + " ax = fig.add_subplot(3, 3, (i+1))\n", + " ax.yaxis.set_ticks_position('both')\n", + " ax.set_ylabel(ds[var[i]].attrs['long_name']+' '+units[i])\n", + " for j in range(len(model)):\n", + " temp = globalSum(ds[var[i]].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])\n", + " ## zero out N fluxes for C-only runs\n", + " if j == 2 or j == 0:\n", + " if i == 4 or i == 5 or i == 6 :\n", + " temp = temp*np.nan\n", + " ax.plot(ds.time, temp, lw=3,color=color[j],linestyle=linestyle[j]) \n", + " #add Hashimoto observations to plot?\n", + " if i==2:\n", + " y = (((HR_out* ds.landarea.isel(sim=2)* 1e6).sum(['lat','lon'])) * 1e-15)\n", + " x = ds.isel(time=slice(0,len(y.time))).time \n", + " #ax.plot(x, y, lw=3,color='k') \n", + "\n", + " if i<2:\n", + " ax.legend(labels=model, frameon = False, fontsize='medium')\n", + "\n", + "ax = fig.add_subplot(3, 3, 9)\n", + "i = 7 \n", + "ax.yaxis.set_ticks_position('both')\n", + "ax.set_ylabel('Cumulative '+var[i]+' (Pg C)')\n", + "for j in range(len(model)):\n", + " ax.plot(ds.time, np.cumsum(globalSum(ds[var[i]].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])), \n", + " lw=3,color=color[j],linestyle=linestyle[j]) \n", + "ax.legend(labels=model, frameon = False, fontsize='medium');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure X** trends in ecosystem C & N fluxes and pools over the historical period simulated by MIMICS and CASA (blue and orange lines, respectively), with coupled C-N biogeochemistry and C-only configuration (solid and dashed lines, respectively).\n", + "- **MIMICS seems to show evidence of priming in second half of simulation, increasing HR and Nmin rates faster than CASA?**\n", + "- Both N models have a higher cumulative NEP, but changes w/ MIMICS-CN are greater.\n", + "- Implies longer MRT of soil C pools in CN models, relative to their C-only counterparts \n", + "- **OR** larger increases in NPP from regions experiencing N limitation (relative to the C only model). \n", + "- From change time series below, seems like the biggest differences are in HR (not NPP)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "d_specRESP = ds.specRESP.isel(time=slice(-5,None)).mean('time')- \\\n", + " ds.specRESP.isel(time=slice( 0,5 )).mean('time')\n", + "d_specRESP.plot(x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],col_wrap=nsim);" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "d_HR = ds.cresp.isel(time=slice(-5,None)).mean('time') - \\\n", + " ds.cresp.isel(time=slice( 0,5 )).mean('time')\n", + "d_HR.plot(x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],col_wrap=nsim);" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "d_cMICtot = ds.cMICtot.isel(time=slice(-5,None)).mean('time')- \\\n", + " ds.cMICtot.isel(time=slice(0,5)).mean('time')\n", + "d_cMICtot.plot(x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],col_wrap=nsim);" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "testVar = 'cnpp'\n", + "d_test = ds[testVar].isel(time=slice(-5,None)).mean('time') - \\\n", + " ds[testVar].isel(time=slice(0,5)).mean('time')\n", + "d_test.plot(x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],col_wrap=nsim);" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "cumNEP = ds['NEP'].cumsum(dim='time').isel(time=-1)\n", + "cumNEP.plot(x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],col_wrap=nsim);\n" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Differences in NEP CN-Conly\n", + "MIMcn_CAScn = cumNEP.isel(sim=3)-cumNEP.isel(sim=1)\n", + "MIMcn_MIMc = cumNEP.isel(sim=3)-cumNEP.isel(sim=2)\n", + "CAScn_CASc = cumNEP.isel(sim=1)-cumNEP.isel(sim=0)\n", + "\n", + "cn_c = xr.concat([MIMcn_CAScn,MIMcn_MIMc,CAScn_CASc], 'cumNEP_diff')\n", + "cn_c['cumNEP_diff'] = ['MIMcn-CAScn','MIMcn-MIMc','CAScn-CASc']\n", + "\n", + "g_simple = cn_c.plot(x=\"lon\", y=\"lat\", col=\"cumNEP_diff\", robust=True,\n", + " col_wrap=3,figsize=[16,4],cmap=\"RdBu_r\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure y** N effects on cumulative NEP (1901-2014) \n", + "- MIMICS with less net land uptake than CASA (left) \n", + "- Biggest differences in cumulative NEP in MIMICS across arctic and boreal forests (middle), \n", + "- CASA effects of N limitation on cumulative land C uptake are weaker (right) \n", + "\n", + "Are changes really just reflecting the degree of initial N limitation in CN models?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Changes from initial conditions" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "array(10.738064, dtype=float32)\n", + "Coordinates:\n", + " sim " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "model = simLabs\n", + "fig = plt.figure(figsize=[12,15]);\n", + "t = 20\n", + "\n", + "var = ['cnpp','Nlimit',\n", + " 'cresp','nNetMineralization',\n", + " 'cTOT','NEP']\n", + "nvar = len(var)\n", + "timeC = [365,365,\n", + " 365,365,\n", + " 1,365]\n", + "conversion = [1e-15,1e-15,\n", + " 1e-15,1e-12,\n", + " 1e-15,1e-15]\n", + "units = [r'(Pg C $\\mathregular{y^{-1}}$)',r'(Pg C $\\mathregular{y^{-1}}$)',\n", + " r'(Pg C $\\mathregular{y^{-1}}$)',r'(Tg N $\\mathregular{y^{-1}}$)',\n", + " '(Pg C)','(Pg C)']\n", + "\n", + "for i in range(nvar-1):\n", + " ax = fig.add_subplot(3, 2, (i+1))\n", + " ax.yaxis.set_ticks_position('both')\n", + " ax.set_ylabel('Change '+ds[var[i]].attrs['long_name']+' '+units[i])\n", + " ax.grid() \n", + " ax.set_xlim(1900, 2020)\n", + " ax.annotate(panel[i], xy=(0.06, 0.94), xycoords=ax.transAxes, \n", + " ha='center', va='center',fontsize=14,\n", + " bbox=dict(facecolor='white', alpha=0.8,edgecolor='none') ) \n", + " for j in range(len(model)):\n", + " temp = globalSum(ds[var[i]].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])\n", + " ## zero out N fluxes for C-only runs\n", + " if j == 2 or j == 0:\n", + " if i == 1 or i == 3:\n", + " temp = temp*np.nan\n", + " \n", + " ax.plot(ds.time, (temp - temp.isel(time=slice(0,t)).mean()), \n", + " lw=3,color=color[j],linestyle=linestyle[j]) \n", + " if i==0:\n", + " ax.legend(labels=model, frameon = True, fontsize='medium',loc='lower right')\n", + " ax.set_ylim(-2.2, 8)\n", + " if i == 2:\n", + " ax.set_ylim(-2.2, 8)\n", + "\n", + "ax = fig.add_subplot(3, 2, 6)\n", + "i = 5 \n", + "ax.yaxis.set_ticks_position('both')\n", + "ax.set_ylabel('Cumulative '+var[i]+' (Pg C)')\n", + "ax.set_xlim(1900, 2020)\n", + "ax.annotate(panel[i], xy=(0.06, 0.94), xycoords=ax.transAxes, \n", + " ha='center', va='center',fontsize=14,\n", + " bbox=dict(facecolor='white', alpha=0.8,edgecolor='none')) \n", + "for j in range(nsim):\n", + " ax.plot(ds.time, np.cumsum(globalSum(ds[var[i]].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])), \n", + " lw=3,color=color[j],linestyle=linestyle[j]) \n", + "#ax.legend(labels=model, frameon = False, fontsize='medium')\n", + "ax.grid() ;\n", + "\n", + "if save == True:\n", + " fout = fin[0]+'figs/'+sim[0]+'_Fig_6_GlobalChanges.pdf'\n", + " plt.savefig(fout)\n", + " print(' -- wrote '+fout+' --') ;\n", + " \n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure 6** Changes in ecosystem C & N fluxes and pools, relative to initial conditions, over the historical period \n", + "simulated by MIMICS and CASA (blue and orange lines, respectively), with coupled C-N biogeochemistry and C-only \n", + "configuration (solid and dashed lines, respectively).\n", + "- **MIMICS seems to show evidence of priming in second half of simulation, increasing HR and Nmin rates faster than CASA?**\n", + "- Does this influence N limitation in regions where SOM turnover is accelerating?\n", + "- Greater IAV of C&N fluxes from MIMICS, it would be interesting to see the source & driver of this variability (temp, moisture, productivity)." + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Calculate N mineralzation as a function of HR\n", + "ds['npc'] = ds['nNetMineralization']/ds['cresp'] * 1000\n", + "globalSum(ds['npc'].isel(sim=3)).plot()\n", + "globalSum(ds['npc'].isel(sim=1)).plot()\n", + "ds['npc'].attrs['units'] = 'mg N mineralized per g C respired'\n" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "npc = ds['npc'].isel(time=slice(0,20)).mean('time').isel(sim=[1,3]) \n", + "npc.attrs['units'] = 'mg N mineralized per g C respired'\n", + "\n", + "g_simple = npc.plot(x=\"lon\", y=\"lat\", col='sim', robust=True,col_wrap=2,figsize=[12,4])" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "npc2 = ds['npc'].isel(time=slice(-20,None)).mean('time').isel(sim=[1,3]) - npc\n", + "npc2.attrs['units'] = 'change mg N mineralized per g C respired'\n", + "\n", + "g_simple = npc2.plot(x=\"lon\", y=\"lat\", col='sim', robust=True,col_wrap=2,figsize=[12,4])" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# look at zonal mean of changes in N limitation 1995:2014 mean - 1901:1920 mean\n", + "temp = ((ds.isel(time=slice(-20,None)).mean(dim='time') -\n", + " ds.isel(time=slice(0,20)).mean(dim='time')) )\n", + "\n", + "plotVar = ['nNetMineralization','Nlimit','cnpp','cTOT']\n", + "#dHist.mean(dim='lon').isel(deltaHist=i)\n", + "fig = plt.figure(figsize=[8,8]);\n", + "t = 20\n", + "model = ['CAScn','MIMcn'] \n", + "for i in range(len(plotVar)):\n", + " ax = fig.add_subplot(2, 2, (i+1))\n", + " for j in CNsim: #loop over simulations\n", + " x = temp[plotVar[i]].mean(dim='lon').isel(sim=j)\n", + " #convert daily to annual flux\n", + " if i < 3: x = x*365\n", + " ax.plot(x, temp.lat, \n", + " lw=3,color=color[j],linestyle=linestyle[j])\n", + " ax.set_xlabel(\"change \"+plotVar[i])\n", + " ax.yaxis.set_ticks_position('both')\n", + " if i==0:\n", + " ax.legend(labels=model, frameon = False, fontsize='medium')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "gC m-2 day-1\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plotVar = 'Nlimit'\n", + "g_simple = (365*(ds[plotVar].isel(time=slice(-20,None)).mean('time').isel(sim=[1,3]) - \\\n", + " ds[plotVar].isel(time=slice(0,20)).mean('time').isel(sim=[1,3])) \\\n", + " ).plot(x=\"lon\", y=\"lat\", col='sim', robust=True,col_wrap=2,figsize=[12,4])\n", + "print(ds[plotVar].attrs['units'])" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "gC m-2\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plotVar = 'cTOT'\n", + "\n", + "g_simple = ((ds[plotVar].isel(time=slice(-20,None)).mean('time').isel(sim=[1,3]) - \\\n", + " ds[plotVar].isel(time=slice(0,20)).mean('time').isel(sim=[1,3])) \\\n", + " ).plot(x=\"lon\", y=\"lat\", col='sim', robust=True,col_wrap=2,figsize=[12,4])\n", + "print(ds[plotVar].attrs['units'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### changes in total pools" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -- wrote /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN/OUTPUT_CN/HIST/figs/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN_Fig_X_Cchanges_HIST.pdf --\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "var = ['cECO','cVEG','cTOT','cAVAIL','cSOMc','cSOMp',\n", + " 'cresp','nNetMineralization','Nlimit']\n", + "ylab = ['Total Ecosystem C','Total Vegetation C','Total Soil C',\n", + " 'Total Available C','Total Slow C','Total Protected C',\n", + " 'Heterotrophic Respiration','Net N Mineralization','N Limitation']\n", + "timeC = [1,1,1,1,1,1,365,365,365]\n", + "conversion = [1e-15,1e-15,1e-15,1e-15,1e-15,1e-15,1e-15,1e-12,1e-15]\n", + "units = ['(Pg C)','(Pg C)','(Pg C)','(Pg C)','(Pg C)','(Pg C)',\n", + " '(Pg C $\\mathregular{y^{-1}}$)',\n", + " '(Tg N $\\mathregular{y^{-1}}$)','(Pg C $\\mathregular{y^{-1}}$)']\n", + "model = simLabs\n", + "\n", + "fig = plt.figure(figsize=[18,15]);\n", + "\n", + "# loop over variables \n", + "for i in range(len(var)):\n", + " ax = fig.add_subplot(3, 3, (i+1))\n", + " ax.yaxis.set_ticks_position('both')\n", + " ax.set_ylabel('Change '+ylab[i]+' '+units[i])\n", + " ax.annotate(panel[i], xy=(0.07, 0.93), xycoords=ax.transAxes, \n", + " ha='center', va='center',fontsize=16) \n", + "\n", + " # loop over simulations\n", + " for j in range(nsim): \n", + " if var[i] == 'cAVAIL':\n", + " if j < 2:\n", + " temp = globalSum((ds['clitmetb']+ds['clitstr']+ds['csoilmic']).isel(\n", + " sim=j),timeC=timeC[i],conversion=conversion[i])\n", + " else: \n", + " temp = globalSum((ds['cLITm']+ds['cLITs']+ds['cSOMa']).isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])\n", + " \n", + " else:\n", + " temp = globalSum(ds[var[i]].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])\n", + " ## changes in passive pool for CASA-only runs\n", + " if j < 2 :\n", + " if i == 4:\n", + " temp = globalSum(ds['csoilslow'].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])\n", + " if i == 5:\n", + " temp = globalSum(ds['csoilpass'].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])\n", + " \n", + " if i < 6:\n", + " ax.plot(ds.time, (temp - temp.isel(time=slice(0,t)).mean()), \n", + " lw=3,color=color[j],linestyle=linestyle[j]) \n", + " else: #Skip N variables for C only models\n", + " if j == 1 or j == 3:\n", + " ax.plot(ds.time, (temp - temp.isel(time=slice(0,t)).mean()), \n", + " lw=3,color=color[j],linestyle=linestyle[j]) \n", + " \n", + " if i==0:\n", + " ax.legend(labels=model, frameon = False, bbox_to_anchor=[0.28, 0.82],\n", + " loc='center',fontsize='x-large')\n", + "\n", + "fout = fin[0]+'figs/'+sim[0]+'_Fig_X_Cchanges_HIST.pdf'\n", + "plt.savefig(fout)\n", + "print(' -- wrote '+fout+' --') " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Fig X** Changes in total ecosystem, Veg, and SOM pools (top row), \n", + "Changes in available, slow, and passive C. \n", + "- It's potentially useful to look at changes and IAV of Nmineralization and Nlimitation, but maybe that's better in another figure or with daily data?" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [], + "source": [ + "# ratio of respiration:mineralization over time\n", + "var = ['cresp','nNetMineralization']\n", + "ds['HR:Min'] = (ds[var[0]]/ds[var[1]])" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [], + "source": [ + "# Zonal mean of changes by end of simulation\n", + "dsZon = (ds - ds.isel(time=slice(0,20)).mean(dim='time')).mean(dim='lon')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## plot zonal mean over time" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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aNQfd2Tw/GTi5qj6c5HXLCbKFVrMWNFO4nQKwceNGB/hLQxjk5tY+zdPFxGR16XUz3uvmfSVjWEnTEIPG76MXORX+vFkyWamq85NsAn6dTlLwsqq6rkXd30/yDuA3gTcn+XnGN/vYVM1aIE3KtN6ETmtc0jhMy03ztMSh1c3kQePWZjawj1fV44CPLrKvn8OAJwJvqaofN1Oi/clQ0fb2OWDvJPcDvg8cAfzOmK6lGeENsqRxMyGQpPHqmawk2Q7YAdglyb24q6vVjsC9l6q4qm5J8gPgkcA3gTua55GrqjuSvAT4FzpTF7+rqr48jmtpdtgvX5oO3tCPxjh/wX7yge0XbvWXdEkrqV/LyouAP6KTmGzirmTlJjrTBPeV5LV0Zh3Yh870xz8H/COdMS8jV1Xn0plqTZI0RVZy7MRKW8lEbJCEYpymJQ6p2+cmHYDGpmeyUlUnAScleWlV/fUy6n4GsD+wMFXx1UnWLS9MqTdbS6TFTcPA615sbRncSrdo9EpKbFmRtJLaDLD/6yQPBR4MbNe1//QlTr2tqirJwpTHa4eKVJIkSdJcaTPA/rXAo+kkK+cCTwI+BSyVrHygmQ1spyQvBI4E3jlUtNIiRjEt7rhaZ2Ztyl6nI77LrH0Wi8U7rhaUQd/vSsa2mk3LZzYtcWj1WKylddB1c+wGtnq1WWflWcB+wOer6gVJdgdOXeqkqnpLkoPpjHHZB3hNVX1sqGilIa10l7Fe15vWm9vVHsO4Jl0Yto5efx6m4TtazLTGNa9mrUvdIMnOuN6bCdfyrOSftVn7c63xaZOs/GdVbUlyR5IdgR8A929Z/zeAqqoLkuyQZF1VbV52tNIqsdjN3konMNOQMK30jG3TepM9rXFpNqzmG+/V/N5m0TR8HyYx86dNsnJxkp3odOHaBPwEuGipk5quX0cDOwMPAPYE3g4stT6LNDbTcIOuu3iTLkkaRK+E6XUrG4ZWUJsB9i9uXr49yXnAjlV1aYu6jwEOBD7b1PPNJLstO1JJq47J4+hMc+I3b9/zNH8XkjRr2rSskGRP4L4L5ZM8qqo+ucRpt1bVbUkW6tgWqCFilST1MG8JwTTzu5Ck0WkzG9ibgcOBrwB3NrsLWCpZ+USSVwPbNwPtXwx8ZIhYJUmSJM2RNi0rTwf2qapbB6z7lcDvA5cBL6Iz7fGSs4hJkuZXNs/WgoO1ztXcJWmc2iQrlwM/B7ROVpKsAS6tqofi2iqSpJa8+ZckdWuTrNwCfCHJx+lKWKrqD3ud0Ex1/MUk96mq744gTkmSJElzpk2ycnbzGNQewJeTXATcvLCzqp62jLokSZIkzZk2Uxeftsy6X7/M8yRJkiSpd7KS5ANVdViSy1hkyuGq2rdfxVX1iRHEJ0k9jWIw9iBjJGZt8LckzQLHqqmffi0rL2uen7KcipNs5u5Jzo3AxcArqury5dQrSQtW+j84/0OVpNFzIVX10zNZqaprmucrl1n3W4GrgfcAAY4Afgn4OvAu4NHLrFeSJEnSHOjXDWyxlpH/UlU7LlH3E6vq17q2T0nymao6rlksUpKE3cs0+679xvmTDmEguz/w8a3Lztp762WQ97zS9pt0AJpq/VpW1gEkOQ74D+AMOi0kzwHWtah7S5LDgA8228/qrn5Z0UqaW97QS9Nrmm+Eh7Wa35s0C9pMXfyErVpITk7yWeAvljjvOcBJwN/RSU4+Azw3yfbAS5YTrKT55XiRDpM2SdI8aZOs3JnkOcD76CQdzwbuXOqkZgD9U3sc/lTrCBtJXge8EPhhs+vVVXVuc+xVwFFNXH9YVf8yaP2SpoM349LssatUf7P2+fT6HAZ5H36WGpU2ycrv0GkhOYlOsvLpZl9fSR4InAzsXlUPTbIv8LSqesMQ8b6tqt6y1XUeTGfw/kOAewMXJHlgVS2ZUEmaPragSLNntwNWx9/bcfVRn7XPp9fnMMj7WPnP8vgxXVGTtqbfwSTbAMdU1SFVtUtV7VpVT6+qK1rU/U7gVcDtAFV1KZ2kYtQOAd5XVbdW1XeAbwEHjuE6kiRJklZQ32SlaZ04YJl171BVF221745l1rXgJUkuTfKuJPdq9u0JfK+rzFXNPkmSJEkzrE03sM8nORs4E7h5YWdV/fMS512X5AE0LYFJngVc0++EJBfQWYtla39Kp0vZ8U19xwMnAkfSmaFsa4u2PiY5GjgaYP369UuEL0mSpGniApLzp02ysjNwPfDYrn0FLJWsHAOcAjwoyfeB7wDP7XdCVf1mi3hI8k7gnGbzKqA789iLzmKUi9V/ShMTGzdudPpkSZI0Ut5MS6O1ZLJSVS9YTsXNbGC/mWQtsKaqNi+nngVJ9qiqhZaZZwBfal6fDbwnyVvpDLDfG9i6+5kkaYr0mvXNCRY06/Zdu9OkQ5BWlSWTlSR7AX8NHESnReVTwMuq6qoe5V/eYz8AVfXWZcb6F0ke1sRwBfCipr4vJ/kA8BU6Y2KOaTMT2Jo1a9hhhx2WGYokaSg7PHLSEUiSZkCbbmDvBt4DHNpsP7fZd3CP8gur2+8D/Cqdlg/orLnyyeWFCVX1u32OvRF443LrliRJkjR92iQru1bVu7u2/yHJH/UqXFWvB0hyPrBxoftXs6jjmUPEKkmSJGmOtElWrkvyXOC9zfaz6Qy4X8p9gNu6tm8DNgwUnSRJkjTDdth+Bx6y//5jq//r//sz3PT9vhPuzrQ2ycqRwN8Ab2u2P93sW8oZwEVJzqIzzuQZwGnLCVKSJEnS/GkzG9h3gacNWnFVvTHJecDCKMoXVNXnB61HkiRJ0nwax2xgl1TVRoCq2gRs6ldGkiRJkhYzjtnAfjnJpX3qC3DP1hFKkiRJmksjnw0MeFCLOpdcB0WSJEnSfBv5bGBVdeUoApMkSZI039a0KHMkcBjwH8A1wLNoNxuYJEmSJC3b2GYDkyRJkqRhLNmykuS0JDt1bd8rybvGG5YkSZKkedemG9i+VfXjhY2qugEY3zKckiRJkkS7ZGVNknstbCTZmXYD8yVJkiRp2dokHScC/57kg3QWhTwMeONYo5IkSZI099oMsD89ycXAY+ks6PjbVfWVsUcmSZIkaa616s7VJCcmKJIkSZJWTJsxK5IkSZK04kxWJEmSJE0lkxVJkiRJU2lupyDetGnTdUmunHQc6msX4LpJB6GB+b3NLr+72eT3Nrv87kbnvpMOQOMxt8lKVe066RjUX5KLq+rhk45Dg/F7m11+d7PJ7212+d1JS7MbmCRJkrTKJdkmyeeTnNNs3y/JZ5N8M8n7k9yj2f/zzfa3muMbJhm3yYokSZK0+r0M+GrX9puBt1XV3sANwFHN/qOAG6rqvwFva8pNjMmKptkpkw5Ay+L3Nrv87maT39vs8rvTikiyF/Bk4NRmO3QWfP9gU+Q04OnN60OabZrjj2vKT4TJiqZWVfmP+Azye5tdfnezye9tdvndaQX9P8D/ArY0278I/Liq7mi2rwL2bF7vCXwPoDl+Y1N+IkxWJEmSpNn2vCQXdz2OXjiQ5CnAD6pqU1f5xVpKqsWxFTe3s4FJkiRJq8TpVfW2HscOAp6W5LeA7YAd6bS07JRk26b1ZC/g6qb8VcB64Kok2wL3BH401uj7sGVFkiRJWqWq6lVVtVdVbQCOAP61qp4D/BvwrKbY7wEfbl6f3WzTHP/XqppYy4rJiiRJkjR/Xgm8PMm36IxJ+ftm/98Dv9jsfzlw7ITiA+wGJkmSJM2FqroQuLB5fTlw4CJlfgocuqKB9WHLiiRJkqSpZLIiSZIkaSqZrEiSJEmaSiYrkiRJkqaSyYokjUmSU5M8eAWv98dJvpbkS0m+mOR5Xcd2TXJ7khdtdc6RSS5Lcmlz3iFbHf9ikvcucd0Dk3wyydeb65+aZIckz0+yJcm+XWW/lGTDaN6xJGm1M1mRpDGpqt+vqq+sxLWS/AFwMHBgVT0UeBQ/uwrxocBngGd3nbMX8KfAI6tqX+DXgUu7jv8ynf8nHpVkbY/r7g6cCbyyqvYBfhk4D1jXFLmquYYkSQMzWZGkISVZm+SjTSvEl5Ic3uy/MMnDm9c/SfLmJJuSXNC0RlyY5PIkTxtBGK8GXlxVNwFU1Y1VdVrX8WcDrwD2SrJns283YDPwk+acn1TVd7rO+R3gDOB8oFeMxwCnVdX/aeqoqvpgVV3bHD8HeEiSfYZ+h5KkuWOyIknDeyJwdVXt17RqnLdImbXAhVV1AJ0E4Q10WkKeARy3deEk65J8ocfjwVuXBdZV1bcXCy7JeuCXquoi4APA4c2hLwLXAt9J8u4kT93q1MOB9wPvpatFZisPBTb1OAawBfgLOsmUJEkDMVmRpOFdBvxm03Ly36vqxkXK3MZdScxlwCeq6vbm9YatC1fV5qp6WI/H1l3LAlSf+I6gk6QAvI8m8aiqO+kkWs8CvgG8LcnrAJL8KvDDqroS+DiwMcm9+n8MPb0H+PUk91vm+ZKkOWWyIklDqqpvAAfQSTxOSPKaRYrdXlULCcUW4Nbm3C3AtlsXHqRlpen6dXOS+/cI8dnA85NcAZwN7Jdk7+bcqqqLquoEOknNM7vOeVBzzreBHYFnJnlGVxwPB77cvPd+n88dwInAK/uVkyRpa3f7D1KSNJgk9wZ+VFX/mOQnwPOHrbOqNgMPG+CUE4C/TXJ4Vd2UZEc6yccngLVVtTBOhSSvB45I8vd0uodd0hx6GHBlkjV0BuTvW1Xfb855DPBnVfU44Kyuur4HXJTko1X12Wbfc4ELtorvH4D/xV0D7yVJWpLJiiQN71eAv0yyBbgd+B8TiOFk4BeAzyW5vYnjRDotJGdtVfZDdLqDnQ68pUm2fgr8EPgDOjOJfX8hUWl8Enhwkj2q6pqFnVV1bZIjmnp2o9Nq9Engn7svWFW3Jfkr4KRRvWFJ0uqXu3olSJIkSRqltfdZXw959SvGVv/X/+pkbvrqN3apquvHdpEJcsyKJEmSpKlksiJJkiRpKjlmRZIkSRqTe67dgScfuHFs9V+/447cNLbaJ8+WFUmSJElTaW5bVnbZZZfasGHDpMOQJEnSkDZt2nRdVe066Tg0enObrGzYsIGLL7540mFIkiRpSEmunHQMGg+7gUmSJEmaSiYrkiRJkqaSyYokSZKkqTS3Y1a2bNnCLbfcMukwJElqJZsvmXQIkrTibFmRJEmSNJVatawkuS+wd1VdkGR7YNuq2jze0CRJ0oJaN75F5WaNrUzS/FgyWUnyQuBoYGfgAcBewNuBx403NEmaXd5MSbPn2m+cP+kQJG2lTcvKMcCBwGcBquqbSXYba1SSNOP8FVwan0F+DBjk7+JuB/j3Fmb1x5bjJx2AxqRNsnJrVd2WBIAk2wI11qgkSZqQ2bxRUy9+n9Jsa5OsfCLJq4HtkxwMvBj4yHjDkiStZt5ASlpg9zv10yZZORY4CrgMeBFwLnDqOIOSpGnkDbakUVrsJn33Bz6+dVlpHiyZrFTVFuCdzUOSJEmSVkTPZCXJZfQZm1JV+44lIkmaUoMM1LUVRppPw7aA2IIi/ax+LStPaZ6PaZ7PaJ6fA7j0u6QV5c2/pHEzUZCmT89kpaquBEhyUFUd1HXo2CSfBo5b7LwkO7e47paq+vFAkUqaCyYlkial13iRQZjwSKPVZoD92iSPrKpPASR5BLC2T/mrm0f6lNkGuE/rKCXNDdcnGR0TP2nljSLh0XK4zspq1SZZOQp4V5J7Nts/Bo7sU/6rVbV/vwqTfL5lfJKkZTLx02o1rkUhV9pi76NXvP74oHnVZjawTcB+SXYEUlU3LnHKb7S4bpsykiRJdzPNCcggBnkfq+U9S4NaMllJ8pqttgGoqkXHrFTVT7vKbgPs3n2dqvpudxlJkrQ6XXrzcMNT912704gi+VnDxqXRGtf3rNWhTTewm7teb0dnlrCvLnVSkpcCrwWuBbY0uwsYasrjJFcAm4E7gTuq6uHNoP73AxuAK4DDquqGYa4jSRqMN4AaNf9MzQe/Z/XTphvYid3bSd4CnN2i7pcB+1TV9cuMrZ/HVNV1XdvHAh+vqjclObbZfuUYritJ6mHWfh31BkmSpt+aZZyzA3D/FuW+Byw1vmVUDgFOa16fBjx9ha4rSZIkaUzajFnpXsl+G2BX+swPlxlEzNUAACAASURBVOTlzcvLgQuTfBS4deF4Vb112dE2VQDnJyngHVV1CrB7VV3T1H9Nkt16xHY0cDTA+vXrhwxDkjRqtnZIkrq1GbPylK7XdwDXVtUdfcqva56/2zzu0TzgrqRnGAdV1dVNQvKxJF9re2KT2JwCsHHjxlHEIkkaoVnrSqaOcSWZo/jzYAI8Oot9H36+Grc2ycobqup3u3ckOWPrfQuq6vVNmUOr6sytzjt02ZHeVf/VzfMPkpwFHAhcm2SPplVlD+AHw15HkiTd3bQmJt40j5+fsSahTbLykO6NJNsCB7Q471XAmS32tZZkLbCmqjY3rx8PHEdnwP/vAW9qnj+83GtIkjRLVssN5Gp5H5JGq2eykuRVwKuB7ZPctLAbuI2mK1WP854E/BawZ5K/6jq0I51uZMPYHTirWetlW+A9VXVeks8BH0hyFJ2uZ0O34EiSJEmarJ7JSlWdAJyQ5ISqetUAdV4NXAw8DdjUtX8z8D+XFeVdMV0O7LfI/uuBxw1TtyRJ42TLgSQNrl/LyoOq6mvAmUk2bn28qi5Z7Lyq+mKSLwGPr6rTFisjSdK8cTV2SRpcvzErL6czze+Jixwr4LG9TqyqO5P8YpJ7VNVtQ8YoSdKqZKIhSf316wZ2dPPySVX10+5jSbZrUfeVwKeTnA3c3FXvsOusSJI0c0xMJGlwbVaw//eW+7Z2NXBOc411XQ9JkiRJWlK/MSu/BOxJZzaw/enMBAadWb12WKrirvVW1nU26yfDhytJkiRpXvQbs/IE4PnAXkB3163NdKY07ivJQ4EzgJ2b7euA51XVl5cbrCRJs2pcA+zHxW5rkqZBvzErpwGnJXlmVX1oGXWfAry8qv4NIMmjgXcCj1hOoJIkaeXMWnIlaXVacgX7qvpQkifTWcl+u679xy1x6tqFRKUpf2Gz6rwkSZLGxFYxrSZLJitJ3k5njMpjgFOBZwEXtaj78iR/TqcrGMBzge8sM05JkjSlvDmWNC5LJivAI6pq3ySXVtXrk5wI/HOL844EXt+UDfBJ4AXLD1WSJE2jWesyZnIlzY42ycp/Ns+3JLk3cD1wv6VOqqobgD8cIjZJklYNb5A7eiU2fj7SeCRZD5wO/BKwBTilqk5KsjPwfmADcAVwWFXdkCTAScBvAbcAz6+qSyYRO7RLVs5JshPwl8AldFavP3Wpk5I8EPhjOh/Af12nqh67rEglSZphs9b6sNL8fDpM2jQGdwCvqKpLmiVFNiX5GJ1Zfz9eVW9KcixwLPBK4EnA3s3j14CTm+eJaDPA/vjm5YeSnANsV1U3tqj7TODtdBKbO5cfoiRJ0nyY5qTNRGp5drzHz/OE9f9tbPWfu90OXN7neFVdA1zTvN6c5Kt01lI8BHh0U+w04EI6ycohwOlVVcBnkuyUZI+mnhXXb1HI3+5zjKpaatzKHVV18rIjkyRJ0tSY5kRKPC/Jc7q2T6mqU7YulGQDsD/wWWD3hQSkqq5JsltTbE/ge12nXdXsm65kBXhqn2PF0oPsP5LkxcBZwK3/dWLVj9qHJ0mSJGkJp1fV2/oVSPILwIeAP6qqmzpDUxYvusi+GjK+Zeu3KOSwM3f9XvP8J93VAvcfsl5Jkla1bJ7YWFZJq1CSn6OTqPxTV++oaxe6dyXZA/hBs/8qYH3X6XsBV69ctD+rzQD7ZamqvjOGJTm4qj42rutLkjRuwyYVtW7jQPvHEYM0Dtd+4/xJh6BGM7vX3wNfraq3dh06m07jwpua5w937X9JkvfRGVh/46TGq8AYk5UW3gyYrEhzzJsszTv/Dmi12v2Bj1/hKx6/dJH5dRDwu8BlSb7Q7Hs1nSTlA0mOAr4LHNocO5fOtMXfojN18UTXSZxkstKzo5yk+TDIr8eaXYPMIDTIAF5nJppNq/07Xsn354B3tVFVn6L3fffjFilfwDFjDWoASyYrSXYAXgHcp6pemGRvYJ+qOmfIa09soI4kaeWM64bKG7XVb7V/x6v9/Umj0KZl5d3AJuA3mu2r6KyhMmyyMlJJnkhntc1tgFOr6k0TDkmSNIdmsTVAkqZVm2TlAVV1eJJnA1TVf6bPXGcDuGIEdQCQZBvgb4GD6SRTn0tydlV9ZVTXkCSpjV6/lpvESNLg2iQrtyXZnqbbVpIH0LVuSi9JDgXOa1bK/DNgI/CGqroEoKp6Ljq5DAcC36qqy5trv4/O6psmK5JWlVHc8C52M+2NtAT/8r1vDV3HYiuVj6JeaV61SVZeB5wHrE/yT3RmFGgzK8CfV9WZSR4JPAF4C3AynSnQRm2xlTbvdp0kRwNHA6xfv37rw5J6cBDo6mJiomm0Wm7oV8v7kKbFkslKVZ2fZBPw63RmEnhZVV3Xou47m+cnAydX1YeTvG7ZkfbXaqXNqjoFOAVg48aNDvDXzJq1m81Zi1caB29ipfY+epHTeqtjzVIFkny8qq6vqo9W1TlVdV2Sj7eo+/tJ3gEcBpyb5OfbXG+ZpmqlTUmSJEnD69mykmQ7YAdglyT34q7Wix2Be7eo+zDgicBbqurHSfYA/mTIeHv5HLB3kvsB3weOAH5nTNfSjPDXfEnjZmuJNB5PPnCwdbg+N6Y4NHn9uoG9CPgjOonJJu5KVm6iM/NWX1V1S5IfAI8Evgnc0TyPXFXdkeQlwL/Qmbr4XVX15XFcS5I0vF43+YsNTh60Dq08u+zcZZCbbD83aWk9k5WqOgk4KclLq+qvB604yWuBhwP70Fmr5eeAf6QzQH/kqupc4Nxx1K3Z5IxH0vQaJCkZZx3DMmHqGPRXcHX4uY2OLSurV5sB9n+d5KHAg4HtuvafvsSpzwD2BxamKr46ybohYpUWZQIizR5v8vubhl/cbSFYnmETED/LDhM5LVgyWWlaSB5NJ1k5F3gS8ClgqWTltqqqJAvrs6wdLlRpcYNMi7vSic2sTdk7yOcza+9ttVvJP9uDfveLxTYNrSLTbNY+n1mLd5r5WS7P6yYdgMamzTorzwL2Az5fVS9IsjtwaovzPtDMBrZTkhcCRwLvXH6o0uKmuWWlV2zTcKM/DZ/bNCSP0xDDIObxe1N/s9ZK5c34fJi1P5eaXm2Slf+sqi1J7kiyI/AD4P5LnVRVb0lyMJ0B+fsAr6mqjw0XrrQ6LHazt9IJzDQkTCudPEzDTfY0xKDVZRSTEphAaNRW+s/U61b0alpJbZKVi5PsRKdVZBPwE+CilvV/A6iquiDJDknWVdXmZcYqLWoabrrVnzfo0nQwKZE0a9oMsH9x8/LtSc4DdqyqS5c6r+n6dTSwM/AAYE/g7cDjlh+upFlkQjl+0zxmZd6YnI/fNP8Z9PuXRqvVivJJ9kzyCOA+dMagPKrFacfQmab4JoCq+iaw23IDlSRJkjRf2swG9mbgcOArwJ3N7gI+ucSpt1bVbUkW6tm2OU+SNGLT/EvzvPG7mG9+/9JotRmz8nRgn6q6dcC6P5Hk1cD2zUD7FwMfGTRASZIkSfOpTbJyOZ3V5wdNVl4J/D5wGfAiOmu0tJnyWJLGIpvHs9harXPxslEZ13c0Ln73kjRebZKVW4AvJPk4XQlLVf1hrxOSrAEuraqH4toqkqaEN5YatcWSK/+cSdLotElWzm4erTXrsnwxyX2q6rvLC02SNG8Wu9Gf5tYWExNJGq82Uxeftsy69wC+nOQi4Oau+p62zPokSXPIhECS5lfPZCXJB6rqsCSXscgsXlW17xJ1v37Y4CSpn2n+xV2StHz+SKEF/VpWXtY8P2U5FVfVJ5ZzniS15X9mkjT7Fl1Is8fimk4NPX96JitVdU3zfOVyKk6ymbu3yNwIXAy8oqouX069kiRJWj1MQNRPv25giyUb/6Wqdlyi7rcCVwPvAQIcAfwS8HXgXcCjB4xVklYlu7Np1l37jfMnHcJAdn/g41uXnbX3NqhBPgtpEvq1rKwDSHIc8B/AGXSSjucA61rU/cSq+rWu7VOSfKaqjmsWi5QkSZKkntpMXfyErZKOk5N8FviLJc7bkuQw4IPN9rO6jvVssZGkxdj6IE2v1fzr/Gp+b9IsaJOs3JnkOcD76CQZzwbubHHec4CTgL9rzvsM8Nwk2wMvWV64kubVahlMb9IlacFKdjEbV9LV6z2Y5GlU2iQrv0Mn6TiJTtLx6WZfX80A+qf2OPyptgEuSPI64IXAD5tdr66qc5tjrwKOopNE/WFV/cug9UuaDt7MS9NttY/hWK1W+nvzz4lGpW+ykmQb4JiqOmTQipM8EDgZ2L2qHppkX+BpVfWG5YUKwNuq6i1bXefBdAbvPwS4N3BBkgdWVZvWH0lTZrW0oEir1W4H+HdU0+j4SQegMVnT72Bzw3/AMut+J/Aq4PamrkvpJBWjdgjwvqq6taq+A3wLOHAM15EkSZK0gtp0A/t8krOBM4GbF3ZW1T8vcd4OVXVRku59dwwe4s94SZLncddaLTcAe9IZD7Pgqmbf3SQ5GjgaYP369UOGIkmSJGmc2iQrOwPXA4/t2lfAUsnKdUke0JQlybOAa/qdkOQCOmuxbO1P6XQpO76p73jgROBIOtMpb23R2caq6hTgFICNGzc6I5kkSepr0dXVJa2YJZOVqnrBMus+hk5i8KAk3we+Azx3iWv9ZpuKk7wTOKfZvArobibZi85ilJIkSUNxdXVpspZMVpLsBfw1cBCdFotPAS+rqqv6ndfMBvabSdYCa6pq8zCBJtmjqhZaZp4BfKl5fTbwniRvpTPAfm/goqXqW7NmDTvssMMwIUmSJEkaozbdwN4NvAc4tNl+brPv4MUKJ3l5j/0AVNVbB46y4y+SPIxOwnQF8KKmvi8n+QDwFTpjYo5xJjBJkiRNg+3XbDPWFrpf2KbN7fzsavPudq2qd3dt/0OSP+pTfl3zvA/wq3RaPqCz5sonBw+xo6p+t8+xNwJvXG7dkiRJkqZPm2TluiTPBd7bbD+bzoD7RVXV6wGSnA9sXOj+1SzqeOZQ0UqSJEmaG33XWWkcCRwG/EfzeFazbyn3AW7r2r4N2DBgfJIkSZLmVJvZwL4LPG0ZdZ8BXJTkLDrjTJ4BnLaMeiRJkiTNoSVbVpLsleSsJD9Icm2SDzUzhPXVjCM5ErgB+DHwgqo6YfiQJUmSJM2DNt3A3k1nkPy96awM/5Fm36KSXLLwuqo2VdVJzePzi5WRJEmSpMWMYzawX05yaZ/jAe7ZKjpJkiRJc2vks4EBD2pRp+ugSJIkSeqrTbJyJPA3wNvoDJT/d/rMBlZVV44mNEmSJEnzbJyzgUmSJEnSsrWZDey0JDt1bd8rybvGG5YkSZKkeddmNrB9q+rHCxtVdQOw//hCkiRJkqR2ycqaJPda2EiyM+3GukiSJEnSsrVJOk4E/j3JB+kMsD8MeONYo5IkSZI099oMsD89ycXAY+mskfLbVfWVsUcmSZIkaa616s7VJCcmKJIkSZJWTJsxK5IkSZK04kxWJEmSJE0lkxVJkiRpFUvyxCRfT/KtJMdOOp5BzO0UxJs2bbouyZWTjkN97QJcN+kgNDC/t9nldzeb/N5ml9/d6Nx30gFMqyTbAH8LHAxcBXwuydmzMmHW3CYrVbXrpGNQf0kurqqHTzoODcbvbXb53c0mv7fZ5XenFXIg8K2quhwgyfuAQ5iRybPsBiZJkiTNtuclubjrcXTXsT2B73VtX9Xsmwlz27IiSZIkrRKnV9XbehzLIvtqnMGMki0rmmanTDoALYvf2+zyu5tNfm+zy+9OK+EqYH3X9l7A1eO+aJJfH0U9JiuaWlXlP+IzyO9tdvndzSa/t9nld6cV8jlg7yT3S3IP4Ajg7BW47t+NohK7gUmSJEmrVFXdkeQlwL8A2wDvqqovTzis1kxWJEmSpFWsqs4Fzl3hy94/Sc8WnKp6WptKTFYkSZIkjdoPgROHrcRkRZIkSdKoba6qTwxbiQPsJUmSJI3aFaOoxJYVSZIkSSNVVb+dZDfgGOAhdNZ2+Qrwd1V1bdt6bFmRJEmSNFJJDqIzbTLA6cA/Nq8/2xxrxZYVSZIkSaN2IvD0qvp8174PJzkLeAfwa20qsWVFkiRJ0qjtuFWiAkBVfQFY17YSkxVJGoMkpyZ58Apd6x+S3JJkXde+k5JUkl2a7Z80zxua/cd3ld0lye1J/qbZfl2SP+46/sdJvpbkS0m+mOR5zf6nJPl8s+8rSV7UI75fSPKOJN9O8uUkn0zS6hc1SdLMSpJ7LbJzZwbIQUxWJGkMqur3q+orK3jJbwGHACRZAzwG+H6PspcDT+naPhRYdDXjJH8AHAwcWFUPBR7V2Z2fA04BnlpV+wH7Axf2uN6pwI+AvavqIcDzgV3avjFJ0kx6G3B+kv8rybrm8Wjg/2uOtWKyIklDSLI2yUeb1oUvJTm82X9hkoc3r3+S5M1JNiW5IMmBzfHLk7RawbeF9wKHN68fDXwauKNH2f8EvroQX3PeB3qUfTXw4qq6CaCqbqyq0+g04W8LXN/sv7Wqvr71yUkeQKdf8p9V1Zam7OVV9dHB3p4kaZZU1SnA64Hj6Uxj/B3gOOANVfWOtvU4wF6ShvNE4OqqejJAknsuUmYtcGFVvbIZWPgGOq0VDwZOA87uLtx05/rfPa73Oz1abL4JHNI0uT+bzqwrT+oT9/uAI5L8B3AncDVw70XiWFdV39765Kr6UZKzgSuTfBw4B3jvQkLS5SHAF6rqzj6xSJJWmSQvqaq/ofP/w7KZrEjScC4D3pLkzcA5VbVYknEbcF5X+Vur6vYklwEbti5cVZuBhy0jln8GjqDTkrHo+JEu59H5teta4P09yoTOvPiLqqrfT/IrwG8Cf0wnAXv+YCFLklapI4G/GbYSkxVJGkJVfSPJAcBvASckOb+qjtuq2O1VtXDTvwW4tTl3S5K7/Tu8zJYV6LSWXAKc1tTdL+7bkmwCXkGn9eOpi5S5KcnNSe5fVZf3qOcy4LIkZwDfSXIUsKk5fDadlqP9kqxZpNVFkqS+TFYkaQhJ7g38qKr+sZlx6/nD1rnclpWq+m6SPwUuaHnKicAnqur6PonNCcDfJjm8SV52pNN68x7g4VV1YVPuYcCVTXevn4k9ycXA65O8pqoqyd7Ag6vqwwO9QUnSLNk3yU2L7A9QVbVjm0pMViRpOL8C/GWSLcDtwP+YZDCDDFqsqi/TYxawLicDvwB8LsntdN7jiXT+s/lfSd5BZ8D+zfRO1H6/OedbSW6hMyj/T9rGKUmaSZdV1f7DVpK7eiZIkiRJGqX999+/Pv3pT4+t/qc+9an867/+6y5Vdf3YLrIMST4/imTFqYslSZIkjdqZAElOS7LTws4k90ryrraV2A1MkiRJGpctt5DNl4yt+ty5eWx1D6Oq/u/m5b5V9eOu/Tckad3iYsuKJEmSpHFZ06wBBkCSnRmgwcSWFUmSJEnjciLw70k+SGftrsOAN7Y9eW6TlV122aU2bNgw6TAkSZI0pE2bNl1XVbtOOg7dXVWd3kxh/1g6M0n+dp/1wu5mbpOVDRs2cPHFF086DEmSJA0pyZWTjkG9NclJ6wSlm2NWJEmSJE0lkxVJkiRJU8lkRZIkSdJUmtsxK1u2bOGWW26ZdBiStOLGOd//pF37jfMnHcKqd8W//b+TDmFom77w7UmHMFaf+c7tkw5BGhlbViRJkiRNpbltWZGkeVXrNrYuO2utMLs/8PGTDmHVG/YznobWrw2PWdnrrXRr1AEPW7lrTUsr1Qe/YGvSatUqWUlyX2DvqrogyfbAtlW1ebyhSbPv0pt/POkQBrLv2p0mHcJI9LrBXs036RqdabiZnmaroRvYShvFDb1duzSvluwGluSFwAeBdzS79gL8l0qSJEnSWLVpWTkGOBD4LEBVfTPJbmONStJ/WQ2tHdPSSjEtcWzNX/Knyzy2HExLV55h2PIgrU5tkpVbq+q2JAAk2RaosUYlrRKrIdEYhV7dr6Y1edB82/CYp99t3zQnMCudaJgUSFpJbZKVTyR5NbB9koOBFwMfGW9Y0vTyBrtjFK0Bw94A2g9ckqTVrU2ycixwFHAZ8CLgXODUcQYlaTIGSUBG8UvzIMmGSYUkSfNnyWSlqrYA72wekgQs3lWml16JzQEPe0DrOhabinMW+9mbdEmS1F7PZCXJZfQZm1JV+44lImnKDTL97TQYpNvaKNaoWKx1ZpDEZjDTO46gt8knWCZMkqRZ0a9l5SnN8zHN8xnN83OAW3qdlGTnFtfdUlWztQCFpFYGSXiGHfcyaBI0DYOkF2tNmsUWIkmSVkLPZKWqrgRIclBVHdR16NgknwaO63Hq1c0jfa67DXCfAWOVtIRpHfw/LVPzTussT726w40rifn1+/3cWOq1xUaSNGptBtivTfLIqvoUQJJHAGv7lP9qVe3fr8Iknx8gRklbmYakZBoSkGlINEbBlhVJkhbXJlk5CnhXkns22z8GjuxT/jda1NmmjCRJkqQ51mY2sE3Afkl2BFJVNy5R/qcLr5NsA+zefZ2q+m53GUn92YrS2/gG7q9sq80gs6JNs8VmbANbjtSO3QglLWbJZCXJa7baBqCqeo1ZWSj3UuC1wLXAlmZ3AUPNIpbkCmAzcCdwR1U9vBnU/35gA3AFcFhV3TDMdSTdZdhZwnolOys5GH/Q642r3mlN/MZpw2MmHYFmwTMHKLtauoCupFn70cDkVQvadAO7uev1dnRmCftqi/NeBuxTVdcvJ7AlPKaqruvaPhb4eFW9KcmxzfYrx3BdacVNw1TJw7bujCJJGFeisdLXW+n3Ma0G+XM9rtbFcf3dWunW0Gn4LHsZV2zz+Pdo+NkTRxTIEAZJMnu11PbywS9cNmA0mhVtuoGd2L2d5C3A2S3q/h7Qt8vYCB0CPLp5fRpwISYr0sgsdsMxipueaUjENF0uvXmRWe3X3H/Rsvuu3and+b0MUnYQPeIdm0Heh7FNxGJ/Vge12wGz9e/lYv9HjDXJfO1/H1/dmqg2LStb2wHo+S9Kkpc3Ly8HLkzyUeDWheNV9dZlXLNbAecnKeAdVXUKsHtVXdPUf02S3XrEdjRwNMD69euHDEOaH+P6NXYafjEfV9I1SL0mbXcZ9qau1/kDJTHSiI3iz98oEp6V5L9rGpU2Y1a6V7LfBtgVOL7PKeua5+82j3s0D7rqGcZBVXV1k5B8LMnX2p7YJDanAGzcuHEUsUhqYZr/0xpXbNP8nufRIDd6JjbTb9a+z1lLNKRp0qZl5Sldr+8Arq2qO3oVrqrXAyQ5tKrO7D6W5NBlRfmz9V/dPP8gyVnAgcC1SfZoWlX2AH4w7HUkjU6vVoZpuKGfhtnWepmGz2cezdqN5TTcjI/CrH3ug+j1Ha3m9yyNSptk5Q1V9bvdO5KcsfW+RbwKOLPFvtaSrAXWVNXm5vXjgePojKH5PeBNzfOHl3sNabWZ5pvxcZnH96zRWS03/7NmHj/3Qd6ziY3mVZtk5SHdG0m2BQ7oVTjJk4DfAvZM8lddh3ak0zIzjN2Bs5rpk7cF3lNV5yX5HPCBJEfR6Xo2dAuONItm7SZ91uLV6jKPN8eaXf551bzqmawkeRXwamD7JDct7AZuoxn30cPVwMXA04BNXfs3A/9zmGCr6nJgv0X2Xw88bpi6pdVgXLN2zSO7YK0u3uhJ0mzqmaxU1QnACUlOqKpXta2wqr6Y5EvA46vqtFEEKUmSJGn+9GtZeVBVfQ04M8ndfmKsqp4/11bVnUl+Mck9quq2EcUqaRlWeuE7WyQ0SbagSNLq0m/MysvprEly4v/f3p3HzVGW+f7/fAPMQCIIDIIs0SASFDVIiOAMnhlANkcFF1xBEFB0BMVRHEVnRhY9Iwp4GPWAgR8KjMiAyxiVQ1iOyA8UIWEJBh2IrAEEAoJhEUhynT+qHtM89FLdXdV9d/X3/Xo9r6e7uuquq5buvq++676ryWsB7Nah7DuBqyTNAx7/84L932fFzBLgpKReXMm3yebfvWTYIZiZtb0M7LD84Rsi4k+Nr0lau0DZ9+Z/U1h97xUzK4HvHm9lq8tIQ066yrPX9JcOOwSzwo4ZdgBWmSKjgf0CmFyraTbtWRrut7Ju9jQe6ylCszE3anePt+Fw8plJOelyImVFpHwOmw1Duz4rLwQ2JxsNbHuykcAgG4J4aqeCJb0SOAfYMH++DDgwIhb3G7TZOHEltDUnXKtVtS98/pXHldDulXEzxUEniT7OZuVq17KyF/B+YAugsZ/JcrIhjTuZC3wiIn4GIGkX4HTgb3oJ1MyGx0nB+Bq1Y+/kanyl0nLVLA4nMJYySV8B3kx2e5LfAQdHxCP5a0cDhwIrgY9FxPx8+t7AKcAawBkR8aWq4mvXZ+Us4CxJb4+I7/dQ9rSJRCUv7/L8rvNmNmJ8/xYzG4ZuKvmt5k0liTFL2CXA0RGxQtIJwNHApyVtC7yb7AbxmwGXSpqZL/MNYA9gKXCtpHkRcXMVwXXssxIR35f0xjzQtRumH9dh0dsk/QvZpWAABwC39xqomaXFv2D3JoXLtZrF4OM5HK5IjwcfZ0tZRFzc8PRqYL/88b7AeRHxFHC7pCXAjvlrS/KbtSPpvHze4SQrkk4j66OyK3AG2QZcU6DsQ4BjgR+Q9Xe5Aji450jNRlAKrQ8pVEJT2A9VSqHlqd/1pXLfnH63I4XzvRu+PMhGiZOupB0oaf+G53MjYm4P5RwC/Gf+eHOy5GXC0nwawN2Tpu/Uw7oKKTIa2N9ExCxJiyLiWEknkSUgbUXEH4CP9R2hmZmZmZm1c3ZEfLXVi5IuBV7Y5KXPRcSP8nk+B6wAvjOxWJP5g+y2JM2mV6JIsvJk/v8JSZsBDwFbdloov6btKGBG43oiotPNJJOSyq+NNpp8nmTGcT/0e1lWt2XURQrbXFUH6ZR/la5qdK1Raznq5tiXsR/6PSfcT2c0rPjTH7n/los7z9ijpx5/qOM8EbF7u9clHQS8CXh9REwkHkuB6Q2zbUF2D0XaTC9dkWTlJ5LWB74Cv5yXfQAAIABJREFUXEeWOZ1RYLkLgNPyeVf2HOGQpfDFWRdlDEFpVkQKN80sI4Z++5YM+lK0Mj4vBxlzq3ibfSZ1E1c35Y6iumxHM2V06K9qfSmUa/WUj+z1aeDvIuKJhpfmAedKOpmsg/3WZF1BBGwtaUvgHrJO+O+tKr4iHeyPzx9+X9JPgLUj4tECZa+IiFP7is7MklDVr39VSeFHBsfQm1RjTjUus0HqtzUphdYoa+rrwF8Cl0gCuDoiPhwRiyWdT9ZxfgVweESsBJB0BDCfbOjiM6u8j2K7m0K+rc1rRESnfis/lvQR4IfAUxMTI+LhrqO0WvAvPcNRRotWv186Vr2U7+0wyHMllW02q6N+31/dLN+qNXOWfzgoXUS8tM1rXwS+2GT6hcCFVcY1oV3LypvbvBZ07mR/UP7/U5OWe0mBuMysJL7MYDykfDxSjq1fdR/pzuqjqj4Tm8zcs5JyW/F7bvy0uylkX8MMR0TbTviS9oiIS/pZh5mZ2TDV+fKwbiqFZVSE+630dhPDoCvYKUhhm6vsZG71VaSDfVVOILtjppnVXF1+CatLxXQcj0dVN8L0DTYzKVSEU4jB2qv2GB3feRYbScNMVpqN3WxWK2Vcq1+HS2jGsfKWsnE8Ht1sczf9f6oqtyrd9GEbx/PEzNIzzGSlspvHmKWiDolGler8C38ZQ91WZdzuEt+tOvfzKiOGurxv+9XqfVDVe9/73cZVx2RF0lTgk8CLIuKDkrYGtomIn1QeXRfyMaJPIRtC7YyI+NKQQzKzDlKupPcbW8oV+pRjs/T5/Gmvqv3j/W7jakqBeb5FNvTwX+fPlwJfKGHdd5RQBgCS1gC+AbwB2BZ4j6RtyyrfzMzMzMwGr8hlYFtFxLskvQcgIp5UfseYdiS9A7goIpZL+mdgNvCFiLguL6flfVx6sCOwJCJuy9d9HrAv2U1szMwA/zJpxfTbt2QU70HU7+VhZdzPaRT3WzOD3OZU+jyZValIsvK0pHXI+5hI2oqGmzy28S8RcYGk1wF7AScCpwI79RpsG5sDdzc8X9psPZIOAw4DmD59egVhmJkNR8qdt+ugztsG1W1f3fdbM4Pc5hT27/y7lzSdvtf0lvcZNOtKkWTlGOAiYLqk7wA7A0XuwbIy//9G4NSI+JGkY3oJsoBmLT3P6cAfEXOBuQCzZ892B38rTbe/KqbwBTNIKXQsrotuzp1uzstxOyer1KrylrJ+K5bdbHOrdY3ifmumm32ZwjZXFW8K22b10DFZiYiLJS0EXkuWFBwZEcsKlH2PpG8CuwMnSPpLivWR6cVSoLGpZAvg3orWZSNs0BUyVwAz3g9pqfPx6OZXXlewVxvkdtRln7XSbPtSbmUYtePx02s8Ktq4KTIa2GUR8Xrgp02mtfNOYG/gxIh4RNKmwKf6ira1a4GtJW0J3AO8G3hvuwWeXLXyOV/Y/f7622qkoaqukx+1m5GlXEGq6sM65S8oK08KlZMyKt5VSaEy1G8MZWxDVZWsN+44/M/9FCqQKeyHVgZ9/gxyX6Rw7K3eWiYrktYGpgIbSdqA1ZdarQds1qngiHhC0gPA64BbgRX5/9JFxApJRwDzyYYuPjMiFrdbZp0pa4z8pSkpJybdqKpjZzfqnFSU8SVZ1WUCddnvKWxHCjG00m+rxjhqVtmsS6Wwm4p0q21OOTGpyjhusxmAIpp33ZB0JPBxssTkHlYnK38ETo+Ir7ctWPo8MIfsniwzJW0GXBARO5cVfD9mz54dV1555bDDsAql3JJjGXcAt1HnpMuKqPtlhCk4Zoe/WxgRc4YdRzOv2mbT+PEZH6ys/Pd94jtcueC2jSLiocpWMkQtW1Yi4hTgFEkfjYiv9VD2W4HtgYmhiu+VtG5vYZavisvArL2UK4r9fmGk/Kt2ylI+J0bNOLZoVfW+TaECOehWFP9qb2apKtLB/muSXkl2s8W1G6af3WHRpyMiJE0MeTytr0hLVofLwEZNVfs75cvARu0cK+NeCTYcs1723B8Uu3lvpHKMuxmCubJtbvJ5MOiR/eqSUI6aQb8Pmp3DKUv5B6Zjhh2AVaZIB/vPA7uQJSsXkt0l/kqgU7Jyfj4a2PqSPggcApzeV7RmZmZmZjY2itxnZT9gO+D6iDhY0ibAGZ0WiogTJe1B1sdlG+BfI+KSvqItkS8DS0fKv9T0K+WWihRuIpiycbuz9KBbYap633fTAlKXz55BD6JRZ918Lpbx+V6Xc9CsSkWSlScjYpWkFZLWAx4AXlKw/FuAiIhLJU2VtG5ELO852oq58mbjpM7ntisA6Rv45TYVrS+FG2zWJdEYZCW/jPOhqjL8+WX2bEWSlQWS1ie7hGsh8BhwTaeF8ku/DgM2BLYCNgdOAzrdn8VGSBn3lqnDh3WdK/5lGLXjWYYytjnV86rbbev3PZ7qfhi0bltQuhkyOtWEZxw/O7qRcl9Qs7IU6WD/kfzhaZIuAtaLiEUFyj4c2BH4VV7OrZI27jnSkjXrYO83Z3utEpOi8/abwMDgLx0ZNd0co0Hep6cu+zcFKXxOpfKrdKoG/fnVjRSSkm6OfZ3Pk1bKuJSx3/2W8jls46dIywqSNgdePDG/pL+NiCs6LPZURDwtaaKMNYHmN3VJxDh+KHajm8ptN5XmbozaMapqP5ShqtjqcrPSfhPuqpRxqYzfR9VqdZ7028I06ERj1M6TMqT8udjv8Shj22Yl8Blo46fIaGAnAO8CbgZW5pMD6JSs/FzSZ4F18o72HwF+3EesNkJSqNSloM77odUXX6qtO9D/l3UZlz1avfR77OvSGTvlSn4KBv25WNXx8HG2YSjSsvIWsrvQP9Vl2Z8GPgDcBHyIbNjjjqOImVlno/ZLcyvejkxVX9Sp/DJel+PczCBb4FI5ns2k0PKeihQq3j4eVidFkpXbgLWAwsmKpCnAooh4Jb63ilnpUvgy9Bdcebwv62UcW+Dqcg7X+Ri10mybx/EctnQVSVaeAG6QdBkNCUtEfKzVAvlQxzdKelFE3FVCnGZm1sY4ViJS7Vc0jrzfy5PCQDI+npaSIsnKvPyvW5sCiyVdAzw+MTEi9umhLDMrYJCVt5Svqx5H3peZlPeDK4BWhEfiMnu2IkMXn9Vj2cf2uJyZmZmZmVnrZEXS+RHxTkk30WTI4YiY1a7giPh5CfGZjY0yRosZ5C+3Kf+CbZaiFC5bG7X3rVujVkt5gAWzKrVrWTky//+mXgqWtJznJjmPAguAT0bEbb2Ua1ZXKXwpd3NfjhTiNSsq1RHbBq2qUaIGvX98SVRm/t1Lhh2CWeVaJisRcV/+/84eyz4ZuBc4FxDwbuCFwH8DZwK79FiuWemaffHV/Vesbr7svX+6V9X+6Sauuh+jbgyyMp1yRbqqTtYpb3OdtbpR6CCTmG5uVurkynrR7jKwZi0jfxYR63Uoe++I2Knh+VxJV0fEcfnNIs2SMY6Vujpsc5WXtGzXbwHLy4jiuV54y8WF532gmhBG0iYz9xzYuvo+d6pU0XmZ9DaPoe02n9LX8pXdK+hlcyopF+CYykq2YWvXsrIugKTjgN8D55C1kOwPrFug7FWS3gl8L3++X2PxPUVrZskbtWviB+3+LpINK083+32QiY3ZZHW55NCsLEWGLt5rUgvJqZJ+BXy5w3L7A6cA/5ssObkaOEDSOsARvQRrZulwUtKbqirCToLK431pw+Xzz6xRkWRlpaT9gfPIko73ACs7LZR3oH9zi5evLBxhTtIxwAeBB/NJn42IC/PXjgYOzeP6WETM77Z8szpwAtG9Miqm/SYgrhybmZk1VyRZeS9ZC8kpZMnKVfm0tiTNBE4FNomIV0qaBewTEV/oI96vRsSJk9azLVnn/VcAmwGXSpoZER0TKrO68eUD3dt4h/73Wb/XtZYRwyCNY1Kc8ntrHI/HOEr5HEzD8cMOwCrSNlmRtAZweETs20PZpwOfAr4JEBGLJJ0L9JOsNLMvcF5EPAXcLmkJsCPwy5LXY2ZmuNKUGh8PM6uztsNF5K0TO/RY9tSIuGbStBU9ljXhCEmLJJ0paYN82ubA3Q3zLM2nPYekwyQtkLRg2bJlfYZiZmZmZmZVKnIZ2PWS5gEXAI9PTIyIH3RYbpmkrcivkJC0H3BfuwUkXUp2L5bJPkd2SdnxeXnHAycBh5CNUDZZ06syImIuMBdg9uzZHpHMzMwGJtV794wi39fFbHwUSVY2BB4CdmuYFkCnZOVwssTgZZLuAW4HDmi3QETsXiAeJJ0O/CR/uhSY3vDyFmQ3ozR7jjKu7S7jDtC+bMMsXalWhMuIqy4JTzfbUdVNbau6Qeugz7+6nBNWXx2TlYg4uJeC89HAdpc0DZgSEX3dikrSphEx0TLzVuDX+eN5wLmSTibrYL81MPnys2Lr6LMiW/cKaKp3MR9059Iy1pdqh9gUzuFU9007ZSSwRcsd9P4pI4YUzqtupPC5ZpkyfvCp6niOWrkt37cV3SjUVntq+SPc8bP/qqz8P/2h3rcA7pisSNoC+BqwM1mLypXAkRGxtMX8n2gxHYCIOLnHWL8s6dV5DHcAH8rLWyzpfOBmsj4xhxcZCWzKlClMnTr12ROnvq7H0MbDayfvr1T4uNVL3Y9nv9uXwv5JIQYbDz7XyuN9aSOqyGVg3wLOBd6RPz8gn7ZHi/kn7m6/DfAaspYPyO65ckVvYUJEvK/Na18Evthr2WZmZmZmlp4iycoLIuJbDc+/LenjrWaOiGMBJF0MzJ64/Cu/qeMFfcRqZmZmZmZjpO3Qxbllkg6QtEb+dwBZh/tOXgQ83fD8aWBGDzGamZmZmdkYKtKycgjwdeCr+fOr8mmdnANcI+mHZP1M3gqc1UuQZmZmZmY2foqMBnYXsE+3BUfEFyVdBEz06Do4Iq7vthwzMzMzMxtPVYwGdl1EzAaIiIXAwnbzmJmZmZmZNVPFaGAvl7SoTXkCnl84QjMzMzMzG0uljwYGvKxAmR3vg2JmZmZmZuOtSLKyLB8B7Lv58/fQZjSwiLizjMDMzMzMzGy8FRm6+BDgncDvgfuA/Sg2GpiZmZmZmVnPKhsNzMzMzMzMrB8dW1YknSVp/YbnG0g6s9qwzMzMzMxs3BW5DGxWRDwy8SQi/gBsX11IZmZmZmZmxZKVKZI2mHgiaUOKdcw3MzMzMzPrWZFk5STgF5KOl3Qc8Avgy9WGZWZmZmZmgyLpKEkhaaP8uST9u6QlkhZJmt0w70GSbs3/DqoyriId7M+WtADYjeyGjm+LiJurDMrMzMzMzAZD0nSyG77f1TD5DcDW+d9OwKnATvlVVp8H5gABLJQ0L+8qUrpCl3PlyYkTFDMzMzOz+vkq8E/Ajxqm7QucHREBXC1pfUmbArsAl0TEwwCSLgH2ZvU9GUtV5DIwMzMzMzNL14GSFjT8HVZ0QUn7APdExI2TXtocuLvh+dJ8WqvplXBHeTMzMzOz0XZ2RHy11YuSLgVe2OSlzwGfBfZstliTadFmeiXGNllZuHDhMkl3DjsOa2sjYNmwg7Cu+biNLh+70eTjNrp87Mrz4mEHkLKI2L3ZdEmvArYEbpQEsAVwnaQdyVpMpjfMvgVwbz59l0nTLy896NzYJisR8YJhx2DtSVoQEXOGHYd1x8dtdPnYjSYft9HlY2fDFhE3ARtPPJd0BzAnIpZJmgccIek8sg72j0bEfZLmA/+z4dYmewJHVxXj2CYrZmZmZmbW0oXA3wNLgCeAgwEi4mFJxwPX5vMdN9HZvgpOVszMzMzMjIiY0fA4gMNbzHcmcOYgYvJoYJayucMOwHri4za6fOxGk4/b6PKxM+vAyYolKyL8IT6CfNxGl4/daPJxG10+dmadOVkxMzMzM7MkOVkxMzMzM7MkOVkxMzMzM7MkOVkxMzMzM7MkOVkxMzMzM7MkOVkxMzMzM7MkOVkxMzMzM7MkOVkxMzMzM7MkOVkxMzMzM7MkOVkxMyuJpDMkbTugdX1b0hOS1m2YdoqkkLRR/vyx/P+MfPrxDfNuJOkZSV/Pnx8j6aiG14+S9FtJv5Z0o6QD8+lvknR9Pu1mSR9qEd/zJH1T0u8kLZZ0haSd8tdC0kmT1nVMqTvIzMxqwcmKmVlJIuIDEXHzAFe5BNgXQNIUYFfgnhbz3ga8qeH5O4DFzWaU9GFgD2DHiHgl8LfZZK0FzAXeHBHbAdsDl7dY3xnAw8DWEfEK4P3ARvlrTwFvm0iqzMzMWnGyYmbWJUnTJP00b134taR35dMvlzQnf/yYpBMkLZR0qaQd89dvk7RPSaF8F3hX/ngX4CpgRYt5nwR+MxFfvtz5Leb9LPCRiPgjQEQ8GhFnAesCawIP5dOfioj/nrywpK2AnYB/johV+by3RcRP81lWkCU9/1hwO83MbEw5WTEz697ewL0RsV3e8nBRk3mmAZdHxA7AcuALZK0VbwWOmzyzpHUl3dDir9WlZbcCL5C0AfAe4LwOcZ8HvFvSFsBK4N5mcQDrRsTvJr8WEQ8D84A7JX1X0v55i85krwBuiIiVbWL5BrC/pOd3iNnMzMbYmsMOwMxsBN0EnCjpBOAnEfH/N5nnaVYnMTcBT0XEM5JuAmZMnjkilgOv7iGWHwDvJmvJaNp/pMFFwPHA/cB/tphHQLQqICI+IOlVwO7AUWQJ2Pu7Cxki4o+SzgY+RtbqY2Zm9hxOVszMuhQRt0jaAfh74N8kXRwRk1tLnomIiUr/KrJ+GkTEKknP+ezNWzSaJT0A723TF+Y84DrgrLzsdnE/LWkh8Emy1o83N5nnj5Iel/SSiLitRTk3ATdJOge4XdKhwML85XnAWcB2kqZMXAbWwv/KY/9Wm3nMzGyMOVkxM+uSpM2AhyPiP/IRt97fb5m9tqxExF2SPgdcWnCRk4CfR8RDbRKbfwO+IeldefKyHlnrzbnAnIi4PJ/v1cCd+eVez4pd0gLgWEn/GhEhaWtg24j4UUPsD0s6HzgUOLNg/GZmNkacrJiZde9VwFckrQKeAf5hmMFExDe7mHcxLUYBa3Aq8DzgWknPkG3jSWSXiP2TpG+SXbr1OK0TtQ/kyyyR9ARZp/xPNZnvJOCIovGbmdl40eqrFMzMzMzMrExbbDAl/nHXdSorf+5Vf+KWB1ZtFBEPVbaSIfJoYGZmZmZmliQnK2ZmZmZmliQnK2ZmZmZmliQnK2ZmZmZmliQnK2ZmZmZmlqSxHbp4o402ihkzZgw7DDMzMzPr08KFC5dFxAuGHYeVb2yTlRkzZrBgwYJhh2FmZmZmfZJ057BjsGr4MjAzMzMzM0uSkxUzMzMzM0uSkxUzMzMzM0vS2PZZWbVqFU888cSwwzAzGzgtv27YIVTm/lsuHnYItXfHz/5r2CH0beENvxt2CKW4+vZnhh2CWeXcsmJmZmZmZkkq1LIi6cXA1hFxqaR1gDUjYnm1oZmZWRVi3dmF5x21VphNZu457BBqr999nELr14xdB7u+qlqjdnh1JcV2JZVWqu/d4FamuuqYrEj6IHAYsCGwFbAFcBrw+mpDMxt9ix5/ZNghdGXWtPWHHUIpWlWw61xJt/KkUJlOWR0uAxu0Mir0vuTLxlWRlpXDgR2BXwFExK2SNq40KrOaaFX57yaJqUMCkUrFP5U4JnPluF7qXplP5Zf0QXGSYDZcRZKVpyLiaUkASFoTiEqjMqu5OiQg3eimRaMMqSYlrfjSpXop43imnMAO+hKqYXt7l/OPWrKaQvLphNDaKZKs/FzSZ4F1JO0BfAT4cbVhmdmEbire/SYFo1bJT7lCZ6Nr1CqblpYUKv/9cvJgKSmSrHwGOBS4CfgQcCFwRpVBmVl7Kfe9qCqBSLkCmULlxJULMzOro47JSkSsAk7P/8ysBP0mEKPWAlJ3O7x6q8LzVpXYvHbLtQrP68TGzMxGRctkRdJNtOmbEhGzKonIzMzMzMyM9i0rb8r/H57/Pyf/vz/Q8tbvkjYssN5VETFaY7qalWjQHc6LKqPFxp3F22vWOXnQl7hVdW+GFC6HGzS3UpmZVatlshIRdwJI2jkidm546TOSrgKOa7Hovfmf2qx3DeBFXcZqZj0YtUvGUu40734zw+GEwMxsfBXpYD9N0usi4koASX8DTGsz/28iYvt2BUq6vosYzcbaqCUbdTZj17cUnnfwrSXF+830a9CJUTf9cWw1J3lmVgdFkpVDgTMlPT9//ghwSJv5/7pAmUXmMTPSHvmrCq0uI0u5xaWZbhKbFHSTXA0yMbLe9Xu5X51b61LhhNKssyKjgS0EtpO0HqCIeLTD/H+aeCxpDWCTxvVExF2N85hZeZolNnVIYKx6KSdXZbRSDXL7Ur5csBspJ6V1SaQ8ip9ZZx2TFUn/Ouk5ABHRqs/KxHwfBT4P3A+syicH0NcoYpLuAJYDK4EVETEn79T/n8AM4A7gnRHxh37WY1YXZXTmTyHhKaPjflWtVE4SqzVqgzaMWryjaKdhB1CSblqM315hHMNWRoL/vRtuKiESS1GRy8Aeb3i8NtkoYb8psNyRwDYR8VAvgXWwa0Qsa3j+GeCyiPiSpM/kzz9dwXrNxlJVlfFUR0WD/mNrtXxVSUzK+9LMmttk5rAjqJHPO1mpqyKXgZ3U+FzSicC8AmXfDbS9ZKxE+wK75I/PAi7HyYqZJchJRToWPT7YEfRnTVu/8LyDjm3UpLwvu4mtzp8H3fwwU05r5PEllGEpKtKyMtlU4CWtXpT0ifzhbcDlkn4KPDXxekSc3MM6GwVwsaQAvhkRc4FNIuK+vPz7JG3c5zrMrEFVrQHNyq3zl7cNTwqV/xRiqIuU9+UgY+smMRo0f5ZbWYr0WWm8k/0awAton76um/+/K//7i/yPhnL6sXNE3JsnJJdI+m3RBSUdBhwGMH369BJCMbMiUv7SSrlvScr7bdSkXKkrqspKcKotFVUdt5RbWyyT8mezDVaRlpU3NTxeAdwfEStazRwRxwJIekdEXND4mqR39BTls8u/N///gKQfAjsC90vaNG9V2RR4oMWyc4G5ALNnzy4jcTIzMzMzs4oUSVa+EBHva5wg6ZzJ05o4GrigwLTCJE0DpkTE8vzxnsBxZH1oDgK+lP//Ua/rMLPnqstoV6MWsy+Ts0bd/jqf8qVSzdSlFcXK4c86m1AkWXlF4xNJawI7tJpZ0huAvwc2l/TvDS+tR9Yy049NgB/mwyevCZwbERdJuhY4X9KhZJee9d2CY1Z3o1Zx70adt81GV7NKc6sK+qAr2ClU6FOIoSrdbJsvGTN7tpbJiqSjgc8C60j648Rk4GnyS6lauBdYAOwDLGyYvhz4x36CjYjbgO2aTH8IeH0/ZZulqg4V7zpsQypa7Uv/ClmtqirSda6gW2+qOiecBNmoapmsRMS/Af8m6d8i4uiiBUbEjZJ+DewZEWeVEaTZOOu3EupEoTxOCEaXkwIbd34P2Khq17Lysoj4LXCBpOd8Q0dEyxpQRKyU9FeS/iIini4pVjPrgSvYNk5cITMzq5d2fVY+QTbM70lNXgtgtw5l3wlcJWke8PifF+z/PitmZjYgrvyPr/l3Lxl2CDbG9pr+0mGHMFYkfRQ4gqx/+U8j4p/y6UcDhwIrgY9FxPx8+t7AKWS3NTkjIr5UVWztLgM7LH/4hoj4U+NrktYuUPa9+d8UVt97xcxKUMalXW5xsSLqcp27k67uubJoNh4k7QrsC8yKiKcmbq4uaVvg3WSDbW0GXCppZr7YN4A9gKXAtZLmRcTNVcRXZDSwXwCTazXNpj1Lw/1W1s2exmM9RWhmlXBflnpx8tleqklXqyRq0PE6mRuOVM9LGzv/AHwpIp6C7F6G+fR9gfPy6bdLWkJ2f0OAJfnAV0g6L593sMmKpBcCm5ONBrY92UhgkA1BPLVTwZJeCZwDbJg/XwYcGBGL+w3abNzVuWLqJKo3dd5vdT7fU6msphKHmQ3FTOB/SPoi8CfgqIi4liwPuLphvqX5NIC7J03fqarg2rWs7AW8H9gCaOxnspxsSONO5gKfiIifAUjaBTgd+JteAjUzMzMzs6YOlLR/w/O5EfHnW41IuhR4YZPlPkeWD2wAvBZ4Ddm9C1/C6oaKRkHWxaPZ9Eq067NyFnCWpLdHxPd7KHvaRKKSl3d5ftd5Mxsxdf7V3tLXzflX51YY682gL3FzK5UNydkR8dVWL0bE7q1ek/QPwA8iIoBrJK0CNiJrMZneMOsWZP3RaTO9dB37rETE9yW9kaxzzdoN04/rsOhtkv6F7FIwgAOA23sN1MyGp1kF0AmMpciJjU3WLHnwHeXNnuW/yEb5vTzvQP8XwDJgHnCupJPJOthvDVxD1uKytaQtgXvIOuG/t6rgOiYrkk4j66OyK3AGsF8eaCeHAMcCPyDbqCuAg3uO1MySUkZFL+WEp6qKbFXb3E28zWJwxT0t7vCeDh8L69fjTwVX3/5MZeU/8mTfV2CdCZyZ39T9aeCgvJVlsaTzyTrOrwAOj4iVAJKOAOaTDV18ZpV90pXF0mYGaVFEzGr4/zyypqI9qwpqEGbPnh1XXnnlsMOwmkuhMj5qlW6zQXGCZtadqlqkykgI/3rjzRdGxJy+C6rABlMVu2+zVmXlX/G7FTywPDaKiIcqW8kQFRm6+Mn8/xOSNgMeArbstFDejHQUMKNxPRHR6WaSSWlVIfOXnBVR5/Okzttm461ZxamMS4FS/oW+qorlOF5C1c35k3Llv18pxGD1UCRZ+Ymk9YGvANeR9fY/o8ByFwCn5fOu7DnCIXOFrDd1/jJL4TKeqtQlOfdNM9vrd/9UuW8G2WLXajuafSaV0Rdm1D7rWqnLdlSlm/1T1b70MbI6KdLB/vj84fcl/QRYOyIeLVD2iog4ta/obGTV+YNy1CqxXf26NeUlzadX9AtZVefJqB2jQUt5/6QaW6pxmQ1bKjc2tfpqd1PIt7V5jYj4QYeyfyzpI8APgacmJkbEw11HaWY98xeGmZlVparvmLq09Fv/2rWsvLnjf6X+AAAZY0lEQVTNa0E2ylc7B+X/PzVpuRY/3ZqZmaXJA0qU5/5bLm46fZOZ1Yzb02p9RVUVV5X63eZuDHr/+L04ftrdFLKvYYYjom0nfEl7RMQl/azDBsvDnZrZuBrHz7puKoWDrByXEcMoJiDdSHX7UjhPbPRMGeK6Txjius3MzMzMLHFFRgOrioa4buvBOP6yaOWoS7N9Xd4Dgx7Rrs4j6FkmhV/yU4jB2qv2GB3feRYbScNMVvq+3aZZKgY9nnwZY/aXsb6iXKksTxnDgg/6eIza8R/kfVZSuX9LszhG7biZWT11TFYkTQU+CbwoIj4oaWtgm4j4SeXRmY2IVEbcSiWOovrtB5VKi02zmKsayWbUjvEoGrV7Xwz6nEjlfTdsZbQkjuLnndmgFWlZ+RawEPjr/PlSshs+9pus3NHn8s8iaW/gFGAN4IyI+FKZ5ZtZ+fqtuHe7/CAHifCv0jZsVd2ctw7ndimt0K3uL+LPFLNSFUlWtoqId0l6D0BEPCmpY38TSe8ALoqI5ZL+GZgNfCEirsvLaXkfl25JWgP4BrAHWTJ1raR5EXFzWesws9HnL3sbhEFfFlqGbi5RG8XtGyTvH7NyFUlWnpa0DnkfE0lb0XCTxzb+JSIukPQ6YC/gROBUYKdeg21jR2BJRNyWx3gesC/gZMWsBFX9Qmvdq6p/wqBjsPT5OFsR8+9e0nT6XtNfOtD1WX0VSVaOAS4Cpkv6DrAzUOQeLCvz/28ETo2IH0k6ppcgC9gcuLvh+VKaJEWSDgMOA5g+fXpFodg4avWlPo6/TDqxSV+dz78UuDJlo6RZUlHGOez3gZWlY7ISERdLWgi8lmy44SMjYlmBsu+R9E1gd+AESX9Jdfd1aXZZ2nNGG4uIucBcgNmzZ3s0sjE06EqaK4Xtef9Y2br5ldeVKRuUVq0MKZyDKcTQjZ9e44EGxk2R0cAui4jXAz9tMq2ddwJ7AydGxCOSNgU+1Ve0rS0FGptKtgDurWhdVjJfK22jrpsv+34vjRh0xaKbeFOu9KQcW1FlVNLeuGP//bZGrbJYxjb3q4zzr9l+H/S2jdqxt3pomaxIWhuYCmwkaQNWt16sB2zWqeCIeELSA8DrgFuBFfn/KlwLbC1pS+Ae4N3Aeytal5mZmZmZDUC7lpUPAR8nS0wWsjpZ+SPZyFttSfo8MAfYhmz447WA/yDr81KqiFgh6QhgPtnQxWdGxOKy12PV6KbfQrN53drSXsq/KFfVAXPQBrkdVV1OksplKlW1PPkysEyrX8a7+YW+2byj9ot7Gfth0FKIrQ7H3kaPItp33ZD00Yj4WtcFSzcA2wPXRcT2+bRFETGrp0hLNnv27LjyyiuHHYZVyElM/flyQRu2cUx4rHspX05Zl0T+mB3+bmFEzBl2HM1sMFWx+zZrVVb+Fb9bwQPLY6OIeKiylQxRkQ72X5P0SmBbYO2G6Wd3WPTpiAhJE0MeT+srUrMWXDEdXz72q1XVb6ZZuSm3iJUxjGqqFbUqf8Hu91f7bmJLoYVg0FI9pyDt2MygWAf7zwO7kCUrFwJvAK4EOiUr5+ejga0v6YPAIcDpfUVrNmJSHprXQwzXTJ8JRKtjPOtlg/2hspsBN5pqsR+6uty0z22uKolOOUlMObZu+LOue6n8aHTMsAOwyhS5z8p+wHbA9RFxsKRNgDM6LRQRJ0rag6yPyzbAv0bEJX1FW6InV618zhvMH1LpSOXDr858vrfXd6V5xKRws8kydBND3RP2QY5SVxdVfff4klWz3hVJVp6MiFWSVkhaD3gAeEnB8m8BIiIulTRV0roRsbznaCs2bpWTVPjD2oapm/Ov7pXboqrctkHutzofIxi9BGSQA6ikcuw9aIxZZ0WSlQWS1ie7hGsh8BhwTaeF8ku/DgM2BLYiu8v8aUCn+7MMxDpT1kjmw2rc9Xsc6l6B1PLnXgse69b3mu9Wx3PUvtTrfF52c4zGUVWtO3XR7wiQrdTlvBy1eFsZx3PbqlGkg/1H8oenSboIWC8iFhUo+3BgR+BXeTm3Stq450ht6JpVmruRQgV7FL/M+t1vrY5bCsejmaoqMtae92X16lx5S+H8SSEGMytfkZYVJG0OvHhifkl/GxFXdFjsqYh4WtJEGWsC7cdJtqR1U7ntN7HpRspfUIPcD92qKrZBJkGp7N8UEj+/D9LR6nxI+RiNm3E7J4dhVgKfi1YPRUYDOwF4F3AzsDKfHECnZOXnkj4LrJN3tP8I8OM+YjUzMzMzszFSpGXlLcA2EfFUl2V/GvgAcBPwIbJhjzuOImb1kMIvzSmo835o9ctkHVpsujVu/Yq61Wxf+Jft0ZXqsWv1nks13robx+8Cq0aRZOU2YC2gcLIiaQqwKCJeie+tYla6cfzyHbVtHnS8VfVtMpvMyWf3Bl3BrvPxqPO2WXNFkpUngBskXUZDwhIRH2u1QD7U8Y2SXhQRd5UQp5k1SOGXJX9hpMXHIx2jNqhFt1I417rZl1UlVykfz1T7mKa8zyxdRZKVeflftzYFFku6Bnh8YmJE7NNDWWZjq99LjMqoOKVQObH2UqgEVFVJr3vFctTUYV/WYRvK4n1hqSsydPFZPZZ9bI/LmVmDfr9IyvgiGscRvkbNIIcWL+MYDfo4+9djq6NRHI6/X3UeAtyaa5msSDo/It4p6SaaDDkcEbPaFRwRPy8hPrOxMWq/HjupqJcqj2cK58r9t1z8nGmbzNyzknVV9V5OYT+mbByTxDonJa2M4zaPu3YtK0fm/9/US8GSlvPcJOdRYAHwyYi4rZdyzeoqhS/aru66nkC8lpaU+2psMrO/5VPYhpQ7aQ86tqafVQn/4j7/7iVNp+81/aV9l2FWdy2TlYi4L/9/Z49lnwzcC5wLCHg38ELgv4EzgV16LNesdM2++Or+642b0tvrd/90c/5UdSwGfQ6nUKFvZZCxpfze6uacKGOfpbwvBqmbpKSbMlJIYJxwWdUU0fym8i1aRv4sItZrW7D0q4jYadK0qyPitZJujIjtegm4LLNnz44rr7xymCGYWZ98WUx7zS59Sl1Vl2aZ1VHKPxAM2rRp0xZGxJxhx9HMBlMVu2+zVmXlX/G7FTywPDaKiIcqW8kQtWtZWRdA0nHA74FzyFpI9gfWLVD2KknvBL6XP9+vsfieojWzSnnksPKMYqKQglT3m5Moq4KTDbPOphSYZ6+I+N8RsTwi/hgRpwJvL7Dc/sD7gAeA+/PHB0haBzii54jNzMzMzGwsFLnPykpJ+wPnkbWIvAdY2WmhvAP9m1u87OuvzBKUwjDHdWmZqfMv8am2flRp0NvczfkzjsejPnzszDopkqy8Fzgl/wvgqnxaW5JmAqcCm0TEKyXNAvaJiC/0EqikY4APAg/mkz4bERfmrx0NHEqWRH0sIub3sg6zOqpL5b8qVVX0WlU2XbG0IlI+T+742X8NO4S+zdj1LcMOwcwKapusSFoDODwi9u2h7NOBTwHfBIiIRZLOBXpKVnJfjYgTJ8W4LdlIY68ANgMulTQzIjq2/piNA18T3d7GO1Szf1p1zKtqfYM0jglwyu+jQR+POrcapmyQrdYpn++tHT/sAKwibZOViFgpaYcey54aEddIapy2osey2tkXOC8ingJul7QE2BH4ZQXrMjMbe6NZkakvHw8rwufJ8KxcBRHBpDpxKSKCZ7La9dOlF56IIpeBXS9pHnAB8PjExIj4QYfllknaivwHRkn7Aff1GmjuCEkHsvrGkn8ANgeubphnaT7tOSQdBhwGMH369D5DMTOzcdHVDVNb3MtkkPfuKUOreFO9B1UKx8ismReuN4WljwTTNyg/WXnwsWDdteHhJ2J56YUnokiysiHwELBbw7QAOiUrhwNzgZdJuge4HTig3QKSLiW7ceRknyPr/3J8vu7jgZOAQ8iGU56s6RUYETE3j4nZs2d7+GQzM3uOfiusdanwppqUtFJGvClvcxnJmA3HrQ+u2nSDdXTfFuur1NaViOA396/iwcfi5aUVmqCOyUpEHNxLwfloYLtLmgZMieic8UXE7kXKlnQ68JP86VKgsZlkC+DeLsM1sxop434xNr5c0bMUVXVeDrLP07h+BkfE72duvEbprSsPPhassxZExG9LKzRBHZMVSVsAXwN2JmuxuBI4MiKWtpj/Ey2mAxARJ/cSqKRNI2LiMrK3Ar/OH88DzpV0MlkH+62BazqVN2XKFKZOndpLKGaWuqmvG3YEZmajwZ+XA1F268q4tKpAscvAvgWcC7wjf35APm2PFvNP3N1+G+A1ZMkEZPdcuaK3MAH4sqRXkyVMdwAfAoiIxZLOB24m68B/uEcCMzMzM7NUlN26Mi6tKgCKaN91Q9INEfHqTtOaLHcx8PaJy78krQtcEBF79xlzKebMmRMLFiwYdhhmZmZm1idJCyNizrDjaEfSCzdYR/ftNnONvlpXIoIrfreSBx+Ll49DsjKlwDzLJB0gaY387wCyDvedvIhnD6P2NDCjhxjNzMzMzEZaRPx+o+eJpY/0N8bTOLWqQLHLwA4Bvg58NX9+VT6tk3OAayT9kOzSrbcCZ/USpJmZmZnZqOu378o49VWZUGQ0sLuAfbotOCK+KOkiYKLn1sERcX235ZiZmZmZ1UG/fVfGrVUFClwGJmkLST+U9ICk+yV9Px8hrNX8fx4DLyIWRsQp+d/1zeYxMzMzMxsXtz64atNbHlhFp37jk020qtz1h/FpVYFqRgN7uaRFbcoT8PzCEZqZmZmZ1USvrSvj2KoCxZKVF0TEtxqef1vSx9vM/7ICZXpoYTMzMzMbS932XRnHvioTiiQry/IRwL6bP38PbUYDi4g7ywjMzMzMzKyOum1dGddWFSg2dPEhwDuB3wP3AftRbDQwMzMzMzNromjflXHtqzKhstHAzMzMzMysuaKtK+PcqgLFRgM7S9L6Dc83kHRmtWGZmZmZmdVbp9aVcW9VgWKXgc2KiEcmnkTEH4DtqwvJzMzMzKz+Ot3VftxbVaBYsjJF0gYTTyRtSLGO+WZmZmZm1kar1hW3qmSKJB0nAb+Q9D0gyDrbf7HSqMzMzMzMxkCrvituVckU6WB/tqQFwG5kN3R8W0TcXHlkZmZmZmZjYPJ9V8b5viqTFbqcK09OnKCYmZmZmZVscuuKW1VWK9JnxczMzMzMKtTYd8V9VVZzsmJmZmZmNmQTI4Ndv3SVW1UaeFQvMzMzM7ME3Prgqk3XmsJ9z6zCrSo5tboJTd1JehC4c9hxWFsbAcuGHYR1zcdtdPnYjSYft9HlY1eeF0fEC4YdhJVvbJMVS5+kBRExZ9hxWHd83EaXj91o8nEbXT52Zp25z4qZmZmZmSXJyYqZmZmZmSXJyYqlbO6wA7Ce+LiNLh+70eTjNrp87Mw6cJ8VMzMzMzNLkltWzMzMzMwsSU5WzMzMzMwsSU5WbGAknSnpAUm/bpi2naRfSrpJ0o8lrZdP30PSwnz6Qkm7NSyzQz59iaR/l6RhbM846ebYNbz+IkmPSTqqYdrekv47P3afGeQ2jKNuj5ukWflri/PX186n+z03YF1+Xq4l6ax8+m8kHd2wjN9zAyRpuqSf5cdhsaQj8+kbSrpE0q35/w3y6crfU0skLZI0u6Gsg/L5b5V00LC2yWzYnKzYIH0b2HvStDOAz0TEq4AfAp/Kpy8D3pxPPwg4p2GZU4HDgK3zv8llWvm+TfFjN+GrwP+ZeCJpDeAbwBuAbYH3SNq2qoAN6OK4SVoT+A/gwxHxCmAX4Jl8Gb/nBu/bFH/PvQP4y3z6DsCHJM3we24oVgCfjIiXA68FDs/3+WeAyyJia+Cy/Dlkx2bifXUY2XsNSRsCnwd2AnYEPj+R4JiNGycrNjARcQXw8KTJ2wBX5I8vAd6ez3t9RNybT18MrC3pLyVtCqwXEb+MbHSIs4G3VB/9eOvm2AFIegtwG9mxm7AjsCQibouIp4HzgH0rC9q6PW57Aosi4sZ82YciYqXfc8PR5bELYFqecK4DPA38Eb/nBi4i7ouI6/LHy4HfAJuT7fez8tnOYvV7aF/g7MhcDayfv+f2Ai6JiIcj4g9kx9s/EthYcrJiw/ZrYJ/88TuA6U3meTtwfUQ8Rfahv7ThtaX5NBu8psdO0jTg08Cxk+bfHLi74bmP3XC0es/NBELSfEnXSfqnfLrfc+lodey+BzwO3AfcBZwYEQ/j99xQSZoBbA/8CtgkIu6DLKEBNs5na3WMfOzMck5WbNgOIWsmXwisS/aL4J9JegVwAvChiUlNyvD428PR6tgdC3w1Ih6bNL+PXRpaHbc1gdcB++f/3yrp9fi4paTVsdsRWAlsBmwJfFLSS/CxGxpJzwO+D3w8Iv7YbtYm06LNdLOxs+awA7DxFhG/Jbv8BEkzgTdOvCZpC7Lrsg+MiN/lk5cCWzQUsQVwLzZwbY7dTsB+kr4MrA+skvQnYCHPbjnzsRuCNsdtKfDziFiWv3YhMJusH4vfcwloc+zeC1wUEc8AD0i6CphD9su833MDJmktskTlOxHxg3zy/ZI2jYj78su8HsinL6X5MVpK1m+scfrlVcZtliq3rNhQSdo4/z8F+GfgtPz5+sBPgaMj4qqJ+fPm8+WSXpuPSHQg8KOBB24tj11E/I+ImBERM4D/BfzPiPg6cC2wtaQtJf0F8G5g3lCCH2OtjhswH5glaWre9+HvgJv9nktHm2N3F7BbPrLUNLKO3b/F77mBy98j/x/wm4g4ueGleWSDxZD//1HD9APzY/da4NH8PTcf2FPSBnnH+j3zaWZjx8mKDYyk7wK/BLaRtFTSoWSj09xC9sV6L/CtfPYjgJcC/yLphvxv4hrffyAbFWcJ8DsaRpyyanR57JqKiBVkx3U+WafT8yNicbtlrD/dHLe8E+/JZBXcG4DrIuKneVF+zw1Yl++5bwDPI+vTci3wrYhY5PfcUOwMvI8seZz47vp74EvAHpJuBfbInwNcSDYYyRLgdOAjAHmfo+PJjue1wHH5NLOxo2xwFzMzMzMzs7S4ZcXMzMzMzJLkZMXMzMzMzJLkZMXMzMzMzJLkZMXMzMzMzJLkZMXMzMzMzJLkZMXMzMzMzJLkZMXMrEuSHsv/bybpe32U83FJU7tc5v2SNmt4foakbXuNocU6Zkh6UtINDdPOlPSApF+XUP6ztlvShfmNYEsnaZ38XhdPS9qoinWYmVl1fJ8VM7M2JK2Z31yvcdpjEfG8Esq+A5gTEcu6WOZy4KiIWNDv+tusYwbwk4h4ZcO0vwUeA85unN5j+XfQ5Xb3axjrNDOz/rllxcxqRdKBkhZJulHSOfm0F0u6LJ9+maQXdZj+bUknS/oZcIKkLSX9UtK1ko5vWNeMiZaGvMXjB5IuknSrpC83zHeqpAWSFks6Np/2MWAz4Gf5epC0Z76e6yRdIOlZCZGk/YA5wHfy1oJ1JF0uaU7++mOSTpC0UNKlknbMX79N0j75PGtI+kq+LYskfajIfo2IK4DCd9CWtEu+7u9J+q2k7yjTbLvvkLRRvj9/m7cW/TpfZndJV+X7dMd8/ml5S8+1kq6XtG8+/RWSrsn3zSJJWxeN18zM0uRkxcxqQ9IrgM8Bu0XEdsCR+UtfJ2sRmAV8B/j3DtMBZgK7R8QngVOAUyPiNcDv24TwauBdwKuAd0mank//XETMAWYBfydpVkT8O3AvsGtE7JpfovTP+TpnAwuATzQWHhHfy6fvHxGvjognJ61/GnB5ROwALAe+AOwBvBU4Lp/nUODRfFteA3xQ0pZttqkf2wMfB7YFXgLsPHm7myzzUrL9PQt4GfBe4HXAUcBn83k+B/zffBt2Bb4iaRrwYeCUiHg1WVK3tKLtMjOzAXGyYmZ1shvwvYlLfSJioiXgr4Fz88fnkFV+200HuCAiVuaPdwa+2zBfK5dFxKMR8SfgZuDF+fR3SroOuB54BVnlfbLX5tOvyvuKHNSwfFFPAxflj28Cfh4Rz+SPZ+TT9wQOzNfxK+CvgKpaIK6JiKURsQq4oSGGdm6PiJvyZRaT7dPgudvwmXwbLgfWBl4E/BL4rKRPAy9uksyZmdmIWXPYAZiZlUhAkY54reZpnP54wWUaPdXweCWwZt5qcRTwmoj4g6Rvk1WuJxNwSUS8p8B6WnkmVndEXDURT0SskjTxeS/goxExv4/1FPWc/dHlMqsanq9qWF7A2yPivyct+xtJvwLeCMyX9IGI+L/dh21mZqlwy4qZ1cllZK0YfwUgacN8+i+Ad+eP9weu7DB9sqsmzdeN9cgSn0clbQK8oeG15cC6+eOrgZ0lvTSPfaqkmU3Ka1ymF/OBf5C0Vr6emfklVINUxjZ8VJIAJG2f/38JcFt+qdk8skvJzMxshDlZMbPaiIjFwBeBn0u6ETg5f+ljwMGSFgHvY3VfllbTJzsSOFzStcDzu4zpRrLLvxYDZ5IlPhPmAv9H0s8i4kHg/cB383iuJuuzMdm3gdMmOth3E0vuDLJL1K7LBwf4JgVaPCR9l+wyq20kLZV0aD79w5I+nD+eI+mMAjH8ebt7iB/geGAtYFG+DRODHrwL+HV+edjLgLN7LN/MzBLhoYvNzOxZ1GTo4lEnD11sZjaS3LJiZmaTrQSer4abQo6qfHjnG8haYlYNOx4zM+uOW1bMzMzMzCxJblkxMzMzM7MkOVkxMzMzM7MkOVkxMzMzM7MkOVkxMzMzM7Mk/T8n62w3h4YKTwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib import cm\n", + "\n", + "dsZon['cTOT'].plot(x=\"time\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[12,8],col_wrap=1, \n", + " cmap=cm.get_cmap('BrBG', 11) ) ; " + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "temp = xr.concat([dsZon.isel(sim=0)['csoilmic'],dsZon.isel(sim=0)['csoilslow'], dsZon.isel(sim=0)['csoilpass'],\n", + " dsZon.isel(sim=1)['csoilmic'],dsZon.isel(sim=1)['csoilslow'], dsZon.isel(sim=1)['csoilpass'],\n", + " dsZon.isel(sim=2)['cSOMa'], dsZon.isel(sim=2)['cSOMc'], dsZon.isel(sim=2)['cSOMp'],\n", + " dsZon.isel(sim=3)['cSOMa'], dsZon.isel(sim=3)['cSOMc'], dsZon.isel(sim=3)['cSOMp']],\n", + " '-')\n", + "temp['-'] = ['CASAc-Mic' ,'CASAc-Slow' ,'CASAc-Pass',\n", + " 'CASAcn-Mic','CASAcn-Slow','CASAcn-Pass',\n", + " 'MIMc-SOMa' ,'MIMc-SOMc' ,'MIMc-SOMp' ,\n", + " 'MIMcn-SOMa','MIMcn-SOMc' ,'MIMcn-SOMp'] \n", + "temp.plot(\n", + " x=\"time\", y=\"lat\", col=\"-\", robust=True,figsize=[12,8],col_wrap=3,\n", + " cmap=cm.get_cmap('BrBG', 11) ) ; " + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dsZon.Nlimit.isel(sim=3).plot(robust=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot maps of where fluxes are changing" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "var = ['cresp','tsoilC','nNetMineralization','cSOMp','cTOT','fW']\n", + "tempMIM = (ds[var[3]].isel(time=slice(-10,None)).mean(dim='time')-\n", + " ds[var[3]].isel(time=slice( 0,10 )).mean(dim='time'))\n", + "tempMIM.plot(x=\"lon\",y=\"lat\",col=\"sim\",robust=True,figsize=[15,4],\n", + " col_wrap=nsim) ;" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "var = ['cresp','tsoilC','nNetMineralization','csoilpass','cTOT','fW','cVEG']\n", + "tempCAS = (ds[var[6]].isel(time=slice(-20,None)).mean(dim='time')-\n", + " ds[var[6]].isel(time=slice( 0,20 )).mean(dim='time'))\n", + "tempCAS.plot(x=\"lon\",y=\"lat\",col=\"sim\",robust=True,figsize=[15,4],\n", + " col_wrap=nsim) ;" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# delta delta plots\n", + "# difference of difference plots: mimics CN- casa CN\n", + "(tempCAS.isel(sim=3) - tempCAS.isel(sim=1)).plot(robust=True) ; " + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "(tempMIM.isel(sim=3) - tempMIM.isel(sim=2)).plot(robust=True);\n", + "# not sure what a meaningful way to look at these changes may be?" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "ncols = 3\n", + "nrows = 1\n", + "# lists of variables, titles & labels\n", + "plotVars = ['nNetMineralization']\n", + "#plotVars = ['cnTOT']\n", + "plotTitle = plotVars\n", + "plotLable = plotVars\n", + "\n", + "# create the plots\n", + "fig = plt.figure(figsize=(15,4))\n", + "axes = [ fig.add_subplot(nrows, ncols, 1+ r * ncols + c) for r in range(0, nrows) for c in range(0, ncols) ]\n", + "\n", + "# add some data\n", + "i = 0\n", + "j=0 \n", + "for ax in axes:\n", + " if i == 0:\n", + " ds[plotVars[j]].isel(time=slice(0,20),sim=3).mean('time').plot(\n", + " ax=ax, cbar_kwargs={'label': 'MIMcn '+plotLable[j]} )\n", + " if i == 1:\n", + " ds[plotVars[j]].isel(time=slice(0,20),sim=1).mean('time').plot(\n", + " ax=ax, cbar_kwargs={'label': 'CAScn '+plotLable[j]} )\n", + " if i == 2:\n", + " nMIN1 = (ds[plotVars[j]].isel(time=slice(0,20),sim=3).mean('time')/ \\\n", + " ds[plotVars[j]].isel(time=slice(0,20),sim=1).mean('time') )\n", + " nMIN1.plot(ax=ax, vmax=1.5,vmin=0.5, cbar_kwargs={'label': 'difference'},cmap='bwr')\n", + " ax.set_xlabel('')\n", + " ax.set_ylabel('')\n", + " ax.set_title(plotTitle[j])\n", + " i = i+1\n", + "\n", + "plt.tight_layout()\n", + "\n", + "\n", + "# create the plots\n", + "fig = plt.figure(figsize=(15,4))\n", + "axes = [ fig.add_subplot(nrows, ncols, 1+ r * ncols + c) for r in range(0, nrows) for c in range(0, ncols) ]\n", + "\n", + "# add some data\n", + "i = 0\n", + "j=0 \n", + "for ax in axes:\n", + " if i == 0:\n", + " ds[plotVars[j]].isel(time=slice(-20,None),sim=3).mean('time').plot(\n", + " ax=ax, cbar_kwargs={'label': 'MIMcn '+plotLable[j]})\n", + " if i == 1:\n", + " ds[plotVars[j]].isel(time=slice(-20,None),sim=1).mean('time').plot(\n", + " ax=ax, cbar_kwargs={'label': 'CAScn '+plotLable[j]})\n", + " if i == 2:\n", + " nMIN2 = (ds[plotVars[j]].isel(time=slice(-20,None),sim=3).mean('time')/ \\\n", + " ds[plotVars[j]].isel(time=slice(-20,None),sim=1).mean('time') )\n", + " nMIN2.plot(ax=ax, vmax=1.5,vmin=0.5, cbar_kwargs={'label': 'difference'},cmap='bwr')\n", + " ax.set_xlabel('')\n", + " ax.set_ylabel('')\n", + " ax.set_title(plotTitle[j])\n", + " i = i+1\n", + "\n", + "plt.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#changes in mineralization over time in both models\n", + "var2 = ['cnpp','cresp','NEP','cTOT','nNetMineralization','HR:Min','cnTOT']\n", + "\n", + "dsZon[var2[4]].isel(sim=CNsim).plot(x=\"time\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[10,6],col_wrap=1, \n", + " cmap=cm.get_cmap('BrBG', 13) ) ; \n" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Basically show the C:N of microbial spilling\n", + "dsZon['HR:Min'].isel(sim=CNsim).plot(x=\"time\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[12,6],col_wrap=1, \n", + " cmap=cm.get_cmap('seismic', 15) ) ; " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure X.** Zonal mean changes in N mineralization rates simulated by MIMICS-cn & CASA-cn" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "### Zonal mean changes, relative to C-only model" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#changes, relative to the C-only model\n", + "var2 = ['cnpp','cresp','NEP','cTOT']\n", + "ds2 = ds[var2].copy('deep')\n", + "\n", + "dMIMcn = ((ds2.isel(sim=3)-ds2.isel(sim=(3-1)))).mean(dim='lon')\n", + "dCAScn = ((ds2.isel(sim=1)-ds2.isel(sim=(1-1)))).mean(dim='lon') \n", + "\n", + "model = xr.DataArray(['MIMICS-cn','CASA-cn'], dims='model', name='model') # or can use np.arange\n", + "t = xr.concat([dMIMcn,dCAScn],dim=model)\n", + "\n", + "#t = t-t.isel(time=slice(0,20)).mean(dim='time')\n", + "simple = t[var2[2]].plot(x='time', y='lat',col='model',col_wrap=1, figsize=[6,8],robust=True);#vmax=5e-3,vmin=-5e-3);\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure X.** Zonal mean changes in rates simulated by MIMICS-cn " + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "## Change in N limitation ove time\n", + "(t[var2[0]].isel(time=slice(-20,None)).mean('time')- \\\n", + " t[var2[0]].isel(time=slice( 0,20 )).mean('time')).plot(y='lat',hue='model') ;" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "v=0\n", + "d_t = (t - t.isel(time=slice(0,20)).mean('time'))\n", + "d_t['cnpp'].attrs['long_name'] = 'Change in N limitation of NPP'\n", + "#d_t['cnpp'] = d_t['cnpp'] * -1 \n", + "\n", + "simple = (d_t[var2[v]]*365).sel(lat=slice(-55,75)).plot(\n", + " x='time', y='lat',col='model',col_wrap=2, \n", + " figsize=[12,4],robust=True, cmap=cm.get_cmap('BrBG', 11))\n", + "\n", + "# N limtitation data are pretty noisy, especially for MIMICS\n", + "## try rolling mean to smooth our resutls and see clearer trends\n" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "v=0\n", + "fg = ((d_t[var2[v]]*365).rolling(\n", + " time=10, center=True).mean()).sel(\n", + " lat=slice(-55,75),time=slice(1906,2010)).plot(\n", + " x='time', y='lat',col='model',col_wrap=1, figsize=[6,8],robust=True,\n", + " cmap=cm.get_cmap('BrBG', 11),\n", + " cbar_kwargs={\n", + " \"orientation\": \"horizontal\",\n", + " \"label\": d_t[var2[v]].attrs['long_name']+' (gC/m2/y)',\n", + " \"pad\": 0.07}\n", + ")\n", + "fg.set_xlabels('Year')\n", + "fg.set_ylabels('Latitude') ;\n" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Mimics specifics rsults\n", + "# var = ['specRESP','cMICtot','MICrK','cnMIC']\n", + "dsZon['cMICtot'].isel(sim=MIMsim).plot(x=\"time\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[10,6],col_wrap=1, \n", + " cmap=cm.get_cmap('seismic', 15) ) ; " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## Daily data\n", + "this should likely be for a longer time period" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:              (lat: 96, lon: 144, sim: 4, time: 114)\n",
+       "Coordinates:\n",
+       "  * sim                  (sim) object 'CASA-C' 'CASA-CN' 'MIMICS-C' 'MIMICS-CN'\n",
+       "  * lon                  (lon) float32 0.0 2.5 5.0 7.5 ... 352.5 355.0 357.5\n",
+       "  * lat                  (lat) float32 -90.0 -88.10526 ... 88.10526 90.0\n",
+       "  * time                 (time) float32 1901.5013 1902.5013 ... 2014.5013\n",
+       "Data variables:\n",
+       "    day                  (sim, time, lat, lon) float64 nan nan nan ... nan nan\n",
+       "    IGBP_PFT             (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n",
+       "    landarea             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cellMissing          (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n",
+       "    cellid               (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n",
+       "    cLITm                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cLITs                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cMICr                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cMICk                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cSOMa                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cSOMc                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cSOMp                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cHresp               (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cSOMpIn              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cLitInput_metb       (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cLitInput_struc      (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cOverflow_r          (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cOverflow_k          (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLITm                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLITs                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMICr                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMICk                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nSOMa                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nSOMc                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nSOMp                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    DIN                  (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLitInput_metb       (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLitInput_struc      (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    thetaLiq             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    thetaFrzn            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    fW                   (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cresp                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnpp                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cgpp                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cleaf                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nleaf                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cwood                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nwood                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cfroot               (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nfroot               (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    clitmetb             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nlitmetb             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    clitstr              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nlitstr              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    clitcwd              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nlitcwd              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    csoilmic             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nsoilmic             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    csoilslow            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nsoilslow            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    csoilpass            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nsoilpass            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    tairC                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    tsoilC               (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cLitInptMet          (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cLitInptStruc        (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cpassInpt            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    fT                   (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLitInptMet          (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLitInptStruc        (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMinDep              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMinFix              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMinUptake           (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMinLeach            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMinLoss             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLitMineralization   (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nSoilMineralization  (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nSoilImmob           (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nNetMineralization   (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMineral             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cTOT                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nTOT                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnLIT                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cMICtot              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    relMIC               (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    specRESP             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    MICrK                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnTOT                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnMIC                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    NEP                  (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cVEG                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cECO                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nVEG                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nECO                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnVEG                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnECO                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    overRESP             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    Nlimit               (lat, lon, time, sim) float32 nan nan nan ... nan nan\n",
+       "    relNlimit            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    npc                  (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    HR:Min               (sim, lat, lon, time) float32 nan nan nan ... nan nan
" + ], + "text/plain": [ + "\n", + "Dimensions: (lat: 96, lon: 144, sim: 4, time: 114)\n", + "Coordinates:\n", + " * sim (sim) object 'CASA-C' 'CASA-CN' 'MIMICS-C' 'MIMICS-CN'\n", + " * lon (lon) float32 0.0 2.5 5.0 7.5 ... 352.5 355.0 357.5\n", + " * lat (lat) float32 -90.0 -88.10526 ... 88.10526 90.0\n", + " * time (time) float32 1901.5013 1902.5013 ... 2014.5013\n", + "Data variables:\n", + " day (sim, time, lat, lon) float64 nan nan nan ... nan nan\n", + " IGBP_PFT (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n", + " landarea (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cellMissing (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n", + " cellid (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n", + " cLITm (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cLITs (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cMICr (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cMICk (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cSOMa (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cSOMc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cSOMp (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cHresp (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cSOMpIn (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cLitInput_metb (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cLitInput_struc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cOverflow_r (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cOverflow_k (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLITm (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLITs (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMICr (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMICk (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nSOMa (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nSOMc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nSOMp (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " DIN (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLitInput_metb (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLitInput_struc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " thetaLiq (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " thetaFrzn (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " fW (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cresp (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnpp (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cgpp (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cleaf (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nleaf (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cwood (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nwood (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cfroot (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nfroot (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " clitmetb (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nlitmetb (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " clitstr (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nlitstr (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " clitcwd (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nlitcwd (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " csoilmic (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nsoilmic (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " csoilslow (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nsoilslow (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " csoilpass (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nsoilpass (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " tairC (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " tsoilC (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cLitInptMet (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cLitInptStruc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cpassInpt (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " fT (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLitInptMet (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLitInptStruc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMinDep (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMinFix (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMinUptake (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMinLeach (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMinLoss (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLitMineralization (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nSoilMineralization (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nSoilImmob (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nNetMineralization (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMineral (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cTOT (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nTOT (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnLIT (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cMICtot (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " relMIC (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " specRESP (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " MICrK (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnTOT (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnMIC (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " NEP (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cVEG (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cECO (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nVEG (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nECO (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnVEG (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnECO (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " overRESP (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " Nlimit (lat, lon, time, sim) float32 nan nan nan ... nan nan\n", + " relNlimit (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " npc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " HR:Min (sim, lat, lon, time) float32 nan nan nan ... nan nan" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## Look at environmental controls over soil C:N in MIMICS" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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cpEH8WWjBcY4HT+AEJO3hvXbLXFxqUIWovX8I8cZwhXwLRYwkJOPZ3apTXnoX1VXP4/X1Z1VlHoqQZ3uoUCFFUoE4CL0HkW8QQrQzbFbbSnlwChWhk0lK+jOWZFARnkWk4lHApn3W+/hIRkJOQJXYm4Ga+QEnVYeqgggD2s4ip/hqQtGVdEz/K/74E9DAcWj4W/C0wfD1QCNzUa106oY+R8NfOxO0nvZIxouIkbrNNam1GaIrIW4EIoGfdU9dfjs45hpXyLvs56hG0IqHQUuRpFuornoRUCxzDa39vSmM5OHBJME/ENInIGKgnq5OXeIIa3WsJQ8iPjbkn4ZlFwHgxcYw4olEl5OUeDbe8FRswohdQtRIIi75RirL/4lHTQQoMIPEBV+nT9ttPclEPEjgsLodvgHg6QDmakg4D614ALQEzBK0dDykv+BM7gJqbUULTwIUvAcgma826/10aVk0MeL1V0+zCXkReR44CciPJeZBRAYDTwMBwASuVNW5zdUHl4bRqleh+lXAQjVMXOA4wqGZiJHG8NaTKI2uJcXfC7+nTjsO2ZVo4jgC3s4keHqTUf4c8f6+JIVnIBKkAIjiwzCSifP1JjH+RBAfFZLG1ug6ANoA8QlnYpkVbK38F6Y6IVXxRhoAplWOx0hCZEdNSiQeMqcAYUQC2GVhMFc6ByPznPkHXy/ns7UBUNBqMF2fe5emU+NC2RJoTk3+ReAJYFK9fQ8C96rqJyIyKvb5qGbsg0sDiBEf839RkHjSMh7BMnPweNsjEk8rb+Y25auCn5JffCWqETx4SEw4g6S4HqRaS9HQeyQIZHsTqUy8g0DcQLDLsarfxqx8BFWr1nO+2o7g3TqEEssiE6gGSmxhY+VX5AYXU1j9KYm+Xgxu/w6GxO3YbxEcPQEk5U40PA3sEhAveFrVFfQNBf9IR/gnuz73LruDa65pFFX9SkS6bL8bSIm9T6UZQ3ldGke9fSHuSPB0RJKuQsTA6+u+y/LR6FqSsfEYXsrsCCXVrwPg97YmoBrLK69UVL9PYtU/nIlWBIgSp0ocEEZRNVE7iB8bBIpMP6XqgfD31KQqDprrqIosJ8k/EBuTJcUvELWrGZBxGX5PUm2fRAxo9T6EvwLfEMTIqHfMi6Q/0Qx3zuW3QEtZ4/WXtslfB0yNZWUzcHI47BQRGQeMA8jOzv5levcbQs0NUHwBjr26M2LcGtu/EQgj3roskKphQkUXEoguwGv4EZSI2ERsEwU2R/NpY7QiINWsKzeIT5qHeOIwRLBtnEAoYnZ6wBao0DB+/zGUmuvw+xIhsgFbTao1jSSpwudJIjf/JLyeLIJxl7O09BVUbaJ2JYe0uXObaxEjHeJP/WVunMtvAse7pmWsbPZLC/k/A9er6jsichZOKO9xOysYS9c5EWD48OH7pUN01LS45pn3WLR+K9efcjhnHjqw9tjG4lIueeZtyoNhDuvRmd8N6EmVGWVkzy58k7OB6miUM4b0x+9pph+aXYjjrhgCaytQP4AK1D8YIt9D3JFo/DnY0Xl4UQQPiEGqbwAV4YVYMRGeU9WO597tyfzlnXnu3kcxPYpP4avVrenVYQtGXAgVanUjC7CjX9Eq7WlC5npWhZ4lqjZREhnQ+n6iFfdgWha2XUo4unKPcvSpmmj1K6BBJPEix57v4tIEWlIw1C8t5McC42Pv3wJ2z8fvV0JOQTFXv/4hXsPgyfNOoUN66k7LzV+ziYU5uQQjUR77cFatkH9v4VJemb2A3NIKFJj60yo++3EV4gPDEMyoI9Henr2Ix84/mU6ZaXv/InxDIOE8iMxGYvZqjXwDhAGFyLdOufBsJOEiAKKqRFC8cYcRFziZjOgtFNpVKJAav4ibz1vE29OPoLwsmbWpFYhCt+z1eH1O8rJEoz1BuwglDEACBoHy64gDuni9LIlm4TUCZMUfSKU1hpKKJ0C89MsYh9fXm6hdxYCMPzX5ErX6Fah4GFDULkRS7tpbd8/lN0BLMdf80jMLW4Ca/LHHAHsWirmPeWrmd+QUFLM6v4gX5/yww/FPfljONc++z+rcQizbxhBBPEJBeSULN+by1w+msWJtvpO1UXHUWgU7CmZYwQaxYNXGQs585FXKg6Hati3bxrTsHc7ZFOzqt7DL/oqamxARjJRbMFq9j8QdDoDEnw6SDBhgtAHiwchA/IMxku6lhCwq/KMJpD+HeNqR5omjgyeeLMML4jwexhz7LQGPTbLHxqeC31sTAWuQnvkU2R3XkZ72ID7fMFK87Z17A6QaIYakjeaUzu8Q50klM/VGstvOoGu7uQT8vRmYOY4e8VewdFUpkWjDC4rXolV1N1ir9uieufw22VsJyn4NNKcL5es4njOtRGQTToKePwGPxZbBChGzue9vDOjYlmnLVqNA/w5ttjm2tbSCu974jEjU4uuFazEMsIGyaIinp3/HqKF9IKyICYYF6nFMGGqACI6jSxRq1hCuDEc458nX+c8Fp3D9G1PIKSrB6zGYeMFpHNS1Y5P7rJG5UP4PIIxGf0BafbhjISMNNAjYYBdB+otO3ndrE3FVf6eDoWBOAXMcEncI6skmntUE8BO1qihXExOT9kkGIYWq6gTS2j6OV6YTiD8Rb5yTjykl6QJSki7Arn4XLbsVG8i3DJK1CJ9RN6nq93Zhcc5WfP5pFFffxF3/dyammUiPTq159t4/NnrNkngJahUC1UjyrU2+Vy4ugOtd0xiqeu4uDg1rrnP+Upx/yGB6t22F1zAY2rlu1S7bVub8tA6ijjbu7HOEuNfnpWNmKsM6d+Diw4fx0tR5WHasnEHdq+UIeJFYOnaBLSXl3PfhF6wuKAbAU2Rx7cOT+fvY33P8gb126F84ahK1LJIC9dwPtUb713rvoSocIeDz4jEMnEhULxAF8YOvH1r9BkQXUWcUV9TORcvfipX1IwhKACGKYJHm84KmEZdyOa0yTgBO2Ol9NBLGEPINYlnBjRg+yE67knA0hw1FV2JIPHOXXMXj7y5l3JjJpCd4iEQ8RKIWS9dsRWPePA0hEo+kNj2lg4tLDaqC2UKEfMu4ip+BqjL3kwV8O2V+kxNeiQgHde20jYAHeP6TuTz8v5n4wsKI7p0Y2KUtfq+HYb06cO/px/HTks2c+bdJHN+nB1PvuYyBHdtgRAELxAbDBFHAcIQ7ONr+gdkd6JSRit8Eowo8EYhGLB58Y8YOfVuTX8TI+ydw6L+e5oOF9QKA/AdD8i0QPxpJfxKAiV/N5eD7nuTYh5+jpCropELIfAUSr0QyXofq/0HloxCeBpJB7c+l5EaofhmsHIg7BrDJMJQsj5+Omc/h8fXGExhOVvuLGrzvqkpuYRq5G/5Jj7Q3CHg7kFf2IKHoYqoj84nqy4QiJgtXdKNt63L69NhMnE+49LQRjQp4F5efi2uuaSFMmfAZE256GQQu/ts5nH79SXvc1oa8EiJRCxHo0641b875kWjUYsGKzSQbfr5anAPA9U9+wGcPjuPQvl1YsbEAM+rkZDdsMAKC5RGipk1NVq+KqgjB0kKocuJ9wDnUrlUK/373K9bll3DDmCPo3DqdmSvWEopGsWzlyWnf8n8vzqBXxyz+e+1pBBLPA86r7e8r3y7EUqUiFOa7nI38vn8vxDcA8Q1wzhGaHjuTQuBYCH0KWgGUOx1DwD8cwtPxipCMF4kbgcQf3+B90ugitPgiIqZy5zMnklPQmi5tM3jtrvOJ8/VGQtMA6NHuQOL9NsvXHUy75Kt5/LZM4ryuO61L89OSIl5/85r8uiUbiYaiRIIRchZv2K26b36+gPEPTebHlZsB+POphzKoezuG9e7E2BOGOyYQZwU8FqzaXLscXs1P588njuDBy06kXXoyiT4faYkBDu3RhacvHcOQdm0xbIjzeLjj9KNZsakAK2ZNiSSBGQ8hw+Kl6fP58qe1XPbYW4SjJkf06krA8OA3hdKCKqpCEZZvzOe7Zet36P+pg/ri83jwez0M7dx+h+OSdCkknAPxY5Dkm8F3YP2jkHghknAepD4I/hGQ8g+07Bbs4otQK3eX902rJoFW4jOqGD1sMeGoxcb8UgBap1xLp4zHKTWOJcd4mUNHfkdZVRjsLsR5szEj8zEjC3bre3Jx2RNcTb6FcM6tY1g1Pwfbsjn/rjMarxBjwcrNPPLGTCxLWbwml+lPXUW7zBSeveXs2jLXn3o49//vCww1OLBXJ35cu5moqTx8xcmAY/aJRCxKK4KEIiapCQHuPv94WqUmctD1nagIhkmOj0NEuPDYYTwz43tsA/CAbcDS3AJqvOjzy6s4+JbH6ZSZRkaRj7JKExELr6VY0SjFRZVYto3HMFi0cSs+j8GNJxzOkV27sHjlFqorIpC87TWKxCMpdYFHmvZvyD8Ix4/GhyRe5iQQiz+RQvMoLn9qIiWV7Xno5M/p0uYh3pp/Bp1ap/GHg/vURsOu2VxIqu9I0vVTIqbF7JWdMQzhrguPj53TwOsbTG713/B6LYYOWcn33w0hGIkSqXqdUPk9AARS7sOf2PTvy8Vld3D95FsQWR0z+c+c3V816ZkPvsFEHW9D785/DKcfMZC26ckUlFYx6pA++H073u7s1mmogtdjkFdUwR9unMjN5x7FWccOISWhLjXuNaeO5PJRh3DUvRMoD0VqTTnqwRktiGPX35Bfgr88FnRUs65qVHls0gw2bCmhdY90HvroK2xV/jbmOB555gvCEZNn3/uWYX07MvbEgxjap9NOr2drUYRP5/ydwZ0XM6T/8SCpvDVtARvzyohr5WdNAZh2Io9+fQhJkdbMWzMXr2Hw4awlDOrRnnAkypszfkSA5299lSU5WyAuzKTbR9C3c52XUsCbQZw3g5BZRqg6gXGjjqR3p9ZUl8wDddxJreg86tZB3nMiVhVhu5JkX5vGC7v8pmgpfvK/eSG/p1i28xMwPAYXjDpwl+UOG9C1wXb6ZrfhhZvPZvxj71IYrEIVHnljJmceM3iHyUW/z8vsv1/JDzlbuPi/b6IxIZ/g8xEMR0HBEBAj5kBTE2GqEIpYLF2Ty8LKfEIxP/P/vD+LqpoHhgXfLFrPghWb+XLCNaAVaPFFLFgT5NkZJ3H8wSN58f25FJRU4vOm8L8H+rIsZxWP/+9roqZFt+5ZeD1efB6LYd168cNP8dhWHlFb+X7FRn5cs5nkQBzhiIkqnHvfdDIyk7jzj8eSmZK4zXV6xM8fst+gJLyCjLh+eA0nUjUu+UqsyPeAkFN4NnO//I5jDupFdrv03fvyYpRFNvPm+nHYGmVY5oUMzzx/j9pxaXmogukuGvLb5p5Lfs+jb35J+1ap/PF3u/YKDYWjbMgrpVv7DLzenaco6NOpNVecPIL7Jk0DgfTkhF16j4gIfdpl0dGTSG5VFSN6dOLso4fg9RpMX7SKA7Lb0DkjnRtf+Yji6iB+y6BdYiJxIWHxlnyiuerEO6mSr1VoGvgqwYg6bpsiwuKcrfRvOxs7sprxL5xHKBrm+1XTScCLbSuWZVNcVu24gOI8I5I9fl664kwef2cWc78PcukpB/Lx3GWs2ljIxuIygthkJPigFAwFbCgsreT6CR/gxeCg3llccGxfDj5gCACLV5fy6BvLGdijnPFnDUKj3+LxDyO5zVeUVQa58i/PEIlavPrxPD596s8xF9DdY3P1Amy1sDTKirKprpB32QbXXPMbp12rFB648uQGy4QiUc76y4uUVATp26UNE/9y9i7LjjlyIL06ZbFw1RaOPbAXEybPYdrcFVx88sGMOqzfNmV/WrOFyvIw3rDy/aIN/Lgmlz6dsli3pZgpM5fQqXUaN44+gn9NnklGcjzjTxhJfkkFT0yejRW1yCw0iCokdk5ks7cK26P4yx2P96ihXP7Q27x862CyfWAYMbdShd8d0ouPvl6KHbV57KUZPPXXs9mUV8rG/FIuP+1Q5i/fyMKfNmLZyhNvf83k+y/h68VrueHpDzFtm61llTU+OY61yXReTbWZszSP+Ss389G9FWRkHsEdT39MQUklOVuKGZr9KMO6r0CII6nNt4TDJpal2LYSDEWxbcWzB0pX56RDmFv4AkHLZEjGObvfgEuLxbXJuzSJzQVllJQHCUdNFq7cjGnZeBuQRgd0a8cB3dqxfvvSX6sAACAASURBVGsJL3/yPZGoxd+fm8oJI/pso6l2bJ2G3+chFImiAqGIyaK1W1HTibzKLSznn887o4KK6iD3vvgZmSkJJCX4qahSunTJYtXGAqrzQ7RPT6Ck1An5N1E0auL1GMxaFqBN2sOMPXo9L31exSH9utC/azs+nbEU21YWr87l02+Wc/EpBzuLagcnUFKSXavdF5U5bQ7u1p7UpAAV1WGS1Eu12Fg18QhGLC4gNqmgClboO+AI2qQnUVYRxLZt0hM2g1ajmKhdTOvMDtw49hg++XoJfxw1HN8uRkiNkehtxdjub2Gpidfw71EbLi0XbSFCvmUYnX6ldGmXwaBejmviGccMalDA1yc1KYDXMIjze8lMS8QQYf3WEv771iymzFrCWfdMoqwqhN/vpWfnLFqnJSGWXevSblk2UdMiGrEIVoYJBiNsKiijIhLhhnOd1EER0wJVzjp4AD6P4djuYzZ8y7KZ8OE3/O3lZXy6xMcHD4/jmBG9efLjbyDZg22A+uGZKd9w+YNvkpczDqqeoXf6U3g9TjStYQi2rSQnBPjgnou5etShRCMmlq0kJcThTfIihtSaiNqkVvLPM+fQqs0YAB669hTaZaWgwMKNFyBGFv7EsRheJwBt9NEDmHD3ORw5vMcO9293EDFcAe+yU2yk0W1/wNXkmxGPYfDEzWdg24phNP0HkZYUz0v3nMeClZsZOagbIsIV/3yT4rIqPB6DqDiCNBwx6ZCZSk5usZOJoKYBQ8HjRMuC8yRXW4lETWYvWcdfLjyOKx5+m4pgmDe/WsSVp41kwcpN/LByE7YqAb+X8uowpmmTs7GIE26YgBVLhWCI0K17K8JRky1F5WwpLGfC5z2467S1DOm2mVtHz+B/swexvqQ1G/JL6NI2g4SAn8P6d+WZyXOIj/Nx6IAudOuaxZzF61iybiuqcOTgQzn6yDtr5yI25pWRX1JJxLR49hMvF506fy99Ky4ujaPq2uRddoPdEfA1dG6XQed2daschcJRJyrWEAJxPkLBKF6PQXpKArZp13hUAtC9YyvW5RUTpS5HjQDxXh9t0pK48uG3Ka8OgQgV1WFapSXy72tHU1hayWfzVvDEO7OwTBuxFI/PwLLr2rFVMQ0YfWR/npg8B1uVdSVDgC8Rwpw8bBU2cTz9RTY5m4sIR0wenvQFP67cwqjD+vGHw/sxrE9HPIbBeccM5ZVp8/F6DM4+esg2k82d26bj9RjEx/no360toUiUgN+32/fRxWXPEKxfoXeNOAsfJ6lqeVPruEJ+P+GRG0Yz6aPvOWJId0YfNYC1W4pIjI8jKd5PUUU1C5ZsJOD1ct25R3LcQb2ZuWA1z33wLSvXF4CAz2sQjVhMnrbIMesYxNxcYHhvxy/e4zFIjo9DbXWeCrHlX4HahGsYsD63mIkff4eNU+6nnDLUNwKJfgniZWi/4zk0tzN/feZTx3QUdta9/3j2Uu48+xsM8yTCMoRz7n2ZrcVlDO2ymQuG3IhmvILE0hYsWLmZVqmJ9OvShg2bSzjq0sc58fADuGvczpOd7QpVG61+EcxNSNKVSP01YF1cGuDXYpMXkdeAK3CSks8HUkXkEVX9v6bUd4X8fsKQ3h0Z0rsutXD3DnXC6uErT9mh/DHDejJyYFcu/NurrN1UhEqdbz/iTHiqDdmZqZx2x/P07JTFknV5eAwhLTmewtIqPJZw7RmH8/jHcxARvIZBdWUYtZVwMJbT3RCG9+mEkTYWrXwUMbLo3OZPLN/wGsFw1JkUrZdR85JHg5w67F8MGPwoeSWVREzl29XtMaP5eINvI8k3AHDn0x8RNW3WbS6ufdZM+XoJf7ns+N1zlwx9DBWPARHUWo9kPFd7aN2GQhIT48jKTN6h2uYtJcz8egVDB3emb+92DZ4id2sp02cuY8jAbA7ot23SuoqKEOOvf4VNm4u58IKRnH7acOIDO58DWL0mj69nreSwQ3vSq2fbpl+jy17nV5a7pp+qlovIecDHwK04wr5JQv7XNx5xaRIlFdXMWrSWyurwLsus3VzE5vwyx00xatdGxiJ1CnrO1mJCEZOf1uRiWjZh06aoMsjjN5zOp//9Mx/+uBy8wokH9+W5G87E4zFq5neRKPiiMKJXNuLJxEj9O0bytRD5jhv+8CatkkN065BK5+wMLB/YXli8sQ3/fO8wTMukV6dWiMCJg1fh9fgQ/8G1fc9ISag1P9k4I5GDB3TeA3/4mt5S7xXemDyXS699ibMumcC0r5ZtW0OVq254lecnfc11t75OccmuFxxRVa66/hWen/Q1N9z+BgWFFdscn/v9GrbmlRGxlWdfnsUFlz1L9U6+s3A4yrXXv8qkV+cw/sbXCAYju3mdLnsVrU011eD2C+ETER8wGnhfVaO7U9nV5PdDQuEoZ939EqGISUZKAu/ed8lO7f5d2meQlZbE1uJyBvXswA9rt2BFndlYUUUioHHEoqCoNeOYKHe/OJWrxhzGuvwSwtVRJs9YxOSZi2qTTwqAD3xqsH3cllb8H1kpeVRGPZRvLSY+EO+E4tao84DHSOCF284hFDEJGDkgt9WaagCeveMcTr/1eaKmM/p4YPwpjBjYcPTwTgmcCFYuWJuQpGtqd0/9Ygmm5cxl/HvCNI47om9d/xWqqsJYtmLYyqIlmxgyMJvUlJ2vEVtZFca2bKKW8uerXuS2W05i+DCnr316t3dWwY19P5WVYTZsLKbPdqMD07QxTccmZll17132Hb8i75kJwDrgR+ArEekMlDW1sqvJ74eUVAapDEYIhqPkFpYT3sVyeAG/jzfvG8vk+y/hyZvPYNojV/DhA5fRvkMamuDBTBY8IuATLB9kd0yvnb0trw7ROjXRkekWMeFeNwRQHBv+eX8YxunHDmJpzlaqQzHt0z+CH9dnY6sQjkJFVYi6Z5DSs00R02c/xlPvznaa9fXaRsADtM1MoVViImJCwPASDEV3OYH907JNvPL2d+QV7DgXJWJgJI3DSP0b4smq3T/qd3WLqicnx21TxzCEv901mgH9OtC+Yzr/evQTzrv8WUrLqrcpp3YVtp3LP+4eQ3bHTLyGUFxcxWOPf1Zb5sclG4kitX3v0b013bu13qGfiYlx3PmXkxk2tAt/ufUkkpMDO5Rx+eXQ2MRrY1tjiEhvEVlYbysXketEJENEPheRVbHXhnJzfKiqHVR1lDqLXmwALmnqtTSbkBeR50UkX0QWb7f/GhFZISJLROTB5jp/S6ZtRjKnjuxPSkKAS086mPg4H6pKOLKjsPd6PbTNTEFESE6Io21mMluKy7FV8Xm9BBL8qEfwGAb3XngCY0b2R4CeHbK4ZcIUWiUm0q19zMunZjUmcQTho9eO5vIzDuPK/3uHy+9/k7PveIlPv1/OifdnsLrsCJITnKX8TFNRU/Eo3HnabEb2yeHlmem8PHU+E97/ZpfXecMFR5OeHE+/bm05bHC3nZbZml/GDXe/xXOvfc3Vt7/e5Ht45inDuOvmkzjtlKE8cu9ZOxw/oE97wsEIG1YXEK4IE42a5GworD1umesoyRtOad5I+vf+iLtuPxmPxyAQ8G1jT//ks8WYpjN6uuSCkTzx8Hn4fDsGb9m28r/PFjBn7SaefOUr11zzK2BvmGtUdYWqDlbVwTir4lUD7wK3AdNVtScwPfZ5V7yzXZsKvNHU62iSuUZE2gA1Wbjmqmp+E6q9CDwBTKrXztHAqcBAVQ2LyI4qjUujiAi3nX8st51/LABR02LcPa+zYm0eY44bRGpGApvyS7ny9JG0zUzZse45x/DMx98xom9npnyzBLUUr9dD+4wU7jr/eO487zjOve8VqsJRglWlTuIzQxh30sGcNLI/AEnxcSQnxBGJmizN2QpAcUU197/+BeXBMJO/82JGYqbD2PKGtgH/fPcwOmWWYtoGis3UeSs4cmh3endqzf2vfkFFdYjbzjuW1ulJHDm8R6PBTlXVjjC0LKW8Mrhb9/G4I/py3BF9se0d/1sffeIzVq1xfuai0LljJgf0qcu5Hw3PwTGNRghXv0XPHtfw5ONj2ZJbwsEHda8td8boYSxbsYW4OB9HHt57l31Zt7mIhcuddQk2lZTz6Wc/MebU/X6lzP2aZvCuORZYo6rrReRUnDWwAV4CZuJMqNYiIn2AA3C8aU6rdygFaPJQr1EhLyJn4czizsQZtD8uIjer6tsN1VPVr0Sky3a7/wzcr6rhWJmmPCxcGmH1hgLWbSpCgXen/4gnyUckapFXXMmE23bUUs8YOZAzRjrmirUbCliak0dWagIZKQmA8yA4sFcncrYW19rw1VYUoV29h0bUtHjq3Tm0Sk2kqLyKg/t1pkqjLF6Xh2XbaNQi5mXppELGGQavL0qPnQfySiq58b8fcP7xw5j6/XJMy2ZdbjEPX30KXdtlNnrt3btkcckfD2P23DVcdPaIXZZTVf714BRmfrWCE/8wiPFXO/nr//vUNN6ZPI9Bg7J56IFz8MSikmteEUiM9/Of+8/dJlW0L3A0UpGE2iaBpD8B0LVrFl27ZhEMRrjhljdYv6GIm6//PR+9PR6Px9hlgjqAlMQAPsMgYlp4FDpnN37tLs2Ho6k3Sci3EpF59T5PVNWJuyh7DlAz3GyjqrnOuTR3Fwpvb+AkIA2onyirAvhTUzoHTdPk7wAOrBHIIpIFTAMaFPK7oBdwuIjcB4SAm1T1+50VFJFxwDiA7OzmWfKtqjrMux8vICszmd8d1W+/XTe0S/tM0lISKC6rolunVqwuKEZEiPM3/PVats3SnDwASiqCrMstpnuHVti2MuunHAwMLGKCWuCd6Qv5btE6Hrl+NKlJ8Tz/8VwmfTYfUPy2cNMfjyY9LYHZP+Uw84fVfDZ3BaDYgBp1c681KZpr8tyEImZt5k1VWJ9Xwpl3vcTIgV359zWjG/1ezh1zEOeOOajBMvkFFcz8cgVR0+KDKQu47OIjiI/3M/ld5/9z+fIt5OQU0KOHk1d+/FXHk5wcIByKMu7SowgEtg3E8njakd5mPmgEMbadkJ3z7WpWrc4jFIry3wlf8PphV+yyXxs2FvH3+z9kTV4xXo9BWnICd48fxdDBXRq8Hpfmp4kulIWqOryxQiLiB04Bbm/q+VX1feB9ERmhqru2azZCU4S8sZ3GXcSe2/K9QDpwCI75500R6aY7WUE79jScCDB8+PBmcVa6//FPmT13NR6PQVycl6MOdYbT8xau4+0Pf+D4I/tybD2vi18r8QEfbzx0MflFFbRvncr7Xy1mS2EZ5/++4d+exzAY2qsjS9ZtJT0png6tUgGY9sNK1ueX1gZEecPgESgpD1JZHeaTOcs453dD6yZacSZi3531EyMHdaN/l7b85emPnERkdQoxth1LSCZwaN/OzFmyzhH0tnLSiH4UlVUy8f1vMWNPgtk/5bClsJwOWak/+x6lpyWQkZFIWXmQNq1TiI/3YxjC4EGdWbpsMynJ8XToUDf3lZQU4NorG16rVsQDsqPHTfdurUGVQMDHwP4dd1KzjgnPzmTVmjysgAGWTSRq0v+Ahuu4/DLsZRfJPwA/qGpe7HOeiLSLafHtgIasGuNEZAfNXVWbNPnaFCH/qYhMpW6YcTaOQ/6esAmYHBPqc0XEBloBBXvY3s+ioiKEZTlL4lVWhbEsG1Xltr9PJhK1mLdwHYMO6ESrzKQd6kajFs+9/DXFJVVcfvGRZGbsWOaXJM7vpVNs8YzTjh7YSOk6nrzxDNZuLiS3tIIlG/IY1rMjj783q9ZVEo/gNwRDBEstoqbNF4tWc87vhnLZSYewYWsJq9cXEjYsJk3/gVe+WMA/x56ABWzrW6l1fvqA4fNgW856t2oq67cWc+lJh5CaEOD+176orVJZHQJ+vpD3+708P/ES1qwtoGePNrXeLg/efzbr1hfSvl0a8fF7J1FZl86teHbCJWzNK2PwwIZHoV06ZzJ/wTpCquARurfNYM6XKzjquAP2Sl/2NUtW5fLw89Ppnt2KW/90PB6PwbPPfcmXXy3nj+eOYNQfBu3rLu4URbD3blqDc6mToQAfAGOB+2Ov7zdQd0q99wFgDLClqSeWnSjROxYSOR04DOff/itVfbdJjTs2+Smq2j/2+QqgvareLSK9cGaVs3emyddn+PDhOm/evIaK7BG5eWX8/ZEprF6dh9eG6uooRx/Rm28Wrac6GMHv9/L2c5eTlpqwQ933PlrAf5+ZgWlaHHpQdw4+sDsLF23g/LMPoVuXrJ2crY4Nm4qZOmMJwwd3pnPHTObOz6Ffn/Zkd8xosF5z8dLn83j6Y2c0eOe5x/HNknV8PHc5AJnJCYQ3VRPGwkw0UAMQ4d+XnbzNpOjRNzxFWVUIA/CHIeyFbd2MdRv3S0PBYwg+w4MhQjAcpV/Xtky8/Swuuu81NuSXEvB7ef9fl5IUv62L48/hh/k5/DBvHb/7/QCyO+/7FAeWZfP17JUkJsbxxL8+IndLCXF+L488fQFtuxYQ8HbB59mzla9+DZx7/Qus31JMIM7HnVf+nh4dMhl3xQtEIiaGIUz9+Oa6+Y+9hIjMb4oJpSECPTpo5wcvb7TcytP/2ui5RCQB2Ah0U9Wy2L5M4E0gG8cl8kxVLW5K32L5a6ap6jFNKd8k7xpVfYft3Hia0JHXcWaPW4nIJuCvwPPA8zG3yggwtjEB35y0a5NKcV4lkaookVgvvpq1kocfPJfZ36/msIN6kJoST1FRJT6fh5R6wTB+nxeJuRKGwyZPTJxOOGyyeNlmXp5wKVff9jqr1uTTt0877r/ztNpAGlXl6tteo6w8yP/e+x47YmFZihjCHTefyLKVW+ncMYOCogq+nL0Sv8/LHTeOolvnhh8cP4dlG/MIRUwMEVZszOfvF/2enh2y2FpczjEDunPrfe9iRsEEx30yrMxbtnEbIX//n07ksXe+ZtWaPEJxQK1pxplx9Xu9RKMWRlixYwqz1+Ph9KMGMnnGIgBythSxeE0uE24+k4UrNzOgR/sGBbxl2dzyz8l8/+N6zjxpKNdcdHSD15mXV8adt71JJGLy6UcLeev96/b5PIzHY3DUEX0A53pqMs2tKfwHRQlfI+JnaPtp+Dz750Rsu9YpbC0sR1Vpk5lMWmoCXo+BxHlJS03YJvZBVZk4cQbfzFnF2LGHc/Qx/RpouZlp+sRr402pVgOZ2+0rwvG22RN64jwcmsQuNXkRmaWqI0Wkgvrx4DEnCVVN2WnFZqC5NPnq6jDnXDSB8vI617ue3dow4YmxGIZgWTZX3PAyK1fnIcDxR/XlkguPoF2bVGxbeXfKD5SUVjN8aBdu/Mv/MGPZIONT/YQq6yKPjz2mH3dffyLg/JBPOOsxQuEoHo+BFUvepUBSShxVFWHEtMFroLF/gEEHdOQ/958LwNTpi1mzNp8zxxzIBx8v5PMvlnDWaQdy2il77m63Lq+Ym56ZgseCo9p3ZFD/Thw6omft8Q+mLeLtTxawIr8AokqgQvF5Pfz9jtGMqOcuqKqc99eXWb61EFRqFXm/16Bvu9YsWZ2LCPTp0ZblG/PBVgKbwiR1T6MkGsZAuOnMI3nipZlETIu/XX8SRx7ca5f9Xru+gD/d+mptfMCXb93QoFa4aWMR4y5+lkjEJD7ezwef3kRxWTUBv5fEhL03WthTctbk88ak2Qwa0pmMoRdgaxCvxJHhTcYjiXTIehG/t/O+7uYO2LZSWFRJZkbiDve/OhThs1nL6dw+nSH9nER4m7eUsHjxJg4+qDtpaXWj5DVr8rjm6kmEwyY+n4dPp96yR/3ZK5p89w6a/cCuJ8xrWHXm3T/7XI1RTwbXiIqtwO0x5btRdvkfoaojY6/JqppSb0v+JQV8c/LPRz6mNBjC9giGx+DMMcMpKKlk1OmPsmDRBvILylm91pkPUVU+m7mMP137kqORGsLppwzjsgsPJyU54GRkBDAgWB4BVVQVBSKRbVNN3Hjl8Rw4pAtHH9ar9lsDqCwPYYRsDBMkZKNaF+YOsGDRBh5+4jPeen8+t9z9Fq+9+R1b88r5z1PTyVm359MaXdpk8PadF5KeZ/H2W3O552/vsnSZ47O9bm0B3mqLTcEK/GUWiQUmnqBFNGLy0mtztmknHDaxq022s9MwcmBXrjprJEnxfrLSkvjHuFFMuu1ckjdHMSwIri4jrlrR4ggPTvyc6lCUqGnz71e/5P0vf0JVCYYiVG2X86Vt61TE44wUsjtm7CBg3pu6kJv+8Q4/LtsEQMdOmVw9/gQOGdGD+x44m/dnLmb0dc9y0jUTWbVh5/evoirEq5/MY9bCtbX7thSXsya3aI/udUN07d6a2+8dw6jRQ+mUOh7BT5IRwLI2EzFXUlz+5F4/589FVbnh9jf44yUTuPL6V2p/qzUkBPyMPm5grYAH6NA+nRN+N2AbAQ+Qnp7oeIXFeWndet+LGFVpdPtl+lErg2teezVVwEPT/ORfVtULGtu3P/LtwnWOOcGAQ4Z1IxDwU1ZWjSq89ua33HTtCU6gjNbZk4PVEcIRk3UbCtmaX86IA7vhMQzHJTAmlFVi5cUR4bO+WY1pWni9Hq67+00W/rQBn9+DXTMRuQuDlZiKepRTTxwMOJO9gqCxxbS1pm/A1ddOIjMzmdtuOZF+fTvsvMFGyN1a5qxSb9pM/2IpbbJSuGbcC9iqhDt48QXr/QMHDDb5Qvzj6U9JVS/LV+aSFogjZ2sxxHtq0vgRUIOB6Vl079iK1x+4iNZpzgS1Zdlkd8pk86ZiunZrzfL8QqeK4aRRsOKEreWVPPzKDCrLgrz48mxsVf5x22hGDHeiX1dvKSSYKoT9Bhu1GlVlxpfLyc0tZeDgbB5/cSbhiMlPK7Yw9WUnb82okwcz6mTnfv7nnteJmha22ny7aB09s3c0id3++BQWrtyExzB49KbTsL1w5X+dKanrTh3JuUcN2aN73RgdUsfRIXUcJRWTKCi717nl/l/fJGVlVZhFizdh28qanHwKiyqxcRSc9m3SdqutjIwk/vvkRSxduplDD+3ZeIVmRAHb/vW4VMeCoUbidO1rVX2vqXWbYpPfZppfRLw44bm/aoLVYb6cuphOXVpxwJC6IW5VRYi7rnmFvC2l9OiRweq8UkSE6646ns25pbw5+XsUOOzgHsz4chkS1VoZ7A8YXH35sazfUMj1V7wAYYt2/8/deUdXUXXv/3NmbknvHQih9957EURRuqgogr0gCoq9Y8GCil8LoGBBQESKKEWQrvReAoEAIaT3ntw2M+f3x1wCvFTL++r6PWuxSO49U3Lu3H322fvZz24Sy9T3RnHHiI7M+WGHlz0i4KwmO2YbvIoqF+kZRew/kAaA26GjWIVZJKSc3YsJDB+B8BgIHRQP4DH4+svfUKRg9oItRMcEUadWBPeP6cHmrcf58pvfQTOocnioyijixVeW8MQTN6DpOu5KD2dSC7hlZEfCz2MIybPyBP+BZk1qsGPXqepcQ0mxaTjdLg2fHInHV8UAfA1BRbSV8rIKlu47SmC6B2GAohv4KKDHCVAVFDcYVR6mr9zO//2+E6nC66MH0K1JAk9+soy8IIPb7u3GXUM7sWP/aWZ9v5XkrAIkEqlQLdUwf+GO6pDMil8PVhv5yJAAUAR2fys1I0PYuTuF9z5cha4ZxGwMRXNqNKqVh833wsRl6ul81q5NpEvDWhw7nYuv3UqvdpeurC0qq8KjGag2heLyKpLzC70Lg2TjoVN/2MhLLQ1kBcJ6bfHm0MAx2Kz1OZNejNPWHf5ZEtdFCPC306FtHXbvO02TRnEkncrhjf9bhQRenTiQXp0vH267FBISIkhI+OcT4qZ46b/DyAshpgP1OcfOeVgI0V9K+ei1HH9ZIy+EeB54AfAVQpxVfhKYCdPLVXT9a/DmUws5vDcVgKlf3kej5qZ3u3lNIslHMtE8OuWlVbz24e00aRpHeGgAUZFBfDvrfjLTC3n72UWUlzpQ/SwYdnOahA5DbmrDjM/WQqUHISE7MYv7xn3NTYNbI1XTuCse00idddEFgqdeXkTKmYLqQIYEasSEkJ5eBEIgpKRB/WhSUgswBAiHUR3Kyc4p5c2pKzAAi01l7B3dqFUzjNG3dSEyLIB331tZvRCVFlbwxoTv8IT5YDMEUkoSE9P55NOxeDw6T764kMTEDO68rTP3j+1ZPV/r1yUSGuxLg/rRWK0qx49kcSwxk/pN48jMLCLf7Q2VCEGrjnXYVpCD5vIgNIkwJAIBVgXFoxOS7WHMvb1YvuYgaVSi2UG6DaRFMHv5DvILyjlyOgfdkMxcvgNDl9w9sgu1a4Zz56Rv8EgdW7GGJ9gChqTE6cIKWKwqN19/zpuNDQ/im+dGkXQml96t67FrpxlS0XSD9PRCbh1wiHuG7cNqVZGu3gh7F6SUTJgwl4oKFzabhR++vp+oyCAsFpWyCidFJZXUrhFWvQhOfvhGps3fRP1aEfRqV5+GRVEs2XqYSqebB244J418LZDuPcgik9osAx6lyHMnABGhV7bcc75z89OqZCTJfPbeHTSoG/2HrvvfhBCCd14fQXmFk8AAH96ZvqZ6Qd6y+9QfNvL/JvxzlJCL0AtofpakIoSYAxy+1oMva+SllG8Dbwsh3pZSXnOV1r8F2RlFpgfqayU/p6TayCc0iELzluq7XRpZybl073buQUxNK2Dtz/txVLqQUqI6tWoj36yJqV3Su3cTls7dhm5VEJqkvMLJ75uPYQGEVSXQz0pVhQuQeJw6wq5wOrUAXderm1fXjgunqLDCuw6Yfvzo4Z34fM5msjNLMGwCRZNIA6RdqV4IdLdOeIh/9f1e3685KafyWLHyII5SB5Yyp8lqkWZFK9KMlR89kEZ2fhnJO1KwFTv44aO1HErL4aFRPcCp8+F7q3B5GTbhkYHk5ZeBMNUThVUxK5ns5pbjjhGdeDDEl/c/Xk3yTnNn0rhFDe4a3Y2fVx8kPDSA24Z14IbrmvPw1EWcKSrlrEB3tmuIcAAAIABJREFUpG6lfk2vp2ZI1Aqd7zfu57ONu2hZN5bnHxrAtv0p7PjtOIbbW2prgXb1a/DGy8MvSpA2qBlBA+/5+vRqzL79qaxel4g0JB1bZOJj18158OwHexekBLfb2/wWiSpMuYHsvFLGTpqDphsM6d+SEQPbkldUTutGNZn+/Mjq69WMCGHtWw/+uYfSvQ+To6Sxdc9+Xp5lJvynTBpM17aXFmAD2LXvNE6Xhs1mIel49h828iXFlfgH+FxSGO3vgBCCoECTPTb8hjZs3n4CgBE3XnqXk1dYzquTF1N+soBHnryRbv2a/1fu6y/j32Pkj2Oyac54f68FHLrWg68arpFSPu+VwWzAeaI4Usrf/th9/jV8OmU5m1YnMmRUJ+565Or00KdeH86nb6+gXqMYOvdqXP16fa+hPpuqDo8KorLCyeJvt1JS7mDV1mNIj4FqSKxWlbGP9CUgOgiXy8Ogm1qzZ/9pXn19GZ4QH+9Sb8bIM9OLkQpERfhRXFyJ7vGmYhWBdEsMNBQBhhXQJakp3kTf2TZ7hmTymz9dkLOs0yiaU6cuLISzWBSCgs5pEwkheOTh69h+KJXs3DKEBMOuggooCkJCsI+V5x/82gzTuLxJYN1g/64Uns0u4s0HbjQ9VwmGYZCXW1rN7DEMiaJJM4TjNLAa8P3cbQT526nMKK++3dyMEjp3rEeXTufCHlERgXz2zC1MmbOO40lZhFYpPPN0fxbuScRtlageib1YpzDC7EKenJFPrZFhvNGrKSlDO/Hq/60kp7Cc7q3qMOnh/ldlwKiqQv0GkQzUkrFbXcxb3pJ68YU43T7ERg8FzDDUlCkjWbx4Fz17NSE6xiy0Onw8C90wcLk11vyWxJLfDiNUwcBuTXn2nn5XvG5puYNKp5u4q1Xm+g5Gr/gej7uQBWub4faYFcMbdyRf0cg/OKYnb3ywguiIIHp2vdgzNgyDLWsTsVosdO7b5IJQ3NfT17No7jaCQ/yY8d3DhISaDkJlhZOcrBLq1I9C+cONWM6hpKiCHz7fRGRsMEPGdKNRvWh+mTse4LL01Gmz13F65RGEhCnjvuX73a8ReIlalH8W/7vE6jUgHEgSQuzy/t4B2C6E+BlASnlxa7jzcC2J1/uBCUBN4ACmJMF24JqI+H8HPB6dNcv24XHrLJi1mZF3d8fnKtWJTVvHM33hOHTdoKykipAwf68hk/j423BUurH4WDh1IpvVyw9wdG+qaWADbLhtCo3ax/PmK8PQNYMjB9Lo2qMRqqrwyms/UuX0GkrvQyy8+UghIb+g4gLGzPnewFl5UnHea2ZhqRlWOTv+7Hdj6E1tWLBsN2VlDuJrhFFe6iCvoJyHJ85lxod3Ua/OuURhUIAvmdF+oCg89nA/DiVmsG7zUYQQZJ7Mw+XVY6/XKJbUk7logOFnwd/XRqvW8dxzfy/mfPUbLpcHzTCojLFicxk0Cgvn9tu7MOWd5QjNwGNV2LEnBakIdB+wef+GktJKPB6dw8lZFJdV0btTQyyqQmx4EJ88eU5Az+nWWPzRIaQq0PwVFF+FRjHhnC4sIcBuo463eXmtGmF0bZ5AaWkVD93biwD/a6M49u2YyI2ttwGSlb83YtiEu7hlaDsea3ZOQbJN2wTatE0gq6CUeav30LFpbTq1TiA8xJ+svFJKHU4MYSaB9yalA3AgJYvSKic9mta5gNt96EQmj75jyjiNG9mdUTdcPl0l1BgmfHAfScezUW0aNpuKoioM7X8uBGU41oFrBcJ3FMJuhoO6dqzHLwsnXPa80z9czcLfTEXvUYlpjJtwQ/V7q5ftR9cMqipdHDmQRrc+TSgpruSBWz7F6fAQ5mejYZM4xr06hNAIsw2is8qNzcdyTcZ/2vOL2ft7MharSkh4IH0Gtb5q7UFoiH81GVAI8Y/XKlwW/x5P/pW/cvC1JF4nYK4cO6SUfbzyl5P/ykX/KCwWBf8AUywqJMwfQ5f8vGAH4VFBdLvu8gksj0fj8VEzSUvJp0ufxrz0wSh++GYLjkrTg/I4NZZ8ux0sAjSJ1aYSXyMU6Wvl2advwsfXxpiB09ANg9Awf75ZPhFxHkVMFWbziZWrD3G+Wq0EoqMCKS514ERHuKXZw84rFWCoAkWXhIf5M3BgK1wOD4uX7qmWvA3wt9O/XzOu69WEwTe2rj7vHfd/gcul4WO3cup0XrWRTzmeQ8amZGwuDT3Eh88+W8cD9/XmTEYhqqLQs1M9vv9oHf7BvjTr1Yhbx/VFCbBx/Eweg/o0RwjB4GHtmPHLTjxlEuwqtZtGMrxbC27vbV5/ygcrMRSBWuHCUu4CASVNg7C4BIpbMmJEB3YfPsPL01aAgINJmUy67+JaD7tVpUl8NCk5hYT6+/Lt67fx697jfLJ4C+UeJ2Of+ZYxQzqhVbj58ee9aJqBw+Fh8otDLvs5Syk5fDwLu81CgygXskJgGDrBAU4Alv9ykIYt4ziYnMWZgmJOFBTRoEYkx49lU+lw87m6jeUfPMDCT+/nqfd+ZNuB0+a9WlQeH9WTlbuSeHn+GoQQ3Nm7DU8ONXMZbo/GhM9+wu0N/63ZfuyKRh7MKl8pQJM6HZrW4aUJAwn2hjqkXgilEwE30rkeovdi6lpdGXsS06qbuvy+/zTjznvvxmFt+WHOVvz87TT3EhBSknOoqnShuTVyyh3kZRRy5kw+d467jsyUAuZPX09kbAifLhlPwGW6YZ2FrhucpSboun7FsWcx8d6++GuS03vOMPqBPpe8RnZOCZ9MX09UVCDjHuyL7Spie387JMh/CbtGSrn5rxx/LTPnlFI6vSuuXUp5TAhxeWHs/wKEEMxcPJ7jiRk0b1Obj9/8ia3rk1AUwXPvjqRL70uLiGWmFpKZVoiuG2xZdxRdN7BaVbwOPXhVDw3MiImUkuzkPBRFYffGY3Tt0wRN03G7NPKySzEMyTuv38KzLy1C1wzIq+LXuTto1aE2DdrWZuPvxyktd9KmVTy+CLZsOooIsCHtirdxtqyuAFV8VXr2bcKK1QcpKqlCqFCrZhid2tchNauIFesTWb8tmfkz7iMwwAzPPPpAX96d9gu1aoTRvfO5sMiOTUm4XZopB1zhxmO3cuhQOrP+byzpGUWMfnkuzvr++Oe4WfrjHlasPMC3cx+mR4dz53B7dJxuD7pNQQFmjh9OWPC52P9Lzw/ms5nrqDhvpxLv60+LLnUY0LMpndrU4fsVe9ENiUfTOZ1xjke+bfsJ3nlvBTExITz0cB/KjpUQrVr5cOJQIsMDWb71KJq32jO9opSps9fx5B29EN6OSjbblWPJP6zcxxcLfkdKmDzxOsJtu8nOzeCz7zsjAYem8frUlRgKSIvAEygod7jQXRqakDgsklfmruGjh4YwdlgnDp8wF4yw6ABe+GIVPiF2r2KmZPPhFJ4c2pPKKhcpmYVUGp5qr/T2AW2v+iy/+sxgXnx3GcdO57L70Bm++G4LTz/UHykl2w9l4ueMpmWddFweC7O+3ExFpYdxd/cmJNgPKSW6awPSKMHiOxiz7SeMvbsHr35kykmNurUzUkoy04sIjwzk7kf6MmxUZ/wD7NVSx81axWPohvksWlUkkJ5awIcvL8UiTDZYaXEliXtS6dz3ygJ9T065hbkfryUyLoQ+g66NaWSzWnj00QFXHPP+tNXsP3gGm9VCvbpRDBrY+orj/zv4dxh5L33yXSCKc6pS11yQei1GPkMIEQIsA9YKIYr5A+I4fxdCwvzp1NNcWwrzyvC4NWx2C8UFFZc9pkZCOHHx4aSfzqdzr8aoqsKwO7uQeiqPTavN7W14XDD5WSXmAdL0TDyGzs7fkxlxV1dad6jD8SOZjB3XF1VVaNE2gW++fIB7Bk1DM8yYfNLuM7z90Wjuu7snufllSJfOuFs/Q9UM1EqNRtc35tkJN3DHw7PNFQUAwdKf94H3yyaFwOlwM/6hflw34kM8Hh2JJDWtgBZNTVXCbp3q8/P3j130d3bp04QfvvoNp8ONHmBDWAS3DG/P7C83sWjJbhRNR4RbzuY+zeSj68IuUv6+NoKcUIqBjwvSTuUT1vacke/bszFt2tbmgUlfU749E8WmcvfdPbmp1zkxtJv7NmfXoVQKiyt54p5zEgOzZm+iosJFyuk8nnt9KVXCQAj4dfNRHhndkzv6t+WtOWvRNQPFLbHZFW66oSWaZlBaVsWoW67MYjmYlIHTZSaN121LZePhlridTRFCYg1XMSo1hJSoLgkekKoCfvD4LT14/+ffAdiVnE5yVj4tG9bg19nj2XIwhRdmrsTh8uAu0REqIGBAqwakZRbxwNPz8Hh0GjQI47hWxPWtG3JD1ysbxIKiCo6n5NKxXR1OpOUjpcTiLeCavWQ781ftQcqbee7eAlKkztaUDeQlhaNpBq9MuhnduQJXydMAGJ7D2INfA6BP72a0blOHpKRMpr2/mlmfrsddUIkwJBNeHsyNQy5cfOw+Vpq0qMWp5Gx0zcAvwE5ZcRUIaNGhDvu2nsDuY6VxK7OAKfVELjs2H6Nzr8YkNLgw6RsWFcSEN0dc8e++HJwON0cOplO/UQy+/nbe/2g1OTmlPDlhAMHBvuaiJCDon2qF+O8J17wHDJJSJl115CVwLYnXYd4fXxNCbMSUBFz9Zy72d2HCK0P59K3lRMWF0G/QxSt8XnYJy3/YReMWtfhs4bjqmDyAzW7l2bdu4ZGnB1JV5SImLpSvP13Hojlb8Q/wweZjpbLcyV0P9eH72Zs5tMuk5YnzPvFZ7682GTremKWiKJxIyqZF29rE1wwn+UgmFouKrhmoimD8/X2pERNq8uAxk5h339qZr+ZtraZpCcNgxIDWrPstqbpq0OPR2bX3NP6+Nnx8bYSG+FFe7uRMehGtW9SqZkvUaRjDsx/fyQuTl2JgJiBbtqjFW2//jMejY7epNEqIpcvQOiTuTqVnr8bE1bhY9Kp2aDCpKfkoiqC40sENd3+Gqgo+efVW6sZH8PPOI6Ta3YjWoUgF3vx2PbNn/U6N2BDenXwLAX52Pnh+OD/+coBnXlpESUkVjz7Ql9gaoZxJL0TXJW5dB4vZbrCVt2hrcPfm+DokH3zwCw5pEOyrUlzhoFHzOA4fzeD46VzaNr9YqiMnu4Sd208ysHsTkk7lIIGmzWqwKfE0qBAbGcKz9/Tj6deXIF06wruu1Q8O5fVnh1IvNpyV+49zJq8Yq2p2xjqL+jUjEALsUsHXodK2fjTdO9fntr6t+Wn1QTRNx6PpaEVuQgtg16/HWVYrjqH/wShJPJrBS5OX4utro9jtxpCSmMggenY2F4sBvZqSnlvM4g0HTKkLRXAoMAXDWkqL2xR2Tu+Aoels2niUNs1OoaKB9JCeup/A6BKiY8yCo9BgP5Yu2m0ytjw6qsd8hj5642duGNwGIUyZjuSkLOJqhvHMm8PZvzOFlu0TMDwG33yylgZN47j1vp7kZ5cSHOaPj68Nl9PDxNEzcRgG87/azKL1z+Hja8Pj0XBWuf90wlRKyYQxs8jJLMHuY2HUhH789vtxXG6N9z9azdQpt9KwQQzh4QH07P4/DRycd5P/zGUvgdw/a+DhKkbeq3Z26KyK5F+NDf1dqJkQwTuz7rns+y89No/00wVYbRY++PJeGjSNu2hMUIgfQd6y6nvG96Nuo1h+WrCDmvHh3H5fT+JqhfHrsr14vJzfrDPnBOKi4oLxsVlwadJbGWcw6/1fmPTGcGrXi6J+k1hG3t2deXO34Ayx89gLC/jx63E0bhBD8qlcFCHo070JdeIjmf7lRiKD/bnv9i60al+XIXdPx9C9/HpdsuCHncz/fgdSBatVxe3QQEoa1Y/h80/GVt9TcLCfuUmQEl3T0TSdW4Z34PNZGwkI8OHNSYOJiAiE27oC4HS62XcwjUYNYvCxW/H1tfHO+6PYsO4IDRrGsHjDIcorzZj20jUHeOqBfjSqEYm1VCIc5jZWdXso0jxUVrnYtOU4N13fkq8WbmPO3K3m/QNfz9/Kvff2YMexNNy6gVAEdimY9FB/urY7p3vTrm0d/K0WRJWbFl3rMvSVb3B7NGyVEl9dYfY7d1JYUIGvr43mTWqgaTrjHvgKh8ON1aoSeWNtErPy+HDdNsYN70xmdgntGtakVmQIv859nPk/7OC7RTvRdUl8dAj1YsNZte4woYWQEFuLqPAAc3fjtVkx4UH83/hhPPrqQqrQOXokixfu64+qKHRtX5evvt+GbrioHx/B1uxSDCmZt3gn2w+k8uiYXsTXMBPIc+ZtpaTUQWmZE2wKmgKpGYWkF5Ti9ug8/c6P1GwcQZHTgUUzCLX7oKKYtRIILGVVbF51mI2bjuGnaDzzcBwB/k4+md6Q0rJZTP34TtJOF9C+cz0SakdwcH8ahsX8fCQgFYFH07FZLTz12FySkrKwSpM1ZSBp2Lwmffs34+Vpd1R/FtHnOQBul0ZZgAXdquKSsGdfKk0bxTJu5GeUlzkY/XAfRj3Q+7LfxctB1wxOZRei+aj4uTxYFK+Qnc1CjFfv//aRf6wO4W/Fv6gYCtgjhFiIGU2p1vaQUi69loOvaOSllIYQ4qAQIl5KmfbX7vN/B6fDU53EdDo9VxkNG1Yd5L0XliCBI/vOsH7VIXztKs1axxMZHURuVgnrVx7A6dYICPJhzKP9qFUnkt/XJrJ320mkhOTEDKa+uJj3v76fx26fTnpqAY6EYNMZ0Aycbg/T3riVrTtPUTchglpxodSKC6VH5wvLt5s1imXX/lQ0p4avjw2Ht4epYYDh8Xh1egXJp3IvOC4szB8V0CXUrhWG26MTGx9G9x6N2LItmfFPzCOhQRSnzhTw6L19mPL2z3hcmlm8JaFWjVAevr83N93cGpvdSlZJBb/tOoluGKzbdpzTmYVMfW4YHerXZN/hNIQQ1K4VTn52GdKQpKUXMubB2VR5LpzviIgA/m/WejRDIjwGXZvFc9vtXWjX6lwVcmFxBUtX7eeBif0J8fNly5l0XCnm4uqxSHxcBtNnb+TQ4Qwkkmcn3ki3jvWpPNsDAJN+6XC78VWtNKoXzZmTBbw3cy0g+fLdu7jj1k7MX74b3a2z+ehpJr24kJ3JGebO6hQoqiDxWDZfvjuafYfTyM4tJTklt7oiRjeMaoZPTFQw7zw/lB27TtGsaQ227U4BXZJdUkH27gryC8v56v0xALRtW5t9B9OQUtKkaRypmUX06NSAFZsOg1dCIjzYH5sh8M1w4VE8nPi4G9dPLmTtx5mUpdiQERaQgirDwlvvXH8uUiydPDb6CxBm2ASrivQ6JQkd4slIK6TfgBZ8Ne1XatSL5MCJHLAINKeG4jEwrCpHjmRy8lQedepG0bLVxbulWUu24wr3QUqJ3WGQmVOCp8xphgY1g5WLdl9g5JOOZJB8NJve/ZsRHHJpLz89tYDZM9bhivHDkBLdbuPmm9sQGR1MXl4ZA/r/O3jz/6JiqCDMBuDXn/eaBP66kfciFjji5WhWVl/hKtzMfxKvfjiK+Z9vpFnb2jRvc3VFznkzNl7wu+bRKXe6ObAzBbu37VtpUSUrFuwAIOlAGu/OuhchBId2n8bjNoucQsMCSDmeTW5mMRgSS14VQfXCueeuHoR5C5j69bpy3HbyU4OYM3crFkXQolU8U95fSUWlC6dLMwuivKGc5v+hszLzy00YhtmEw8fHxqMvfEdmdgmeYnPhLy6ppGD/Gdy6zgefrjF3KF7dHlw6OYczmfL0Qho0jeP9r+/nyMF0QoQFp5+gpNxB0qkcNu88wUvjbmDqzLVERQXRs0M91m1OomfH+kye8jOaZpiUOAABkTFB5DqqcNhBGAKfUp1Th7Jo9/aFSoovvbWMYydyQILNI7H4WghKsON0a4RrdhzOKvbsS0UaEmHAm28vZ+igNkycdCNLF+/ixpta4wy1MGPGBgRuDu9N98bpPfjYLZxMzadGTAgem0BTFZCS/UczzJoF770ahsTpcrP/cBrPvGFqPzWoG4WPUNAF3DG4AyHeHrhl5Q6eeOF7nLqBWCbQkUi7ACGwSAj0PxdDjogNwQiy4NZ0NItg5bfjuX/SXGwFbpDQrXNjnh57PTk7MkmXVRi6QXpKKU1L7+Hrbd/QvEcyx8/UR/OoBASAo0JgsShmzkbTq7WPivLKsAbaEV41jdbNavHC84OZOGomTocbi1XFEuaLhkDxteKr6lR6dITLwO3UOJOSR7NmNVEtCk6Hm7cmfsfp5BzSQ1SkVQEE4TFBDLiuObpHx+5jQ/PoDBxxToBx4de/8+XnG0EIVvy4h1nfPXLJZ/zVx+aRnl+KEecHisA3wE5RYQXpp/Jp1qImdrv1ksf9z/HvYddcPmxxDbgWI/8/pUv+HajXKIZXPhx1zeM7dG/IL0v3oHl0AkNMjWtHhRNFEfS6oQWrFu++QF3v2EGTOz1gWDui40I4vDcVXz8bN47ogKIK7L423G4da6WHOI9g8IBrF5batvUESxfuwjAMsjNLWDL/UQqLKnhj6goUIbh7ZCdcFS7adqnPqdR8Zn2zmToJkWzachxDCBSgRbMaLFl7EN1joCigGBAS7EeBw4HdYqF+/WiOlKbh8ZievDCM6mTsiSNZvPTyEnbsPIWuSAw/C74BNgwpqRsfwSefrOXw3tNY7RZ+2ZiIR9PZczTNS3HTwDDw87Ph1A18aviTn1lsJpYViSvcSv1GtS76mx0Ot1cIDtyajsUpeP+OGwiNDOTtaas4ke1NrgvhZUZJlq86wMSVz9Cle0MqKp0cOp6F3WLB5dZY91sSj93dm3dn/krtmmF0bVcXq0Vl8mMDmfLZGvQKD1YdZIAFTdOJjgykQe1IHhzVnaTkHABcTg/ppwt4bGxvGjaMpWnD2Or7dbs1k23j1RyyqgoeBRomRNGjbT1GDDwXl/f1sSKsCoowfwZwFTs42+A8P60IX7uV+rUiST9mFr61an+SrNz70FwdqdGokO5jEinMDsHuSWBEj09JOZnHN19t5tDJHKSUKFUerB5Jy5bx7N2bisWi4h/my5jxX+HrdCMwm65bavsT5VYpTynG7dJQdMNbjCf47P3VbFidyLTP72b7+qMc3HnK/CwcNrRYfxRd8tVHdxPkZXrN/fUpqipchIT5s2VtIr//msjWjUngZfBkZxZf9hkXisDi0vEr89CgYwKP39eXSY/NIze7BFVVmPXtg8ReImf0v4b4hz15IcQzUsr3hBCfcIkMgZTy8Ws5z7UkXv8Vcfj/Jh5+5kb6DWpNWGQg4ZGBOB1u1izbx+pl+ykpcaB4k6hnERR6bhvaulM9gkL8yckqxmpTsdmtzFgynufu/5qSogruedzcYa3/5RArFu/hpuHt6HfTxUY/O6uYgrxyiosrkVLi8egUF5nGLTwsgI/evv2iY157+yfSMorYtT8VQxWgglVVuX+smVP4v8/XI60KFpuF227rzPTZGzGkzp3DO9Lk+SGsXHGAtDP5rF1/FMOlYdEkXW9szuY9p5GGREVQOzKE0WO688MPO3n3/VVkninC7dYwFDAsCoYhKSmuQnUbaG4NkVdCVV4+jmEtOZpfgK+iYLeZxtewCbamZ6HpRjWrBOC154Yw69vf8Dg8HNh1mjp1IomMCebe5+aha0a1t6paFaKC/CkqrqRzx3qcSslj/MR5GIZk5Ij2BPrb0TSdUUM70LtzQ3p2bMCiNfuZtXgbY4Z0pG+nRnRtVZftO09x4OAZ8gsq6Nu/Kb27NMRiUXE5PaQcyiQm2J+M8hIqPC4+/XwDQ2/rQER4AFHhZrFQRHggD9/di8/m/oaqKtSuGcZXH465ZFFPt7Z1efq+fqTnlHDbQJPlMuTm1nz2+UZUQ3LL8A4APDLBfE50FjNyzG+oFpXaDeuxZ0kjYhoU4evjYvWXsZxcvwzV2ETzJiUkprRGN1SkjwWbkAwe3p7Hn72JlOwiXpn6M1JVcEX6opa7cMT44MKNEwVrlcu7izt3v4YhOXIoHbdbo1bdKNyagbRYsDgNAk6VIoTAUeZk16ZjHDucwYi7uhJbM4z8nFLee24RbrfpMGCTYFHpeYX6ldc/Hs3ib7fQtFU8/QebC2JpcSWaZqCqCmXlDmL5h428VxrkH8bZZOtfaqbxP64w+HdCCHFBcnbD6sPMeP8XpGaQmpyNoiomk8YbpCvIK69Wcly/fD9TX1mGBMIiAvh21ROkpRTw4gejqOOlm+347TgfTP4JXTdIOpLB/K9/p3P3hjw4oT9CCFJO5jLhga+RukHNmqG0a1ObrNRCcpPzWDJvGyNGd73onnVNR5Y6sTg1NH/TQ1RVhdtv6Yivr40RN7Vl89Zkjp3MwWpROXQkHY+3aOeruVvo0CaBgde3oKIigc1bT+CODODWWzvRqmU8m/ecxmpVqVs3ktcmD2fVr4c5dToPXZdERwZRkFNG/dqRdOvbiB9+3ENFfiWaBBQF6eeDcHqqQ0c6Brd1acmibYlepo8F5T+MYUKtcN56cdgFrx06lgkIPLqBLchG3ahQxt7WhU7t6lJQUE5cbAhLl+01Ka8enZ27Ulgy+2E8mnkNgPU7jjPz+9/xaDpnsor48Nnh+PhYMQyDNWsTcbs1yssd9OthhtAmT5jP4b2ncWs6RPiDVUXTDBas2MPWAyl88dqo6pqFW4d1oFOHuhw7mUvXDnUvW7UphODGXueEXDVNZ/b8rRiqQLMqGBaz2lm1Kjz/2lC2HX4fXQh0XVBaGUlxicq8529CsSnogLM8kxkz1pBf6sPyTU2oqPTjpn4t6d61IR27NeDoqRye/2Q5blUHH4EwLBjCwBVuNynCLg2rybKupu6C6dDfOKQNNpuFE0lZSKuXM4r5uVpsFk4dz+bjt1bgdnk4uCeVWUvGo3j1/AHsflZiYkKJqRXKI88MvGgunE43FotKjdrhTHj5wuK2l98YwTezN9O+U10aNoq96Nj/PcQ/nniVUi73/j/nr5znv2bkhRBfATcDeWfZOeeBn0lCAAAgAElEQVS99xQwFYiUUhb8t+7hUshML+K7b36nUZM4Bo1of8kv5xcfrUHqJqFc6hL/IB8qyp3V+tJRsSG8MG4uT70+jO0bj5nJOwRFBRW89tRCDmw/haEbTHp9GL5+Nt55cTG6bnLDDQMy04pYsXQvfa5vTr2GMezdmYI0DNwOD6dP5JF5phDdraNrBl99vI7rBraqpoACFOaX88XUVZQm5+NjGLTqVJ9dxzMIC/VnyHkVsh9MHsmR41kk1ArnxKlctm4/iWFIkpOzOZ6YwfxvtmC1qrz8yhDq1o0ixkvHm/zacDIyi/jl18OMGj2T5s1roHgrfgoyS5ASsnJL8FctlOdWYhgGhsUcoRQUE6TD48N7Me2LdVgKPaw8tZv/++xOdiam0bRGBIt+2En3Hg2pUePyPW2bN4zjxl5N2ZOYxrg7e9CzYwOklGzecQLdMIiNCaFHt4Z8t3AHZWUO7ri9C4oiqg08nGu2YkjJkZPZTHxnCS8/NADDuytTFOWC5t0nj2XhcetmsZrHALuK4WsyXTKySxh8+yf07dmYl58ZBEDtmuHUrnnltnxLVu3jx9UHGXZDK0YMbIshJZr3+oYhefODlXz30x6SU3Jp1TCOfadvol7THPJcMUx4YjA7VicRXyuMxQu2oymC4LBCpKoRGVHOjA9nERT0KwEh5tfr6LEsJr/7Ex63jgSCg30Y2bcJCbXCeXvmGnz9bTgznUirivDoZjxCEah2C1/Oe5iiwgp2bjvJ0QNnOKfuBHZ/G69Mvb06PyWBkqJKXn96IWMf6cOrH49m24YkbhjejgZNazBtygpG9JtK89bxTJ0+BkUV/N+bP7P65wP4Bdj5dO6DxP1HP+O2HerQtkOdK87l/xz/vCf/t+CaGnn/qRML0ROoAL4938gLIWoBs4HGQLtrMfJ/Z/u/B+6YQdrpfGx2K298cDut25kPlpSSZYt2cSwxk91bk6koqrpAwgBVBV0nNCKAsjJTobL/4DYMGtme8aO/MJ18VeAb6IOj1IGQEBjqS3BEIBleMbKI6CAKi6qQhoHVZqF23UjSzhSYFDebBVe5mSRVVIGPxYwXW20WFvz6FHYfK7pu8P2cLXw3cxOGbmB4dCwC7nr0Om5/sPdV//aycgerfj3MrM83Ij1GtUbOgAEteObZmy8Ye/JULuMnzsPlLZqyWlUzWWuc60EWXzeCtDSzslVXzNh+VGwQDQvKaN6nOd+tTUY3DHwD7MR3rElVYRUp+zJBSFSLyuQpt9DpMsJcUspq6t9ZLF61jxlzN4MmGTmoPQ+P6YmUEsOQl2z7pxsGc5btZPWWo2TmliKkJDrbg7PMSaO28TTuVJfr+zUnISGC3PwyRo+ZjpJTiWFV0UJ8kEKgWhTqtYnj1JEcNJe5E9qw/Klraj5dVu5g8L0zqsNTP3/1CP5+du6dOIfTKflIAXabBU0xd2a+mZVm20kkoTfVYf4Lo8lIyWfibdPNEJlFxbemLzM+X4QQxVgsdQiP2oAQghW/J/L+2ysRDgMtxEJITCBTnhxMiwZxPP/eMnYeSAWgZVQER3aepnW72jjdOikn84iOCaZOfBhbt53AYrVwXb9m7FibSEmZAyEUnnptCMLpwVHpQreobPstmaPe0E5UTDB33N+L3gOaY7Oq5OeWMmbYp4C5s3zzo1Hs3XqSpd9tr+6j8+DEAQy/s8tV5+/P4u9o/2evXUvGPnt5vaCzOPPo0//19n9/FVfSk9/I5dcyKaW8YhNaKeVvQoiES7w1DXgG+Oka7/FvxfmhgvMFmA7uO8Psz9abnhyg+FhMOprHMMMQgGK1EBMfTllSDhYBUbHB7Np6EgBpU0BVTS1tm4rUDMrLnJSVmVxzVIXSKjc6EsWiUrNOBCdP5ppSB4DLqfHSuyP5fNqvFBdX4BGSoXd05uZb2ld7UMuX7mH+7M3o3rCLxW6hXfsEbr792vjEQYG+jBjcjoVzt1FW6qh21gbc0OKisbVqhhEeHkB+fjmqquB0elBUBWmYlEXFIujdqzGrVx/C4fTgOl0ImkF5diW7kk6yb+cJRP/WuDWDhMbR7Nqfij3XVb1A6LrGC1OW8f3nDxDpjXX/tusEr7+9HFVKgmICySko486hHXl4tKkVk5VTglHiRrgMls7bzrDrWxEdE4yqXrwbq6py8e332ykqqcTj1FAUgdVp4PLSLo/vTyM1r4wlszbjY7PQpGUthCapqhmAxUP1k6+qgreeGMyTzy8kK6eEju3qXpOBB7Dbrfj6WHF5dOxWFbvdSmZOCRk5xUirWV4na9qobwvmVEoeQkqkJrFZFGY8MhyrRSU3s9gsvJOgeHSu79qMqNjHObh3PbrWgPAo81qL1x1Et4BVgG+5zm2DmuKrm/OSllWEy61ht6ocPZKBj0XlZFIOlfmlNGkZT88BLZj92Tp0RaDrHjauTUQ4Nfx97Xy57DF2/prIzFeXIqXkxju7ctfDvXlh/DyEYZCfXsTHby3n9w1JJB9Ko6LShdVqwaMZ6LrBaxPmm3LZ3iY6QlFo16Xe5Sft34J/CU9eCKECj0spp/3Zc1zpaX0KePo//i0B6mHyNv8whBCDgUwp5cFrGPugEGKPEGJPfv6f71/6n5g89XZuGtaORyfdSMvzOkapqnJBctViVWnZoS6WADuoCsKqovpYOXo0G0NAbEIEB3ae4tvpG7xfQIMgP6vJEhEC9byk1lm9GpfXUFptKi3b1sZms1SHizp3b0CPvk0JDPXDoxmgCGLjw4iJO5eASk3OxahwgaYjFHji1SG8PmPsVUWkzofVqnLvvb3A6UK63YSH+dPqPM76WdjtVr6ZdT/ffvkAb795C1GRgd6JMamR775zG/eM7s7CeeP4ceFjqLqs1rEXVgvuuDDKva0SC/LLsP6HYdR9zPCOdt6cfzhzHVqlB6dLIzu/DClh0ap91e+PHt4JqyHOCndw4NDlSzc++OxXFizZxer1R8hPL0XRJGNHdScyOhiLRaFJm9o4yxxIzcBZ7uTAlhNYCp1EWmw88/RNTHy0P+G+NqIUC5VFVXw9/R6+m/0gU14ZdtlrXjSHNgsjrmtJgCa4sUtj7DYLkaH+REUEmiJlvlBg91DP186sd+/k3vH9qj3jcO98t+/ekJi4EKQ0EDao2yCGHxcc5rVJR3jj2WWs+tGcn1v6tcIIs0G0D41rhvHd9A08ftcXfPrpGibd3486tcJpUicam8vAqelUVLmQfj6cSsqivLQSXTEpoDabirvMidPhQdN0SoqqKCkoR9cNNI9OUV4ZzVvX5omXByG8Dorh1vgtNYM8P4EhwePWEIa55XNJiVszm9W371qfGd89Qu26UdVzJKXE6XBfdS4Tj2Vyz/ivmfzectwe7arj/w4IefV//21IKXXg8up814ArNQ3Ze/ZnIUQv4GXADjwspfzlj15ICOEHvMiFhP7LQkr5Bd4OVO3bt//bpjMmLoTHn7npotdbtI6nQ6d67NxmNjxwV3k4tPcMALXqRJCRUVyduDQMSWFBBWeSyrwGXNCiTTzjXxzEpEfm4HJp9L++BauW7rlQdhgI8rWhO924Sx289OYIDMOgeat4Arz6HOOeHMB7ry0jOi6E3v9RFJK47SToZmjisRcG0e/mPy7alJVVwqevLERJTAEhGLdw0gXvZ2YWs/rXQ7RpXZu2bRKIiQkmJiaYtvVi2HDsELqPSnA9X9q3Sag+RlUVHn9lCAu//I02Hevg52xKSaAfK/akoKqCETe0Ia+ogh8X7kQ6zQWsW/eG9O3RhNjocxrsTRrGsCOjDHSwKAqKKujZ8ZyIWliIP43b1yJxeyqaAgfTcxnAxbsQgKyc0uqfFUBxG0T5+DBr6XhKSxyoVoV7x3xOoVViqfBgrdRQVYUxt3Tmxuuas2DWJpzpJVRqBrOnreHN6WOI/oPNpR0ONwsW7sQwJCtWHSTc4WLe5MVE1Ayn7UOd2ZCRjl+eiy279uHOr+LVmXdz2909LjiHxary6bIJ3H7/51S43Hzxyz4ifey4PB6EFJzxNpq/uUdzeratz8l9qbz40Bx0mxWEYNFPe1i4K4lv3xpNsL8PL2Uu4ERyjve5lYRGBdGodW20VfvQhMTHo/LApD4smP0bnXs1IqF+FNH39CQ1OYe9hzPZcSiTn37YxeCRHZj9/mqKCirMhvUWBd0qkCpEBvkREh3MyZO5gMDqa+WmIWY+IiujkIT6ppE3DIPnHpnDob2pdL+uKS+9e9tl5/K9j9dwJr2QrJwSNm9Npn/va2uf+Jfw74nJbxVCfAos5MJapX2XP+QcriZrMADTuDuBt6SUG680/iqoB9QBDnq915rAPiFERyllzl84719GdkoupxPTSNqdguLUTG13VYCqIoQgLCKQQbd2ZMHXW3BUuRCKwD/ARkU+IE2j+/Qbw4mOC2Xx6qeQ0mxOcevYrmz89Qj5uaWsXn4Aq02lLLcEKqpYv3QPI+/uQY3aFybuWrSuzdxll44FRtcIJS/b7Elbu17UJcdcDTk5JcicQpPuhiR5x3F6D+9Y/f7EJ+dTVFzBosW7+ebL+4mJCaGi3MHmVYfNAi+nzhOP9r/ovF37NeNoaj42Xxs3DenDvfd8gW6T6IrK3G+24KlwExzoS4XhokOHOkx5cfhF53jrmaEsbryXqgongwa2psrpoWbsuWbQHo9O6w51OHgmF6EbRIRfvm3eI/f2YsIL3yMlhAbaqTqSz0cvLOHQjlM8+7opqDX1k7u477n5uPw9UOBk6KB23DDclAquXS8Ki0U1WUaNYv7UXNtsFkJC/KiqMqUXVn2+DsOQlBWUc09sTdTEchKTM9Ht1isKHhYWV1LqcGEYkoKiCoqVSqyxATQJDeHWMd2qxwX5+2C4dQyLUr17dIfYwK3zyEPfYOgG1/dvRkpqPprHAItCmVXhZEExFeEWEBBi92XoqM4MHdW5+rx+AT50ubkNv286hiZh+nuryErO5uPvHmHHpiS+33QYrbQCH4uFkbc359YHenPieA4vPvkdhiHp0LcxKzcfwZNfxZqf9/PZ/IeIT4gkO6OYQ/vOICVsWX+UqkoXfuf1Ddi68yRvTV1BdFQwsVHB5OSZjebjYv5Yg/D/D3CWXvf6ea9JrrGnx5Vi8ruBSEwWzHbva9Vydte6ipw3/jCmVObZ86cC7f/X7Jr/RPbpXB5sNQkpFLQ6tc/eG4EhfvgG+NCtbxNuG9udkFB/stIK+XnRLpAQWS+KynIXAf523pg2imhvWEUIQXZKDq+P/ADVojL2vTHM+Xyj6RS4QSkrR8vIwSkEwrg2/e2zeHHaKDYsP0DNhAiatjYrecuKyrHaLPgGXFvIplWreFrd3JEDc9bh42fn+rG9L3jf4XRXl3M7vUlXX18bwWH+VFU48fG1Ub/BxUbv85kbWLs20dtQQ+KxgOangiIoVnV8NAOpGSz8fhyhof4XHQ/ehXHouRzW2eVPSsnTk75j/95U2ravgz3biZSS0zvTYGjnS56rZbNaLJkzjtKSKh4Z80V18dH+Haeqx0SGBWCzqqiqICAikB/XJ7Lq92N88ukYuvZtypvTx1BR5qBTL1Mg63B6DuUOF10axF9TowtVVZg1/R727k+lVfNa/DhtBStmbUC1qoTUiiD5ZB4Ige5nZ/zkc4ve7sQzfDhnA03rxvDUPf2Y+OwCFOOcgKluSFQFPvrqvouu2a5vU9QAXzRvfYEwJDZvTFzTDBKPZPHIxOuZMXMDHo+Ox+Fm0bT1BEmd8ng/4htc2nn4ceZ6jHJH9c705+92EhoZxO0P9eH6oe04lVZAQs0wdCk5mJJN08YxtG1fh117TrNx7ykzHh9qx6dCq2Y3pWYUIRWzs5pqt+Drd6F2/qxvfqOyyk1GVjGDBraiT89G1IwNpVnji7Wo/hv4p4uhzkJK2efqoy6PK3nylZjsmFu8/y64LldZRYQQC4DeQIQQIgN4VUr55Z+/1f8O0o+ZqsmuCgcWTUNarQgBNwxuw30TL9S8jokLwWpRzZ6ph9K5flBrnnj54nDZ3NcXkXLwDEIIvvvkV/NFKTEMA7WiAgyJ3c9GUVYRcXWiKCupws/fjuW8HpxVlS72bz9Jg6Y1iIozPRc/f/sFSdYNC37n/Xumo1pVpv3+BvVbX52CpqoKU2c/gJx1P8BFxmrKmyOZv2A73brUJ6G22TtVtajMXPgIh/aeoXmb+IsaOBiGgXR5vJErQUREELeO7MicNXvN6kYUFEVjxC0dCAszve9jh9KZ+uJiomJDeOnDUfgHXF5OdtfWExxeb/bQ3b/jJNKighBs33qCpCMZlJY56NChHqrlwrh/WIg/HqeGoSoIrzG54zwWUk5BOe2a1yIiLIC0xBwSPcXoms6mTUmMHduDFu0SqsduTkph0ryVCAFjerTjsQEX1y5cCmGh/vTva/LkH5wyipvvv46QiECwqPj4WFEUQXRMMGFncx7AmzPXkFdUTm5BOe2bxlNSWoXhVTS1lFTi8bGgZpfhcrqx+9goyi1l78YjtOjakJj4CO5+uA9zPt9E4+Y1ePqNYTgcbiY8Ph8pJYMHt2HIsPa4PDqzvtiI6tJxVbmxqIJG/oE8f8/FuzQAw0sBRgJuHSwqc6dvoGn7OrRsl0DjetGUlzkY9MJsqgydoAAffPcUoWk6SAsoAr9AO+PH30BCfbN+pEZcKCLMD6FLGjWvcdGz2K5NbbJzzP7ALZrUoEG9/2EDc8m/RtZACBENTAHipJQ3CiGaAl2u1Z5eKSbf+6/cmJTyiroCUsqEv3L+PwOP28Mbt37IsV0nGffR3fS+tRttrmtOqz7NOXQkB4/dZjaXtqg0bFbzouOH3N6Jgvxyfvp+Jx63xvZNxy5p5Ou3rsOWJTsxVIWTeZWmFyNh9N09cKQ3ZPF7y7CEBBJVN4avPlzN0m+2EBIewPQfH69Wxpx05+fkpBehqIKv1jxF8CW831Wz1uNxa2iazo7le6/JyJ/F5TzRli1q0bLFxdIDwaH+9Oh3cRxU13We6PEyx3efIqZpLW54bjhDh7XDYlFp3TaB5NQ84oICKcgtY+B5lb4z3l1J5plC8nNK2bjyIDffdm7xqnK4sdks1VWxp49lI7zbCx8dnIpECrC4NCY9Pg9FVejZuzHPvHCxnFJkVBAtWsdz8MAZunZryKARHarfe+KNRZSUObDbLIwa0IZjSVmoiqBTx4vZH8ey8vHoOrohOZz+56KLVVVuYutEVbcPnD3/IU4cz6F5y1oXfB7xsSGUVjgwpKRh3WiGDGzD6vWJDOzfgsQlu8k4lUeLTvWw2U1a7aN93qCqwonFqjLv4Lv0GtCcfUcyCAz0ITjQl5ioYBYvGo/T6SHIm6S/9dZOjBzZkRnv/8Kan/djGJJnH7mBGpfpU/v8p2P49v1f8A/2ZfVPB9A1A03Al5+s+3/snXd4FdXWxn/79PQeEiAhIbTQey/SpBcFERSsiNgV8WIXBQuKChaugCJVpEjvXXqvAQKEloT03k6d2d8fE1JMwNx7vVe/77vv8/CEM2dm9uRkzpq913rX+zJzvjZhWDR7F3kuJwhBVm4R/k4nOofEUOikYZsIJjzfh8jiicPRczf59qdf6TSgEW3rhdG1S0U54eef6kH3Lg0I8PcsV7v5j+EvMpMH5gM/otU0AS6j5ef/tSBfFkKIkLJ589++/t+CUztjOLXzHLZCO189+z33jOiE0WRk6rrX+fj1FezZeg6hE3Tp3YguvRtVOF6n0/HQk105uu8yCTcyGPFo50rHuf/lAVj1Bm4l5bDv0DVNWMuhsmzefry8Lega1sOh17Fzwxm2rDyOy6WSaXXw4tPzeWPyUOpHVyfhWhqKS8VsMZKRkltpkB/0TB/OH7yE0Wyg09A2lVzJvx9p8RnEnbqOqqgkn49nyMAWJQ5EbZtG4KEz8NrEpaiq5Nixa3w2XXv2164Xws24VKSEsDJetb9sOsVXP+7Gy8PMj58/QlCAV8mDDyAk2JsnX+nD+uXHCI0IYMuOGGw2J5dikytc28mYeOYu3U+b9hFMmTq8XL4XSum0TlVl4ZYTeIZ58O27DxIZHljhXMPaNmbX+avkFtl4pV/lf/e74esvtrBh9QlqhPkza95YLBYjfv6etO1Qp8K+014dyu6jV6hdM4CosEBeeKYnLzyjMZaVJ7uRmZpHYKgPQgicdgepBrC2CMUtOZ9F09ax50wiaQV29AYdtWsHM+qhDphMhgorMCEE41/tS7su9fAP9CKyzp1nyqHhgUz6agwAnYe04p2XlqDT6WjcspSZ5e3phleynYJgM+ZsJzqnJpcc4edFx2aRbN1wmofGdMLb242/fboau6IQdyOdvl0blWtKK3t9jYs9B/4M/FXSNUCglHK5EOINACmlSwhR5VxvVTtefwAG3OX1/wqE1a+Oq1iKtSCnkAuHL9OwfT0AHnm2Bwk3MzGbDYx95c7WZB6eFuaufB5F0XQ2rl1O4eqlFDp2b1CScti+4TRLlhzVvF5r+JKfa8WRb8fpcJGXa8XsZkSqkroNq9NnWCtWLjmEy6Dn1q1sPp26jh+WjOeZNwexZNZO2nStT2Qlhb/8XCs7d12m/tAuTJg6jPC7fEFBa6eXUmI0/rFNzsFhgUQ0Duf62Zs07dYIt9+kXTIzC7Rg5HSRkZFfsv35twbRqlNdAoO9adC0dOWwYuNJFEXFWmDnwylr6d+vGf6BXpgtRpwOF96+7nToHk2H7tFYixzcTMomMTGL516qSNp6+7N15BXYuHI1ldjtl8hOyeOl94fSuDgNM/O9B1ix6SS7j8WRV2DD4VCIS8ioNMgHenmw6JkRTJm3jY/mbuONR3vRMLL075KRlkeRw8mZGym0alCT6oHlZ56b12uz5fS0PK7EJtOk+Z3VUd0tJgZ0rTjJAC11FlxGvEtvMlDUsgaqlBT5urF2yX4cHu4Q6INep8O/TKe0rdCOoqp4eJXWb3Q6Ha3aV3zQ3A3NW0fyzaKnyckupGlxkE9Ky6XjoKaYLUbOn0vgZOwNMBt47rX+uHQw66ttuBSVpMRsJn84HFeRA4w6VCAvPf+u4/1p+OsE+UIhRADFVySEaA/k3v2QUlTpGy+lHHC31/9bEFq7GuENa3LtzE10esH5A5dKgnyN8ABmLR1f5XPp9TqSErJ4+dHvAdi44hgzFj4FwPoVx1BVzblbcSj8tOEVXhg9h4Tr6Qx/pCMt20Xh6WUhqkEojZqHcXLLSS4XSQxGfYnTz4CR7RhwlyanNYsPcvJgHIqisvCbnbw9QzN9KCq0Y7M58S/DPImNSWTSMwtQVcmHX42maZlc878KnV7H14c/Ijs1l4BQvwppoE6d69GnbxOuxqXx3Aul+V69QU/nXhUD2YAejZm39ABk2DiXHs+lmFt88dVonnipN/HXMhj5VLeSfd3cTUyfOfqO1+br7U6R1QG5dmKvxOOwOZnx7mq+3/gKALXDg5g0vg9Bgd7MX3UYs9lAy0YVU1W3sePYZfacjMPmcDFl3jaWTtE049cuO8KcL7eSUdcDo8WA0WRg4+dP8cues6zde44He7agW/do9uy6iLe3G1F1//Xc8p5dF/hy+ibCwgLwtJgocjg1qqiiYkjPwSfAi6jIQIpupKEoKnFnbvK3IZ+jKipvzXua9n2rroxaGWrVDqIW2grswOlrvPHVBgDeeLI3kx/vQmxMIgajnkuxycz4ZDMuiyZrfWDfJfp1/YjocH9upGXjbTDQvu0/9pD5j+GvE+QnAOuAKCHEATRCzANVPfhu7Jo2aMuEzb/Zfruh6UTlR/51IKUkKyUH32Bv9HothfDUtDFMGfE5PkHedB/V6XfOcHekpeQihGZScitBc47a9fN+Lu+NgQA/QJIZc5VLR68wZ+Vzxb60pVrZDruT94ZMI+7XC+DhjvDzJKhhAA67E4NRj5TcsbsytKY/eoMevUFPbr6VbRvPUD86lBfHzsPpVHj6xd4MeUCjRm7fcBqbVTPz2LDyGE1bRZCcmMW7L2kUt/dnjKJmrYqz17KY89pCts7fTe9H7mH855oj1cG1x5g68kt8g7356uCH5QK8y+lCcSmY3cy8+NLdTZvLYsywdrhy7SxeuB8EOBUFIQRDHq5aobMsvvpgBNv2XsRHp2fO5HWY3Yz4BXlx4mAcLTtElVzvE8M7cP+9zXB3M5WTUbgNRVHZ9MtxrqZmIdGanGoGl9L4tm84jdOloOrB7lJQgWuJGcz6ZT8uReXzpXvY/tV4Hh/XHV9/D0wmA1mZBcz8bDNmi4GXJva7a+G5Msz5+04KC+xcjE3CPdKH0cM60LFZJIfrHWbJsmNk59o4fjCOc+tP4uZhISEuBXtx09Hmhfto2aNRhfSNlJLkmxkEhvqWu09/D4fP3sBe3KC07+RV+nWKpkFjrab17qQVON11KO7a908vFXRFLpISs/lx4TiCQnxKOrr/SvhPNTtVEeeBbkB9NJLYJe7eyFoOd9vxM0qlLsviQvF7f3m8d9+nPBzxDM+2mkTK9VTWf7eN4PBAxrw3ghp1Qkm7+a910jZpWYtufZpQIzyAVydrBdj5b/+MGp8MiSmoNxJxxaey7NO1CCEqfHE2f7+Tc/svoioq5BXgvJnCjvl7WPLxGoZ3/pCh7T7g1OGr7N58ls2rTmjt7cXoObg5Dz/bA/dAD2IuJfP19M38vOggdpsTl1Nh2cIDKC5t/849GmIyGzCa9HQvljBYsfAACdfTSbyZwdIf9t7198xKyWbVzE3kZRbwy5cbWPnlBt4fPp2PR8/EaXeSnZrL3hWHS/aPj73F8OAnGer7KPt+OXyXM9/hc20ahslkQK/X0bpNbRpE/3OUuUA/T3p2qs8PW05QGOFF8271uHAugfdfXsL8r7eX29fX273SAA+w5qfDzPliKzsWH6N3zZq89nB3pozrV/L+sIc7YNDr8MtSCPHzYlDrBrw15nsUuwuhStwtRtxMRoJDfEoC69YQs7MAACAASURBVPd/38Xhg1fYtyeW5Uur/hkVFtj44evt2GxObaIpIdduJz/fRniIH0Y3E5rCmiazoSgKdpuTrkNaYXYzYTQZiLuVy+COU1g0W2t7KcizEnfhFh89t4DxfT/jye4fUZivyXGcO3WTt15YxPoVR+94TUO7N8XXyw1PNxMP9WtV7r0OXeqhM2phRhSb1EgBeoMObz+PSgN8UnIOj439nkeemEt8QmaVP5s/HKr4/X9VgBDCVwixUggRK4S4KIToIITwF0JsF0JcKf55N23lQ1JKl5TyvJQyRkrppJjWXhXcLV0TIKW88duNUsq44vzQXxoup4tD6zRRs8QryTzf7g2sBTaE0DRDHFYHJ7adZviEQfQa0w2/aj54+HpwIyaesAY1cPP4/ZmVXq9jwntDUFWVHYv28u2qg0S3r0tWcjZKTi46QFiMdL6vLU6HE1VRMbuVFv+Obj6Jy/Gb+omAq3GpFBVoYmWzP9tE8q0cpJQkxWeU0DqtRQ7mv78cZ3o2BAegiwjBbNIX+8NKMm5l88aYWUTW8CZTMTB8dEcGDmtNQHHXZoPGNdmxXlOXiIoKYvanG9i7JYbhj3bivkfLd12mpxdgNBtKHhprvt5EVnIOTruzZDYc0bS0ALd/1RGsBTZURWXVzI10GVY5l/1OaN06kplfjyEnp4jWbcoLmK1ff5J1a08yaHBLBg9ueYczlGLd1jOkp+eh6OHY3suoikRxuTh38mal+xfkFLFuzg6CwwLpObIDQggK8q2arr3DiYcThnQt32XbvW9TOnWPJi0ph4QbGUz5cA1KgR2f806c3kYaNvbny2W/0qlxJDX8vQmv6Y+fvycGgx4hKNc3cOrkDZJuZdOjV/liZMqtbNzcTcz+cht7tsdgczOAXocU4FQlK7efJiE5m0e7NEZ8uwPpZoG8QroNaUX/R7tgNBlYFvs5xw/F8dnkNUgJq346xKAH2jCu3xc4bE4c+UVIKSnItXLzcjINW0Xy3stLKCywc+7EDZq0jCAiKhinw8W5A5cJqxdCUA1/osIC2Tqrcheo5yf0oWvPaJasP467m4lLx2+SZC4iF1i0YB/PvXgvCfGZHNx3mbYdooisHcyyFUeIT8hESvjp58O8/tqfkx3+A2fyM4EtUsrhQggTmpPwm8BOKeUnQojXgdeBSeXGFyIEqAG4CSFaUNoy502JG/Hv425B/m7dNZV3s/yFYDAa6HxfOw6tP07NeqHciIlHVSRGkwFF1ZoxpIQVn69n5RcbQICnrwcOmxPfYG/mXZiByVKx4v9bKC6Fcc0nEn8hEYCgsEC8/D3JzczDaXOBU2Hbgj18N2EBLqeLyatew2FzojfoObb5dLlzGc0Gnpv5BDWa1ebsswuREkLD/Um4mYlUJWkpeSX75qTl4ryVpv0Sicl0faQrg+5rzbZfTmgCZrl5nFoRyykJBPljDq9OSKgvfYZqgfHewS2oER5AzN7zzH1hLmp4TYROx+zpW+jSuxGB1TUp2F8W7OeH91fgdCrodDqEDjoNbcfGOdswuZlQLBYMYaF888V25vXQZBja9mvB0o9XobgU+jxW2seRn2/l3TdXkHwtg8ef7k6fwS3Iz7Oy7Ie9BAR5MeSh9iWicb/VFLdZHWxefZK///griqLy7Tfbueee6BJKYGVYOGsna37YhzsSR5SPJh8NIARR9UPJySosJ+EMMPXRWZzbH4vBoMfdy0LHgS25f3RHNny+joKsAq7tOoM6eWg5cTuA5MRsXhw5S7snijuvdA4V9xwnJ4pyObL1FBuWHMNs0NO9azQTX+pLSKgPJrOB3n2bAnD2TDxvv74cKeHwwSu89c5QLO4m1vx0iB9mbEenEzRqHaFpJUnQGfVYPExIC9gcLg4dvsLFeUfp90A7WneIIiK6BjWKueXpiVmcv5HK7K1HKQgy4Zai0rl7NNcvpeB0uLDbnOhNBlSHi+q1AqlTnG6xuJkoKnQgAUvxrPv9h78h5nAcQgjmHHqfoLtIRgshMFqMtGxQk26d6/P06pMY86y4qvuQY7XjdCq8MO5HbFYni+fvY/nal2nYoAZbt8cA0PCfXMX9IfgDgrwQwhvoCjwGIKV0AA4hxBC0PiKABcAefhPkgT7Fx9UEPqc0yOehPSSqhLsF+R1CiA+Bt2UZPWIhxPvArqoO8GcgOy2XD4ZNpzC/iM/3TCa6fT12LtnHsmlr6PFQZ66eucneFaWrHSk167n8YiemrJQc0hMzqVHn980Lkq+lkhRXyiZ1OpzkpeeVGIkDnD9wqeT/301YQHqiNkvxC/ElK1mzSfPwdeeLPR9Qu3hGvGDLRFxOF27uZmZ8sBZrkYOxr5QySAJDfXHzsmAvcmDxMDPhnSEYTUbe+nQE3326ieycHOy3r8FqR1VVFFXl6JZTHFhzjD6PdcPbz5MzW0/hsjrQSZCqilAUUq6nlQT5FT/uxmrWozcaUB02fKMjUQP9eWf5q1w+E8+KVadxOBTSU3O5FZ/JuePXadWxLj8nzsZudeAbXMoy2bzxDBcPXkU6FWa8u4qI2kGsXHCAg7svYjDo8PBy494hpdZ5ZTH1b8s5few6ipseQ7Gio8Vi5Myx6+TnWelwTwP0eh0Oh6Y4aTDo2bJaY+rohKCh0QNZx0J2Zj75eVa2rj7B4T2xLNzyaslqZOHfd3H6yFVwanWAojwrAI4iO0U5hUhF5eaFRPKyCvAJ8OLAzgvEXk6menQIliJXSX3G288d/9YRNK5djSbNwnhrxS70Tu0eczgU9h+6whsTBzDovvKpjbRU7SHuKLRzYs1JHlh3mklfjGLP5nM4HS70Bh0NG9ckpIYfHl4WOvduRGh1X6bN38HFy8nYjyfhcirs3XyOlz4srcvtX3eCaeO+J7NjLVQ3IxY/E2Of7sWQPs1x2F2ERQVx6WoqD429hxFPdsVkNpZ8Jp/NfZzt60/TrHUkIcWsntjj17EV2rF4mEm4nHLXIJ+Wnscrk5bicqn8PHsnMikHg8OFQVHpdk80hYV27Dan5rfgEtjtTvrc25gaNXyREpo0rtiv8h9B1XPygUKIsjroc4p1t26jNpAO/CiEaAacAF4CqkkpkwGklMlCiAqtxsVmIQtu2wCWfU8IUeWmmLsF+VfRdN/jhBC3p5zN0KyoxlZ1gD8Da7/ZzIXDl1EVlRXT1zF51d/oPaYbvcd048rJa8x/d1nJvmZ3E3qDnqJ8a8mTO6x+dUJrV86AkFKiuBQMxfnb8wdjS+SC/UJ8admzMTuX7K9wnL7YKs/pcGEvciB0gqbdojmwWst11m1ZuyTAA/iVYce8PV2z/rMWOdi8/hS1IoOI3XWWgFA/Gravx2NTRmI0abOsTj0a0qlHQ7LTcpnYY7K2wnC34KnY2fHVemL2X0RKrR6g1wtCagcjpIp69QbC3Y1q1TyJblcX0HKjaRYTMjwYV4g/xl/PkFvkZPOqE3Tr24TR/VrgdHdn54bTZKXm8eTALzGZDZjNRvyqeZN6Kxt7oZ2Aat7MWf0S4eEBoKqauYhOkJGah9OhaQVJSUnNQUpJTlYh3r7uJYXnlMRsnHYXbgICgrwpzCxk1rSN7N54FgH0f6ANLbvW4+23VmIw6Jjx1Rj6D2vF4u/2oEpJ3PlbIARGox6B5mebkZrLhEfn0r1fUwaPas+uTWeRgf6QlonTauWbCQupWS+Ei0m5KG3r4ryRRvtmtfAJ8GL3pjN8+d4aHE4Xqr+FdgOaUK9xTeKvpvHSe0Pp0KO0ceyLGt4s23qS68dukZNTyMhhpVpBt2G3OYk5chU/LwuFVidWRSIVhRVzf+XBZ3vy0aTleHia6TmwGaG/Mdz48IVBZKbkMq7f5xQJQUSPumz4NYb+XRqh0wn2rT2B0+5EV+hAuBmREho20DpMzRYjAT3rYPNUWXzuMgMdHTGXWcHWCAvgsWfLq4o/NeUB5r6zggatI2nSqV6l35PbKCy0a45UiorV7sRNL5B6HSYPM+9/tp4Afw9entSfjWtO0W9gc3yLU1eNK2lG/I+jakE+43f05A1AS+AFKeURIcRMtNTMP4KRwKe/2bYSaFXJvpVeQKWQUhYCo4QQtYHbXLfzUspr/+AF/scR0SgMo1mT8Y1sGlHuve9eXVgSlAEcVid6o0pgdX8ybmkMmfiLtxgd+SzPf/0kHQeXNhkV5BTyXJvXNb2bT0czfMJgZr08v5hFYqL/2J789NGqSq/ptoxxynVNNVCv1/P41FEMHHcvN84n0Gt0F9ISMsi4lUV0u7olM6m9Kw+xb9UR7nuhHwuXHSfmbALS4UQ5dh7FqZB8LZVnZz5eYTy/YB9e/GYsbw/6GFtqBvlZ2cS4VG4vyqSUuFRIvJTMO8snMP3JWbi76/lo3evoi5uZXC4Fg1GPw6kg9DqUe5ojdTpknp03n1nIN0vH88RL93Jy7yUyb+WAQYfD7sLpcJFfXLhDCDJT8zh99Bqdejbk+bcH88uP+2jaKpL23erTsHk487/egX+gJ32GarP4D17+iaN7LxFRpxozfxqP0MFTL/RgwZy9BFbz5vSx69jtTrasPYlOgqpIbsSlEp+Zr+mxOBV2bI9h3NPdWbn4ENaCYk9TwGQ2MuD+FuzefI6sjAIunkngamwyrTvX44FHOvHVJxvAZIBCiTXfyk+fredAgRNFAuFBHLqaxbyvtuHpYUFRNJ131eYiMSWX+fMqn/u0qFOD2S/9jJKSS8vGNRjzUEWm0IblR9m5XuskNfhYNPc5CSF1q9GxRzRrD72NTq+7Y6fyshmbsCWnY6vtz8GkNA7M3sr6lUeZ/fUTDBnXgyNbTmO5nM6A0V3p0L4e9SJKJ457T8Rhd2oroF/WHufKiQT6D25Btx6VKz32Gd2ZPqOr1hAWGRHEY2M6s//gFUaP6sDpDadY9+NeMgLdweEiI6uA6CZh9On3r1E6/x0Q6u/vUwUkAolSyiPFr1eiBflUIURo8Sw+FEirML4QDdBir48QoqyinzdQZTpWVYy8rwF/+cBeFvc82AnfYB+K8q20H1j+Yde8R2PO/nq+5LWUEpfDhauMRrWqqKQnZDLzmbnlgvypXTFkpWQjVcmyT9fhdLhw87TgdLhQVFVzTqoihBDs++UI7Qe2Ys342SyZupLC3CJ0eh29H+nGi98+RVp8OtMe+RqHzcnh9cfx7dMOe14RXLwGLgWDyYCbpwWTRdOx37j6BDkZ+dQL86FO8wgad2nAPQ924sjGE+Rm5JUE+LL6xy16NaXr8A50HV7q1JNwI4MlP+wlumEo4x7uyNm4VOIuJpOcrqUTFDcjjjw7B3dfRG/U06RtJFcvJiMVFS9/D+o2qkHMqXgcdqeWP9brqNuwOukpufQb0hKT0cCW1SfZv/MC3fo04ZXJQ0vGzs+1cmj3xeLrSCf+WhqfPfQl18/F0+reZkyc/SiPDpqB3qXDy8eNiIgg8nKKGPdqXy7GJnNsTyxSQGCAJzqdjv73tWT14kOoioJfoBdd+zQmulk4jzzXi9H3Tic/rwghBG7uJgY80IYGzWry5mNzyMnVzFIimkdw/Oh1rFZNuE2qkuULD7Ji5yRizyVy7kIi5jr+TBpfueYLQNqtLDJTcnHaXZw/HMdT7d4holFNXvv7EyWMK3dPC0II9HodUXVDuCglRqOeh8drNQ29Qc+eHef56cd9dOkRzZgnu5Ubw2FzIhUV1WIsMT6PvZyM0+miYbs6rErQ3Jp+W0sAGD2wDXNWHCAkwIuV8w6gOBTOnY6nZetIvP4Br4I7YdQD7Rj1gNbzsf7bHYDAkGvDFehJ0+ia1CijNJp6K4uT+y5TPSIQa5GDVp3rYTT9sQ18/0lIKVOEEAlCiPpSyktATzSG4gXgUeCT4p+VmSjVR7NQ9QUGldmeDzxV1Wv43/vp/Q6ad29c6fYx7wzHN8iLr5//QZMbEAKDycBDbw3DzcNCRlImSz9eg04nyqVPAKLb18VoMqAqKuHRNVj8wUocNo1/rtPr2Ln47lTEsnA5XHw/aTE/vLFE85ItlidWVcmJ7WcBzUXnNnR6HRPfHMSUx74l16YtgWvWC2XKutcxmoxsXnuKOTO2YTtxHmwaH/rzPe/z6vfPsOzTNXz/+pKSc4VH18RuddCqV1MeeHUQTzefiNFsZPKqifiF+DH+oe9wZuayM+4mBqOeUVNGcehWDpi069FZHUhVcuFsIku+36vVH3SACgW5RVw8dZNnXx+IDklaah597m/F1++v4cSBOIJCfUnLKEBxqVw6f4u2Xerh5q4xjhZ+s52f5/6K2WLE5VQIiwhC53Jx82Iiikvh6KaTvHT/10RGVeP8mXgKUnJwb1KTS5eSWDZ/PzabAxwuhITvZ+2kcdMw7nu4I4d3x5KXU4jd7mTd0iOsW3qE8MhAPl8wlv07ztOiXVRJeiyqXijLDr7Hc4/N4VpcKit2xKJzKOhVFZ1DM78wGvV4elt4b+bD5f6mKbeycbkUqof588mTszmxI4aREwdy//N9iG5ZizOHruIuVBKupJB2K4vDm07T9T5tEtFnaAuQkvw8K4NHttOcnMxGkq6mcv7oVRq0imTa5DUoisqNq2mEh/jQbUCpn0COzgDeHlhSCtEHeOFyuGgdFlLS4VxZcL+Nx4e2Z8ygtiguhQcGfIFVKOj0uhJ5irLIyyrgxK7zRLeNIqSSzuDfw23fBHNCDk1rh/Diw53Zveo4dpuTRm1r87eRs7DZnDjtLszebjRvH8Xk7x77h8f5Q/DHsWteAJYUM2uuAY+jfWOWCyGeBOKppLlJSrkWWCuE6CClrDJl8rf4Pxvk74ZB4/twz4OdyE7NxTvAE1uhnZAyy9cuwzoQfyGRdgPKU/QCq/uz6PosslNzObn9DBcOXS55T1VUMpOyq3YBZVbctx80CImbpwVVwhMfad2rQTUDeO+X1zi07hgDxvWmTosIJkwdwUejZiCEoNeYbiXXbbM5UBRZEuABti/cQ9OuDWk/qDU/vKnZsAFkYMBVPRA1LJSF76/g2rmb2lL9yw08OvUhXE4FmZMHxauc87ti4Not9KqEAF906blYwoK5ejkZW3IGIjcPQ2AA0mJGSoqt3xSWLTxEanIOKUm5HP31MkhIic/Sbm+TAb1O8O2UdUQ3Cyeohi+rFh1EkWCQKhOn3k/Xvk2Rqkr1OiHcjElAeLiTlJBJyqnLyCIbTuCg0QBCsGvrWfz8PEEpdm1zqWSk59OgQXXmbXgFp9PFfR2mFn/okls3MzFbjIz8zYz4NlLzbDiMBsxCIFSJwakSGOxDm45RDBnZrkLQPH7wCh+8shSAEWM6cGTzGexWBz++/wu5Id6cMbjo9bd7yd8dy6m9F0FKQiJKNXt0Oh39hmmp3cK8ItZ8s4287EJ2rDiC0AkefrU/FpOewkJttbjxh10lQV5KSdylVBR/rbFo4qM9adgkjJCapdRrRVGZ++4KrsUkMG7KCOo0LS+rYNDrMOh1fDHrUQ7sjaVD5/oVpH+llLzY+yNy0vPQGfR8+POL5GcV0KpX45IU3+/h3AHtO2M0GTAIwfP9p6M4tYeK2c2EwyVLDNjtRQ6unL9VpfP+4fgDm6GklKeByvL2d7VQLVNwfUgIUUHwUUr5YlXGv1vH651L5toAWVUZ4K8KLz9PvPyKi5tB5d+rFV2TWtGVF348vN3x8HYnJCKIPRtPce74dcgtAIc2o9cbdHj4epCXmX8Xh1wIqR1EcrGrj0RjXhQV2Jg471m63F8qZ9C2Xwva9itlnHQc3IYZ+6diLbDRuHODku0DhrZizc9HSfLx1K5HCAY+fW/J7/PSrHFsX7SXht0bs2HfdZxWB7/uvMDD/aM5tO4YUkLtphFYLEbuG9WOdfP34srOxWjQERDijX7XWRSXgr9QqDu4A3Ub1cTdomPO+KNaGshmp8GwbsSeS8DlUtmw7BgZaXkoLpXdW86V+yykCsKlYjELdq47xa51p8CoL7FOdLigSZtiL1W9jm+PfsKINpOxOVUoLEQtspVYAEq7AyxmUCE7swApJBRakS4jC2dup137KIxGA0ajgb99NJwZ76+hqNBO7QYhnDp8DW+LjmkvLMDLw8jnGyaVMEVe+1t/vv1mBw0b1aBpg+pcuZjMA490pPpvip63NYxOHorDUay/fzk2BaPZiNAJatSpxoJVmjvU+l0xLPx0DFcOXaFmVDXqFbtrKS6F+R/8wsbvd9GsSwMUBCf3XEQKgarTgdnCqoWHeHhsV+ZN34Te4aT1Q6X3yKK/7yYnU2OGRUQFE1U3hEO7L9K6c90SWd8jW8+wZdE+bEUOpo3/nrkHP6Ay1KkXQp16lZukqKokLSETVdWoyH/r/zE6naDToFb87Yc7S4LEXklh175YunWsR/t7m7BjxVGcLoWYvbGlFoKKSlGhnfDm4aiFDnQGPYWFDp59919yvvvX8Od3vN5uRj1+171+B3ebyZ+gxOq5AiQaNej/LQxGA5esOqhbC4OqEpqXDYrCOyteJbJxOHGnr/PFU99x5UTFckZgDX/aD2zN6q82aRuKbyapSj577Fu+m7CAH85/iV+1yh1w6rSoyJ4ymQ2MfrILX6XnodocvPnpCOq3qYOqqhxef4Ka9aszY98UrEUODsfOJSkxi0HDWhMUaCE8uiZd7m9H70e0We34CX0ZP6EvSrGo2eKpv6DTCYTRQNdh7XluxmMAZCZnM99swGFzYnY34e3nzu3b5drlFNDp0Ot19OzfFGu+lX1bNO6zVjuUWNyM5OcUm2EoaomVogR+mLYOP6Ng4FO9qB5VjYf/NoB5X2xBSreSIioGPcLlRDFa0NkVZH4hMiMbCgoBwU0JSfFZJS5aew5ewaoX4FS5ciaRr+PWoxTZUEwWrE5YOWs7z3yoWdC1a1+HdmWFuyqxdl268AA/ztlDRGQgE98YxK6NZ3E4XIwc243Qdwdz7VwC0e3q8GC/aTgTshHVfagW7E34iNLmMLvVwbOd3yMx9haoKgfXHkPoBMJsxmAxofP0wCUhL9fKjzO2Y3a38OqXD9Opf2mq5sLZBJx2zb6wTbsoXuz7Cc4iG4trBvPzvrexuJvwDfRGSjCYDPgFVW5jWFhkZ8p3W8jJs/LW030ICy3fhKkqCkPG3sO+9aeo1aA6Z3fHYCu0E3u88pJdXp6V8+cSeW/GBmx2F6s3nWJEyyhcaEXl2/LRZjcTNocL6W4hMauIRatfKvG4/VPxJwd5KeX64p8L/pXz3I1dU3Vx8v+nqNcglLgrKej1Or7YOKGE/gWapvzkXyby8ZivEEIw6vX7WD59HTXrhjL+y8fYMm9nuXOJYjYFaMv1fauO0KBtHcLqV6+y61Pvgc3ZM3crxzeeYd4LcznQtg62AjvHtpxCVVUGjOvNfS/25/ufn8Vuc2LLL+LhiGdw2l1cPXOD+18eUNIAdlsewcPLQkjTKHRBAfj5e/DwO6X+MVKnx1S3Fq60HHqM7cGwcT3Jz7USey5RswrUC+asfoHqYdrsd8TJj8nNKACdoO+w1jStF8xXExZgNZjQ+fmi0wmNxSIVfp2zDdWlcmDNMRbEzmDYQx0wW4x898km1IiaoCgIDwsGsxG9lBCfiEuRiEB/zVQkJw9ZZCMgWAsW509e5+jmU7isCrcTCw6bU2vwAlBVgmuVLunycotY8O1O3D0tRLesRWCQV4UGreVLDmp6L8k55OQW8fOu8r0srXr6kJORj0zMQSgSfVIetkI75jLyFvGxSaQXs7pKbgApCa9bjbb9W5LvkOxZfxq73QmqROr0WJ2yHMvmyRd7M/W1ZXj6uOGu2LEnpICUWO0ObDYnFncTDdtG8c788dy8lEzvUR2oDGt2neXgqeu4XApfLtzNF5PKWzS+NeBjLh6+jMFo4IUNE/nimR9IvJLCc5+PqXAuu93JU6NnU1Rkx+aupbZUVXJk5/li60mQOoHZw8yMNS/z4XtrSEnOITDIq9z36M+C4A9j1/zz1yDEeu7yqJFSVjRQqAR3S9c0kFLGlrX8+80A/5D93/9FTPvyIc6djSeydnClN2ZweBBf/jql5HWbvqVpl/AGNdEbdShOFZ1exxuLX+THt5eScj0No8nIprk7mPPaIrz8PfkxdiYWd3OF8/8WLqeLo+u1lV38xVvEX7ylyTgUB491325hy7xdLL4+C29/L5w2ewk3XXEqXDxyhWbdGnHjahqvPP49DruLV98fyg/f7MQZEECem4krsSm06aQFznMnriPd3BDBBo4cuUGnBwq45LTh1jSEJgG+DB7etiTAAwSE+pKbbwMJOzedZds3ibgystEZ9HQd3JrE+DSupRZSKyyQ5Ju3sDsVHHYnX3+4no0rjmkSu2Y9EnPJ8tLpcEHcTbDawd0NvD0RXh5IRSXQy8iwgCeIaFqLa+dugqJoqZ1a4eh0gtDIQAaOaMPaRQeJblqTroNbMfeLLUQ1COX4wTj2bIlBlRKWH0HnYeKDDx+gdevSuU/rNpHsX3EY3IxE1au8r8LTx52Aaj7kZRfh4++B52/YKvHp+QiLCZ3NSe3mtbgZk4BOr+PJqSNpe29TnA4XjdvUJvZsAltWHsfNw0yrTuVVG+s2rM6CYmXN7Yv2YjDpcTlchEUGlevobd2zMan5dh4cOIMa4f7MnPtEOWG0agHe6HUCnclA9eCKJh0XDl7CbnVg8YCMhEw+3fTGHe/FrMwC8vOsOJ0KRkVHq3vqMahPM9T0fKa9vATVAOYIf0R8Ni/1n84Dz/aiTd+m1KodXOLwdSMuja+nbaR6mD8vvjEQo7Fqef8/BH8NgbLpf8RJ7paumQCMQ2un/S2qYv83D43+kyalbFy87TM0KpADuAo8LqXM+Seu+y8Bk9lAqzb/XNaqSZdoWvdpwYWDl3hq2mjuebAT3UZ05OaFRDx93RkVpuU4pZSkXE8j4i4SuLdhMBpo278lx7edLvHRlEJj4SReSkZxqVjzbXz2+Ld0HNyGvk/0IDgsgNSbq1v/FQAAIABJREFUGZgsRgpzigA4/GssNqsTVVXZsPwY9RvVKNF6CYssZVQ0bxeFm7sZp0NhyKj2zPvpAAWFdgqL7Fy0KgzWlc/0Tf58FK8/s4CkhCycTgW9twdkZKPXCw7M346jSNPruV5Qm+c+HsWZPRcIrR3Miik/g5SkJHhAnZqYPM0oTgVZYEOqSmmxuciqpX30OnRRYeRcvIqqqMRfSACXos2Ui2yI6l5MenMI3bpHA3BfscLliw9/R9zFZIwmA1ENQ1EUVXOBU1R0LoWF8/eRmpJL/wHNtHb91Cx06TkIg45jG0/R95GulfxN9MzaNonLZ+Op16xWuQJlQYGNT6dvxhUZigF45ZtHeHXAZzhsTr6csISlMU0xmgz0uq8Vve5rxdjX+mM0G0oaxBJvZpCWkkuz1pEl23o81Jm0+AxSb6bz6PsjKlzP4h/2oigqacm5HD98lW5l5J57tq+H2WQgr8BKn07RFY59bOpIFry7jEYd69OguGGuMiRcSebrlxdQzWEj082NoQ+05YnxPXA5FT4e9z0yNw+DzUazVuGcvZGNw+5i/6YzPPRyH9bN+5WU+CxGvngvX0xdx6Xzt7gSm0STFrW4d1DzO475b8Gfn6759Y84z93SNeOKf/6zJrLzgW+AhWW2bQfeKHY2mQa8QUW9hv8XMBgNTF1XvvFNCFESzAeOv5cN323D5XBx6XhclYI8wNT1r7N69g7+/toihKrSbGAbPlv2EmOinitpxDq84QSndsYQWDOA99dMYvbEhdRpEUH7QVpPQUS4HwaDDkWBbj0b0O+Bdpw5dp2wyEBCqpfmaf0CPFm8bSKJt7IJDfXFvvY4sVeScThcZCXm8NGbK/mlTAqjWqgvLTvWIWnZUYRO8PInI7my7zzb5u/ROo6LYcnNZcj4e2netSHjW79eSuvPL0RkZHP/s/fiF+DJd2/8DH4+mH09sWfnI4VAZGQjPd0xBPkQXKc6t87H41IkntUDKEjKhBpBWNzN5KTmMuvdlXTp3YgmXbSA5rC7UFWto9mkKkh3A6oq0XmYMBoNXLiQRNzVNEJCfWjVKhK71VGySnJYS1lNv4WHtxstOle0t9PrdRgMOlwugeE3aowuV0XjH0sZtktcbDITxs5DCLinTxNeeXtwyTkffuv+CsfeRocu9di+6Sw6vaB+w/KuS0IIurSK4uqZm+xedohOg1vhXsZgZPgrgxj+yiB+/TWWd95bjVFRSbycyqPP9qBb71LK8swX5hNz8DImi5GnPxnFgCe0EDLv43Uc3HMZvLxx6fRcj4lHSqkZuD/Xi/0bTzP/kw04nQqJV1MJrBHI9SupgPhzcvR//kz+D8HvUiiFEEbgGTSRHdCEdGYXy13eEVLKvUKIiN9s21bm5WEqGoT/F8Vofk8jdiz6FVuhnfnv/EyfR6v2rBVCsH3uNii0YrAYGVDsafrYlJFMf2IWqktBVSVCaFz9qGYRfLr93ZLjLxy6xNQhn+B0KmDQMe+5q3ToUo82nSrO3A6tP857by7DGRKAr687878fS2SNAD56fTmKS+JwuLh2JZXaZUwyDuy9hDTqMbsZMft6MvSFfmyau6P0+nWC8R9oM9DZry0uodPdhkxIY+V7P9OoSzQEB2iuU9VD6De6C1u2nNfS2iYTrkInSToLok4tMBvwrOFP0zE9OHM6nuhaQXz36WZURWX93J1M/+VlGnWsz1vTR/LuU9+TcjGBc7FX8W9dl0JPDya9PpCFC/Zz7WoaAkqu6fkvxuDmYcYn0It+j99Tpb9PWbi5mZgxczQHDlymc+f61KlTjRc+HcXRHTEMe6YXmcnZLJu2mrAGNRj49L3l8vBXL6cAEpvVxfnT8VUe84XX+jPgvlYEBnnjU2yreOVCEhfPxNPl3sYUZObzSk8txbh5/h6+2P42ALtXHCLm4BV6PdKVjz5er90fUmLItfH55DXlgnxgDX+MFo1dFFCmeHulWFoCQGcykVuk4nIquHmY6XFfa6Y+Mx97cd+J3ebk7feHsm39aapV96VV+yjS0/M5fz6RFi1q4eNTZRHGfxp/gXTNH4Kq8OT/DhiBWcWvxxRv+1f1a55AM6OtFEKIcWjpIsLD72yV9n8VdVpGghBYPMy07PWPtXx7+nmiM+hASo3KCfR8qAsdBrUmIzGTnz5eTWTjsArdwACXjl1FVVVUlwIuBdWg59rZeILDgyrsO++tn3AGBIAQFBbYuXAxiU4d6zL8wfYsX3wQu93FjI838NW8J0uO6TOgOSt+OoTZbCR2+2k+nrFemy0KaN6jKY06NaDz0DYc3nCCwJr+Wk1BLf9tczlcnDmTgPD3BZMBKXScv5EDHm7aF/N2Yc+gQyfMmrRCRgHZx69jszk5dfQaqiqRgDQZuRmbxKq1p7EWOvAXCrdSM8GgZ2i/poycpHXj1q4dzIJ5ewn0stCyZQSgSUdMnK01HubnW1m58igZGQWMeaQzvr53DkK3Z/9CCOrWDaFu3VLKYq8R7elVzL6Z0O3dYg9fI4E1AugwqJRq3blHNFvWnCQpMYunJ1TdlEUIQVSZ8dJTcpj42FxUVWXtT4d49uXeCJ3AVmjnVrHw3vo1R/lwxT70+XY2D/wM4eWGWiMA9AKjm5GQ0PIssJe/foxG7eviG+xFWpGLHVvO0rNPE0a/3Je3Hp0DEl6aMZpvXl8GTgVT8SrmxOGrYNCDlJw/ncAnLy7m3dmPodPpsFodPDX2e5xOBR8fN5b89OwdJR7+MPw/CvJtpJRlo8wuIcSZf2VQIcRbgAtYcqd9ipXc5gC0bt36/8jHXXXUqBPKj7EzSbuZftf8Z2V4Z9kEpo78gpj9l5gzcSHVwgNpN0BbeodH1+T1hS/c8djuozqxZd4ukq6lojgVajcJp3mPyruH2/Rtwc31p3HWDEKv17Fg1k7cjAaatIpg1bKjGAySgCAvVi87Qr3o6jRqGsbjz/Rg8ANt8PJyY4jPGBSnQn5WAXq9juNbz3B890V+nLICIxqlNLB2NTKvp2vGKsUQRgMyvwjsDqhZDfR6Eq6lgUGPyWzEN9SbIougQVggx7dqjUeK04WQEoNDwWw2EFjNh/T4dFq2jyTVqnDo10uavlBeAe4+7rTq2YTBz5YGT39fd2JXHCQ7LY8Tq47w5CcP0bq95i41Y8ZW1m84pUk4oKlJjn+1N+cTUulQrxZeZTwEzh+4xBsDPsJoNjJ953tENi6fhivMt/LJKz+RnVGAq8AGUmqrhzLpGyklS+fswVFoZ9L799GyEjPwqiInS6vDOB0Kmen5NL+nId3ub0fM4ctE92rO7C+3sudqPNKkx/1yBtKlYiy0oxRacfp64B7ux/S/l9dOsribGfRUD779fAub151C6MDlVOk7qDkrT0/RJi9uJkwmPeePXWPgI124eTMDm0GHNBgQqtYBfnTXBW5dTycsqho5OUVaJ6xTweFw4XQqFZyt/lDIvwS75kfu0m0jpXzyDu+VQ1U+JUUIESWlvFo8cG2gyk7hv4UQ4lG0gmzPshLG/0VFBFb3L5H8/UfgHeCF3mDQlAf1Oi6fuEa7AVUSrMM3yIfZp6tW1H9q2mi6Dm/PjVu5fPvVDq5lpvHxu6tYtnECkz8bQVpKHmuWHeHo/isInWDWonGERwQSEKjlV5t0iSZm/0WcdpeWAtGBUFSkw4FTAkKQdjUVnRAIvUZ19PBxJz9bMwfH6URk5SKDA0CvRzpdOK8nUnhJZfbp6fy6J5bjG2KgWBOmd/eGbFl1AqvTjltEEAsWvMG65UdIuZmJXq9DcbjA4cKhwLMzHy+Xj06+nk52eh4Om5MbZ+N5/40VPP9qX/oOasGmzWdK2Y+Aw+Vi2OeLUaWkhr83qyc+UnKelTM2YCu0Yyu0s+jDVcSeTqBGVDDvL30Rdy8LbwyezqXDl8HdQsNujenVtBbhDWvQaWipcuX5U/FsWH4Um9XJJ5OWs3xvlaXFy0FKiY+vG3XqVSP+SipjJw3QjHC+G8v6FceYM3MbinKVkOahmhCbmxFh1SSVdW4mdDqBn78H3ndInWRlFeByad2s2cUy3rdZYtuWH+brt1di0OvpM7Ijnt5uiABPXEYdhqRcrV9Cgpevxg4KCfFhyNBW7Np1gREPtP33BviSD+jfP8TvYEMl28KBl4EqU42q8km9BuwWQlxDo4/WQtNe+IchhOiLVmjtJqUs+mfO8V9UDU98OIqES7fw9PGg39i7dk//0xBC0KBtXdxvpIPUuiCDqmmNNvWiq/Pt9C0k3tTs2ywWIzlZhYRHBCKl5Mye8zwyeQQg2ThnB8nXUsFi4fzlJNSAahgvJKE6XSVUSSFg7EejWDxzKyKnsOQa7n+sC6u3XNTqDICSnYfD3czp3THc91AXkhOziYtJpH4Nb36duxVV6iHAl8txKbzw2BzSdmmL0qaDWpOVlENivgE1IoyVSw7z9Kt9S8YJrx9KvRaRxBy8jPT1xOVSiL+Rya24FFpFh3IyNgWz2UC3LvXp2r8Ruxatw2ZzknAtA6vVUeLy1Pm+thzbchqE4PK5RLJScynMs7J5/h6adKjLlWNx2oBFNmpGBfPqZxW62fEL8ERKTRogoFrljU0At+KS8Q7wKu3sLgMpJe88PZ9TB64gXSoI2LnyGH2KNe7VMk+tegF+DLu/LYcPXqa2hxutOtYlqdDOlaupdGodxTuv/ERU3Wo8Mr4HujKMqvEv3YvD7sLD08zQB8rLK29dfhSXQ0HVS47vuciDz/Xik2kPcvLkDS7vPM+ZfZfoNbwtvsWaQkIInnmmJ8888++5lyvDn52Tl1L+cvv/xZPrN9Fqo58AP1T1PKIqk2khhJlSE9lYKaW9CscsRXM+CQRSgffQ2DRm4LZx42Ep5Z37oYvRunVrefz4v9TZ+1/8m3HhXCJxl1No1KAaS6euxIGOU4mF2O0u9HpBswgfmrWKYOC43mz6biuLp6xESsmkhS+Wk3FISsslKSWHpZ9vJmbZvpLtDTrVZ9r6Sbwy+juubToGQNN7GvLGgmf5+zvLKVAFtUK8WPPpGjz9PJh9enpJ0S87LZeHa7+Ay+HS7uBWDTB4WzBk5GG7lIiQkpDawXy0fhJPj5iF06EgBKw9+HYFD9LEmxlMeXsVFouBQb0b8tXz8wAYM3k4Q5/qidGoR0rJ5OXb2bf4NAZFEBzkxYJ540pojklXUzgXm8zX327HkVmAMS4JWVSIEAKvIB8K8ux4+nmw8MLnJF9L5Z3B09Ab9Xy44Q2qR2n59NizCezbFsOe9afx8fNg6tzH8S/DQFkweRnLP12L3qhn1rFp1KxX3mHJVuTg/jaTNbcsVUWnFzRuWxubm4mUpBwmvjmQ2DOJ5OYWMWbcPYx98ntyc4swGPT06NYAqUoGDG/Nh++uIv1aJm4WI5Om3k/Hbg2oCvZtOs2nLy3GbDHy5eqXCatTeZ/BPwMhxInf0Xj/XbiFhMk6D0/43f1ivpjwL491NwghooG3gBZo3tqLpZRVl7vl7s1QbYAEKWWKlNIuhGgODANuCiEm/552jZSy4hTkH3j6/Bf/u9CwSU0aNqnJq/e8x7n9FzGajRBeHXOgHxHucGrVQU6s2M+S73bRpH4wtkI7Or3g8vG4ckG+erAPq5YeJuZaOhi1/GyzrtE8+u4wrp65QaSfkcjx99KmdzPsaVk823oS+Vn56HQ6hm18m76PdKNmZFCJqQuAxcOMyWJEp9Os6Bp3rc+tWzm06deUjdPWoFodPPjaYLz9PPD2dacw30ZoTX9M5opfjx27LhCfnoPBoOfU/tgSFdIdPx+i96hO+Pp5cPnENWqcy0TnkLhUldTUPHLzrPgXN8xVjwrh5bd/ocipYgrwIlAGk3T8CgBRzWox5u3hRDQOw2Qx8dNHq0m+lorQCVbN3EiPh7ry9tDpmCxGQtpGk5WWR25mAdtXn2DgyLa4eVrQ6XTs+fmgJjchBGf3XqwQ5M1uRtp0a8CxvbEEVfOnc+9G+NUK4Me5v+Kwu5jz7U7mLnoa0Gb9BQU2TQAPle1bY3DpYe2py0hVYggwYy5Q8CyW3b50Jp7wOtXwvkvnapf+zWnTvSEGg+b09ZeD5E9P1wghVqAJm00HXkFLk3vfLjhXVT/sbuma2UCv4sFuLxFeAJqjFUT/S3/8LyrA4mkBCU6bk/v6N6bvM31ZO30NsTs0gw3lf9g77ygpiraL/6p70uYImwhLjis5CiJZkaCCiDmiqChiQMQsoqiYEAOCoCggSlAJIpKDSs4ZNsDmnGYndXd9f/SygMT3/QD1PXvP2bOzHWq6e2duVT31PPe6PDTp0Zy0g+n4BTro/+h1Z7Th729DKgoEByCLnOxctZtn1+7F6/aClKgWlezdSezfeKQiP12xGLz6+Dco/n68OekOvn3le/IyC3nxm8f46uvfccfHEapInp94N6NfmIfPp5OWls/CpElMmvQbH834gxkLd/LR1w+Sk1FEvUaxZ83eWLlyH16vaQ8Y2bQGljrReJwekot9vPrsHMa9dytPX/sKXpcXpWktlNgIenRrQthfsm1qxUdSWuo2CTQ8GGlREVJSt9tVNGx7ciG1aacGbFiwEV03qBofxffvL8JZVIazGKK9XuzlTk/7V+5g+hNfUK1eDJM2vsmQ0TfywUOfExQeSPu+ZxatCyF49ZO7KC4sIzDYgeYzSE7KQWCG1ppeVf30Y18fyKxvfyc02I8Nfx5Bs5dnCSkCw6EwZHBHrmoVzzNDPuXovjQMwJtQlet7JPDEfWevm0w+kMGkF38gvkEMI8bf+o/SjRf8/eEaoA1mV/MMplMfnNQSu2j9sPM9VfWUnuJWTO/CecC8U+wAK1GJ03DHSwPZusx0OFr42a/0e+IG+j/Rl71bkkhOysEvNICZo2dg97fz5i8vUKVaxBlt3HlPZ+ZNXY1W6kbqBrohMUzPQNB1DMMgMym7guCFqiKsFryaxG5Ivn1nIdtX7gUpeWHIRLL9AsFiwWm3oPrZUS0KErMzUS0KK1fsRdN0SkrcpKUV0rJV/Dnvb8iQ9nzwwVKCghykZZfgjQzFCDWQHp3iQpdZUKWbwm6Wg8dY8Mfrp0lSHD2azZjRc1BVhQfu7UzjJnGMe2MhBZ2aYbequHWFH6av5diOZNp0b0K/Yb35ado6stIKmPXJCm5/rAdbl+8BKbn9kW44woIICvHj8dajMHSD7OO5HN6WSO97u9LjzmvO6yYlhCAoxI8x909j1+ZEOl+XwCfTHiQ3u5jmf3kG7drVoV27OuiawcDBEykqcSNsgCIJ8Sr0vdmMWBzYkYKuGUgFyvLLmL90B3fc2I6Is4zqP3h2NseOZJGamE3raxtxbf+zKqj8bfi7SV5KGX8p2jkvyQshLOXxn+6U56xfxHmV+JdB1w1+mb6aslI3Ax7ugd3PduGTzoGoGlWw2CwIYWDztzPs7i8QwLgpj9CwSRyPtx1Nok9HuL1s/mU71eqdaZael1mIL7/UlCGwqqYqoxAIVQWPmzYD2pDn709e1u/oXjPRy/BqcDQFS/WqRHapa9rnCUGZDi2axLLjx43YqoZQt340kz6/j62bk+jYqT6qqtCjZ1MWLdxOWFgADRud37y9eeM4HrqpJW26NWHmPHOdSFEFcTXDeeG1m1FtVhpf14aMPck89NZtpxH8/sRM3hr3M7k5Zu3CoX3peEo95OWb0tBCCH6esQ7D6Qa3j2UbDjNz0U6yS714yzwoLjcRceF88vvrWO1WYmpVpajASUlhGZ0Htmft3D8IjgisMLu5GI33zNQC9u1IQUpYt3Q3I8cOpGZ8JBmJWRzZnkTr3s1OE8hTLQpjnu/Pex/8QnzNSG4f3J5atasSHGIec8cTvfjuk+VogTbsYX4E+NsJCjy77lJ0jQgyU/NBQtR5zMD/Nvz9I/lLgvOR9WxgjRAiF3AB6wCEEHWBoitwbZW4QlgybTVTXvgOKSXZx/IY/v6ZqoJng2EYZ5hnRMSE8d7q19m1Zh9/7slk9/4MhIAdW5K4qkVN+j/Wm0nDv0S1qGxYuI3AiGB63tGJ5cv2sHTJDvr0a86M4V/C8RxQhFkco5iFXX6BDuYVTuPOB6aQmVmEvVNToo9nk5OcY+aRC4ErI4/69aNYbrUgpOTq65qxb9kOKHOjZUs2L91J55vaEF/LLO7KySlm5cp92OwWmjSNw/8cQnA+r8aMN3/kh0nLEEIw851FDBl5HXuy8mjUPYHRb9+GzWbh7VHfs/9oAWpQGDt2pvHme6+iOWzc0KcZi/YdxZvvwibAqiqsm7mBDbqBXjsKh8OKRdPxJGeYb2hR8QVFc/hoNqF1o/Fk5GOEBDN1/M/M3v4WAClHsnhy8KcYhsEtD1zDhyP68PEzMxnZ6y3GTB9GfKO4s97LqagaE0pM9QgyjufTIKEaFptKTmoeDzV/xvQPqB7JV3s/OM0lqm2b2syZ9dhZ27vt0e7c9mh3ikvd7DmYRpP6sdisZ6eZ5yfdzZqF24mNr0Kj88ye/jb8g0heCLFNStnyXH+fD+fTrhknhFgBxADLTslpVzBj85X4H0FZSRmGbqBpOkumr8ZiUxk2/vZzHu8u8zCy80sc3ZHMXa/cwl0vn+5c1qB1HRq0rkPdLUm8/PRsHP42uvdOAOCGoT25+qZ23FHvSXau3cfOlbtYOWst210CzaOzc2MiIiUPyvPiTwiOCSEIrRJESb6TAH8bqiLAauH5Bc+QuTOZyaNn4Sx2UbdZPGkHM8pNRcBXUEqV6hFk5JehazpV4k7XSD98OAtNN/AUl7Fm4mKSf9zIK989wcFtyezecIjs1Fx8bo3kQxkUlRtzSCnxub18O3YePo/GprQ8FsRHUr1eDPmlLnwBNoRPZ9X8TWhVQpCKYNHSXehVbOgBFjQ/K51CQ9i8MxkdaB0dTM22dSnLLGLZ5oNIzUBFgs2CUAQxsWEcKS/6KkCQdDiTrc5cNi3aY3oLezS++3Q53zw1FewOhNXKV2Pn8+qsc39NpZRkJmcTHh3KpHnDyU4vJHHbUfoF3ond32b6Fns1shKzmPHlWu5/+HRZDZ9XY/n8rfgF2ulSLth2KoIDHXRsVee8nzuHv53et7Y/7zF/G/4ZKpQV+CuhXyzBwwXCLlLKP8+y7dDZjq3EvxcDhvUkeV8aq+duxNANfp68nLuev5GAcxS57PvjEKmHMpBS8sOEn88g+RNo0boWP6825WhPJYHg8EDT6q3IDFtsX3sQqSgo/nZz8KQIk+BPjCvKJQiyj+fzwtAppBR5iYwM5PGnr6NRg1gaNYjl6v6tmf/REnLT8ug0oBXbVu3F59W47dm+zJ75JxRopoDZX7X5I6yUWnRsGflIp5uU/Wl8Pno2OzccxnMi5i8NhO1kKqWqKgx+8nrmvrcQhKmT/s34hagWFU+NKmj+NvwDA/FP8VBsGGBRQAj8SiTtutahT5em1PT34+Cq/Ri6QcM2dZg7y/yqxXdugudYNne/dDP+1SJZuXArRmYBaUF+uFw+rDYLqw8n8cHuLUivj3iHguITGNn5GLqB8LjxCwmgbrPT/Yn/iveHfs6KmesIDAtg6p73iYuPZPxt76N5NQzDIDg6nMLsIqgZQ0GB84zzp0/4hcWz/kBgdvo160UTGOxH9TpVz3yz82D/xsNsXrqdLoM7ntON7W/D359dUxeIklJu+Mv2zkD6iQLVC6Eytl4JHP52Rn5yP7s3HKS0sIyI6FD8ghznPL5Os5rY/W1Iw6DtDecfUJxt0U9RFN5f/iKje4+lsKAMhGKOmkrdYBgnzynXwhfStAU0DIODybkQGkRRgRN/IchIymLnmv0Ehvjx7dgf8Ll97Fy9jym73iPtSAbOYhcbpq1AL3EhoiOZ9Oo8hj7fn6vKrfc2pBwju4WVQCWAyLUl2CwqYdGna7GoFgFSB0XQY0hHhr52C0FhAbTq0ogty3ezfvFO0hKzUS0qolx+wWKz8OLUobw8dAoFEcEVksUHVycRqdvo/Mz1zDloVhZ/8/lKNE1H9+kUHS1GYDBuwhJCosPwbD6Er9RDcHQYHQe2p3nb2uRHq8jd4HMoVB3RjFdatGN429Eo/jba921Nr/u706Znwnn/L2vn/oHP48NV6ubQlkRa92pG19uu5ujOZBRF4cWZI1i8fD8+TeeBv4ziAXIzCk0tfz8b732xGsOn4Z/n5I0p99PsImUWivNKeLb7q3hdPuZ/uJh5udNQ1X9OOuXfLWsAfIhZAPVXuMr39buYRi6qGOrvRmUx1JWBs6iMIztTqN+yFn6B5yZ5MN2rso/lUrNxtTPi8hcLl9PN4PgnTLJAInWjIv4OgJRIQ0cgzN+GQUidaIqKvFDsRCgCw+tDer2odiuqIvC6vFStVZXSUh+eMi/C0FAcDlN/XhEYZWUosZF8tuJlatepyp/bD/NC97EoTh/XPtqDvEw3B5LyCPB6sHl9VIkLI3HjAQCCI4P45vDHZ3RcKQfSmfLyXGo0jCWyeU227zjGXXdeTf1yr9SNm44y74dNbNmSXJEAN3JEb/oNaEl6YhZvPDCZHA/4q5C3NwWfV8MI8sPSrA4iKROvRUVEhTDmlYF07dIQr67z7op1ZJWUMuLq9gQoVuxAfkYBta+qeVHCXdNenM134xcQVzeGTzaPxy/Qwar9iWSm5tG7WT0iosLOe35OeiEfvfAD+3JLKCwzU1utRS7uf6ALtz56cVWpuWl53F33cXweHxabhZ+LZ2C1WSnOL2HvhoM06diA4Ij/XGL4UhRD+VetLhsOvHAx1PbPL18xlBBizwkvjrPs2y2lPH9PfuLYSpKvxN+BZd+uY+vy3RzYmkR+VhGGZpgmHeWCXHAiDxswwPD5wOejXqvaHDuSU94xYI7wnWY4oU6XptSMCyMvp5Q9fxw2jb41DcViMWtbNA3D40EEBxAW6KDH7Z2oWiOCKaNn4vNo1G5WkyTMcI6SnYd0ebBaFLSiEnSfjlAEC4u+rrBIPB9JftHTAAAgAElEQVTyMwtQLSohkabswPZNiTzz7HdI1by7/j2a8uSYfoy773PW/bQFRVVo060Jm37Zbl5rlRAcTeK5qWdjvl28E11KLBaFZYueqSDx1PQCho74Gp9P554hHblryJm2fqmH0vl4+FSi4qsy/OMHsJ1iPegu82D3syGEYP7mPYz7aRUA913TmuG9zmzLXeYh7XAGNRtXqyg2mznrd2bM2IDPqxGnKHzw7TAio890lcpMziZp9zFa9kjAfopg23fvLWTay3OQQI+hPal3bRPmDP8CV7ELvyAH3yZ9itVmPaO98+GSkHyViyT5yZeV5I9IKc86LTrfvr+iMlxTidPgLCqjMKeY2DpRFzUi1DWd7av3ER1fhWp1oy94PEDSnuNMGjkDj8tLcGQQQWEBFOeVIH3GSZNuykM9EiQSvGZ8/PCWoyj+5WbeEqSv3NZAUTi6N43BT/Xj/Xs/rWhDkTp6mQeEQkCIP0aVIFzp+RSUuPjp018ZM/MJM8wiBF1u6UAdp2Tl0l3Y/Gx4XB68mkHTTo05tieFgad44J7A0m/WMWP8z7To0oiY2lVRVYWqUUG898BnCEUwfumLJHRuRIu2tenWvi5r1h3EYkh632AKu8Y3imXTMhtIKMwtRiIRQqFl2zpobo2qEYGmG5RhEBYacNr/ZPuuY+iagc+n8+uqvWcl+feHfs7udfux+9lo2KYufYb2qNh3anpnSm4hPl3HkJJdB1J4cuximnZqxANv3o4QAo/Lw4NNR1KYXUTdFrX4cN0bANxxe0fatK5NQKCduNjTR/+6pvPpk9M5uPkIyXuOIxRBvVZ1eH/1axXHaA4/ZHmR2/KPF7N8dxpkFIKU+Dw+Sguc5zS0v+z4+8e/m4UQQ6WUU07dKIR4ANh6sY1UknwlKpB9PI9HOr6Mz+Oj74PdeOjNIec9/sCWo7z/6DQyU3JNyd0VL1KryYUXz1xOT4Wmus1moSC7GF+xuQhrEri5UFnhbv7X2abXw/UP9sQeYGfptJWUlXcA5Bfx9sB3sAb4o5eVgZTY7BZUuxVDl/Qb1otrBrVn7C3vk59VhKIKEjo3YsbhjyktKK0o/X/k2et47bUFbP91J9gsNBjckfeWvXDWe5n07Ex8Pp3V8zcjVAVFVYgIMhVAATb8tLnCeeqFtwdz24EMAoP9qBprEtdtz/RFCMGsCYs5vCMFi8WCUBV2rjmIoRvs35LIhCWjOJKcR6eOpuS0u8zL8cOZtGpWg4AAO5qmM2Rg27NeX3hsmCkxIQShUWeOsE/gns4t2ZeWhcurkTdxHUmHsji6I5m0wxmsX7CRoNAA3GUefB6NvRsOMijqAfyD/Xh3+SsVYam/4veft7Ds69W4nZ4Kr+GjO5Iq9uuagS3IQYX1lyLQFIFaK5rgwhKuu6/r30bw/5CK1yeBBUKIOzhJ6q0BG3DTxTZSSfKVqMC+jUfQNR2v28fa+ZvOS/LOYhejrh+Px6MhhMDubyN5f+oFSf7I9iSe6/U6Xq+GoloIi/Dnxsd68cVT0820NZ8XabGBqiIMA4vNgrfEg8XPj9j4cI7tT8PQDFZ/t57Zxz5j4aRfzIYNo+KXp7gEoShIQyIUhdcWPMvvi7bx06fL+HHSrzz39aO4Stw06Vgfv0A7r978Lgc2HuGRD+6hx51dCAzy49ruTdi9Px2A1q1qnfVefvrsN7RSl9kJqQJUBSkldVrXIysxC4tVpcednU87p3bD04utFEUhcW8amk9HSmjSoR5db2nPlLE/4i7zYLGo1KkdRZME0zjH6/Ex7NqxFOaUUL1uFHOXPoduGOfMRX966iM06dCAyGoRdOxvuoTpusGUj38j6Wg2w0b0IizEj/H3foaj1M1r04bxxvRtOCNC8FSLZv2ONJBQUuAktk4U6YlZVKkWQc7xPIrzSvj1q1Xc/cqZXrIA4dGhSCmx2q34B/shhGDoO3dW7J/wzmLWrTmA2qohXRJiCW9ag437Mxj09A30ue6q832MrgiE8feyvJQyC+gohOgKnIjNL5ZSrvxP2qkk+UpUoGXXJoREBuF1ebnlyT7nPfZEqh2GAapKvebxdLi+xXnPkVIy/r5P8ZR5kbqOgY+knSkcP5xJcFQY4VWCCKkSwu6NiRWkXbdpHPvWH8CQBtc90J0vRn0LQFmJm0GxD5s2dFAxUgSz0vPF70aybt5GGrWvy8GtSaycvQG304PVbiH7WB43P3E9uqaz4afN7FqzD7fTw2cjv6bHnV0AuOH6ZuTtO87K2X+QuOEQLcuzcU7Fiu82mB6lqsKAB7uiSXP2cd8LA3huylAURUG1qPh8Ogf2pFKjVpUKy71Tce3Nbdj4606EENz+3ABadGlEzeY1+Xr6clr2aIojwAyrbE1N44s1G0ny9+Hv8nJ0Tyo+j3aa9+tf4Rfg4KYnTv9fblh9gIXztuDzagwbNJFuraqz5/dDGLrB49e8ClKi1KuJIUHYrMi8Qigq5ampj5DQuRHfvv4DM8fNx0CyKjeLtuk5NIw90zmsSccGvLZgFMf2p9Hrni4EhJwubbB/Typutw9bcCAtbu7AdX2a8fA57+QK4x8gUHYCUspVwKr/9vxKkq9EBYIjAvlq1zvomn6aiuPZEBIZxKipD/PrjLX0e6gH7a9vfsH2S/JLST2SVfG3alXxenz4pEC4NEqL3Vx3dUOT5AGE4MieVKSiIHWdr1+eQ0BoAGVFZSAEPh2E3Y70eAiJDDLzuoHaV9Xk6hvb0ummduz78zCjr38Tj8uLUATV6sXQ445OlBQ4eaTL6+Sl54NPx+5vIyw6jP0bD9OoXT1KisqYNX4hSMmXY+fTfXB7wqoGs37hVr56fT6tujdl0JPXM/6+zwkI8qPf0O7E1DozRzwjMYsXnvqOnPwybDYL0+cNr5AAOIFGbevw2Nu3Ed+kGrUamzOhKXv3sCbExYotW4ipF82etYnMXrmN/FoKRtcoHPWC6JSmcmRHMnVa18Lp8RIZdG7Vx1NRmleMz+0zpR88PpJ2pWCUL3qXFDrN6ElJGQT4oVhUet99Ddfc0JKc43l8/vTXrJq9Hq+/hfybGpLu5+OBKXPZ8MojAGxcso0lU5Zz3f3d6NCvNa16NqNVzzPtKz0uD3nrdkFcFFpJKe3aX5TW1hXFPyBcc0lQSfKVOA1CiAsS/Alcc1Nbrrnp7LHgsyEwLIAGretwZGcysbWjOF6mIQpKESdCHhLWzN1oLqYKgbBa0XwGisOOUerE0HWGvXsnW5bvZd2CTRV59CgKzlI3QlWRCI7sPM7oPm8xZNQAslJy0Hwn5bdj6sUQHBHEH0t2UFpUhkQQGFuFQLtKemI2I65+CUeAncDIIKTTCQ4Hslyi2OPy8tb9k9E1g5y0fLoOasdP2VNQLcpZ00jLSlw83OkV3HEx5v0AacfyCE44GdJylboZ1v4lXGUeNE3iH+Rg4ooXyCouxavpOKwWtm5L4rclO7G6DSL2G+S0tOGJ8WPH4Qyevesj8m5vhFfXeaL31dzf5cKJHgEYqGmZSL9A8PnoPqwX08fMMnX0rVZzAJucjqhVncjIAEZ+dB+71+3nw2Ff4HV5zWce5kALP9lZneggXhs4AZ/Hx+alO/g+YwqBoWfveFylbrTsAkRaLhIYEv0gT00ZdtGG9VcE/yMk/98lOFeiEmfBwa1JfPzMTHauO3DW/cl7jhMS6seND/dg/NLnobgM4fYiLBZsfjYsNgtdB3fE7rAivV5zxnzC9NpuI6RKMPVa1CL9UCrS58HQdTOsoxtoGmZRVTnxb/ttF8/3f5fPnptF1fgoVJsF1d/BlvWH6Rv3GJ+Mno07pwCh+eh9V2ecxS58Hh9SSlylbnJSck1DcFVQ+/qWBAb7seTLleg+vTzzQyMiOhSrzYLb5aO48Eyjsy3rD+OpUsWUZpAST1Epowd/xNZ1B0jck8oLt3zEFy/PxeX0oPnM8JTXo7Fl+R7GDuxFm9rVuKFZQ3q2qI+UEtWiYPW3YlNNs2s1z40rNgCfruPTDeZt3nPO/01hbgkfjPia6WPn06p3M/yrR5oLxX5+ODWV1+Y/S0Kn+jRuHU9goA3h54/idHFd7yaAKWNgroObGkKWAjehS44Qnenig1v7cMfgTxh088cYVU8KjWVkFGEYBjtX7yUjKeu06wmtEsID4+8kLCoEi1XF0Ay+e2vBf/Jxu+wQ8sI//wZUjuQrcUng82qMGjABT5mX32Zt4Ns97xAcfrrt3KuD3iMzKZvtK/ew9Ks1SKcXoSjYHBaenHgvV3VuQGRsOI++fzf3NHySnGM5KHYzHq3arPR7rA+v3DyBrORsLFaVNr2vwkCwefneiiIjw11uWiYE0jBwOz1kufPo91B3Fn69wTTrBnIzi5CKgvBp3P70DbS4uj4fPjqV7GO5SMPUSbfYLPQd2o3r7+zMuDsmAgILOoaEdj2aUqVaOIf3p/Ps/V+iaQYjXxlAtdgQatSPwS/QQXGpB9WiohsSm2HgFQK3w8Erz8whRjVIPZyF3c9Gy+5N2b3+AB63ht1hpU3PBOKiIvhq6Em5iDdeuZnE5By6d2/M78dTKU3KY+tmL3W7NOAbbxaG28udV597TeSTUbPYsGQ7FovK5gAXGTUdBJVo2FWVGvWiaNO7OW16N2fzsp28fNMEMNxoPWKo2q8hbq+XhbPXoFhVajSuxqCRffnkiWnYU0u4Z2gChcmmKYphSMJa1iOiTlVSinyMfHQGLcKt7Fi2HSnh4z/fpFbTGhXXNGhkX9ylHr55/XssVpVrbjkzBfRvxb+ExC+Ey0byQohpmIbd2SeqtoQQ4cAcIB5IBgZLKQsu1zVU4spBSmmSY/lr45TMhF0bDrJ67kaERUVRBbpuUFroNDMjrVbqt4ynfZ/mfDJqNjlp+Tzx/p2ExUWSn1+GkLIii3LGuB/RywufFItKVM1Iti7fhVAqnHJAGkh5gvMlIDB0g8VTViKFCqcU1khdp0qNSIpySxh31yeUFZeBoiIUMKpXwd8iWPTpMn6bvprSvBLs/nb6P9yTsKgQ+jzYjTfu/oSNm5LxOcywxSevLUDPyCU4LICpm96g6/UJrF++j6yMQhrXjWT56oPmWoJm4LQZGAq4fD5SCgv5etc7KKqCzW7FdorlYE5uCQH+Nlq3qlWR5dMvtCEkwG39rwbgAV3Hq+kE2G3kO8uYum4zcWEh3N7WFA4r8/pYFuMm967aBB0u5mhZDlpTf1yhKiFBfnTrb3YOXo+P79/9GaNcmsGZmMdT838hXLWTHe3B/5pYyn4+wk+fLGXK7vcpK3FRp1k82w4cQ1EENpuFntddxbY/j+I9mIlVSvb/cQC304Pd38aR7UmnkfzudfuZ8docpCExdCqyf/4RkJdO1kAIkQyUYDo7aVLK1leSCy9nuOYr4K+2P6OBFVLKesCK8r8r8T8Am93K2DlPcM2NrXlh+jBCI81ydGexixcHfciSr9aSn+ciLCacoIhgM+4vJVLzERYewIo5f7Lupy3sWn+QiU99y4Ov30JYeAAxNSIqQjZSSrCZmSS3PN2Pnz/9leP700DzER0fSXCIA9WiYAkol2Sw2hAWC8JiwR7khyp1VJ8XWeZCLygC3eD+cUOY/vIPlJW4AFFRbOSvqjjTC9B8Os5iF0JRAEmHfq245am+pBxIZ8tvu/HlFYNhYLGqlKXn4SnzUpRXSnZqPgGBDsZPvofpP4+gw7UNUYtKwKcRZGgc7VuV/M6RZPaPZm+Ij0XTVmP3s6JrJ9cPXn9+DkNu+4RBgz8mLe3c33+rqhJgN5/L6Pm/MuPP7UxYto5f95qWgp+u/ZMsm4Ev0Epeuwi8QiKFwFndQX5VUyvG5XRzf6MR7F63z+ykLYLShAgEgjyvG1SFsgQzg+bozhRCo4Kp3iCWH7bv5p75P3K8g40n3+rPgw935cFHuxEc4kf1GpE8POEegsIDqZVQk44DTifxjUu2VQwMAPIy/jnjvRN58pcwXNNVStn8lOrYK8aFl20kL6VcK4SI/8vmAZjm3gBfA6uB5y7XNVTiyqJZ54Y06/wXI2cpK0jaMAyKCr3oPp2mHeuze81eMAx+/3kzzbsnIBSBzWGlSlw4X73yPXlpeQgEBhKlnNwViwUsFiKrVUFRzVx4iwKT1r6Kzc/GjjUH+HTUTDJTcqiI4UiJs8hFRIQfE38fx4NtX8JV6MTm72D8vZ8hFRUsFvBpSCkJDg9k8uoXGNltLEW5JYRVDaF972bUa12LhE4NObg3jYlvLsLr8WG3W6kV5ccb855i2qvzWPrNOlp0aUTcX9QYG7auhVLqQhY6CasXRWGWl+S24SAlVdfnExBoZ3D0UNxON09Pe5TGHRuyZsMhpN2K2+Vl8fd/8ttHS7D72Xh70Sji6pzd+Nqn6xW1Yz7dTC8NKpcROFEra7UqGIYkKiCQZ7uZefwpe49TlF2M7tVQVIXeo/tR1CiMNvXjeXbeL2bkQoXUkS0xAm306vg0AQfysb3RA6+uowg46CygF9CyTW3m/fJ0xTX1vL3TaddYUlCKxW7lx8W7MOrXQCSn4x8SQLsLiN1dcVxeyZcrxoVXOiYfJaXMAJBSZgghzqlLKoR4iHI3qho1apzrsEr8wxEQ4s+rsx7nt1kbqNkwhtlv/4zVaqFxu7pkJ2ZSlFuM1WbhmpvbsuXXnaQezuTGoV2ZOmZWeQdhmKNoKctH0ya2r9mHYbUBGg07NmLvn4eZ8fYijm5PMr+cisBqt+DzaObfQpCbVcKE+z/luSlDmf76fMIiAtmxcjcoZlZRaGwYz00ZSotuCZQWOrlz9AAcAQ7aXt8cQ5dsXbmXjOQcxo74hqw1O0BCg25NefKje7i3wQjKSt08NXkoVruN8fd9RlFeKVd1bsSNj/bkyd5vo5Xn9B8/lIlfUjbxN9TEr2kUY57qReq2ZNxON5pPZ+4Hixh7bVNshU48VUMQEpLW7qOkwElpYRlLZ6zlgddOxuv/WLqDz0Z/R4NWtXhl3CAmLlxHndpR9EloAMBDHduQUVTC7owsHuvcnvSSYlpXj6Nh1XLjlFIngVWDCYsJJSMxiz5DezDixdswDMnAL2ZiqGbxseIzUFwaigF53avj2J2DY2UKts5VcFgt3NCkwQU/D/MnLuGLZ2dgqRGFp1q0KSNtt1KtdjQj+n9Ah55NuX1E74uS1LjcuMiReqQQ4lRhrS+klF/85RgJLBNCSGBy+f6L5sL/L/6xC6/lD+ILMAXK/ubLqcT/A626NaFVNzNLo/k1jSgpcNK6ZwK3jLyBHSv30LhDfbb8upM/l2zH0AwmPPQF3W/ryM41ezE0Sa0m1cjNKKK01FxUDQzxZ9eGgwihIGw2Ug5l8tb9k3E7Tyy6AoqCz6ubueBSmqShquxYs59xi8cQV6cqz/Z+y1S9LC/oCq0awoZF22nSsQEjOr1ETmoeiqow49BExgz6kNTDWSAgpHpEebGMJC8lh63Ld+NyetB9Ot+MnU92WoFZSCRg/6ajSCA/u/jkAzEMdJ+kTb6N1GkH2X1jED2HtOfr139ABto5dryYRV+uZtSrN3N413F6DWnP3t8Psfd308rhr7OliU99S0F2MUX5TvZnlFJY6ILG+SjdTEMOIQSv9jGVIaWUzJ6wmG83rebel25mVtZRvl+/legJW1F9BgGhAdz1itmB7N+ZROpPu7DXDEKv4k/UD0ewpJrGKdkD66DaVCJyvcS8+jt6XBWmpP/Cq28Nxu44t6DYwk+XmhlKHp85ExMGfsH+JG9PQQKJ+9Lo0CuB2o0v7Gp1WXHxxVC5FyFQdrWUMr2cyH8TQpw9/ewy4UqTfJYQIqa854oBsq/w+1fib0ajtieF84LDA7lmkElEc95bZC74CchNz6d+q9pYrRaEXdC4Q336DuvF8/3eQVUVnvr8QV4a+EFFO7pmZtFUkLlSrn2DRBqYM4LyY6XVxuDaT+Au86K5zE6heoNYstMKSN6XRvK+NFZ89wdlTg9Sk9gMnbz0Ao4fysTj8mL3t9HhmgYs3JOM5vXxwLghxDepzozX5iKAei1qkXksz7wGQBqSqGoRpsSCqiKlpEa9KPwC7Gxfa37Xf5y8nKv7tWTgMzcy56OlGLrBnI9+wW4RTN44juj4KsQ3jKNxu3rYHVZi/xKqqdkwFlepG11AbnYJEti74xj7tiQy/fUF1Gocx7Bxg1EtKjvWHuD7D5fgLvOSeiSTnXdXh2wneHQMQ+IscHJ/06dpd0tbNszeQIjTSygKKAKpgqKb3Od3tAhdlxzZahauiZRMNm1NYsRNH5Gbls81fZvz+LhbzhiR3/BwL74c/S22UidXt6zG2oVbcR1Nx1KlCqgKCPA43Zfks/b/xaVaeJVSppf/zhZCLADacgW58EqT/M/APcD48t8/XeH3r8Q/FO4yk3AlUFZcxt4/j/Du8pfJyyigfd9WqKrC98mTOLIzhad7vYliUTA0gyo1IhjwcHemvviD2VB5UdVJVykDi1VBKzf8xjBwFpYhT+Ge7MwivOUuUABlTg9CMWcJIXFhfDnuJ+554UbmTVpG/RY1WTx5OZrPIKRqKF0GmWl/MxM/xu30EBDiT1F+KXv/PExETBh1W9Zi7cKtRMaFUpRTSkytSD5b+zJCCIY0eJqi/FIMCV+N+5Hr7+pUcQ9S08FiIXlfKtHxZljlr7pAJzq112YOZ+OyXWSlFTBt8hqkRcUhJBOf+pZjhzI5suc4V3VqQOd+LfEPcpjRLFUhINiPJnoQm+LcEGiDYo9ZWFbkZMX01RR1jEEPtGHLdRG0NRd3zSAc6WVIm4qhCoSigqIiDR3sVpQyLynH8wFYPm8Ltz7ag6hq4RSWutB0g8iQAAaN7EtsnSg+fmIaqyYtQdd0FN3AyM5BDQogPCKAus3+GeHZS0HyQogAQJFSlpS/7gW8zhXkwsuZQjkbc2EhUgiRCryCeUPfl0tlHgPO7htXiX89TsgInKpffj68OPNxnu/7NkU5xehCZdY7C+k+pCMN254umX14RzIAhmZQvX4MX2weh9vp4adPf6Mgu5iG7eqyZ/1BMEwWF1LSqvtVbFyyvULG2EysFEirBYTA6zVOKiGW48TLvOwSCtbsJyDEn5n73uXYwXS2LNl2xvUX5ZSwZv4mWnZtwrtLTTOfjct28daDX+Au86KWv9eQp/pUVMfe9/LNTBo1C0PTEQLa9EggONhBWbEbQxXUb1mL+q1q89usDdRJqE7thJPk996KdUz9fSutasQx/c6buWZAa1IOpjNzwhIQ0LZ7U0oLnWQk54KUhEeFsGHxdqa9Po+ETg1o0DKeoLgIpn+8gpqGhqxfA2+cgn1HNjLDVAQtqxuCJz4IoRv4Qm34HygkdUQzDIsgbvLeisIz1Wql3V3dKS4qI/+YleICJw5/G6GRgWw/ksYjk+YjpeS1u3pzXesGfPDQZApzis2OVIA9yEGnG9vSrk9LslJyKMgqomr1yIv63Fw2nDpQ+P8hClNJEky+nSWlXCqE2MwV4sLLmV1z2zl2XZxtTCX+tdi2ci+vDPkIRVV4Z9FzNGhVix1r9rF81gZ63H41zbs0PuOcus3imZPyCTdXexS3S0OXUJRXUjGKBUg7msXh3ccJjw6hON/JXS/ciBACv0AHX24fT05aAXY/G3c1fQaplRuQCDiwudwKs3wBNiQykLJiN7qmIxFg6Ka8MbJCJkGoKiiiQjohslwrvUaDWJ6Z+jBblu3kxsd6lzcrebL7G5QWlfHdhEV89sdYNv62G82rmW+pmLUBQgg+eGIG197UBiEEvW7vSFFeCemJ2dz5XH+cxS6e+vRBNv+2k32bE+n7cA9G9hhH1rFcFFVh8saxVK9nqlhOX70Z/3Qv+12p7M/M4aq4aGo2iGXSstGkJ+fQsksjPC4vy+f8QbV60TRpW4eBtUfgLHaReiwXo0scfaLDzPv1GaQMjgQBattIWu0q42BRAVqI1ZxVWBRKWkZS0jYKDEBAwdXRVP0pGQQUtori19ouCn1eBndPoH/dBtS/qgZ2h40lv21D2ZSCt3ooSzbv57rWDQiPDqW0oPREITCuYhcrZ61n9Xe/A5L5Hy5mdurkv33x9VJUtEopE4EzxHuklHlcIS78xy68VuLfi0XTVplZLcDK7/+gev1oXhr0IT6Pj7XzN/Nd4kf4B/mdcZ6iKITHhJOemI3VbiFxTyoNWp0Urhoz6EOyU/PMTBtMwmzQqg5RNSKwOWyEVgnmvlZjsPnZ0X0avjIPsryzOGEr2PXWjgSHB7BwykoMQyJUgWq3oUgDn0dDer1mQZTNgjBXbelyYyvuGzOg4jq6DGxHl4Ht2LDhEM8N/IiaNSMpK3Vj6AaGIXnvyRkc2m6KflWrHYnNYeXwrlSklPjKPGQm5xBTqyqKonDriOsBSN6fxpO93zaP8fowdIN3hn2JXh5GMnSD1fM2EhMfRYc+zam53oWv2IMQLiIeP6lCWa1uFNXqRuH2aUxY/wclkR6ebxOPlJLAiCBKytwgJYuOJVH7qprcO6IHb6xcU54YLtCl5M1PHmVEs2cpXn2c3Btro0UH4o1wlJu4mPMgZ0IEx6uHokjFNCov9mD4wdxDB+gaUIXgLo3QdZ3NL87Dv6gM/y3Had67LcPbjyZxVwoteiRw10uDeHXgBIpzS9A1HR0zpFaUV3JyfeXvxP9Iukeldk0lLjl63nY1VrsFm8NK5wFm4sHFfl/vGNUP1aIQEhlEu+tOHwD5vBrSkEhdYugGrlI3ezcertifnZqHp8yDx+VD0yRWe/kYRmLq01ut7N14hMVTVyINAyHA6u/Aarfw8aqXuOf5fqgChNQBgaIqRNWI4JlJ92OxnmkwPWnSbxQUlHHgQAbtb+mAEuiPYbezb9NRNK+Grhuk7E0jOCQAKwZ4vYSE+RMRc6Z/6tHdxwHwun1ICVa7hZCIIBwhAebDUxW+/3ApHz/1DWNueh9RqqHoYFdVPCXeM9r7ZvN25ifbjUwAACAASURBVO7Yw5K9Bxn36yoWz99KntVOQacosm6thSfQwqTVf3AwQiMsIcoMb0mwSEG0vz9Nrm6K8OpYC3xYijVUTaD4QOggfBIhBUaABWkxQy6o5owgcGcuqYdMHX5DN/CUehCGRNElcx+bzsFN5qxq99r9JHRuzFu/vFBRsayoCrWb1WTMrCf/a9/gS4XLUAz1t6GS5CtxydHhhhbcNro/gZFB/LlsF36BDsbOHUnPOzsxdt7Is47iT6D7rR34OfNzvtn9DuF/cTJ6ffbjtO6RcFqH0fyaRhWvazaMpV3vZvgF2rl7zAD6PdQDRVXM8Ev5SdnHc02DDsOUYdAVBYvDjqfMy22jBvDqgmfxqxqOAGx+Vj5f8/JZCR6gUcNYHA4rUkJpvinTYEoClF+groOus3X5bqwOG4+8fTvNr23E3IlLTS3+U9D++mbEN4olMNSfh9+4hQdfHcRHv43BEuCHCPDHVi4j7HF5STuaxZOvDCAk1J8a1UIJDrLzVwTabShCoCgKgXY7Px46yLG2ftg0O3GhYVgNgU/TSS8sYWjnNiZp6SCF5OVPF7Jx8xGoEoq7Tiie6oEnkpVQvaBqlIdxJNihV8v69KoSR8tfMrhWD2bAY2ahu9Vm5fmZT9CwXT1zhlI+u7M6LLTqaZqC1G9Vh2Hv30u1BrE89O5dTN4+gc43tzvn5+OKQUqEceGffwMqjbwrccnh9fi4sfpwDMMcTX+x4TVi4s80lbgYeFxePnluNgU5xQx/53aiqkewaNoqVn2/kVtGXHdeHXuv28fo/u9ycGsioVGh5GcWmouc0sBit+IzBIqqIoUgIMDKvKSJ5KQXMOyasRiGQdP29Rj66kC2rdlPu14JxNQ8fTFQ03S2bk0mLi6M795eyIq5mwAzlG+xKGhOl5kTXh7jD4kMoCi7GJvDysiP7+PaQRcms6ljf2T+FyuJqRFBw6uqsX/jUa6+sRVCVfn5yzX4vD7qN4/ng0XPnHaes9TN/N17KTN06geHM2LOz2geDelv5fmIBnyybRuOyECmPn0HhiLo/9U3pk+LAcG7CqiyvgAkGKpBygN1AGGO4k9UL6sAEn+rBScGGOAnFdY8+zCh/o4z7mPai7P5/t2fqNeyNrXaN6Jz/9a06drojOMuBS6FkXdQaDXZ4poRFzxu3cJRl83I+1KhMiZfiUsOq81CZGwYxfmlWKxm2AHAWeLCP9DxH8Vaf5mxjlXzNqL5dCaNmsXY2Y/T9/6u9L3/wrrjNoeV95eZmS6GYZC0N5WZby4gpEow9dvWY+JI02WKcncnAJ9Ho2HLeA5sTWbv5qM83ns80pDMen8Js3ePR7WcHNVbLCrt2tUpv2cVUZ630+XG1gx48Fqe6jnOPFBVkRaVokI3qCpI2Ln+AK4yD73u6IRa/t7Hj+eTnl5A69a1UFWFrWv2s/CrtVisKve9MIBOfZqzdOYGPn9pLrpuVMxGNO9JvRuAP5ft4s0Hp2KxqtS9uw0fFiQS+/luhC7RbmrIgj+XEFbixhLux10h3+NLLyF2Sy7OWAcFrcJRS8z2hCIQUpiZSIBUJEIHc6aiI7wGZbbyYIAKXsNAniOQXSuhBqqqcGDzEQ4fL2HNb/v5ZOFIqtX67zr/K4F/SzjmQqgk+Upccggh+HjFC2xfs58m7eriH+TgraFTWPvTFuq3iOf9xaNOI8vzISQiEEVRsFghvGrwf31NiqJQJ6EGL882R2e5GQUVKYCKInht1uMAvP3wVA5tTzlxkundKs1OwufVz3nddz7bl8xjeaiqwkOvDWTikzNMWWPFLCQ6gej4KsTGR7L8uz9YMedPnMUuBg3vTVJyDo8++jVCCDp0qMtLLw7g96W78JaHONYv2kGnPs3JSMlF85nx/lqN4ohvGMudz95w2rUsnLYGn1fD59X4Y/0e/G1ehGaGFxomeQhpHs/BbUmURvvj0XUil6VjKdOxZbpxV/WjqHU4gcllWEsNctuHlxO3wFBBWgAhCdiUTdiK47hrBZN7awMwDDrWr02Yvx+56QW89cBkAEZPfYgqceGsmbMBr9s0NzdKnYjQIDyuM9cSTuCLZ2fw69er6ftwT+4be65EvcsIiekn8D+ASpKvxGVBSEQQ195sukb5vBprFmwGIGlvKmmJ2dSoH3O+0ytw7UCzjaK8Uq6/u/MFjr54RMaE8fn6l1n741auvqF5RaGR3c+GooiKUNNVnRpQmFPMjUO7nddLNSI6lLd+ODm9P7LT7CiEEGAYSCFQLCqvzRrOgk9/wyhPqSwslztITspFCIHb7WN/uYF47yEdWDV/C7pu0Pde894HDuvO0T2peF1enp54N1HVI864ll63dWD374fN2UndcHIDPISsSkXxGtwysi+db27PznUH8KsWzJDvFqA7VFSXWcoa+mcW6DqZ11dHC7eBFKCb2s1muAakCuFLU1A0A7/DhUQvTMK2LYs6d9jhNpg9YRH7NyeClMyasIgRH9zNTU/cYNYqAPU6NqT7kI7UOUW64OCWozx/3RsYusETnzzIgolL0Hw6c97+iUFP9SMo7HRvgj0bDrB3w0G639GJyLgzn8Elwf8Gx1eSfCUuP6w2C626NmHnhoNE1Yj8j+LzQgi6XkTs+r9Bjfox3Dmq72nbnp8ylAWTVxAcHkDTDvVo0CL+v0rlGzpuMBNHzKBGw1iGPNUXt8tDx74tUFWVe168yQxlWVRufco02e7QoS6NGsWSnJzL8OE9AKjfrAY/7HvbdIEqn0EEhwfyxqzHANA1UwY5IPj0hewuA1rTvFNDLFaVA4V53P7ND6SOas1DdRvT/Xazs2jTM4HFq7ajSkHm9bEEHinGkusiYFcOQpdELDtO9s11QZdYC9z4HS/FWT8EPciK0MEb448t09T7D9iXj2ZI1sxez5ivH6dGg5iKzKYTnXlo1WBAonl10jbvp+/Cp9F1HVU17+vj4VMpyTd1cd5/6HOCIoJwl7oJDA04Y6E+IzGL0b3Gomk6S6Yu5+tDH//H/5+LQWW4phKV+A8wds7jZKfmExkTetEesv8NvB4fc95diNercfuo/vgFnrkIeD6EVQ3m/pduOmN7XlYRL90zmdJiNy9Nvo96CdUB2L72AO8M+5Kq1cJ5Y84TBIWZWTCdB7Sh84Czm2CERgbx0oxHT9vmcFh5b8KZYYkT8fq/ojC3hOE93qQwp4Q7nrmB20Zef9r+kAhz5NsquBq/j3yYpVNXsHjMz4xfn8JvTW0Ul7pgSxbeBqFo4SoF7cIJ2JNPwG6QqkAPtCEEWJw6sbOPgAEhm3M4/kgjpBWy726M43AxWlQAFg1Cf9iHERPEgcwc+j/UvbxiVVYsjBflllSocBbnlTK83fMc2ZZEr3u78uy0R6nfsjYHNx0BwGq3MmXXe+z9/SBNOzU8I0RWUlAKAnSfTlFOMZcL/5bsmQuhMoWyElcEiqIQXSPyshI8wNyPljDn/cUs+Hgp017+/pK1u/S7P0g5lElOegFfT1hSsX3qK3MpzCkheX86a3/aesne70LY/fthnMUudN1g4fQ15z02zOFgxtPfkpOax6qv15J5KJMi3UfRVWHIU2YpziZh5PauSUGXWPK7xZlhGt0M4yiGRHXpZgRDCKTNgrt+OHqIHU+YnZw7G5PfrRorDhw11xX6NKdDnxYVs6CEzo2IjAs3jeJtKsl7zLqAZV+t4s5aj9KkU0NUq0lHXpcXq91Kx/5tCA4PYvPS7Sz/dm2FIXu9lrW5fczNNO3UkFfmnZ5VdMkgL/LnX4DKkXwl/qcgdfPbJ+E0C8L/L+pdVQOrzYIQgiZtalVsb9qhHumJ2ei6cYZRyOVEk/Z1sDlsaD6dXkPO742qKAqxdaLITcs3JX0CrAjNQEqBVATCV76gKgWuemEoJ3RbFIEWbqewQxQBh4ooaFMFU7vZbFdaAA38EguImHsAAUQmtCIlLovXhn+Dxary+uf3EF3NJPcpu95n1XcbqNEojg+Gfk7WsVx0TScrJYdJj3+JoqjomHIUJywI1y/YyPi7JgJwYNNhhk98ACEEt48ZyO1jBl6mp3uiGOpfwuIXQCXJV+J/CreM7IPb5cXn9nLXi5eOBNp2bcyEuU9QVuomoTxtEiCmZjjS50P3aowZMIEug9ox5Om+1Gxw/oXl3IxC8rOLqXdV9f8q5h9eNYRvto2jtKjsjKKxUyGl5P2Hv6Aw30W9dg0Z+el9fD5pERsW7Se/XSSe6v4ITKIXOignVDwFgPm6uE0VilpVRVo5Gaguv2bFBkFHClA0c/vWhdtI3JtHxvF8hBBMGjWTnQs3EhEbztu/vUS/Yb0A+GLXe+xcvZfXBr2Hrum4S91cdW0THP52rn+gO4GhZthryZTleMrMLJxjB9L+4+f0/8Ilkhr+u1FJ8pX4n4LNYeOB1wdflrbrNj1d6lfXdCY/N/s0scJVP/zJHyv3M+nX0VQ7y8g+9WgWW1Yf4KvxCwHJtTe2RhgG0TUjuWV4z4pyfl3Tyc8qIjI2rKITyDyWx6IZ62jatg7teyVgc1gJd5xJ8KlHslg5byPdBrZB9+ms+uFPfKjs25rM12/+zKB7rmHrl+vxDxNo1QPQBShlPgIOFOCJDkSP8ENBoPsk1vRCfDEBSJutvJbf1K8RXsn/tXee4VVUWwN+15yWRioBDaE3aVIFRETAAoIFQa+KBUVFxU+99navBXu7dr12sHexXRWVIiACUkSq0oshtISUk5wys78fM6kEAkpycsJ+n2ce5uzZM2ftOWHNmrXXXkuZJp2/zWL3xjxMJ71Byknt6ZDQiLnT7Fz5K6cuobgwwJY/srisy428te45QoEwlmVx1NDuPDf/IS7vdiNmyGTZ7FU8Pv0e2vcqe4j+On0ZYMfsn3ThwL/z8x0w2pLXaOoBSilemfApi2etYuwdI+g5cP9XYQYDIVwed8XFSC7bpbN1444KSn7pvDW8dM+n/LFkEy6XHaKpLMW0j+YSDobweD00bpbGwBG9CAZCXDvkYTavyaZr//bc9+7/AXD76OdsRT9xJk98cQMtO2TsIdOOrFwuHzABy1K89+Q3vDj933ZKXwsQYe3SzXz7/lxcSQ1I2xAmJReytuXQ6OPfMR2llj2uO1a8D/FAcdskO87fAl92MUkLdlCcEU9RuxTiF2wj59fNiKlQzZPYcdYRfPa/+SzIVwwf3o1jzzyae065v1S2UDDEM1e/xqzPF2C4XZx3y2kMu2QQLTo2ZcvqLMQQGjWruKq42+DO/Dp9Ob44L71P7r7fv83fJop87tWhlbzmkGbZvDV89cZMAv4gD49/nQ+WP7Lf5z557RuIy4W4FN0Gd+LYEb344NnvOaJHC7ofW7He6Z0XvkhRYQCUwgwrxBB8sV7i4zzsyg5iWRYuw+DZG9/ii5enooqLQYRfvl9KMBDC6/MQLAqhLDtmvWRhUWU2rd5aOhehLMWShesxvT6UvxgxDE6/fDDTP1sIFkjQxPXqItILAyhlYQCW28BVEMRs4EMZ2Ja7403KeG8dRsCkwdJcdgWFUGqsE/8vHNmhOb+9+zuuXcXkKcXHP6/n/aXLkKycUtmS0hrw46fzQAysYJiJd3/A67e/TfNOmYx79AJ6DelGSqNK+Yom38Lqxetxe108cfmLNGqaxmWPXFDjE/gQPblpqkNH12gOaVIbJYKyFz6lH558QOdmb9xJKBjGE+vhuNN7Muz8/kz8+W5uff6iPcL+vJXqnt701AXc+fIl7FyfjXLSIv/3no/58tXpqEDArjtrmhye0aC08MrdE8fRc1AHPE3SuGPCZFYst33UUz+ex7kdbuLu85/HG+PFHetDuVxYHjcvvzUbK78AKz8fMz+PV++dzOpfN2KaFmZBIcFA2DFaBXdCLK6EeFJ+ykYCJoTBZdr+eldAIaaj9AxBKQt/+2TCKT5U2GLZN0swdvlLngeETQv/+p3g8QCCO8ZL7o48VNhEWfbkqgrbIZUblm9m3W8b8ecV8ejY55j63qzS++Ryu2jfqzUv3fQmsyfP46uXvmfKpH1HEx00lKp+iwK0ktcc0mS0bMTDn1zHuLtH8cAH1+yzb872PPJ2FZZ+/ueTF9KxTxuOPbUng8/qu89zH/v4Gvqc0IlWnZrwr5fGMuiMXiz6cbl9MBxGhULsynby3jsLhDw+D+dcX5ayoE2XprQZ1IkcEXJyCnlj4kwAXrz9fXJ35LPoxxXcP+5VwmELMQxUWiJKCd0HHIEYgtvnRVnY8eqGYIXtjJniEtwNU1GGByOs8G4rIv73HMSwJ2O9pkFcQNg1uAmF7RLZNrQJeUel2jLuKqvHKkoc145FTKN44lfnIQoMr4dmHTJRyi7CgmnabyolmTgV/DLlV24dch9TJk7n8UteYMOKzRXuX0JSnL1wSmSPxV81grLL/1W3RQMRcdeIyHXApdher9+Ai5VSdaN6r+aQo3235rTv1nyffWZ+uYhHr34DMYT73h5Pl75taNGxCf/5+pb9+o7M1o25+/VxpZ83/p7FZ6/OALfbVnZex9KP8eGK8eIx4IYnL+C4URVX+3bs1ASv134IdO/ZAoA2RzZj6c+rCRaFCG7NBZcLt9dN02YpNGsYx+mXDqd5hyYkNkxgd4HJ52/OwioscmrJhpEYJ1Wx2EpYLIVRHCLd5aXAo1AKXrjsNNL9wsjPPqXICTsxwiaSkozszrf9/h57DAnpCVx6zyieuvo1FBCT4GPEDcN5cuyL9mSmywDLnqgtCZXMWpPtrIotEaVixNH1r1xJq65fk56ZxoCz9h0yetCIEku9OmpdyYtIE+AaoKNSqkhEPgDOASbWtiwazf4y9ZP5hJwJ1jnfLKFL3zbVnLFv8nYV4nIZiMdNYloCqRmpbN2wgxZHHM6pYwbQ5eg2pGfsWVykd5/WPP/ixRT5g3Rwcr/c9dZ43n74Cz54ZgqETbAUjZulkPXTCjYUh1jwzWI+3vJCaeTO8WMGcOfpj5CTrRBisIqL7RK3HjdNW6SycfFakqauZ1BGJr1uHUaS4eapIY+zqzBMoxQfOR0T8C3bTuzGfFwNEqFhQ4yC/NKIw8LdfpbOWkGvE49k+Zw/8Pdvyl3vfEtSKAQixPg8NG6byYZlG+1gHaDvKT3p0KcdW1b/Se+hPWh2RJMK445PjOO8O2ouLr5K6oeOj9jEqxuIFZEQEAf8GSE5NJr94rSLBrBg+grcbheDR1WdruBA6NSnNSPGDWLJ7D+4+I4RdK7ioTHtk/lsXpPNaWMHlqYpAGhRKfeP1+fh5DED+OiF77DCCiwL/+6i0uOm4/suoV27w0hOiSd3W4Ht/khPIVActgulxMeW+sxXzV1Dz5U5LF+7nYLdfpTHh2tnEWnT7Rwzlqkwd+6CuDjMgkL7TcDjgVCIuV8t4LFpE3j+ng9Y9OEcEp3KgaIUxYUBXF53SRg+zTo0YdEPS1n0w28MuWgQW9dv490HP2HUdafgjdl7UriaRqwo8cdUQ0SKhojItcD9QBEwRSl1XhV9xgHjAJo1a9Zzw4YNtSukRlOJYCDkpD3evzTJf4cF05Zz7yUvEw6F6dy3DQ99WHUBCzNs8tv8dRzeLA0zGOL5295nx5YcrnjgH+Rm5zLz03mccdUQOvcri/bZsCqLqwbfRzgQRhwfd8i0FXtwZy6mv+wBgSGQloKnOIDl8jiTrvako1VUDIGAPYdglnuQiCA+HyKCVTKJXAkjsQFWXj4AsQkxBAMhzJBJRpvD2LF5J0rByH8O59IH91AN1XIwioYkxjdRfTtdXm2/7+bfVeeLhtT6xKuIpACnAy2BDCBeRM6v3E8p9ZJSqpdSqld6et0tLKCJbtYs38Lo3ndxYb8JbFqTvc++Xp+nVhQ8gL/QnqIyTQt//t6nqx654V3uufx1rhj6GEqE+967mjsmXs7sr5ewYPZqxj8+poKCB5j26XxMU5WuWk1MS+CmZ8fQrHkqZlFRhb7i9iD5fkLFQaRcsjQrL99W8FA2n1B6jrvUpy7uMmdBfHIc3lgP4nKhXGX3MTGtgV1BC2jeKRMzbBEKhPjfy9+zs1wIZm0iKERVv0UDkXDXnACsU0ptBxCRT4B+wFsRkEVziPPRi1PJ2Z4PAl+8MYvx99Sy33cvHDOsG2uXbWbjqq2MuuJ4XpnwCS2OyOCEf9hRPGuWbiIcMln2y3qK/UFiYr2sW5nFltXZ3HvpK3YEjcDOrbk84CymKiEm1mtb2yJ4vG7unHQF4/v92z7H5UwEO8dLJlMNjwcrbIJlYRUUVJiUFLcH4g1UccBOXlZShNuZ2AVo3bs9+QUhEpJj6TOkK7M+nUtWYQHhYJjsDdtLr+X2uIltEEtBTgGFu/1898YMzrllRE3e6r0TJUq8OiKh5DcCfUUkDttdczygC7hqIkL3/u2YM2UpCjjyb06mHkwMw2DMLacB8M9hj7Jq8XpcLhfrV2WxbP461izZgGEYHDfyKH6atpIW7Q6j13FHMOmhL0pT+oKdy78yg0YexUfPf0+gKMjZ1w4hs01jLFNhGAbK47GVs2nXpi1BKVXqXilRfvFJccSnNmBHVh64XUhcnB2tEw5hBYKUn7lc/8c2EGFXdi5Dzu/P/R9dx/het+APmxUSyaVlpFBUUPY2cUTvCP4mWsn/NZRSc0XkI2AhEAYWAS/VthwaDcBJZ/WhTadMXG4XzdsdFjE5goEQ0z9bSGJyPH1O7FQhhPDPjTtA2f73j1+dASGz1M/t3+2n9zFtWLt8C6t/28TJ5x/DjM8W4C8opt/Qrlw+YRSfvz6DSQ9/icvtoku/ttz05Pm8ufA+CnKLSG+Swkt3f4wRH2tXqwoEsAr9YLjAtFAqjLgMYuK9+AsryuzPL8LyxSCxMXasf0mR71BZmofkw1PILy5zDVnBEL/99Acjxg3moSn/5pqjb7dX1BoGohTLZq/C5TIwQyZterSk26DONXvj94ZCJyj7Oyil7gLuisR3azSVadWxSfWdapAta7dx5YkPEQqEcXvdXPfYaAaPLJvL6zG0GzM+nmfHl5uWHVsfChKfaFvSMz6dT7E/yGPXvslrs+/kv9PuYOGPq+jQswVJqQm8MmFyafjn3O+XMuWDuQw4tQdfvDGLzNaNmPLOT3ZmYbcL8SaQ2iyd3VtzCRUWg2GgvB7CsXHEJlkU7S4oTVKmLEXRjlxc6Q2dvPMKQhXrtubmh5BwCEJh8Nj++Dn/W8wtwx/i2FN72A+W2LLFTasXriMhJZ4WnZty8+tX1c4PsBfqS3SNzl2j0USY2V//WqqEw6Ewf27YUeH4tRNGcniLhng8Lj59/geK/AFccQkEYnz8MGU5KMEQyF6/nSsG3k/QhN05BRgug0mz7qR150z+WLLRLiyuIBgM8/D/TeK3n9fg9rrp2rct839YaodOWoqcXUU07ZDJphV/YimFKvQTKigkHBeLKzUFpcDKybGVutcLCBIXi6+4ACOlAf6iMFZRkf0wKihAGYb9ZhIKodwuUIrF3y/htx+WlI6xpKi6Ugp/XhEnXjCQ5h2b1ubPUInoSVtQHTqtgUZTyxTmFZUqdYCeAzvg9XkQgebtMzjlgmPYunEnprMaNDbOx7mXDmT5zFUYwJnjBpHZMZNQ0MQwhDOvOqFUIW3bsottm3dS7A8SDprk7shnwptXkpCeBF4PJgZvPjGFbVm5pdcPhUw8Pq+TbM2g39Ajue3FsRgu24WCaYLHjfi8KMNAFdgrXH1JCUg4jGGZxMT7eH3FU6j4eMTnw5WUVEFJlihwVVBoT9yaJmbYJKlRIi5RWKaJCtpvAWbYJKNNYwBysnPJ3b67Nn6WipQUTtG5azQazYHw2WszOLvr7Zzf6062/2mHB7bulMnbC+7ljXkTeO7bm/n3hS8ybvAD3HTm06V+7gUzVrJs/lrydhXw3fs/c9ND/6BTj+Ycd3IXzh1/PEcPPRKX2yA5rQGX/ut00jOSGX5+P5q0SsdfUIy/KIQSA0QI+gNkrduBCPQ+vgNFBcUEAyGUUjRrlc6/XrmUlh0yueyeUXYOeZdRqtAkGLJdRkCwsBiJjyclwU3f49pyx+jnCBYF7dh6w7bcgdJonari5RNT4klpmGCHY5bE2gssnbWSae/N4rwW4zmv+ZUs+O7XGv5lqsDajy0K0O4ajaYW+WLiTMywRaAoyMIfVzLEKd2XkBRHQlIc27NyWb8qi3DIZNXiDRTs9tMgOZ6mbRujFMTEeWnXtTkt2jbm8TftXDj5uX5+nbsWd6yPmKQ4CvOKuP+NK2jqWMONmqTQpUdzFs5YaYc4lihdpZg5+ReuvPdMVi1chxW22LZ+W+mkb49BHVH+AOKU/Ovevy2F+QFWz15m59B3ubDy8tm2O4/v12VjNLTL/AmACIbXhzSItxdFhcN2dI5Sdlx9KAQCm1Zl7XGPRIQPHvuclMZJhAL2g2LGh3PoeWLXmv+ByssRJZZ6dWhLXqOpRYaeezRujwuPz023/u33OJ7WOJFOR7VCDOGoQR1JSIoDILNVI57/9mZue+Eibn/hogrnZG3YQShoEigOs2HVVt598huuP/0JLMdyfveRz1ny9XxcBfm4i/0YllnmbjAtjhnenTZHHIZbmZwx/kTmT1tOsT/AYc0blgTFIIZw/Dn96DO8B2ZyMhIXZ/vjVVlVaysvH5WXj1Xot4MnY7z2xC1guN20P64Lfc4eQAyOxV6FDhXDdu2YIZPk9ER8sd7SkoC1Tj1x12hLXqOpRc688nhOOKs3sfE+fLF75mUxDIMH3x1PUWGA2HhfhVDKjJbpZLQsW/0dCoa54/wXWLlgPYc3b0j2ll2EAiGsMASKgqU66KcvFhAsCuHxuTll7HG07d6KaZ8tYPHMVRx/QX/SDkvm6R/+xR9LNnHdiCexXphGZst02ndvgRHjxQyEUD4vj93wLoRNxO+34+IVmDE+KLZX5JZavuEwYplYlp3yWICUxkk8PeU2rh9wJ8X+wB7jvurpi9m06k9+uM6PQAAAD/VJREFUnb6Mjcu3gAG9hnbn6TkPICK1UCSkEs4D8GAhIi7s9UBblFKniEhL4D0gFTuc/AKlVHBf1/iraEteo6llkhs2qFLBlyAixCXEVFvge8WC9fzx60ZCwTDZm3cxedWjXPPg2XTr3467XrsMl5OG4LzbRuCN8ZDSKIlRVw/luJFHsXbNTtyJCcyZtoqAU2VqwmWvYIZNlGmxac02Zn61CNNwIclJGHFxtuVdUAiWgpCdA9+unuTIadg+fzGEY0/pTkZGIj6vi+TGydz0zIUYhoEvzlsqVwnuGC+nXjGEq5+5lE7HHOG86Xho1LQhHq+n9hV8CQfXkr8WWFHu88PAE0qptkAOcMlBlLwC2pLXaKKUZu0Ow+1xExNHaerjIecezZBzK+ZbP3p4D77Y+So7t+5m8ezfadetGbt3FmCaFuGQScFuP76YpLKHilPyTynwJMQ5WSwdpSb2bslEqoigvF7E60GcRVBKwcxP5tF7RB8yTYtrHzm3NG3y2AfO4/FL/8v2zTspyCnAE+Phsal3lVbSuuLxMTRunk58UhzDLouAi6Y8B8kdIyKZwHDspIzXi32jBwOjnS6TgLuBFw7KF1ZCK3mNJkpJTkvg1Zn/YsvabbTr2myffUPBMOOHPkKgKIQvxsPoa07iq3d+4sRRvUhrbNdVvXfS5Tx23dts25LDyHEDWblwAz9PWWJXSTIEwiYqNtaOgvF6wSWQV4jHbYBlYZYrO2uZFvOnLke53UwY9xrPfHkD2zbt4IZB9xBw3DUuj5sPt75CfIOyxVCx8TGMvm3kwb9ZB4rCfmOpnoYiUj4ty0tKqcor+J8EbgYaOJ/TgFylVEkc7WagxlbkaSWv0UQxiSnxJPZsWW2/Yn+AwrwizLBtvQ8/ry+jrz6hQp/m7Q/nmf/dCMDKRet59+nvSidHXS6DME5UjNsNcTEYYkBsHG07N2HV/NVQ7CyQ8nlwN0jA8njAsli9dDPDW17HYYclUn62NSEpjth430G7FwcXBWq/fPI79pVqWEROAbYppRaIyMCS5qq/sGbQPnmN5hCgQXI8F944jMaZqVxww1CSUu0iJKuXbOSRK15j6odzK/Rv1CTV1jqJcbiT4xk48ig7v4zPCYs07HqraY0S6danlT3B2igNSU+l8RFNGf/Q2UiJ3lIKy1Ts3OWndY9WNEhNYPC5/Xl27gMYhsH8bxcz/f3ZmGbF4iYRRWFPvFa3Vc8xwGkish57onUwtmWfLCIlRnYmNVg4SVvyGs0hwj/Gn8A/xpdZ75tWb+X6kx8hFAwz+6tFtD6yKc3bZwAwdfICTAUUhwklxpKd48fjMjANQbldKAVpjRrw5vTbeOWBz+0JV8eHvSs7n5fu/pSMFg35c90OEMHtNnB73Pz7/etoeFhyqQwzPpzDoxc/B8DvC9Yw7pELa++GVMdB8MkrpW4DbgNwLPkblVLniciHwJnYin8M8Nnf/rK9oJW8RnOIcu8lr5SmV7AsVSHqZc73y+1cN4BhKTJaNeKfd47g56nLeeOZ7xER+g/pgojQqkMGvhi7nJ8oRbE/iOFx0eeEziQkxtCyfQZpjZNo3DSVxJT4CjJsWZ1FOBTGDJlsXLGl9ga/P9RsHPwtwHsich92Jt5Xa+qLtJLXaA5RPD434nUjwOibhpPZpizV8uirT+DeKybh9bkZfvGxnHHhMSQmxTFy7ACO7NuGnB359OzfFoDjRx5FcsMGBItDxDeI4clbP2Bbdh5fvfszI8cOoO+Je08XfOoVJ7FkxnIKcgq4/LE6ZMXXQIIypdR0YLqzvxbofVC/YC9EpMbrgdKrVy/1yy+6rohGczDZtmUXk1+ZTpsuTRk8suri5Fs27uSaMS9TXBTk5gkjOe6kzphhk+IiW6FXxaT/fMOHL07DsiyOGdKFO56tXeV9MGq8JnkaqX4Nz6q23zdbn6/zNV61Ja/RHKI0apLKuLv2Ha740/SVFBUFMcMWn7wzhy7dm3HVsMfIz/Fz8S2nMOqygXucM+KiY1m5eANFhUEuvmlYDUlfC0SBAbw/6OgajUZTSrE/wNO3fcCD/zeJnO359Dy6NR6PC4/HxUmndmfxrN8pKgximhafT5pZ5TWSUuN58I3LefLjq8lo3rCWR3CwUAcruibiRMSSF5Fk4BWgM3aw0lil1JxIyKLRaMqY/PqPfPfRPCzLrvl6y9MX8M7XN1BcFCQtPZHtWbl4fW7MsMlJZ9WKSzkyKFD7Fydf54mUu+Yp4Bul1Jki4gXiIiSHRqMpR0JirF0sRFRpBsz4hBjiE2z/e/rhybw5504K84tJTU+MpKg1z/6teK3z1LqSF5FEYABwEYCTea1Gsq9pNJoD4+TR/TBcBkUFAU658Jgq+/hivPhi9p5grd5QT3zykbDkWwHbgddFpCuwALhWKVWhFryIjAPGATRrtu+8HBqN5uDgchkMG90v0mJEHqWqrGQVjURi4tUN9ABeUEp1BwqBWyt3Ukq9pJTqpZTqlZ6eXvmwRqPR1Cz1pGhIJJT8ZmCzUqokWcZH2Epfo9Fo6ggKZZrVbtFArSt5pdRWYJOIlNQ+Ox5YXttyaDQazV4pSTVc3RYFRCq65mrgbSeyZi1wcYTk0Gg0mqrRIZR/HaXUYqBOLwXWaDSHLgpQUWKpV4dOa6DRaDSVUftdNKTOo5W8RqPRVEG0TKxWR1RkoRSRfGBVpOX4mzQEdkRaiL9BtMsPegx1gdqQv7lS6m/FXYvIN9iyVscOpdTQv/NdNU20KPlf6no6z+qI9jFEu/ygx1AXiHb5oxGdhVKj0WjqMVrJazQaTT0mWpT8S5EW4CAQ7WOIdvlBj6EuEO3yRx1R4ZPXaDQazV8jWix5jUaj0fwFtJLXaDSaekydVvIi8qiIrBSRJSLyqVM2sOTYbSKyWkRWiciQSMq5N0TkLBFZJiKWiPSqdKzOy1+CiAx15FwtInukha6LiMhrIrJNRJaWa0sVke9E5A/n35RIyrgvRKSpiEwTkRXO39C1Tns0jSFGROaJyK/OGO5x2luKyFxnDO87Oaw0NUSdVvLAd0BnpdSRwO/AbQAi0hE4B+gEDAWeFxFXxKTcO0uBkcCP5RujSH4cuZ4DTgY6Auc68td1JmLf2/LcCvyglGoL/EAVdQzqEGHgBqVUB6AvcJVz36NpDAFgsFKqK9ANGCoifYGHgSecMeQAl0RQxnpPnVbySqkpSqmw8/FnINPZPx14TykVUEqtA1YDda6qsFJqhVKqqpW6USG/Q29gtVJqrVOq8T1s+es0SqkfgV2Vmk8HJjn7k4ARtSrUAaCUylJKLXT284EVQBOiawxKKVXgfPQ4mwIGY9eRgDo+hvpAnVbylRgLfO3sNwE2lTu22WmLFqJJ/miStToaK6WywFaiQKMIy7NfiEgLoDswlygbg4i4RGQxsA37zXwNkFvOeIvmv6eoIOIJykTke+CwKg7doZT6zOlzB/br69slp1XRPyKxoPsjf1WnVdFWV2NZo0nWeoeIJAAfA/9USuWJVPVz1F2UUibQzZlP+xToUFW32pXq0CLiSl4pdcK+jovIGOAU4HhVFtS/GWharlsm8GfNSLhvqpN/L9QZ+feDaJK1OrJF5HClVJaIHI5tXdZZRMSDreDfVkp94jRH1RhKUErlish07PmFZBFxO9Z8NP89RQV12l0jIkOBW4DTlFL+coc+B84REZ+ItATaAvMiIeNfJJrknw+0dSIivNgTxp9HWKa/yufAGGd/DLC3N62II7bJ/iqwQin1n3KHomkM6SURcSISC5yAPbcwDTjT6Vanx1AvUErV2Q17QnITsNjZ/lvu2B3Y/r1VwMmRlnUv8p+BbQkHgGzg22iSv5ysw7Cjm9Zgu6EiLtN+yPwukAWEnN/gEiANOyLlD+ff1EjLuQ/5+2O7MZaU+/sfFmVjOBJY5IxhKXCn094K26hZDXwI+CIta33edFoDjUajqcfUaXeNRqPRaP4eWslrNBpNPUYreY1Go6nHaCWv0Wg09Rit5DUajaYeo5V8PUZElIi8We6zW0S2i8iXkZSrPCJyWklmSxG5W0RurKLPiGhIiiYi3URkWKTl0GjKo5V8/aYQ6OwsRAE4EdgSQXn2QCn1uVLqoWq6jcDOgBlxRGRfq8S7YceyH8j1RET0/0NNjaH/uOo/XwPDnf1zsRcJASAi8U7e9fkiskhETnfaW4jITBFZ6Gz9nPaBIjJdRD5y8vy/LVUkUxGRa0RkuVMH4D2nLVVEJjttP4vIkU77RSLy7N6Ed777NOBREVksIq2d7RsRWeDIeYTTd6KIvODkYV8rIsc541shIhPLXbNARB53xvaDiKQ77fu67n9EZBrwsIj0FpGfnHv2k4i0d1YDTwDOduQ8u/KbiYgsde5tC0em54GFQFMRucn5HZaIk3ddozkoRHo1lt5qbgMKsFcdfgTEYK+aHAh86Rx/ADjf2U/GXtUaD8QBMU57W+AXZ38gsBs734gBzAH6V/G9f+KsYgSSnX+fAe5y9gcDi539i4Bnnf27gRuruN5E4Mxyn38A2jr7fYCp5fq9h51U7XQgD+jiyLoA6Ob0U8B5zv6d5b5/X9f9EnA5nxMBt7N/AvBx5bFUNR7sVZ8tnM0C+jrtJ2EXuBZH1i+BAZH++9Fb/dginqBMU7MopZY4qWrPBf5X6fBJwGnlrM0YoBm2kn5WRLoBJtCu3DnzlFKbAZwUsi2AWZWuuwR4W0QmA5Odtv7AKEemqSKSJiJJBzoeJytjP+DDci8RvnJdvlBKKRH5DchWSv3mnLfMkXUxtoJ93+n/FvDJflz3Q2VnVARIAiaJSFvsB4bnQMcBbFBK/ezsn+Rsi5zPCdgP1x+rOlGjORC0kj80+Bx4DNsSTyvXLsAoVamwiYjcjZ1rpyu2ZVlc7nCg3L5J1X9Dw4EB2G6Wf4tIJw5eymIDOx95t70cL5HPqiSrtRdZS+So7rqF5fbvBaYppc5wHqDT93JOmIou0Zi9XE+AB5VSL+7lOhrNX0b75A8NXgMmlFi15fgWuLrEry4i3Z32JCBLKWUBFwD7XZrQmURsqpSaBtyM7QZKwLZKz3P6DAR2KKXy9vOy+UADAOecdSJylnMtEZGu+yufg0FZFsTRwKwDvG4SZRPYF1Ulp8N6oIdzvR5Ay71c71tgrPM2gYg0EZE6XQxEEz1oJX8IoJTarJR6qopD92K7GpaIXfD6Xqf9eWCMiPyM7aoprOLcveEC3nLcJYuwa3nmYvune4nIEuAhytLl7g/vATc5E52tsR8Wl4jIr8AyDrwcYSHQSUQWYM8PTHDa9/e6jwAPishsKj4ApwEdSyZesXPBpzpurSux5zz2QCk1BXgHmOPct4+o+LDQaP4yOgul5pBDRAqUUgmRlkOjqQ20Ja/RaDT1GG3JazQaTT1GW/IajUZTj9FKXqPRaOoxWslrNBpNPUYreY1Go6nHaCWv0Wg09Zj/ByNnFnlPhtD3AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -- wrote /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN/OUTPUT_CN/HIST/figs/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN_Fig_5b_soilCN.pdf --\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model = simLabs\n", + "sub = ['a','b']\n", + "j = 0\n", + "for i in CNsim:\n", + " ds_1 = ds.isel(time=slice(0,20), sim=i).mean('time')\n", + " if i == 1:\n", + " ds_1['cnLIT'] = (ds_1.cLitInptMet + ds_1.cLitInptStruc) / \\\n", + " (ds_1.nLitInptMet + ds_1.nLitInptStruc)\n", + " else:\n", + " ds_1['cnLIT'] = (ds_1.cLitInput_metb + ds_1.cLitInput_struc) / \\\n", + " (ds_1.nLitInput_metb + ds_1.nLitInput_struc)\n", + " ds_1['cnLIT'].attrs['long_name'] = 'C:N litter inputs'\n", + "\n", + " color_by = ds_1.tsoilC\n", + " label = 'Mean soil temperature' # Need to rename if 'color_by' is changed\n", + "\n", + " fig, ax = plt.subplots()\n", + " s = ax.scatter(ds_1['cnLIT'], ds_1['cnTOT'],\n", + " c=color_by,\n", + " s=5,\n", + " marker='o', # Plot circles\n", + " # alpha = 0.2,\n", + " cmap = utils.truncate_colormap(\n", + " cmapIn='seismic', minval=.15, maxval=.9),\n", + " vmin = -20, # Min value\n", + " vmax = 30) # Max value\n", + "\n", + " # Mappable 'maps' the values of s to an array of RGB colors \n", + " # defined by a color palette\n", + " cbar = plt.colorbar(mappable = s, ax = ax) \n", + " cbar.set_label(label)\n", + " plt.xlabel(ds_1['cnLIT'].attrs['long_name'])\n", + " plt.ylabel('Soil C:N ratio')\n", + " plt.title(model[i],loc='left', fontsize='large', \n", + " fontweight='bold')\n", + " ax.set_xlim(0, 110)\n", + " plt.show();\n", + "\n", + " color_by = ds_1['cnLIT'] \n", + " label = ds_1['cnLIT'].attrs['long_name']\n", + " #fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16,6), constrained_layout=True)\n", + " fig, ax = plt.subplots()\n", + " s = ax.scatter(ds_1.tsoilC, ds_1['cnTOT'],\n", + " c=color_by,\n", + " s=5,\n", + " marker='o', # Plot circles\n", + " #alpha = 0.2,\n", + " #cmap = truncate_colormap(cmapIn='seismic', minval=.15, maxval=.9),\n", + " #plt.cm.seismic, # Color pallete coolwarm\n", + " vmin = 35, # Min value\n", + " vmax = 90) # Max value\n", + "\n", + " # Mappable 'maps' the values of s to an array of RGB colors defined by a color palette\n", + " cbar = plt.colorbar(mappable = s, ax = ax) \n", + " cbar.set_label(label)\n", + " plt.xlabel('Mean soil temperature')\n", + " plt.ylabel('Soil C:N ratio')\n", + " plt.title(model[i],loc='left', fontsize='large', \n", + " fontweight='bold')\n", + " ax.set_xlim(-20, 35)\n", + " plt.show();\n", + " \n", + " if save == True:\n", + " fout = fin[0]+'figs/'+sim[0]+'_Fig_5'+sub[j]+'_soilCN.pdf'\n", + " plt.savefig(fout)\n", + " print(' -- wrote '+fout+' --') ;\n", + " j = j+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure 5** Temperature and litter stoichiometry interact to determine the soil C:N ratios that are simulated by MIMICS-CN. Points represent the gridcell mean annual stoichiometry of litterfall C:N fluxes that are simulated by the CASA-CNP vegetation model and resulting soil C:N ratios that are simulated by MIMICS. The color of each point indicates mean annual soil temperature simulated by over the spin-up period (1901-1920). \n" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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pEbFY0hVAS0Q0k0xnPF3SCpIz+9Hp6kcAl0h6C3gH+P8i4sVSYzEzM2s0RSX8iLilnDeLiDnAnKyyyzKebwLOyLHedGB6Oe9tZmbWyIruyy6pF/BZkr70ASwGZkTE5grHZmZmZhVS7MA7Q4HlwI9JutQdBlwD/EnSRyofnpnVo1JHzUyXHSjpMUmLJT2dq8eNmVVesY32rgXmA4Mi4siIOBIYBPyBJPGbWTdXzqiZaePbW4F/SbvZHgW8VaPQzRpasQn/48C3ImJri/z0+bdJGtaZWfe3ddTMiHgTaBs1M9MooK3Nz2zgWEkCPgUsjIg/AETESxHxdo3iNmtoxSb8TSRD62brky4zs+4v16iZA/LVSUfFbBs1c18gJN0n6SlJ38z3JpLGSmqR1LJ+fbtTdZhZAYpN+L8GbpL0cUk90scRwM/Ytk+9mXVP5YyauT3J1cDPpv+eIunYXG/ikTPNKquUkfaWA/9Lcka/Cfgd8CfgosqGZmZ1qpxRM1uB30XEi+mkWHOAg6sesZkVl/Aj4q8RMYpkpLtTgdOAD0XEKRGxoRoBmlndKXnUTJKBtw6UtGP6Q+AfefeMmWZWJSXNKR8Ry0nO9M2swZQzamZEvCLpxyQ/GgKYExH3dMoHMWswHSZ8SdcBEyLi9fR5XhFxQcUiM7O6VeqomemyW0m65plZDRVyhn8A0DPjuZmZmXUxHSb8iDg613MzMzPrOoodWvcySTvmKH+PpMtyrWNmZmadr9hued8Fds5RvmO6zMzMzOpQsQlfbDvABsDHSFrimpmZWR0qqFuepNdIEn0AKyVlJv0eQG/gp5UPz8zMzCqh0H7440jO7qeRTJSTOcjOm8DqiHiswrGZmZlZhRSU8CPilnRUrJ2AuyKitbphmZmZWSUVfA8/nfHqhySX8M3MzKwLKbbR3uPAsGoEYmZmZtVT7Fj6NwFXSxoEzANez1wYEU9VKjAzMzOrnGIT/m3pvz/OsSzw5X4zM7O6VGzCH1yVKMzMzKyqikr4EfFstQIxMzOz6im20R6SDpT0n5JaJM2VdIskz6JnZmZWx4qdPOck4ClgT+A3wL3AIOApSZ+pfHhmZmZWCcXew78SuCoi3jVRjqQr0mW/rlRgZmZmVjnFJvx9gek5yqcD3yw/HDMzs9KMuXluxbY19dwRFdtWvSj2Hv46cg+8Mwx4ofxwzMzMrBqKTfg3AT+T9G1JR0s6StJ3SGbKm9LRypJGSlomaYWkS3Is7yXp9nT5E5Ka0vLjJM2T9HT67zFFxm1mZtbQSrmHvxG4GPi3tGwt8F3guvZWlNQDuAE4DmgF5kpqjoglGdXGAK9ExBBJo4FJwJnAi8BnImKtpP2B+4ABRcZuZmbWsIo6w4/E5IgYCPQB+kTEwIi4NiKig9UPAVZExMqIeBOYCYzKqjMKuCV9Phs4VpIiYn5ErE3LFwO9JfUqJnYzM7NGVnQ/fABJHwT+EfhHSXsXuNoA4LmM161se5a+tU46O98GoF9WndOA+RGxOUdcY9PxAVrWr19fYFhmZmbdX7H98PtJuhNYDtyZPpZLuktSdmLeZvUcZdlXBdqtI2k/ksv8X871BhExJSKGR8Tw/v37dxCOmZlZ4yj2DP/nwBDgSKB3+vgEyRj7N3WwbivJgD1tBpLc/89ZR9L2JLcNXk5fDwTuAL4QEc8UGbeZmVlDK7bR3vHAsRHxWEbZo5K+DDzQwbpzgX0kDQbWAKOBs7PqNAPnAI8BpwMPRURI6gvcA0yIiEeLjNk6smZeeesPyNVT08zM6kmxZ/jrgddzlL8BvNTeiuk9+XEkLeyXArMiYrGkK9IhewGmAv0krQC+DrR13RtHcmXhUkkL0scHiozdzCqk1C62GcsHSdooaXytYjZrdMWe4V8BXCPp8xGxBkDSAODf02Xtiog5wJyssssynm8Czsix3pUkXQLNrJOV2cW2zWSS+TjMrEaKTfgXAU3Aaklr0rIBwCbgA5IuaKsYEQdWJEIzqzdbu9gCSGrrYpuZ8EcBE9Pns4Hr0y62IelkYCW5rxaaWZUUm/BnVyUKM+tKcnWxPTRfnYjYImkDye26vwH/SnJ1oN3L+ZLGAmMBBg0aVJnIzRpYUQk/Ii6vViBm1mWU08X2cmByRGyUclXJqBwxhXTI7uHDh3c0sJeZdaDYM3wA0rHsh5LswIsj4pFKBmXdT6mzWHXHGau6gWK62LZmdbE9FDhd0g+BvsA7kjZFxPXVD9ussRWV8NMGeneQzI7XtoPvIakFOCVj+FursTGrju7sEKxxlNzFlmQMDwAkTQQ2Otmb1Uax3fKuA94GhkTEnhGxJ7BPWtbu5Dlm1j2U2cXWzDpJsZf0jwOOiohVbQURsTJtnf9gRSMzs7pVahfbrPoTqxKcmeVU0uQ5ObxToe2YmZlZFRSb8B8ErpO0tcGOpEHAtfgM38zMrG4Vm/AvAHYEVkp6VtJq4Jm07IL2VjQzM7POU+w9/JdIRtk6GvgwSV/bJRHR0cQ5ZmZm1okKTvjp+NkbgI9GxP3A/VWLyszMzCqq4Ev6EfE28CywQ/XCMTMzs2oo9pL+vwE/kPS5iHixGgGZmXW2UkeGzOaRIq2eFJvwxwODgTWSWsma7coz5JmZWadZM68y2xkwrDLbqTOlzJYX5J4Yw8zMzOpUQQlf0o7Aj4CTgZ4kfe6/6sv6ZmZmXUOhjfYuB84F7gFmAJ8EbqxSTGZmZlZhhV7SPxUYExEzAST9EnhUUo+09b6ZmZnVsULP8PcE/rftRUQ8CWwB9qhGUGZmZlZZhSb8HsCbWWVbKL7Rn5mZmXWCQhO2gFslbc4o6w3cJOmNtoKIOGmbNc3MupJKde0CwP3wrX4UmvBvyVF2ayUDMTMzs+opKOFHxBerHYiZmZlVj+/Bl+u2Mzs7AjMzsw4VPHmOmZmZdV0+w7e6VsokJp6wxMxsWz7DNzMzawBO+GZmZg3ACd/MzKwB1DThSxopaZmkFZIuybG8l6Tb0+VPSGpKy/tJeljSRknX1zJmMzOz7qBmCV9SD+AG4ARgKHCWpKFZ1cYAr0TEEGAyMCkt3wRcCoyvUbhmZmbdSi3P8A8BVkTEyoh4E5gJjMqqM4q/j+o3GzhWkiLi9Yj4PUniNzMzsyLVMuEPAJ7LeN2aluWsExFbgA1Av0LfQNJYSS2SWtavX19muGaWTxm3546TNE/S0+m/x9Q6drNGVcuErxxlUUKdvCJiSkQMj4jh/fv3Lyo4MytMmbfnXgQ+ExEHAOcA02sTtZnVMuG3AntmvB4IrM1XR9L2QB/g5ZpEZ2aFKuf23PyIaNvvFwO9JfWqSdRmDa6WCX8usI+kwZJ2AEYDzVl1mkl+9QOcDjwUEQWf4ZtZTVTq9txpwPyI2EwOvkVnVlk1G1o3IrZIGgfcB/QApkXEYklXAC0R0QxMBaZLWkFyZj+6bX1Jq4FdgB0knQx8KiKW1Cp+a0cl5g8fMKz8bVitlH17TtJ+JJf5P5XvTSJiCjAFYPjw4f7hb1ammo6lHxFzgDlZZZdlPN8EnJFn3aaqBmdmhSrm9lxr9u05SQOBO4AvRMQz1Q/XzMAj7ZlZ8Uq+PSepL3APMCEiHq1ZxGbmhG9mxUnvybfdnlsKzGq7PSfppLTaVKBfenvu60Bb171xwBDgUkkL0scHavwRzBqSp8c1s6KVensuIq4Erqx6gGa2DZ/hm5mZNQAnfDMzswbgS/pmNTbm5rklrTf13BEVjsTMGonP8M3MzBqAz/DNzKrltjMrs52zb6/Mdqyh+QzfzMysAfgM38zMLEupbW2y1VPbG5/hm5mZNQAnfDMzswbghG9mZtYAnPDNzMwagBvtmZlVyZhVR1dkO1MrshVrdD7DNzMzawBO+GZmZg3ACd/MzKwBOOGbmZk1ACd8MzOzBuCEb2Zm1gDcLc/qw5p55a0/YFhl4jAz66ac8M26iFIm86iniTvMuoxyT0AyjLmqQtsaMKzs/dmX9M3MzBqAz/BvO7OzIzAzM6s6J3yzSin0x+OaPMOtuh2CmVWRE76ZWb2r5JXIs2+v3LasS3HCt+4hs5HNbVd3XhxmZnXKjfbMzMwaQE3P8CWNBK4FegA/j4gfZC3vBfwnMAx4CTgzIlanyyYAY4C3gQsi4r4ahm5mGbwvmxs8dz01S/iSegA3AMcBrcBcSc0RsSSj2hjglYgYImk0MAk4U9JQYDSwH7AH8ICkfSPi7VrFb2YJ78sGMGZVnsanVrdqeYZ/CLAiIlYCSJoJjAIyDxKjgInp89nA9ZKUls+MiM3AKkkr0u09VqPYzXJq0IOe92WzLqiWCX8A8FzG61bg0Hx1ImKLpA1Av7T88ax1B2S/gaSxwNj05UZJy/LEsivwYrEfoAbKiGtWRQPJ0qW+r2k1DWGb772uvqtpX9z6tL249ipys1XflyHv/lxX32+RSo69on/Tny35WNGQ330d2Bp7xv7cnrz7cy0TvnKURYF1ClmXiJgCTOkwEKklIoZ3VK/WHFdx6jGueowJKh5X1fdlyL0/1+v3W4iuHDt07fgde6KWrfRbgT0zXg8E1uarI2l7oA/wcoHrmllteF8264JqmfDnAvtIGixpB5KGO81ZdZqBc9LnpwMPRUSk5aMl9ZI0GNgHeLJGcZvZu3lfNuuCanZJP72PNw64j6Qrz7SIWCzpCqAlIpqBqcD0tCHPyyQHEtJ6s0gaBW0Bzi+zVW+Hl/07ieMqTj3GVY8xQQXj6uR9uV6/30J05diha8fv2AElP7rNzMysO/NIe2ZmZg3ACd/MzKwBNFzClzRS0jJJKyRd0olx7CnpYUlLJS2WdGFa/n5J90tanv77vk6IrYek+ZLuTl8PlvREGtPtaUOtWsfUV9JsSX9Mv7PD6+S7+lr6/7dI0gxJvTvj+5I0TdI6SYsyynJ+P0pcl+4DCyUdXO34SlHP+0hH0r+DJyX9IY398rS80/elQtXjcaAQklZLelrSAkktaVnd/81A9Y9zDZXw9fchQU8AhgJnKRnqszNsAS6OiI8AhwHnp7FcAjwYEfsAD6ava+1CYGnG60nA5DSmV0iGTa21a4F7I+LDwEfT+Dr1u5I0ALgAGB4R+5M0YGsbRrbW39fNwMissnzfzwkkreP3IRnY5sYaxFeKet5HOrIZOCYiPgocBIyUdBj1sS8Vqh6PA4U6OiIOyui/3hX+ZqDax7mIaJgHcDhwX8brCcCEzo4rjeUukrHJlwG7p2W7A8tqHMfA9I/qGOBukoFSXgS2z/Ud1iimXYBVpI1MM8o7+7tqG03u/SQ9Xu4Gju+s7wtoAhZ19P0APwPOylWvnh/1so+UEPeOwFMkoxF26r5URMx1dxwoIvbVwK5ZZXX/N1OL41xDneGTe0jQnMN61pKkJuBjwBPAbhHxPED67wdqHM41wDeBd9LX/YC/RsSW9HVnfGd7A+uBX6SXGH8uaSc6+buKiDXA1cCfgeeBDcA8Ov/7apPv+6nL/aA9dbaPFCS9JL4AWAfcDzxD/fxtdKQejwOFCuC3kuYpGZ4ZusbfTNWPc42W8Ase1rNWJO0M/Aq4KCJe7eRYPg2si4h5mcU5qtb6O9seOBi4MSI+BrxOHVySS++ljQIGk8z8thPJ5fJs9db3tR7+TwtWT/tIMSLi7Yg4iORs+RDgI7mq1TaqjtXxcaBQH4+Ig0n2xfMlfaKzAypQ1Y9zjZbw62pYT0k9SQ5kv4yI/06LX5C0e7p8d5Kzg1r5OHCSpNXATJLLedcAfZUMjwqd8521Aq0R8UT6ejbJjtGZ3xXAJ4FVEbE+It4C/hv4Bzr/+2qT7/upq/2gPXW4jxQtIv4KPELSDqFe/jbaU6/HgYJExNr033XAHSQ/trrC30zVj3ONlvALGRK0JiSJZDSypRHx44xFmUOSnkNy37ImImJCRAyMiCaS7+ahiPgs8DDJ8Kg1jymN6y/Ac5I+lBYdSzJSW6d9V6k/A4dJ2jH9/2yLq1O/rwz5vp9m4Atpa/3DgA1tlwzrST3uI4WS1F9S3/T5e0h+HC6lfv428qrX40AhJO0k6b1tz4FPAYvoAn8zNTnOdXZDhU5oGHEi8CeS+2nf7sQ4jiC5JLYQWJA+TiS5V/YgsDz99/2dFN9RwN3p871JxjtfAfwX0DV8mSQAACAASURBVKsT4jkIaEm/rzuB99XDdwVcDvyR5KAyHejVGd8XMIOkHcFbJGcKY/J9PySXZ29I94GnSXoZ1PxvrIDPVNf7SAexHwjMT2NfBFyWlnf6vlTk56ir40AB8e4N/CF9LG47xneFv5k0zqoe5zy0rpmZWQNotEv6ZmZmDckJ38zMrAE44ZuZmTUAJ3wzM7MG4IRvZmbWAJzwG0A6e9T4TnjfiZJekBSSzi1wnXfF2lmxm9m2JP0fSb+V9Lokd/HqYpzwuwFJN7dNYZnHCOAnGfVD0umZFdLkvGibNUuPaX/gu8C/kEz4cHultp3jvXaQ9I10/OnXJb0s6XFJX5bUq531VqffxZFZ5RX9LsxqoYDjQCWMJxlG+iCS/TpfLN4n69D2HVexri4i1tfqvSRtRzKwy5C06M6o4mAP6YiJ95FMrHIZ8L/AX0l+5HydZKapR9rZxCaSaT//oVoxmnUjQ4B5EbE8XwXvk/XLZ/gNIPOyeDo+NsB/pb+kV6eX278L7JeWbb0EL6mPpCmS1kl6TdLvJA3P2Pa5kjZKOjH9Bf4mydn8HWmVd9ou/UkakV4OfFHSq5J+L+nwMj/eRcA/Ap+MiOsiYn5ErIqIWSQHjKc6WH8K8DFJp5YZh1ldkzRU0j3pfrxO0gxJ/ydjebv7Z3rsGEUyLHNIujnPW3mfrFNO+I1nRPrvl0guyY0gSdD/Tjrvcvq4PR3L/B6SaTA/TfKL/X+Ah9omc0j1Br4DfBkYCnwx3T4Z2wN4L8nws0eSTGixAJgjadcyPs9ngQcioiV7QUS8E+nsaukPk1AyzWqm54D/AL6vv08MYtatpPvr/5AM83sIydj+OwPN6VU56Hj/HAE8AMwi2acvzPN23ifrlBN+g8m4vP/XiPhLJDO9/Q3YCGxJy/6Slh1Ncq/u9Ih4MiJWRMSlwErg8xmb7QF8NSIejYg/RcRrJJfwaNte+vyhiJgeEUsj4o/AV0ku340s4yPtQzIpSUc2kPygeSvHsu8D/YH/W0YcZvXsK8AfIuJf0/1vIfAFkiQ+HDreP9Njx2bgb+l+vSHPe3mfrFNO+NaeYcCOwPr0sv1GSRuB/YEPZtTbQnI20C5JH5D0M0l/krQBeA34ADCojBhzzdO9jYi4IyI+HBFrcix7heQA8910hi2z7mYY8Ims/fi5dNkHoaL7p/fJOuXLJdae7YAXSC7xZXs14/nmiHi7gO3dAuwGfA1YTXK28CCwQxkx/gn4SBnrt/kPYBxJoyKz7mY7kttzubq4vpD+W6n90/tknfIZfmN6i+QyfKY3c5Q9RXIAeCe9nJ/5WFfC+x4B/EdE3BMRi0nOIPJ27SnQbcAnMxsStpG0naRdCtlIRGwiaVH8DZJLiWbdyVPAfsCzOfbl19I6ldo/vU/WKSf87mMXSQdlPZry1F0NHJsOovG+jLK9JB0sade0r+wDwKPAXZJOkDRY0uGSLs/uJ1ugPwGfS1sLjwBmkvzQKMc1JN1+7pd0Qfq5B6ctfH8PHAwg6RRJf5Q0oJ1tTSf5Hs4rMyazzpLvOHAD0IekMe6hkvaW9Mm0B85703UrtX96n6xTTvjdx5HA/KzH1XnqXkzSIO+5tB7Ar4A5JJfw1gNnpf3nTwQeAm4iaWAzC/gQsLaEGM8jaRk8j+RgMo1kZy5ZRGwGPgX8ABgDPEZyNvNNkkuU/y+t2ieNu2c723oH+FeSXgdmXVHO40BErAU+DrwD3AssJvkRsDl9QIX2T++T9UtVHBPFzMzM6oTP8M3MzBpAt22lv+uuu0ZTU1Nnh2FW9+bNm/diRNR1oyjvz2aFaW9/7rYJv6mpiZaWbQZ6MrMskp7t7Bg64v3ZrDDt7c++pG9mZtYAnPDNzMwagBO+mZlZA3DCNzMzawBO+GZmZg3ACd/MzKwBdNtueTV325mV2c7Zt1dmO2Zm1eRjXpfjhF8hY1YdXZkN3TyXqeeOqMy2zMzMUr6kb2Zm1gCc8M3MzBqAE76ZmVkDcMI3MzNrAG60Z2bdg1uNm7XLCd/MuoVK9ZSZWpGtmNUfX9I3s7wkjZS0TNIKSZfkWN5L0u3p8ickNaXl/SQ9LGmjpOvzbLtZ0qLqfgIza+OEb2Y5SeoB3ACcAAwFzpI0NKvaGOCViBgCTAYmpeWbgEuB8Xm2fSqwsRpxm1luTvhmls8hwIqIWBkRbwIzgVFZdUYBt6TPZwPHSlJEvB4RvydJ/O8iaWfg68CV1QvdzLI54ZtZPgOA5zJet6ZlOetExBZgA9Cvg+3+G/DvwBvtVZI0VlKLpJb169cXE7eZ5eCEb2b5KEdZlFDn75Wlg4AhEXFHR28eEVMiYnhEDO/fv39H1c2sA074ZpZPK7BnxuuBwNp8dSRtD/QBXm5nm4cDwyStBn4P7CvpkQrFa2btcMI3s3zmAvtIGixpB2A00JxVpxk4J31+OvBQROQ9w4+IGyNij4hoAo4A/hQRR1U8cjPbhvvhm1lOEbFF0jjgPqAHMC0iFku6AmiJiGaSbuvTJa0gObMf3bZ+eha/C7CDpJOBT0XEklp/DjNLOOGbWV4RMQeYk1V2WcbzTcAZedZt6mDbq4H9yw7SzApS00v6BQzi8QlJT0naIun0rGXnSFqePs7JXtfMzMzyq1nCL3AQjz8D5wK3Za37fuC7wKEkfYO/K+l91Y7ZzMysu6jlGX6Hg3hExOqIWAi8k7Xu8cD9EfFyRLwC3A+MrEXQZmZm3UEt7+HnGsTj0DLWzR4ABEljgbEAgwYNKi1KMzPrUKUmK+LmuUw9d0RltmXtquUZflEDdJSyrgfqMDMzy62WCb+QQTyqsa6ZmVnDq2XCL2QQj3zuAz4l6X1pY71PpWVmZmZWgJol/HRijbZBPJYCs9oG8ZB0EoCkEZJaSfr1/kzS4nTdl0km3JibPq5Iy8zMzKwANR14p4BBPOaSXK7Pte40YFpVAzQzM+umPJa+mZlZA3DCNzMzawBO+GZmZg3ACd/MzKwBOOGbWV4FTHjVS9Lt6fInJDWl5f0kPSxpo6TrM+rvKOkeSX+UtFjSD2r3acwamxO+meVU4IRXY4BXImIIMBmYlJZvAi4FxufY9NUR8WHgY8DHJZ1QjfjN7N2c8M0snw4nvEpf35I+nw0cK0kR8XpE/J4k8W8VEW9ExMPp8zeBp8jTFdfMKssJ38zyKWTSqq110sG1NgD9Ctm4pL7AZ4AH8ywfK6lFUsv69euLDN3Msjnhm1k+hUxaVdKkWJK2B2YA10XEylx1PBmWWWU54ZtZPoVMWrW1TprE+wCFDHs9BVgeEddUIE4zK4ATvpnlU8iEV83AOenz04GHIqLdM3xJV5L8MLiowvGaWTtqOpa+mXUdEbFFUtuEVz2AaW0TXgEtEdEMTAWmS1pBcmY/um19SauBXYAdJJ1MMsvlq8C3gT8CT0kCuD4ifl67T2bWmJzwzSyvAia82kQyu2WudZvybDbXfX8zqzJf0jczM2sATvhmZmYNwAnfzMysATjhm5mZNQAnfDMzswbghG9mZtYAnPDNzMwaQMkJX1JfSe/PfBSwTqlza/eUdIukpyUtlTSh1LjNzMwaUVEJX9Jekn4jaRPwErA+fbyY/tveuuXMrX0G0CsiDgCGAV9u+zFgZmZmHSt2pL1fAH2B80gm0ehwVqwMW+fWBpDUNrf2kow6o4CJ6fPZwPVKxt4MYKd0co73AG+SDNFpZmZmBSg24R8CHBYRi0p4r1xzax+ar046jnfb3NqzSX4MPA/sCHwtIraZkUvSWGAswKBBg0oI0czMrHsq9h7+KqBXie9VztzahwBvA3sAg4GLJe29TUXPn21mZpZTsQn/QuD7koaU8F7lzK19NnBvRLwVEeuAR4HhJcRgZmbWkIpN+HcBRwHLJL0h6dXMRwfrljO39p+BY5TYCTiMZHpNM6uiMnrW9JP0sKSNkq7PWmdY2uNmhaTr0nY6ZlZlxd7DH1fqG5U5t/YNJA0GF5Fc9v9FRCwsNRYz61hGz5rjSK6+zZXUHBGZDW239qyRNJqkZ82ZwCbgUmD/9JHpRpK2No+TTL07EvhNNT+LmRWZ8CPilnLerNS5tSNiY65yM6uqknvWRMTrwO+zb/9J2h3YJSIeS1//J3AyTvhmVVfsGT6SegGfJelLH8BiYEZEbK5wbGbWucrpWfNiO9tszdrmgFwV3evGrLKKHXhnKLAc+DHJjn8YcA3wJ0kfqXx4ZtaJyulZU842k0L3ujGrqGIb7V0LzAcGRcSREXEkMAj4A0niN7Puo5yeNe1tc2AH2zSzKig24X8c+FZEbG2Rnz7/NnBEJQMzs05XTs+anCLieeA1SYelrfO/QNL7x8yqrNh7+JtIhtbN1iddZmbdRJk9a5C0GtgF2EHSycCn0hb+XwFuJhkm+ze4wZ5ZTRSb8H8N3CTpSyRdagAOB37Gtr/8zayLK7VnTbqsKU95C9t21TOzKitlpL3lwP+SnNFvAn4H/Am4qLKhmZmZWaUU2w//r8AoSfsAHyZpcbskIlZUIzgzMzOrjKL74QNExHKSM30zMzPrAjpM+JKuAyZExOvp87wi4oKKRWZmZmYVU8gZ/gFAz4znZmZm1sV0mPAj4uhcz83MzKzrKHZo3csk7Zij/D2SLsu1jpmZmXW+YrvlfRfYOUf5jukyMzMzq0PFJnyRe6KLj9H++NlmZmbWiQrqlifpNZJEH8BKSZlJvwfQG/hp5cMzMzOzSii0H/44krP7aSQT5WzIWPYmsDoiHqtwbGZmZlYhBSX8iLglnfpyJ+CuiGitblhmZmZWSQXfw4+ILcAPSS7hm5mZWRdSbKO9x4Fh1QjEzOqPpJGSlklaIemSHMt7Sbo9Xf6EpKaMZRPS8mWSjs8o/5qkxZIWSZohqXdtPo1ZYys24d8EXC3pIklHSjo489HRymUePA6U9Fh6oHjaBwmz6pLUA7gBOAEYCpwlaWhWtTHAKxExBJgMTErXHQqMBvYDRgI/kdRD0gDgAmB4ROxPcsVwdC0+j1mjK3bynNvSf3+cY1nQzuX+jIPHcUArMFdSc0Qsyai29eAhaTTJwePMtP3ArcDnI+IPkvoBbxUZu5kV5xBgRUSsBJA0ExgFZO6zo4CJ6fPZwPWSlJbPjIjNwCpJK9Lt/ZnkuPMeSW+RjOGxtgafxazhFXuGP7idx94drLv14BERbwJtB49Mo4Bb0uezgWPTg8engIUR8QeAiHgpIt4uMnYzK84A4LmM161pWc46aTufDUC/fOtGxBrgapLE/zywISJ+m+vNJY2V1CKpZf369RX4OGaNraiEHxHPtvfoYPVyDh77AiHpPklPSfpmrjfwAcKsopSjLHvgrXx1cpZLeh/JD/vBwB7ATpI+l+vNI2JKRAyPiOH9+/cvImwzy6XYM/y2e+n/mSbWuZJukVTILHrlHDy2B44APpv+e4qkY7ep6AOEWSW1AntmvB7Itpfft9ZJb731IRl1M9+6nwRWRcT6iHgL+G/gH6oSvZm9S7GT55wEPEWyI/8GuBcYBDwl6TMdrF7uweN3EfFiRLwBzAE6bCRoZmWZC+wjabCkHUga1zVn1WkGzkmfnw48FBGRlo9OG+IOBvYBniS5lH+YpB3T23XHAktr8FnMGl6xjfauBK6KiHdNlCPpinTZr9tZd+vBA1hDcvA4O6tO28HjMTIOHpLuA76ZztT3JvCPJC2CzaxKImKLpHHAfSQNcqdFxOJ0f2+JiGZgKjA9bZT3MmmL+7TeLJIGfluA89N2N09Imk1y4rAFmA9MqfVnM2tExSb8fYHpOcqnAznvq7cp8+DxiqQfk/xoCGBORNxTZOxmVqSImENyRS2z7LKM55uAM/KsexVwVY7y7+LZNc1qrtiEv45k4J0VWeXDgBc6WrnMg8etJF3zzMzMrEjFJvybgJ9JGgL8P5Kz7SOA8cCPKhybmZmZVUgp9/A3AhcD/5aWrSW5PHddBeMyMzOzCioq4aetbycDkyW9Ny17rRqBmZmZWeUUe4YPgKQPAh9Jny9pG3rTzMzM6lNRCT8dw34qcBLwzt+LdTdwXkS8VOH4zMzMrAKKHWnv58AQ4Eigd/r4BMkwmTdVNjQzMzOrlGIv6R8PHBsRj2WUPSrpy8ADlQvLzMzMKqnYM/z1wOs5yt8AfDnfzMysThWb8K8ArpG0dZa79Pm/p8vMzMysDhV7Sf8ioAlYLWlNWjYA2AR8QNIFbRUj4sCKRGhmZmZlKzbhz65KFGZmZlZVxQ68c3m1AjEzM7PqKfYePgCSjpE0TtL5ko6qcExmVickjZS0TNIKSZfkWN5L0u3p8ickNWUsm5CWL5N0fEZ5X0mzJf1R0lJJh9fm05g1tmIH3hkA3EEyO97atHgPSS3AKRGxNu/KZtalSOoB3AAcB7QCcyU1R8SSjGpjgFciYoik0cAk4ExJQ0mmt94P2AN4QNK+EfE2cC1wb0ScLmkHYMcafiyzhlXsGf51wNvAkIjYMyL2BPZJyzx5jln3cgiwIiJWRsSbwExgVFadUcAt6fPZwLGSlJbPjIjNEbGKZErtQyTtQjJY11SAiHgzIv5ag89i1vCKbbR3HHBUugMDEBEr09b5D1Y0ska1Zh7cdnX52zn79vK3YY1uAPBcxutW4NB8dSJii6QNQL+0/PGsdQcAfyMZz+MXkj4KzAMujIhtxveQNBYYCzBo0KBKfB6zhlbS5Dk5vNNxFSvUmFVHl7+Rm+cy9dwR5W/HGplylEWBdfKVbw8cDHw1Ip6QdC1wCXDpNpUjpgBTAIYPH579vmZWpGIv6T8IXCdpz7YCSYNI7sn5DN+se2kF9sx4PZC/t93Zpo6k7YE+wMvtrNsKtEbEE2n5bJIfAGZWZcWe4V8A3AWslLSW5Bf7AGBhuszMuo+5wD6SBgNrSBrhnZ1Vpxk4B3gMOB14KCJCUjNwm6QfkzTa2wd4MiLelvScpA9FxDLgWGAJVjNjbp7b2SFYJyk24b9E0pDnaODDJJftlkSEJ84x62bSe/LjgPuAHsC0iFgs6QqgJSKaSRrfTZe0guTMfnS67mJJs0iS+Rbg/LSFPsBXgV+mLfRXAl+s6Qcza1AFJ/y0i84G4KMRcT9wf7FvJmkkyeX/HsDPI+IHWct7Af9J0u3vJeDMiFidsXwQyQFkYkRUoGWbmbUnIuYAc7LKLst4vgk4I8+6VwFX5ShfAAyvbKRm1pGC7+Gnv86fBXYo5Y0y+vSeAAwFzkr76mba2qcXmEzSpzfTZOA3pby/mZlZIyu20d6/AT+QtGsJ71VOn14knUxy+W9xCe9tZmbW0Iq9hz8eGAyskdQKvKvvbAcz5JXcp1fS34B/JRkHYHy+N3C/XTMzs9xKmS0vXx/bjpTTp/dyYHJEbExP+HNyv10zM7PcCkr4knYEfgScDPQk6XP/1Yh4sYj3KqZPb2tWn95DgdMl/RDoC7wjaVNEXF/E+5uZmTWsQs/wLwfOBX5JMjTm2cCN5Gmdm0fJfXqBI9sqSJoIbHSyNzMzK1yhCf9UYExEzASQ9EvgUUk9MvrWtqucPr1mZmZWnkIT/p7A/7a9iIgnJW0hGUHrubxrZSmnT29GnYmFvp+ZmZklCu2W1wN4M6tsC5WbfMfMzMyqqNCELeBWSZszynoDN0l6o60gIk6qZHBmZmZWGYUm/FtylN1ayUDMzMysegpK+BHhyS3MzMy6sGKH1jUzM7MuyAnfzPKSNFLSMkkrJF2SY3kvSbeny5+Q1JSxbEJavkzS8Vnr9ZA0X9Ld1f8UZgZO+GaWRzkzXKb1RgP7ASOBn6Tba3MhsLS6n8DMMjnhm1k+5cxwOQqYGRGbI2IVsCLdHpIGAv8E/LwGn8HMUk74ZpZPrhkuB+SrExFbgA1Avw7WvQb4JvBOe28uaaykFkkt69evL/UzmFnKA+eYWT7lzHCZs1zSp4F1ETFP0lHtvblnv6yC286ENUd3dhTWSXyGb2b5FDPDJVkzXOZb9+PASZJWk9wiOEaSx/QwqwEnfDPLZ+sMl5J2IGmE15xVp22GS3j3DJfNwOi0Ff9gYB/gyYiYEBEDI6Ip3d5DEfG5WnwYs0bnS/pmllM5M1ym9WYBS0jm3Ti/0Jk1zaw6nPDNLK9yZriMiKuAq9rZ9iPAI5WI08w65kv6ZmZmDcAJ38zMrAE44ZuZmTUA38M3M7POs2Ye3HZ1ZbZ19u2V2U4Fjbl5bsW2NfXcEWWt74RvZmadasyqygwGNLUiW6mgSg50NGBY2ZvwJX0zM7MGUNOEX+pUm5KOkzRP0tPpv8fUMm4zM7OurmYJv5ypNoEXgc9ExAEko3pNr03UZmZm3UMtz/BLnmozIuZHRNsY3ouB3pJ61SRqMzOzbqCWCb+cqTYznQbMj4jN2W/g6TTNzMxyq2XCL2eqzWShtB/JZf4v53qDiJgSEcMjYnj//v1LDtTMzKy7qWXCL2eqTSQNBO4AvhARz1Q9WjMzs26klgm/5Kk2JfUF7gEmRMSjNYvYzMysm6hZwk/vybdNtbkUmNU21aakk9JqU4F+6VSbXwfauu6NA4YAl0pakD4+UKvYzRpVqV1p02UT0vJlko5Py/aU9LCkpZIWS7qwdp/GrLHVdKS9UqfajIgrgSurHqCZbZXRlfY4ktttcyU1R8SSjGpbu9JKGk3SxubMtMvtaGA/YA/gAUn7AluAiyPiKUnvBeZJuj9rm2ZWBR5pz8zyKbkrbVo+MyI2R8QqYAVwSEQ8HxFPAUTEayRX+7J765hZFTjhm1k+5XSl7XDd9PL/x4Ancr25u9maVZYTvpnlU05X2o662O4M/Aq4KCJezfXm7mZrVlmeLc+6ntvOrMx26nAqzTpTTFfa1qyutHnXldSTJNn/MiL+uzqhm1k2J3zrkioynWY6T3W5c0x3Y1u70gJrSBrhnZ1Vp60r7WO8uyttM3CbpB+TNNrbB3gyvb8/FVgaET+u0ecwM5zwzSyPiNgiqa0rbQ9gWltXWqAlIppJkvf0tCvtyyQ/CkjrzQKWkLTMPz8i3pZ0BPB54GlJC9K3+lbag8fMqsgJ38zyKrUrbbrsKuCqrLLfk/v+vplVmRvtmZmZNQAnfDMzswbghG9mZtYAnPDNzMwagBvtmVWCxwYwszrnhG9WIR4bwMzqmS/pm5mZNQAnfDMzswbgS/pmdWhMemm/XL41YFaCSrXJqTMNn/DHXPXTzg7B7O/WzKvMdgYMq8x2zKzbaPiEb2Zmlq0ijXDrjO/hm5mZNQAnfDMzswZQ04QvaaSkZZJWSLokx/Jekm5Plz8hqSlj2YS0fJmk42sZt1mjqsY+29E2zaw6anYPX1IP4AbgOKAVmCupOSKWZFQbA7wSEUMkjQYmAWdKGkoyz/Z+wB7AA5L2jYi3axW/VUZFWp+vqdC9tbYGcrddXZntdTPV2GfTdTrapplVQS0b7R0CrIiIlQCSZgKjgMwdfRQwMX0+G7hektLymRGxGVglaUW6vcdqFLtVwm1nVi5ZV1B3bJxTIdXYZylgm2ZWBbVM+AOA5zJetwKH5qsTEVskbQD6peWPZ607IPsNJI0FxqYvN0paVpnQ27Ur8GIN3qcQ74pl2hc7MZK838usmgdCHf8fVVsHfwNtseyVZ3m19tmOtgmUtD9X5Lud9p2vlLuJTPX0t5eaVYcx1eP/Xf19T9O+WND3lG9/rmnCV46yKLBOIesSEVOAKcWHVjpJLRExvJbvmY9jyc2x5FZALNXYZ3O1G9pmX4bi9+d6+m7bOKbCOKbClBtTLRvttQJ7ZrweCKzNV0fS9kAf4OUC1zWzyqrGPut92ayT1DLhzwX2kTRY0g4kDXqas+o0A+ekz08HHoqISMtHpy2CBwP7AE/WKG6zRlWNfbaQbZpZFdTskn56f28ccB/QA5gWEYslXQG0REQzMBWYnjbweZnkYEBabxZJw54twPl11EK/prcQOuBYcnMsubUbS7X22VzbrMXn6SSOqTCOqTBlxaTkx7iZmZl1Zx5pz8zMrAE44ZuZmTUAJ/wCSeot6UlJf5C0WNLlafngdEjR5ekQozvUMKYekuZLursOYlkt6WlJCyS1pGXvl3R/Gs/9kt5Xo1j6Spot6Y+Slko6vDNikfSh9Ptoe7wq6aJO/F6+lv7tLpI0I/2b7rS/mUqqh+F662UfkDRN0jpJizLKcsahxHXp97ZQ0sE1imeipDUZ+8aJGcuqPoy6pD0lPZweHxZLujAt78zvKV9MlfuuIsKPAh78/+2de/BVVRXHP1+QhwiKKSaGheADUQvRFHwNomOi5aua0cxGzcmczBoH0zQRcxrzgWP5qskHamIPg2ycMh/w03zRiCmYEIkgqDzUlAQfPx+rP9a+cLjdJ97fPRfu+szsuefss8856+x79ln7rLP3Wj6vuG9a7gHMBEbhnmSOT/m/AM5ookxnA1OAe9J6nrIsArYuyrscOC8tnwdc1iRZbgVOS8s9gf55yZKRqTuwDHeK0XRZcKc3C4FNM/fKyXneMw2u2wXAkPR/PwMMz0GOlmgDwEHASODZanIARwB/Sc+3UcDMJskzERhfouzw9P/1AnZI/2v3LpBpIDAyLfcD5qdz51lP5WRqWF3FG36NmLMqrfZIyYCxuEtRcEVzTDPkkTQIOBK4Ma0rL1kqcHSSA5okj6TN8QfMTQBm1mlmb+YhSxGHAAvM7MUcZdkE2FQ+X74PsJTWu2fWhzUugM2sEyi4620Fmv5fm9nD+IyJWuQ4GrgtPd+eAPpLGtgEecqxxiWzmS0Esi6ZGynTUjN7Ki2/BczFO8V51lM5mcpRd12Fwq8DuQn9aWAFcD/eo3rTzD5IRUq6/O0irgZ+AHyU1rfKURbwzs99kmbJXaICfNLMloLfzMA2TZBjCPAqcIv8c8eNkjbLSZYsxwN3puWmy2JmLwNXAotxRb8SmEW+90yjKOUCOI/raJU2UIpycuRZd2cm8/jNmU8dTZdHHuFxT9xq2xL1VCQTNKiuGXV1AgAACLhJREFUQuHXgZl9aGYjcO9g+wC7lirW1XJI+iKwwsxmZbPzkCXD/mY2EhgHfEfSQU08d5ZNcPPhDWa2J7AaN83lRvoufhTw+xxl2BJ/I9gBj163Gf5fFbMhztPN+94v0CptoB7yqrsbgKHACLwDOikPeST1Bf4AfN/M/lupaIm8LpGrhEwNq6tQ+OtBMhF34N9y+icTKTTPTej+wFGSFuHmy7H4G38esgBgZq+k3xXANLxDtLxg9kq/K5ogykvAS2ZW6BnfhXcA8pClwDjgKTNbntbzkOVQYKGZvWpm7wNTgf3I8Z5pIC3hrreF2kApysmRS92Z2fL0AvUR8CvWmqKbJo+kHrhivcPMpqbsXOuplEyNrKtQ+DUiaYCk/ml5U/wBOheYgbsUBXcxendXy2JmPzSzQWY2GDcVTzezE/OQBUDSZpL6FZaBw4BnWdftarPqZhmwRNIuKesQ3Ntb02XJcAJrzfnkJMtiYJSkPmm8R6FecrlnGkzu7npbqQ2UoZwcfwK+kUahjwJWFkzaXUnR9+9j8boqyNPlbtRTG7gJmGtmV2U25VZP5WRqaF01eqThxpqAzwL/AGanCp+Q8oekSn4eN9n2arJcY1g7Sj8XWdJ5n0npn8AFKX8r4EHg3+n3E02SZwTwZPqv/ghsmaMsfYDXgS0yeXnJcjEwL92/t+Oje3O9fxt4bUfgo5oXFO6/Jp+/ZdoA3rlcCryPvwV+s5wcuFn4ulRvc4C9myTP7el8s3HFNTBT/oIkz7+AcV1URwfg5u/ZwNMpHZFzPZWTqWF1Fa51gyAIgqANCJN+EARBELQBofCDIAiCoA0IhR8EQRAEbUAo/CAIgiBoA0LhB0EQBEEbEAo/CIIgCNqAUPhtiqTJkiylDyQtlnSDGhy+M53nnhrL9pN0iaTnJL0jabmkDkknSCp7r6Zr6JQ0ZH3PHQStiqRvS1qtTOhiST0lvS1pTlHZnVJ7GJvJGyYPh7xc0nuSFkqaVKqt11o2tUvLtL2lku6V9PXkQKbaNfWUdI483sVqSf+R9ISk0yX1qrDfonTOA4vyJyoTfjcoTSj89uYBPCTjYOA04EvA9XkIkrwYPg6cClwB7I07orgVuBD4dJVDfAj8pCtlDIKcmI47cMpGQtsXD4C0s6QBmfwxwHvAYwCS9sEdK/XDI7/tBHwXd/f8WMF7aL1lE7fgz48heKyIx4FfAtMkdS93Manj8lfcacwteDvfC7gKOAUYXaU+3gUuq1ImKEUzvVFFap0ETCZ56MvkTQJez6x3w5XtEvwhMgc4umifPfCOwzt4CMzJJK9yeBxnK0pjyshzPR7oZlCJbb2B3hWuxfA41h8Ce1W6xkiRNsQEvAxcmFmfgHtgexT4aiZ/CjAjLQv3qjgL6FZ0vO1Se7uu3rIprwO4toSch6X2eEqFaylE+fw/b3XpmbN5hX0XAT9Lz5vjMvkTgWfz/p9aPcUbfgBAMocfjru/LPA94BzgXFyxTwOmShqR9ukD3Auswt8+jsUDstyc9r8S+B1rLQkDSW8eRefuhvs/v8PMXirebmbvmtm7qexESaXcQ/4dDzpxeV0XHgQbBjOAgzPrB+NKt6Mof0wqC+5iejdgknnglTWYB/qZApyQTPD1lC2Lmd2Hvxh8uUKxE4EHzOzJEvt/ZClqnaSTk/l+cFGxJcA1wKVaG/gpqIFQ+O3N4ZJWSXoH98c8nHVNZeOBK81sipnNN7MJwN9SPnjD7QucZGZzzOwh4FvAcZJ2NLNVeE/8PTNbllJnCTm2xv3dz61B5tdwv9GlOB84UNLhNRwnCDYkZgCjU6CU3nikzg7gIZLClzQM71RPT/vsnH7Ltavn8HY3oM6y1XgON/OXY6cK58myEm/r75fYdmmS5bQajhMkQuG3Nw/jPft98B7zn4GfA0jaHDflPVq0zyN4xwBgV2C2mb2V2f4Ybq4bTu1UHeRTwMyuNbNhZbY9j4eP/GmlQX5BsAEyA/+0NTql18xsAd4+h0raFlf8bwMzi/YtFzBFJbbXU7YcqlKupvZuZtPMbJiZvVxi2xu40r8oRScMaiAeiu3N22b2fHo7PwsfGHRhUZlSDbeQV6lh1xOV6VXgDbwD8XG5GBiKWx+CYKPAzF4AXsRN9mPwt3vMbDX+3b2Q/4iZFd6I56ff3cocdle83b1WZ9lqDAdeqLB9Po1p69cAncDZDThWWxAKP8hyMXCupO3Sd7RX8BG0WQ7ATXak388V4oAn9sPvq4LJrhMoO2IX/Lsd8FvgREmDirdL6p3MmFUxsxX42IFL8PCvQbCxUPiOX/h+X6ADGIsr/OmZ/Kfxdnh2scVL0nZ4p/hO81Fv9ZQti6QvALsDd1UoNgU4VNLeJfbvlqyLVUnjeibg44xq+dTQ9oTCD9ZgZh14LO8fpawrgPFpHvzOkn4MHIiP5ge4Ax+9e5ukPSQdhE/LmZrM6+CjaneXtIukrSX1KHP684HFwExJp0jaTdKOkk7C32C2BZB0pqR5VS5lEm7+PKauCgiC1mYG/u1+X9ZV+A/hg163Ye2APZJyPhXYBbhb0mhJ20s6Eh9I+yKprddTNkMfSdtKGiTp85IuAqYCdwO/rnAdV+Njge6XdJakEZJ2kHQc/slwJICkYyXNk/SpCse6HX/GnFqhTFAg72kCkfJJlJmyBnwNn4L3GdadlteJj749pqj8HsCD+OC8N8hMy0vbBwD3AW9RYVpeKrsFPpd+Hj7XdgX+YDueNFWINNWvaD8DvlKUd0bKj2l5kTaKBGyf7uklRfl98YFtK4HuJfYbDvwmtadOXEFeBWy5vmVTuyxMte0EluEzdk4CVMO19MJn/zyTeXY8AZwO9ExlTk7HH5zZbxEwvuhY41K5mJZXJSlVWBAEQRAEGzFh0g+CIAiCNiAUfhAEQRC0AaHwgyAIgqANCIUfBEEQBG1AKPwgCIIgaANC4QdBEARBGxAKPwiCIAjagFD4QRAEQdAG/A9934ovxjxzbgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "CAS_cnLIT = (ds.cLitInptMet + ds.cLitInptStruc) / \\\n", + " (ds.nLitInptMet + ds.nLitInptStruc)\n", + "CAS_cnLIT = CAS_cnLIT.isel(sim=1,time=slice(0,20)).mean('time')\n", + "MIM_cnLIT = ds.cnLIT.isel(sim=3,time=slice(0,20)).mean('time')\n", + "\n", + "ds['cnLEAF'] = (ds.cleaf) / (ds.nleaf)\n", + "ds['cnROOT'] = (ds.cfroot) / (ds.nfroot)\n", + "ds['cnWOOD'] = (ds.cwood) / (ds.nwood)\n", + "\n", + "\n", + "# Histogram of the data\n", + "fig = plt.figure(figsize=[8,7])\n", + "kwargs = dict(bins=10, density=True, stacked=True,alpha=0.7)\n", + "\n", + "plt.subplot(221)\n", + "plt.hist(CAS_cnLIT.values, **kwargs, facecolor=color[1], label=\"CASA-CN\")\n", + "plt.hist(MIM_cnLIT.values, **kwargs, facecolor=color[2], label=\"MIMICS-CN\")\n", + "plt.xticks([0,20,40,60,80,100])\n", + "plt.xlabel('Litterfall C:N', size=14)\n", + "plt.legend(loc='upper right')\n", + "plt.ylabel('Proportion', size=14)\n", + "\n", + "plt.subplot(222)\n", + "plt.hist(ds.cnLEAF.isel(sim=1,time=slice(0,20)).mean('time').values, \\\n", + " **kwargs, facecolor=color[1], label=\"CASA-CN\")\n", + "plt.hist(ds.cnLEAF.isel(sim=3,time=slice(0,20)).mean('time').values, \\\n", + " **kwargs, facecolor=color[2], label=\"MIMICS-CN\")\n", + "plt.xlabel('Leaf C:N', size=14)\n", + "\n", + "plt.subplot(223)\n", + "plt.hist(ds.cnROOT.isel(sim=1,time=slice(0,20)).mean('time').values, \\\n", + " **kwargs, facecolor=color[1], label=\"CASA-CN\")\n", + "plt.hist(ds.cnROOT.isel(sim=3,time=slice(0,20)).mean('time').values, \\\n", + " **kwargs, facecolor=color[2], label=\"MIMICS-CN\")\n", + "plt.xlabel('Root C:N', size=14)\n", + "plt.ylabel('Proportion', size=14)\n", + "\n", + "plt.subplot(224)\n", + "plt.hist(ds.cnWOOD.isel(sim=1,time=slice(0,20)).mean('time').values, \\\n", + " **kwargs, facecolor=color[1], label=\"CASA-CN\")\n", + "plt.hist(ds.cnWOOD.isel(sim=3,time=slice(0,20)).mean('time').values, \\\n", + " **kwargs, facecolor=color[2], label=\"MIMICS-CN\")\n", + "plt.xlabel('WOOD C:N', size=14)\n", + "plt.ylabel(None)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "diffCNlit = MIM_cnLIT - CAS_cnLIT\n", + "diffCNleaf = ds.cnLEAF.isel(sim=3,time=slice(0,20)).mean('time') - \\\n", + " ds.cnLEAF.isel(sim=1,time=slice(0,20)).mean('time')\n", + "\n", + "diffCNveg = ds.cnVEG.isel(sim=3,time=slice(0,20)).mean('time') - \\\n", + " ds.cnVEG.isel(sim=1,time=slice(0,20)).mean('time')\n", + "\n", + "fig = plt.figure(figsize=[15,4])\n", + "plt.subplot(131)\n", + "diffCNlit.plot(robust=True)\n", + "plt.title('MIM-CAS CNlit')\n", + "\n", + "plt.subplot(132)\n", + "diffCNleaf.plot(robust=True)\n", + "plt.title('MIM-CAS CNleaf') ;\n", + "\n", + "plt.subplot(133)\n", + "diffCNveg.plot(robust=True)\n", + "plt.title('MIM-CAS CNveg') ;" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:              (lat: 96, lon: 144, sim: 4, time: 114)\n",
+       "Coordinates:\n",
+       "  * sim                  (sim) object 'CASA-C' 'CASA-CN' 'MIMICS-C' 'MIMICS-CN'\n",
+       "  * lon                  (lon) float32 0.0 2.5 5.0 7.5 ... 352.5 355.0 357.5\n",
+       "  * lat                  (lat) float32 -90.0 -88.10526 ... 88.10526 90.0\n",
+       "  * time                 (time) float32 1901.5013 1902.5013 ... 2014.5013\n",
+       "Data variables:\n",
+       "    day                  (sim, time, lat, lon) float64 nan nan nan ... nan nan\n",
+       "    IGBP_PFT             (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n",
+       "    landarea             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cellMissing          (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n",
+       "    cellid               (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n",
+       "    cLITm                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cLITs                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cMICr                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cMICk                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cSOMa                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cSOMc                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cSOMp                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cHresp               (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cSOMpIn              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cLitInput_metb       (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cLitInput_struc      (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cOverflow_r          (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cOverflow_k          (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLITm                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLITs                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMICr                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMICk                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nSOMa                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nSOMc                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nSOMp                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    DIN                  (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLitInput_metb       (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLitInput_struc      (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    thetaLiq             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    thetaFrzn            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    fW                   (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cresp                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnpp                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cgpp                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cleaf                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nleaf                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cwood                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nwood                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cfroot               (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nfroot               (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    clitmetb             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nlitmetb             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    clitstr              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nlitstr              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    clitcwd              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nlitcwd              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    csoilmic             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nsoilmic             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    csoilslow            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nsoilslow            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    csoilpass            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nsoilpass            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    tairC                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    tsoilC               (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cLitInptMet          (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cLitInptStruc        (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cpassInpt            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    fT                   (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLitInptMet          (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLitInptStruc        (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMinDep              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMinFix              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMinUptake           (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMinLeach            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMinLoss             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLitMineralization   (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nSoilMineralization  (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nSoilImmob           (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nNetMineralization   (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMineral             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cTOT                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nTOT                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnLIT                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cMICtot              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    relMIC               (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    specRESP             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    MICrK                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnTOT                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnMIC                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    NEP                  (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cVEG                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cECO                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nVEG                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nECO                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnVEG                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnECO                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    overRESP             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    Nlimit               (lat, lon, time, sim) float32 nan nan nan ... nan nan\n",
+       "    relNlimit            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    npc                  (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    HR:Min               (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnLEAF               (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnROOT               (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnWOOD               (sim, lat, lon, time) float32 nan nan nan ... nan nan
" + ], + "text/plain": [ + "\n", + "Dimensions: (lat: 96, lon: 144, sim: 4, time: 114)\n", + "Coordinates:\n", + " * sim (sim) object 'CASA-C' 'CASA-CN' 'MIMICS-C' 'MIMICS-CN'\n", + " * lon (lon) float32 0.0 2.5 5.0 7.5 ... 352.5 355.0 357.5\n", + " * lat (lat) float32 -90.0 -88.10526 ... 88.10526 90.0\n", + " * time (time) float32 1901.5013 1902.5013 ... 2014.5013\n", + "Data variables:\n", + " day (sim, time, lat, lon) float64 nan nan nan ... nan nan\n", + " IGBP_PFT (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n", + " landarea (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cellMissing (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n", + " cellid (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n", + " cLITm (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cLITs (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cMICr (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cMICk (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cSOMa (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cSOMc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cSOMp (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cHresp (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cSOMpIn (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cLitInput_metb (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cLitInput_struc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cOverflow_r (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cOverflow_k (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLITm (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLITs (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMICr (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMICk (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nSOMa (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nSOMc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nSOMp (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " DIN (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLitInput_metb (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLitInput_struc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " thetaLiq (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " thetaFrzn (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " fW (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cresp (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnpp (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cgpp (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cleaf (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nleaf (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cwood (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nwood (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cfroot (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nfroot (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " clitmetb (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nlitmetb (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " clitstr (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nlitstr (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " clitcwd (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nlitcwd (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " csoilmic (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nsoilmic (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " csoilslow (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nsoilslow (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " csoilpass (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nsoilpass (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " tairC (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " tsoilC (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cLitInptMet (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cLitInptStruc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cpassInpt (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " fT (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLitInptMet (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLitInptStruc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMinDep (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMinFix (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMinUptake (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMinLeach (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMinLoss (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLitMineralization (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nSoilMineralization (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nSoilImmob (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nNetMineralization (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMineral (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cTOT (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nTOT (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnLIT (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cMICtot (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " relMIC (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " specRESP (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " MICrK (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnTOT (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnMIC (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " NEP (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cVEG (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cECO (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nVEG (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nECO (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnVEG (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnECO (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " overRESP (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " Nlimit (lat, lon, time, sim) float32 nan nan nan ... nan nan\n", + " relNlimit (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " npc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " HR:Min (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnLEAF (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnROOT (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnWOOD (sim, lat, lon, time) float32 nan nan nan ... nan nan" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Try a 3d plot showing relationships with stoichiometry and temperature for litter, biomass, soil " + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ds_1 = ds.isel(time=slice(0,20), sim=3).mean('time')\n", + "y = ds_1['cnLIT'].values.ravel()\n", + "x = ds_1['tsoilC'].values.ravel()\n", + "z = ds_1['cnTOT'].values.ravel()\n", + "zz = ds_1['cnMIC'].values.ravel()\n", + "\n", + "\n", + "fig = plt.figure(figsize=[10,8])\n", + "ax = fig.gca(projection='3d')\n", + "surf = ax.scatter(x, y, z, linewidth=0.5, antialiased=True, \n", + " c = zz, marker='o', alpha=0.8,\n", + " cmap = utils.truncate_colormap(cmapIn='gist_earth', minval=.0, maxval=.85),\n", + " vmin = 5.1, vmax = 10,\n", + " ) \n", + "ax.set_xlim(-20, 40)\n", + "#ax.set_ylim(-20, 40)\n", + "ax.set_zlim(6, 22)\n", + "ax.set_ylabel('Litterfall C:N')\n", + "ax.set_xlabel('Soil Temp')\n", + "ax.set_zlabel('Soil C:N');\n", + "# Add a color bar which maps values to colors.\n", + "cbaxes = fig.add_axes([0.1, 0.25, 0.03, 0.5]) # This is the position for the colorbar\n", + "cb = fig.colorbar(surf, cax = cbaxes, shrink=0.5, aspect=8,\n", + " label='Microbial C:N')\n", + "fig.set_label('Litterfall C:N')\n", + "ax.view_init(15, -55)\n", + "plt.draw()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "## Take a look at SoDaH data\n", + "!! Not currently working !!\n", + "\n", + "import getEDI\n", + "# created function from .py script provided with SoDaH data\n", + "\n", + "dt1 = getEDI.get_SoDaH_data()\n", + "#dt1\n", + "# pretty high soil CN values reported\n", + "# How do we handle depth reps at sites?\n", + "# poor alignment of soilCN and litCN\n", + "dt = dt1.where(dt1.lyr_c_to_n<50)" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [], + "source": [ + "#print(dt1.lit_cn.groupby(dt1.location_name.unique()))\n", + "#plt.plot(dt1.location_name,dt1.lit_cn)" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "#plt.title('SoDaH',loc='left', fontsize='large', \n", + "# fontweight='bold')\n", + "\n", + "fig, axs = plt.subplots(2, 2, sharex='col', sharey='row')\n", + "# marker symbol\n", + "axs[0, 0].plot(dt.mat,dt.lyr_c_to_n,'.')\n", + "axs[0, 0].set_ylabel('soil C:N')\n", + "\n", + "axs[0, 1].scatter(dt.lit_cn,dt.lyr_c_to_n)\n", + "axs[0, 1].set_xlabel('litter C:N')\n", + "\n", + "axs[1, 0].plot(dt1.mat,dt1.lit_cn,'.') \n", + "axs[1, 0].set_ylabel('litter C:N')\n", + "axs[1, 0].set_xlabel('MAT') ;\n", + "\n", + "#axs[1, 1].plot.hist(dt.lyr_c_to_n,'.')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "-----------\n", + "### Annual cycle of fluxes\n", + "This can be done for grid cells, or zonally" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dsDay['Nlimit'] = dsDay['cnpp'] - dsDay['cnpp'].isel(sim=0)\n", + "\n", + "var = ['cMICtot','nMineral','cresp',\n", + " 'nNetMineralization','MICrK','cnMIC','cnpp','NEP',\n", + " 'Nlimit','tsoilC']\n", + "v = 1\n", + "dsDay.isel(time=slice(0,365))[var[v]].mean(\n", + " dim='lon').sel(lat=slice(-55,80)).plot(\n", + " x='time', y=\"lat\", col=\"sim\", robust=True,\n", + " cmap=cm.get_cmap('OrRd', 11), #BrBG for NEP\n", + " figsize=[12,4],col_wrap=2);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Above: Positive NEP = land C uptake, \n", + "Negative = release to atmosphere\n", + "- Below: red = MIMICS > CASA" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "## Mimics - CASA\n", + "MCdiff = dsDay.isel(sim=3) - dsDay.isel(sim=1)\n", + "MCdiff.isel(time=slice(0,365))[var[v]].mean(\n", + " dim='lon').sel(lat=slice(-55,80)).plot(\n", + " x='time', y=\"lat\", robust=True,\n", + " figsize=[6,4]);" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:              (lat: 96, lon: 144, sim: 4, time: 730)\n",
+       "Coordinates:\n",
+       "  * sim                  (sim) object 'CASA-C' 'CASA-CN' 'MIMICS-C' 'MIMICS-CN'\n",
+       "  * time                 (time) int64 1 2 3 4 5 6 7 ... 360 361 362 363 364 365\n",
+       "  * lon                  (lon) float32 0.0 2.5 5.0 7.5 ... 352.5 355.0 357.5\n",
+       "  * lat                  (lat) float32 -90.0 -88.10526 ... 88.10526 90.0\n",
+       "Data variables:\n",
+       "    day                  (sim, time, lat, lon) float64 nan nan nan ... nan nan\n",
+       "    IGBP_PFT             (sim, lat, lon, time) float64 nan nan nan ... nan nan\n",
+       "    landarea             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cellMissing          (sim, lat, lon, time) float64 nan nan nan ... nan nan\n",
+       "    cellid               (sim, lat, lon, time) float64 nan nan nan ... nan nan\n",
+       "    cLITm                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cLITs                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cMICr                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cMICk                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cSOMa                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cSOMc                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cSOMp                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cHresp               (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cSOMpIn              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cLitInput_metb       (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cLitInput_struc      (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cOverflow_r          (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cOverflow_k          (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLITm                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLITs                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMICr                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMICk                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nSOMa                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nSOMc                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nSOMp                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    DIN                  (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLitInput_metb       (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLitInput_struc      (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    thetaLiq             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    thetaFrzn            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    fW                   (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cresp                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnpp                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cgpp                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cleaf                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nleaf                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cwood                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nwood                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cfroot               (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nfroot               (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    clitmetb             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nlitmetb             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    clitstr              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nlitstr              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    clitcwd              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nlitcwd              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    csoilmic             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nsoilmic             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    csoilslow            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nsoilslow            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    csoilpass            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nsoilpass            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    tairC                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    tsoilC               (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cLitInptMet          (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cLitInptStruc        (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cpassInpt            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    fT                   (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLitInptMet          (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLitInptStruc        (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMinDep              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMinFix              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMinUptake           (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMinLeach            (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMinLoss             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nLitMineralization   (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nSoilMineralization  (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nSoilImmob           (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nNetMineralization   (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nMineral             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cTOT                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nTOT                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnLIT                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cMICtot              (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    relMIC               (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    specRESP             (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    MICrK                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnTOT                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnMIC                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    NEP                  (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cVEG                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cECO                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nVEG                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    nECO                 (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnVEG                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    cnECO                (sim, lat, lon, time) float32 nan nan nan ... nan nan\n",
+       "    Nlimit               (sim, lat, lon, time) float32 nan nan nan ... nan nan
" + ], + "text/plain": [ + "\n", + "Dimensions: (lat: 96, lon: 144, sim: 4, time: 730)\n", + "Coordinates:\n", + " * sim (sim) object 'CASA-C' 'CASA-CN' 'MIMICS-C' 'MIMICS-CN'\n", + " * time (time) int64 1 2 3 4 5 6 7 ... 360 361 362 363 364 365\n", + " * lon (lon) float32 0.0 2.5 5.0 7.5 ... 352.5 355.0 357.5\n", + " * lat (lat) float32 -90.0 -88.10526 ... 88.10526 90.0\n", + "Data variables:\n", + " day (sim, time, lat, lon) float64 nan nan nan ... nan nan\n", + " IGBP_PFT (sim, lat, lon, time) float64 nan nan nan ... nan nan\n", + " landarea (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cellMissing (sim, lat, lon, time) float64 nan nan nan ... nan nan\n", + " cellid (sim, lat, lon, time) float64 nan nan nan ... nan nan\n", + " cLITm (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cLITs (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cMICr (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cMICk (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cSOMa (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cSOMc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cSOMp (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cHresp (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cSOMpIn (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cLitInput_metb (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cLitInput_struc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cOverflow_r (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cOverflow_k (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLITm (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLITs (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMICr (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMICk (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nSOMa (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nSOMc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nSOMp (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " DIN (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLitInput_metb (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLitInput_struc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " thetaLiq (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " thetaFrzn (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " fW (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cresp (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnpp (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cgpp (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cleaf (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nleaf (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cwood (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nwood (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cfroot (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nfroot (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " clitmetb (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nlitmetb (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " clitstr (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nlitstr (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " clitcwd (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nlitcwd (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " csoilmic (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nsoilmic (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " csoilslow (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nsoilslow (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " csoilpass (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nsoilpass (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " tairC (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " tsoilC (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cLitInptMet (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cLitInptStruc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cpassInpt (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " fT (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLitInptMet (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLitInptStruc (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMinDep (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMinFix (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMinUptake (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMinLeach (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMinLoss (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nLitMineralization (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nSoilMineralization (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nSoilImmob (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nNetMineralization (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nMineral (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cTOT (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nTOT (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnLIT (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cMICtot (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " relMIC (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " specRESP (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " MICrK (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnTOT (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnMIC (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " NEP (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cVEG (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cECO (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nVEG (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " nECO (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnVEG (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " cnECO (sim, lat, lon, time) float32 nan nan nan ... nan nan\n", + " Nlimit (sim, lat, lon, time) float32 nan nan nan ... nan nan" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dsDay" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Looking at annual cycle of fluxes in regions\n", + "- large mineral N accumulation in ag regions from MIMICS\n", + "- spatial distinct from regions with N limitation" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=[10,2])\n", + "plt.subplot(121)\n", + "(dsDay.nMineral.isel(sim=3) - dsDay.nMineral.isel(sim=1)).isel(time=200).sel(lat=slice(25,80)).plot(robust=True) ;\n", + "plt.subplot(122)\n", + "(dsDay.Nlimit.isel(sim=3) - dsDay.Nlimit.isel(sim=1)).isel(time=200).sel(lat=slice(25,80)).plot(robust=True) ;" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['cMICtot', 'nMineral', 'cresp', 'nNetMineralization', 'MICrK', 'cnMIC', 'cnpp', 'NEP', 'Nlimit', 'tsoilC']\n" + ] + }, + { + "data": { + "text/plain": [ + "{'long_name': 'Mineral Soil N', 'units': 'gN m-2'}" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(var)\n", + "dsDay[var[1]].attrs" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -- wrote /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN/OUTPUT_CN/HIST/figs/MIMICS_mod5_GSWP3_KO4_exudate0_cwdN_Fig_7_regional fluxes.pdf --\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=[10,9])\n", + "latmin, latmax = 60,70\n", + "lonmin, lonmax = 0,100\n", + "\n", + "ylab = ['NPP','Soil Temperature',\n", + " 'Mineral N', 'HR',\n", + " 'N Limitation','Net N Min.']\n", + "units = ['g C $\\mathregular{m^{-2 } d^{-1}}$',\n", + " '$^\\circ$C',\n", + " 'g N $\\mathregular{m^{-2 }}$',\n", + " 'g C $\\mathregular{m^{-2 } d^{-1}}$',\n", + " 'g C $\\mathregular{m^{-2 } d^{-1}}$',\n", + " 'mg N $\\mathregular{m^{-2 } d^{-1}}$']\n", + "\n", + "j = 1\n", + "for i in [6,9,1,2,8,3]:#,8,3,1]:\n", + " temp = globalMean(dsDay[var[i]].sel(lat=slice(latmin, latmax),\n", + " lon=slice(lonmin,lonmax)), \n", + " area=ds.landarea.isel(sim=nsim-1).sel(lat=slice(latmin, latmax),\n", + " lon=slice(lonmin,lonmax)) *1e6, \n", + " timeC=1, conversion=1, units='gC/m2/d', pt=False)\n", + " if i == 3: #convert N min to mgN/m2/d\n", + " temp=temp*1e3\n", + " # Start plotting\n", + " # control axes\n", + " plt.rcParams['xtick.top'] = True \n", + " plt.rcParams['ytick.right'] = False \n", + " if j <= 4: \n", + " plt.rcParams['xtick.labelbottom'] = False\n", + " else: \n", + " plt.rcParams['xtick.labelbottom'] = True\n", + "\n", + " # make subplots\n", + " plt.subplot(3, 2, j)\n", + " plt.plot(temp.isel(time=slice(0,365)).time,\n", + " temp.isel(sim=1,time=slice(0,365)) , '--',\n", + " color='tab:orange', linewidth=1.5) \n", + " plt.plot(temp.isel(time=slice(0,365)).time,\n", + " temp.isel(sim=3,time=slice(0,365)) , '--',\n", + " color='tab:blue', linewidth=1.5) \n", + " plt.plot(temp.isel(time=slice(365,None)).time,\n", + " temp.isel(sim=1,time=slice(365,None)) , '-',\n", + " color='tab:orange', linewidth=2.2, label=\"CASA-CN\") \n", + " plt.plot(temp.isel(time=slice(365,None)).time,\n", + " temp.isel(sim=3,time=slice(365,None)) , '-',\n", + " color='tab:blue', linewidth=2.2, label=\"MIMICS-CN\") \n", + " plt.ylabel(ylab[(j-1)] + ' ('+ units[(j-1)] + ')',size='large', labelpad=-2)\n", + " #plt.annotate(panel[0], ha='center', va='center',fontsize=16,\n", + " # bbox=dict(facecolor='white', alpha=0.8,edgecolor='none')) \n", + " if j == 0:# or j ==4: #changes to j =1 or 4 to add C-only results for NPP, HR \n", + " plt.plot(temp.isel(time=slice(0,365)).time,\n", + " temp.isel(sim=0,time=slice(0,365)) , '--',\n", + " color='tab:red') \n", + " plt.plot(temp.isel(time=slice(365,None)).time,\n", + " temp.isel(sim=0,time=slice(365,None)) , '-',\n", + " color='tab:red') \n", + " # format individual plots\n", + " if j == 1: plt.legend()\n", + " if j == 2: plt.axhline(y=0., color='k', linestyle='--', linewidth=1)\n", + " if j == 3: plt.axhline(y=1., color='k', linestyle='--', linewidth=1)\n", + " if j == 4: plt.yticks([0, 0.5,1.0,1.5,])\n", + " if j > 4: plt.xlabel('Day of Year',size='large')\n", + " # add panel labels\n", + " if j != 5:\n", + " plt.text(0.03, 0.88, panel[(j-1)], transform=plt.gca().transAxes, size='large')\n", + " else:\n", + " plt.text(0.03, 0.78, panel[(j-1)], transform=plt.gca().transAxes, size='large')\n", + "\n", + " j = j+1\n", + "\n", + "if save == True:\n", + " fout = fin[0]+'figs/'+sim[0]+'_Fig_7_regional fluxes.pdf'\n", + " plt.savefig(fout)\n", + " print(' -- wrote '+fout+' --') ;\n" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['cMICtot',\n", + " 'nMineral',\n", + " 'cresp',\n", + " 'nNetMineralization',\n", + " 'MICrK',\n", + " 'cnMIC',\n", + " 'cnpp',\n", + " 'NEP',\n", + " 'Nlimit',\n", + " 'tsoilC']" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "var" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-- cum cMICtot --\n", + "MIMICS-CN\n", + " 1901-05 = 48882.684\n", + " 2010-14 = 51191.555\n", + "CASA-CN\n", + " 1901-05 = 0.0\n", + " 2010-14 = 0.0\n", + "-- cum nMineral --\n", + "MIMICS-CN\n", + " 1901-05 = 275.44202\n", + " 2010-14 = 398.86407\n", + "CASA-CN\n", + " 1901-05 = 352.11148\n", + " 2010-14 = 418.2025\n", + "-- cum cresp --\n", + "MIMICS-CN\n", + " 1901-05 = 216.51088\n", + " 2010-14 = 282.01273\n", + "CASA-CN\n", + " 1901-05 = 265.5521\n", + " 2010-14 = 303.3397\n", + "-- cum nNetMineralization --\n", + "MIMICS-CN\n", + " 1901-05 = 2.7902088\n", + " 2010-14 = 3.886407\n", + "CASA-CN\n", + " 1901-05 = 3.5274007\n", + " 2010-14 = 4.229328\n", + "-- cum MICrK --\n", + "MIMICS-CN\n", + " 1901-05 = 337.22922\n", + " 2010-14 = 337.04266\n", + "CASA-CN\n", + " 1901-05 = 0.0\n", + " 2010-14 = 0.0\n", + "-- cum cnMIC --\n", + "MIMICS-CN\n", + " 1901-05 = 3080.7937\n", + " 2010-14 = 3034.6013\n", + "CASA-CN\n", + " 1901-05 = 0.0\n", + " 2010-14 = 0.0\n", + "-- cum cnpp --\n", + "MIMICS-CN\n", + " 1901-05 = 216.6953\n", + " 2010-14 = 291.09473\n", + "CASA-CN\n", + " 1901-05 = 264.78824\n", + " 2010-14 = 313.32684\n", + "-- cum NEP --\n", + "MIMICS-CN\n", + " 1901-05 = 0.184352\n", + " 2010-14 = 9.081742\n", + "CASA-CN\n", + " 1901-05 = -0.7637318\n", + " 2010-14 = 9.987165\n", + "MIMICS-Conly\n", + " 1901-05 = 7.699393\n", + " 2010-14 = -12.040404\n", + "CASA-Conly\n", + " 1901-05 = -0.32841355\n", + " 2010-14 = 10.93365\n", + "-- cum Nlimit --\n", + "MIMICS-CN\n", + " 1901-05 = -128.99887\n", + " 2010-14 = -102.08322\n", + "CASA-CN\n", + " 1901-05 = -80.90566\n", + " 2010-14 = -79.85095\n", + "-- cum tsoilC --\n", + "MIMICS-CN\n", + " 1901-05 = -72.72447\n", + " 2010-14 = 635.2978\n", + "CASA-CN\n", + " 1901-05 = -72.72447\n", + " 2010-14 = 635.2978\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#print climatology cumulative sum:\n", + "# Todo, these results really only make sense for C fluxes\n", + "for v in range(len(var)):\n", + " temp = globalMean(dsDay[var[v]].sel(lat=slice(latmin, latmax),\n", + " lon=slice(lonmin,lonmax)), \n", + " area=ds.landarea.isel(sim=nsim-1).sel(lat=slice(latmin, latmax),\n", + " lon=slice(lonmin,lonmax)) *1e6, \n", + " timeC=1, conversion=1, units='gC/m2/d', pt=False)\n", + " print('-- cum '+var[v]+\" --\")\n", + " print('MIMICS-CN')\n", + " print(' 1901-05 = '+str(temp.isel(sim=3,time=slice(0,365)).cumsum().values[-1]) )\n", + " print(' 2010-14 = '+str(temp.isel(sim=3,time=slice(365,None)).cumsum().values[-1]) )\n", + " print('CASA-CN')\n", + " print(' 1901-05 = '+str(temp.isel(sim=1,time=slice(0,365)).cumsum().values[-1]) )\n", + " print(' 2010-14 = '+str(temp.isel(sim=1,time=slice(365,None)).cumsum().values[-1]) )\n", + "\n", + " if v == 7:\n", + " print('MIMICS-Conly')\n", + " print(' 1901-05 = '+str(temp.isel(sim=2,time=slice(0,365)).cumsum().values[-1]) )\n", + " print(' 2010-14 = '+str(temp.isel(sim=2,time=slice(365,None)).cumsum().values[-1]) )\n", + " print('CASA-Conly')\n", + " print(' 1901-05 = '+str(temp.isel(sim=0,time=slice(0,365)).cumsum().values[-1]) )\n", + " print(' 2010-14 = '+str(temp.isel(sim=0,time=slice(365,None)).cumsum().values[-1]) )\n", + " \n", + " if v == 8:\n", + " temp.isel(sim=1,time=slice(0,365)).cumsum().plot()\n", + " temp.isel(sim=1,time=slice(365,None)).cumsum().plot() ;" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplot(1, 2, 1)\n", + "temp = globalMean(dsDay['tsoilC'].sel(lat=slice(latmin, latmax)), \n", + " area=ds.landarea.isel(sim=nsim-1).sel(lat=slice(latmin, latmax)) *1e6, \n", + " timeC=1, conversion=1, units='gC/m2/d', pt=False)\n", + "temp.isel(sim=1, time=slice(0,365)).plot()\n", + "\n", + "plt.subplot(1, 2, 2)\n", + "temp = globalMean(dsDay['cresp'].sel(lat=slice(latmin, latmax)), \n", + " area=ds.landarea.isel(sim=nsim-1).sel(lat=slice(latmin, latmax)) *1e6, \n", + " timeC=1, conversion=1, units='gC/m2/d', pt=False)\n", + "(temp.isel(sim=1, time=slice(0,365))*10).plot()\n", + "(temp.isel(sim=3, time=slice(0,365))*10).plot()\n", + "(temp.isel(sim=0, time=slice(0,365))*10).plot()\n", + "(temp.isel(sim=2, time=slice(0,365))*10).plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Et3acPsWoQ0mf20Qq9ttlud9F07ZpLWHOkMRiQ4Sjfz6zFqfmtrEIzGqLk3OL22d1U+qvxM/gpE9QsuxsSCFJJS3thySq8Ljmbrk+Hm+jYwFX+k/tAABwah7bnxpbwDy2MCyjTQelgavqn5zjMGpgbnufBrrHdZkGhnMXaGDua2pMo29SA8/aqzA1pqOBk8ppXokGVqYN7e1oIC+ggWH/OjUwTZuS9iixnkENTOZoNJBMRwPlu2adGhjSplINrLk758z6sYkGnqpdOl+JBs5q28y9Tg3cn9fRvmU0MLWfAstp07bJVS0CR616oZULRVEURVEURdkQfVWLwFGrXhzbyoWiKIqiKIqibJqhqkXgKFUvju3FRVUZnH3mXqdkF6iFHUA2aYk67Yrtdg0lubR6myahpOcYsgSkJUK5P1f6b3oLZcqSqe1JzkNJOT98H7I/9SWldEr7STrUaYnVqTKuKV5jgSLXZCrYn0KJ33gbQGUoSkMJ+8+YVk3JX1oApqbtUhusAGE9BNftNtgBQjMpEiX+5ndBBpQkQbG0LVlRumfbNHhqJ/ANnuJfSjRfttlejqYpFMXHhTUFZEpKFSeldK1VUTvhZk2NhaF5Lj47/ufFjCYdRb67XGdgV7qvyKesWPauBQKz+/2kqSiWGRUItR9nwagtgQ0wZdcIrLZtusmsdo38ghXB2QfcOs/aa9NQ5t4iMLMW1rZj3f44JSWnJblyvkxhipJPMpYCOY973LVWLcoyGphqUk4jlyX3Fl5EA4FY5zatgan9ExizP42nRQ1pYE7/KkM4sVdF46W1KdXAYH2SGnjGtMK0oo4GTgwaPR3TwGCl6WhgsPusWwNTDVpGA0NDxBINTM8px6YaiHa+dWogQGB0NTB8bqUGuiZ2bpzUwMoAmKJIA6UlcUwDQ3rTtjQw6J/cdth5N77QJET1IaoX92fm92xnZZtBbVGKoiiKoiiKsiEsMFi1CNwVpwPAV256PZvm2FYuFEVRFEVRFGXTENAEvwxhDn8Rpohje3GxVxlceMcTAHKJLv0lt3mmhNf3vBIly1BKHirf9c3Zl4IgLQK5Un5KzsKUPi/Znivtu++mZ3tZAyiZ9NQcl1ig0rJ/SD2pCE2531Ao/7vyfrAFyMeu8ZMr9YcEFGlvMgAmVdssys3fJqR0rVA1KCrtJ/YoTsr+NrZOtWO4fRx+b5lyf/SO4MxcPYh3DABxPtg45aSZzrb2gGQnJXYBV/4Pz+PklPQdTKFoGhLGkowV9vso/DiYm/dvSE9pRrO0BJCzSRm0tgATUqUoSVxxaSpnTCtYZsysRegjFSwD8OcKNoGZ0ANpI5A2AVnST7ePNZhKGWvC16dHJQQNzDWj6tPAXEOrobUfRw3sbWCX0cC+eXIamNo/gwaeFqxOQgOD/TPVwKkxzt4kNHBStVoodW1qWi0c1UDrEoCKNFBYoSLdksfJ5+hqYOfdsIwGOv/J0hro3EkZDZSxXlifBhpmWO5q4MRQYg2Nn0sN3LOVSJDavAbmGu2NaVpKbrxMy1tFA7eNTCPsg4DMG3z3OLYXF4qiKIqiKIqyaY5b5ULvuVAURVEURVGUDVJ5B8XQlympbhCdTkTvIKL3ENH7iOj5fvvdiejtRPQhIno1Ee1t/EX1cGwrF3sTgy897wwAeVtCn2Vh3lO27zzuaf40RJ+1YGh/CWmZv2+7LN2nY3JznDbpt0Gl33tTVEJJOFgGyNkbZPKTMXHiU0g5CWX/JgElHGOAqTGupE/IJkHlGuG1pf72tcvSPyDK/2xd6dJbmZrmTWnjOm+Bao4BANs2EZJJJb02gEy5P2sB6LMFRGkl4nyASEcxANdNiT76bdc+8cQY91qCRSCZK7VJyfnbfWJm2QxLHNPYn1j+pcelqTQGhtQWFZwUzdg2RSokq8htsnnVvArNpqrGKgC0DajCuNCITz4PaSkzoRNtipQ8liMLAdC1DLjH8Wc8WA3CPGHMkJWqlKCBvRp2CDRw7Hkpm9DAnKWz7/vegFaWaqDUPfnYWaAQaaBsBio1MFinIrtT0hQvaGDO/gT0aKCtY/tT+C7ToJpjpB0Tvbo1pIG9Fqjc9iRZb1ADITS4M609UA2MNU48Z0bQvLC/sU+toIHWn6lEA0NTPmC3NHCbGAL2CqybVdnLOQXg4cx8CxFNAbyNiP4XgJ8C8JvMfCURvRTApQBesvyql0crF4qiKIqiKIqyQSoa/yr5Tzk7bvFPp/6LATwcwOv89isAfNf6X0UZenGhKIqiKIqiKBvC3XMxbovyvXQeRkTvFF9P68xHVBHRuwHcCOCvAfwrgM8zs7dR4HoAd93Sy+twbG1RiqIoiqIoirINSv6a741Tb2HmS4fGMXMN4KuI6I4A/gzAl+eGLbjEtXFsLy72KsLdzz0j8voB6MRIptRik028gSUe40ViGMfGD9HnMR7aH0UoJr5j6QdutgXfcMYzLPfLmER5nshjLPaFeyPC/RN9MbKA9xKb+Hnu3gp3PueTli99yF9MwUcs7q1oO8/GvmKq5+2kPZGK7T0XmbEZKPErD1Lqb6foFwiC9wSnXuHEM9zELiYe4868iY+Z/HmyHb7DeRMvMvnut5SMT33I4fPHSWRtOC8ToYL3JlPwGpPwEIfuuP4x2u1uLnc+50X2j9lEfuSwnsYLLGIcAXgvcrsvjaqV55Of9bQ7bjSniIFMxyzCMhqYnmfTGriKn3qdGihvskz1TY4NWtcct0YNzMXIuvHoamLm3goAmJpW6wJ9Gmgg9Q7DGljPi2Jl23suhu8pa9a2SQ00rUZxqkVAv2atUQPZTJJI234NNOQ0LbzUoIFhWxTb7Q9bRQOD5gHLa2AbZTuugelnfRsauE0I3fu5cpTc0C1h5s8T0dUAvg7AHYlo4qsXFwH4xBJLXQtqi1IURVEURVGUDUH+hu6xr5K4WiK6s69YgIhOAPgmAB8A8BYA3+uHPRnAGzbzasY5tpULRVEURVEURdk07p6L8XGFf/G/EMAVRFT5Q17DzG8kovcDuJKIfgXAuwC8YsnlrsyxvbgwhnDWaZMoNi0wZH1qto9YprLHlFgGFjifpKQ7LZDvEJmW4dIPgJw7tQcMlfnl82nVWqiiOYTtKYzPlf6l/SlYnwD/gTVNr9PeeFk3d7BFJZavqPzflvPJzvvtT0k37U4UrXgc2QVsay0IFMUq+hjFzvZm3rq7LYep2sdJBCJnLEpumBFxjW69LG0CyfeOpan286XRj8a4c2e63OZiGyk53pABE8U2KSLXJFxYBKpQ8g/2KRLbQSAbohfDMe57Y7sSoZRNyb8z1q1jaoJdgDrzyOjari0gthTI7ZFNKWOhkscvgmqgOHYJDUw1bkgDg9UpnL89RowZ0UBpf5IaKC2gQH+8LOB0ONie0IwHKGd3amyh4xrY0cpATgPrujPuuGogmXliDR3QQDFniQbaLWqgO9fuaeC2WZctipnfC+CSzPbrADxombWtm2N7caEoiqIoiqIom6a0crHYHReHF724UBRFURRFUZQNEe65GGNyRK4uju3FxcQQzj9j2kl3CbQpB/1z5JJMFinNlaYbpHOOlc1Kro7Teaqo7J+bMyn5G1n+j8v5clxaxm+COpJ0J3lKkynzp1YnoD0mWA5IHNsp87OLwqD9/bi8DrTpJdbGXWajTrRx0hOJzttRgoqcU34XJXu2NnmeL+dzPVDmz6Wn9NkCpA2g2ebL8lXVjvHjKHSfFcc19qVgc+h0t4Uv71ObjhJeR5LE0rEgJHYBGkqXQpzuQmKdRiZc+dfVJpxwZBVwJXtfhje5jrZhDPzxfl7jdUG8Y2VSCuAsBK0lAVGn72iuNHkpkxqYS2Fp51nNBqAaWK6BueSodWhg87hAA1OrExA0L7Y/NUlPQFcD57a1MKUWo1QDbd1NeQIW08DIElr7zTlNXFAD+9KjNqWBmcS8tWig8f8FW0UDxbFGjOMmXe/gNLA5VmiglIxIF3tSUzepgdum7Gbtza9jGxzbiwtFURRFURRF2TTOFrWeey52Ab24UBRFURRFUZQNUXrPxVHpD7FzFxc+2/flAO4L1/PlhwB8EMCrAVwM4CMAHsfMnxuapyLCGdO4VLpIyW2sWZQ8Nr0SLS3xD53fEDX7c8f3XSF3UlFMvE/uNsmtRbKEL8+RbpdpJK0FQJTuk23y2HB82Cb3h1SUYHkCQmm+TR9pyvchvclmElDsvGuLSr43Jf/0XMlcssSflvabkn5iA4jGifJ+xxowlH5S0lRqCGOEBaCKSvhkhE3Aj22sA9Ec8biclQBA0xCq0yjKmKxdILIKiHkAmbIi5jOTuNEf2vSZNFUFkKV49xkKTaacRUBYmvyotIzfTVRxc7H4vFq05fyQtNJnh3LjfYRLZn9jVxj4V6fPUjDEYdNAyzw6LndMbn5g8xqYptk125Pz5Cyey2igbIwXaaCdizdX0C6R3mRTe6gt08AmFapAA3PahsU0MGuN2kUN7EmjyiZRVZN23LIa6L8iDSTqTdcDyjRQfvK2o4HxOaJ9G9LA7VLaRG8LS9kCu3iRdBmANzHzlwG4P1zjkOcAeDMz3wvAm/1zRVEURVEURTlQwg3d4030jsbVxU5dXBDROQAeAt8YhJn3mfnzAB4D4Ao/7AoA33UwK1QURVEURVGUlmCLGvvaqf+UD7Brtqh7APgUgN8novsDuAbAMwDchZlvAABmvoGILhibyBDhrL1umbMkwSU3LkcoAW6rzNV3wZuW9nNj0wQmt63HEtA8F6klmX1y7jTVJJxL2hCI2Tf5kSV+UVbPNXpKk55E6d/NGZfxnYUgKafLX2aUriLL/f6dYGtnBajreJ7UFpWW+vusUDINxc+dwiXlf3meNBkl7Eu3m8pZk+S+UN6XFoC01O8hYRmIn7cWg2aeyZ44rrVPkSjp+53uvWNMtkkVtZNEaVON7cCIY0QjqtQ2hcZqIqwDJrYNxOknzYmFfQCJhSot/TOsSFuR+5p5m52Evt9yfHyf8CwuMkdNA4f+4LcJDUztTEMa2DbUW0ED64z9E8hbQIWORHomLZ+SVTWwxO40poG5cc2SVtBAOZ/cLqxMjQbKhLxlNTDdNqCBZKrI1uQ3LqaB4XWUaGCUQDWsgWkS3JAGyn1hG7CYBtoBDduUBm4Td3ExvsYjUrjYuYukCYCvBvASZr4EwK1YwAJFRE8joncS0Ts/+5lPb2qNiqIohxLVQEVRlIPBEI1+0SG/SCpl1y4urgdwPTO/3T9/HdzFxieJ6EIA8N9vzB3MzJcz8wOZ+YHnnnf+VhasKIpyWFANVBRFOQAIoIrGv47IHd07ZYti5n8non8jonsz8wcBPALA+/3XkwG80H9/w9hcBGBP5IJl0wu4TXBpxo3MO9RwSr5nhsb1HTNGbuiYtakzRya5JHecLO2n525tAiPN7QBX6k+bLwH96SV9tqcwNk16CsdKC0Ha0C6BQ9l/NvPHJM2erG3GDJb3xWNOLFS5x9nSf2GCymDDvR6oqsBp4yj/WFqlOgko4ZyJhYql3clboxi+9B9+lqZp7+WO8+ePkqZkglSmjB/m6YxL01iETaBNUUne+UnKColjTWase50E5japKG5M5X82XjtCk7ghOxSAjiUqr0ft+HWwCxq4qv65Oco1MLVzpsfI4/o0MD6utMFngQbW87z1M9iiwtg06clvz1md3K68BvJsv2N7CvtW0sCeVLxe69OGNLDVrTVrYJJAdSAaKFKmltVAI61aYqx7nWUaaJmyqXthv5/U7Ue6Hx3WrYHbhIhQZWyoKaa0A+ghZ6cuLjw/AeCPiGgPwHUAngqn968hoksBfAzAYw9wfYqiKIqiKIri8JWLUbRycTAw87sBPDCz6xHbXouiKIqiKIqijFFSlUiLRbvKzl1crJM0DQHoL/n3lfCHElNCykrId6gLbAASosXsU3JoeAvLxlR9doAxK0CafhInnXTnSRtJGTDIzppyflPGD82ebGIJaOwAmcZQ0fOBZChZard187MZLPUHZMk/PJfl/mTu9rg6b38K4+v4HBE9TagkQ4kpXFtw2gFtBLPnPv5kDMhUIjElTjnJJakEyJjGGtCU9k0V2QU6VgEgtgsgWBNM1yYQLALxSYEabYk/pFFD6bAAACAASURBVLGYSZSq0qSj2Ngilc4Vp0iFFCoGkW3PBwBsvX3A2Q6Mb0AVPgd9n9W4AVXcZKrdXn5c9hyDe/s57Bq4yOvqWDkzY9apgUM2KHl+QwTDNcjargaGZnclGigb40kNzCVD1TMxldDAnpQnN+54aSBVBlS1DelI6FZHA9OmenKeg9ZA2QAwaGCaELVhDQR2VwO3BRG11reRcUeBY31xoSiKoiiKoigbhYBqr+DiojoapQu9uFAURVEURVGUTUFUdOGgaVFHgGAXkk1Z5K+Vo7HwY+M5Bhs3cT6lRBJO3dfQKTperCvdLRNR0mSTXLMn+RbPWQLSkn+f5Uk2f+rak7gt50v7U9gHtKX+nCUgzGUzdipvfZJl+ajsP5e2AFHan3tbVChPpuX+MEeYN5d0Ikv8PY30ZPk+lOqb70lpX5byx8r6ticRhW3eEhDETO6TVgAjGkVRZWCmk3iMGBvNa1K7gInSpxprANBrFQCC5co0CVPs7QkIj4NFICDSWyg8txNf/q/9m1tYokSDqsYe0L4It4ZQ8jei6ZRs0heamJFLIHefv9YWAAT7Ifxj93nhjGUqbAfcZzD8VohiW0CpHbL5sSw2vD1uQAPTJagGxhqY2k07SXhSA+v92P6UpkSVaKCtk7kHNPDUyehn0+jSfNYmPPnPdJOK548N33kep+UdBw00e5O2wd2yGuib5W1NA6up0LgRDTRV7B9akwZKaxTQaiBGbKNSA1O2pYHbgqD3XCiKoiiKoiiKsg6orCqh91woiqIoiqIoijKKKbFF6cWFoiiKoiiKoihDEBFMyQ3dE7242HmqxEvbh/RCVxT7kwePG/AMp2Pk9j7vcI6cbziNUsx1lO2LUZTb5L0VYS6KohFld+yByMR6DtSzrl846pxtozkA9PuLgcb3m72/ItxbEbDB71sDcjtElGLGV8yz/eh46SeWY3N+4pyH2NZ1x2ss96ePc/RFMdqeGEZ5AxnXNnou/4pCxnSiGd2YqpmHKtOcgyqT9SaTMaDJXuMjbnzFk72oA23zCRL+4eZ+jaqKPMhNLKSIe4zmz8Q2kvQLEwGVlzojJE9EL8bfXWwjqjjWEQDYTJwfGf7z4s/jutm6z0l4G1tG1LnWdaxF86FmAMFJ7ca2uhK0yYb5NvTXLNXAVTSwbu+XAPrvI2MLmp3K3I+xoAb6eNmOBs5mnUjZ5t6KwJAG9t1bMd8X96MdEw08mddAqXFjGmgm065GoUcDxb0UYxpIyX0XS2lgp+N3vway8fefFGigae7RiDWwopwGth84qYFpLPa2NHBrkFYuFEVRFEVRFEVZB4SiDt2aFqUoiqIoiqIoyiAEgim6oXsLi9kCx/biggHsJ2U4+bQvOq2xPIjOsxbcRlImAY7SPTBe3g+l9/agqGSfOaaGKNmDYeC64Dblfbj0TQNfkgRF3bwtx+fI2QEaKwAjiU7MRCkGG5SwCpCdA/V+t/yfswkAjf0pxCo222YzsV/YnzLdY1NbQFrqp6pqj5nPOvGJXFvY2bx53GxLyvp9EYs22R4el0YwWj/OJPGHtscS4LrT5iMaSUQttttMZ/6cLSpsr3xEY1h/sFHJuUKsYxrnGKwCDACTabyeJM4xsgb4xzTd82NaS0EbA+lsWDDGdeoWx5K3B7CZuPcvUfvpJOPeb6E7LYDQfbYJSLRW+GkSO4HfxsIO0NqhOPp8BTtUui0QfqM5N4j7zHaRKxk2kfQzpoG9x2U0MJpjjRpoQu5lOD5zTNBAIneyrWlg0JdUA+t5xy5F9T5g5ytpIM/2u/Yka8H7LnZWamAbOZtooLCTNhoYOngnGmj351nbU04DIx07ZBqY0z+3vVwDzd4ExtugxjSw2pt2LFO9GiisTmMayPLnIDQQ3oZVpIFV1cbOjmggsXVvxxU0MLWEDmkgc9//uTangVuFYoteL2WJUncD8CoAXwT38i9n5suI6FwArwZwMYCPAHgcM39u6TWvwBFJ1FUURVEURVGUwweR69A99lVyXwaAOYBnMfOXA/g6AE8novsAeA6ANzPzvQC82T8/EI5t5UJRFEVRFEVRNk9Zh+6SygUz3wDgBv/4ZiL6AIC7AngMgIf6YVcAuBrAs5dZ7aoc24sLAlCJGr1lRnqvTe7emybZRCQeVMg/5kwb2cFuttRNTEk7zaZEXWOTVJSwXSbC5LrLRglQafpJZ1tIbgqpUF1rVNNJW5b+6/1s2pPNlOVhrXgsttV1W9aXJX5hgQplcd4/mS/pe6tTQJb50/J8nbFF9aWjuCWKcXXGktXs6xZxbbKtLxGlDzdv3tOSu4lMlu0DporL+M1YY2D2pjDGdKwKqY1AWqjkvmo6bZ732Qncd9GN1hhniQp2gck0LLQ9ZrLXTVYJY0PKip/DJVmd5n5eFFsMmvOFfWRAZgI2EzTpUUCbOhXGyM63IjnKnYOaUn/XJhUnRlkGjInL/yEhRSZKNUuWdskFO9k2x2FcA1M4HIhYAyXLamBqR3LbVtfAisTca9TAxv6ZjsnYn8jOATvvaCDP9r31aVwDpS1UamBqgQpWJ57vd/TKzuYd/enTQDubd6xNu6iBfTfRLqKBxutXiQZKC9U6NbBJgnILbY6h0040YzvpUqkGTqYgn5g3qoE+FapIA82kk54HAGy6Glhb9olzsQY228XvY9MauFUIRR26/dvgYUT0TLH5cma+PDst0cUALgHwdgB38RceYOYbiOiC1Ra9PMf24kJRFEVRFEVRtkFREpT7o8dbmPnS8aF0FoDXA3gmM990mGJs9eJCURRFURRFUTYEGUK1lw8XkJRUNwCAiKZwFxZ/xMx/6jd/kogu9FWLCwHcuOx6V+XYXlwQxU1aqp4rPh8yEz0H8o2kDFG8LTOl6TmPLOe758Ol/njOdk2dYwFUhnzSSdKwKbygaHub9CTL/o3VCYjtT2nqSU+zJ3vqZNvYLpT8Q9qJsDs1x6WWgGRbaJ7Hto5K/aG0X+/PovJ92F9nbAHR8cE+4OdpbFbN8zgJRb7Odg6OxrANzzkalyJL+rbH4tRH5zVZjmLv4sZR3g7SY5dq9vvjTWVg9qooKcXtdzefpU30goVKWgLMdOLnju0CUSKLb1aV2qyaOWQqCnwKTGhMlTaRShtRTaYgU4FOO71rLQh2q6YxlE9AMZWzAJhJawkI70FhAXDnFA2qfNMq8nMGi4BLbSHUNrZJAa1VSiasBP0IqSp9f5SqqNWlRVhGA8ea6a1bA1s707gGEmL7U9heRWlPIxoov9BqINWz+ITS/pRqoLc/uWFeA+b74Nmsq4G+gd0qGmjns0ib2FrY/XmU6hT2s7WdZnNhe6qBrS10vRpYon9h7CKsQwMbrUk0sNqrGr2SaVFubKyB0kK1Tg2kxOrkzleBfFpYkQbund423QvHoEcDK7+tRAOrVP/6NbCqTCdRD2ilYpsauG3K7rkoarRHAF4B4APM/Bti11UAngzghf77G5ZZ5zo4thcXiqIoiqIoirJxiDr3+OSHFVUuHgzgBwBcS0Tv9tueB3dR8RoiuhTAxwA8drnFro5eXCiKoiiKoijKhiC0gQGD4wouLpj5bcjWhQEAj1hoYRvi2F5cEIBJ5ZIMxl1wybG+BGeTtBRXQaVOU6Y04YAyJbxQ9pdvLFnqlxYB+Rri88fJKo0NYDbLl/1tQUM8tkDamCgp/zclcZ9+0pT6ZfLJ/sls2hPP4wQUIElFEfOkpftgZ7J1HTW8k6V/WfKXCVBurJtXHitL/TYay25Oy1G5PrUBuGW39idrOdpvexJN4uMXbwnEA93PyFAkank7lHjfVSZ+7r2iVFG0TuP9o6mFYHJiGlmmglUAAKrpxJ8vtgQ045KUKmk3yKWthOZURXapyR5o//QmTaU5T2jCF44Nx0ymoHlISzHNX55kE6o2TcXvbyxVrT0gWAPYPzbVtJ3DhGQp4zWlaxeQWpFtMtWzfYyggek5io5dQQPDrzg9Z2rrlNtKNFCmPzX7mUH1qX7rU6kGzmetLQRobaFsuxp46mRXu+YzZ+NMNVAkOo1pYF/6XU4DZdKd1MDUFjqkgd0EvX4N7LM0HRUNrKYVTEWRBlLVRotKDZQ20nVqoJlOIttU2Gemt3btUmnCVEjLO3FmlCjVnCejgSFxr0gDqz3/fFwDK1OhItPRQBu+b1EDtwqV2aKKbvreAY7txYWiKIqiKIqibBwimOn4f7mL7svYAfTiQlEURVEURVE2BIFcVWiMgvsydoFje3FBBOyJ8pOsqKXltVxzp3BMGCvHhL5RhuLmMeH4MDY9T2Xisr+bo7U6yUZP7rltSouj9iXZ+A5oyu1NckpqAwDcfLIpXjI3759sU0uAthGUT3FqCHaptPldLv0kaSaVSzGRNqdgB4iSUuo41aTbNKrb3Ckq/9t0fJKIU9FokklqJ3AvsbUD9DW8650vU/MN5dPUppBiAFjfmshUJirrh7XIbRYWRuT2WABUM5CeY7/24/3Ymt3PZr8GVRZsDah2TfUsZiBjMK9rl3BiDUwtbE9+LMvGUrWFsa1toMbMzzcF17Y9prZRmgpb23wOQ3mfTeXe/1UFNuK92TSjqvzP0gLGrZFt7Y+3gJm4zxozCLX3MXqrE9um/M/eJgBLkY2mSZVyJ2n35VJVmn3wjfhaUQhJTLI33dK2qCU0EIh1cBkNHLaMxhpYJVanQQ2s512vlbQvraKB9X5siwKAetY0sJMayPN9RE3wAGeJymngXKRQjWhgqlGt1bObFgUgq4Ht9+1o4JAlalsaaCpy+xMNlLanoIFhW6qBbNwWqYEG7ueYaiAAYB9r10CuLGprOxromMcaCGdv6mjgqZOg6V6RBjpm69dAmaznTgwQofLPSzQw/T/VkbJFHaJeFatwbC8uFEVRFEVRFGXzUNPVfXDUEbm42Mn6CxFVRPQuInqjf353Ino7EX2IiF5NRHsHvUZFURRFURRFCZWL0S+9oftAeQaADwA4xz9/EYDfZOYrieilAC4F8JKhCQyAMyrulLo5c9VImVK722Hy25vjbFO3i+xLzYDkRKGMLkr+abJJZ21yTlmGl3PY0Ahq3iaipE3x0kZNskmTb3YHY5o1RKkoIsmkKfWnDaBms95Sf7c5U92xQwW7U3gutzcWKXGMnbV2A9dUb+6bS/l0FGEBqGdJQ6mmhN82fLKWm7SUdmxb3o8bSnWPj+bM/B4DaWm/PYcdLKn2NaYC2lJsKPm3ySbd+dLmUuHYamqa1yab65FPUAnPw9jQjC8kqoTj4+NMJzlFrot8MoppUlG6Y43fLo+t9qadRCkyBjTZA5+8tU1RcRM0qSjN8+CL9ceQSKNq97lEFRPSWIQlAGQA4a0NKVFBL7jaa5+LRlQw8bjOdz9Xc1zQJaKuFhVw6DSQrYiH8foVdKpEA0PiU7IWaYsa08A0uUk2qgMQa6BvjNfRwJAAVWD5tPvz5vGyGhglPYnmn1JnggY6C2m3wV0u/Slt+jmkgfV+bMk9ahpoKoosWDJ9KtVAqgjGUJEGugSoOC1KrktqoNmbdJKlAJc+lR47OXFa81hqoPFpUUUaGM61bg309qrDoIHbhI7ZDd079yqI6CIA3w7g5f45AXg4gNf5IVcA+K6DWZ2iKIqiKIqiCAorF5287R2l6OKCiL6UiL7JPz5BRGdvdlmD/BaAnwUQ/kxxHoDPM3P4M9T1AO56EAtTFEVRFEVRlBgqs0Ud8gpMKaM1GiL6EQBPA3AugHsCuAjAS3EAXQCJ6NEAbmTma4jooWFzZmg2N4CIngb3WvAld7sIND/VltfSych0SvyDnaZkwojYFkp1nUXKxJiAtABYWdLnvN0gzJGmnYT91tkE4rSUbppTU7IH4rJ9sDdZG6WLNOPms24TKMClogCRDSBNMEkTn8Jzqkwn+cTWmdSTZD4bWQjka7OdcnnOwtQdw1HaSUpf4om0A5RSOlb+fAKyhBrmMRX1HOfSUJpxsC6FJLzXjIH1iU9hbHOseF3hjN1UKT9PRTDRXgv57mHLoJpQ7QE15q48X9um4VQ7zvr0lKpJRXFrcdupMqjDz2LWWgAAdBKlqDIga73Fqk1RgQk/S5+KYmrwHE3JP6T+0MQ1wJLWARhR+vdN+8jbA5hbaY3+sSBqP7fBJmUmiRWgm7LSHC4aU4mNKGUhDcyxSQ0U+tUkOyUN7po1ynFjGmjr2GK6hAaysFk2BO3LNMLrJOj1aGCwRa2qge5UXa2T55NEzULrvAaGbQepgZ2516iBLkWqTAOl0gUNbNKnEg00MLBAkQZSZVwCVIEGhtfa0UDMYayJNNB6O1VHA81JYDIt08CJv3W1RANlo74xDazmrYZJDSSD5oe0QQ08KIha6/DguGNUuXg6gAcDuAkAmPlDAC7Y5KIGeDCA7ySijwC4Es4O9VsA7khE4Z18EYBP5A5m5suZ+YHM/MDzzztvG+tVFEU5NKgGKoqiHAD+nouxr+N0z8UpZt4PT/x/4g8kUZiZn8vMFzHzxQCeAOD/ZuYnAXgLgO/1w54M4A0HsT5FURRFURRFSSmzRR2fysVbieh5AE4Q0SMBvBbAn292WQvzbAA/RUT/AncPxisOeD2KoiiKoiiKAhB529jwF47IxUVJFO1z4KJdrwXwowD+Ej6p6SBh5qsBXO0fXwfgQQtOkO+6OuTdk37inLfYCq+v3JWZU3aWbbY191xw618OMbJN3Kxtx2TWF3mLgdZfPNuPoxCDj9L4TsS29Qg7/3HSRdt3Kw5zAoi70wrPcYhtlN5i+Vz6i0OMYvAUh5Jgem9G2OaWmMYxtvO1UY6tL7mNVrRR7GJJ5KL0/OYiZ7uxid3YxbCO8DzXmTYcF/lt6/aYhvTel+j+Eh8LmZmfqq4X2XWCtU2MYpiLrY9grNu7K4yIW5zvcxOvyJa917eNYgxeZRnVWE3bWMIwVz2zTcSjqQxsEn8bohKDD9lOJ00MYohnBAA7mzTjw19/ZDwjGQPjPciVeI813WxFxCLLOEbf1ZaM8WPimFrnMfbrCR1wQ1RjGvfYvnhQPYniFMmI+Ea3sPz38FhGN67COjUw0adlNJCkbsm42LRr9oIaGO6vWEUDef+k7y7camAntltG1Gbur5DPgwZaH5HtplxOA7n53Mr72KROtRpYz0IUt2qgbc41roGmYj++TANDPO2YBob7U0o00Poo2lQD0xhaqgzsbN6Noa0q2Nm8E93dp4EhfrZIAzPz9GpgNQXJyNqggUb8d3RbGrhFCIAR8by94woa7e0CoxcXzGwBvMx/KYqiKIqiKIpSClHR/RRH5Ybu3osLIroWA/dWMPP9NrIiRVEURVEURTkqEI5VE72hV/po//3p/vsf+u9PAnDbxla0LdiCZid7485ydMr2yXzNGLktjUwTc1FyzrQjN7FtS76y3J/OD7jvwVaVdswOdoCAteC528ZGlPOb+MSuJYqtTZrpdmMLm9eRlPVkdCBVLhaPawtMgXlzjAVXtj12io5dIMxRAR2rgOxMCwAm6U4brALxcb6ELqwCcp98HpDdvG2yL7UPyDGpHStFHks+BjGsqY8Qoyifp4RYRSBfbpU2KYoem2h/7q8pofyfHp92qQWAak+8z0XHW9mt25Xuu+8d+T193GwTFgCT2AQkqfWCbd28rxkA6rop+/McLpbRVKAJ/OfAl/qB9vMT5plMnTVgPmvjHk1aBp8145qOttZnm0uvrWlL/lE8tv/eRDeuwi5oYOioHdY7pIFiDZ2O2dK6CSyugUBHA/ugzu882S80kIxprKHLamAaRct13exvfix+nBHdvN331i7qzrNeDcxZqPo6aec0sDeiVkTIjmmgZJ0aKC1P8ni5fUwDg1WqSANNuQbKWO5lNZCti+Iu1kBvJY00cLoXRT7DHyMjaxsNNMnvbkgDQ5fvnbJFlVUujvw9F8z8UQAgogcz84PFrucQ0d8BeEHuOCI6t+C8lpk/v9BKFUVRFEVRFGXXoLKqxJG3RQnOJKJvZOa3AQARfQOAMwfGf8J/Df2EKgBfUrxKRVEURVEURdlJqOhm7V2qxgxRcnFxKYBXEtEd/PPPA/ihgfEfYOZLhiYkoncVrm9jEFuYUzdHKS1FJe9gPQLiMrso3ctz9JbufDnfdeYNyRSzKOWk6YLtH9tMF1kKXTSNAUJKk40tAE35P5T85/vg/ZNxCdm2doDGQpB0lk3LzzLtKbIoJeklYXta4geA+uR+ZGsKKT+5Un+auNIuXXb8HrYj5ZJRQpk/KuHX3LEMuDFda5Ms58syvvz5tsdJ28BwCT+dLz0+O15YVUymvCpL+M24jBVAjpO2KvmaZPpJKOvH41uLgBGWAGmbqvZiW0DaWbebwNJNUTEiRSUkqLTbjFiXaZJSQnpKeM1p2kpjLQidukVKSzYFxXfohkxUCfYnT7AHNLYo06au0HSveR7mbY5NklKYzKj1poSlNDDtwr1ODWSO0qEANIl07lwjGui3uamF1SkkQZVoYDg+0UA7mzfviXb55RqYdtUOGmhn89a2uaQG9iXjtetsNc/ud9OiQjKUnMvtO3gNzNmiNqmBsf1yWAOdhsSWqIPQwGqv1bSggdVUbmv1LZeiF153qoHh/oBVNJD2To9eS0hng9RWYHENNJPd6wdB45ZJN27HXlcPJWlR1wC4PxGdA4CY+Qsjh3x9wXlLxiiKoiiKoijKbkMETKbj49bwh6PDwOjFBRH9QvIcAMDM2XsumPmkGFsBuIs8DzN/TI5RFEVRFEVRlKMLtZWfoVHHpc8FgFvF49PhUqQ+MHYQEf0EgF8E8Em4fjWACyM4FBG2PJ+BP3tD2+wFGL5iTG1D0T4bjWnSEax1diUMlMNEWdDun4xL+QAwn7nzhcZMafKCnEPuy6WlhDXZGvWpU1FqRK5ZUz2bdcrWzVg/XlqcOCnPh21DDZ9q30QqlPNl2Tct8fclLtX7drS8H77Ludy4eL60vO9eI4s58mX8yAqQKduHUn2dJOyEoZlKfbS/u539cdSZc4iq7i+5VuTmC0hLQWolMBVhfvu8c4NamxjV2ghkAz43pi39V9OqaTjljuvaEoyhznEkbAzV1CCXOhUnp3QtU3I96eO+JnzN608iBRsblrQQiDJ/9NkMdgJhCwgNq9wa4iZV7uco9MOY2Aq0JI0GTsVcYxoobUPRvnINbKwRmXPa+T567UxSA03V+ZnK84fHnUZ3YU0LaqBsbrdODbT7846tc1ENlKlO69RA2fxuTANL7JvLaOCY/rnjDk4D3fblNTBOzBvWwI7lKmjoXtVJ3quCpWkFDZycvtfOMaKBvVbSDWmgHLszuC56BeOOjy3qxfI5Ef06gKsK5n4GgHsz82eWXJuiKIqiKIqi7DhUeHFxNCoXy7yKMwDco2DcvwEYuz9DURRFURRFUY4sROTCPEa+UGKdInolEd1IRP8ktp1LRH9NRB/y3++00Rc0Qsk9F7JTdwXgzgB+eWD8T/mH1wG4moj+AsCpsJ+Zf2Pp1a6Teo76c5/ytqjkGiu9uoxK7UmzpeyYtuw9BImSH4AoGSp8D2kpMr3Eze1K/kbcICSTnZptSZpJSDKpT+5HDYjCcfW+GJsknQCtJcD9KMZTTNKmdWl53+7XUWMlWXbtK/OnJfd6v842aMolmLRpLV0bU7vuONUkLeePhJVEJfp07CLle0nVUyqte6wGYXx3e27uMFe6n9v9yVu5mpO3DKS2ucQS0JM+FawCtU+vSUv+QJy0EubIWQcmp0/aeUXiSpzU4j5nqd0pbcJFIj3FyMZ8wmZgktSgnH0qbWQl35dmL6SwFKZRSetAui1nkyzlsGlg0vyz2ZbRQBbzr1MDU4tTY9+czWFMbItKrU7LaGC9X0e2pjB/tHbL6CRAZZrVSQ0M9qqczVM+787VamB07JIamBu3kIVJWJ4OUgMBoEreytM6/J5W00BKxvVpICV2KLk9JPeNaWDOMtqngam1al0a2EmmCno3FTc7j2mgtLKvooHbZn22qD8A8N8BvEpsew6ANzPzC4noOf75sxde45oouefi0eLxHMAnmXneNxjA2f77x/zXnv8C5CdVURRFURRFUY46tL4+F8z8t0R0cbL5MQAe6h9fAeBqHPKLi19h5h+QG4joD9NtAWZ+vh/zWGZ+bXLcY5deqaIoiqIoiqLsIuWVi4cR0TPF1suZ+fKRI+/CzDcAADPfQEQXLLvMdVBycfEV8gkRTQA8oOC45wJ4bcG2A8GeOolTH/5gp0QXyDW/co/jVJBme/rc2tEx6blDQyUAnSZMdjaPSvahzJ9r6pRSR5YAV76f376ftQ/IUng9axsu5eZNU0rCNndMawMYSihJmzoBrrSbJpXIudOfZb1vi8r2uXJ8zeM2JrltzA4wdD6ZipKbpy8xqjsuHjhmM8ilsfRZDOIx3TnkvrI5qHd7bo606RVVlG3yF/YB6FgCwrhgC3D7XJJKtVdlU6jC8em5++aRx6VWg7CNknSV5jUKq4ARNq3mZ5NsS5NaZDO3MdvREEEDg00rnKt93NVAeb51a2DYX6KBsinnQWmgTFVaVgPjxp/DGpjaQVML00FqYJ+m5TRQWpDSORZBaseQBsrzLKuB+ddcZ+dIX8dBaKDUNKldZs9EGjakgWNaKo/r00Czl+/rcFg0cLssdEP3W5j50k2vaJP0XlwQ0XMBPA/ACSK6KWwGsA+g9wqKiL4VwLcBuCsR/bbYdQ6crUpRFEVRFEVRjgdE8X0lfRTc0N3DJ4noQl+1uBDAjctOtA56zV3M/KvMfDaAX2Pmc/zX2cx8HjM/d2DOTwB4J4CTAK4RX1cB+JY1rl1RFEVRFEVRDjdE7Y3pQ1/L97m4CsCT/eMnA3jDWta9JEOViy9j5v8D4LVE9NXpfmb+x9xxzPweH4/1zcx8xfqWul7sfI5b//0zUepBrpEMEJfyZTk+mq/u2gWi45IkkVx5TyaaWGthjIG1FnZ/rS/zNwAAIABJREFUNthwqT1vnCgSUiLqWZzIxDVjdnKeJInESUx9jZu6Pw/utTDlkkfS0v2+jcvxskwsy/t9FiM5R1y67y/zx/OkJf/84DFb0KJN8PoaRvWV6uUxY+kp6XmHyvT5NXTn6FolgIo4skPkjuueO93eTXKJ5psP/5wrcqlVnSSWJGElpLNUe6ZjAQjlfklfYyuqKGslSK0IYV55XNogbcxOJdOqZOqKPHdfU8cSltFA2SQumqvH/pTTQOsT6VINzDWeW4cGpklKYVxOA3MpTABQz/rtXSUaWO+LlCahgTlL0qIaKDVMbsuNzXFYNLD93I9rYFhniQbm06EW08C+1+DWMGx5PUwa2DYt3W0N7Pv/2WGnt5myHFNwQzcR/QnczdvnE9H1cA2rXwjgNUR0KVyY0oHe4zx0z8VPAXgagBdn9jGAh/cdyMw1EZ1HRHvMvL/iGhVFURRFURRlNyHqRn73jRuBmZ/Ys+sRiy1qc/ReXDDz0/zDb2Xmk3IfEZ1eMPdHAfwdEV0F4FYx7+Hoc6EoiqIoiqIoW6CkcnFUOnSXpEX9vwBSW1RuW8on/JdB2/vi0GBnNW6/8XPZRBeTsQgAbak+PA5j4hJ5f7KUbKzUnEucIySayLFAt0lc2nSpeU02ThQJ5cymyZKwJ6VWqTAumk80XQpl/bTRXDN/T1JJrqy/aOk+HDuURiLnlI2XxkjtBvInmvuIh4SP9nl3v9yXe61hzFg6SonlIB23CIuns7jv0jbgzj1sT8jRZ2nIW7HyFrfwe66IUbFIjpkDhsLnU9iiKgO2Mg2pfdw2vMqnsqT2AVnqd2ku3QQXY7o2gfaYYfuAmU4au4BcT67p1bJpKUEDc4kuJrFhNedagwamFqplNDDVo+Y1ZTRQpjctq4HS2rmMBub0UD5vXuch0sC+/+IsooFyf87OeZAauIj+BS0/jBoIsJtLaCDXhPCblBpoa06a9G1WA0OKlTy+PSbWQDl2TANTdiIxigiYFNzQXXIBsgMM3XPxRQDuCpcWdQlcUhTgUp/OGJtY9Ls42z3lW1ZfrqIoiqIoiqLsDgQCFSRB5e5/2UWGKhffAuApAC4CIK1MN8NF1A5CRPcF8IcAzvXPPw3gB5n5fcsuVlEURVEURVF2CsIifS52nqF7Lq4AcAURfQ8zv36JuS8H8FPM/BYAIKKHAngZgG9YZqHrpj41wxc+/OlOMxhJNQ1NWmSiSL6hHBCX1G1Sv25K6bbbDKk9pluebyxNmcZL4RyhrChtTLL8We/bTik/lPHHmieF7Wlpvy9JqG++nDUgd850P9CW6YfSUnLkUotCObskHaVb/iefkOTLwsilNoVt8flihtOeZIpIaXJKONciLGILyP3c3PFhw/DJ869jfMHjtomh+bv790zXkpY7NjSyomQBJtELaTkIhLJ92tSvM0ePvQAAqr2qsVXJdLl0jlUY00DZOCttfplrKCctSHJsO2Z9Gpg230ybzoV9YXuaXtfMuyUNHLKL5shpYF8DvNz43LqGUo1yx+fsm4tqYD6xqWsR7Z47d1z3tWxLA3M/t27a0+HXwOq2We/vNWURDew0IPUaWO110+dirWw1sNWhcQ1ch/5tH9KLCwkzv56Ivh2uU/fpYvsLRg49M1xY+PFXE9GZS68UABHdDcCrAHwRnN5ezsyXEdG5AF4N4GIAHwHwOGb+3CrnUhRFURRFUZSVIQIV3HOR+0P3LjL6KojopQAeD+An4Ao7jwXwpQVzX0dE/5WILvZfPw/gwyut1nX4fhYzfzmArwPwdCK6D4DnAHgzM98LwJv9c0VRFEVRFEU5eMiMf43/t3wnKHkV38DMPwjgc/4m7a8HcLeC434IwJ0B/CmAP/OPn7rsQgGAmW8IzfuY+WYAH4C76fwxAK7ww64A8F2rnEdRFEVRFEVR1gOVXVws36H7UFESRXu7/34bEX0xgM8AuPvYQd6W9JMrrG0QIroYwCUA3g7gLsx8gz/vDUR0Qc8xT4NrDIi77O3hlk+69humpwyVeg0BRLGG0XbLIEOd+zNyhHsm0jGyu2t6PhfhGHuFA8EbmUYhBvpiYPNxsfkuo33e49wYed5031Bg3FB04pC3OPXDDsck5rbn4w7lPRetxzi/ve/4HKWRiiW20kU9w4vMs6inWd5nEp7nPdfroSTStxsNHGI65aiBFzVPP4/BFyw+fxV13td9fuRcjGKYQ8YzNttEckjQqaA9ofv0IuQ0sE//wvolaUfraF+hBsou2XKMvFcid85lNXDovofjpoH92tjVnfTztS4NXFf87CJjgO1p4NB9LutmUQ0ENqeBKVQZ1LP+e9JStqWBBwYBXHA/BWMDb5QDoOTi4o1EdEcAvwbgH+HehS8fO4iI/gOAn4a7D6I5DzP3dvYuhYjOAvB6AM9k5puo8EqPmS+Hu9EcX3bWWQve+qUoirLbqAYqiqIcBFR2s/ZxqVww8y/7h68nojcCOJ2Zv1Aw92sBvBTuQqQeGVsMEU3hLiz+iJn/1G/+JBFd6KsWFwK4cV3nUxRFURRFUZSVKOhzgZ7KzrYgojsDuDMzvz/Z/hUAbmTmT5XMM9RE7z8O7IP4j30fc2Z+SckiSiFXongFgA8ws+y9cRWAJwN4of/+hrG57Nzits/cPhppNtYNUpbpm/11bG+S50i7ugKIyvtpOb8vwnBfWA9k2TMt7+e2y21jUYnNunvmyI3tO+9YBO1RoGvDGn5/9UctLvfXi2VsTOm4Taf8ye7Bi77O3NqkXSPdJo8psVsMjUn39e2Poh8H1pvaR9LoR5NYBOS+dbBODUyjZTetgamerEsD++JZ0zjsIQ3M7SuN4T4KLKuBXTvXejQwzD029iA0cF2dxTehgUPnCfuX0cC+NRyEBm4TJtoVW9TvAMj93/0iAD8H4PtKJhmqXHzHwD6Gu1F7iD8noh+Du5n7VHMg82dLFtbDgwH8AIBriejdftvz4C4qXkNElwL4GFyilaIoiqIoiqIcPLthi/pKZn5rupGZ/4qIXlw6yVATvacuuzLPk/33n5HTArjHshMy89uA3su6Ryw7r6IoiqIoiqJsjKIGeQd+cTHUjGO8UYen5IbupWDmuw/tJ6JHMvNfb+r8Y7BlzG6ZRdvSDrNhW+8cosPrUOfVNEUnkEsciefqtxztW47KqiGVoq8EP9TleihZZWiM0mXMMlbOZn7IufSSVewApe+FXPrOOhizYPQl36RjcxYFV/YXSSXJcWPJYqW2g3Ce5nyzeFvfawPalKRlWKcGSpvmNjRQWqNUAw8XqoHj510nm9LAnJWqTwPHnnfX3NXAPUPtvi1p4HahXalcfIiIvo2Z/1JuJKJvBXBd6SQbu7go4EUADuziQlEURVEURVE2DhHYFPyXu6i6sVH+C1xK7OMAXOO3PRCux92jSyc5yFdx4JdniqIoiqIoirJxiMa/Dvi/xsz8zwC+EsBb4VpJXOwf38/vK2L0MoqIzgDwLABfwsw/QkT3AnBvZn7jEuuWHGhh2TJwUjRfqQid7kYVUdRApq903leKD+kXoZTXZ3EaSysZSo1Kf4y5VKe+hJOx15VuUw6OktL3IslUi/5O+2wtkkXsD6XnXyZVqqyRYfrzy48bOn+uwVbuPLnPddvsjPx3xp6hZh8gH3dfV8vyH851amCwRa2igX1pTn37SzWwRMuGzj10nLI9VAOPtgYC3IzdlgZund2wRYGZTwH4/VXmKLFF/T5caeTr/fPr4XpYrHpxoSiKoiiKoihHnMIo2gO+uCCim5G/YiMAzMznlMxTcnFxT2Z+PBE9EW7m26m0JfYwH1nDHIqiKIqiKIpyeCEA1eG/54KZz17HPCUXF/tEdAL+SoaI7gnRt6IPInosgDcx881E9PMAvhrArzDzPwIAM/c26dsGc2Z86lR/4/ChUl+udB6npbT7hkqZfWV+WzAmV1Jd1A6lHH7SUn9pU7aSecvG5ZNHcuX/sbJ9XyLLkJWgtdOMLDQ5j1xn/ryLfShKmusNpasA8ec61+xK/q7Tx5tgnRo4lLiUvi/kNtVAZYjS5m+qgd3zHAYNTP+bPKSBuaSpTWvgdtmNtCgiOoeZbyKic3P7S3vVlVxc/BKANwG4GxH9EVwju6cWHPdfmfm1RPSNAL4FwK/Ddf372pKFKYqiKIqiKMqRoKgqceBpUX8Mlwp1DdwVqLzaYRT2qhu9uGDm/01E1wD4On+SZzDzpwvmDn8S+3YAL2HmNxDRL5UsSlEURVEURVGOBmX3XBx05YKZH+2/332VeUrSot7MzI8A8BeZbUN8nIh+D8A3AXgREZ2GQ3BJFmCOrUw50lLcWJJIriQ/bC3oppzk5h5Lcxpb36aa9xwHSpIwcuNKkz1K5x8aP3QuA/e+Wv8Hb3EBtONDGpZvvNWSWm9CEknf/lXPA3R/zvIcffskwTIU0lPctvw5c69lEcY0MPdeW5cGtuPaOUqsUH3bxtanGrg8B6mBuTlUA8s5aA1Mm/StSwNz615GA7cKYa0duonoUQAuA1ABeDkzv3D5xfWe4zsBPMQ/vXqRlNjeiwsiOh3AGQDOJ6I7oX3F5wD44oK5HwfgUQB+nZk/T0QXAviZ0oUpiqIoiqIoyu5DgKnGh5nxiwsiqgD8LoBHwiW4/gMRXcXM719xkfIcLwTwNQD+yG96BhE9mJmfW3L8UOXiRwE8E+5C4hq0Fxc3wb2oQZj5NiK6EcA3AvgQgLn/riiKoiiKoijHhqIo2rIa24MA/AszXwcARHQlgMcAWNvFBYBvA/BVzGz9Oa4A8C4Aq11cMPNlAC4jop9g5t9ZdFVE9ItwLcPvDdcrYwrgf8LdEH7gWDhLQK5c3tcsp/u8374UzmFHyo19TaXS/UNWgNxx3fLn+DGHmb7S+bKNhUrnWaQEv6jFKVBarl+kQdS6yVtz4v1jTaYqlJffzRpL3HKu3LzrPJckTlcpP0f7MxpPmut7XsKYBubTmPLr6NOnVTWw1A6VW5tqYPkcQ/NsSwNLrEsHpYG9mpbRwKH31HHTQElJklY3iSt/TN4SuQMf5vJ7Lh5GRM8UWy9n5svF87sC+Dfx/HpsJizpjgBCOtQdFjmw5Ibu3yGi+wK4D4DTxfZXjRz63QAuARCiZz9BRGvJz1UURVEURVGUXYCJFmmQ9xZmvnRgf26idV9d/SqAdxHRW/z5HoLCqgVQdkP3LwJ4KNzFxV8C+FYAbwMwdnGxz8xMROznObN0UYqiKIqiKIpyJGAXolEwrITrAdxNPL8IwCeWWFX/Opj/hIiuhrvvggA8m5n/vfT4kj4X3wvg/gDexcxPJaK7AHh5wXGv8WlRdySiHwHwQwBeVrqwTVMRcNakPD8iX4ajZH/aLKpkHjlH2XlLEicWKRGWWANK5xtrerOqNah0vv7xq8039rpyTcOWsSKUsM3GQqvYRw6yXJ1r4Ca3H7ZS+jYTTw6bBpbqH6AaWDJf//jV5lMNXOZY1cBSDn3q09Jw0c96JMQ08A8A7kVEdwfwcQBPAPB9q6wuhYgeDODdzHwVEX0/gJ8losuY+aMlx5fo2e3+ho45EZ0D4EYUNNFg5l8H8DoAr4e77+IXlrl3Q1EURVEURVF2FYa7cBj7Krm2YOY5gB8H8FcAPgDgNcz8vjUv+SUAbiOi+8MlvX4U446lhpLKxTuJ6I5wVYdrANwC4B2F8/8zAGbmvyGiM4jobGa+uXRxiqIoiqIoirLrcJEvqqx0wcx/CXerwqao/a0NjwHw28z8CiJ6cunBJTd0/5h/+FIiehOAc5j5vWPHeSvU0wCcC+CecHe3vxTAWPM9RVEURVEURTkylFieDpFL7SYiei6A7wfwEN9bo6QgAZQOJKK7AvjSMJ6IHsLMfzty2NPhsnjfDgDM/CEiuqB0YdtgEb9m17eYHk+9frrYq5l6lPO0xwxHsaUdMHPn2TbriAsMMZKb8l+WrmGR+dzvjEb8xcVTFq9nEx1Xu+ceH9PvSW5/JtuI/lzE3x1/fhafVx6zTf/3ujj8Glj+nu/OdzC/kBLd2AUNXCbiVjWwb49q4HGHuex3v0gX9w3zQQCnAFzKzP9ORF8CoDiYqSQt6kUAHg/XnKP2mxnA2MXFKWbeJ//GJaIJ1h+VpSiKoiiKoiiHmhJb1CGqXDyQmZ8WnjDzx4jottKDSyoX3wXg3sx8asGFvZWIngfgBBE9EsCPAfjzBedQFEVRFEVRlJ2FUVaVOOhrCyL6z3D/X78HEclbIM4G8Hel85RcXFwH11170YuLZwP4YQDXAvhRuBtPSiJst4IB4cQaanh95f52f7fDbG78Okulhyn2bnz80N7DbwdYdP7NWBxyc8ZWkaHzyv2rvHf63sNjXZKXOc86f4etxXA98+0KqoGbYV0dsx2qgWWsRwNXfd+oBipDHKKqxBB/DOB/wTXRe47YfjMzfzZ/SJeSi4vbALybiN4McYHBzD/ZdwARGQDvZeb74hD1tlAURVEURVGUbbMLN3Qz8xcAfAHAE1eZp+Ti4ir/VQwzWyJ6DxF9CTN/bLmlLQYRPQrAZQAqAC9n5hdu47yKoiiKoiiK0gejrKJqD9wYtR5KomivWHLuCwG8j4jeAeBWMd93LjlfLz4i63cBPBKuLfo/ENFVzPz+vmMMASeqZXuixgy/YWit3V/LKDvnJli05DtUiu7rLDp2XHpsX7JM95jR5RbRd46DS9IYOzH1PF7OqjLUhX6VeTdH2S8mJIIt+nsMrzVNiznoZBXVwM1wmDVwHUl+JeyuBq6uVfnfiWqgPF7Od2zgsqrEQVcu1kXvxQURvYaZH0dE1yJzjwkz329k7uevurgFeBCAf2Hm6wCAiK4E8Bi4hCtFURRFURRFOTBsSVrUMahcPMN/f/QyEzPzW5c5bknuCuDfxPPrAXxtOoiIngbX2A/nm+JeIIqiKEcC1UBFUZTtwzj4JKht0vuvCzPf4L9/dJmJiehmdH+WXwDwTgDPClWGNZErruWqLZcDuBwA7jE9wfuWO2W5tJScS9FZJFUiLX2mqRVljfS65US5feh826bv/H3lz9zrD2XX4Z/N8Avtb+YVbx9rILRMGbi/wVf5HOti1SZcy1hV1mMjGJ5/G+X09DzhdS37e+xqwXLzBJb5vS6igamVZl0a2N1/9DVw6P26TQ3MbTvqGrgqqoHxc/l9mfmGni/KriVY7cIN3etiyBaVuzhoYOZzRub+DQCfgIu1IgBPAPBFcF3/XgngoQuudYjrAdxNPL/In1tRFEVRFEVRDgwGl93QfdQvLpj5bAAgohcA+HcAfwh3kfAkuGYaYzyKmaU16XIi+ntmfoFvrrdO/gHAvYjo7gA+Dnch831rPoeiKIqiKIqiLEzRDd2bX8ZWKDHdfktykfASIno7gP82cpwloscBeJ1//r1i31p/fsw8J6IfB/BXcFG0r2Tm9w0f4753k1zipZWWlksIx5Ue32cDiOdcfA0HUUpcfJ3dbYvYH4bGxmXe4ZSWVcrAfbaGvp9/39iclWuR9+BiY4uHFp9nExaBZdeZ+9mX2HIOZ/l9NRk9SA1cJ7uggculrnW3lWpgzjJz2DVwaB3baoq4qk1HNXDb7NB/xVltUSk1ET0JwJVwv8knAqgLjnsSXN+J/+GP+3sA309EJwD8+HLL7YeZ/xKuC7iiKIqiKIqiHBqOyoVDCSUXF98Hd5FwGdxFwt+hwHLkb9j+jp7dbytdoKIoiqIoiqLsKozCJnpH5Apk8OLCN6d7OjM/ZtGJieg/AHgJgLsw832J6H4AvpOZf2W5pa4XBmN/wTtnFk0lkbambSROlM/TTYg5rMh17tvVbAFjx8SsxzqRX8civ9jcWF4okWaR91FpWb/EsrfIuTdle+j+DkvsBl0bWslxy7zn1vE5XHaO46KB+Tl2TwP7mi9uSgM3+95cVQMXS+VaVYdWs4uudu5VUQ08PJT1uTgaDLZnZeYawAOWnPtlAJ4LYObnei/cjdaKoiiKoiiKcixgBmo7/nXk06IE7yKiqwC8FsCtYSMz/+nIcWcw8zsovmqeL75ERVEURVEURdldiioXx8EW5TkXwGcAPFxsYwBjFxefJqJ7+rEgou8FcMMyi9wUaZOodF+32d14ykLaMEjuX7XxTKkVpXt893UexmZGYwknued9lI7blXJqnyWihLLUseH3aem2oXmHxy0+V1+zt5jhpJqxlJTF0m56p4rOt67PYWqXWYbhn11urGrgJjlMGriOVK11Nns7SA0cai44xnHQwPBe2ZYGpo0dD+NnOaX8novNr2UbjF5cMPNTl5z76XCdYL+MiD4O4MMAvn/JuRRFURRFURRl52BmzAqugo7FDd0AQEQXAfgdAA+Gu/h6G4BnMPP1Q8f5tKhvIqIzARj+/9s7/1hbrqu+f9fMOefd5+ckTsCQH3abEFwguGlwQ4raiioQyA9BXGio0pYmhKgWJbSNCi24liioskobEQSlQF0VSCghCaFRXKBqkuIKCTBRSJ3EJgkYGYhxSpqSmBT7vXPO7NU/Zu+ZtffsmTP33PPz3e9HurrnzOzZe525Z772vPWdtVQ/u4F4CSGEEEIIOSrG2aJ2EMgOGGOL+ikAbwHwTf79N/ttX5MbLCL/tGc7AEBV33jqKLeAQDAr6pj6LA59qbt4/HCO1jYgOmt6uFLFrJDedHV/ym39hdO066YZ01BuG817+v4WubXO8nc7zXy5JldD/9Bx2nM0nP7O/51zlX5O0wQwzJvOlzKmqVf6PW6PyW8fOid9x/bFZLeNuZb7KvqkMZ3mu9VnZVj3+ggaOPT3PFQN7NvXz2Fq4NDf7mrQwHX1L4w7jZVpmxo4ZP1bNf+2NTD9fxU71640cMzfeZUGjtPVzWrgLhlti7pK6kWNubm4XlV/yrz/aRF5/cD4J/jfXwTgywHc7d9/PYBfPX2IhBBCCCGEHC/nqUP3YClaz6dE5JtFpPQ/34z6Ae8sqvr9qvr9AD4XwC2q+p2q+p2oS9resJmwCSGEEEIIOXzqUrS68uesz1yIyDeJyAMi4kTk+cm+20XkQRH5mIi8+EwLrWBM5uJbAfwogB/y73/Nb1vFnwMwN+/nAJ55muB2RX/jnP7tfWm4vlTuulVO4jn6bVxnnTPQV3VijDVg3bjyqdehVO34dda1nfQde9rPWGTGS09Q6r8gdr8OfGmsCOXW6Y5dbaWzKfywr7YFtGP6LQHd97bSSC7tvY3mVHbdsbHG+1ZXUMpZOHL7W3vCqjW7c2zqGljFsFXkMDVwk4y1WlAD+9ce+j6k2tSnf8D+NbBeKqeBMtIa2n0/pIFnvR7G2MbW1cBV37ExGhhbp07/eXelgbtAASxGpC42UPnqfgDfCOA/2I0i8hzUvea+FMDTAbxXRP6C72e3ccZUi/pDAC9fY+6fAfA+EXkn6vP6DQDetMY8hBBCCCGEHCnjshJn7XOhqh8B2uecDbcCeKuqXgHwkIg8COAFAH7jTAv2sNIWJSI3iMg7ReSTIvLHIvILvoLUIKp6J+oMx6cBfAbAa1T1X589ZEIIIYQQQo6DsbYof2/xQhF5v/m5bQMhPAPAx837h/22rbCNalEfUNVbAEBVfwvAbw2NIYQQQggh5GpmTObCV4u6R1Vf2zdGRN4L4KmZXXeo6rv6Dsts29rj49uoFvUlIvKhgf0C4EmjotsiCsXcrfYVpiVB2/fdv0lfh8pcOc/hNfMe4LGM8ewNfY7h7fl5ho7Jr98tcTnkDV6nhOfYv23feOvhHfIJ91H0HCPlmDoKLVq5znFaOYj5Y4S1pCya8QFXKcqMrmil0Wd0qpE/OGhR8Mqu8gv3edLr60I7ntv1uzXHz0TkvNBDnWW78/WvM/YZkf5zMX7t7vntrt+/3vA6OY5BA0+jKaft2EsN3JwGlj3bcxp4Wv0DuhrYvB+hgc6PSTUwPMthP2PZPBsRayDQdqAe+o4FrevbfpbnjmKtGNbAuKP9ehrYrrF6bG77+I7d8etdauAuGfvMhXMrh0BVX7RGCA8DuNG8vwHAI2vMM4oxNxef8hWifs6//zsYqBYF4ItHzLmVB0gIIYQQQgg5JFQBN+Lm4qzPXAxwN4C3iMgbUT/QfROA921rsdNWi1IAv46BalGq+gebCY0QQgghhJDjZ0wmZ0TiYhAR+QYA/w7A9QB+SUTuU9UXq+oDIvJ2AL8NYAngdduqFAVst1rUVcHQl+G0pdD6UqbdNYetCqvm2UR6sH/9fMp33Vjssafp+Jnb31eKMKTztdIotW9T9rlUfRjbZ2/KrlXE8/Rbo9qY1tnvKoUm+dNyWkb7AURjXGaudH6tHMpwrNnnVEen121H5vp3WwLSpulz6fbQbTZcA3G6P7zqlgi118xpvv9jbEt9NoihzrJjSjmm5OLO2WU2UKrwVOxTA1fZTOJt+dfrsgsNHLI6bUMDO+MHNLBPK1exSQ0c0j8AG9fAYKdKNdB17FL92LK1m9TAeOxhaWD+uKtHAzeBjq4WdcZ1VN8J4J09++4EcOfZVhjHmGpRbxKR68z7J4vIT243LEIIIYQQQq4OKv+PdEM/bnvPWO+UMbao56rqZ8IbVf20iHzZFmMihBBCCCHkqkAVWIxIuVQjnss4BsbcXBQi8mRV/TQAiMhTRh530FQKPLpIUqqZKk3rVOhI17Hz7YP+Dp3dqj4tectBPi2aP1fdOPLH5s9xtwJQn+3BVn3JWgWMq9Bao0KKvCilrr60RhWTXdNnFUitCDlSe0LOIhBI11j1/c11pk2P63bCtVWd4jH1ex2sYjK01uqO2Ke7Hk9TfSje1tWU/uN3W+7kvGjgcKf1cRo4XCWtHXt6DRw6x9vRQACRBgZdOEQNzOmdlIICXf06rQYO6R+wvgbmLVG517HlZ10NzFeR6u4bmmMM29bAY+u4fVoU40rR7vF/FTfKmJuEHwTw6yLyDtTn529jR54tQgghhBBCjp0xN3Tnxhalqm8WkffrAkAuAAAgAElEQVQD+CrUTxF9o6r+9tYjI4QQQggh5MhR1VGWp/OUuYC/mbiqbiicAo8neb6Qoo7Jp83HN5bZzjdlbApxbBMdYFx1h6GmS8NVUfLHlTK+Yood29fcKbX+SFl0KqVEFVJ8Kj2umiLNsX3zDiGFjWd1qt5V3eJzq46rFpU/trV22XUBQL2Q9aX/Q2WUpiKKqUCVHlPOq8hCMVR1xVaWqlT8b41eN5+jYwXos/C149LmY/1/mrx9KqWvOtUYS9aq+XNVpCwObVWN/mZRrXVm2MZzOtbRwKHr/VA18DRNaHetgWHbGA1Mxw5poL1Wr0YNdJXr6Ns2NVArhVZulAamlaWGNDBnaVpHA/tZXwPXuZ7zjfSG7WVBA1dVnuqb75jsVGNuLsZYp46BwzJYDiAibxCRj4rIh0TknUkFq9tF5EER+ZiIvHifcRJCCCGEEBJwCsyXbuVPdYx1djMczc0FgPcAuFlVnwvgdwDcDgAi8hwArwTwpQBeAuDHRKTsnYUQQgghhJAdUjld+XOVFIs6nqpPqvpu8/ZeAK/wr28F8FZVvQLgIRF5EMALAPzG4HwAFj1VZ1ZEMqr6SBhT1y2uyd3Jjamk0NcwakyDulxlE7vtNGl8O29uXF+KPz9WOpao3PEh9Z82tAvp+r5Gd1IUdZp8RHpfColS8JKxB7THDt+Pd8YX/efC9ajI0DH22GreloApEuuDVpq1Gtj9rRXAWwOSOS3VtOw0rKqPja0D9e9uIz5rFbBpf2sFqPe1c6cVVNrmUvEY+zvXtCq8D/PFVaWk83vcQ3d5inRMxgLQN5dTravgJPtDPKle9W0by3oaGOtbjl1oYGvjGI52Hxo41lZVimBW9M2zOw0MViJqIFAtXGOVSsfmGpfWx3btUwBGaWBsw9ycBrbz7lcDF17TVh3n0J6fXWrgLhn7zMXVYos6mpuLhG8F8Db/+hmobzYCD/ttHUTkNgC3AcCTjvajE0LIelADCSFkP4x7oJs3FxtHRN4L4KmZXXeo6rv8mDsALAH8bDgsMz7711HVuwDcBQBPL06ujr8gIYSMhBpICCG7JzxzsYrlVeKLOqibC1V90dB+EXk1gK8D8NXa3t49DOBGM+wGAI+sWstB8XhIhQ5WnBmmL4U4lOofalaXJzd/vz2rTUOOq6qwqjFTOkfXjjCuWkpfHH1VUNIKKNYG0FgDfOo/Rfz4UEGkL+Vv3xepzaBIx62unJLO3d1v/jqmUknuuKGGVm5eoZzGjxZZC0RI49t1OnM4jawDWinKadm8L8qieS1lv12gmS+s55xZO45hascllVWsVSC9fnKWgRyxzSqtMgLU18Sq7+s4W0COUPnEmfe5+OrXq+c77fjTEDTQNvJah31oYF/zucC6Gti1X+XGDmvgKutsLo5Na6C1Ql2NGqiVa/TKktPAIf1rxwXNC5WiYg1U1z9XqoFptalNaeDchdfZjxONbedZXwP7Gvit4pg0cNecp1K0R/NAt4i8BMB3A3i5qj5mdt0N4JUickFEngXgJgDv20eMhBBCCCGEWFQVS7f6h89c7J4fBXABwHukvqO/V1W/TVUfEJG3o+7DsQTwOlXNP5VKCCGEEELIDlGM7XOx/Vh2wdHcXKjqFw7suxPAnaedM25g0762acLxNoxuGrOvckiuUkNujj6iZnKD4/pTn0NVmtL3abxpdQoAmBUy2BQqjT2k/ctZSMMX6FRDKeIUfC7VX++LU/nhdVEWKKft/Hau7vi2kVTaiClnJ2jsCcXpkn91RZOiSZHXKXeXfFa7XtdCAADVYtlJ0UtZNPOoc411ILAq1W+tVBatHKqFi+xT3TFt1ZUwbzqHHZtaqHTIvuD3LzKVWiy2qsrctfaosC28H6oUFGwEaSOrXIOrVdap1G5UKTA1tps+90g8b368nfssVoFNaWBaISpsP40G5uYYItXAVQ22Nq2B6XzraGBkb1pTA4eqPB2iBpaz+n87xmhgaovapAbaRqRhnmqe15hqUXUspCnraKC1UK3SwGrpRmvO3OUbmYb3x66BfRW1Dp1RNxdXyd3F0dxcEEIIIYQQcmyoAvOB0siBdZ/3OzR4c0EIIYQQQsiWULDPxbmgAHCxbCsqBIYKXeRSbzaVb1PoY9Lj6b7c/FEzpWR7bv4xTZ9y9oCwzTZ1asellU261oG+VH8zQ0+Vk3JWROn4ZnymsVMxKyILVKhkkj2+FJSzMmsbSFPtIY0eLEu5CiVhjJRltCYAFAO2AGuBSueuU/YuGpsea4nT6g7ODR9fzx8/fmSbQIX12yZ6+YpQ1bwaVS0l2ACC3cDuq/fHloJgM0gtBOkawUIwXQw/ShVsBcFi4IxdJzBPxD21vbSWgO786fa+VHzfvzzFxw43y8qNB/obV1Wq9RNnp2CTGpg24lpHA/vO51gNrM+hnEkDUxvXOhpYTrp6BOQ1sJyWkSYNaaCU0lidmnmKWM+OWQOza25RA1s7aKuBbpG/iJaX6+1jNLCOSzv76v3ra2C1qLK21XScVg4n3t6VamDaQA/YrgamlTgPTQN3iSqfuSCEEEIIIYRsiGrFc4MAoFfJ3QVvLgghhBBCCNkS4zMXvLkghBBCCCGEDKBQXGGH7qsfgWDqvYbTgRKFgH2uIu48GWYK/uJ2X7dEYjyPRK8D0+j5C418vbmOrtZznIs7HT80Vzje7u/rThuwXWRD99jmdeLBtaUP0zKK1kvsKhf5g8MxQO1PDuUYh8om1tsLFLMy8hLXc3X9xFIUkLKs4yra/bkyh8V00tk29D4Xly2V6LznOHdcGKtJKjUco+ZZCXu+g8c5PS79PLaUY/Al546ZnLhs2cd6f1x+sX49iY4P43Ldw9MSj7n5w/5qEcpIxn9v24nclnhMO+QCwEnlIt9ymCvtmJv6ksd4gdvtaZfnXHfxbjlIu0Z3/vxzCbnykGNZRwPDuLNoYF/p2WlmzT4NTDUrF3PKGA0Mz5yN0cDCzGE1sCmvPUIDQ4fpMRoYnq8Yo4Hh+DEaaJ+l2IUGlub4VRoYxm5DA9NnNrSqOuPDuGK67H0mLa+B3ecnchoYns8Yo4H2mQurgelaQxrYlv/dnwa2Wrd/DdwlYzMXyswFIYQQQgghZBV8oJsQQgghhBByZvjMxTlBpO2o2leaLU7ftSk9S+g4uar8YVomcXUKz5Q2HCibaNcYIrU79dmsUqtTwKZjbUnFZltRNOOLWdlZv88Glab7c2nfZo5Z2ZmnjqPIWBDakoqrSiim44qkg2xAyiJK6af7Rm0rChQ+DteThg/j+mg7z3YtAdbOkLMSAG2H7jJYC5LSjNFa3jpQzhe9lgEAqOZtDcC03G39u7YEWAsBAFSLbhfdOOaudSD87SM7QlLaMViohrrihu9s2i3czStMM3GEOYC0xKNkU/i2O23dFbf7GXMdbFtrQKs/3eNiK8A6jZeOWQNb+1K8xhBjNHAaWWvW08Bcqde2/HasgaXXyjEa2G8p7bNhHaYGltP26lqlgUVZwlXdEtSb0MCgWWM0cHn5SrNObj+wngbaEt+rNDBoWqqBufK21kIVdTWft+cL2JwG5rt55zUw1Zt1NDA+fn0N3CUKxXzEMxfVinLDqxCRNwD4egBzAL8H4DWq+hm/73YArwVQAfjHqvrfz7TYAMPmSEIIIYQQQsj6aF1mduXP2e+R3gPgZlV9LoDfAXA7AIjIcwC8EsCXAngJgB8Tke6/BG8I3lwQQgghhBCyJRSAc7ry56wPdKvqu1U1pNHuBXCDf30rgLeq6hVVfQjAgwBecKbFBji3tqhSgCdN25u2XEotpN5tx8pc6r9SO7ZbBSqu6BQfZ1937U/dCk4hrVjbGbqVqPo/b9w9O6oWUsZdswO2uklIhaYp/7xNKVgFiiiFm6t2Yo8P2GopYW0pBcV00ukgGyo9pdj0fWwL6FaLKqeTzpxAnDpuxs7SZHG7XvO6x9LUWim6HWrX6U6bVi9ZNT6lWiyifVlLgK/mUl2e98bZdPo21gLbldd2yNWoOouvFONc55goTtMhPBBS+dZyYC1U1bxqvn9tnPX2do7YWpBaFOz3HkDHOmDnteci10U3VGAJtsPUV1uINDaD4YopNaUU0f608/gYggYG61OqITNTgSi3vzvf7jQw2Lk2rYFDFZ72rYGh8lOqgcW0q0lh3xgNDFXpdqWB+S7ap9NAa4daVwOtJWuVBpaPzyKd6ow5MA2sFq75DlkNdHMXvR/SwPazra+BnQpZG9LAUorO/nU0cNec4sbhhSLyevP+LlW9a40lvxXA2/zrZ6C+2Qg87LdthXN7c0EIIYQQQsjWUR3VfdvfgNyjqq/tGyMi7wXw1MyuO1T1XX7MHQCWAH42HJZbbmVAa8KbC0IIIYQQQraEAqiWI6pFjXigW1VfNLRfRF4N4OsAfLW26ZKHAdxoht0A4JGVi63Jub25mIjgSdOi1xJgK5RYW1RKOK61EFgrQJ8toK2WkDaRSblYFlGzJqDbtA4IjXa66dQmPT4zlUBKaSo6hVRsLjVv1wvpTZvuD/uAttpJmD+k/HPzB4tTPM/qRkzFdArb5Cm2RrUVQsI+27AuzJmrLFXOps12a11yvvpHZCHIVEoJlUqkyDwblW4zNq4mVZ5WIEkqu2imWgqW3tLkKn8OumuHfSHGQGjMV4ZqKYk1ILVtVfMF3MmsPT5K97vGOmWPaZpYJd/JjiWgpzFVO1cVVYZJG4xZSwHQ2ges/amdq91uv6upnSqk+MtZGc2Tq/KS/8xhnEYNqqzFxNoK0opEtuFV2tgqkFoI1qmUskkNnEVN3IY1MLUxDWlgsICO0UCX+ZvXY8drYDnNP994Gg1Mm+VtSgNzzT5Tu5P9PGM1sPBzphoY5kpjyWlgG2OqdxnLqrFxra2BzgEuNP5cTwOdbSK6QgPLkysd+9Uha+Dy8jI7VzV3nc/Yp4GhouOmNTBuIrtfDdwpeipb1NqIyEsAfDeAv6Gqj5lddwN4i4i8EcDTAdwE4H3biuPc3lwQQgghhBCyC9xuOnT/KIALAN4j9T/K3Kuq36aqD4jI2wH8Nmq71OtUNf8vMhuANxeEEEIIIYRsCQVGPnNxxnVUv3Bg350A7jzbCuM41zcXthFTaNYSqjGFKiSzQjB3iser1v5kbQS1xaltRjVUsSDYAWaFmOYwbVOZi2XRzNnEeM0U5axOI9oUYzktYZswuUqxfLybCrUWpXJaNCl5m/KUUjA9mXTS6uF1QMqithZkKqXUr9t0f0jbtpVS2tR9MZ1GVUzC72AXSdP81lpgKzuFJkt9VUb60vfpWjKZ1an6ooRMTMp+fjl8yCa9b/c3uKoZk62yYtP1RQkpyzrNH1L2JnWfjo3WMK/V2AJCXPbcNZ8hjAtjw5yugi4XrbWgqlprQmrdWi7glgu4+bI592m631oMgPZvFiqyhPMdjrMWBVe5yIJW+gZeYXtqI2iOM1aGYJtwiyWWl+eQYuE/blwNJW3wGK6JalFh+fgSRSGoFq65JtzJBNUinKPaKhBsA7aiVBgj00ljFxBbWWZewaForuVqDhRwPobSz+tQwMHUcsFkJq3lce4aW0A5KyCVoqgUpW9YtQ6b0kA7fpUGxlX4gKCBYW6rgeWkQDkrR2ng8vFl1q98Gg0sZ2VjEUn1sNGgFRpoqzrVMW9GA5tzuGENLCZe+xINVOeA5Tx8yGENbE9GpIGNHhktk+nMn9cdaaC3kKYaWAT9G6GBk8u1u+QQNTCtSOUWS1z+9J+ZU2g08KRtxhfo08DJyaS2TJ1BAzGvWs31Gji5OPF221gD68+rozSwENmYBu6MkQ904wiqXo3hXN9cEEIIIYQQsm2qgWdrAmmJ3mOFNxeEEEIIIYRsCdXd2KIOhXN7c1FOCjzl8y9F20JarxnjU3XVosK1c4dqXmF2bZ0SthUMtHKYXpo1Y9tKC22VBNukLm1AE6o1pJVKilIwvTTNpNfblL61fExP4j+nHVdOiyalX++LU/7ltLYf2EZR4fOF933VTaxlQIoCk5ML2colQF1pJNibos86634V28ouJqXuU/25hk9RtZDJNFtpRMqyTfGHKiOzkzadP5mZOWZxit1aA0xMWlV+XlOVxR4TYvMVpdRV9X7nomom7efOV6xp1nMVJD2uKLtJYbtOFaoktedElvPWvuXHB4uXtUbo/DJKV6FM1rSVXtTbJ2zlLHVVZA8LtgFrB6jnie0F4bsQKlWllgD73UqrtLj5EtXlOarFMlv1xvnGgY0lxFeucYva9uUqB7dYophOUM4mqDqWhLbZlCW1JKbWmlRblo8vo6pD1mpg10mrwgRLQzktUC2SKjP/G6dilQbWlhtptl/rK81MLgbLRhsrAEy8/qyrgWGfZXJx0tg2wjno08BcpSdrmzqLBjZ/K6OBUdM4a5s6udBUc7Lzb0sDo2pQ62hguN4TDRRvnTx6DXSxbag5J4t5a68K8RobmNXAYOWyGhhVsDIaaD/DLjSwWiTaM19iculiNC6MBcZr4ORkBimLURroKu1Ua+vTwKIQOKcdDayPcaM0MFgRz6qBu2ZHD3QfBOf25oIQQgghhJDto+NuHHhzQQghhBBCCBlCdWQTvdWPZRwFR3dzISLfBeANAK5X1U9JXcj3hwG8DMBjAL5FVT+wap6ikCa9DwBSCCaur7KGoJwqcGnapPFssxhXaVMBwTZQKmclpJAofZhL5WmlmJxIYysA2jRhMWtTgpNygsnJBOWsiJrhOABlWTYWAfsZpSwaa0E5i1Pr9dqtnalI0vxhPwCUJ7MmnRyaONmx1WKJoihQzCYoTcM1+1lCg6a0gklftZNmf09VFSnKKPXvJ4urPoX0O3x626T/m3R12Jak9eu1ynAyIZNZZ39o5hRVUPGpfplMvRWgjKqPwFoUeppHhbV1sejGZI8piliNwntXtXYDU1WliXO5AMoSWJhqMOF8Tc3nXNS2CFtZqiGtwuKq5m9Sx1nW1oVQnQWAlqaKFurKJvAhpc2dtKi/m25ej3FVheIkWBUX7UdGWL4+vphNou+ZurriinMOBdpGjLbaVDGd1teAc9DZJPrOufkSrghWBofC1zPJNpw013uwArlKUc6KRiu0cphd8lYEP7YoBMXJBM5pawdA0VnDGWsCAKif3zahGss6Gmj1JW2YVczKURoYzk1HAy9OmqpLQGsXs2sGDbSNv4BaA6fXTiMLk/2M1vZk46/XXq2BxWzSNLEL+8rpJPrOBg2cXDrp6FmfBhZlWX+vN6yBQdP8yY7tQqayXVNdKWyzGujMtvpkblcDm6p7mfm3oYFhnNXAoF2JBjbx2epUyFSiSj7DKg10wdI0QgNd4W1FiQYWLrYNAXVFMUzR0cBqsYya0W5KA8spUDXWxvz1HjSwmlcoCuloYDmt9WOMBqqxVJ5FA3fK6GcumLnYOSJyI4CvAfCHZvNLUXcavAnAXwHw4/43IYQQQgghe2dUKdqr494C/f9Ucpj8EIB/jvj03wrgzVpzL4DrRORpe4mOEEIIIYQQg6IuM7vqh5mLHSMiLwfwR6r6QZEo/fUMAB837x/22z6RmeM2ALcBwFMvnuCaz7kY7XdOGytRSE9WC+cb2bgoRV+URZOeCyn98D5UMbHp+/qY+nhbWcY5nyYsC1x44qxupGXWsWn8clo2DZrqqhPBfuGapjW5pnbTSye+uki+AkdoytR77ssC5cksSu0D8JUmJk31i2I6weTkQqfqia02EuwF9faQbq8bOIUmRs1rmMomzQTG8pSm/5vxRV0BylbwsJVRktR7ZC0I1aLSxnNhLfHHVa0tp64mcgHQkIpPGugVE6gU9bEiUZUT0bzBMowv3LJ+bcerA6Ro5/RziDqoFO2c4beJFeW02eYe/7PW2mQsDaEyCgDolctNw71OVRd/rAZbgWkmGM5fVBXFVlOxjazs/vT4xSKyN9gKLGkzKq0clpevtJ/DfE+DJUArh9J/B0OlKVuFJcwVLAFusWyaWznnUPXMH45Pm2u1jbTSZlvttRsar9WVYarOtZxWhVOvGcFiENYZw1k10No0rQYGzRujgQCauMOa1bzC7NKssXzaxnfW7hA0sPl7jdDAYlZicjI7kwaWvnLOGA2cXrrYmWvnGjiZ1ttTDWziGaGB6fU6oIH+JHY1sInTaCBi3Yv0ymhdGC85DUzGDGqgxs32ggbqlcdq7Rqhgbqcdytbubbp3roaWOb2b0ADrdWvPg21Bi4v1+tvWgPDGmM0sI071sDyZAq3WG5dA/fGyCZ6V8m9xWHdXIjIewE8NbPrDgD/AsDX5g7LbMv+eVT1LgB3AcBzrnviVfInJISQcVADCSFkP1TL1U9rj7JOHQEHdXOhqi/KbReRvwjgWQBC1uIGAB8QkRegzlTcaIbfAOCRLYdKCCGEEELISlTHPaxNW9QOUdUPA/i88F5Efh/A8321qLsBfIeIvBX1g9yPqmrHEpVSXpjiyTddn1Qs6TadcT5NaPfZSkNNTMk2KQpMLs6yjW+q+bK1EJi5p5dOmnRipyqIryYSqjQ509SmjTduEhSOn5zMmioldntYp/BrNJVD7Jx+m03lF6Ziik2BhiooQ82gbOWQZp9PQUcWgYmxFfltnYokRQmZztoGTkA9b1G21UOCDSrMkbEjNFVM0sZNtmGUPS/quhaDzGdFUUZp/vpYjVP/4Rifxm/S//63Jse39qoRKeAwJtgVwjYfv0xndcWoEGvAVpKZTqFVXZUmShG6CuptFzI7aeMLFaPCazM+V9GlbcSX2NB82l+SCi12n63QEuaZ2e2mUaK6qmlglWssVY/JXVMOrspbEMI1lW6zjf2K0IQqWSddP8wTrFthW32qTDWYJEa3SKwpp2CVBjaVmIxOFdNJowmp3qWfrU8Dg66mGjg5maGYTSI9sZprNdBWubHkNLD0mjRGA3MEu5O1mQxpYLBQWTqN7tbRwDB2jAYCeQ00+1dqYBFrw5AGpjRj+3Qqp4Hh/RgNHJo7t05ZdDSwOY8jNDDoVUcDva5ZDYxiXaGBulgk+9fQwKBxG9ZA+72+WjVw17Ba1HHxy6jL0D6IuhTta/YbDiGEEEIIIQEd2aF7B6HsgKO8uVDVZ5rXCuB1+4uGEEIIIYSQHhTdoijZcVdHF72jvLkghBBCCCHkGFBVOFstrG9cNeIG5Ag4tzcXxaTEyVOe1Lzve97A+oUB9HoVA/ZZifJk1inJBqDpypnum5hnLtI5Q0dY62+05S2Df9m+D0yuOel0gI1eG9+kjT/yEV+4YE6eeXahLJvyiSgK39nUPI9gSiaGtTpeXtsVtu9ZhrRDayiN6Es2Nn5hs06nJGz9pi15GMq5hu0itQ/WlDIM+7UZM+AhDmUP7TbrG7bHhnLKIQeaHhfGpDlSW67RzpH8a0dU4tZ6jc02uTDPdr9VKaBhjqr2DItbIh5kSj2aDrTp6+jZpPRfbcKzEmk33Wa/y/9Lj/cuNyLsBds+CxA9A+B9yYX1Ipv1m+9OspYtAZn6jcNzSLlnqqz/uHnfPL9QdfYFL391ed7xKqfPCaTXfvqM1mlYRwPTddbRwLR0ZtgXOluP0cCgoS6zfvP5gl97WncbHqOB6ZohlmI2QZE869CrgRfi8r6DGui3b1oD02dg1tLAatm8Bq5CDXTLWtfGaKC6btnwXWtgukbQQPvcxQY1MI1r2xoIAG6+HKWB1WLZmfvgS9FCR904KDMXhBBCCCGEkEFUaYsihBBCCCGEbIYxNxesFnXkSFlg9sRr2pRepqwigKYs2lDaLaTN07KGfZ2qm5S+Se0X3kLQG29RNGn9tDRcOya2NYXjJhcvNKUU7XxNJ87JtP7ST9F0/5SihBbtNrmQKbUX0vxAXc5vMut0i23W89tlaqwF4ZwH24BP3UroEJuUb9TlorYdZEo5hnj6ykk2Zf2mrb0rW9LQOQicLxkr9WtjDagPdN00u98m6tqurWX79xcpgGKST8+H49sPG8UoOatBur+P9Nh0rVV420FaDjIqyVigtUSEDuChY25IzS8XcVofqP9e6JaibML027KCXBRt6UrnyxTnvg/J/IrEMpf7zJNZG3dVQDCF+E7HWpqyy5NpraBFCV3OIwtLZCMoXH0dhWt3EVvMopS/cwiz2Gs+LQ9rNWBd1tFAa4PIzTdGA61uWQ2cZEq4pseG81HNF03MfdbV8LucTmtb0xgNRI8Gzk7y3b1zGpgpS9rYks6ggc34MRqYsfl1rj9krEp+jUYDw+s1NdAetzcNTC2dafyrEAFQdDrz9mpgKEE+RgPhbXW5OTFOA5u4Nq2BEwDL+TgN9DGO0UC3WHY0pClD6+NapYF9FqtDZvwzF5nv6xFybm8uCCGEEEII2T7jbFHMXBBCCCGEEEKGUcCNurk4jkzMKs7tzYWIYHJyYVRaTcu6ekE57T9daUdtAChn0+w459PrlU8FFj5dODm5kLVfNV0q/fpaOYipOOV8BQItXZNGbGIpC0yuOWnT6IGigIQUe+lTp6FqRPq7KOOusIHJrNNVVGYncbWTYCXwx0fzhLRsY0mYRnFG9oGiBBbzOJ4wLqSai0lsdbIVn8LrplJVAS0mSfUSk94379uu2CaB7G1TEapQU1VEC/N9Eemk8ptdA2ISVS3JHAug2Z+1B6hrq62EGPy2EGs6X/PZ3TKuiBLN6d8713su7DEyuZC3IWjdgTbXbVa83QkuWPzazt9hbbVWgHAdm27F9Tz1HOrK5rsi/vsWW0f8981bUiTMGeLy10xjgQrf6dJ0ODaxC9DYCOr4i8Ya0DndSco/XLuhUkqwDYQQ3WKJApOOJeg0rKOBk5NZdq20CtOQBtrPYTVwcnKhU7UunT9oYHM+YCxi5jxbDSymk7pr9ggNbEg10FjlIjIaWFy8FFWFaSpBBb0yGqjLRW07HaOBMBptNTB0gbYaWJTRNajWsmM+/6AGpnp1rBroMjH4Ck/2OCSvd6KBwfxmpQoAAA6vSURBVDo1SgOnWQ2Mvn8Zq9NZNDB0Jh+lgR3drdfQIrk2p5OONRQA1Nu6x2hgqEZ1Vg3cJToyc3G1PNB96LW7CCGEEEIIOWLUP4ey4ueMtigR+Vci8iERuU9E3i0iT/fbRUR+REQe9Ptv2cjH6oE3F4QQQgghhGwLVbjFfOXPBh7ofoOqPldVnwfgFwF8r9/+UgA3+Z/bAPz4WRca4vzaosoC0ydeAyCuwJJrEhVSeKsqmYQxTQrfpwxtKixUIgEQVU1IG9WFSgudxk2orRblySxqRGV/hwotIabi4qW4cZ2pWGEri4RUavQ7WERsNZMmZT9rm/j490jsU+IrmshkFllH6nhNit/YCqKKJ/Uk9a9QhUV8Ot+n/sUtfXq/bQDVS0jThzmANp1t7FN23dpm0LVbdcYDtVWnWSttGlXEdoMwf0ix5+bz1VWif8vIVFkJ+zt+zVyFlbBWtexUQInXLo0lwIxMK630pvqXbeUsLeLP6H+Lfy2Fa9L2CFVHXFVXKnFxwzJUrQUgWI8afAo/2AeaSiuuqtP5/jsXNZ+yVhFX1RaYsoQups33UpeLxrogy2lsFSxaq0H9uVuLg1w4gS7mbexFCQn2PqBu1Fe0ehGu+0ZP/HUT4RzKizCNs9br6Bo00NoJ+hppBg0sppOshcpahlZpoP18VgMb61IzLq4+U09Yvy8vtI29Qtz2c1gNlMmstheN0MDmM9jfwRKVaZKW00CZncRzWQtTqoGLRRPbSg1U19pdrAa6uslbpIG2KlN0/qxF6Ag0MNixtqGBaaxAVw/X0UBrhdqFBqbN95Lrc10NBABMzqiB4bXVQAAyq7oamDTsW6WBTazh8x06Oi7Os2YuVPVPzdtLaL/WtwJ4s9YL3Csi14nI01T1E2dasIdze3NBCCGEEELItjnlMxcvFJHXm613qepdY9cSkTsBvArAowBe6Dc/A8DHzbCH/TbeXBBCCCGEEHJUKEb15PCZi3tU9bV9Y0TkvQCemtl1h6q+S1XvAHCHiNwO4DsA/Esg29Jka3Vvz+/NRVGgvPSEpqpHSBPa3wB86tA1x6Qpx2a7oa2Q5C1FtpqSbV5z5fH4mNCEztoqTNoxoMu6gVRaWaJpsDSdRccUJ9fEVgCbBi3KNkXq52xS/ehWKwlrNClR0xhIJlNvCTBp4WlbfaJjLXAuslupfV9M4kojQJyKL8u6MkjlLVH+fdOkKaTb/RxNFZAmHV9XDWksVGnFoUBRdKwEWUKavIzT/auaPan4ZnDpeP8Zsk2uEutAtgmSmSMbuxT19zO1EJj11TfDqmO247xNITnXYv8+oXJLYT932bxufofvnTpI4eJmWd6q11wvIU1uttXfV2+9WdTXhbjKNCWLbQPNubLXUNrUKjQnMxY/WS5qXVjOoe6k/q776yS1+tX2g5Cud5CTS+01UhS1vWAyrfdZu5C3HdSnOLHspLYFaztYzjufYRQb1ECZTrsVkoCsBkbHWQ2czlpdsZ8vXJuJBoo5F0D79081UCbTqLLSLjRQUg0M5yFjr2rsnis0UNwyrmQUNFC13m41MKqQZzQwU72pVwPD33qMBtqKSlYD06pOUtRWoVQX7bxWg4yNdYi1NbDA2hqoZtzaGlgta7uUn2dtDcxcAw1n0MDm/zWwOQ0Eaj3oaGD4/u9SA3fK5qpFqeqLRi76FgC/hPrm4mEAN5p9NwB4ZOQ8p2b4iiWEEEIIIYSsjaqiWs5X/rhqxA3IACJyk3n7cgAf9a/vBvAqXzXqKwA8uq3nLYDznLkghBBCCCFk62iU3e0fduY+Fz8gIl+EOtX2BwC+zW//ZQAvA/AggMcAvOasCw1xbm8upJyguPa6+k2abgskFUQstppBNh1nKy7YdKBNv59cE61V2wLqVHQnJW/XMKlKm8oPdgu7lq3U1KS4w28grsaS2gaATvWnpkmPr3ASqkDU22ZtqtPbv2QybaqSaL1glP5tUvaFr/xjUuNqbSk+pdx8bp/6D2n2yA5gK5yE1+HzpU2ciiQVX3ZT3Z1jDFEaPDcuqQxi6TSCSo9Jj28WFdikY296PmdJsNvtGs3cSTIzhBKl/U1lGilbC0D4+/jmUSJFU7mlqeTivwcSqrsUy/Z403yraUyF1g6SmkMb+0D4Tp249ntbTut9JjVfz1tF13TH/gN03jfxBGtBsB/2pOEbK0FqK0gaYDW2HqC95uy1n9iT+iqmjPoPVoaVGmjtOxnW1cCIFRrYNKBL18hp4HLeao7VwEloTDdCA00sqzQw2K9GaaBvbtfRwHI6WgNRSfQdaDRwYmyfVhfDXKkGGgY10L5epYFDWplq4MBc2WOAvAaaqjob08Cc/apHA9tYEg0McY3RQGstXVcDmw9nNLBoY4o00FiQmsP6NDD57/ugBib/r7SWBpp1dqWBO2V31aL+Vs92BfC6M01+Cs7tzQUhhBBCCCHbZ9wzF2Me+j4GeHNBCCGEEELIltDFY5g/dM/qgY9/GgAWq4YdOnLWFMyxIiL/B7Uf7dD5XACf2ncQI2Ccm+dYYj2WOIHjiXWdOP+8ql4/djA1cOMwzs1zLLEyzs2zdQ3cJSLybADXjRz+QVU9c6vufXJuby6OBRF5v6o+f99xrIJxbp5jifVY4gSOJ9ZjiXMXHMu5YJyb51hiZZyb55hiJV1YipYQQgghhBCyEXhzQQghhBBCCNkIvLk4fO7adwAjYZyb51hiPZY4geOJ9Vji3AXHci4Y5+Y5llgZ5+Y5plhJAp+5IIQQQgghhGwEZi4IIYQQQgghG4E3F4QQQgghhJCNwJuLA0JEfl9EPiwi94nI+/22p4jIe0Tkd/3vJ+8ptp8UkU+KyP1mWzY2qfkREXlQRD4kIrfsOc7vE5E/8uf1PhF5mdl3u4/zYyLy4h3GeaOI3CMiHxGRB0Tkn/jtB3VOB+I8xHN6IiLvE5EP+li/329/loj8pj+nbxORmd9+wb9/0O9/5p7j/GkRecic0+f57Xu7nnYNNXBrcR7i9UoN3Hys1EByGKgqfw7kB8DvA/jcZNu/BfA9/vX3APg3e4rtKwHcAuD+VbEBeBmA/wZAAHwFgN/cc5zfB+C7MmOfA+CDAC4AeBaA3wNQ7ijOpwG4xb9+AoDf8fEc1DkdiPMQz6kAuNa/ngL4TX+u3g7glX77TwD4h/71twP4Cf/6lQDetuc4fxrAKzLj93Y97fqHGri1OA/xeqUGbj5WaiB/DuKHmYvD51YAb/Kv3wTgb+4jCFX9VQB/kmzui+1WAG/WmnsBXCciT9tjnH3cCuCtqnpFVR8C8CCAF2wtOIOqfkJVP+BffxbARwA8Awd2Tgfi7GOf51RV9f/5t1P/owC+CsA7/Pb0nIZz/Q4AXy0issc4+9jb9XQgUAPPHmcf1MD14+yDGrh+nH2cdw08OnhzcVgogHeLyG+JyG1+2+er6ieAWuQAfN7eouvSF9szAHzcjHsYw2K8C77Dp1N/0tgqDiJOn4r+MtT/enOw5zSJEzjAcyoipYjcB+CTAN6D+l8NP6Oqy0w8Tax+/6MAPmcfcapqOKd3+nP6QyJyIY3TcwjX07agBm6Pg7teA9TAjcZIDSR7hzcXh8VfU9VbALwUwOtE5Cv3HdCa5P7lY581j38cwLMBPA/AJwD8oN++9zhF5FoAvwDg9ar6p0NDM9t2FmsmzoM8p6paqerzANyA+l8Lv2Qgnr3FmsYpIjcDuB3AFwP4cgBPAfDd+45zD1ADt8NBXq8ANXDTUAPJIcCbiwNCVR/xvz8J4J2oheGPQ/rP//7k/iLs0BfbwwBuNONuAPDIjmNrUNU/9kLmAPxHtCnqvcYpIlPU/7H6WVX9L37zwZ3TXJyHek4DqvoZAP8TtT/3OhGZZOJpYvX7n4TxdpJNx/kSb79QVb0C4KdwYOd0F1ADt8OhXq/UwO1BDST7hDcXB4KIXBKRJ4TXAL4WwP0A7gbwaj/s1QDetZ8Is/TFdjeAV/kKD18B4NGQ5t4HiTfzG1CfV6CO85W+YsazANwE4H07ikkA/CcAH1HVN5pdB3VO++I80HN6vYhc519fBPAi1P7oewC8wg9Lz2k4168A8CuquvV/DeuJ86Pmf6gEtSfantODuZ62BTVwexzo9UoN3Hys1EByGOgBPFXOHwWAL0BdYeKDAB4AcIff/jkA/geA3/W/n7Kn+H4Odep3gfpfEV7bFxvqFOa/R+31/DCA5+85zp/xcXwItUg9zYy/w8f5MQAv3WGcfx11WvdDAO7zPy87tHM6EOchntPnAvhfPqb7AXyv3/4FqP/j/iCAnwdwwW8/8e8f9Pu/YM9x/oo/p/cD+M9oq6ns7Xra5Q81cKtxHuL1Sg3cfKzUQP4cxI/4PxwhhBBCCCGEnAnaogghhBBCCCEbgTcXhBBCCCGEkI3AmwtCCCGEEELIRuDNBSGEEEIIIWQj8OaCEEIIIYQQshF4c0HIKRGR60Tk2/3rp4vIO/YdEyGE7ApqICFkCJaiJeSUiMgzAfyiqt6851AIIWTnUAMJIUNMVg8hhCT8AIBni8h9qBs9fYmq3iwi34K6q2gJ4GYAPwhgBuDvA7gC4GWq+ici8mzUDYGuB/AYgH+gqh/d/ccghJC1oAYSQnqhLYqQ0/M9AH5PVZ8H4J8l+24G8HcBvADAnQAeU9UvA/AbAF7lx9wF4B+p6l8G8F0AfmwnURNCyGagBhJCemHmgpDNco+qfhbAZ0XkUQD/1W//MIDnisi1AP4qgJ8XkXDMhd2HSQghW4EaSMg5hzcXhGyWK+a1M+8d6uutAPAZ/y9+hBBytUENJOScQ1sUIafnswCesM6BqvqnAB4SkW8CAKn5S5sMjhBCtgw1kBDSC28uCDklqvp/AfyaiNwP4A1rTPH3ALxWRD4I4AEAt24yPkII2SbUQELIECxFSwghhBBCCNkIzFwQQgghhBBCNgJvLgghhBBCCCEbgTcXhBBCCCGEkI3AmwtCCCGEEELIRuDNBSGEEEIIIWQj8OaCEEIIIYQQshF4c0EIIYQQQgjZCP8fJmjnCdAh0vkAAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#change in daily fluxes\n", + "v=1\n", + "d_dsDay0 = dsDay.isel(time=slice(0,365)) \n", + "d_dsDay1 = dsDay.isel(time=slice(365,None)) \n", + "d_dsDay1 = d_dsDay1-d_dsDay0\n", + "(d_dsDay1[var[v]].mean(dim='lon')*365).sel(lat=slice(-55,80)).isel(sim=[1,3]).plot(\n", + " x='time',y=\"lat\", col=\"sim\", robust=True,\n", + " figsize=[12,3],col_wrap=2);" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Differences betweeen models (MIMICS-CASA)\n", + "v = 3\n", + "(d_dsDay1.isel(sim=CNsim)[var[v]].mean(\n", + " dim='lon')*365).sel(lat=slice(-55,80)).plot(\n", + " x='time',y=\"lat\", col=\"sim\", robust=True,\n", + " figsize=[12,4],col_wrap=2);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python (conda-analysis)", + "language": "python", + "name": "analysis" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/analysis_code/MIMICScn_HIST_toCSV.ipynb b/analysis_code/MIMICScn_HIST_toCSV.ipynb new file mode 100644 index 00000000..0d871980 --- /dev/null +++ b/analysis_code/MIMICScn_HIST_toCSV.ipynb @@ -0,0 +1,11567 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# MIMICScn_HIST\n", + "- Reads in MIMICS results and checks for change in soil and veg C pool & fluxes\n", + "- **Switched to updated CLM5-GSWP3 inputs (created with ctsm_dev110 tag)**\n", + " - Reduced HR biases in mid- and high lats\n", + "- Data are here /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/*/OUTPUT_CN/SPIN\n", + "\n", + "### Notable parameter changes\n", + "- Increased MIMICS leaching (function of total DIN pool) \n", + "- Removed density dependent turnover, beta function from Emily's paper\n", + "- Introduces flexible microbial C:N, as a function of `fmet` to increase MIC C:N\n", + "- Increases FI from inputs to SOMc to increase C:N of total pools\n", + "- Decreases KO from 6 to 4, reduces SOMc stocks\n", + "- MIMICS and CASA simulation in CN mode and C only.\n", + "- **`MIMICS_mod5_GSWP3_KO4`** + `MIMICS_mod5_Conly_KO4`\n", + "- `CASACNP_mod4_GSWP3` + `CASACNP_mod4_Conly`" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "xarray version 0.16.1\n" + ] + } + ], + "source": [ + "import xarray as xr\n", + "import numpy as np\n", + "import pandas as pd\n", + "import utils\n", + "import warnings\n", + "warnings.simplefilter(\"ignore\", category=RuntimeWarning)\n", + "\n", + "# some resources for plotting\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.colors as colors\n", + "import matplotlib.lines as mlines\n", + "from matplotlib import cm\n", + "\n", + "import cartopy\n", + "import cartopy.crs as ccrs\n", + "import cartopy.feature as cfeature\n", + "from cartopy.util import add_cyclic_point\n", + "\n", + "print('xarray version ' + xr.__version__)\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['ann_mimics_pool_flux_1901_2014.nc', 'ann_casaclm_pool_flux_1901_2014.nc']" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "path= '/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/'\n", + "sim = ['MIMICS_mod5_GSWP3_KO4',\n", + " 'MIMICS_mod5_Conly_KO4',\n", + " 'CASACNP_mod4_GSWP3', \n", + " 'CASACNP_mod4_Conly']\n", + "\n", + "year = [1901,2014] # for first and last year of simulations \n", + "fin = [path + i for i in sim]\n", + "\n", + "CNtype = ['CN','C','CN','C']\n", + "suffix = ['/OUTPUT_'+j+'/HIST/' for j in CNtype]\n", + "\n", + "fin = [i + j for i, j in zip(fin, suffix)]\n", + "models = ['mimics','casaclm']\n", + "file = ['ann_'+i+'_pool_flux_'+str(year[0])+'_'+str(year[1])+'.nc' for i in models]\n", + "nsim =len(sim)\n", + "file" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "array([0.007101, 0.027925, 0.062259, 0.118865, 0.212193, 0.366066, 0.619758,\n", + " 1.038027, 1.727635, 2.864607], dtype=float32)\n", + "Coordinates:\n", + " * levgrnd (levgrnd) float32 0.007100635 0.027925 ... 1.7276353 2.864607\n", + "Attributes:\n", + " long_name: coordinate soil levels\n", + " units: m\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "indata = '/project/tss/wwieder/biogeochem_testbed_1.1/clm_forcing/'\n", + "surfdata = indata +'surfdata_1.9x2.5_hist_16pfts_Irrig_CMIP6_simyr1850_c190304.nc'\n", + "\n", + "# soil data are weighted mean of whole profile\n", + "# need to have depths for 10 layers model, to match surface dataset.\n", + "indata2 = '/project/tss/wwieder/CASACLM/clm_forcing/GSWP3_hist/'\n", + "levdata = indata2 +'clm4_5_12_r191_CLM45spHIST_GSWP3.clm2.h1.1901-01-01-00000.nc' # this file only has 15 levgrnd layers\n", + "ds_surf = xr.open_dataset(surfdata) \n", + "ds_lev = xr.open_dataset(levdata) \n", + "print(ds_lev.levgrnd.isel(levgrnd=slice(0,10)))\n", + "ds_surf.PCT_CLAY.plot(x=\"lsmlon\", y=\"lsmlat\", col=\"nlevsoi\", \n", + " robust=True,figsize=[15,12],\n", + " col_wrap=3) ; " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray 'PCT_CLAY' (nlevsoi: 10, lsmlat: 96, lsmlon: 144)>\n",
+       "[138240 values with dtype=float64]\n",
+       "Dimensions without coordinates: nlevsoi, lsmlat, lsmlon\n",
+       "Attributes:\n",
+       "    long_name:  percent clay\n",
+       "    units:      unitless
" + ], + "text/plain": [ + "\n", + "[138240 values with dtype=float64]\n", + "Dimensions without coordinates: nlevsoi, lsmlat, lsmlon\n", + "Attributes:\n", + " long_name: percent clay\n", + " units: unitless" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds_surf.PCT_CLAY" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "array([0.01751282, 0.02757897, 0.04547003, 0.07496741, 0.12360036,\n", + " 0.20378254, 0.33598062, 0.5539384 , 0.91329 , 1.5057607 ,\n", + " 0. ], dtype=float32)\n", + "Coordinates:\n", + " * levgrnd (levgrnd) float32 0.007100635 0.027925 ... 2.864607 4.7391567\n" + ] + } + ], + "source": [ + "nlevsoi = 11\n", + "levgrnd = ds_lev.levgrnd.isel(levgrnd=slice(0,nlevsoi))\n", + "levgrndthickness = levgrnd * 0\n", + "levupper = 0\n", + "levlower50cm = 0.5 # Depth of soil (m) for the soil layer closest to 50cm. This will be reset below. -mdh 2/21/2017\n", + "# !!do k = 1, lyr50cm ! Computer levgrndthickness(k) below 50cm -mdh 2/21/2017\n", + "for k in range(0,nlevsoi-1):\n", + " levlower = levgrnd[k] + (levgrnd[(k+1)] - levgrnd[k])/2\n", + " levgrndthickness[k] = levlower - levupper\n", + " levupper = levlower\n", + "\n", + "print(levgrndthickness)\n", + "soiWgt = levgrndthickness.isel(levgrnd=slice(0,-1)) / levgrndthickness.sum()\n", + "soiWgt = soiWgt.rename({'levgrnd': 'nlevsoi'})" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "clay = (ds_surf.PCT_CLAY * soiWgt).sum(dim='nlevsoi')\n", + "sand = (ds_surf.PCT_SAND * soiWgt).sum(dim='nlevsoi')\n", + "clay.plot() ; " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Open testbed datasets and combine MIMICS output into one file\n", + " - This is pretty slow, can we use DASK on CGD machines?" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- read in MIMICS data ---\n" + ] + } + ], + "source": [ + "# point to files\n", + "files_mim = [i + file[0] for i in fin[0:2]]\n", + "\n", + "sim_mim = ['MIMcn', 'MIMc']\n", + "simdim_mim = xr.DataArray(sim_mim, dims='sim', name='sim')\n", + "dims_mim = [simdim_mim]\n", + "\n", + "# Open annual time series\n", + "tmp_mim = xr.open_mfdataset(files_mim,combine='nested',concat_dim=dims_mim)\n", + "\n", + "print('--- read in MIMICS data ---')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- read in CASA data ---\n" + ] + } + ], + "source": [ + "# point to files\n", + "files_cas = [i + file[1] for i in fin]\n", + "\n", + "sim_cas = ['MIMcn', 'MIMc','CAScn','CASc']\n", + "simdim_cas = xr.DataArray(sim_cas, dims='sim', name='sim')\n", + "dims_cas = [simdim_cas]\n", + "\n", + "# Open annual time series\n", + "tmp_cas = xr.open_mfdataset(files_cas,combine='nested',concat_dim=dims_cas)\n", + "\n", + "print('--- read in CASA data ---')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# still need to be careful for non-zero variables\n", + "tmp_cas.cgpp.isel(time=0).plot(x=\"lon\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[15,4],\n", + " col_wrap=nsim) ;" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "# assign corrds to sand and clay\n", + "clay = clay.rename({'lsmlat': 'lat', 'lsmlon':'lon'})\n", + "sand = sand.rename({'lsmlat': 'lat', 'lsmlon':'lon'})\n", + "clay = clay.assign_coords({'lat':tmp_cas.lat, \"lon\":tmp_cas.lon})\n", + "sand = sand.assign_coords({'lat':tmp_cas.lat, \"lon\":tmp_cas.lon})" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:  (lat: 96, lon: 144)\n",
+       "Coordinates:\n",
+       "  * lon      (lon) float32 0.0 2.5 5.0 7.5 10.0 ... 350.0 352.5 355.0 357.5\n",
+       "  * lat      (lat) float32 -90.0 -88.10526 -86.210526 ... 88.10526 90.0\n",
+       "Data variables:\n",
+       "    clay     (lat, lon) float64 18.0 18.0 18.0 18.0 18.0 ... 18.0 18.0 18.0 18.0\n",
+       "    sand     (lat, lon) float64 43.0 43.0 43.0 43.0 43.0 ... 43.0 43.0 43.0 43.0
" + ], + "text/plain": [ + "\n", + "Dimensions: (lat: 96, lon: 144)\n", + "Coordinates:\n", + " * lon (lon) float32 0.0 2.5 5.0 7.5 10.0 ... 350.0 352.5 355.0 357.5\n", + " * lat (lat) float32 -90.0 -88.10526 -86.210526 ... 88.10526 90.0\n", + "Data variables:\n", + " clay (lat, lon) float64 18.0 18.0 18.0 18.0 18.0 ... 18.0 18.0 18.0 18.0\n", + " sand (lat, lon) float64 43.0 43.0 43.0 43.0 43.0 ... 43.0 43.0 43.0 43.0" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dsSOI = xr.Dataset({\"clay\":clay,'sand':sand})\n", + "dsSOI" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Combine datasets by simullaltion" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ds = xr.combine_by_coords([tmp_mim,tmp_cas,dsSOI],compat='override',\n", + " combine_attrs='drop')\n", + "ds.cnpp.isel(time=0).plot(x=\"lon\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[15,4],\n", + " col_wrap=nsim) ;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sum soil C & N pools\n", + "- uses utilities to create new diagnostics" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "# unsure how to subset simulations to run utilities a different way...\n", + "# -- Xarray notes: We would love to be able to do indexing with labeled dimension names inside brackets, \n", + "# but unfortunately, Python does yet not support indexing with keyword arguments --\n", + "ds = ds.transpose('sim','lat','lon','time')\n", + "test0 = utils.sum_pools_combined(ds.isel(sim=0),'cas',CN='False')\n", + "test1 = utils.sum_pools_combined(ds.isel(sim=1),'cas',CN='True')\n", + "test2 = utils.sum_pools_combined(ds.isel(sim=2),'mim',CN='False')\n", + "test3 = utils.sum_pools_combined(ds.isel(sim=3),'mim',CN='True')\n", + "ds= xr.concat([test0,test1,test2,test3],'sim')\n", + "\n", + "# lists to identify simulations later\n", + "CNsim = [1,3] \n", + "MIMsim = [2,3]" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ds.cTOT.isel(time=0).plot(x=\"lon\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[15,4],\n", + " col_wrap=nsim) ;" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# check for correct fluxes (from utilities)\n", + "ds.cresp.isel(time=0).plot(x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],col_wrap=nsim) ;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Mask out low productivity grids (where NPP<10 gC/m2/y)\n", + "- Use mean of first 20 years from MIMICScn run to ensure same mask for all simulations" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "minNPP = 10/365 # npp given in gC/m2/d\n", + "initNPP = ds.cnpp.isel(sim=3,time=slice(0,20)).mean(dim='time')\n", + "#print(initNPP) \n", + "ds = ds.where(initNPP>minNPP)\n", + "ds.nTOT.isel(time=0).plot(x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],col_wrap=nsim) ;" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dsMean = ds.isel(time=slice(-20,None)).mean('time')\n", + "dsMean.cnTOT.plot(x=\"lon\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[15,4],\n", + " col_wrap=nsim) ;" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Now work on writing out .csv of xarray data" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:              (lat: 96, lon: 144, sim: 4)\n",
+       "Coordinates:\n",
+       "  * sim                  (sim) object 'CASc' 'CAScn' 'MIMc' 'MIMcn'\n",
+       "  * lon                  (lon) float32 0.0 2.5 5.0 7.5 ... 352.5 355.0 357.5\n",
+       "  * lat                  (lat) float32 -90.0 -88.10526 ... 88.10526 90.0\n",
+       "Data variables:\n",
+       "    day                  (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n",
+       "    IGBP_PFT             (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n",
+       "    landarea             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cellMissing          (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n",
+       "    cellid               (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n",
+       "    cLITm                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cLITs                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cMICr                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cMICk                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cSOMa                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cSOMc                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cSOMp                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cHresp               (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cSOMpIn              (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cLitInput_metb       (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cLitInput_struc      (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cOverflow_r          (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cOverflow_k          (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nLITm                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nLITs                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nMICr                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nMICk                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nSOMa                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nSOMc                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nSOMp                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    DIN                  (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nLitInput_metb       (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nLitInput_struc      (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    thetaLiq             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    thetaFrzn            (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    fW                   (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cresp                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cnpp                 (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cgpp                 (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cleaf                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nleaf                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cwood                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nwood                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cfroot               (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nfroot               (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    clitmetb             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nlitmetb             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    clitstr              (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nlitstr              (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    clitcwd              (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nlitcwd              (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    csoilmic             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nsoilmic             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    csoilslow            (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nsoilslow            (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    csoilpass            (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nsoilpass            (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    tairC                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    tsoilC               (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cLitInptMet          (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cLitInptStruc        (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cpassInpt            (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    fT                   (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nLitInptMet          (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nLitInptStruc        (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nMinDep              (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nMinFix              (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nMinUptake           (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nMinLeach            (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nMinLoss             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nLitMineralization   (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nSoilMineralization  (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nSoilImmob           (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nNetMineralization   (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nMineral             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    clay                 (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n",
+       "    sand                 (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n",
+       "    cTOT                 (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nTOT                 (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cnLIT                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cMICtot              (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    relMIC               (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    specRESP             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    MICrK                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cnTOT                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cnMIC                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    NEP                  (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cVEG                 (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cECO                 (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nVEG                 (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nECO                 (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cnVEG                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cnECO                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan
" + ], + "text/plain": [ + "\n", + "Dimensions: (lat: 96, lon: 144, sim: 4)\n", + "Coordinates:\n", + " * sim (sim) object 'CASc' 'CAScn' 'MIMc' 'MIMcn'\n", + " * lon (lon) float32 0.0 2.5 5.0 7.5 ... 352.5 355.0 357.5\n", + " * lat (lat) float32 -90.0 -88.10526 ... 88.10526 90.0\n", + "Data variables:\n", + " day (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n", + " IGBP_PFT (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n", + " landarea (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cellMissing (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n", + " cellid (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n", + " cLITm (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cLITs (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cMICr (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cMICk (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cSOMa (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cSOMc (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cSOMp (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cHresp (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cSOMpIn (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cLitInput_metb (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cLitInput_struc (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cOverflow_r (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cOverflow_k (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nLITm (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nLITs (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nMICr (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nMICk (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nSOMa (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nSOMc (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nSOMp (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " DIN (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nLitInput_metb (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nLitInput_struc (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " thetaLiq (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " thetaFrzn (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " fW (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cresp (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cnpp (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cgpp (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cleaf (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nleaf (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cwood (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nwood (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cfroot (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nfroot (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " clitmetb (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nlitmetb (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " clitstr (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nlitstr (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " clitcwd (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nlitcwd (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " csoilmic (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nsoilmic (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " csoilslow (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nsoilslow (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " csoilpass (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nsoilpass (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " tairC (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " tsoilC (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cLitInptMet (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cLitInptStruc (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cpassInpt (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " fT (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nLitInptMet (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nLitInptStruc (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nMinDep (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nMinFix (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nMinUptake (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nMinLeach (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nMinLoss (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nLitMineralization (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nSoilMineralization (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nSoilImmob (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nNetMineralization (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nMineral (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " clay (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n", + " sand (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n", + " cTOT (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nTOT (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cnLIT (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cMICtot (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " relMIC (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " specRESP (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " MICrK (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cnTOT (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cnMIC (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " NEP (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cVEG (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cECO (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nVEG (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nECO (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cnVEG (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cnECO (sim, lat, lon) float32 nan nan nan nan ... nan nan nan" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dsMean" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dsCAS = dsMean.isel(sim=1)\n", + "dsMIM = dsMean.isel(sim=3)\n", + "for i in CNsim:\n", + " ds_1 = dsMean.isel(sim=i)\n", + " if i == 1:\n", + " dsCAS['cnLITFALL'] = (ds_1.cLitInptMet + ds_1.cLitInptStruc) / \\\n", + " (ds_1.nLitInptMet + ds_1.nLitInptStruc)\n", + " dsCAS['cnLITFALL'].attrs['long_name'] = 'C:N litter inputs'\n", + " else:\n", + " dsMIM['cnLITFALL'] = (ds_1.cLitInput_metb + ds_1.cLitInput_struc) / \\\n", + " (ds_1.nLitInput_metb + ds_1.nLitInput_struc)\n", + " dsMIM['cnLITFALL'].attrs['long_name'] = 'C:N litter inputs'\n", + "\n", + "\n", + "dsMIM.cnLIT.plot() ;\n", + "vout = ['cnTOT','cnLITFALL','tairC','tsoilC','cgpp','cnpp','sand','clay']\n", + "dfCAS = dsCAS[vout].to_dataframe().dropna().to_csv('CAScn_cnTOT.csv')\n", + "dfMIM = dsMIM[vout].to_dataframe().dropna().to_csv('MIMcn_cnTOT.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([ 66., 443., 804., 753., 370., 98., 78., 29., 44., 12.]),\n", + " array([ 1.1955248, 10.62836 , 20.061193 , 29.49403 , 38.926865 ,\n", + " 48.3597 , 57.792534 , 67.225365 , 76.6582 , 86.091034 ,\n", + " 95.52387 ], dtype=float32),\n", + " )" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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jklyb5O42PbyVJ8mFSTYnuTXJCbN9EJKkqRnkzP9x4Her6sXACuDcJC8B1gIbq2o5sLEtA5wKLG+PNcBFQ2+1JGlG9hr+VfVAVX2zzf8IuBNYDKwE1rdq64Ez2vxK4JLq3AgsTHLs0FsuSZq2KfX5J1lGdzP3m4BjquoB6P5AAEe3aouBLeOetrWVTdzWmiSbkmwaHR2desslSdM2cPgnOQz4HPCuqnp4T1UnKatdCqrWVdVIVY0sWrRo0GZIkoZgoPBP8lS64P9sVX2+FT841p3Tpttb+VZg6binLwG2Dae5kqRhGORqnwAXA3dW1UfHrdoArGrzq4CrxpWf0676WQHsHOsekiTtHxYMUOfVwL8Cvp3kllb2AeA84Iokq4H7gbPaumuA04DNwKPAW4faYknSjO01/Kvqq0zejw9w8iT1Czh3hu2SJM0if+ErST1k+EtSDxn+ktRDhr8k9ZDhL0k9ZPhLUg8Z/pLUQ4a/JPWQ4S9JPWT4S1IPGf6S1EOGvyT1kOEvST1k+EtSDxn+ktRDhr8k9ZDhL0k9NMg9fD+VZHuS28aVHZHk2iR3t+nhrTxJLkyyOcmtSU6YzcZLkqZnkDP/TwOnTChbC2ysquXAxrYMcCqwvD3WABcNp5mSpGHaa/hX1VeAH04oXgmsb/PrgTPGlV9SnRuBhUmOHVZjJUnDMd0+/2Oq6gGANj26lS8Gtoyrt7WV7SLJmiSbkmwaHR2dZjMkSdOxYMjbyyRlNVnFqloHrAMYGRmZtI4015at/dKc7fve806fs31r/pvumf+DY905bbq9lW8Flo6rtwTYNv3mSZJmw3TDfwOwqs2vAq4aV35Ou+pnBbBzrHtIkrT/2Gu3T5JLgdcCRyXZCnwQOA+4Islq4H7grFb9GuA0YDPwKPDWWWizJGmG9hr+VfWm3aw6eZK6BZw700ZJkmbXsL/wlTQkc/Vls18094PDO0hSDxn+ktRDB3y3z1xehy1JByrP/CWphwx/Seohw1+Sesjwl6QeOuC/8JU0f/jbhn3HM39J6iHDX5J6yPCXpB6yz1/Sk/jDyX7wzF+Sesjwl6QeMvwlqYcMf0nqoVn5wjfJKcDHgIOAT1bVebOxH0kahrn8knuufmA29DP/JAcBfwqcCrwEeFOSlwx7P5Kk6ZuNbp8Tgc1VdU9V/Qy4DFg5C/uRJE3TbHT7LAa2jFveCvzziZWSrAHWtMVHknxnwO0fBfz9jFp44PM18DXo+/HDPHkNcv60n3oU8MvTffJshH8mKatdCqrWAeumvPFkU1WNTKdh84Wvga9B348ffA3a8S+b7vNno9tnK7B03PISYNss7EeSNE2zEf7fAJYnOS7JwcDZwIZZ2I8kaZqG3u1TVY8n+ffAX9Jd6vmpqrp9iLuYclfRPORr4GvQ9+MHX4MZHX+qdumOlyTNc/7CV5J6yPCXpB46oMI/ySlJvpNkc5K1c92e2ZZkaZLrk9yZ5PYk72zlRyS5NsndbXr4XLd1tiU5KMm3klzdlo9LclN7DS5vFxfMS0kWJrkyyV3tvfDKvr0Hkry7/R+4LcmlSZ42398DST6VZHuS28aVTfrvns6FLRtvTXLC3rZ/wIR/T4eNeBz43ap6MbACOLcd81pgY1UtBza25fnuncCd45bPBy5or8FDwOo5adW+8THgy1X1IuBldK9Db94DSRYD7wBGquqldBeSnM38fw98GjhlQtnu/t1PBZa3xxrgor1t/IAJf3o4bERVPVBV32zzP6L7T7+Y7rjXt2rrgTPmpoX7RpIlwOnAJ9tygJOAK1uVefsaJHkW8BrgYoCq+llV7aBn7wG6KxOfnmQB8AzgAeb5e6CqvgL8cELx7v7dVwKXVOdGYGGSY/e0/QMp/CcbNmLxHLVln0uyDHg5cBNwTFU9AN0fCODouWvZPvHHwHuBJ9rykcCOqnq8Lc/n98JzgVHgz1q31yeTHEqP3gNV9XfAR4D76UJ/J3Az/XkPjLe7f/cp5+OBFP4DDRsxHyU5DPgc8K6qeniu27MvJXkDsL2qbh5fPEnV+fpeWACcAFxUVS8Hfsw87uKZTOvXXgkcBzwHOJSum2Oi+foeGMSU/08cSOHfy2EjkjyVLvg/W1Wfb8UPjn2ka9Ptc9W+feDVwBuT3EvX1XcS3SeBha0LAOb3e2ErsLWqbmrLV9L9MejTe+D1wPeqarSqHgM+D7yK/rwHxtvdv/uU8/FACv/eDRvR+rYvBu6sqo+OW7UBWNXmVwFX7eu27StV9f6qWtIGsDobuK6q3gxcD5zZqs3b16Cqvg9sSfLCVnQycAc9eg/QdfesSPKM9n9i7DXoxXtggt39u28AzmlX/awAdo51D+1WVR0wD+A04P8B3wX+41y3Zx8c76/SfXS7FbilPU6j6/PeCNzdpkfMdVv30evxWuDqNv9c4OvAZuAvgEPmun2zeNzHA5va++CLwOF9ew8AHwbuAm4DPgMcMt/fA8CldN9xPEZ3Zr96d//udN0+f9qy8dt0V0btcfsO7yBJPXQgdftIkobE8JekHjL8JamHDH9J6iHDX5J6yPDXfiHJP0lyWZLvJrkjyTVJXjBJvXuTfG7c8plJPj1JvdeOGwH0jWOjwCY5Y/yAgEnekuQ5M2z7P25/mCa2VRomw19zrv1w5wvADVX1vKp6CfAB4JjdPGUkya8Muv2q2lBV57XFM+hGhR3zFrohA6bS3ifd/nTC9odpYluloTH8tT94HfBYVX1irKCqbqmq/7Ob+h+h++MwkHZ2//EkrwLeCPxRkluSvA8YAT7blp+e5BVJ/jrJzUn+ctxP6W9I8odJ/ppueOldtt/mP93GVf+bJPckObOVvzbJV5J8oX2y+USSp7R1j4zb1pltGxPb+rwk72jPvTXJZYMevzSZod/AXZqGl9KN0jipJLdU1fHjiq4A3pbk+VPZSVX9TZINdL8SvrJt+1Tg96pqUxtH6U+AlVU1muS3gT8A/nXbxMKq+rUBdnUs3a+zX0T3s/uxYYdPpDuTvw/4MvAvxq0bpK1rgeOq6qdJFk7l2KWJPPPXfm9C8AP8HPgj4P1D3tUL6f4QXZvkFuD36QbIGnP5gNv5YlU9UVV38OSuq69Xdz+Kn9P9dP9Xp9i+W+k+pfwO3Y1+pGkz/LU/uB14xRSf8xm6m5z80hDbEeD2qjq+Pf5pVf3GuPU/HnA7P52wzTETx1KpScqftoftnk43fssrgJsnfvcgTYXhr/3BdcAhSf7NWEGSf5Zkt10s1Q3tewHwrinu60fAM3ez/B1gUZJXtjY8dSpfLA/gxDYq7VOA3wa+2sofTPLiVv5bk7WtrVtaVdfT3dhmIXDYENumnjH8NeeqG13wt4Bfb5d63g58iDYeeeuCmczFTP17q8uA/9DuivU8uvukfqLt4yC6IYLPT/K3dKOovmqK29+TrwHn0Y1M+T26K5yguznL1XR/BMcPw/uPbaW7N+ufJ/k28C26e9fuGGLb1DOO6intA0leS/fF8hvmui0SeOYvSb3kmb8k9ZBn/pLUQ4a/JPWQ4S9JPWT4S1IPGf6S1EP/H89D322xkgykAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dsCAS.cnLITFALL.plot.hist()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mean MICc:SOMc 0.8930174\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "(ds.relMIC.isel(time=slice(0,20)).mean(dim='time')).plot(\n", + " x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],col_wrap=nsim);\n", + "print('mean MICc:SOMc '+str(\n", + " (ds.relMIC.isel(time=0)*ds.landarea/ds.landarea.sum()).sum().values))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Calculate zonal means" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [], + "source": [ + "zon_mean = ds.mean(dim='lon') \n", + "\n", + "# strings for labeling panels\n", + "panel = ['(a)','(b)','(c)','(d)','(e)','(f)','(g)','(h)','(i)','(j)','(k)','(l)'] " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read observations:\n", + "- Microbial C and C:N, Xu et al. 2013 https://doi-org.cuucar.idm.oclc.org/10.1111/geb.12029, avail @ https://doi.org/10.3334/ORNLDAAC/1264\n", + "- Soil C:N_GSDE, Shangguan et al. 2014, doi:10.1002/2013MS000293, avail @ http://globalchange.bnu.edu.cn/research/soilwd.jsp, \n", + "- Soil C HWSD and NCSCD\n", + "- HR Hashimoto et al Biogeosciences 12: 4121-4132. doi:10.5194/bg-12-4121-2015, downloaded from http://cse.ffpri.affrc.go.jp/shojih/data/index.html" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "max soil C:N 5353.0\n", + "\n", + "-- read in observed data -- \n" + ] + } + ], + "source": [ + "obsIn = \"/project/tss/wwieder/soilCN/global_run/\"\n", + "\n", + "xuMic = obsIn+'GLOBAL_MICROBIAL_BIOMASS_C_N_P_1264/data/Global_Soil_Microbial_BiomassCN.nc'\n", + "dsXu = xr.open_mfdataset(xuMic, decode_times=True,combine='by_coords')\n", + "#dsXu.CN100cm.plot(robust=True);\n", + "\n", + "GSDE = obsIn+'GSDE/'\n", + "GSDEoc = xr.open_mfdataset(GSDE+'OC5min.nc', decode_times=True,combine='by_coords')\n", + "GSDEtn = xr.open_mfdataset(GSDE+'TN5min.nc', decode_times=True,combine='by_coords')\n", + "GSDEoc['CN'] = GSDEoc.OC / GSDEtn.TN.where(GSDEtn.TN>0)\n", + "GSDEoc['CNmean'] = GSDEoc.CN.where(GSDEoc.depth<=100).mean(dim='depth')\n", + "print('max soil C:N '+str(GSDEoc['CNmean'].max().values))\n", + "#mask out silly values\n", + "GSDEoc['CNmean2'] = GSDEoc['CNmean'].where(GSDEoc['CNmean']<150)\n", + "\n", + "HWSD = obsIn+'input_data/Soil_obs.nc'\n", + "dsOBS = xr.open_mfdataset(HWSD, decode_times=True,combine='by_coords')\n", + "\n", + "NCSCD = obsIn+'input_data/NCSCD_Circumarctic_100cmSOCC_025deg.nc'\n", + "dsNCSCD = xr.open_mfdataset(NCSCD, decode_times=True,combine='by_coords')\n", + "\n", + "dsHR = xr.open_mfdataset((obsIn+'RH_yr_Hashimoto2015.nc'), decode_times=False,combine='by_coords' )\n", + "#dims = time, lev, lat, lon gC/m2/y\n", + "\n", + "dsOBS['HWSD_SOCall'] = dsOBS.HWSD_SOC.sum(dim='nlevsoi').where(dsOBS.HWSD_SOC.isel(nlevsoi=0)>0)\n", + "dsOBS['HWSD_SOCall'].attrs = dsOBS.HWSD_SOC.attrs\n", + "#dsOBS.HWSD_SOCall.plot();\n", + "zon_meanOBS = dsOBS.mean(dim='lon') * 1000 #gC/m2\n", + "zon_stdOBS = dsOBS.std(dim='lon') * 1000 #gC/m2\n", + "print('')\n", + "print('-- read in observed data -- ')\n", + "#dsNCSCD.NCSCD_SOC" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "GSDEoc['CNmean'].plot(vmax=200);\n", + "#CNtemp = xr.concat([GSDEoc['CNmean'],GSDEoc['CNmean2']],'soilCN')\n", + "#print(CNtemp)\n", + "#simple = CNtemp.plot(col=\"soilCN\", col_wrap=2,robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4/OUTPUT_CN/HIST/\n", + "MIMICS_mod5_GSWP3_KO4\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "zon_mean.cTOT.isel(time=0).plot(hue='sim',y='lat') ;\n", + "print(fin[0])\n", + "print(sim[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot zonal means for models and observations" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -- wrote /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4/OUTPUT_CN/HIST/figs/MIMICS_mod5_GSWP3_KO4_Fig_1_ZonalSOM.pdf --\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "tPlot = 0 #time period to plot\n", + "fig, (ax1, ax2, ax3, ax4, ax5) = plt.subplots(1, 5, sharey=True, figsize=[20,8])\n", + "# Remove space between axes\n", + "fig.subplots_adjust(hspace=0, wspace=0.05)\n", + "\n", + "simLabs = ds['sim'].values.tolist()\n", + "color = ['tab:orange','tab:orange','tab:blue','tab:blue','tab:red'] \n", + "lw = [3.5,4,3.,3.5,3.5] \n", + "linestyle= ['--', '-','--', '-', '-'] \n", + "\n", + "# SOC\n", + "v = 'cTOT'\n", + "labels = simLabs+['NCSCD','HWSD']\n", + "for i in range(nsim):\n", + " ax1.plot(zon_mean.get(v).isel(time=tPlot,sim=i), \n", + " zon_mean.lat,lw=lw[i],color=color[i],linestyle=linestyle[i])\n", + "ax1.plot((dsNCSCD.NCSCD_SOC.mean(dim='lon')*1e2), dsNCSCD.lat,lw=3, color='k') #convert kgC to gC/m2\n", + "ax1.plot(zon_meanOBS.get('HWSD_SOCall'), zon_meanOBS.lat,lw=2, color='k',linestyle='--')\n", + "ax1.fill_betweenx(zon_meanOBS.lat,\n", + " zon_meanOBS.get('HWSD_SOCall') + zon_stdOBS.get('HWSD_SOCall'), \n", + " zon_meanOBS.get('HWSD_SOCall') - zon_stdOBS.get('HWSD_SOCall'),\n", + " alpha=0.2, color='k')\n", + "\n", + "ax1.set_xlabel('Soil C stock (gC $\\mathregular{m^{-2}}$)', fontsize='x-large')\n", + "ax1.set_ylabel('Latitude', fontsize='x-large');\n", + "ax1.legend(labels=labels, frameon = False, fontsize='medium',loc=4)\n", + "ax1.set_ylim(-50, 85)\n", + "\n", + "# MICc\n", + "v = 'cMICtot' # 'cnTOT' 'nMineral' 'cSOMc' 'MICrK' 'cnMIC' 'relMIC' 'specRESP'\n", + "labels = simLabs[2:nsim]+['Xu et al.']\n", + "for i in range(2,nsim):\n", + " ax2.plot(zon_mean.get(v).isel(time=tPlot,sim=i), \n", + " zon_mean.lat,lw=lw[i],color=color[i],linestyle=linestyle[i])\n", + "ax2.plot(dsXu.SMC100cm.mean(dim='lon'), dsXu.lat,lw=3, color='k')\n", + "ax2.fill_betweenx(dsXu.lat, #add SD by lat\n", + " dsXu.SMC100cm.mean(dim='lon') + dsXu.SMC100cm.std(dim='lon'), \n", + " dsXu.SMC100cm.mean(dim='lon') - dsXu.SMC100cm.std(dim='lon'),\n", + " alpha=0.2, color='k')\n", + "ax2.set_xlabel('Microbial C (gC $\\mathregular{m^{-2}}$)', fontsize='x-large');\n", + "ax2.legend(labels=labels,frameon = False, fontsize='medium',loc=4)\n", + "\n", + "# HR\n", + "v = 'cresp' # 'cnTOT' 'nMineral' 'cSOMc' 'MICrK' 'cnMIC' 'relMIC' 'specRESP'\n", + "labels = simLabs+['Hashimoto']\n", + "for i in range(nsim):\n", + " # fluxes gC/m2/d\n", + " ax3.plot(zon_mean.get(v).isel(time=tPlot,sim=i)*365, \n", + " zon_mean.lat,lw=lw[i],color=color[i],linestyle=linestyle[i])\n", + "ax3.plot(dsHR.co2.isel(time=-1,lev=0).mean(dim='lon'), dsHR.lat,lw=3, color='k')\n", + "ax3.fill_betweenx(dsHR.lat, #add SD by lat\n", + " dsHR.co2.isel(time=-1,lev=0).mean(dim='lon') + dsHR.co2.isel(time=-1,lev=0).std(dim='lon'), \n", + " dsHR.co2.isel(time=-1,lev=0).mean(dim='lon') - dsHR.co2.isel(time=-1,lev=0).std(dim='lon'),\n", + " alpha=0.2, color='k')\n", + "ax3.set_xlabel('HR (gC $\\mathregular{m^{-2 } y^{-1}}$)', fontsize='x-large')\n", + "ax3.legend(labels=labels, frameon = False, fontsize='medium',loc=1)\n", + "\n", + "# Soil C:N\n", + "v = 'cnTOT' # 'cnTOT' 'nMineral' 'cSOMc' 'MICrK' 'cnMIC' 'relMIC' 'specRESP'\n", + "labels = [simLabs[i] for i in [1,3]]+['GSDE']\n", + "for i in [1,3]:\n", + " # fluxes gC/m2/d\n", + " ax4.plot(zon_mean.get(v).isel(time=tPlot,sim=i), \n", + " zon_mean.lat,lw=lw[i],color=color[i],linestyle=linestyle[i])\n", + "ax4.plot(GSDEoc['CNmean2'].mean(dim='lon'), GSDEoc.lat,lw=2, color='k')\n", + "#ax4.plot(GSDEoc['CNmean'].mean(dim='lon'), GSDEoc.lat,lw=2, color='r')\n", + "ax4.fill_betweenx(GSDEoc.lat, #add SD by lat\n", + " GSDEoc['CNmean2'].mean(dim='lon') + GSDEoc['CNmean2'].std(dim='lon'), \n", + " GSDEoc['CNmean2'].mean(dim='lon') - GSDEoc['CNmean2'].std(dim='lon'),\n", + " alpha=0.2, color='k')\n", + "ax4.set_xlabel('Total SOM C:N', fontsize='x-large');\n", + "ax4.legend(labels=labels, frameon = False, fontsize='medium',loc=0)\n", + "\n", + "# MIC C:N\n", + "v = 'cnMIC' # 'cnTOT' 'nMineral' 'cSOMc' 'MICrK' 'cnMIC' 'relMIC' 'specRESP'\n", + "labels = [simLabs[i] for i in [3]]+['Xu et al.']\n", + "for i in [3]:\n", + " # fluxes gC/m2/d\n", + " ax5.plot(zon_mean.get(v).isel(time=tPlot,sim=i), \n", + " zon_mean.lat,lw=lw[i],color=color[i],linestyle=linestyle[i])\n", + "ax5.plot(dsXu.CN100cm.mean(dim='lon'), dsXu.lat,lw=2, color='k')\n", + "ax5.fill_betweenx(dsXu.lat, #add SD by lat\n", + " dsXu.CN100cm.mean(dim='lon') + dsXu.CN100cm.std(dim='lon'), \n", + " dsXu.CN100cm.mean(dim='lon') - dsXu.CN100cm.std(dim='lon'),\n", + " alpha=0.2, color='k')\n", + "ax5.set_xlabel('Microbial C:N', fontsize='x-large');\n", + "ax5.legend(labels=labels, frameon = False, fontsize='medium',loc=0);\n", + "\n", + "# add panel labels\n", + "ax1.annotate(panel[0], xy=(0.07, 0.97), xycoords=ax1.transAxes, ha='center', va='center',fontsize=16) \n", + "ax2.annotate(panel[1], xy=(0.07, 0.97), xycoords=ax2.transAxes, ha='center', va='center',fontsize=16) \n", + "ax3.annotate(panel[2], xy=(0.07, 0.97), xycoords=ax3.transAxes, ha='center', va='center',fontsize=16) \n", + "ax4.annotate(panel[3], xy=(0.07, 0.97), xycoords=ax4.transAxes, ha='center', va='center',fontsize=16) \n", + "ax5.annotate(panel[4], xy=(0.07, 0.97), xycoords=ax5.transAxes, ha='center', va='center',fontsize=16); \n", + "\n", + "fout = fin[0]+'figs/'+sim[0]+'_Fig_1_ZonalSOM.pdf'\n", + "plt.savefig(fout)\n", + "print(' -- wrote '+fout+' --')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure 1.** Zonal mean plots for MIMICS and CASA simulations (blue and orange lines, respectively) with coupled CN biogeochemistry and C-only configuration (solid and dashed lines, respectively) and relevant observations, (black lines with grey shading showing +/- 1 sigma of mean). Panels show (a) initial soil C stocks (gC m-2, 0-100 cm depth), (b) soil microbial biomass C stocks (gC m-2, 0-100 cm depth), (c) soil heterotrophic respiration fluxes (gC m-2 y-1), (d) soil organic matter C:N ratio, and (e) microbial biomass C:N ratios. See text for references of observations used in this analysis.\n", + "\n", + "- Models show good agreement of stocks & fluxes \n", + "- MIMICS-cn shows weak latitudal variation in soil and microbial C:N. CASA captures is because it uses a pft defined soil C:N" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "specRESP" + ] + }, + { + "cell_type": "code", + "execution_count": 242, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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V9mHdpSk1ThoSoqWxbSuJ77e3dK9pr7QhZqmLtEtdRIhEIyQgIy8f2uxzyM3NlRaLRbkfLEYZGRkpu3fvLufOnStHjx4tJ0+eLOfMmSOPHDnS7LKllHL37t1y8uTJFWazudxms70OJMgz4Bl2Jr7+CmLohBZdFUK8CAyQUvZtQd7bUVZ3jpdSBvfHOsUIITRCiMtCQkKeat26dczjjz9uGz9+PFqt9g+vS+qrd5H10Lt4iooRBh3SA3jcx81jMpl45JFHsFqtPPnkk+Tl5WG0hOMsL2rycSdNmsT8+fOJjIystb24uJjMzEwMBgM6neJNWVJSwlNPPcWnn37Kjh076NSpU7PPMxj79+/n1Vdf5emnnwYgPz+fqKiok1L2H0Fkz8Ec3fYzOlsobscxLBYLV199Nb169aJ9+/YkJyfTvn17Kioq2Lt3L1FRUbRu3RqHw4HdrswLiTp7KK7SYjx2HWW/Km4iEeP+gTFRgz4mHI3JAF4vaFJAo0FoNFizartKlO7fQdaSBQDobKFERXfGGSLQ6A0YQqNYPOce1q9fzwOPz8PSrztCb8CQEE/Wcy9iNBrZtm0b48ePr3Yn9KPVm/G4atwrHQ4HVqu1xddrzZo1PPzww2WbN292VlVVzXG5XK+frmfAmYgQQtevl9G19tvgLi2P/7uQR58+Ok5K+fkfXLU/PXXbLCHEcGAlcL6UckUjecNRPBqulVJ+cqrr2kAdOtvt9ie9Xu/ou+++W3fXXXfpTsezMvnpJzn6+VeU/rIOYdQDIJ2u4+Yxm810796dOXPmMG/ePH744Qf0Nj1ag5bKo037+xuSYvjf+58yePDgWts9Hg87d+5ESsWdTKvVUlVVxdKlS5kxYwZz5szhkUceadnJ1sHlcvH6668zbdo0AG677TZeeeWVk1L2H0FhYWG99nX06NEMHDiQLl260LZtWzp06IDVamXnzp0YjUZiY2Pxer2YTCa0Wi3Lly/nuoeup9TTirJftwIQOnIE5s52dKFW9FGheCqcGNtEozEbEVqlreoXn119zPXZ8ey64l/V3+0jetA63IlGp8EQYuC5ic/i8XgYO2kcbS9IIbcqAkNcJJtmvkhcXBxVVVVcfvnlfL3sO2RVTV9Ja9TicdZM+fnmm2+46KKLWny9cnJyePrpp12vvfaaR6/Xf1pSUvKIlHJ/iwv8CyKEWJS+JmlCx3b1XfezDrhI6Ze5REo5/jRUrcm0WAwJIYwoDcMcKeVzvm0mYC5wPpAMOICNwExZZxK1ECIKOILSsCxq6Qm0BJ8ImmYymR5MSUmxzJs3z3bRRRc1yZ/16NGj5Obm0rFjx5Mimg4ePEhCYgJIMLVPRRepp2zjHqTHjWKwUn4frd6Ex6U0GBZDOOVVReg0JtxeZVtEbBeO5vxeq2ydTofb7SYmqS95WRsBSIrqT1ZB7fk6vXr14sEHH+S8884jLCzsuPV1uVwYDAaMRiNlZWUnfA3eeOMNbrnlFgA6derEhx9+SM+ePU+ozOYgpcTj8XDs2DEiIiKa7dO8Zs0ahg4dijWxPWXZGUQPuIC8tcvqpes6/VmyPn+LsgN7kR4XGrMJb7kiMIwRrXAeVeZZ2fr2xpiUiCk1BUNcbNBj+kVQWZK3+nNopgev10NZ8SGqKo5RVVmCs+IY3jYRSHcVFUcOUlVSREVOJgBhoy/AW1mJMyubqoOH+PC995j35iaKcndgsbfGVVXGgZ0rqHQo880QGvQGC8JiRmswoTVZsCa0w9omhe1vzq0WR1LKJl/DTZs28eCDD5b9/PPPVVVVVU+63e4XpZTOJmX+C6OKoVNDA23WcBQxdDlwCfAPQAt8BdwppSysU8aXgElKecEfWHWEED1MJtObOp2u6/3336+fNm2a1j+QcjyqqqrIyMggISGBpqRvDCkltl49KN+WhiGhDcakUCp2ZOMuLK1fZ50W6a49D33w4MH89NNP6Cw63OXBB/vMXZLwllXizDxCwtBEij0hlP5c07aFhobywAMPMGbMGLp27dponf/1r38xa9Ysdu/eTfv27Zt5xrXJzs6uNRfo6aef5p577vnDBlD9/bXi4mJsNht6vb5Z+auqqjAalenP9hE9cKzfSUleYb3Bres33MT+7/ex5pFVWGNtlOU4qvfprXpcZTXCN+qaqxAaLdbevRBCMGRAepPrU5J9DMdhBxVHKzi6q5CQBDtel5fyvDIKfs/HVe6iKOMoKRe145gljqqD+Tg27SZsVB9G3JzEgR+zsMba8Dg9lOU6+PXlTUrBAgw2AwabAX2I8h7WNoy4gW14f8I7xMbGIoSovp5NabMKCwt59tln3S+88IJbo9F8WVpa+k8pZWaTT/YvzF9BDJ1IAIUBQBiwJmCbEQgBHkfxr44AbgfWCSE6SSlz/QmllAVCiB3AaOAPEUNCueMvslgsr5WXl7epqKjgs88+o0OHDvXSSilZvXo1K1asICMjgx07dpCbm0t5eTkOR82D4fLLL68OQBAeHo6Ukr59+9KxY0fMZmU5kOLiYrxeL+np6ezcuZMjR45w4MABLr30Un788UeERiA9Em1pLs4Sg08IAUhsYW3oce5deD0uKsuLKN76MzZjFGkHvyQ5uj9PvHA7c+bMYfeO/WiEljBLIkfL9rNu3ToGDBgAgDfGRpLtIqyhsRT1txCaZsWyv4o2HUbg9bop3PUh9913H6WlpQwcOJDnnnuO1NTUoNfQP6HV6XSi0+nIzs4mISGhRb/HjBkzePbZZ6u/L1u27JRM8AzkyJEjLF++nIyMDNLT0/n000/RaDRYLBZKS5UGfeXKlQwZMqRJDVxUVBShoaGU5h8AIH/d9/Ts2ZOtW7eyc+dOXC4XcXFxlGSk4di/g/aT76csysnhp5+rLkNjMNJ62m0cW/4DtgH9MLerufZ1rT9+QjM9hGYCKJ0NW0YxAHbsONrXXMNjydpaefxpHZYwsMCxs7UU/b6Bm2Y+TNmBPUq66HbojVa0WqXRjDlnNFF9RuBxVuB1VuJxVuAuL8WRuYuclZ8TEvYaUeFhOBwOKioqCAkJoVOnTkyZMoWrr76a0tJSqqqqiIiIQK/XU15ezkcffURcXBwPPPCAddOmTdb77rvvaYPB8JhWq53u9XrfllIe3yyqotJ8grVZfuYDK4AJQHvgSSAOGFEn3WrgCSGE6Y+wZgohku12+1MajebKyspK8fDDD/PQQw8FTZuZmclXX33Ftm3byMjIYM+ePdWd5ry8PABSU1MZNGgQHTp0IDIyErfbzVlnnUW3bt2Ijo4GlGe7w+EgLy+Pbdu2sXPnTrxeL1FRUUrQHK1y2q7CfDRmWU8Ipbw0DX1sBN7ySiyrvyf+nDZ8O/krYnq24qmnnmLu3Lls376dA+UHMHdOxJl5hBsmXMPCTxbhdVSijw5F3z2F8IsHokmIJuRIEbLKTcQ/zsGY1IrRG8r497//zZNPPknnzp254447mDRpUoPX0G+16dChA7NmzWL27Nkt+i3S09Pp0qUmSN/06dOZMWNGi8pqKi6Xix9++IHNmzdTVFTEggULKCkpwWazVbdX8+bN4+abbyY8PLzR8vR6PcOHD2fN5vWUrNwGgM1mIycnB6PRSEZGBq1bt8ZT5WHNI6vocm03et/Rl8+v+C8l2Urb7ypzMXrBGHI2HKayuJL+d/qF1A42HEpkw6HEWhag42FPDMWeqEy8T72oXaPp16y7lJAhhyj5cQ3fTv6SyqJKbPEhRLSPqLYG6a16rvxuAu5KD1UOJ1UOF1WlTgp+y2fn4h2kPJ6K9HoxYcLhcKDT6YiPj+fCCy9k5syZhIaGUlRUhNVqJSwsDLfbzbJly3A4HAwfPlzXv39/3W233XaFw+G4IiQk5D8Oh+NhKWVOk05Y5YzlRCxD/0SxApmklFUNpNGiCKQjwCz/aFzA/veA/lLK+mrkJCOEGGg0Gj+OjIyMmj9/vnnYsGFER0fXGhF4++23+eWXX1i8ehMVudloDEbs7bpijGiFMSIGndWOzhJCyL5KXM4ycrx70eiNuEqLcJeX4qkoR0ovlXkH0TvLOPfcc9m+fTvZh3JACIwRMehtobjKStC3s1OyJg0Ae1IoVSVOjGEmKjVmnHtr/6/CW3eiwlGIx+3ErovE5amkpEIpk4DfL8zShvjw7vx+6FsAEjuPojh/D6XF2QgJXo8LfWxrLG4bx/L3YLREkDzpTvQ2O2nP3sP999/PvHnzuPfee3nmmWeCXsd9+/bVEkrp6el07ty5Sb+Bw+GgsLCQQ4cOsWvXLm688cbqfePHj2fx4sWnJDobKK538+bN4/lnXyCCGGT/s4jIlrSJ6AW/K25hh8lkB5uxYKMKJ116nEViYiIjR45k1KhRdOzYkczMTD799FP69+9Pnz59MJvNOBwOvvrqKyY//BCGuFievGoCj3zzJcVLlwOKVU+j0eJyKoFpbMmdCLt2LAf/9RQAkb2GEDtiHGVJwdcma0gQQY3AgRpBBOBoX2Pha0gQ+dP590uPB9u+CnT64Gt6BpYTiPR4cFeWoTUYEVo9tj3lHDHlkL9hBeWHM9EaTAidDk95OdLrQXprdI4hPg6NxYLH4cBVUIjW65UajabM4/Fc7/V6l8gT8eP9k6Jahk4NwdqsAMvQMinl6IC01wDvo8wl+l/A9pEoommQlPKXU1jXaLPZ/G+32331zJkzueGGG3SJiYnVo/oAaWlpvPLKKzgcDj5Z/SPugkIs3bpiTEpAHxWFPjoKjcWMMBpxFx7FlXsEb0UF0u3GVVCIx+FAaDRU5eTiys2lX4+eCCHY8OsGtAYthhADER2jKM8royomjvK0/bgLlA6xISEaz7EyjCmxlG/dW6vutgGdceUexVNSTkiknsjOUez5cnfQ80z+961kTn8NAPvwHgijnpKV2xAGHV5HBdpwG8b4KMp/ywQg8YkbMXdKYOf4x9i8eTN9+vQBaiwmwTC3i6PS16ba+nWidP2OJv0GHo+HI0eOkJ+fT2ZmJgsWLOCbb76p3p+Xl1ctIE82Ho+HDz/8kNmzZ3PAVYUptS3CYGDo9Tb+OyQNrVZwKMdN4tn7CbFpEAJi49rTqlUrBgwYwKhRoxg0aBA6nY758+fTuXNnunfvTps2bfB6vWzevJnzH7gFV/4xLF2T0YZYOPK6EpxSa9QiNAJ3hfKcFhrBBa9eyJ4vd7P3mz3Y4myMeu0irK1sQeu+4ZDy3GqqIGoJa9adhZQSb3k5w87NbJZHh5QSZ3ElGp0GnVmP1+2lLNfB6vcPU/HzNtyVLkyhJlwVblyOKqRGU8sNr9XZrfG4PJQeKMFd6sbr9Uqj0fhKZWXlQ1LKY6fifM90/gqWoRMRQ88D10spw+psvxK4F+gIBMbae11KeWudtP8Gpkopg/+rTgJCiFRLj257nFkHECYj7twjfPHFF/Tq1auWRaOyshKz2Yy+VTiteo/BHBOPITwm6J/M36FsqHMI4CoroezAXkzRsRgjYhCipkPrHlwTLlR6vPRPPIjX7aVobxHfXPdFTd0NemSVYo629u2IrHBS/lsmGqMFrcGojNRXKaN0Wrud6GsnYExOIvfVBTj3KS6tUbZU4vtezJ5fP0EChbn76Ny5M5mZmWjNVrwuF9f+PIl3+r3F888/z9133w0orgUTJ04kJSWl1nm1nnoTRxa8jbVnd0IGn0POi682+hsUFhYyc+ZMFi9eTFhYGPHx8aSkpHDuuecyatSoFluWmsrZyVfx28GviEzqSbt9EZiEmdx7zgEgfnkhnt921ctTKcspowQ3LgrJ46i+AJ3WzMuvP831119fnS7UHIfDWUCoOY6jZZkAhKR2RbQJx3XkCOHx3QnvPhBTegHH8vdwJGsjpYWZdLjpYbwuJ3veVeZJRV4xHvtgpU7BxE+wey5Q2OyeEl4vb/xyxcPn0PmR1UIrcH+g+OrwpjLPzC+ijiVrm3Sfh2Z6gu735y1O0tT7D1l3OzjMHioLcokZOIryZOUZJKXEfayENhX/Y8fi3VRJMxX7DpwjpVzbYAX+gpwMMSSEeBu4GMiTUgb1JfIJgfmAHiiQUg474cqfwQRrswLE0E1SyrcDthuACuBRKeXjAdu7A9tQosr99xTU0dTr9t4V6R/8RkTnKHLWHaLb5Gtw8pMAACAASURBVB4suOV1+vfvXyvtTTfdxNtvv03UNVehi4jAmJiIxtA8tymAIQPS8bq9HF53EI1BS0z3VuhMNU4j7/R7i85LFGuK9Hir53+48osp/OwnipcprknCbERWOH2fDdj6dKB03Q4EAm2oFZB4K6vwOnyu3WPPIfqa8zj6xS/kv69M17K0stL3nv78tslN4X9Xs3nzZrZu3cpNN91UXZ9Wt07B0rkTyy68tNqrY+TIkTzxxBP07du31oBafn4+8d06Igw6ws7vzcHXvmzUtczr9fL222/zyCOP4PV6iYmJITExkf79+zNq1Cj69OlzSt3irlw6kR/u+Z5yaSFq4gh0Yd2r9/ld0P6TWNu4WVbuZcOWSqqqJGs3VfLqMi0lB45x9m19WDevRrNfONLC+l8rcVjCEQY9zv25tDq7NdZWVoq00ZgLDzDi6fPwOD3kp+VxYE02uz/dSd/p/Wl3SQd+mL6cI1tyscXZGL/kykbPxS+MguE8UNPtMyY46omnNevOOm7ZQwakN5rGn66pbDiUiJSS/m0OVG/zur0U7ihg3RcF2Hqfhy48rLpMd6WbFe9pqPwtjcodO+h5c3c2PLPOIKU8/gS6vxh/dzH0OkpEo1YB2/wLK70DfAIUAF7gW+BbKeUNdcp4AvinlPKkr3ckhAgzxyYVVeRkYR82hPCLLyLv7YVU7FA6vp07d+bee+/l7rcW4Dp8GGeWcvNbuiaTOOeGWn/UwHkZoHQ+63agK8b1P26n0U/88kIOnR/Z4P7SWCdu37pA1kIzFbnZmGMSMIQpHVpDm1KqsvNAq0Fj1OM+VoZ3jYvQ9t2r63c0tordr/8Lj7sSky0Kl7OM8FYdSdv4HXq9nsumtCc328m+3W66TOxK95t6srH/NrLYTRxJhBPNRlbWMsX70YWGYu7cieiJV7LvznuDnsOBAwfYsGEDaWlp/Prrr6xatYrJkyczZ84cQkNr9HF5eTmtrfGUU0psRHeq3OUIBMcqcqh0HWNwh1tZs6txsXU8lixZwtVXXsvZSVei7aE8OM1L1iOlJI+DlFBEKJFEE1er075N/kI+hwEIJxpTWCtyin+rV36IqRX9Uq5F53MpC7S0+AnN9NSyxPgpjKlg52uzAOg65FZCo1OD5q1LoAUoEL8ggpp71i+IAvcFYkxQXD51P9XMJwgmglo/pzSoFeP6V+/zlx2sDsEEXTBBFmz/kAHpSK9k33d72PzSFrRJ7SjbsjVJSnnqhhrPIE6SGBqKMmfz3WBiSAgRBvwCjJZSZgshYqSUeSfpFM5IGmizhqOIoYullN/USV8ALJZS3hawrT2wG7hOSvneSayb6DG1l3fbG1sITQljxLyRlOeX8/3t31WneeONN9i7dy8vf/Q5jqya9ifx8UfRhoTUKs+Y4Kj+T2+bqTxDPy+zMtaqWKe7rL0GaHz0/h+Rv1Z/fmj72Hr7pZS48orxllWiMRlwFzuQHi+Ws5KqRZO7qBR3kQONxYjGYuTYD1uJuHgAQqetLuPIm99R/N0G9K0j8BxzYExqRdSVw0ib/hLtbptK6cZNuPPyMcTFEXXNVfTpks6aWT+itxoYMmcYX179GZVFlWRkZNCuXY27VcwNo8h/53s6fvooQgh2jHu03jmUl5ezbt06tm/fTnp6Ot9++y0JCQm88sor9OrVq1bamGvPI/+D/2E+KwlTUiuqcovoYYrml19+wT50MMd+DOaB2XRycnI477zz0A0w4BzzD4QQ/D7wAwDSdjhZ8q0Du03DtVfYiYyoeT6v/7WSc8YofZheXY0Ux8ezf9m+euW3jtHy8lMxPBSmzNNtrvVm8Q0rqNiRTcfLOtH/vnMaTBdMBAUey78/sJ/lp6kiB2rar2DlPDPmfWZ8U9t9MpgwauqxGstfdTiH4i+/QFueT5+7+vG/e74/cxdVOsn8FcTQiYiQQqBuD+tqYE+g6BFC6FHmDgUjwlfOSUMIoYkfdbVH6PRU5GQBUPLjGqKORVO1JwuzLRqTLYrLLruMKVOmoI8JQ99KOQ1DWBRt+l+D7ic7Omo6gNquHYGajqyjfRg2OtY6ri2jGFsGtdIFiiZ/GXWFUNqz91R/TnnhWUKyjEC8ssEOBnsEZUleXHh9f3wBmlSMbZSHgD46DNqBy3WUnA6lHFuRzdE3v0W6fSN0iVFkfL0Bh8NBbGztCfkvLu/ER69O4PCA9RzjKOWUspff0aBl2rRpzJo1q1b6wZc9Q3RkF0SBhrgfJdxZ//ovXLiQGTNmMHDgQLp3786ECRN49913gwZm2LVrF6UoHXudxkhoSBz3PXkl82d9w5asT9ia/RnQMjEkpeTNN99k1qxZ9E6+Crs5Fs+SmsARh9jHPtIxYSGL3fRlBKHU/DbdGEA2GZTHFXL48GEozgegNQkk0h4teqwiBJzAjkz8ksX8m7Igif/3BuV+CBRBP306o7qOv065iIiICNq2bVvvHAZf9ky9PKO7P1wvnf8eS7279nGh5n6zZgW/TvFv+gewaixkfsETKMT82/zUFWnBjlNXVPmtT1D7P1LzXUn3a5a/796NlGsuYt/HL4NGkxUzcBT56743q5HnGkdKuVoIkXycJBNRwp1m+9L/pYWQj2Btlp9WgV98lqFw4FCddP62rOBkVUoI0S2iY8T2bQuUKJLH9hWze8lOivcVozVqiewUxXXnX8vUW28FrxdLXHJ13oTHrsNylkDRvfD7wA/4vMw3h8NnUKj+To0ICqRux/WJ7sE19hPdP2d86pbq7ykvKPM9jQk1fT5DXP2BPl14CLrwGrEWOVZZ2NRdVIozK4/8Rf+jcr8ynVi63by74G2uuuoqhg4dSticmudmxD8uJuZ6xS2uLKeMgt/yMYQY+O+Yj4jqEs2Kr1bUEkIAlk4JaCzKQFUwIXTw4EEGDx5MXFwcPXv2pFu3bkyfPr3BSKn57ysek+6CErTd2hJ6VhIZBUZChKRk9U8cOnSI+Pj4oHkbY+fOnVx88cVMnjyZ989yk+4TQQCOMi89z83mqrE2Pv7cQcZ+Fy8/FVO9v//ZJrb+kEj/C49wOD+MI7/VCKHda5PIPOBm5JCaRZzHUlM21BfHgfdE4HV7cvkhsrOzGThwYL36+62HgfkCtwUTSH4x4xd87T65pZ442XPl6/XyBdLuk1uCbp/xzaRq8eIvsznCx1+3YCIucFugQJLjhvD7e2msnLGCVu+0lnnbjrSXUu5p8kH/pgTzZBBC9AReA0yAG7hdSrnhVNXhRCZo7AT0Qog2AdssKJUO5Fr8vZz6tAXq+yi1ECFED7vdvuXotl9IHj8VKSWd/9+TRLQ+i31bP8PjqmTjupXkHdhOx44dESYTrrxiytMUl7L4C67GEBrcahPYmW0KDY3e+4lfXkj88kLO11zB6O4PVzcszcVdUkbx8s3sufnfZN2/kML/LkE6neiilPOoSN9JSkoKQgjat29Pn3Pt9BqmNEz/mhKCs+IYK+R/CSWCCFqRShcGcxEvvPBC0PDWOqMVKb3VnXM/TqeTBQsWcN9997FixQq++uornnjiCSZMmNBghLqePXti83lS5hT/Tu6xHTz66KP8fugb4sK7c3bSFc2+Hi6Xi6+//ppITSumT51J29zu2M01ItArvWTLDDLYThVO3LjoySDsdfS6RmhIpD3isNKQRhBDMp1oy1nYRYQihJpI3XthdPeHGd39YS7s8QgPTV4SVAgBta6xXwQt3f54vXSBAqiuxTKY9SaQQHHuL8e8ZH1DyWsR+J/w38+BHEvWVrvbhWZ6ah1LGTworiWK/OkC0eiNGCNiwOulYONK9AbjUSHEVU2qoMrx6ACECyFWCSE2CyGuO90V+gMI1mb5qevzcwVK+1jXRdP/Zz3hdksIERISEvJySEjI+tSLOzBh5bVct/5G+t83kJ2Ld3B43SG63dCDI1tzmTRpEtY45dDlhzMBZf6LpVvNs+P3gR8EO0yDtGROR+cls+m8ZHaAEHI0kqM20u2hYtcBsv65gH13vULOS59TuecweBSrsLughEmTJrFlyxbCwsIwtUvF0r0baLUc/eJrpNtD1gNvkfbONvrc3R9rKyuXf30VuVtyGDRoUL3jae0WJapdVf14LGvXruWKK65g4sSJ/PLLL7zyyitMmzbtuEtGtHlYEQ2uI0WUbd/P0S9+oWDRJ7jy8oiZMrlFQig9PZ3pt4Yz+Jwu3HdbKQ/c9A5QI1B+2VjBeZcfBOD7VeU8NjOCeY/Ub5u7dTay4NkwjhxRIpM+NyeKd15sRWqyoZYQCob/3gkmWLy5HapfsdoRQYUQBBebwbYFw3+uwYRPQ2LHz54rX29QMPnFT3Nc5fw4D9hwHrDVuib94rPpF59dHSiiLkIIorpEI72SvG1H0Oq1u41G4398kZZVGmYhSjC1QP4PZS3SnsAs3/dTxom4ySUD+4HLpJSf+bbdgqLk5gNfA71R7AdW4Is6FiOBMrr2qpSy/nB38+pitVqtczUazZRnnnnGNGXKFBHoN7xnzx4uueQSdu7cSXi3gVTs/A2zPgyLMZzKc1PQRUfTbU0EWo1iKKs7at3Qtrodz7qj8oEEdhz9ZdS1GkHT3YxcpcUcSltK+fY09LGtWbv4U3r16kX8vZdT+OlPOLOUB6I+NgJDmxSqsrLQRZkRGhvCYMTcoR0Fiz/DboimpEIZlUtNTeW77747bvjRw4cP07t3b5YuXUqPHj2qt0+dOpWdO3fyzDPP0K9fvwbzB702Dgf79+8nKyuLlJQUOnfu3OwQ1wBZWVl0Tu6KAQNxtCWWJDSi9nXcI9MopoBEOrCdtQzjUvSivmk3kOOF3zzeb+7H89uuJqXzC51g1p+m4PltV625UP5tDRGsToHp/fuDlVHXUhRsjlGwgBD++zru+wKc7lKKWoM1LJ61n9+PPSqVLoNuQqOt79NfEFlK9pf/oeKI4gpis9lWOByO6/6KUXya6Cb3KhD4R3tDSvlGnXKSga8bcJN7CegDjEQxZq4Fxkgpg890/wvQQJs1HMVN7iBKYISPUITiE8CvUsrhdcp4DmW+UDBB1WS0Wu04k8n05tixY83z5883B07E93g8TJkyhYULF2Jv1w13RRlVFflYe7VDG2rFlBLL+ms2Eddaaa/8lp+6bmwNWXj8BHN7O14+f/pgLkkNiSLnARvGBAfS46H4+80ULvkJjdnIvOkPcuedd9L+jenkvPIFFWmZAJhSY/FUgDCZkOXl6FvF4C0rI2TwORxb/h2eMieeYp9XhM3A/HnPcfvttzd4jlJKrrnmGhISEpg3b1719p9++olx48YxZ84cbrnllmYF7nG73Rw8eJB9+/ah0Wjo379/deTY5jJlyhQWfbGIlAvb8e3dpbSJq/3sS9/lZPi4gzw7O5pXFx5j4vgQ7rip8YFZr1ei0ZxaLy1N65pHhTf3+DGwglkk/eh+sle7ctYl0LXzRGlMVB2PIQPScZW5KN5XRGjbMJa/nEnhZz+R/MwtDB1Sf3qQp8rDjo9+rw71bTAYSqqqqi6XUi5vcSXOYE6Gm1zd9koIsQx4W0r5sRBiAnCJlHLiya+97/gnuOjqeiBdSjnZ910DzAFuRAlhuhG4G1gCrKojhgYBPwHdpJT1J2M0vQ4jrVbrBxdddJH9pZdeMsfExNRLU1paSt97n2bvoueJ0rUhJWYQISYlnaN9WLU4caft5AB72M02okPaE1VqxxsbQWJEbzQapYPnH932u9BBwx1iz2+76nUajzfqXtcdL9gcJEeih9Kf11L07VLum3YnM2bMqLdg6oEDB1i+fDlDhgyhy+DBeKuctLrpfLQ2M5VZkoodu3Cs38idd97JP/7xDzZu3EhcXBzXXnttg3ULZNq0aWRkZNCnTx+uu+46qqqqGDFiBKtWraoVevSP5qOPPuKOCXfTSwypt89/bTfue59HHr+bu+66C7u5Fe1bDycyW+KVXsopxYuXEMKaJMaaInCay9Ltj7dYDPk5ngBqKcHcPIPNZ4KGo9pBjbXrxRdf5O5//hON1YrGbMJ1JA9ZVUVsuyGkdL+0On3ZscMYTHa2rHiGiLhufP/56+Tn57Ns2TLXSy+95HS5XHe53e7//JWizp2saHKNiKH7UaKqPeb7/hawVEq5+ASrf0YTpM0ajiKGLgMuBcZSe52hgjr5dwNfSilbFFNZCNHabre/FRoaOvy9996zDBtWP2aF2+3m2LFjtD/3UkpzfqfVjaOxnd0eoddVC5Wx1jK6rL2Gyv255M9eQFmJh7iZV1J1MJ/HbsolNtnIF4Vn15rz0xB+kdOYePIf149fhNWdl1GXqsM55L//IRqLhTWLPqyOAOfH6/Xy7rvv0r17dz744ANeWvwJ+qgoQkcOx3VE8d7Mf28R+thYVi5ezI4dO8jIyGD27NmYTI0PuG/cuJGxY8dy/fXX07NnT8aPH8+oUaMYPHhwi8Nsnwy8Xi8Wi4VLPx+POcJcLygCwMKPS1jwUVtWrlzJ/Mfb8Guakw9eaY1GA9kH3eQVemjfVk9Y6B+/UDzUCKLGxJCfQJfNk0VdseQ/xlhrWb3jBd6rdecb1XWp87PvznvJz89Xlv0IicDlOIYhLJqKnExM4SYu//pqNDpFTFcUluMqc7Hrs53krD9E3+kDeKzXI+zbt4/p06eXO53OL0tKSm6XUhbxF6IJYmgLSvwAP40O3gkhOgPLUBbc1ADnSCkbcPg/cU5UDN0APA/ESinLm5n3VaCrlLJ+z7Vp+UNCQkJeNhqNl73zzjuWhlYYXr9+ffV6OwCRthT6tJ0A1HTUtL9ncfDoFvbl/1wrbxhRaG0hlFYcQac1YTe3xnLheVjikhsVQ3XnX/hpqhhqKBjDgd++oTztd2ImX8fBJ+YFTRNIzHXXULxsOSmv3o4QAucBG16Xi8PPzMcankBB2joef/xxHnvsMQ4ePNgkM7/D4eCNN94gJyeHN998E6/Xy0svvdRkMXWq2LZtGxMnTiRuh/Iwq5TlePFiEbbqa1tSkcvmzI/o0PpcvNLDntxV4PFQRc1anyGE01+MbPR4p0IMnSz+KEEEDQd58HrdVLhKcHkqqEqJxuV0UHo0i+iycEorj5Day8Bbb71Fjwfvo9wX2CTSoQT8yMvcgM5gxuOuwuVUGq1B45+u5Tq4detWJk6cWHbo0KFtJSUlV0spD9SryJ+QP0gMdQZeAkYBBmADcPWJDEz9GTjBNqs/StCJzs21oAkhhFarvcZoNL5yxx13mGbPnq1vqCOv1+txu2vcupKfvRVT29aAIlguNjp4d3EJN99XAO6a/oU2zIatd3s8m7ajDQ/BYDdw6Vg9F14bddzBnVMphpwHDpL76gIiLh1D3gcfNTrIlPjYw+S8+AoxN1yLManm/i9du56CjxaT9PSTvNd/MEOHDuWJJ57gwQcfbLTOoATSSU9P55133qGsrIzu3bvz9ddf/2GLpTZEjx49SJieTGTnKN6IXc2GLZUM6ldjZaqs9HLVLblUVHh5ecEWrr68B0XFHrIO1nb7278xmcQ2zY8keKJMzh4SVMQdjzNJEIEiipwHbEivlz4dfqU8r4xtO9oj9HrKf/sdQxsN1p7t2DftRdb9+BOTXv2M/I0rMcfEU5G9igH/PIdV9/+A0ID0SIRWUFFQwcjnLyB+QBve6fcWoAzK33fffc533323orKy8nqPx/PlSb8Qp4lTZBl6AfhRSvmpL0r1VCnleSe/9r7jn6AY0gJpKKas4AvTBM/XGtiHEslodQuOO9xqtX582WWX2V988UXT8VbWdrvdfPbZZzz34FLW7f1PrX1towcSao4n/fB3WAxhFJcfolevXtxwww107dqVIUOGoNfryczMpLy8nGXLlnH/9AfpQl906Ajr0g+NRhfU3c1P3X3NdVuCms6nsyiPjP88RfSAC8hbu+w4V0ih1aCLKPptHVGTJ2JKaVvL9S795YfQ20LRtDIqutvt4eV/zmHy5MmNlhvI4cNKxLW4uLhm5WspZ51zI3lZG7n5uouZO3durX1VVVW0bt2apJCRuDwVZOSuBCE4p/3NGHXKAzGrYCN7jqxmYLsbWb3rZTIyMujQoQMCQSzJGC4QxOwZTLg1gazZepIeVUzgrd5UvLECR1r/fZ9i+m9sflggdS0ljbliNpTPT+o/lTUz9s6rWespWP6GXDoD78/GBJS2a8cGhVDgMQ+dH4kjO4OszxZgMNkxSiNujxOv9BAd0o780j14pZsqdxkpKSns3ausUxKT2JtWMp7SiiNkFW6gR+JlrE57GyEEe/fupWfPnvXq5Ha7mTt3rvupp56qdDqdd3g8nnf/7FaikxRN7kNgOBCFss7boyghtJFSvuZLMxOYjDJi96aUcv7JPI8zkZa2Wb68S4AiKeWNjSaunS/abre/ExkZOXTx4sXW3r17Hzf9+vXrueK7lzn0zGK8ZbVjhbSdfzt576/AmZlbvebPQw89RO/evRk4cCCtW7empKSE7OxsDh48yKU3XkPY+b0xd2yDvlU4/zf8hwaP+0Xh2UBN2ObAjm5g5zKQwI6mP3/gyHrWg7PwlpXj9XobFUJtHpjJ4fkvETZyOKHnj6yVvvj7FRR9sxTbwP6Up/2OtXtXehtMrFy58rhl1qWsrIycnBySk5PR6U56ENt6dJr6KPnrV1BVcpQ961bRqlWtOB3ceuutfLR3I6HDuhP3+Uds+93Jy/NiuP5KpU+TvsvJP67P4cYJdh6aW0BVVRVt4izkF3qYco2dJava8s+bDnHPLWEMn6a4ga1++Q2G/r+pQesz/f+UuUGBIuF4bmh1XTDrCuYvCs9uUAz58/rvC6hpp/z1aC7+svztsL/uwQRWsHu1ofQej2TaeTsoKNGji7SD24PHUYG5Qxu8lVU4DxXgzleWEDp8+DCxsbHE3n4LbPyKgQ8OYsn4/3L2HX1599b/0LlzZ7Zt20anTp2Cuk+uXr2aq666qrysrOyr0tLSW/4KaxOdIjF0DAiTUkrftJpjUsqGO/snyAmJIQAhxADgbCnlK83M00tK2axQYUIIg9VqnWcwGKa+9957ljFjxjQ5r8fj4ZlnnuH++++vt89mjOFYeU6T/IZTe46j4NB2Sgr2cRZ9iRNJ9dLUFTUnYiXy459LlPvqG7Q3mHjxxRcZPHhwg3XuvGQ2pevSKVi8gbi776je7hdEEd/sZVfuD2iu64h9SDdKfv6dvvvdfPHFF0HLOxPIzMykfccuuKuUAd3nn3+eO++sHdLuyy+/ZN68eTgcDiIjI1m5ciUJEb05K16Zm7d+7zu8/8lrjBkzBqfTya233srChQsBuG690scJ5lpS9yF8PN4Y1/h9mTW79iieX3QF0pAA8lsNg63x4xcnhZOUh35gyGz/HJ7AqG5Q39ITiN8C6p+LFFiO/16qm6YsyUvhp5+jDbUTdt659UKwFxUVkZGRQXJyMn631v/973+cd955dOw3ibBWHdn2w/NotDpatx3Ani2fNdqR2rp1K1dccUVZXl7e6pKSkklSyqPHzXAGc7IsQyrBaWGbZQLuAxY0Z56aVqsdZTKZPpo6dapl7ty5hqa4dflZvXo1o6dOomJXfYNnWloaXbsGXT6qFlu2bOHme4ezeWUJiR1MPPdt8OAAgR3WhmiKBWBytuLo8evHSt1K96WT9fmbLFq0iDFjxnC8gcvkp5/kwJy5xN1zB/o6wXvOOTuNrQt+5dCRVoScMwCN1crR2U+SmZlJRERDwWpPP7bkjjgLcnGXldCuXTt2795d61mWnZ3N/fffz86dOzGZTKxdq8TrKM5IJcSm4Y33jrFq8wgWLVqERqPh3Xff5cEHH+TQoUN0Hz6NkIiG1/EJbCcaSxNszk5dweAf/IOGxUyw+8gfaMAvpALnnvld1SLft9aqjx9/3QOP9+grtWO9BM5N9QdS6PH0bUHTBAZaCLRsOrMPkP/BR7R5YGa99kpKyaZNmwgPD6dt27ZotVq8Xi9arRZ9bCwdJ8wkd/VXFKVvxJbYgbhzx5P+8kNBr48fh8PBXXfdVfnxxx+XlJWVjZdS/nzcDGc4p0gM7QBuk1KuEspi1/8npTz+SNIJcCLR5ACQUq5rTqMSkKe5Qqh9SEjItkGDBk3dtWtXk4SQ2+1m69atdIm/CKPBXC2EBBpi7IrYGDNmDD+t/77JEyhjUwfRbeht6NATTv2ILg1xMoQQgLVXPHt15Vxw7RXYzkqioCB4hFcpJRUZh9Da6o+YxC8vxGwII/w/VxE6oidCp8X+/H5WfnliayScakZd+RDmkBi6D1fEXXFxfQvIpZdeys8//4zX660eNTxUtJ1CRyaHi9Ioryqqntf0/fff89X6r2kzJIHUixsOGgE1IqgpnYapS75pNE1d8VNXHEHDFqfAxq1uQ+dvTPyNS+ACv37xUnfNoeNFnPMLnEC3UGuWBmuWprqBqZvGmqWhYtduzB2CX9Pw8HD69etH4Py+IUOGoNOb0Rms6PQmep1/L+3Ovpz9aV8RFp3aYP389OzZk7S0NOu111470mKx7BZC/KUXEFVpOS1ssyqllHOaKoSEEMaQkJCXwsPDP/v666/DnnvuuSYJoezsbBIemYStVzuGDRtWLYTCLlJiZQiriYULFzZ5buZ++408uCCFMTdEMfDC4IMrJ0sIBUNrtmKJb8stDz9OROs4li5dGjRdygvP4so9Al4PmiDXSWvQ0vv/9SX8otHowsLwlpXhkWXk5ua2qF5/BB6Ph/KDe0m85AZsSR3Zs2dPvUGdxMREFi1axIQJE9icrnheCgHTZ+WzYUslXy8v46yzzqrun9w45VaEtSPmkBgMplM2SA4c32IUKIwawx+1MJh1yT9fxz9411B7Fsjs29+t9T3Q48UfJKGuuPOnCQyi4D+/Z8a8T8WujOr2qm5kXyEEffv2pV27dtVulRqNhttuuw1jQjyORA8h144hdcJdaPQGdrzyMDk5x39M2Gw23nrrLdOiRYtiHK1D6AAAIABJREFU7Hb7cqvV+rgQ4tSbKs9QfJ4Ma4GOQoiDQoibgJuBZ4UQ24AngeDmzpNVhz+DR4lOp7vKaDS+9dRTT5nvuOMOzfFGiSsrK1m6dCmzZ89m69attfbNmjWLqVOnEh8fj9frRUrZbJ/h8zVXUCTz2cyPjGAchm7149Y3xSUpWLrj4c/j7zRLr5cLfizivffeY+zYsZjNZu644w7i4+NZtmwZzz77LLvSDtIz6TJM+toPzWCuUUdlHr+xnofnPMTEiRNJTW28A/pHsnLlSq58YC4F65cT0WMQR7f9zLBhw1i5cmVQq0H79u054PXgzMwEryQkJISoqCiuu+46pkyZgtlsZunSpdz6z9sY/1ntEN51rT/+zkKwNQYCt0PNw72h6EptLvutlpUlGHUtOMEiEdalrvXRlvH/2Tvv8KbK9w/fJ0lHVjddQAeFFkopu+w9VEAEERHwK4qKorgQUH4iiDhARUFBHCBDQEWWMmXvKbOFllXa0pZSaOmeSc7vj3BKmiZdtFCQ+7q8sMkZb9LT857P+zzP50krivhIE4wkwKVtpJ/Nry1pnGVh7lwnjTMvO5XTu74lLyejQi5N27Zto0+/gTRs8xzeN42C7fL1g5xP2kFUVBRBQeWr0dq4cSPDhg3LLSgomJ6bm/uJKIolbe1qMA8jQ/c3giD4abXaDR06dPBfunSp0tzgxhRRFDl9+jRz587l559/LvaeKsSPnQv+oFWrVshkMgoLC7GxqVhdiCEpEFEUsfGLwePlvvR+zvJYLN3bzO+D5XH1Mk+9Ml2hz4w+S+GRjTRq1Ag/Pz+6du3K0KFDOXz4MIsXL2b+sqW4PfM0j44y3jOkdLuv+i4Fbtd6fNV3KdkZOr54LQYfl8689dZb9OrVq1IOpNXF1atXWbx4MRMnTgTAwy+MazFHuHjxosW5ddq0aUz/cSE5CcY2H4Ig4OTkRP/+/Xn//fdRKBQ4ODhQxyeAhm2fw8HVcjsGU6zVHZcWKTLHUhp2Rc/XYsjtucR8UdGSPTWUXr9mXvMjCR1rjnSmSGJIihBJ1+ukoRf46qMVWKs9t0R6ejq1GjVC1bgRnq90RJDL0KVlcXHkV3z00UdMmVI+W/HExEQGDx6cExERcSYjI6O/KIo1V+Fb4UFounrHkaHqRBAEW61W+6O7u/sve/fuVb/xxhulCiGdTodSqWTgwIGcPHkSD4eGtPZ/lq4N38RgMDB16tQigwCZTFZhIbR7925OiQfIIwcBGQL37uYryGSc3+VAE/dhHNx8hXnz5pGcnExwcDDP/+9V8q560ybg+RJCSMI8+uQiuNOq/v/48ZtVhISEoNeX/4ZZnRQUFODWojO9+z9JbmIMCrWW1FP7qduoN/+evMDQoUNL7FNYWEjLli0puBIPBhHB3o6s3Fz69u3LF3/8gl9wIG5ubjz77LM06F/SBac8K6XWKE/fDdMoS0Wxljpnqd5MEinSJGUugsyjlabEryo7BUf6HJLokoRafm4aBr0OO6WWadOm8cQTT/Dpp5+yYsUK2rZtS25ursXj9ezZk7/X/knU4SVEiScQRRE/N6P5SY925W8t1KdPHyIiIpSNGjWa4ODgsEMQhJqbR2OFmwY5a7PVFv+LLCzdCv4h9w65XN5XpVKdnjx5ctDGjRtLFUIAzz//PM2aNePnn3/G09MTr7cGUm/eWwT+9gHZ4ZcJCwsrWlCoqBC6fv06r46/xnfz05A7qJCrS49MVabvUEWInrebiweUPDcgggULFvDbb78xa9YsOnTowKq0c9T54D3UoWXfdwDUDgr+b349HAKPM3z4cFavXl2tY68I69atw9c/iJnfr4BbzwhZNxPwCX6ERo2bEhtb0hCrU6dORUJIbq8GQQ62xvqixs2aExQSioeHB2qn2tgprfUNLk5FRE9VUJ7zmaebV+aak8SxhKUWDtaQRJAkiiTRnpWm54kB/RgxYgQjR47ktddeY9euXTRv3py9ey1HRR0dHbly4gT5MbHEfvAburQsFE4aHHs056OPPiInp3z+LN7e3uzZs0f1xhtvNFepVGfv16yGbblKi/PVP7ml97iqKdTYyJAgCJ5arXZju3btgv744w+Vtcad5ly8eBFPT080mpK9EO4EvV5fVHAZQAjXuEJboVfR+5aiPdIDpXlfhoC3D1V6HJYeepPSzhJ/5SA3xKuo7Vxo6vMkDkrPSh3fIOrZFTmbCe+P5ZNPSjb4vNvUnfQ+CdNnEjRqCqkn99HCUWDz5s2oHWvTpMtrHNsyA9/GjxKxfwmhYz7l6vZVZMZGgcGA02O9Ubi6os/IQJDJybt4Ced+TdC0aIA+KxdDQSG27pYnFks3aWkVy1KfDVPMe0RJN+tObc9y7SVjA1hzUVOe/G5pO9PUN7idcmdu+25N7FSkV5a16GXuwDZFYzZPs5M+W3Z6InFnt5CjS8NBVZuUhNPodXmo1WpOnTplNfoYFxdHw7adUSjVtLZ/lMOXFpOvy6ZH8LsWm85ao7CwkPHjxxfMnz8/NTs7+xFRFE+Xe+d7iCAIigZNVYXTV1m2q/1zThK/z0p6GBmqQQiCIFMqlVOVSuW769atU7ZvX3r0VyI5ORmdToeXl1eVRzaeeuopVq1aRa8uSg6HFzJ5UT38g40PJuZmCdIKubV6R9PUX+kBUqoPMj+G+XbmFBaKuDeO5vyFRELeHoo+KxenXk8BtxeTpPuvFB0yf900avXbrKus/+U6udn3fgGv46CvOL3rO2r5tMKxVgCnd83B1VlLcnIyLXq/x9VL+ynIy+TkofU8+vUKkg9sIu3kIQrzs5Db2BPS6VVSEk6j1LqTkhCO1tUXZcc2yO1U2IQnonL0RBBkJeaL8kaBKmLOI21bnobzFY1CSRGn43+EFEWOzCORZfXNkiJEF5/+sUwziLKuzbXZanKz9Kz9OZnNq7Op3bEuV3bFknPdKGiWLl3K8OGWUwN1Oh1Tpkxhxty5uI8Yji4jg+uLllJ74jjiP/vS4j7W2LJlC4MHD87Nz8//ID8/f9b9YgYkCMLyb7c0HFq7XskFl+SEAkZ3OVvjI0M1UgwJgtBapVJtGjt2rOPUqVMVFUm1qS5ycnJQq9UsXbqUCc9O4jpX6SI8Xuo+khiS6jfg9g1GenA1f5AszZnO0nYAseJ5csnmy98+4YWhL9KBxxAEodT+R9bOUaDL4WTcaj6c9hbvvPNOqWOobup9O5Pci5e49sN8nPs9RtrW7dR1dSMxNYOAZ8eiUKrRH4wg8uAvrFixglc+nokgV6B5uhcylQp7X+ONzFS8SL0EzNNCrIXrJaRjSELHdDXKXPxYm6CsGRiUZ7KRkI5pTRBJSL9j01Q2c7c68+vAPK3O2oTrGKO3OlFKr0vue1IhtWOMnrycm5ze+R2F+ZlotVqOHTtmtcFvQUEBfsE9SL16Fl1BDoJMXmSxXVGWL1/Oyy+/nJOfn/+CTqdbUamD3EUeiqH7C0EQNFqtdlVAQECHjRs3qr28vO71kACoU6cOmZmZHFjnREiXOP7dUpfmTexLPDiaC6HSDFXg9r0nrHZcibSn8tQWXb+hI7B9LGfOxtKibT3e+MKXxm00xcZUHtZmq9HrRdYvTGbP2ptcjrQccb6btB/wOSd3zMLJPZCsm1ewsdeSmhhBaNcxaF18KcjL4sS2r+jZvRPnHOqT8M9vNA4bib3ahQx/GwRBZrVuxty4xpLQKO+imrX9LO1rTeiUhel4zY9ZXjc509RI89esYR45KosB6uyiSJH0fADGxqmHZuzn0vqLAMydO7fUBr8bN26k/+Ah2Lt5kR13gcAXJ3Fu/rQKjQXg8uXLPPLII9lJSUkbMjMznxNFMb/sve4tD4IYuvcqwwwbG5un1Gr1rqVLl7pOmzatRgghAJVKxdatW5nz7GKyycCX0puMWRJC5aUiQgjADU+SiGPE0BdoRocKrzCKosjVtLMcjV7KzshZ3MyOpVOnSrV/qnIM2TnY1vYmPyYWj5deIDY2lsLMm6SfP0lu0hVEg7HfwgvjJpERfQb3dr2RazQIVq4baaWxKlNCzMP0lZ2QyoN0TFOXuPJiLmDMo5nmaXWlrTpaswGXXpciYNKqX7qfHHuVM6FdX0eQKcjMzCQwMJCtWy035La1tSXx4l78QvogIqKwsafjoAo5IRcxbNgw9u3bp3J2dl6kVqunCDWpuOAh9zWCINTRarXHBwwY0PnQoUM1RgiB0aFxx44drNqQRctQO4IDb6dXVoUQqiyuLnKaNbajQZAvjwxzq5QQOnexgDnvxTKiZThLpl+lY6unKj2eqkSvy8de5UJWWjy1fFriWKs+AGcP/EJu1g2y0+KRyW3Yve84VzYsplbbXqi07shkCow96++MqphzrDm6VeUxK2LAYE5ZYqcssWQJKX3O1BZebiunw4edcQowZo+8/vrrjB8/vlgPMFP69OnDpbMRGAqM2kWXnU6Td7+p8Fj8/f05ceKEumvXro9rtdqDgiCU36nrIZWmxkSGBEEQlErl/6lUqg+2bNmibNGi8nUb1UV34Ul2sgYAAYE29EQjOFrd3pqokR4YE7sYn8nMOyGbRw7KQ1beDextHFDILdcTZDVworAgh/h9q8jITaJAn43K1hmlrRPZ+TfQ5+aQSxYGDDz22GNs2LChRhWkAhw6dIh27doV/RwUFISLiwtHTp7GtUVn7Pu2Ra4uKT7Nv9/SUjHMU+AsRYIsvW+p3w6UFA2l9RIyfb88SMeQ3OGksVhLWzOvFTIXPabvl9U7ydrnKi2aJBEbsYmUxHBys64DMGnSJKZMmWK170dcXBznzp2jV69eFt8vL4mJifTq1SsnPj5+fUZGxv9EUSy4owNWEw8jQ/cHgiC0UKlUWydPnuw4YcIEeU27XwKMGOLAkhWZCAKMft6R7z4zOjhaSisytyO2hvnDsZTyZB4VshaBGqDOJiVVz5/X7PD0sStxfGn7NVkqNi+9Qfi6FBKTCtFqZDRtbEd6poHDx/JoHGTLnkPGPkxpaWk4Olqfi+8Fkv2yhJubG8HBwRw5dgYbOw0BzQehdrQunsu6t5a1vSWsRZmsYT7vWdve2nbm58n2NZQ5p5YXSRRJ14upU5ylsZi60JXVKsP0/UsROXw8wtgLLytdT4cOHVi+fDk+PpazSXQ6HStWrGDw4MEVrvMzxWAwMHHixMK5c+emZGdndxVFseo7qVcRDyNDVYQgCHKNRvNTnTp1/u/UqVM1UgiBUQA54IwdSkRETrAPvWh5lcAa1SGEADT2blaFkE5fwIVjKziyfgqJaafRGfIp0GWTlhOPnULLgiXfoUCBA8Y6802bNmEjLzlJ3WsCAwP59NNPce7XB01YK86dO8fRc1HUat2DWmE9LAqhimJugFDeSeNeIF1L0jUjjbWs1d2KHNsa1sRdWSl2AD6NH8FO5YyLl9Ee+JNPPsHGxobMzEyL5/Lx8bljIQTGQtUjR46o2rVr97hWq90hCIL2jg/6kP8kcrm8l0ql2rtkyRKX9957r0YKIUNSIF3aG2uEPGrJWbA8gx37csrVbLO62WvnUKoQGrs8n6canGL+1AT+PZVH0nU9Z88XEhuv48VhDrw03JHEa7dFgZOTE/v316xWLTKZjEWLFjFz5kz8mvTjxo0b7NmzFwe3egSFDS9VCFUX0v24qgRJZaiqOVWKAEnXs2kPobIoq1WG6fsBISpemFQbR1cFDi5y9u/fj6+vL+vXr7e4r0KhYNiwYXckhMB4/cyYMcNm9uzZHiqV6sit/mgPqSbuua+5IAh2Dg4Oq4KDg7tt3rxZVdNWd0zZLq6imzCAfWwEIJ9cRIyRNfMokLUIgPSzN5IoKr0Y3zQlbqvhTx4NnVShMWfnp7Dv/A/Gczv7YKd0ICUxguAOL/H+K53p06cPbm5uqNDQuuEL2Co0XLy2i8vXD3Lz5k2cncvnXHM3cHFxIT8/n7St27Hz9UET1gq3oU8jyGSY+rZYc3QzF557rwRb3N7aTdra69aiQkar6myLNWMViQCZYr6/uSCytk9WA6dihgrKNYdRYqwpSveT4xijL2G4kNXAqcwIlrXVS+n/HWP0xWqMjFEsOZrQp0ib+S0DBgxg7dq1NGjQgLsRpVar1axfv1758ssvt1q1atVRQRA6i6KYXO0nfsgDg62t7XC1Wv3zhg0blDUlndgSMs/zPD8kkH92ZLPib+M97nJcIS92LCmCKhoVkv7OTYvf12ariwmsJwNOsPpS8xLF62uz1VYNHP68qWTSMxe5eNp4Rx/4ijtrfkzm8ZG1eLH/L3h7e/P111+zbNkyDm+qS8MGtlyILqBV7yts3bqVDh06lO/LuUt07NiR+vXro3XxReNcl6CwZ7FXFze3LCsKf/v90o0OKor5fCalQJrWx5puk+1rKFdkx9L75ttKxzHfVpqLJbMESfBYO6f0/rhynHvchmeLoklS49YWQyL4K6WFVXF0/I8QjhOCKIqk6X7kpf89xuzZswEoyymyqnjxxRcFT09PhyFDhmyXy+VP6/X6shsZPqTC3NPlbkEQVFqtdlvnzp2779q1q0YLITD2GMrjdpGmJz4oBJtyCyHz96XokIT5A615bVBFhdCFpJ1FQqjlI+/TtNsbFORlEtDiKc7s+5mWLVty4MAt5zGy2R31HVsjPufy9YPY2tre8cpGdTBo0CDsfH0ovH4dp949rdYGVSW6nCwMhbdrGAsz00g+tIVzCz4hJ/Fyqfvqs3NJvLiXWNUVcgtuXw+VncDKqtWxhvn2kvCRnOesFclWVrSVhY2LCzkGA3PmzEEQBC5cuMDYsWPJz6/+WlGFQsEvv/xiN2bMmHoajeaoIAh1qv2kD3kgsLe3H63Van8+cOBAjRZCEqIocjnutrnK8CfvXjDUkFR6Xa05cedzeSb4NBdP5/DjV+7oEuvj5WdLk/YannnHi169ehEZGVlkWdzmsSs41r9Eq97GxrRS24yahI+PD5712pGbdR0P39YlhFB1YNAXUpB3O8quK8wjJfEMJ7Z9RdzZf0rdVxRFsk+Fk3noCNkJ0dU91CIkESMJMclJThIvFU3rs7adJJ6klDnJ4Mda2pwk9gVBwN7Nkz9OXOabb4x1QIMGDeL8+fPl+nx3St++fdm+fbtKrVb/qVAoyt9n4iHl5p7VDAmCoNVqtbv69esXvGTJEntr9QI1jVqCN064osEJF9yxaVK8GZm1xqrSz9bS5MwLUhPbFncLM8Wa+DInasv32Ck0NK7TF5kgJ6uBE4fXT0FXcDuO0rJlS/79918AvvvuO77++msSEhL47LPPGDdunMXj1gS+/fZbxn8xA+9338Ler7iLkCXra9FgQOGYjMJJY9UZTvpdSOYEjjF6MlJiCN89FzuVM251miLIFCRFHyj6Dhu88D7u6cX77EhcTTvL5bRtPProo9y8eZMDe47TMfDVStdiSelv5uM1t9Y2rxmqasyvN2vXsmSiIDVzlSJk0vaJ387FqXtXTn8yHQ8PY0+N5s2bc/y45Tzu6mDGjBn6adOm3cjOzm4nimLpyvYu8bBmqGaiUqkmODg4TNm/f7+qpjWltsbKlSt5+b2X6Ti1CycvNMbG1aVEk0opKiOtlksRAnOTlrIK6c0dwsxrhcp6/dA/aXw/8Qpf/R2Iex07Pjg9gORft5K6xpj+5unpSVJSEjqdDrlcTlRUFAMHDiQlJQV/f392796NvX3pvZTuFdHR0TQKCqW572CcVJZFm/l91SYyARu5kpzA8kWSEnq5IhoMXFj8BQU3k3EMao5Dg1ASt60ERPR5OdQJ7I5vyGNF+5gugulyMon+Yw4h/nWpX78+O3fuRPHsM9j7+VbyU98WM+ZNVqVry7TthCnmlupltbMoL967S3/eNW8ya2oBnhp+iKyYc6SfP8krr7zCTz/9BEBWVhbqKkjRLw+nT5+mS5cuuTk5OW/k5+cvuCsnLQcPa4YqyS0htGfw4MGNly5det8Iod9//50cMvGhAW6CJ7IqcH+pKOUVQpoLabTyH0aTuv3Jzk/hZOY29q8ejyArHu15/PHb9uBvvPEGly9fpqCgoEYLITCOVXczDX1W+fLer/20gIsjvyJm/I8YCgvL3gHQFeRy4dgK/Js+gVLrTsL5XWSmxBQJIceGLbBzdre475XUE0Rd3UKQ2+N88803/LvtJDkFqRTqK2//Kokc81U0SWxI71dFzVBpmE/G0gQjjUea8CR7bUmspTybXWx7mZ0doghtf/+VyMhIZDIZderUuSvRIYn33ntPPmPGjFpqtfqwIAh+d+3ED7mvUKlU77m4uEw5evTofSOEkpOTGfHaCMLGt+NMaqdqFUJVQdtHnFhyvAlu3rYs/TKRy+/MI3XNfhRuxrEkJSWhVquLmjY3bNiQyMhIkpOTOXz4cI0VQgD16tXDy7ExqdklG65KmN5Xr185wa7IWWyN+BzD6ahi21mb82tvTeHavg3I7ZX4DnyZ9HMnuPHvTvR52ejzjHNW7aBuFvfV5WRyYdEXaP0b8e+//7KtIJ7r16+TH10j1odqBHJbO0Ckybvf8P3339O7d28A4uPj79oYQkNDOXz4sFKr1X5rZ2f34l078X+Aux4ZutWTYc9TTz0VPH/+fLuaYp1dFmfOnKF5SAta0BmtUL7UIWvCxbxXTFk2pYvDFhRLkdt8+pMiy8bS7I/zU6+RFnmMvLOHixWnBwYGMmDAAP73v/8RElK+jt/3ElEUSzjzGAwGFLYKhu8Zwf5/jZ/BNDRuKMwn/uR6FC7OaDu0Q/HjL8Qb9ORfjsGhc0dcBw0ocR4J6WE94fwuYiI2kJeXR0pKCu3atSMuLo6QkBBiYmLIzc3Fxt8Pj1deRHvVOBFLguRYzO889/ITzJw5E1tbWwoLC2lOR1zwKBEZMq0FM2+cKvUJkjDP65ZSK80FkLRdnUER1r9YE8qycy8NaxErKe/bvJGj9HdwbMsMGrUdwfGtRsvsYcOG8dtvv+Hv70/Hjh3RaDR89913xX7v1cWcOXMM77///o3s7Ow2oijGVPsJS+FhZKhmoVQqx7m4uEw9fPiwqk6d+yOjUqfTUbedD7VCalHYv/iC7Jl2xSM4phEaSRRZozyiaN+qcay+1Lzo5ycDThTd36SFGwnTFX99Ti454RFk7NlHQXzC7XM6yOjTdwiDBg1iwIABd+V+cKfo9foS43QOCUNdux4hV+uX2D6rgRPJsf+Sd/kCPq6tuZYRhdwpiXPnjJklvUMmWrTeNhVGhfnZHNnwEXv27KF9+/aMHj2an3/+GVdXV7y8vIiIiMDGTktQ2LM41qoH3H5uyLpykbhVP5CXl8fChQt55ZVXcHumK049W6JwKZ5aGTlwSrHfL9xOPzOP8Jj37zOPCJlirQegNaz1BiwrilTe6JCElDq3cm4SudkG1vx4DYATJ07QokULBEFg5MiRREdH8+OPP1rtnVeVnDt3jvbt2+dmZWW9np+fv7DaT1gGDyNDFUQQBHutVrt1wIABje4nIZSQkEDrkDY0ILTcQqgqMa8VKksIiQY98ZuXc/nPeRgKC1i71vjMZK+pReMOLxMVFcWMGTPuCyEUGRmJ2ssXGzt7bB1dUXrUQeMXhLZufVwauCBTGK8hQ34+14/u4MrGpVw7sJnzC2egy8gg69gJ0jZvJbNTewqTk3Ed8hQZ+w6Qum4jBisRCCmNKzs9Ed/Gj2FnZ4e3tzfh4eGcPXuW8PBwMjMz2bRpEwVXk4j/dAa5ycVXhwI9u/Pd13PoJPRl9erVCAjIsDyJ95INvuPvyTw1Tpp0pH5XZWFen1Zd6A2FxJ/fSVZaAvk5adirb7dQGDFiBAAez3hzMOMw8+bN4913370r4xozZozs008/dVOr1QcEQag5zWIqiSAIvwiCkCwIQqlqWBCE1oIg6AVBqBmNWmoY9vb2ox0dHaceOnTovhFCoigyZswYBJlA01Hld2atCiEElOgHVp5eK9mnI4j/+DNywiP447s5tGlhfKj6dKIrCYkZLF++nEGDBtV4IZSfn493/U7Y2NiitHVAbeeKm7Yerhp/Mi+dRelRt2jb5IwLhMevIypxK5EHFxIXuRW9qONo9K/Udg4lIfYmfm5t0NjV4ljM72TkXiv13Flp8Si17nTq1Am5XM6PP/7IsWPHuHr1KuHh4Vy9ehW1ozcR+34gKeYwouH271Pl5YeqbgPqdh/I18evYuPlgligQ6Yq6fjXaM3UopoeCSkdzrRPD5QUNNIi3b10ZzWv1TZHSpGTmLXckTOHs4g6no23/+3vo2HDhgB4ODRi74bL7N19gJ49e5Kenl71gzYjKCiI/fv3K1Uq1VyFQvF0tZ/wP8Bdy08TBEGh1Wr/6t69e9OFCxfa3y9CCIwPaV744i34lXsf85ohaYXfuCJiKLGCYo3FYQtoNHUqYL2Bq/kqS8aBwwhXL5GefBWVymitmpiYiKurK7a2lu23ayrLly/HoCug4asfo8/NRpebZQz5CzKU7t7sPWT8TrKPnyQj5iTzPprKhQsX6PDBG/z111/Mnz8fXVoa6mahuPTvR62T4SxYvZpVq1ax7Zs56Hp2Q9Oq5ANDmq+MG39HEPjo7TRClUpFQUEBR44cITQ0lF69epGflsbMmTOZNO1TvHs8RfZLRrvogLfPUQtvLnCaxx57jOW/LWfChAkkXYnDVwxCJRRfvdJHnCN3YJuiB47cgW2KRG4xobNVWg0Ui9IqipqmUjy6k4AxYiNde+Ez3wFKiq+thj+LvV6RKJFpREodKyPb10D+FQ2d2p7lr5QWxgLVXrc/w5HoJRTqckmN3cunn3zMxInvF+1/7do1NF4aYrdfxs7RDrmdnLCwsHKP5U556623ZGlpabW++uqrfYIgtBZFMfWunbzqWQTMAZZY20AQBDkwAyi9qvo/ikKhGOrg4DBz3759yrp165a9Qw3h119/Zeu+JXyxtD6fXvYr9l5Y7TheiOsF4nzWAAAgAElEQVRkeVW9Y/E6VfPaSmuYpndtPv0JHQd9xdcThpe4f51/yRmu3N7Prm4WdnWz0GflkrxgEfv27Styg+vZ8zp5eXm4ud1f/Sbj4uK4emkfrft8iPLSTfSGQnIL0xCQYatQIcv2ANLQG3ScjFtFQ6+ePP9WdwoKCujRowft27cnODiYK9eP09p/GPvP/8TcH2aTkpLCl19+iUIXgH/TAcjlxgib6Xcfm3CMOqrbYkQQBNzc3Dhx4gR16tTB29ubm9ei2LVrFwP7PkvWxQjqy6RMK4Gc1t2J37QMhwahXDh4nFGjRhExbhE2bzyGMqjs6196ppEEkXTdSA+Z0nNKvhUXOnMhtXjg7ZKYEUduZ4QtDrP8ehG1b0eNrPUNTPcz/mwu8CWhJCXCxmy/zN7Ju4nz9cXHpxmfjV5XtK0gCLeepwRSsi5jI7dHl+FotV9eVdOwYUN27dql7Nix4yK5XJ6h1+s335UTP6DcFUUiGIuEfmnRokXHFStWKGv66o4pp06dYu/2ffhS+TSiO6HRmtKFkIRoMJB98hSp6zaS8sdKbt68iVKpLHrfy8vrvhNCAL6+vig96iK3s8fWyRWVly9a/0Zo/YJQqIzh+4JryeREnEEZ2ICRI0fy+eef069fP86cOQOA29AhJP24AENeHom1vRgwYAB/HtzPqlWruLFiFXmXY4qdUxRFBEFAXbc+l1fO488//6Rhm/+h1rrSrmMvuvUegJO2FkFePWj8ykfMj0zFMagFaWf/LXacIJpTSAF1FPV4+umnmTt3Lglc5hBbyBWrv8eHNSMFSfxI9JINLiaQ7iRKJE02ew4aV9ckN56EXq6IokhGbhIhdfuTkZHBxIkTi+379NNPE1w3mKR/r5ISlULdzr78U397pcdSGSZPnqx44YUX6jg4OGwTBKHmFiGUgSiKe4CyxNwbwCrgobW4GXK5vIdKpVqwa9cuZf36JdOaaip6vZ6Pv3yVQa95oNJWfp41F0LljQpVxPE0P/4615dtJ+kH4wPmwYMHi97TaDT3nRAC43yFIMPGToPS1hGNvRu1tPVx09bDQekJQIEul4SbJ7GVK/FxbcWECROYNGkSsbHGeqLx48dzI/MSUYlbCfTsziujRvP++++ze/du8nPSiDm9rtg5pVKHWtr6XLi2i6lTp9Kky2s4ezakfmAwXfs/hU9AAzx8WxPadQyTX11JoGcPrmVEYR91+09f49MA93aPELPyB0RRZPPmzSQmJhI7cQFp2+/c1KaqokEjjrzIiCMvlkjVM0WKSFnrGyghCXbpO5RS6CRhFrcjhjod69JlRQ/27NlTrLGvvb09n332GUnpZ0nLSUBp64R/rXZ3zUwBoGnTpvzzzz9KpVK5UhCEVnftxA8gd0XCqlSqj2rXrj1o3bp1qvvpgTw7O5sOzToTQAhyoWITiz7iHPKQoKJV9tpbU271WDH+gR5J8Ck1J9Z85U4qPnddqsYxRk+6n7zoD1l1Wc+ZWROKtp07dy5t27attGtZTaJ27doIscnU3ppi0VY6OeMCJ+NW8tpro/nqq9vpGTqdrmhyPTRxEplj3mLy5MmsP3Ycl0EDSF21lvbt26PQOGEbV4BaJiP9wmmurF8CogEQ4FYPqVGjRqGXOdKg1TM4uRvzgQ2nI4lN+Zdrv89GbqvEFjvqNX8S7a2bqRTZ8Sxsw+WV82jWrBl79uwx7ouBSI7Rgs4AeB8yprRdmoHZ5yuekmmaH65ccxg9FF1j+ohzRSLGXOxYwjwaJGHaa6g89t+1t6YU1QFID1DpO1aTceAMad92x6mec5EgYgioHlczYmwbi8eyt7dn8+bNhIWFce3aNR6r/whzW88tcwxViSAIzJo1yzY+Pr7htm3bVgqC0F8UxbvfmbCaEQShNjAQ6A60vsfDqVEIghCqUqnWrlu3ThkaGnqvh1Mhpk2bhr1aTpvejkWpTNI8cyTBhyMJPkV/p+YPiqamCdKDgbkIKuueYHqPkuaphF6uxR5C1bEy4tYtIuPCacBoUfzMn1MZOHBgBT5pzcTW1haFjZKC3HSyGpTs0ZfqXciFzT9j6+LOkWP7Mb2+/vzTeE++evUqiTcuMm3aNL6ZOQcf15Zk56cSEhKC1t4DId8GzYU0ozFS0i6uZRQ3WPjoo4/QOPvg5N6A4HYvkFHPFn1eDtm79nHpxEr0OTnIZQr8mvQjr8FtAyDHGD2ODmHY+uUREBDAP//8w8CBA1mzZg1Jc//m8xHROLhYfmQ0TZuTritdXUpca51MrkVTIgdOKfV7tRYNMrXCNr/epevZfMTSImFRDfeNaKIOLaFuwx4Eik0IvGB879LuRuji4/BQ3yx2flPGjh1LbGwsv/zyCy5eNqzYVfrnqA7at2/PsmXL1MOGDdsqCEJLURTvnif6A0S1iyGFQjHc1dV1/I4dO5Ra7f3V8F2y+PXG766e11phoDmiKFJwM5nMy8aCv23bttG+fftiEaH7ne3bt+OotFzCIYoikYmbaeE7hDlz5hR7T6FQ0KBBA27cuMGZM2fo168fa9euxWPkc1xf9nvRdrqsNK7uXIPmuQlcWbcIAPcOfUjeb2ys697uEULSQ8hv6Fns+A5KL5rUeZwm3E4V01pYPZXZ2OLWsivh6xdz5coVxowZw5w5cwilfYltJaRmp1KzVPOfK0t5apOUaw6XaL5aFr5TComdaoNd3SzStiWSsTcSOz93dn1/EVXODURRpOHgYHS5hRRk5bOn/n5e53WLx3J2dkbUNiM/YRuLl63B19eX9957r0LjuVNkMhnLly9XdunSpdvZs2e/Bt6+qwMoH70FQTBdhv9JFMWfKrD/LOA9URT1D8KiSVUhCIKXSqXavmDBAk2XLl3u9XAqzLwFnzN+rh+Twu9cWFRUCJUH5SUD6ZcjyLhwGseGLYjcsR4vr/u+RK+I06dPG9OnlJZ7Jt44sgO1byB1HxuOudBu3rw5e/bs4ejRo6jVaqZPn86hv3L49/JvZOffACAz7xq5hemkZsWSmh1bJIS8Ajpw9dJ+vOt3xrV2E8SWAcV+f3J7FXUb9qBuwx5lNv72rt+JmPB1bN26lUmTJrFmzRo8X+/PjPgWfOpy9zxbLKbAlQNpobnFkIiiPkKmJPRypfbWFDQX0kjzs+fi8ZW41Q7lavRBCm2vcDP7Cs4FTfEKaE981DZUrYdbPZcgCGzJcyYfGUmFcgKatSYjIeau92h84oknmDFjhsPEiRN3CYIQKorinf+x/seoVjEkCEKYRqP5adu2bcr78Yb3wlMf4OoahJBauYcFqQ4EjOFYteSqGXtrBe5W6yxr4sc8Nc4YDbq1ghOj5+T2b8hOTwTg0KFDtGlTsYfY+4GFCxfi0/x5shydUK45bHzxVrRNZ8jHIOSx49QPFvd1d3fnwoULmBY+X/tlCW87uDB79mxef/11pk+fzuOPP86lLVvx9G9L0uXDJO7+m9r1OyAa9DTPagVykEnnvoXpY4KnlRJ1jVR7k5pCw169aNKkCTNnzmTBnEXEEEV9Qsgd2IZLM4wPGhpu37/MXeWk8ynNzlWRaFBZSFFM6XvWU7aVu5Rjrd4nIycpjqTlP+HRqR+v9wpj8uTJfPrdd7i5uTF06FC6fdkTXY6OC3+fx9DLgLW6QQ+/MG4knMLB1Y9JH06962IIjFGqjRs3qkJDQ1+2tbU9UVBQsPhunv+mTlWiG7pEVM5JIGmLKIqv3cEpWgG/3xJCbkAfQRB0/2WHulsGP1veffddp2eeeeZeD6fCREdHc/O6DasXvkB+N+PDmLlDFxSPCEmOj2WZJ5hi3jtPojRLf3WsjKzY85xdZbxXv/nmm8yePbvc57xfWLx4MbW1jdFezCjKBDFND+tg0PDYY4MZNWpUiX3r16/PjRs3igrzAXZFfsv582MICgrC1taWuLg4Nm7cyJuvvU9z38FcSt5L24AX+HLRSLp064lP40fJCjBm9942CjBG5bJ9b92r/Yr/nswblerz8xDkcsaNG0etWrX44IMP+Hbxt/QY4mS1OakUjTGv+wHLvRTLigSVh79SWpToR2Q+jk63shLMTRGkeezEpk+QyeREHF2Hm5sbTfuGMX78N4waNYrUxDPYKZ24FnuEsD6TObLxY4vjsNE64dHpcdKjjmMoLOTIkSNFtW93kzFjxsgiIyM9li5d+rcgCN1FUdTdzfNvT2uMY0rJRYCsm1lA6TXygiD8AvQDkkVRDDF5/Q1gDKADNoiiOMHKIe6YaqsZurXCtmn58uWqJk2aVNdpqhVBkFFdGTJS6lB5o0DmZKcnFgmhP/7444EUQgCNGzfmetwxi+8lpUcSHBxsNRK2adMmbty4QbNmzYiKikKhUBAUFFQ0CX/44YdoNBqWLVtG4sW9uPu2BkQ++ugjVA6e5GbfwCAaZcidWE8LMjlH90dy8+ZNbG1t2XloGzdIqvTxLGFe92Pp/bKw9pBTHrJ9Ddg6umDn6knm5UgWnknGOaQNTZo0YcCAAXh5eXHg032EjW9H/N4rNOgbSEFBgcVj7V89HpXGHV1BLgaDjps3b1Z4PFWBq6srW7duVdnZ2X0vCMID9QcmiqK/KIp+oij6ASuB1/7jQkjQarVLevbsGTB58uT7o/GdGc+8sQi9roCrXYzp05aEUHmpjr5CMbeEUN++fR9IIQTQunVrrqRarq/RZWeye/duWrSwvMgxZMgQYmNj+fTTTwHo2LEjXl5eBAUZ78fff/89Hh4ePP/886hsnUlOP4dcZsOhSwsJDg5G1BeSn13xhtvmzccFmQxBbsPly8YeQ5988gmCTCDjivVG8BLlNYaS6n6sRX8qGxUyH4ckisztsiVq1WmGaDDQpuco6jbqzbkkNQ0bNmTQoEFcOrkaF+8QNE51OL17DlFRURaPET7zHexc3MlPTcbO1YOnP7p31/bs2bNtmzVr1lKj0cy6Z4OoHIuAR01fEAShG/AEECqKYmPgKwv7VRnVctMXBMHGwcFhw9ixYx1Mm3reb7z49qPMnTjfWD5SCeQhQUWpTeY22NJKhbW1NNMokIRpQbztLc3fuXNnnn76wXVW7N+/P+PHj6dNE1cudPbC1t6BvOzrjBwYxFdfnWDJl0tISUnhxIkTxMXFkZ6eTnR0NBEREQQEBPDbb79RWFjIvHnzkMlkJCYaBeSmTZvw8PAAwNvbm+FDB7Nr118AtGvXjkmTJtGnTx+atzJwYG0aMkFBnr8SR2VtRERSsi6jsnVCbedWojZLEhXSv7VEOckYV/7Gjh2Lp6cnWaSRK2aXcIS7NKstAIHzb/2uQ4JK1EqZixZTw4NessFVGiUyPbZ0PUuYr3xmN1Th+d4b5K8/RMzKH7Cv5U3Xrl2pX78+e/bs4d133+XvL/+m9TttuPpvIiNGjGD58uXFvr/s7Gw0Gg0KGyWh3d5ANOgICXuChAt77vgzVYbg4GCWLVumGjp06AZBEBqJonj9ngykggiC8BvQFXATBCEemALYAIiiaDmU+h/G1tb2NU9Pzz5Lly5V3q9pg38veI3AwFmo42QIgowjdUsXQVJUaNyGZ8EsOmCOcT66NVv1sp7ia4qlXjIAK1asKNf+9yO9e/dGbyjEzj8cw896vAI6kJkSy9cfPsnIkSN56aWXCA0NZd++fURHR3P9+nUyMzPZuXMnbm5uxMbGcuzYMfr160fdunXZv38/AM888wwjR44EjKlZy1fPZfTo0eiTCgkJCcHFxYUffpjHDz/8AP+2ReNcl6wr8dg518LthoaMlMuAgNrRm6z6txcPzfvZGX9nClwG9WfAgAF07tyZfv36kZMrcHB9Otq2HQHYS3CJaExlF3YrgnkPok5tzxpT4WIdyPY1sPdKcIlaOPOokCm+IX1x8Q7h/JFl6PUF2No74OnpSXh4OPb29nzy8XRkgpwGHl1p1qQ15y+dwcen+Ofs168f0Rs2UKttb7R+QcStW0xhYeFdT5UDY3nA2rVrVY0bN35BoVDs1el0f9z1QVQCURT3WGh6PhqYLopi/q1tqtXop1oiQxqNZlZYWFjQhx9+eF+usEmkpaVhR9UZSklCqDKrbiXztY0T9o4dO+50WDWa3r178/HHH+Pn50f47rkc++dzrkRt559//uGbb75h48aNBAcHM2vWLI4dO0ZCQgLOzs58+OGHhIaGsnfvXsDY/yE3N5dly5bRp08fzOsBJk+eXNSYtlu3btjZ2TFv3jxOnTrFkehf2Xf+B07EruLgpV84cmkxZxI2sP/CTxgsRKLNIysyQUYToS07d+4kKSmJLVu2EEhT7FGV2Dfg7UPAbaFxtzF3kqtIlEgdK0NmZ4dyUBeCRk3Bu+dgZDZ2vP7669SvX5+//voLz1ZehC86RedPurHp8GbWrbvtjKTT6YiLM05yc+fMQqmphWe9DlyPP0Wbxy2nKNwN+vfvz5gxYxwcHBz+vmVHXeMRRXGoKIpeoijaiKJYRxTFBaIo/mBJCImi+LwoiivvxThrAoIgtLG1tf1y48aNaqkVwf1Iamoq+QolgiAr6udSESrqHFdR7Hx9WLhwIffzd1wWGo2G6dOn06VLF2IjNnLor/8jNmIDn3/+OSNHjiQ0NBQ/Pz/eeecdtmzZQkJCAomJiYwfP57u3bszZcoUgoKC2LRpE7/99huRkZE899xzvPDCC8UWjbp37140h0nGQS+//DJhYWFcOrGaoxs/JnbNfC7+OpPIg4uIPLiI8N1zuRp9oFy/X23bMC5evEhISAjr1q3DoX1jHDqHlhAaFaEqxFJlhFdpfYUEQcDB1Y+Wj7xP8x7vIlfY4eodgru7O5MnT2bTP+vI12XhovGnjktzxo4dW/zYiYnk5ubSsGFD3Fp2ReXtj0KtJeDJlyr3AasAZ2dnNmzYoLKzs/tFEATrSrDmEwh0EgThsCAIuwVBqFajH0GyFKwq5HL5425ubr9HRkaqXFxcqvTYd5uGQgsyuUmTJrcL6MprO2z6EFlW0bupU5yEufiRjhHwXiSiKHJ2eQTqk0p2795drvHc70RGGlPiALQuPvTu1pp1q9bjhjf1CcFWKNkcTsL7fyoaNGjApEml274aDAYmTJjAzJkzAfjss8+YOHEiycnJnDt3jg4dOjBq1CgWLDA6y9hgR0s6oxGMebKmERnJYra0KI75Ptb6/FRFQ9SKiJoilx0L4r2shnWmK8txfy9k/Iini33v2dnZuAT54fHiY+RdvkrL6wo2bdrE2rVrefKZZ5CrVRhuZtI56HXsbDSIoki2425ee+01hg0bVu7PUNXodDo6duyYEx4e/mV2dvZH1XkuQRAUbo3dCvv80t/i+6cXnOTkT8cH/pfT2qoKQRAc1Wr1uV9//dXjfnczS09Px6WWO41e+xR9l+LW/dYc5OC265Z59oK1pt5wO6Ig1cSa3xek+4CUzZCdn8LhS4s5d+EM/v7+lfh09xeiKBbVRKqdatO3dwdWb9iMvZsXbmE9sB/qXmx7Uye/2X2b8uqrr3L+/Pkyz3Pu3LmiGiONRkNqaipyuZxdu3bRsmVLVq1axYQJE0hJSeHFF19kTUok7s/1BorX7UiNcS1F80yvGdN9pLYf0tilfUu7xqRtyptOZ0pZvYMsYe4cJ2H6fCW9l5IYgU32cY4cOYK9/e1F8AD3juQWptPAoyt7z88jKSkRe3t7wsLCiD53GRERl+e74dLfGF1757oXq1evZvPme9v256effhLHjRt3OTMzs7EoinnVeS5BEJY/sWLQUEdfCzVDV7NYPWDFCaTitVvDMzf8uRUZWi/VDN1qGL4DeAuj4+kfQD2xqkXLLao0MiQIgre9vf3S1atX3/dCCIyxl2QSSM64AFTuobQy7l+lufZcj0jm76FruPj3eRYvvqs13fcMURT5+OOP8WnUm+Y9x+HbuA/dunWjDb0IFlqWKoREUeTYsWMEBARY3UZCJpPx+uuv8+ijxtRVKVLk7m7s6i2TyVi9ejUAq1atwh4lBeRXwSesfipz7Zb2MGQN08nUztWDefPmsWnTpqLX1Go1zv3acvX7v0ldd4jTIVqysrJ4++23efPVV8HGBjT2ZOZd5+DFBWw/8yWnj10sEcm72ygUClauXKlSKBQTBEEoX57QQ2o0giAIDg4OS4YPH+50vwshgHaT5mEoLCDp6noM+Zbr8cwxF0LlwVwIlUahPo/TV/7i0MWFBHn2+E8IIYDNmzej1NSidZ8p1Gs6gEcffZS6fZ/Db9AraOqW3rfq6NGj5ZqvAPz9/fnkk09QKBQ4Ojqi1+uRyWR0794dR0dH8vPzSUlJoW/fvoSEhKDPyKmKj2cRSZSYi5WqpqzeQeXB0nOZrb0jkecu8d5772H6vH0wYjU3MqM5fGkRtZ1DcXFxYfr06ahUKpxwQ0BGfmIKN1bu4fyznzP6nTd58cU7q3mqCl5++WWhe/fuXlqtdk7ZW1c7MaIotjL5rzzOp/HAatHIEYxiqtqaj1WZGLo1sawYN26c6l44aVQHXvjiTyNOxK4gPSfxno0jq4ETomjgwrEV7Hh3G6Ejm9H/9yfx8/O7Z2O6W3Rt9CYejoFsWLsTr/qdUDl44FgrgLVv7MKunD0xY2JiOHToEDpd2eYq/v7+bNq0CVEU+eyzz0q8n5ycTFZWFt27d0fU6HC0WvVlmcqYE9yJeUNlqAoLXQCPDn0wDHqCfk8Pps4Htx3hEr//C6/X+uP31Sgc2jfm66+/JjY2ltmzZ6O7lowhM4vjsX8gl9nStdHbtKv/IrVr166SMd0JderUYcmSJUq1Wr1aEITqnfEfUu3I5fLhbm5uPWbNmmV9NeU+Qm5rh99To0ldu5+kH9ZX6hgVWfiQsBYtzog+w56oucgEOV0avUl4/DqL2z1IGAwG/EL60H/AYPybPoGtvQYHVz++cIpDXadeuY6RkZHBwYMHSUoq22TH1taWDz74gMLCQuLj44tFNABGjx5NWloa69evZ/fu3aialC5GK9MYtSIpmdLxLbnOlUVpfRmtITkclmdO07rUpWXv91j880qCvHoUve7u7k7resNp7juYxrX7EBUVxeeff86JEye4TiKF5JOx5Tgpq/bi+/mLNFg8gcGDyzYsqm4EQWDRokVKpVI5VC6XP3avx1MJ1mLsg4cgCIGALXCjuk5WZTU9NjY2r/r4+DS73+uETNkhrgGMHaFXLz6AY0i3Yu9bW22XHl5NrUZLW3kzt9A2X7XIy05FnbufIB97Nm9OeaBzrk3R6XQcj1mBmzaAZj6DENefKnMfS+YBCQkJDB06FDc3N/z9/Rk+fDivvvoqGo3xedZgMDB58mTWrl1L48aNmT59utUVTIVCgUKhYPPmzbRo0QL5XssPD5ac2cqKzlhKmTPH/NoyNdW4k3ofCWuRzHQ/OY4xerx3i0VpneYrgJaa7SkJwOWJx0n6/ieiX3yFevXqIZPJiJu6pGi/LrO64Ofnh52dHefOGT/D6tUrCQ4OJjAwsMKfoTp54oknGDhwoONff/31HfDCvR7PQyqHIAi1lUrlvJUrV6oflL5s4TPfMf4bPpo+ffoUe8+ubhb5VzTkX9EUW1mXHmTTcSi2vWl6kWOMvuhvXrHPoajYXprTzFfqRb2eq3t2Idsfxa492+6JzfC94uuvvyYlMYKm3d4gv7E76dz+jq2JhsiBU4ztj28hiiJ6vZ6GDRvi4uJCjx49eOedd4rSxMFYK/zee++hVqsZPXo0Q4YMsTomR0dj6tL+/ftxeNRyz5zwme9Q71tjerj0+7QU4Wm0ZmpRqlyxlDmMKXNYiQrpOmYUPec4xhhfkww+KiJypDGVJtrKE+U077VkKpaa+gziSPRiGtfpy5n4DQDsP387kLFq1SrAaGqxcuVKdDodX3/zNcHBwfTu3bvcn+Vu4OTkxO+//656/PHHlwqCUF8UxXtjzVoGVgx/fgF+uZUuVwCMqK4UOaiiyJAgCH42NjZfrVixQq1QPDBaqIjMzEzsbLRcvLaH65VImbuTgtTcrBuE755Lv3792Llz539GCAH8+++/GEQ9DTy6IpNV/rqqXbs2e/bsISIigtmzZ7Njxw7eeOONolB4M3kHZn86F/UZD3x8fGjSpAldunRh7ty57Nu3D4PBQHp6OitXruTo0aMAvP3YRC7siS3ttEDV1PtY/Ey3HlZK6+1RFVTk2rWWHqENa4VT7x4EtmhuMQ9+48aNtG/fnkuXLtG/f3+Sk5MZMGBAjRNCEnPnzrVXKpVPC4LQ616P5SEV51YWw7IJEybYN2/e/F4Pp8rJzMzkhlIk69h5Ulbvw5BXesqcab3KnSLqDSR+vYrm6XacPn36PyWERFHk559/pl7TgdirK39fFgSB6dOnExcXx99//42fnx9dunQhPT0dgKAVH9LriX5c7RHAmDFjePPNNwkKCmLy5Mn88ccfZGZmIooiu3btYu3ateTl5RG4dCLXU26gcKu633VpVHeqXEVS4ywJntJQ2jrQyn8Y0cn7SjRzBxg0aBArVqxgzZo16PV6jh07xttvv13jhJBEt27dGDFihNrBwaEiTbnvKlYMfwpEUXxWFMUQURRbiKJYrW5hd2ygcGti2T1hwoT2H3zwwX3htFRRvAU/5MiJJxqADg1GobyYCpQsjDddjZceVKUVIUtNVCUcY/SIonHVXRCEItvTT0ZeIrS9lkWfJ1TDJ6vZTJ48mSXTVtBAKNmn6k7so1NSUmjfvj2FhYWMHDmSZR+u5jpXaS50ZKvhT27evMmCBQs4d+4cBw4cIDc3F4PBgL+/P7t27QJAgQ2BNMVb8CtzLGX1+Cltf0v7SteYdJOX0lS8dxv/lpUmDWJLuz6tYS06VJp5QmkuQ9LEeH3Z7zwdElpkQGFKXFwcvr6+DBw4sKguqyazceNGhgwZkpSVlRUgimKVJuI/NFCoXhQKxVA/P7+fIyMj1ffC/ra62b59O/3ffomCxBR0qZm4PNkRxy4DgNKL2yWkmqD4VbPbpjgAACAASURBVCEltjV386r9ZDiCIBTdV66mnSHmxmGSb17Gzu6ByD4sNxcvGmsbtd+9jCAIxSIei8NK3vMqwltvvcWiRYt44okn2BuqJPaDXwj46R0ujPiCwsJCduzYwapVq0hISGD//v0EBQWRnJyMKIrExsZiW7cWCkc1Ph8/X2bDU8kYwRpl7W/eI8jc+MA0qiMttkmRR4nSmriWJ5XPfBHPmiFVadtk5CZx8OIC8vLyLF7LAwYM4K+//iI1NRVn53vj/lpesrKyCAgIyElOTh4giuLWqj5+OQwU1oii+GRVn7cqueMwjiAIQ2rVqtViwoQJD6QQAhCQkUoydV1akJQeia1CBaSWuo+1FXu9vpDsm/HYqZzQF2gozEzn8p9zEfPzEWRy5EfUOHRpyvZzKXR/yoXwg1ns3Xi1Gj5VzebR0ElEXz+ASNU0vTUVFVsNfxIVFcXx48eZNWsWUZygES2L3nd2dmbcuHGAcbXv6NGjjG4zHnmsK23pyYs/D+GHl5fiVIFavnwxl3AOYcCAD4F4CnUtjk0a352QO7BNMUFUVXjvFst0kysNhbMTi1f9wbRp0/D29i72no+PD8nJyffNA1SfPn3o3bu34z///PMJMLbMHR5SIxAEwVmlUs1bunTpAymEAEYeWkZhSgaGvAKc+4Qh11Y+m0AURQrijA/VCicN1IYd47YSv+8Kcq2KCxRQVwyAq/EEuHckJSuG2s5N75u/46qi0Zqp6FIzuZaVhkMV9KkyFySRs2czadIkFi9ezNKJ76NsWBe52pjeaWNjwyOPPMIjjzwCwLVr12jxxetoWvUEUWR+bgBTLm5DFeJXdOyyBA3A9aXbSN8bjqZFAzxe7oNwyx3Pklgqz/Eksn0N5a5N6tT2bKXqi8pC6v9YGrJbXRR27txZZKpkysqVK4taedR0NBoNCxcuVA0ZMmSJIAhVvoD3IHBHYkgQBK1Kpfp+yZIlD+zEAqB0r0Ni8mVs5BnI7OxJr2OLspHxgdPainuLIRFAcT/8y/WOkPfLdvz8/Lh4OhpNhAZBEGge3JBt27ZRWFjIF198wZkzZ1g8LZ7/e0yBrlDkQclprwj5hVkk3jxNvbod2Rp3501EzREEgZYtW/Lrr7/y448/Wk0/FASBsLAwXASjFapCtOPll18mKiqKRo0aERMTU+a5thr+5NSpUzRr1oy33nqLxYsX45LmXqoLnum+EpJokoT2qfHzit5rfHA4Kc+apCd0MTZvlaJFGkpGhMyvXWlyMBVS5o5R1vLJ869oSnT9lraV/vV4sR2GguvMmDHDYgf6WrVqlXitJjN37lxl/fr1RwuC8JMoipbbkz+kRqHVar98+umn7du2bXuvh1JtKJw16K6nI+r0GHILMGTnFv0NmlscA+T7Ggicb1JKcOt+4D7xBnmOR0hOTsZgMBCfnIw4eDDxe68QFxeHXC7nwoULjBs3jqjwS7es8PVM+NR6/cqDimgwkLJ2P/b1vICKiYPyUqtWLcaNG8eYMWOwsbFBLre8/uzh4YFDx9vZFC8Nf4mePXtSP80JZ2dni8ZApkhjF578iC5dunDu1DnSd53CqXv5UkqlKJi59baC29ed9K9UP+Q7pbBo/4RerhwnpEQqnCUBVV7H06wGTiUiP9I8Z62uVwk0pyPDhw8nOTm5xPetUCjw9fUt9bw1iT59+tCtWzeHbdu2fQB8cK/HU9O4o5ohtVo99fHHH7dv3/7BdZp9NHQS9Wq1RyYoSL9+Eb2ugLzslGLblJV6VHg9jfjPlmO78ijbtm3j2LFj3Lx5k9mzZ/Pqq68yf/58HB0dcXNz44svvmDdggu0DLXnREQ+tb0U5XrgflAwGAzs3LmTI9FL8HQMxtupZKpGVVOROix7wShMGzZsaExrTEkpYw8jTZo0ISQkhEceeYTnn3+e81g3gygrrU6i6Zejy7UdlM/iXZosymOZW57me+aCSVDIUTep98D0xvL09GTq1Km2Dg4O8wWhCpaDH1KtCIIQCgybMWPGAx22sPVyxbFbMwDSd56kIMkodMpbGySKBi5e28vBiwsYPHgw0dHRxMbGcurUKQIDA1m+fDl16tTB29ubLl26cPToUXzdwkjPScTORvufmq/AmB6XNG8dueeu4PVW9WcC2dvbWxVClpgwYQLbtm3jhx9+YNGiReXeb/r06Xh5efH3339zfek2dGmVa7haHre5yrQgKY3yuCJa6/1nigsepKamEh0dXWVju5fMmTNHBbxzq6fPA4EgCJmCIGTc+i/T5OccQRDKthCWjlPZmiFBEPxVKtXZixcv2nt5eVXqGPcLLVu2JCoihrzCDOq4NCcu5Si9Gr+PTFb8D85SoV6hPo9L2SsZNWoUY8eOLWF9aYms6Pq4BUdzLaIe9dulEx4ejqenZ9V+qBrK2LFj2bRpE6+//jpjxoy518OxyD///FMUNm/VqhWHDh0q1+T0+++/89FHH/HXX3/RsmEYNtjSiJYcEDej1+uNTRNL6c8lNcaD25FHKQpz8ekfAcsCyXwyMl2FM2fUGqN7ztcTjK5DlprTSRNNeZrsSSt30nFOxa1GLrMjPvX/2TvvsKiOLg6/Q+9NigjSFERRUUEUC3ax9y7EFkuM5Ys1RmNJjJqYREmiRmPsSTQxlthb7L1gb4gNURCR3hfu98e6FFlgKQoY3+fZR9k7M3cu7N65Z845vxOY5xzKE2lpaVStWjXh8ePHfSRJ2l0SY77PGSp5hBDC2Nj41FdffdXg448/fqcN1+XLlzNq1Ch0nG3QrGBE3JlbWP+vB236y7+/2aMVFGS/Jzg3i+HGjRv8+uuvKtUFald7Blceb8HMwJGElEhGT+7BlClTSu6CyjBnzpyhc+fOdOzYkYCAgEzltrKETCYje+TO1atXqVUrdx7u68TFxVGlShWWLFnCR3/9RMyhQMz7t8CkVT1udZ9FZGQkZmZm5LcPpPAOva4Yd2lT1iZnQfk9AHc/zBmKpvASKfLbFAqH2cmutJoXCkNIsQFYZeqtzGPnQu2IvxTEsx+2EvHwSbkIh1OF2bNnyxYvXrwnOjpa+QJTBMpSzpAQwhAYDYwEtkqSNFGVfkX2DBkZGX0/adIkjXfdEAKoUaMGiakvsTCsioaaFprqekQnqSZoEBZzC09PTz777DOVDCEAHR2BjrYgOTkDbW1t/Pz80NTUZNCgQcW5jDJPYGAg69at4+TJk2XWEALw9fXF29ubBQsWoK+vz+LFi1Xq17dvX7p37063bt2oR1OsqMxFjvDpp5/i7OxMhQoVOHjw4BuefeFQZcdOFeUgxThJqTHYmNYu9rzKCpqamvzwww/6hoaGPwkh3tm8yXeAtoaGhrVGjBjxThtCANWqyXe8dapWIvn+M0w7NSTx2oM822c3hGTpKaxZs4a///67UAVSNdX1SE9PRU2oc+/ePYQQCCFITVWt+Gt5JDExkYkTJ7Jw4ULWrFlTJg0hkIdz/fHHH9jY2LBy5UoGDx6sUs09Q0NDdu7cyUcffYSOkzW20/oTueUEod9vpmfPnpibm/PBBx8UaU6KzbziojCCFEZRcQn+unqOn9PCozBsUJ1GR34okfHLApMnT9ZQU1NrLYSoX9pzKUmEECZCiNnAFcAQqK+qIQRFNIaEEHWFEL6TJ09+93S0lbB69WoqGDgRHnubxNSXmBnYExZ9U6W+jdpXokmTJoU6n5qawNNdm9UbY0lOTkZPTw89PT127dpVlOmXC6Kiomjbti1Lly7N1ztSVvj6669Zvnw5P/74I/Pnzyc0tGDjWAjB/PnzqVSpEsfZhRpq1KUpkiRRr149AKZPn87OnTuJjs69O3b12/+RIcvbqwM584jy4tGcgvP7JnzzW4FtVEmCfT1cITktFh3NsvnQUFS6dOmCi4uLhbq6etGeDN7zRhFCqBkaGi4JCAh4p3NbFTRv3hzr8d2JPnCRtOfRGDZwJeZQIBmygsVo4pLDcXZ2LvQuuLFeJSLjH1C5ugYmJiZUriwXiElJSSnSNZQHRo0ahbW1NX5+fqU9lQLp1asXOjo62NnZoa+vzy+//KJSPy8vL7777jtCv95ExO//4rDgQ3Sr2WYWfN+wYQOrV68mKCgIZVFGGalpSt/PD1U24FSR1lal7IQiVC4vwaG0yFg0LN6t9UpfX5/58+frGBsbLyntuZQEQghzIcR84BIgA+pKkjRDkiTVchgU4xQlTM7ExOTgnDlzWo4fP/6d32VTsGnTJvr164evry8dO3ZkyrQ51G09CaP78hAhZV/gtJR4HpxbyuHDh3FzcyvU+VatWsWwYcOYOHEiDg4OhIaGMm7cON5VT9y2bdtYtmwZ+/btK+2pqEy3bt3w9vYmJiaGx48fs2HDBpX6rVixgpEjR+Lt7c2pU6eIiIigWrVqREVFMXr0aO7evcvp06exs7PDzs6O0NBQUlJSeP78ObGxcVT16MOCjfJ8/Um7shZihXHyelKpsoVDEdqWX8E7RQje6+NClsx2frlDr4fKpSbHc+nA1zx+GEzDhg3ZuHEj70q+4dGjR+nUqVN4fHx8ZUmS8rdYC+B9mFzJoq6u3rNatWprbty4YfBfSe1KSUnBwsKCuLg4zpw5Q+MWrancYSDCxzmzjeK7m73kg71OII6OjsydO7dQ54uLi8PIyIhKlSqxfft2Zs6cyRdffIGnp2fJXFAZIyMjA1NTU+7evYuVlVVpT0cltmzZwuzZs1m7di0tW7bk4cOHKnmzwsLCMp87njx5go2NDUOHDmX16tW0aNECS0tLTpw4QVpaGu7u7kRHRxMbG0tcXBxPw8LQq+GK5dBB6DgkAblLjCgrBZEfBRW7h6ywOsXapQiZyy8/SNHfamWWeu/B/+3jx0k/8Pfff2NlZcX3339f4PzKAzKZDDs7u4Rnz551kiTpSHHHK80wOSFEAhABrAbiXj8uSZJKf7RCe4aEEPXU1NS8/wvhBtlRuJX37dvHkCFD0NIxIuJJ/nkPz+6fplu3boU2hAAGDRrEoUOH+Oqrrxg7diwrV658Zw2hpKQkZs+eTceOHUt7KoXi22+/ZeHChTRr1ozdu3dz4IBq8v0ffvghenp6nD59mtGjR9O+fXuGDRvG0KFDiYuL488//yQqKorffvuNMWPGsH79enbs2MG9e/eo02oCD67+Q+j9ZPkcOhZsgKkqY5oXCmNKlaTU/Ah/eAZji6ps2rSJkJAQNm/eXKzxyhLNmjWjZs2a+iXlHYpP1eZcqJ3S15PYd2un8k0ihFDT19df+M033/xnDCGQ31MVa9aDBw+watKBiHP/Zu7SK9vESE6IZP/+/UybNq3Q5zM0NOTatWucOnWKLVu2sGfPHqpUqVK8iyjDLFiwAGdnZywtLUt7KirTvXv3TEEELy8vZsyYoVK4XMWKFfn6668Beai3v78/R44cYefOnQQFBfHZZ58REhLChQsXGDduHAEBAWzbto3Tp09j/81XZKTJiD5wKE8PkSqCPaqgSoFzVYyt8A/lz1kxD6N5cT2CGjVq8Pvvv7N06dJiz7GsoKGhwbx58/SNjY2/Lakxr4ZbK12vroRVKrhz8ViI3BACeXjc6y+VKHSYm7Gx8Zeff/657n9N7nngwIHs3r2b33//nR07dvDvvr9o5NkYOzqgJtQzpYuze4hMNcMYPLhwEpsRERHcvn2b2NhYqlevjra2Nn379sXEpGTVVsoS3333Hc7OzowdO7a0p1IoqlatSsuWLblx4wZ//PEHAwYM4OjRo9SokX9dBDU1NeLj4xk9ejQODg44OzszcuRI0tLSGDlyJA4ODkycOJGZM2dSt25OOdNLBxaydKkjM/rOwMyhJRUdG6LtJ3+wMT4q33HLbrQoDBmFQaT4WZEnEI515k7Y6/HSlci+eOVMcs3+MJWndymbwu7jIw9JO32LK+fOsXDhQlxcXJSGApZn5s+fb9ClS5c5Qog1kiSlF9zjzSGEWAV0Ap5LkpRLklEIMRCY+urHeOAjSZLyljgsv3SsVKmSRXnbaCkuJiYm7Nmzh+bNm/Prr7/yaM8e6tevj0nqXuya2efw+sY4yPu8uHCTnj17oq+vn/fAr5GamsqdO3e4f/8+5ubmuLm50b59e+bPn19mc2iKy/3791m0aBGXL1/OVzygrCGEYOzYscyYMYNdu3bh7+/PF198wRdffFFg3ylTpmBpacm9e/cwNDRk0qRJuLu7M23aNDp06EClSpU4dOgQnTp1ytHv4cRPudu5Bx07duTplKfYth+QeUxZaJoqBo2C7EWBX89bVaxPijUx3tmkwNp72c/9sEEyz5zvsHTRUhISEnBxcSE4OFjluZUH/Pz8+PTTT12FEI0kSSqZpKtSQJKk2SUxTqG2jIUQVWUyWcvhw4cX+w7w5MmT4g7x1vnwww8BcHZ2xsPDA32MeEGY0t2GpPgXPHv2jAYNVNv1kCSJCRMmYGlpiY+PD3379qVBgwb4+/szYsQIfv755xK9lrLEtm3bGDlyZLlaWBR06dKFpUuX4uLiwieffMI333yjUj8hBMuWLWPKlCl88skn6OnpYWxszMaNGwkKCuKXX35h9erVSvuOHj2aM2fO8OT2IZ4Fn8x1/HV1HmW8rs7z4mYEJ7dMJuS2agIOr4c6KCMjPYMzC06ya8g/nJ5/ip07d2Jra0vr1q25e/cuMTExKp2rvNCsWTPs7OyMgRJT6SkGa4DclQKzeAA0kySpNvAlsOJtTOptY2xs/MXs2bOL7RVKSEggKiqq4IZliGbNmgFQu3ZtNDQ0iLB05f7ue3m2j713lc6dO6s8/pEjR9DW1qZ27dp069aN4cOHU79+fS5evIhMJkNNrXge6bLKzp07ad++PTY2NqU9lULj7e1NeHg4Bw8e5Ndff2XJkiXExeWKLFLK4MGDmTt3LlOnTsXd3R2Qr0UhISG4u7vTs2dP0tJyRwi7uLhw48YNNHT1ebDpJyRJviFXXI/Qgx5f82DCMtITk/NsE+mXUKgxn0uhnJP+5QwHkAVpMGzYMGrWrElsbCzp6emkp5fqHleJoqGhwfTp0/WMjY1nl/ZcSgohRKf8fs6PQnmGDAwMpnz88ccaBgYFq0flR3p6OpUrV2bp0qV07twZW1vbYo33tmjRogVJSUmZqnDqnjUJ09LG+tW9JPsDZsK153iqe+Ypufzy5UsuXLhASkoKPj4+/PzzzyxatAgXFxcePXpEQkICVapU4cCBA+zdu5cdO3bwLhYK3LFjBxERETRu3Li0p1Ik/Pz8ePHiBb1792b58uX8+eefxR7T0tKSsWPHsmfPHoYMGaK0jYuLC6YVqxP24Ax11jcCJNIz0lBXlyeI55Vgmj1k7s4QIxIuXSam13FSQ+SbE8/un8a0YnXc58vluBXeImUhcl/VlqesbI+Uiz/c33OPlJgUbJtWJu5JHLf/vMmTEyEsWrQIf39/KlSQJ7R26tQJZ2fncmn85ocQglmzZhmMGDFiNrC1NOciSdKx/GpJvLYTeAYoHzfhQiCEqG9paenSq1evYo81ZswYYmNjmTRpEt7e3iUwu7dD9vVKt6Idj/85yKVNNVFsZWTfONFMiMpz804mk3H+/HmioqKoXLkyenp6tGjRAoA2bdpw4MABEhMTiYiI4NtvvyUkJITvvvvujV5baZCUlMSCBQtYtWpVaU+lSFSoUIHDhw/TvHlzDhw4QMWKFXnw4AG1axdd4VMIwTfffIOZmRnJyckoEynR0tLC5bohZ3mK2tZj6Ahd0iUZiMIFJ8VIkYQRQghyo15X25wXm47gsVN++wpeLH9Gyu4peirfE6DKa3fkeCmGcJ5ghiWaaPGcUO5zkwpYcf7OVVxcXADQ1tZm6dKl9OjRo1D1ncoDQ4cOFdOnT28ihKgqSVLeOyXlh/rAznx+zhOVt26EEIYymcxvzJgxxVaQU1dX5/Hjx8ydOzfTKCovZJfHltJlpCcnKW2nYWpCSEiI0mNTpkzB0dGR+fPn06VLF1atWsXgwYM5fPgwt2/fJjk5mdjYWAYMGEB4eDgDBw7E29ub9u3bEx9ftMJnZZUzZ87Qo0cPynPY5bhx47h58yZ6eno8evSo2O50SZJYvXo1/fv3z7edvVt71NQ0CLqwkSuHf+DWaeWeJFBuHMmioon4fRP67rWw8B/AgwcPsHZsWCRv080/bnDl18s82H+frT02c+rL41T0sGbgsQ8IbHQt0xAC+eJ5584d/vjjj3zHLI90794ddXX1qkII9zd8qrZCiAvZXiOKMdYwYE9JTaysYGRkNGXixIk6GhrFFz0NCAigbt26NG3alIYNG5KRUbCaVVkgx3qVkfd6BWBnZ6d0zTp8+DB2dnZ89NFHjBo1ir59++Lo6Mi+ffuIjo5m//79SJLETz/9RHp6Ot7e3vz5558IIbh69eobua7S4vHjx6SlpdGmTZvSnkqRcXV1pUuXLmzbtg1PT0927NhR7DGXLVtGt27dMDTMO0XDUJjghBuBHOOmdIEj/EOylFio89zlKqmk4Epdjh49ivX/ehB79CppklzCvcr/zqg0ToIUxyWOk0oKFznKGQ6QQhKNaEdd0TTTEFLQvXv3d1ImXl9fnxEjRmjo6+uPL+25lASSJM3K7+f8UHmVUFNT82/ZsmVGSXlxKleuzJMnT+jWrRu//PILAwcOLFcxxg27zCUy8Dh1W08i3kiez5M9j+JYjwnUWbWOhISEHDHYriNnc2/tTzgP/YzH0S+wtLxJ165dsbKyyqFKY2hoyNSpU0lMTOSLL76gXbt27N27l86dOzN27FgyMjKoUKECzZs3L9c77P369cPHx4d58+aVW4NITU0t82F/2rRpdO7cmf379xfZ4zls2DAePHhAt27d8m13ZsfnvHz5MQEBATg6OjJ27FhkacloaOrkK5qgKMIqnQnGztaWh//syvwMXTm1ibp163Jny22cu7rk8AgpDCKFktyspXKtAFlCHHfX/MGDu3KFO3t7e6pUrMLxBUfzrK0lhFC6g1je0dDQYNy4cdrffvvtROBNSm3vlyRpdHEHEUK0QG4MFU7/v4wjhDDX0dHpPHTo0BKJ1TIyMmLGjBnUqVMHf39/jh8/nhmGVl4IP7EbI5famd9/jRNGOb7fVjGW3L17N0eeYrvaM7jw4HesTTyxSq8JZrsZOnQoampqtG3bNsf4nTp14uTJk9SoUQN7e3sA3N3d2bBhA/r6+shkMtq0aVOu1vnXcXJywtnZmU2bNjFgwICCO5RRrKysiI+PZ9asWXh6elKlShX69etXpLGOHTvG9OnTOXky9yZadg5k/AXA+vXrCQ4O5sqVK9ze9hhbnHK0U6QdvJ4/lCIlkUYK24/8nfndC/bxYfwtiaCgIBL3gKbQotJRea6rYp1SELy4Yeax26dWM3/yV0yYMIHWrVtz6NAh/rm4ObPEhTLexfUK4OOPP9ZcsmTJECHEVEkqpHVaBhBC+CFXxl7/2vvDgQRJkn5XZRyVFwpDQ8P/jR8/XvXMShUQQhAWFsbly5fLlaQygLqGFpo6RshSlX92bG1tqVatGmfOZO1USJLEi4tHMKxaEw1dfZrrxjFy5EicnJyUjgHQunVrzMzMqFChAv7+/lSrVo2ePXsyf/58+vTpg46ODrdv3y7x63tb1KpVi+TkZKWxxuWJhg0bcvbsWSZNmkT//v0L9Orkx/nz59myZYtKRq6ZmRlz5sxh8ODBVK1alaS4CJXOEbXnHOGr98Go1jnOY2Jiws6dO7mw+Cz3dgTlWxxP4W2Ke3QHAzsX7OzsmD9/Pi1atODOnTsFLo7vKsOHD1dPS0vrJYQo0ftlSSOEqA2sBLoWtiZDWUddXd2vU6dO6ebm5iU6bmpqKtHR0SxcuLBEx33T1Jq4CB1za5CkPFW9evfuze7du3O8F5P4lNikMKyMqhGVEEJ0dHS+QjdOTk5UrVoVDw8Pevfuzaeffoqfnx/du3dn9erVmJiY8OOPP5botb1NNDU1qVWrFi9fviztqRQLLy8vzp8/j5OTE4cOHWLcuHFFfo64dOkSPXr0ULlMgr+/P7Nnz8bHx4d4VMsbTZISOMtBKmKHj49PjmPffvstqampXEa19UaSMogKv82oUaM4ffo0N27cwN3dnYCAAJX6v2s4OjrSoEEDSQjRvbTnUkQmAsrKTGx8dUwlVPIMCSFqV6hQwaZVq1aqjqsyDRs2pHHjxnTpUhZyjlVHCDWq1u3JrTNrqdlkBPomOeUDm/T8FsdGD+gzsD0DO+mTlJzBgaOJJKbbYNdpEHEPb7NqyyquXMlbwCkiIoLffvuNiRMnMm7cOJYsWcKcOXMAeajdwYMHWblyJV5eXgwfPhyZTMann35a7iS4bV3U2HjVmy2jlX8X915VveZFG7XeQM7kzBN/TyreBFXgygN19k6YxfKtoZzY8hlfzZxHQ9EGQyH3Gip2xQpi5cqVPHjwgKLk5TVs2JA9J+5haFY533bpcYm82HQEu6+Gom2T+2HRzc2NXdt30WNQT+xbOuQ6XumolGPXTcu4AonPHvL8+XPU1dUzk6e9vLzynUdwcDDz5s1DR0eHb775plAqVmUZa2trvL29048cOdIDWF9gh1JACGEHbAH8JUm6W9rzKWkMDAzGjBo1Sq+kxzUzM8PHx4dFixaV9NBvHHOP5jzcuoIXm45g3ienV8v4YTrrvt/GOQ6xZ91B9DEkmhckqCfiZtMBCYnzDzYwbty4fDdplixZQocOHRg6dChCiEzvUZ8+fXBzc2P37t2MGzeOlJQUbt++TY8ePejQocMbve6S5kzGeS4GXeb8uUDOhdoBORU113r9qvJYg84NU/p+YcYoChuNN3Pi7Ak6runCrsH/MHjwYBpNGYrVEF8AbnVXLbro6dOnzJo1i+HDhxd6Dg0bNiSK2Sq1DeYGNjjhJGrk+vxpamqybds2LA0r8lwKzdRSfn2dykKgo29G3ebDWf/TeLS0tIiPj1cpYQmB8QAAIABJREFUF1AhIz5mzBiVxbHKAx999JHB1atXxwIFV1sve6hLkqSsvlCcEEJld55KxpCent6QYcOGab2J5LHyao0rHrBXr27KhAkTSK1si+UDP4SGRqYrtvtISxyr63J6zTO6+BowZpgJ3a6OIVUIwn/8DWNj43wTFx88eMDy5cuBLBdtUpI85rtfv35YW1szePBgXF1d+fTTTwH5olPejKHoiDTSZYUv/luWMK9ch+iIe9y9sBF19enYU43bXKKe5IO6ikmia9asYfTo0WzcuDHX7pcq9OjRgz/WDsZV1MUgKKsC95zR6wCYfrUbUnoGYd/twKhpLe6PyXuH1tfXF2tPa+5uuY2sjbxQ41P7LAPtXh/553JbgtyA2WCijW+vqmxbf43vv/+esWPH5hs/DnDhwgU2b95MbGwsvXv3pnnz5oW+5rLKqFGjDC5fvjyGUjKGhBB/AM0BcyHEE2AWoAkgSdLPwEygArD01cOFTJKkd6JCphCiprm5ubUiwb8kad68OUePHi3xcd801777BID7U/zo0aMH4WNW4GTYGUMdy8xyEHrCgEZSO25wHgAHqmPu2hh1NQ2iEuQCK5MnT873PIsXLyYkJIT169dz+vRpwsPDATKFZQYOHIiamhp79uzh33//RUdHp9wZQ1J6BrKk8h3JoKGjQePZPhz6337C2oUxfvx4vnP9CaPGbui6qBbeHRISQrNmzWjRogXfflv4cjUNGjTAuJIBCU/j0BdZa8Xr4XHPpVCiecGdmGsYGRkpHcvAwIDqeHCbQJrcbZFpMFVC/tl+XVa7tuRO4PnNGBvPzBRH+eCDgqOa58+fD8g3qvfu3av6xZZxunbtytChQ+sIIWwkSQp92+fPrxSEEGIS8lpCFpIkvVDSXVMIoS9JUsJr/QwBLVXnUOBTmhBCGBgY+A0cOLD4WajvIEOGDKFfv36Ye9Xn2Q9LqGLTFsnKBSHUEEJQt5kRczrIjciqf45EsamRkZxcYNFJLy8vrl27RkxMDB4eHujo6DB16lSSkpLYvHkzfn5+mV/6cePGoa6ujpaWyn/7MkFkZCRx0emYWeZtwGeEueR5LDeFz1uvvnVO5v+zS0bn5VFSeJ+yS6qrOZtQpU4PLu6bx927d6lMVV7wjBCCcSD/Qm83b94kICCAVatWsWzZMrp3L5q3ulmzZiSkRJIiS0BbQ7mXJXLLcWSxiViPL7gYtH0rR27+fh2TNhC5/RQGni6Q4aC0bf9PrPl8wD0++8GbnuOs6FGl4E0OExMTPD096dmzJwEBAe+UMdSpUyeSkpLchRAWkiSpFrtYgkiSlG+cpiRJHwIfvqXpvFV0dHQG+Pn5ab6r0s7FwcnJicDAQNasWcOo4WNwsmyMkV1jNLXl9wstoU3dbOlj6mryZT826Sn+/v4F5kFevXqV06dP4+HhgaWlZWZI3o4dO/Dw8KBSJXkERVpaGjKZLM+cwrJM1L0opR5zBbUmyr2GykRrXi9261VEdW6FR0nhmVKgzKOTfX3TOCE3Jur1Bbtm9jw9E8rSpUv54osvsBzUlrCfd+CwcGS+546NjWXNmjV88803uLm58fvvKqVk5EJNTY2OHTty5Jez6OdRGzNBiuMWF6lDkzwNIQWmWJBGConXr5DqZE5iSiTGKM/rMxKmOEk1qO/aEE+a86+kmvinpaUle/bsoWXLlkRGRuYQBirP6Ojo0LVr14xNmzb1AkrDQ7EG+AlYl/1NIURloA2QRzFDAH4FNgshPpIk6eGrfg7AklfHVEIVA6e+sbGxTq1atVQd8z+Hrq4ucVeusnbtWkZPmY56yFHMPVvw8VA76uqn8VFFc/TruNO04U0A7u8L5sGTUMLDw1m2bBkpKSl06dJFae5QzZq56iWiq6uLv79/rvfKI1euXMGjpha9zZLQ3Lor8/1u+oWrD6Bg31NF2GH28MP8w+RudZ+VY8EoKuoaWpjb1uXPP//koLSZs2fPMnjwYA7cyjtELjAwkNatWzNs2DCOHj2qcty1MrS0tOjavRNn4sIwremVuRhvj6yHlCFheHIvwf9cZPtf22nfvn2B402qeINpSZG0ORjAt2ujqP0kndHLTwBZHqHsf6eoxfbM/iCY+BgZPVYWPN/Tp0/z77//0rdvXxISivb3Lqvo6enRtm1b2Y4dO3oAy0t7Pv8VhBDCyMjog379+r2b2c4lgBCCIUOG4OHhwdy5c9m243sqV2uJjncFXCwjuXwijKpWPqiryX+FqbIkbj87QLXYrmzZsoXg4GDc3NyUenRMTEyU3lter1+kqalZbhPSwwJj0HVuQswmc3glRnFpU+51WhUUxW9fN5LeNIrzpjgZsWD5z8yePZvQH7bgdsiNdfb5l2Zp2rQpDg4OLF68GF9fX/T0ih6N2qlTJzb/sg17cm54qteU56jdfnaSPj16s2HDhgLHOihtRlvo8JxQgu7vRkKiyZYMdITy+dlShXhiOMe/+IjOHJPyV9VLSkri+fPnXL58GUmSyn2e8+sMHDhQd8+ePR9SCsZQPqUgFgFTgO359P1WCBEPHBVCGAASkAAskCRpmapzKHDrTEdHp+eAAQN0yrNi2dtATU2NIUOGUMVvAsbV6hB+fCeJTx/g7+9P5NYdJN7KSk5MS5B/iZYuXcqePXs4c+YM3t7eBAYGltb0S42dO3dSv0752x3MCyuH+gQEBLB//35MTU3zTEqVJInz588zZswY+vTpwzfffFMsQ0jB8OHDeX72ABlpOWVAn18N5/LyS7T5sZ1KhhCAt6cOdWpqc+VGCvfPOXD27FniY2Q52iiMIgDzSlp8vdWFS0diVdotVOQU7d69O5dx/y4wYMAAfVNT04GlPY//GC7q6uqmBeWrvUdejPVpuheuDfyJfh7Eoxu75R7N1GhuPMnamErPkN9LQkJC+PHHH7ly5QqjR4/mq6++Kq2plxqBgYEgZaBlaFpw4zJCfvk/WjaVUNPX5+OPP0aSJNLT07l//77Sts+fP+eLL77g1q1bbN68mV69ehUYCl0Qbdq0IYkEIqXwXMeuhmzFyqgaa9asUXk8J9wI5zG1aMjgwYOJ4GmebYUQuFIPC6y5+So0ND8UXszbt2/j5eVFxYoVVZ5XeaBNmzYkJye7CCEsSnsuAEKILkCoJEl5J9a/QpKknyVJsgfsAUdJkuwLYwiBCp4hbW3tXl27dn0fIqciQk0ds9qNMKvdKDNO+5Pjh4nctJmUHh3QNtamWg9XTv0vAojA7bQ8wTTp8TUOHjyYQ9b0XefcuXMsWrSIB+cd3uh5FGF2Qx43BWC13XElrXI/szbpmTMO+tiSFa/+Jw/FS79+J0eoHIC+cSWsa/ShU5ee2NVoB0Az17HoasnlZPdenUtaWhq9e/fmypUrjBkzhjFjxhT10nLh6+uLrpUtLy4dQ79qy8z31dTVMLQxxNxN9fuckaE6qxZn3fB9fHy4fPwGTTrl/SCgb6jO4Ok2DJs1uUDpWUWtju3bt5Oeno6FhQW+vr7lWio+O76+vsTHx3sJIfTKo2RpeURdXb1Tt27d1N6Vz9DbwKiCA0begwG5rP/GRXc5GbSC57F3sDSqhq6WMb61ppMeKL/fvYiECsj47bffmD59eulO/i3TpEkTjKt5IN5w8U2nH77LLI+gLNyuaR7115v0/FapaIB2Hpo6Qk2NiiOHse73VWxoXJOO9erx0YbFzNbK2sS72W0mGzZsYOzYsXTv3p3bt2+XmFdPV1eXatThDpfxltrmuPerCQ0sjJwpTJ0wW+GUKdXdrl07dqzZS2Wq5tleCIGT5MZJdnP79m1cXV3zbTtnzhxmzZIbl+vWraNr167lWio+O1paWrRo0SJ1z5497XktXK0EcBBCXMj28wpJklbk1VgIoQdMB9rm1UYZkiQV2cWa76dMCFFJX1+/UsOGeXzz3pMLhQGUnbClK5hmXIGvu3yHQT0XTs6LI+i+oGvYYISQewlSHoVTv379Uphx6eHh4YG3tzeXrj3EzlaT7ZFZGv/fT6meZ78so0TumcgeqqUsfEsVbnjLRVSG2MgNpuCv8z7/6wYQkFmvw/hhOkbmjrg1Gcn14z9Ts2ZNnkfexd68PnHJz/n++++ZOHEinTt3JigoqFA3elVpPKUyp+efxPJRawAuPapJWoOXRD/az+kgS1Bx01ytYk6Rsb5917H41zE0aGvMrQsJ2LnoYGKetShOvyqviyQZppP2YhFBQUE4OzvnOb6mpiZ///03PXv2ZOfOnezcuZNWrVpx8ODBQl5x2cTExIRatWqlXLx4sRnvYFHTsoixsXGfrl27vjuu5jeMsrzIA9e/5vTpbjRr2godzWPYJztiijnqaKAwAWKTw2ja8r/3XLBw4UI+/2pZZs01gwPyKI/066dytVUommav5cQjed6LwsDJrAf3KCsfRpnx8zqKsLzsq0d+hbHtZ+WcZ/Y17NEcTSpPH0jIV79x//59kl7K8+dl0fEk33+G0wQnYmJiOHXqFDVq1ChwboXFHGuCuEoc0Rhh+mqedzCRjHkZdKGA3jnJrtoaHx/PSOORpMQkkUoKEhJGIudGnnrNaqgDFZ+F8ttvv/Hll1/mO/706dMzjaFBgwYBcP36ddzc3Ao1z7JKz549Dc6cOdObkjeGHkqSVHCichZVAEfgyisD2Ra4JITwkiQprITnBhQcJteiadOmaW9CRe6/xvz586mydDxalcxo1u0Jro0fEX9erpqSEZ+ELDpe5SJ+5aX6eUGoq6vj4uJCRGTeN/Hyir5xRZzcu3H9+nWevAzkash2zt/fwOnTp7ly5Qrbt29/I4YQQIXq5iQ+T0CWkKU2KTQ10LQ2IzW06OVkevXqReiDFHasimDOB8GsmPmE2JeyXO2Eujr6datw5MiRAsdU5MkpQg4OHTrEunXr3pl47M6dOxvo6ur6lvY8/gsIIbTj4+PrvEtCHKWFt7c3zVzH4mTZhMfc5Ti7OMOBzOPRiU8KLAqt4F1ZrwBcXV2Rpbxb+Y0gXx8qfdKLwOuBJAc/5eWO09wf8yORW04wa9YsIiIi3oghBHKPixlWRPE8x/v6GBFPbJHHNTAwYOTIkdznJpc5wXn+JU6KVtrWwrCqSuuVsmfhjz76iOfPnytpXf5o1aoVycnJPqKUXeuSJF2TJMlSkiQHSZIcgCdAvTdlCEEBniEjI6MOHTp0KF5Q6HsyCRqyEIaATCbD3d2dJydvYOjlSnLwUzTNjVUKD1qzZg1Dhgzhk08+oUWLFrkSU8sbVlZWfLHClfWnO1Nl6q3M9xXeH/eFHwE5d73cTmeFtHnZPKabflbY2/dT5Me6veqvCI3Ljs/HI4CcO3Y2B3IaCTFtso5dmSwPPe3Qtk+usRSytMp25Swq1+HFk0BePrtJr/4dmTnzHxwdHTOP3759m61bt/Lpp5+WaGjY+kar0egJDtYSa03lDyLSY330olM47V90oQg9PT3a+PTGPM0cCMAwOY2pHW7hvtEGdzftTO8awIwjLzJldfOjTp069OrVi82bN3P58mX8/PwYNGgQBw8eZN26kt6cevu0bNlSLSAgoAPwv9Key3+ABk5OTsnGxsblS1KzjHLg+teAPHJh3bp1DB48mFRZEprqOsQmhWFvb1/gGA8fPqRGjRq0a9cOV1dX5s2b96an/UaxsrIiJfIZ2ltOoybUUNz1FZ6W7LLQCjlnAyWRBIp1Q3drbk/N621sDuR+gH9dfhqyPFEKb1PFRdm8Va+NrxgbQOOEfK3z6vsYl2Ud2D34H2qHpDNy7QZ69eqV2S4lJYWAgAC6d++er8e/sBzI+IvDhw8zcuRIMoIyUBPy+XcY36LYZUJatWrF+fPnMXiqRcidUC5zAlupCo5CHvmh+D1qSnGEaxS8XgFcvHgRDw8PNm7cyI0bN/jyyy+xsrIiKioKExOTggcowzg4OGBoaKielJRUHbj5ts6rrBSEJEkqKcEJIfL1OEmStEWVcfL1DAkhmjVtmvth8j3FQ0NDg1OnTpFw+R6JNx6ScPUB+nWqKG2bEeZCzL2qzJlSAfuWjgwZMgSARYsW0aVLF1YFKE/iS09PLxcKXYMHDybs/mnC7p8u7am8MdQ0tFm9ejWOjo54tvuMyq6tMKpgj5eXF5999hlxcbnqhRWbzz//nB9//BFZdFaF76SkpGInvLZo0YKAgADatWvHvk02TBtnyudf5zQkJUni9r3UPEbIybx585g2bRojRoygTp06mR6i9evXExUVVay5lgW8vLyIj493EEK8GxVlyzDq6upN2rZtWz5lNcswQggGDRqEjak7d8MOkpDyAkmScHdXXsagjVpv3EUjbIQTLo7VSEpKYuvWrcyfPx8T13p5en1jY4vuBXhb1KhRA130ucxJ0qXcXvHyTnKkvI6h4cem9OrVi2qbZmA9thsGHs7Y2NgwdepU9u3bV+Lnbd68Ofb29jwhS7whKSmpQDntgqhfvz6BgYHcuXMHT1rgRSsecZcUKSlHuwRiCQ16VuB4Fy5c4NChQ1y7do1+/frlCKv7+eefizXXssIrz3rjt3lOSZL6S5JkLUmSpiRJtq8bQq88RMpqDAF0zueVvzRiNvL0DAkhTLS0tCyVSTu/p/gYGxtjVdOM9D0Hsa1hTgv9vEPken/4jIwMCVNXexxaO3Bs+hEC5lpQq7oWLXuG8vf+jujp6dG1a1fmzp3LnTvy3Q4zMzMiI4seFvU2qF69OtevXaFVq1YcPdwxs+Cb+ya5R0gRP51gn81zEpJV/PPSiZq4k/UZtQmSX6/Co5QdRfHRWQ41c4wNWQVKFR6een2v5+qffTdNQaSf3OBU1CcyCIrO0d7Fy4/LB7+nR48eXLp0iSdPn2NZuR52Ndpxeve3WFhYvBHBACcnJ/r27cvLqF/oPbAiyYnpDExOJjw8HAMDg4IHyAPFzpeLiwtqFfcwanIyS9fXps/wZyyYYY6djQYfTPLgecwTJk6cmO9YkiQxffp0bty4gb+/PytWrMiRL5SSklLkeZYVtLW1cXZ2Trp586YHcEzVflKqGikhyv9Ostj3jg9lGBsbt27UqFH51GsuBxhX9+TmqV+p6NUB6ZEgPT1dadjQM+kxwVzHHGvq0JjzHEbbzBIb3/48O7yVqlWr4ujoyCeffMKCBQs4c+ZMZt/AwEDq1KnzNi+rUAgheJoYwuDBg7GwsODeMfn9UJmnRoGyY7rXC25jQG5vU35krT2516nXx9DdejabN0re/lyoHTjaYdYjiT2TTtBwQUOCAi+iV9MBo6a1OL1lEXPnzn0j65UQgrlz59LiYGsqS1UQQvD3in+oOLN4im2mpqZER8t/L0cytiOE4PPPP2fR3B9wlKpTUVRm+MbejBkzhoPb9xc43owZM9i3b5/S4sPl3SukwMfHR3/fvn3NgV8K0y/1mR5k5F6z0l6qtjFaVCRJGlIS4+TnGapbvXr1xDeV1/AeMHOuQOipJyQ8i2f9+vUEBwcjSRK///47y5cvJzU1ldBnMo6fTWLXbza4f1iX0NPy5MZ2LfVo1kiPQ4cOMWrUKCpXrsyXX37J+PHjqVpVrp6S185dWaN69eqMGzeO8F92kZFSvnNFXjeY1NU1qdF4GM2bN2f37t006DQbpzrdMLF05unTp1hbWxfbW5MXfn5+nNgh967s/S0Se3t7Vq5UoQBQPig8Nw4ODoBcbvT48ePUdNWi08BQflgZTVhYGAcPHiyw9tXatWsBecx18+bN6dixIwCNGzfGw8ODoKCgYs21rODj46MDeJb2PN51UlJS3P9rIjRvE209efL5xX0L0DOy4scffwTg2rVrzJkzh6dPnyJJEk95QFVq4SrqkoF8w8mwSk30rO2xbT+QRYsWMWTIED777DMcHR1ZuHBh5jmsrKze/oUVEl1dXebOncvGjRuJSggp7emUOBb9WmDcqh5z5szBec0UKs/ww7iZO/b29ly9epXatWu/kfMq5PDjiCJFSiKSMI4ePVoiEQK6urqZRtzs2bOpSk3ucpkwKYTRo0dz8OBBvL298x0jJiaGffv20bix3Gmi+PyDfPPx0aNH70R+nJeXF0KI/H8ZZQghhN+rfycoe6k6Tn7GkIGZmVmxJ/qevKk9rA72rRx4fOQRAwYMoGrVqtSvX59BgwYxbdo0fH19ad//CUP6GaGpKf8i61nIC4hZWciN1I9jjjNFdonIfjE0XN+EhWmJyEYPx9yvP1euXCExsXwo+k6dOhUNMyOi9pwr7amUOLoG5vx5NJURn+9GiKyvXLdB84hJenPCVw0aNCAxPoMbZ+NZ//VTNDU1WbBgAX/++WeRx1Tssk2YMCGzLpaVlRUDehjyOFTGwiVRrFy5ssDK8lFRUQwZMoSqVavSpEkTdHR0MqW43XwfcfHiRXx8fEhKSsp3nPKAhYWFFlB0d9x7VEImk+mampaf+i/lDT0jK6p69EFT2wBNbQM++eQT2rZtS6NGjfj6669xc3Nj2LBhJJGAGXIJfy3k9wHtCvJNFG1TC5b1+oMNQ3ZS6VYNXl534uC6aJq4jEZLQ58LFwqnHlZaODs7s3z5cm4+3VvaU8kTRQ5RYREa6pi2q89Hd66jppPlhXbdPIsL168wNDj/4qRFRQiBFTY84zEPkXuyjh49WiI16JKSkjJl4NXV1bEQldBFn9tcYsaMGSoZeLVq1QLg77//BqBPH3kOsRWVeXj/EQsWLOCPP/4o9lxLG1NTUzIyMopeSfftowhBN8zjpRLv3T6lyG8+a+Eg+Pv789NPP1GnTh20tbWpVKkSjx8/xs3NDbN6V5k1KcsorTXYHdc+NRj3Updz1+yUjivU1dGv5Yb2uYs0aNCA3bt3U7lyHoUGyghCCIyauxN75AopHr6kvCY9mj2krdJRKfP/kX6xOcKJFOFusleVwbMfm7X0gxznzF71O+HVs6qsiTzs7Vi2WkQKue7sgguKcLqs8bPmpCycThnREfcwsnBSqW1RUFNTY+G8nxk2cBht2rRBXV2dTp068fnnn9OrVy/U1AqsuZyLly9fAjB06FCWLl3KL7/IPeku3g8ZPmI8ffr0yfRM5odiQbl06VLmewpluRUzn+DTxZTHQUmcPXuW9+pg73lP6aOQ4T5w4ABt27bF1taW1NRUZDIZkiTRsGFDkpKSqE9LtIQO6jWrYQQ0uaaO9t4UxL7c8tMK9LVNsTF1p3fv3qxdu5a+ffu+pasqOst6/UESkaRcu46GUC06U5nQQvb3sx9TJTxOmfBC9lDtwui0apzIX947+f5TNCoYoWH85tIfj4ccpFatWkRHR/Pjjz9y4MABrl27xpkzZyhOiZcuXbqwdOlSZs6ciba2Ngcy/mLHjh1cunSJ8ePHF9hfkiRCQkL4559/Mr2XBgYGNGvWjKNHj6KFNhVxYrLfDAYOfF9n+20iSdLyV/8WXR2KgqW13/MWWLVqFRs2bODy5cucOnWKQYMG0aBBA1q2bMnsyRUQQmSqomnoaKBrVnCOsJqODmJ+f57VqED1bi0LbF8W0KtuR9KdEJIfPirtqbxxJEni5bObmFXMu55RSTB06FCWL1/OsmXLMDMzo06dOiQlJXH9eu6cKFVo0aIFAKtXr+aff/7J4XkMCAjIDCEoCD8/P+Li4nKECE6ZMiXz/x0GmfPiaVqOfIL3vOc9pU+bNm04fvw4nTt35ujRo0iSxKJFi9DX1yfqRhW0RU6vsI7QUynPxKViCzwq++M/cAiPHz9+U9MvMYQQVKAi97mJJEkFd3gDqJpPVBLEn7uDgYfLGz2Hra0tBw4cYNOmTTg7O5OQkED//v0zN8+KQp06dfjnn3+Ijo7mwIEsefjOnTsza9YslT6bQghevHiRQ7334MGDHD16FIBKOKKGGi94WuR5vqd4CCFshRBbhRDPhRDhQoi/hRC2qvZ/7xkqA2hqajJw4EDatGnD6tWrGTlyJI0bN2bixIlM/zL3LoOXzeMc/8Kr5MdsyL0eAtMOXtwbvJC//vqL3r17v9HrKC5BQxay06IZXfv3wWpYe4yb1c702GRHIVqgQJIkZC8ikUVHk26VjK6rHakh8l2uzKJ22cgseJdtJ0zxRZC9cqBll+/OpEmW2lEMir4ZueakKHCnzEOk8C4lPn2Io50VF/cvzNWmpBkxQi4l7ubmxpkzZzA3N8/08BQWW1tbJEmiSZMmnDx5kmrVqrFr165Cx5G3b9+ey5cvc//+fRShTS4uLjg7O3P25AZOrXhKfEz6O5M39K4ghGgIzAO0gYWSJG0r5Sm9pxRo0qQJTZo0oW7duri7u1OzZk1++uknjFONMXrlrciUj1ay76LMowFgqGuFka41AwcO5OjRo0XyXr8tDmT8RXh4OF26dOHKuVO4S40KfLBWGC9pUioJxJJBOgYYo1UMo0YxpjKvU16eqBzvOcvD6ZR5gxSRD5IkEXP0Fid37crM7XlTeHp64unpSUhICFeuyMWVirMOBAYGsmLFCkaOHEn//v2ZMWMGU6dOLdQYGzZswN/fn23bttG1a1dAHk7m5ORE6n1BPDG8oGA1uve8UVYDvwOKB12/V++1UaVz2b3T/AextLRk6tSpmJiY4OXlxd27d1Xq97ohlB0NI30cFo6g39BBaFmboW6oi31LR9oubc+gc8MYdG5YSU2/ROjUqRN2Xw7m+eq9xJ66kW9bKT2D2BPXCP36e579uJTovft5tmQ7Eb8dejuTLQYvr51m6NChb0SZJy8++OAD1q5di4GBAR4eHoXqGxQUxOXLlzM9QYsWLaJKlSrM+zSNtq3rEXzOsYAR5Aw6N4zWAb6cuHaJtKqW2HdoTHBwMAArV67k119/5cOBRvyzT25cKgy59xQOIcSqVztkSl2AQs4PQoh7QoirQoh6ebR7Xc5pAtAFaAfkX679Pe88w4cPx8vLCz09PRwcHEhMKX6ye1373ly/9AgDnQpoaehhrGdN9Uq+tKk5lXa1Z5TArEsOKysyvEDwAAAgAElEQVQrTpw4QToyrnOODCn/BPp4KYZr0hlOsJsgrhLMTS5wBJlUtoWDku8FIzTUeZsCJZUrV6ZBgwZ8//33hQ49i4uL4+TJk4SHhyNJEsOGDaNGjRo4xtdkzqdf4irq0kat4M3hdrVn0NptMiOGjaOyWT369R5EPQd5rlDTpk0JDg7GHhdikKvYWlCp8Bf6npLCQpKk1ZIkyV691sCr5EUVeO8ZKqM8e/YMa2trvqot33jdHpn7WUWZEZQ9D0aBTpVKOAWMJikoFG07SywfXeDU3BPUGFCT6n3eTFXp4vDgf0u50mIkvr6+pA5Sw8DThehDgdS4m8D9+/epUrMmTZo0Yf/+/SQkJLBq9Wratm2LEIKIiAiqVq2KRvfGqOlqExP1CL1ajgghMne5FN4iWZPcdS2y5xi97lVS1r5pQ3ldskubsuS9453lkdpPmwml46TFRRN37zqDB+8s9O+mONja2hIREYG+fuFjvvv378/FixfR1dVl6dKltGvXjsjISLq2q8CTpzImzIxguwq5xGGXnnFyzjEqTeiHtkNFgvwX0KtXr0wxBoD/fR5Bda99xMbG0qBB0ZKA38Ma4Ccgr8q17QHnV68GwLJX/77Oz0KIi8i9QMlANDAAuUu07BeGec9bIzw8HI0QA9KfyD0OyjxCqqCupkF9xwFEJ4aioa5FWnoyD1+cJTzmFh6O/UtwxiWDpqYmoYmP6NmzJ1dOB1HDpgNxyeE8enEWI6t0TExM8Pb2RkdHh9WrVzN58mRGjhyZGSLcvXt3bm97hC1ViJdi0EALHaGbr1cnOyp5f14RvDgr7+b1dUm7ctbXWbEOKp4nnq//F7POHm918w7kuaVqampoahZOMX/btm188MEHmJmZ4enpmZk3/eRmFHVpynn+xVIqOIJKlp7ChQe/Y2FYBVfrtqiH/Uvgo794/Pgxdnby568T0m5CQ0NZtWoV06ZNK9J1vqdEePFKWU6hYtEfULm2zHvPUBlFU1OTmJiYghuqiIapIYZermhVNMOlhyu+S9sTuOwCz86XzRhXd3d3tm/fzvM1+wga/A1xp28yadIkDhw4gJ+fH8HBwfTo0YOTJ0/i6+ubeZO2sLBgwIABPPrsV+4OmEfI7HXEHrtWyleTk/BTezGt7Y2lpeVbP3dRDCGQq/1VqVKFf//9l8mTJxMeHo6npyf/nkhk1CBjDh4rWLUwMTGRE7OP0Xi2D3puDqTHJYKQe6xex9fXt8yHdZZlJEk6BuQXC9kVWCfJOQOYCCFylXuXJKkbcBnYKYTwB/6H3BDSA7qV/MzfU17R0NBARsl4ONTUNDAzsMdI15oKBo7Us++LpoYuN0J3l8j4JY2uri5//fUXsoxUjtxazJXHf2Oqb8fWrVuZN28exsbGJCUlcf78eSZNmpQjV3Ly5MkEc4Nj0k7OcIDrnC21HCRlJFx/QOrj5xi3Vuo8fqNoa2sX2hAC6NChA5UrV2bt2rWkpqYyZ84cBg4cSASh6AkDjKlANHnV8Mwi+PkJdLVMcbVuC0BCSiS6msbY2uY0pGxsbPj88895X4qmVBkK9AHCXr16vXpPJd7/5cooMQ9aERMTQ1pqBppaJW+zGlQypO5ID66tuQIfl/jwJUKDBg1w/OFjZFHxaFmZ0qFDB0Aua9qvX788+y1atIid5nFo21qQEvqCp9/9hX4tR0pL3TjBPiNLFe/JfeIf3cF50JQCepUtevfuzczNs+kysivVPq5OozaNGP/heJasOkWrpnrI0smzCOOgc8NIT5ER+PMlLGtZYtPQltBQiPz7OBV6NGWFQyyflMI1/cexAbIXSXny6r1cge+SJO0QQuwGRgNbgK8kSTr+erv3/HdpLXoRyGVceDMFU4UQVK/UjuN3lhIaGoqNjc0bOU9x0NfXp659LxJTo9DRMERNTYMaNWpQo0YNWrVqlWe/Ro0aUZcmSEjoYch5DvOEYBxwfYuzl6vJvR79kJEmI3z5LiwHt0VNs/w8LlaoUIE//viDFs3aUtO2A9+e/JHpsyYRRQSJUjxqqCGRd0ijb63pRCc+ITTqKo1dRiCE4GXCYxJTX9LIZUSZzmX7ryJJ0mPkIdxFovx8uv9DhIWFMWR8OHMmmzH7dg9AuViC4r3s4XJ5Va3Pzjnk7dPrWvB82SJkMlmZ3dG403duofvo6OgQ8uUGQP4g/u9hS2yeX+KxvryopyJRVDtbH2W/t9cXBmXSo4rffYWHWSKmeYXHyZLiCd2/kY1rfqVnz56Fvq7Spv4nDTg0YT+psanUGuLOjh07CH+WzLnAZKzM1Tl58iQ+Pj65+oVdfMbhSQcxqWKK0Xg/zoW++j1KEtI7UKSulGgrhMieQLFCkqQVheivLN4l13a0EKILMAW5Su9sYD0wUwgxGpghSVJwIc75nneUIK6igRbWNVuiJnLe90pK8UxH05AKBo6cPHkys8ZLWWPv1cKvVwBnpaw81zr2PXkadQ2HVz9nF5vIFKXYejbzvdcFFLKT3+9emWCCQlQoxT4DSZIIW3KEdh6N2LZg41sPkSsujRs3xrVSG4Kfn8TDsT8//fQTpljwgNvoYcBLnivtl5qayql7K5GlJ1O9Ulu0NV5FU0gSGVI6Qumt8z2ljRDiG2AukATsBdyB/0mStEGV/u/N2zLIvBnVsTRXZ+rYN1v0Vt1AFw0LY1atWvVGz1PaxD+Nw6CSyrW33giyhDge/r0cIxf3cmkIAQg1gec4L66tvYqepT6PjDKIjs2gi/9T3Fy1WLx4cY72q87WpGZDQwJ/vkiNgTVpv7ITmmZZBqVphwbEHr2qNCTkyZMn3Lx5k4yMDDQ1NTPrGb0nk/2SJHlmexXGEAK5Jyh78TFbUKoLOxfwBXoCX0uSFC1J0gRgJvBVUSb+nneL4OBgHhNEXZrkMoRKGhN9W5YsWYJMJnuj5ylNklKj0dVSrVbdm0KSJKJ27SUp6B5r1qwpd4aQAmtjNzTVdbkXfoyKWk2I4CnPCSGGKMJ5kkNVtV3tGdibe2Fn4U56Rho+1cZgbeKWedzMwB51oUl04pNc50lPT+fQIblBO27cODw9Pd/pz2gZpa0kSbFAJ+TrmwswWdXOZdMd8B/m3LlzLN0QR92PPBnxLOuLmJ9iXGHJ7gUx9PZhw4YN76xq19mHlYi+H02QTi20jXKLSyhQJjyRHwqvj/FR+a6RwhuUfSyFTHdaRDSPZ61l+ujxzJw5s1DnKUus9foVvGCH/g76Th6N3bxh1Na9w+5hO9h7OIEqTldztN+5OgI9QzWkKjVJbFqfc6E562NpWZshpcl4sfEw825r8fvvv9O9e3f09fWZNm0ajRs35rfffkMmkzFixAiGDBlSZj2Y5ZB/gDFCiI3IhRNiJElSpg0bA/QDdCFrK1WSpKBX77/nP0xMTAwjR47EAGN0hfJ8xLxktIuCnZkHR04u4smTJzg4OJTYuGWJ2KQwTPWVF0nPLKiajxco++/7dXGFKv/LqtsW9kmjXGMk2GcgZWTwYtPfVJdlsOvK1czSB+WRfde+IiVlJkYGFahq5UNrtyncCTvMs+hrpKfLCAkJwcxMvukcnxxBeMwtbM3q4WDRUKkBaKJnw62n+zl79ix9+/bF19cXBwcHdu/ezYkTJ0hISODgwYPcunWLP//8kwEDBrztS/4vo0gu6wD8IUnSy8IY8e+fLMoY48aNo9Ygd2r0dyu4cQmQcCkQt9ZtSU1NRUtL662c822SIUsHDTVEKcX4ZiSlEPLlBkx86zNr1qxSmUNJ4+vrS0rf56THJKBrq4f3p0048cUx/vrrrxztXoan0aCtCZ/2eMn0q7kLBcccu4a6iQFIEtOnTwfgxo0sOfWAgAD+z955h0dVfH/4nU3vIYWQ0AKhl4TepIgIIiogSBMsNFGxgAgiYkEREfihKIqIFKWIIAhfOkgH6TWhhFCSkJBGSNuUTbI7vz+W3bRN3zTY93nus7v3zp2ZvVvmzpxzPsfGpvAEwybyIoT4E3gScBNChAGf83CwkFL+AuxEO2jcBFKA0flU9SJaVZ4MtCpyJkzoWbt2LTExMbSjZ7m0F514A0dHRxwdHQsvXEVRazIwN7MuvGAZEbdrDxmRURy47I+9fcXE2RoTKysr3B0aEJN4A2/3TjSq0ZPohEDqenTEz89PX+6Ln4cwbOBeGnh0M1hPhjqVyIRreFVrSadOWlW+X3/NMshPmDABW1tb/XdTpVKV4bsyYYBtQojraN3k3hZCuANpRT3Z5CZXiRi6awQXrl2g6cvlMxECsKpbhz/+WY2VlRVz587l5s2b5dZ2eZB6JRibRrUR5nkD+8uD6D/2YdOwFq4D8q7CVVUsLS1x7tOOiMVbkFLi1akmzvWcc0xkAByczYmPyV9dKj0sBuderVEnapXodu/ezaxZs3jqqafw9/enbdu2esU9d3d3zM3N6b/2RVq84kvtbnXoPrtnpVJdqkxIKUdIKT2llBZSylpSyuVSyl8eToR4qCI3UUrpI6VsKaU8m08996WUPz481ySlbUJPb8UQPpv4JZrL1piL8llXtbZ0Ij1FgbtbdXr16sWePXvQPEJxhxkZGSSkhFPN1rBlqKxJu3UH5ckzeIx7/ZGYCOmo7dKGOzEnSFHFYaYwp0GN7sQlh+Qo4+rqiiozfw8RrfuiE3XdtBkIZs+ezW+//UafPn1YunQpixcvBtBPhvr3709MTAy+tQfgYu9NA4/uJU52bqJwpJTTgc5AOyllBtpFvgFFPd9kGapEBG6+jntLD05eylqt0OWxMURBeYaKIqQAMGBOfaA+f3Rcwf79+1m4cCE9e/Zkzpw5+Pj4FO8NVEKSTkVg6Vk/x/UoyCWuoHK5A05vvzeFroMXAOB1OOum3D5IOwFIVsUSGxdCUFAQTk5OJX8TlZDIjYdo1qwZRw4qsGlcG5VHHT744AOGDx+ud2VLa9OGbQtPkdm3RR6xj/R797G5cJfly79g9uzZHAf69u2rr79Fi6y8TbNmzUJKSVhYGNtGbcGpnjMtXvXl1Lz/uDboGs2aNSMhIYG4uDjq1q1bZf3bTZioSqTKZGKJogUdjeoKVxAudnXo2uhNzt75kwMHDhAXF8cHH3zAV199xaBBg8qlD2XJjRs3EEKBtYVxLF/ZBRT2aTbmSDRa47v/cpSVUnKXg6z5c2mBaq1VkRM3V/D557VZuXg7zWo+i62lM7HKO5w/f542bbSS4S1btiRTrSJWeQdXe20ScZ1ghZQabpzaSv/BvenZszVHx8HMmVn6NTNnztSPe0uWLGHQoEHY2trStWtX/MPO09SrL1EJ15k3bx5z585FrVYTHByMp6cntra25Xw1Hl2klHHZnicDyUU912QZqkxoIDlKiTopqdybHrR1KDeff4anN/TlusMN2jzVhudW9icjo3Jnxi4M25YtSL54GalWF164mLSc8l2+x9IyEjkX/BcfffTRIzcRAm0erHHjxhG/7xwAHmOfxdEuno3La6OOaAiAZ3sv7GrYEbzvdp7zE/+7yuDBg+nduzenL57mhbUDsXKyonPnziiVOSehn332GZ9//jm1atWi0/QupMWlce9kGOlJ6by7exK1PhqGax0vGrRqgb1vfbznv0GTTYW7JOZupzKhUAnsQhQGN8t402TPRMUjH4oPKjFePryi4lt7AL2aTcU941msrroyYvBImosOREcbVgirKjRt2hQzhQVxyaGFFy4m2SdCuZFScp3zaJBVVuCnMMaPH09kwjUy1elUs6uDT/Xu9Gs7gJ5Cmy7t+TZf0KjGU9yMOpLn3PTURBJj77BixQpmTVtC4xpP4+ncAhsbG44cOUK3blmudT4+Ply6dAkbGxuWL1+Os20tIuIDSEqLZuWSf+jR5D3cHL1p3qQVzq6eNGo3nM4D5hTa/7S0tEp9P2Z7z/B4ZRteNaYZJstQJSLWoynxNy8ijxzD5blngZILJ9wcuhSA5idG6vcZshbp6lfdtUcIsLC1oNnLLbi8/CLHZh2h5kc1efrppzEzM+Ott96iS5eq5e4VvvAHevtf4zks+LGAvAKGrk3ufdktRTqZ7QRvrfudUzZpbWVDZyweHGfs0yOZMmVKqfpfmRk7diyfzfmMZopGbOx4ga2fu/HeJzEoFDBsPPzRaQVTu07l6tmf6VXzFo18LPm/Jha4VDPj3W3ReHs/x86dO3Gs68SZhadQJaiwtbXVJ4aNiIjg7NmzJCcns2LFCry9vXHr7o6lvSV39mgnWLf33CLyRAS1Zo7Cun4N4nad4d7//Q0KwV+ZzRgyZIjBnBBRUVHUqFGDPn36sHPnToP5kUyYMJE/lg+TE5zjMM/QtVR1Zbdg5A76z75P37Z51mq6q/DASlpzlTM0atSITp064ebmRps2bXj//fer1G9boVCwZNn3/Pjjj2jSahdLna8o1rnsZbJf39dXD+SDD45w73ZoiZKcVgVq1apFNbULIVd34y0a4yUdCUBFAKcBrSy6v78/vXv35rb//3DBA+EvsBdOpMsHWGGOubk5EQlX8HHvSkR8AE5OWQlYMzMzOXDgADY2NixatAi1Ws0LL7xAzWqtuBK+HYBYZTCX727Bxa4uDeq/SqRbEsEBO7l9aSvTpsXz8ccf5ytY8fTTT3P8+HFCQkKoU8d4glqVASHECrQqcNFSyhYP980HXgDSgVvAaCllfFn1oWpM2R4TLKs7o7C1wrV/s4rth70lI4+8ysANgzl58iS9e/emQ4cOvPjii/z0008V2rfiIoRgyZIlzJkzB1VYeLm0qUpN4NKlS3z11Vfl0l5F4ebmRvORLTk1T+tuMaCvPa+85EDAtXR9mbFjx+LXzIoZc2IZ/kYE9TsEM+3LGH5emUDHjh3x9PQk9up9Is9F4NLYlf379+slSZcsWUL//v2ZOXMm+/btY9myZWx/ZSuNX2oKgGfHmiSGJOD28lPYNKyJMDPD5flO+Cx5nxpvPs+CBQto0qQJS5YsyRNbVL16debOncvevXsZNWpUOV0xEyYeHfamb6Qa7tSnYscrgPb0pBeDCQ8PZ9y4cfTu3ZstW7bw7LPPkpxcZE+ZSsGoUaNwcXHhZtThcmvzzz//ZM6cOY9UnJAhGtCCEAJJkylYCWua0CaHZbNJkyZMmzaNWKI4yyHOcZgL8ijnOIwlVigUChTCjMDIfwFo1qyZXlI7ODiYZ555ht69e7Np0ya2bNnC2LFj9S6PdlZuVLOrjUKY0cCjO0IIHFzq0LL7m7Tu/SFxcXH4+Pjw9ttvExUVlafvS5dqF7jr1q1LSkpKWV+q8mYV0DfXvn1ACymlL3AD+NjQiUKINgVtRe2AaTJUiYhavgv3V3pj6eVa0V3BzEprNPS27cvCgHh+Dc7E+YU3mDt3LuvXr6/g3hWPhg0bsnDhQu6v+6tcknxGh5ylX79+ODtXbK6I8qDZyBYkBMezbI12QAkITMe3WZYqYZMmTZj9sRvXj9Xl1mlv9m6oyf6jqQC0bduWdu3aUd3PA4AHgbEA/PLLLwBMmTKFHTt28N9//5GWlsbNmzdp934HfPo1wMbdlrggbTCqzFCjyciZ08GuZX2SPn6O+h82ZOaiT2n1RhteOz1Wf1wIof981q9fbxJiMGGimKxduxaJxJsmFd0VFMIMIQQDHV7n+z+DWfa/GNSuz3ExMJaXX365SuV8USgUrFmzhvC4SySmGlK7Ny6pMpnDhw8zcuTIwgtXcWyFAzWpx1XOoZaZKEnAniw3dgsLCz744ANa0ZXuvEBXtInaJZKa1AegoUcPffkTJ07w1ltvAdCgQQO2bdvGtWvXSE1NJS0tjW+//RYHazdqVmuFKlNJYkoEDjYepGbkdC21snHi2oPG+HSayJa9l6nfqBWdB+RM41azZk398x07dhj3wlQwUsojwINc+/ZKKXU/3JNoc+EZ4v8K2BYUtQ8mN7lKhDoiDZsHdTA/5ojKQHbooqBz7Wpwd0KRyn/tuwWArTW1E+jsbnlXOq/NUdbSyYUN27fTr18/vv32W6ZOnVpldPRHjRrFlAUfUidlJwc7G7AQddY+NNiQdd1yi1HU/TzLX/fGOO3no8s3pMv/oJFqIgIP8+nmC0Z/D5WRNU+sIujQJ/Tt3Rxzc4iMyqSWV043C0WNG+jWGzt5woVnc9ahCtaqX3br1o2jR49y/Phx3nnnHZycnOjXr5++nI+PD2e+f5h5PRrOnTvH1atXmbHsEyL3n8DlnWFY+3jpywsh8GhVg17f9eGflzay+8udXLt2DX9/f4YNG6Yv99prr/Hyyy/TpUsX3n33XeNdHBMmHmFiYmKwwd4oiVYNuXgZ2pfdtaswhMKMBm2GgOYE9erV4+mnn2bZsmVVIleZu7s7Dap342bUEdp4D8tzXBfYD1ljj6E8Q0UhhBtMmjTpsUhjsE+zkYyMDMaPH8//ft+JO15Yk1fAYL/clG8dA19vzZWvd/Liiy/yzz//kJmZiZQSIQTPP/98jrLTpk1j2jTt8wcPHnDgwAEmz1zCiTurqNX4KWrSI0d5Kxsn6vkOIPDUH0TcPkFaWhr/+9//WLhwIadOace+Vq1akZqaSvv27Tlz5kwpr0i54S2EyK5Y+msxE4WPAf4ydEBKaRRdf5NlqBJhV8uHhMDKfRM96o8DOA9+j9havvrcMFUBIQTevesT/l/e7NHGJDElAmsLRxo3Lh91pcpAw4YN2fK7J1M+v8+5yyomTo9m1jRXku80QEpJWlrBUv/9+vVj2LBhbNmyhZ49exZpQpKcnEy7du0IDw/nqQW9aTyoCTHrDhgsa+NqQ+NBTfHz82PSpEk5JkLTp09n1apVnDp1ivfee8+UG8KEiSLSo0cPorhbqa2qCoU5sebdcG8ynJMnT3LixImK7lKRqeHcnAfKENSasrVqxRKV4z/xUcfCwoLly5cjkdwkgBjC8RC1eUJovbQKG6/8/Pzw9fVlzpw5TJ8+nZkzZxZJwXTQoEEMGTKEus2fxa/n+9y9vp/0tLzZCoQQePp05V7QYQYPHsywYcP0E6F27dqxe/dunJycOHv2LAcOGB7zKiHBUsp22bYiT4SEEJ8AmcDaIpRtIYQYKoR4VbcVtR3TZKgSseSdW8iQU/zYdaFeicMYWNVW5isnvTW2DVtj27CyzlFW1jmK6q69fssPhYUljg19SUhIIDIy0ih9LA9+Hv4jyeeUtPxmPH7z32JLsp1+06G7Voaul7Khs37LjcdvEXj8FkH12YmkW8UTGFj0FcxHgZY9QtiwcRcaDbzxihNr/k6i83N3eeqpp7CxseHFF1/M95qsW7eO9evX4+LiwoEDB4ok0hEWpp3Udu/end87LGfbR1vJuHVXL+Gt43R4HU6H1yHzhQE8ePCAxMREvvzySwYMGMD+/fv55ptvAPSP9vb2+Pv7V+obPBMmKgO1atXCwtWNi62jSWrgZPB/EbQWi9xbeWPr6EHv3r2r1GRo/5UF+DSsx/0rx/TXTTf+2AfF67fc1zT7dTZr0ThfS5HumIWNA3v27Cmvt1UpMDMzIyL1LhrU2GCPI878xx5GjBiBjY0Nfn5+rF692uC5Q4YM4dKlSzRp0oRvvvmmyLHBhw8fpl27dhzb9CFnd8/BoVptlHFaLxXdZ6nDyd0Hj7od2LlzJ7///jsDBgxg7ty5HDt2DA8PD55++mkAhg0bxqRJkx7Z8UoI8RpaYYWRspA3KYT4HPjx4dYTmAf0L2pbpslQJeKl5x1Y+3MNXn0nslxiW0qDEAp8fX3x9/ev6K4UmXbt2lGrVi1SI0MKL1xCqvlUw9bDjtBQ40ujVnZat27NoOfsmTHnPl3aW5OcIqlbty4XL17E29ub4cOHs2DBAhIStP7SpfkDb9y4MQkJCfqJ06ZNm1CYK3LUKdVqEg5e5P5fh1AnpSItzLj3XBM+/fRTtmzZwlNPPaUvO3ToUFauXElmZiYDBw5EoVBw9+7dEvfPhIlHHS8vL+oPe4+kO9dJiLlV0d3RY/PPKYP7W7VqVaXGK4B33nmHaMpW+MfTuTmXLl0q0zYqI9bW1ixdupR47pNAHI5UIyIigs2bN7Nw4UImTpzIxx9/zIULWd46pRmzMjIyOHToEABBQUEkJ0QgcimdKuPCuOO/ncTYO2RmpFC9bnt+3RrNli1b+Oijj7Cy0io42tnZcfz4cV555RUWLVqEQqHId/JWVRFC9AU+AvpLKYuiGPES0AuIlFKOBvzgoeRlETBNhioRiho36PdyOPUadCH14LEccs3FpSALR3Z0FiEdN4cu1W8NNkygwYYJOAWr9VvNfbH6LTIyEi8vrwJqr3x06dIFzdU7OAWrGWiXrN90FqLsljHdpruO93oI/abb12ZYAG2GBeRoIyU6JUfS0McFd3d3/t6WyKHDF2jaegavjZnJ8ePHGTRoEP7+/ly8eJFPP/0UPz8/du7ciY2NDUIIpkyZgp+fH40aNdK7G2zatIlRo0bRpEmTfJVzdJm+lUol06ZNQxWXxsGX9lE/4RwdaoaSvnwd6qMneNGxISEzllPjrReIWrbTYF1CCF5//XU0Gg179+4FwNvbm7Fjxxosb8KECbj60wx+XvANIVd2IqU0aB3SWSCybzrK2lqU/T+7qo5XCTnjyoEsLwVD1y37dS7KtU3LSHosxyuAN954g+joaL5d8RXTZk/BwcGB0aNHM3v2bIQQfPvtt3To0IHVq1fTv39/FAoF06ZNo3Xr1nTt2hUhBLt37+b69et88sknVK9eXa8ulxtzc3N92ojZs2eDJo3Akyt5ppVWUCgm6SbXjv7GyIEduH7yD5yqNyQ+6gbKOMOu/V26dGHhwoWoVCp8fX159dVXad++vd5roiohhPgTOAE0FkKECSHGAosBB2CfEOKiEOKXQqpJlVJqgEwhhCMQDQ9VL4pA5Y8kfAxZtGgRHbs8iUe9ThXdlXxJz0zh7t27+Pj4VHRXikVoaCjmFmUbKGrvaU9AQACenp5l2hUNkPoAACAASURBVE5lRAiBr68vvr6+AHz66adcvXqVO3fu8Morr7BhwwZ69+7NkCFD9PE5mzdvJjg4GIAJEyYwePBgNm/eDMCTTz6JtbV1gW1aW1uzatUq7OzsiImJ4c0pb+Le0oPIc/fou/Q5fh3+K7/v+geFnTWq0GhGjx7NypUr8+2/j48P27Zt46uvvmLFihUsXrz4sQguNmGiJIwZM4b3pnxKfPQNqnlU3ljJ06dPM2DAgIruRrEIDQ3FnLLN+2Nj4URAQEDhBR9R3N3dGT16tP51dHQ0ly5dQqlUsn37diwsLAgKCmLbtm0AHDp0iIsXLwJQrVo1AgICePbZLFWgouQAmjhxIv369aNZs2a0b/MEDjbVSc9MxsvZl3nz5rFhZwCx9wJwr9OGSwcXkZAwK9/k7ZaWlhw/fpyXX36Zbdu28ffffzNp0qTSXJJyR0o5wsDu5cWs5qwQwhlYBpwDlPAwiVQRKGgypKnM2W4fZVq1aoW1nSux9/xR0LCiu2OQwMj9jBkzptAb1cqGu7s76ltlK1da58m6bNy4kd69e5dpO1UBIQTNmzenefPmgFa5DWDEiBGYm5vTvn177ty5w+TJk1m4cCFvvvkmmzdvpn379qxatYpmzQrPYWJubs5LL72kf70+YyPxt+No9GJjtg7XTqqqv/4Mkb9sx6FLc1atWoWvry+TJ0/Ot86jR49y+rT2fzQ+Pr5Uk6H09HQNFJDx14RREEJI05hV/ggh8PLpSsTNY5V2MpR6I4izZ8+yZs2aiu5KsXB3d0dN2QooVHdszM6da0lOTtZbLh5nqlevrh+7X3zxRUArqjB69Gi9axpAamoq165do00brRLvxo0bGTRokMEk37np0KEDHTp0AKCjz+skpt7TToaqaRcRPX2e4MK/C7GupU3AWqtWLWJjY7G0tDRYX2hoKNu2bcPCwoIbN26U/M2jdecDqlwQkpTy7YdPfxFC7AYcpZSXi3p+QZOh61evXn00UxFXAZy79CD01D5qhLbKV6kkuwtcbsGD7K8XPKcdAD5hYJ46dOIBH+7ISjypq1cn4HCvR9Z9nNUoCxL/u0LM2jB90HlVYtiwYaz9ayQ1G/bAb/5b+v2z3v4j33NyX1u7EAWEaF20jtbV3qxn/ywyWjuxbvKvzJ07FxcXF2N2/5HBw0ObW+jy5cvMnz+fJk20uUqqVavGyy+/zOLFiw1m4o6MjMTBwaHAQfv3/isYP3486z5Zp99396s1rKi3gk2bNrGTKyxbtqzAydDs2bPp06cPTz/9NH/++ScffPBBSd8qp0+fVgLXSlyBiSJha2t7JyAgoHn2WDAT5UPGiDYkfrmb4IaReFMDIEdAeH4UJp9dXJloHbq4oUZBjUnPTOHEzXVs3f53lUsq2rlzZzItJMq6jjjZeOqvaX5iFVCw/LghSW4bS0e6dOnC8uXLee+994zU80cLa2tr6tWrR7169bCxseHo0aNYWFigVCrp1q0bX375JU8++WSe89LS0oiNjc2RIyg3h6//wLRp0/TjDcCJrZ/g79+f+fPns/qG1hU8KChIv6iYm2bNmnHz5k3atGnDkiVL+Omnn4qkcGcIf39/zM3Nr5fo5ApECLFfStkLQEoZnHtfYRQ0hb2dkpIiw8PLNnjPhGEcfJojMzNJvZr/d7IgxbeyQkpJzNr9eL7dv8oNLABPPPEEqUn3y7SNGru9UGVInn31h3zLaCq5QEZ5YW9vz6xZsxgxQmsl/+abb1i7dq3BidBfV/3w9PTE3t6eI1trEx/kw6nddfJcy6YTX2Lr1q00+ymnq8CYMWPYsWMHkZGReqtPflhYWNCrVy82bNhA165dS/z+pJScPXvWEjAc1V2GCCH6CiEChRA3hRDTDRyvI4Q4KIS4IIS4LIToZ6ieqkJaWtqhU6dOVbkVzUcBhaUFjj27E7/XcLxERRIaew5X+/r06dOnortSbMzMzHCyrUmKKm/cUGnIPVG9vD2Qxe8X7JVkGrO0DB48mO+//x4zMzO6devGkSNHDE6EAHw8O1CrVi3q+b5Ax+e/oE3vqcTExOQo063x28yfP5/XhuRccGvZsiV//PEHaWlp3L17N9+JkL4tHx+OHTvG77//XuKJEMCJEycyEhIS/i1xBeWMEMJaCOECuAkhqgkhXB5u3kCRgwTztQxJKaWrq+v5EydOdMvugmKifAhYOIWNneswb948LGMaIYSCez3y/4IbEkrQyQx/cjmvRaig83XJVv2OaS0n2SW+lUciaeDswZVPVhTtjVQyTp06hbW9KwDJ2RLbDrRLBuCTXIlWgTwS59nPa/RbHJB3pU6jUSMUZgb7oFKpsLa2ZvPmzXozvImCOX/+PJ+NvYm9kxkd/SwZOj6C6PtqpIStW7fTv79WQbPx+pnE7zmLwtaKzNi8ORwgyypVFIYMGVKqft+6dQuNRpMKZSwJlQshhBnwE9AbCAPOCCH+J6W8mq3YTGCDlHKJEKIZsBPwLs9+GpOUlJQj+/fvf+Xjjz92rOi+PG7cfm8KyjET8PHxIapFFNbuXkBeK0RB6P5D7TGeq126/1Uy64awZcffRquzPElPTycxNZJ6btr44dzjTG4xivzQldNZzHJLM2nQIApYG584cSJnzpwpdBHJhJaUlBQa1uxEXPJdbCycib0XQLD/dgBGjLjAv/9mzTVC7p/CXGFFpibdYF1WVlbUqlWrSO22bNmSli1blqrv+/fvT1Wr1VVHgx4mAJPQTnzOZ9ufiHYMLBIFOjfGx8dv27dvnykLYQUxePBgzM3NiQ45V9FdAUCtSiVs9zq90kpVIzMzkzfffJM6Tct+hVChMMtXHl0XfPnzzz+XeT8eBUYde52OXTvSfUA1Zq9vyJ71NQm/VI/ff/TAzcUsh4hHSsAdzJzscOzhR3qEcVdTS8LBgwexsLA4XFiOhDKgA3BTSnlbSpkOrAdyR49LQDdxcALulWP/yoLD//33n5VaXXIVThMlx97ens8//5yIg/9UmrwnQVymZcuWtGvXrqK7UiK+/fZb7K1ccbQpWzEegUDmE9ao0WjYsWMHZ86c4d69qv4XUfZ0HbwAnxa9SM9MoWXt/jzRaAK+PSbSuvdUHFzq0qlTljCWWq0mKuE6jTyfMrr1ryQolUoCAwOt0Sq7VQmklIuklPWAD6WU9bJtflLKxUWtp0A1OY1Gc2D37t2fUgytbhPGQ6FQMGnSJMZ8MB3rJzvR6LdYAMJ7u+rLZNbWPuqsQKfDs5RMBriez/G4NbZNnmPZ9+UmuwXELkRBSkQo5vZODBo0qDRvq8LYt28fzs7OKLu0IQGwqm3YcgDQrVPWAvr5EK3saJbUeZbFJ/tnkb2MJjMdhVnekLv79+/TqVMnpk+fzqpVq0r2Rh5xwsPDmTFjBvHx8VhPtOfCknNU9/Ng6Zu2gJrRod2RGsm277bg/ZJfDveBhCPB2LfpSFpIKJn31ajVaszMDFvoyoNdu3Ylx8fHb6+ApmsC2RMlhQEdc5X5AtgrhHgXsAOeLp+ulQ1SyihnZ+foCxcu1K6qN79VnTfeeIN3Jk0iwf4+wttdv98+qPBz87NalIYo7rJgwQ4j1lh+aDQaFi9eTGPPQaVefCxMXluDGjMM/082b96cBw8e0L17d65cuVLl5MnLGo1GwzfffMPhw4eZNGkSCfdvcz/8Mi17TMTCoTqpD8vFRVwlIz2Fzz//XH/uE43HYWlhj5W5AxnqVEJDQ4ukRldWHDt2DHt7+2uxsbGphZeudCwVQrwHdH/4+hCwVEpZJFWdwmQvLsbExBASUnZJKk0UTN++fVHFxZAclpXUrua+2HzL6yZFhtBNgIp7ng6FubnBG/yqwsGDB+nXr3zCIoTCDI06p9lbSsmPP/5I+/btmTp1KikpKZVmBbWyEBoaSosWLThw4AC2trbsGrudoC2BBPyecz3mxj/XMbcx5+zPOd02MiIisajhgTAzR3nmHJs2bTJa37Zv316g6EJu1Go1+/btMwP2Ga0TWfQRQpzNtr2R67ihu6fcX7YRwCopZS2gH7BaCFGlc89lZmZu27Vrlym4oYIwNzfHrrUfCfsPoqxT8RY6M8yxsKiaY9bVq1dxdHTEzsq18MKlRKBAbWAaev78ee7du8epU6dwcHDIN+fb44qUktdee42ZM2fSuXNnhg0bRsCRJXi3eA5bh+r6culpiYQFHqBJx1dyfB+VaTHYW7lhZW6HKlOZQ+K7tCiVSnr16sWDB0W3OG3fvj09KSnJeINm+fIz0Pbho+75kqKeXODAJ6VUW1pa7t2xo2qurDwKODk5UbvfK4RuW8XdBxcq9ObZ3M6BzJSkCmu/tCxes5EVl8o+dEMZF4aZhTXmlrb6ffHx8dRq1IP53y1Fuj1Du6fGkJiYyP37ZSvmUJUYeeQ1fHv4UX9kA5yGTOaSmy8NXmiI3/jWODnmXLU0tzYnQ5nOrVtZiwT3798n/V4kljW9cB81nP5j3dl41HjqSOPGjeP7778vcvlTp05hZmYWKaUsfKUhF2YqmSPZcfbNOk4DsFdK2S7b9muuKsKA2tle1yKvG9xYYAOAlPIEYA24FbevlYnk5OR//vrrr4IzTZsoU1wG9ic9/B7Rq1ajTqvYBWZLrImKiqrQPpSUpxdPJ7qmbeEFS4mUkjhicMApx75//vmHzm274J3YnDeafciOHTsICiqCie8xok6zPmzZcZi6875mtasjNZu/iFeDbji5N8hRTggFQqEgOT7n/Ues8jZONl442XrRucFY/jt6jr6+M43StzNnznDgwAGuXSuakKmUkk2bNqVnZGRsK0l79uGGxyuHsLJdmxJC6Dzc2kspX5NSHni4jQbaF7WeQpOuJiQkbFi/fn2ft99+26GknTVROu78vYRr196jQ5sniVXeoalnH2p8pzV736qr9T89TV7T6uc/vwrklI3WWYf0ggGXs87TWYf0ktPZ3OScgtWkKiUivWouumZkZJAWfRfbmvUNymg3PzEyx+uVdY4C0GDDBP11SK6rXWz3Opx3BS3BW3uzHldL4h57kW/nfKFPfPbzzz8zdepUbJx9aPbEWKxsnHASWmurm1uVvvc0Ghs3bmTd0D9wqudMutXLCMDM0prUri88LKEV9dB9TtKvNtZP29OzZ09OnDhBnTp1aDLxJRyeaIJdCzO+9l3HdwcyaNPDeLH0U6dO5cMPP0RKWajbyrp16xg/fjxqtboiXOQAzgANhRD10Io3DAdezlUmFOgFrBJCNEU7GYqhanPk5s2bFhEREY9l0uPKQMjHn5I2eSpTpkxh2ab51Jg4gMxZ9QAwP5b1e9S5FOvEFVJfzPLi1LnMlRaB1kJbFUm9fhfb5t4oI4smRKG7froyhbnG6QjnNo1a+3D23GEAbt++TY8ePYgPS6IxrakuavJARgPQq1eRVIofeUJCQmju15nkhAja9f2EWCut54LFE61xoTXWwTm/cxZW9jR/4g2SQv7H8uXLGTt2LEFBQcQqQ2he63kAVJnJ2FkZLxWHLjYpNbXwBYnAwEAGDx7MgwcPBHDJaJ0oH04DbQC1EMJHSnkLQAhRn2J43RbFJWLn6dOnLYtjajNhfJo2bUr0g2BsLJz4L2gZETKn62JBMtu6SVFpyUxPxdyy5MknK5KkpCSEmQUK87wuE0VR2ysMKSUJgRcJ+v1bPD09effddwHtJGzKtM+o22o4TTq9irVtNaSUpKSksGvXriopRGFs+i59jqFDhwLQ+4dninSOEIJq/TqS0sqXeg0b4z14AvG7TuP6Yle+9t0CgLm5IDbCeEk4Bw4cyIwZMwq0ziqVShYuXMjIkSNJSUlBpVKtNFoHioGUMhN4B9iDNsfRBinlFSHEl0KI/g+LTQHGCyEuAX8Cr1eA0INRkVKmW1tb7968eXNFd+Wxxtramp9++onqY54l4od/uPfDP2hUGWR2zT9OsyiKc8UlgwymdvvS6PWWB2plKmaOZWcZSpZJXJL/kVInlvXr1+vHoqd9nicjTNCRp/EQWhWzBGIZPnw4rVu3LrP+VBXqLfyWeg0bkpwQQe2mvbGyzT/nU3bsnL1IHdSfCePepKHw5Ym2z+Ht1gFzhTaRqkKYkZaRyO7Ls43STxsbG2bMmIG3t3eB5Xbt2sXw4cO5cuUKQoh9VXAM0N1EfQgcFEIcEkIcAg6gHeOKRKGWISml0sXF5dA///zzzNixY0vUUxPGwcbGhjsxJzh37hyd2nXGTFrgM+mk/vit7zvlKJ/9w9Xd8OtuFEeHdgMMxwplF07QkeBtRqImGRyq5mTIyckJTXoaXntjWBistS4c+UnrWTTwoZS4IW4OXap/3mDDBACDie8Sdu7EyTySVZs3kD3p461bt5BSUs2jid56lJEUz4MHD+jbt6+R3l3V5bXTYwn8+xrNR7WEO52IWNmI5IdJfg3Jxbuu0SZb1cnM12rSh5gkc8J2rsHtlZ5Y1nDRT/7v3f6ba/eNt9Lm4+PD119/XWCZcePG8ddff/Hss89y7NixqKSkpAtG60AxkVLuRCuXnX3fZ9meXwWeKO9+lTUJCQmrVq5c2WvixIkmie0KJmzOOpQzlPh0a4Bm/UbaT+nEf3V9Aai5T/s/ml2EpsZ3/xmtbSklGagwp2rGDJnZWaNWpur/67wOywKTrerILVFuyEKUKOO47XaJadOm8e6772Jtba0/FkskjfDDvGUT/b6422d49VXjLKpWdVIDg7D08qSOexdcvVrmSHmSnMuLRJd6A+DGuGpYUZO29MCfk9hJD+q6ddB/PkLGAsZbvAMKHa/27Nmjj6OuU6eOMjQ0dL5RO1A+uAshdEmalqJVuEpG6+nQGjhYlEqKFCwbFxf36y+//FJ1g0UeMdq2bUsrnuAqZ1DJtHJrN+VeMLY165dbe8bkudafU82uDncf5C8iUVLCAg9wP+wCBw8ezDERAhj5vtYwkN0ClHj7ij7T9OPOjc3XuX8lBru4wTh7NDJY5koBk1UA9/ZP0fTt2VR7tkOO/alRYaz7ouiCB8agW7duvPTSS7i5uaVnZGSsrIKrbI8Ce65cuWIWHBxc0f0wgVZy+9r+qyjDkgjcVH6J7VNIwgxzrKiaC3i2LesRv/dcvikaSkqifMAljvPLL78wderUHBMh0MpsZyc9M5XE1EieeOKRWzcpNrW/+IT76zfg1LMH1eu0xczcskjn3RiXlUTcUVTjCfEsbeuNwEyRNVFPJA5H8iYbL0s8PT3p378/33zzDQ8ePEgFThZ6UuXDDLAHHNDaAMTD1+YP9xWJoioHbb9y5Yq4c+dOcTtpooxwFm4440ZcAS7+hiw8pUFmZqCwKNqPvzLS0ONJ7sYadzIUces4UcGnadH9bdzd3fMct7J1IT0tEXVmlrJcwrVzjBw5Mk/ZxwW1Ws3Fixf57rvvuLD0PL0WPYOFlZ3R23Fq3IoxY8YQHl4y0YySzGMmTpzI2rVr2bJliyYtLe23EjVsolRIKVUWFhbrV61aVTWDRR5BXFxcaDy4CRFn8uapKUgdtTSoUWOGeZV1RXbq2Qp1Ugrp9yKMVmeyTOQSJ2iEH4MHDzZYxhYHlGS5M0YlXOPFwf1xdHx8Da0hISFs27aN6GUrcezeFbvWfkZvoxrViSWK1atXl+h8KWWxxyxfX1+2bt1KaGhoekZGxq9SyqoYFB4hpfxSSjnL0FbUSgp1kwOtH7aDg8PaZcuWjZ0zZ06RzjFRtuzTbGTevHlEREQQsCgMyDLJZnc7aDMsACherqHsOXaOnmwGQJKXCuuoW2zdutXYb6Vc2H15NpmZmVSvXh1VagJWNk56t7cFz63Rl9NdC52AQnZyX18pJTH79nPm5H+0aNHCYLspiZGYW9joJclVcdGkx8fyzDNFi415lPD39+fff/9lzZo1REdH0717dzw/fZ1A8xqoeuS9YdHFwTVnZNbrHtrPodFDUSOdS8gH87TWo4XTRqKLmXRy7Ua3zs0YPHgwJ08Wf8FLoVDw/vvvF0tBDmDbtm2YmZld1wVymih/kpKSlixZsmT4p59+aleReaZMZLF+9DqaL2jOUx2vIITgKM30x+wehsDqRACMIaAQSSjj3h9d7N9vZeH64Fm8czCWDRH+OHZ2QpsKrOgYco+7yy3em/oO8+bNM3yOWk0S8dSgtv78cHmKea/lFR161ImLi2Pbtm38+++/bN26lTZt2uAyqANOPVshhJLYUdpy+SXhVN2111uEvA5nTVKyC4VAljujE3Dxr+9p0aIF7du3p0mTJhSHKVOm8MMPPxATE0O1akW3MKWmprJ69WqNSqVaUawGKw9GWe0ock4JpVK56Oeff85IT08vvLCJcqF169acP5/X0lEWK22p1wNp2LAhbdu2NXrd5YW5uTnPPfccseGXi31uvz5D8+wTQlCrhoq4288aPCczM5NbFzZRs1EP/epk/NVzODVpXWVzXxSXroMX0HngN3g16Eabzk/w+U/LSbFoQe12Ezn/UiOs69Uocd1F8Z/fczaTc+eL/3kD1K5dm0WLFhn8jRXE/PnzkxISEr4tUaMmjIKU8pxKpbq7a9euiu6KiYfUqFEDS0tLkiO1SqbZF93KgnDuMGVKkeOnKyUDBgwg8XiA0VJqmDVvxB8bj9B18AKDxxcvXgyACx4ApMgkUkl+rBbv6i1aQI03xuBerzZvzf+c7Q/u4/Th+4S8+DzOT7U2qqUxt2jI5GFrsbeszu3bt4tdl6enJ2q1mi+/LJ5gyF9//YW5ufkZKWXxG60cGEXisMhWHinltWrVqgVs2rSp/YgRI4zRtolS0qhRI27fvk0Tquc5ppMt1Vl/PtwxSn8suyUEIGqcVoI2ZFbeG3TdgHXu3Dnq1m2T53hVY+LEifzd/Rl81E3wQuvWNnBosv74QLucFiG95HY2Y+uVzll5vMZHWrP0jwS69ScPx44dw7FaNHPWhfJlUDJSSuLXnqXmh0OM94YqORf+/T9SEiNxbOhHw9enY2Zlo/9uqu5qv292IYo8f0Q6F0+diIIhtcTsA8mvLz6n3UdOcQsLawcyM1K5ePEirVq1Klbfv/jiC8aOHcv777/P0aN5LYWGuHr1Kv7+/hoppUnOrIJJTEycu2DBgsXPP/98/lKbJsqVRo0aceaSDXaavKkgwHiS2kqZgAY1NWvWNEp9FUWvXr2Q6ZkknwvCwrtdoeWdskk657ZAADg9uEvIlR9o0OYlg+dP+/gLGnUbQZq7Dzb/nCKCUDyojbn54+EQ5DX5XSK+X4y5mxs1pw3Ftmld/dhjSNCnIHTlzY85kuCd85hTcP4evJkaFcuXLy92gvjXX3+dadOm8f333zN16lS8vLwKPUdKybx585Li4+Or7OKdlNIoUtfFyjYeHx8/+6uvvlKaYoIrBy4uLsTFZamVFDWvQH7U/TynkolUq7l3OpzzP50laEsgn376aanqrwx06tQJCzMblGnGS6diY214pejevXt4N7HBykb7M0u7GY4wU2BV//HIf6JUKrUTIdd61HnhtRwToZKSXZ2nKCgU2kG8JJKwo0ePZvLkycUalObOnZumVqt/kFKaTOgVjJTyrzNnzqgDAgIquismHuLi4sL3LQysHBmJFKkkRN7gMidoiC8KRbFucSodCoUC5z5tSb540yj1WVoXHE+enpaIg0tdQHujHEUYNXLkbn60id2oXcOq+dEUbJvWLZM2ChsD3R0asnnzZmJji+fh4+7uzr///ssLL7yAlVV+zns5OXr0KGFhYUnA7mI1ZmSEECuEENFCiIBs+1yEEPuEEEEPH8tUXaK40/3tYWFh8QcPHrTPrZplovyxt7dHpVKhkWoUQusXn2Xd0Vo7sluEdCsVuoSrW5Ltcp2TJbUd4x9N3G/3eZCezoBnX8Dvt5n4+PiU6fspLxo1r8UPS95i8lxtkjld7FB2Ge3c0uO62CkAOmc9VakkLZoYFpXw8fHh0nFbFk4biSvQub4zVqPfZPagL4z3Zioxv/32G6729WnnNQIeum7qvmuGLD26HCS6Y3YhCgjRBu26PhxAdD7Y2SXlzVo0zlFPdvc5M3NL6jTrS3pa/vlN8kMIwcKFC4tcPiIigo0bN6JSqX4odmMmjI6UMs3a2nrhnDlzpq9bt65qSoo9Yri4uGhv8h7mmtYtbpR2IU8l0+g8rRkrV65k8ODB1KkznPfff7+03a0UfNKqH0FBQfxrIEdT9iS2uTGUAiI1KRobB498z7G1cEZcvY29dXWSGrrgpqrGqeD9peh91SE4OJjMhDh8fp2MhZtKv7+4FqHc6MY13WelS7Ghfe6aJ6zB270j4XGXihX3o6NXr17FSow7a9as5OTk5K+klBUtNrMKWAxkD06bDuyXUs4VQkx/+PqjsupAsZZNpJSalJSUL2bOnFm6b4cJoyCEwNXVlTX3fipVPbrcQzoCVl/m8IyDDBs2jLNnzzJ79myGDHl0XLtsbW1RKkv2FdZNmKSU7D6QzP6jKbT1szZY1srKCp04i0adyerVqx8rFbmpUz6miWfBEuJ2IYX/BRW0kpZ7ImQIF8/mxIZfRqVSFVq2NMybNy/d3Nz8Dynl/TJtyESRUalUi7ds2SJNMtuVA1dXVwwlcC/K7zg/lDKBU+xjzbwNXLp0iSVLlvDxxx9ja1t2CUvLk9KMV9lRpcRx79YxHKrV4timDw2WUSjM9WNW2IOLjBw5ssqq8RWXRYsW4dyrNRZuTkavu6BJa26szB2wtarG9u3bjd6P7Fy8eJGTJ09majSa38u0oSIgpTwC5P5jGADo+vY7MLAs+1BsG7Jarf7D398/pag+9CbKFjc3N+7fz//eq7irGjEB0Vz76yr9lj/PpEmTHsk/wrp161Kam6MHcWr6vXyPDz6LYcm86vTqZnjQrV+/PhmqJILObeDCv/Pp3r07TZs2LXG7VYmEhAQyNWlYmlf8DYmdUw0UNVzwnlJ2K8VRUVEsXbpUo1Qqq2a6+0eUydiHBQAAIABJREFUh/7ki2fNmlV+CdlM5Eth41VxkVLiz0ka4Esz0Q5Pz0fPBbm04xVA2I1DXDzwPXZOntRvNSjfco42NbgesY+zd/4kzSyEt956q1TtViWWHdmBmXPFhxcKIahZzY/x736Zr9CFMZgxY0ZyZmbml1LK1DJrpHR4SCkjAB4+5g2ONyLFjoqTUmaYm5vPmDp16qITJ07YPYo3y1UJDw8PIiKy8hAYWoH4+m2t5VEnG60XBSDLKqR7XPxRKF9/PJvJz5dvssrypHnz5vj7+wM5Awz95mv/+LPnZ9JZLnSips1PjCR281ESg5PxnvcGA4fkf+/r6OjIzRtX+b//+z8GDdJOhh4XnJ21rhlhnW2pHp/lpuG6RusmoPvj0V1ruxAF5sccc1x73fPMrlq3Tp37XHYXOZ17jW5lWSd7rstkf+v7TgBoTmQgLMsuR9bXX3+dbmZmtlpKWbKkRibKjNTU1G/Xr1//zsyZj46rb1XFw8ODy5cvo7qrjeG7MS5LdlgnMWzIZU73+859LI4YBGYEaE49kgt3kDVeufNknmO5XbByq5MBWFwNI+T6Dro2eouj138usK3gqLP8+OOPKBQK3nzzzTwJWR9Vdu3aRfL5IIS5AgZ0MUqd2V3sVdnGOcjpEn5jXLUcY1rqix1JleYoUizzteCVlvPnz3P48OGM9PT0JYWXNgreQoiz2V7/KqX8tZzaLhIlii5Uq9W/X7lyJW737gqNuTIBBB64w/vPTDdafULwyMs+N2nShKCgoBKfLzUSqzrVuV7AREhHnTp1WLRoET169HhkB+uCsHRyzfdYUZICF8WyWZiLTdrtO0hVGla1axVaV0kIDg7mt99+UyuVys/KpAETpUJK+UAIsWDq1KkpFd2Xx5316RvZc2mvUWW1FYhH+r/V09OT9PR01MqSLeDrRGSsLQoWTwDt2P/BBx8wadKkx2YiBHDkyBEAqo/uW8E9AalRExl8GteavmXWxnvvvZeckZExsxytQsFSynbZtqJMhKKEEJ4ADx+jy7KDJdJLlFJmmpmZvfvuu++uCQwMNCW1q0CssSWVZP0NYc19sfkGqZ8ONyxnmp16zWy4cuWK8TtaiejQoQNjxoyhtWdjLMys9Qk8dcH52dEFN+osDh1qhvLvnUCav9Co3PpbFanu2JgaTk1xCMl/wpN9lSyzNriuscMpOGcZm3+04jKRk7vo/6wiJ3fRW35yow9GbdGY8N6u2IVA0rEruDTpxJ3J00rzlvJl2rRpqcB3UsrIMmnARKlJTU2dt2fPnvfOnj1r265d4RLFJsoGuxr2JEfkXODQy2kXsKihEwGwySUM6Eg1lBRfHKUqIYSgU6dOBJy9gdOTfvr92cd33X+jznKmk9W2D4rnftIt3B0aYqZ4tBc5S8NqeQe71g2w9ChctMCQ+E/uFBDZJ/u65+f/0iZmzy0UBDll0FMSIgCJk1vZWLH37t3L5cuX4zMyMiqVZcYA/wNeA+Y+fNxalo2VWHdSo9FsjYmJCVy2bJlJZ7sCySAdS6yKpMaTWyjBEIkPMglTbTJG1yotXl5eDB06lKDIQ8U+NzlKyf0rMVRvXfJkoY8DmWoVwkBi6OxKOsagMKuQlBqUoTewqV42+UZOnDjBjh070lJTU+eWSQMmjIKUMjk9PX3aG2+8kWxKDVFxzKw9HatqBVsciiOmkI4KMx79xdjPPvuMmNX70KQVT7FfSklkwlVc7b3LpmOPCJoUFSgqxrqocxPVER8ViJ1TTY5vnmr0tjIyMpgwYUJycnLyO1LKjMLPKB+EEH8CJ4DGQogwIcRYtJOg3kKIIKD3w9dlRokzaUkppRBizEcffXRi6NChNi4uLsbsl4kiMmrGENbN0U5edNYL82PaYzo/1U8u5xXh0Pmz6uKIAFQJKv5dG8Lx48fLssuVgi+++ILly+rR2LMXXNUmXu7WSet3rVvByS15maFM5H8j9zHvy2+Z1HdS+Xa4CtF18AJwtCPV05bca2g6Zbh7PbINPA9XyO710L7UxxAExUOLxqgDAqnx3X/6+B/Im1BQt7qsu5FSNnTGKVjN3Wv7sJQ23Nls/EUwtVrN2LFjk1Uq1ftSyiRj1m2Wpjbo/w9gGVs0LQAhRF9gEWAG/CalzDOYCCGGAl8AErgkpXy5hF2u9GRmZq64efPmB2vXrm0yatSowk8wYXRsbGxIitFw5ERTdJ5thiY/uWOE8kvG6vWSPZ+0mFE2na1EdO3aFat6NUg6fR2n7nndp3Qux5GTtfEuTsFqpJRcTNpHYz8Pdu36Bzs7uzznmdBiEeyMeJD3dtiQFUiHIRduq9pKVHft9ak4dFah0+F1oGuitr679g/HuLyLMimJkYTdOETLHm+X8J0UzOLFizUPHjy4pNFojG5lsQtJws4qb1yuWXrhllsp5Yh8DhVdJ7yUlCojmZTykkajWffhhx+alHoqiL59+/KgEFfKgn7Q2Qn/7+5jo3j2ep/FONt6EZVwvcjnRB7eilPTNkyaZJoIFYSUksT7t/XJ+4pD7lWykpYBSIy9Q8TtEzRqP6JMYgp+/fVXGR4eHqRWq9cYvfJSIoQwA34CngWaASOEEM1ylWkIfAw8IaVsDjzSX2wppTopKWn0e++9lxIfb3iiaaJsady4McJMQUZ0VtJrQ+7JRUEt1ezZs4d3333XWN2r1Dj18CPh4MUil4+PCiQx9g67d+82TYQKoOWU70gOu4V1x6J7exQllrW4cXEaTSaBp9fg3eI5zu+dV6xzi8K9e/f49NNPVYmJieOkyTyehxJbhnQolcoP//rrr0Fjxoyx7tq1qzH6ZKIYuLq6kkE6Usocyly6R92+3MlDT5MVP/S17xaklHy17zZjxi4qz+5XGLsvz2bz5jbMnz8fhfNTCCGIGqc9VpO8mZ8VG4/gapHApf1HyrmnVY+dK9+gVq0vcQsXQHyOpH86vA5LveVDSkmyKhZVZhLS3A4H65wKmrpV4twJGnOsKGd7Ht7bFU1mJrePbcWj5wuc2fmVMd8eoB1Ypk6dmpacnDyqkg4sHYCbUsrbAEKI9WjzNmQfoccDP0kp4wCklGUaoFoZkFKedHR03DBlypThy5cvf3wixCsRCjs7NMpkyD/3Z4Fu37rffVScP20btOVx8Uq5NWcNderUQRV+H6uabnniVLJz3y2Z1LP7+Gfj6kcm31JZ4f9/kxkw4BAXk11yKJpa1VbmO+nJTEgmPfw+Mj0T25b1SL+XpeKrO0cXo53788m+mKdzG3cKVnMv6CiW1o5Ur1s2MY0TJkxIkVL+KKW8ViYNVHFKZRkCkFLGp6WljR81alRyWprJQFTe6Kw4ScTp5RmLotKV+we6e8194u5nPFZJQQcMGEBgYCCqzII9nGKSbhGp+o/Nmzdjb1/xeQgqO5GRkWSqtH8thiZCAKnKGMLjLhMY8S9HA3/iXPB6bkcf5+zttVwO3UJ6pmHhL4MToVxIqSF8z59YOrnh1LRtKd+Nofol48ePT5FS/iClrKxqIzWBu9lehz3cl51GQCMhxHEhxMmHbnWPPElJSZPXr1+fqlOQMlG+zBg7juSLl0pVR0p6PIGR+5kzZ46RelX5sba2ZtiwYShPFnwvm5maTPDmpYwfP56+fR+Ln3SpiYyMRGGd/6RRo0on6eRVYjcfI2TmSm5P/IGY1f8StWIXIdN/I/X6DSCvxaggr5zsE6HYe1e4d/MoPm2GlEms0JYtWzh06FBcSkrKF0av/BGh1JMhAI1GszkuLu7wjBkzihfdZ6LUCCF464MJhbrK6cjPdLtrzX0mflMHyzLMxVLZiI6OJi4uDgszG4PHpZSEx10i4O7/2LJlC35+fgbLmcjJwoULqeHU3OCx1KQYrh5fzuVDPxGTGISZwpLWdYfQvfFE2tcfRacGY0hMi+RK+E4AQmPPci8+wGBdButPj+fOhp/ITFFSq+8IAhZ+YJT3lJ0///yTo0ePRlfwwNJHCHE22/ZGruOG/AJzW7DMgYbAk8AI4DchhOHZ6yPEwwW814YPH56iVBYvKbWJ0jNw4EBSA28UWKYwEYXI+CvUcGpK586djdm1Ss+VK1cQ1vmrwqXFRhK88WccvJvwySeflGPPqi7Hjx/nwvUgbD298xyTag1RK/dw681FPPjfCTLjknAZ0IUGKz6k7jdj8V4wAcfuLYlc8itSrSYjOp573xVdgEpqNAQH7OTWhY007Tyas7u+NuI703L//n1Gjx6dqlQqh0spTRaLfCi1mxzoxRReX7p0adCgQYMsTe5y5YubmxsZaIVBdC5yuV3mzoe00Es6pgbdxMLNjW6d7gHw679emGU8YNJz/uXd9QrF3d0dAIFASsmD5BDuJ91E5WRBemoCSXGh+LVoxOnt/5kmQkVk+vTprFqxlicajkcdEIjK/z6xRCHRoMCMCEL4dM4nvPPOOzg45M170dd3Jj7Vu3H3wXkCwrYTHncJb7dO4KwVtTB7KKigDgjMI6KgSokj4Oh6Zn02jSlTplAWkv/h4eG8+eabqUlJSYMreGDZK6UsKMo2DKid7XUt4J6BMicfqgrdEUIEop0cnTFqTysharV6m5OT07ZJkyYN/O2336wquj+PE25ubmhSc/50boyrlicWUJeENS0jkWRVLM7B2rXWDP9rhHGGLXs2l0+HKxHp6elw1RJzJ0dSm9wl4cBFNFdVCAsLlHeu42im4f9mfcFbb731SOdeMhanTp2iX79+eDfqR7UwQWz1JFI3nyOFOMwcHFCFhKJJTSHw3KV8EzbXC/8WYXGApFNniP3rbwC8Jg8GsixFrmvyxmw53sng1oXNpCpjCAu9TfXq1fOUKS1SSsaMGZOakZGxTEp5zOgNPEIYZTIEIKWMMTMze+Wll15af/36dVtdBnoTZY/2ps9w2EJyXY1+QqQjeuUfaJJT2LfTixptPQk9FMKXH816rKxCgP5m+cTNFWSo0zA3s6KGU1Msre0xs7Cmet12nDq+3DSoFINt27bhal+PpLRobsujKInHi3oIFGjQ0BBfPv744wLrSMtIJC45lLhkbZxbQ48nC203PS0R/yNL8GrQjWnTSpdPKCoqinbt2rF3794cYiJqtZqhQ4emqNXq/5NSni9VI2XPGaChEKIeEA4MB3IrxW1BaxFaJYRwQ+s2d7tce1mBJCYmTli/fv1T/fv3d+/fv39Fd+exwczMDKkp3JVbR3xKOJdCN6MQ5tSRPmSSiQVW9OnTpwx7WTnp2LEjxxcuRBkSSFp8BI7dWmLtUpPM5CSqtezErZ3rTDFCxeDMmTNkZGRgbedKcMBOIoL/w7GBL2b13VErlVjX9yZkzZ8Fuserk1OQGRn6iZDbiJ45jhuaCEkpsyZCty8aXBgsDsOGDcPX1zePNXDlypXy4MGDUcnJyR+VqoHHAKNNhkC72ubg4LDutddeG7llyxYb001k+ZCSkoLiYa6FGt/9R+TkLtiFKGgzTOtedLp2zmSrtWZMI/LnX4k4G4nSyptZ42fw5ptvlnu/KxohBGlpafz000+0bduWHj3+n737Dq+qSB84/p1bctN7QiD0FlB6B6VYKKKoiILKUlxcAcuuLKKuvWBdrLsrYGFVVNRVEH4KCkpTkC4ECCGhJSSEJKTd3uf3x01CQhJIIKTAfJ7nPiTnnvKey82Z887MmRla3yE1euvWrWPKlCmcOpXCc7OeZPLkyYSFhVV7+x8T53L8+HFatjz9ndVoyrfwaIsnVAVff2uHtYD9mz4itlVfjuy58BFDN2zYQEZGBq+99hoff/xx6fJXXnnFvW/fvgNWq/X5Cz7IRSaldAshHgR+wje09iIp5X4hxAvADinliuL3RgghkgAPMEdKWXH0kEuUlLJICHHrpEmTfk5KSgqIj784c1Ep5VmtVlpGnx4AoGRwn11plU9p0CS0E225giMyCQ8ebpoxnGeffbZug24g3njjDUaMGEFqairTp09Hr1cTqV6IBx98kJMnT7J69WpGXNWFx1bMJyGh+vNcAaQ99RxTUo+yePFiAEJll9JnhSob+bSwlSBr3XKslgxyjhy44ERISsnXX3/N119/zSOPPILB4GvoTk5O5q9//avNYrHcpLrHnVutPDNUltlsfmjt2rUn5s+fX/2qH+WCvLN1MwWjmld7fW1wMNET70QTEEDIgP7MmjULjabWvwqNgsFg4O9//7tKhGpJbGwsq1atYvv27Tz00EM1SoRKtGjRAq/XS6uxfwHA5an6Ou522YoTod6kJ/103nGXderUKcDXnafExo0beeWVV6xGo/FWKaWnVg50kUkpV0opO0op20kpXype9kxxIoT0+buU8gopZVcp5Zf1G3Hdk1Judrlcr956661Wl6vBzEF4SZs6+g2yM6se2rykoqOEEIK24gpCiECPH/Pnzycu7vKd9HrkyJE8+OCDKhGqJXPnzmXbtm0sWrSoxokQ+L6fn376Kenp6eiCQrGdPF7lukWttWRvWoUtO4M24++/4EQIirtOFitJhKxWK2PGjLE6nc5HGvAgPw1KrbYMAUgp7UKIUXPmzPmjd+/ewf379z/3RsoFsSYlY2geD/huPOPe2gzA4WO+z17XunzNug6gVTMCr+iE4+ixugtUUapJCIHWEIBfeDT2hCY4hCg3+k7IEScuu4nUPcuY+qfbeO+992rt2Js3+/5+Vq1axc0330z79u259dZbbXa7fbyUMqPWDqQ0CDabbW5KSso1s2fPHvTuu+9eXn2F60GR9QQ2V2Fpi1DJEMRcbUT3m2+I4gqjUHboT8ucSNL2r6rLUBWl2u7825fohB8t08MIL54GAk4n926bBdO+/QRlH+JA4o5ylW0XouyomNu3b6d169Y89NBD9uzs7JUul2tBrRzkMnBRmgOklIfsdvvEm266yXry5MmLcQilDEPzeEQltUQls3aHHatYke3MPIH1wEH8O3a46PEpSk11nf0WHocNjcvLqYzdZGqOsO/Nv3Py1+/JOLiWHavmsmfd24y+rhfz5s2rteM2f+Juvlq5nICE5iQlJTF06FBGjhxpczgc8zweT+00PSkNipTSazQab1u0aFH+kiVL6jucS97Hy59Bq9GTNc030VBJUnQ2bpedk0e3EB7bgavH1d7fu6LUJo/LxinzEUy2bH5LWcBPe1/CnJ7C4S/eJuWjucTlpfL111/XWiLU/6bnufm2iUQ29Y3e2q9fP+699175ww8/nDCZTFMa6Bx4DVKttwyV8Hg8K4KCgt4eNWrUw1u2bAn091fz210scZ2u5cgX75Ax/TGaL0wETg9NWjKxZXAqpJxcx9HczURGRqLX6/n3668zc+bMeotbUaqy941ZeL1eliwZyocffsihLb7ar1Pb1zLo5ptZ9b9t5QY3uFB2u52mN1+NaesBYu8Zhf1QJp6jOQwaNMi1c+fOX9X8DJc2KWWBEGLUvffeu7l9+/aBffv2re+QLlk9e/Yk1BtOxr7VNKXyUTqLWmux557g0OJ56EMj0DisTJgwgTfeeKPWbiQVpTZtWjqHxMSRzJ8/n88++4wWbZqTnJyHd9tKPv3XG4wdO7ZWRzhN6DeRtH0riWreHb1fENEhLlq1asXPP/9sslqtw6WUlU/Wp1Tqoj4oYrVanz569Oi6KVOm2FWCevGkfPQS+uBQnMb8s64X4h9LgF843ZpMJisrSyVCSoOm0WiYOHEi69at4/jx47hcLnbt2sXy5ctrNRHyer10+tdfKVyzk7gZY8j9/Gfu6zKMBx54wLtz58604mG01TOQlzgp5R673T5x1KhRtowM1RvyYoqmKSYqPjdUMv0DgF+kb6jhFjdOxmQy8cknn6hESGnQunXrxvz58zGZTBw4cIC9e/eSnJzM7bffXmuJkLd4JMajif9HeJMEnLZC2sc5mDFjBlu2bLFZrdZbpJSXzaigteWiJkPF3Q/Gr1q16siTTz6pnk69iER0CObAotLfS+ZiAXB5bOxOX4rRlo3NWcjqPa+r4aKVRsHtdjNhwgQmT57Mfffdx3PPPUdtVazk5OTQtGlTtFotA3eZADDOX8miN/9N7969WbhwYaHJZLpOSqlm5rxMeDye72w224vDhg2zFhUVnXsD5bw8+9mj2JoFcvi1zqXPDPWLT6dffDqWVl4ykn8iM+knAgMDmTumvxosQGk0Pv74Y4YMGcITTzzB9OnTSU5OrpX9Sil57bXX0Gq13H777bgcJrKPbeWGa7qxcOFCXn/9davD4fiblHJ9rRzwMnPRusmVkFJahRDXvPvuu7tbt24dd99996m78Itgzvg7mbfiO1Jeup2OTyaWLvfsO4i7YxzZRQfQawNYvHixKliURuP3339n586dCFM8h3M34a8PqZVEvtXYeznx87e4zb7a6S+//JKuXbuybNkyTpw4wahRoyxWq/U6KeW5H2hQLik2m+3V7OzstqNHj7577dq1gSUjNCm1Z8CAARTmpGA1ZgMV53Cx7kvCmX6coJ7dueWWW+o+QEU5D1JKnn/+eTz+Hdj70bcU5qQQERFxwfvNzMykS+/riv9e4NtvvwXgiy++YMyYMQwYMMBqNBrfdjgcH1zwwS5TdTKespQyx2KxDJ01a1bRN998UxeHvOz0798f6+5E0p94pkLNeYBfGG1jrsLlsXHo0KF6ilBRam7hwoW4CiPJMaUS5BdJ/7aTL2h/GRkZRHYdQMaqL9AHh6INCObzzz8nPT2dxMRETCYTo0ePttnt9rFSyt21dBpKIyKllGazeca+ffs2jh8/3ubxNIqR1BuVtm3b4nE7+OPneVj3H6vwftRY3yS4lj/2qElElUZjzZo1nDxlwet1YypIJ6H/JFq3bn3e+3M6nSxcuJA27TrhspuRXjdNWvfj8OHDOBwObrvtNkaNGmVNT09fZrVan6q9M7n81NnkMlLKVKvVes2UKVPMP/2kBmWqbQMHDiz92UHFeVmC/WMIDWjKxq9V1w+l8fj8889Jz9uO0ZZFv3aTWHfgnRrvw+v10nXITGJb9aZVqzaY01LwuhwYImLJPHqIu+++mxYtWpCSksI111xjs9vtkz0ez5qLcDpKIyGl9BiNxlvXrVv3xz333KOeea1lQghGjRoFgGmrr7a7pLvc4AFJGFq2QBgMxD2knmtVGo+1a9diN+eSmbKO9r3uIHnLp+e1n6NHj9K6y2hCwmJ44MG/AeD1uunYbyInj26lbdu2aDQabrvtNtvevXvXqZHjLlydzrQppdxttVpHjRs3zrJ27dq6PPQlLyIiggkTJgBgxVTuPc++gziPp9OpawvWJr1VH+EpynlJTEwkOTkZKSW/7H+jRttKKVm5ciW9evXiyJ7v8LgcIATXXdWfN+fNoyBpO02a+Ib3PXToEIMGDbJZrdaHXC5XvTdfS5ut9Lm/M1/enFP1Hd5lQUrpMJlMI7/77ruUGTNmONS9Ru3661//CsDNQb+VLtuW2ZJtmS3RNylEOhxsf/SJ+gpPUWps9uzZbNiwAbfbfV6JUFpaGlOnTqVjp66YC08ghAa9IYT7Z0zj8ME/2LfRN21Q8bO0tl9//XWH0Wgc1xAmAvekHK28zDp4uFrbCyFmCSH2CyH2CSGWCCHqdAjqi/7M0JmklJuEEDfefPPNP/zf//1f0DXXXFPXIVyShmvu4Jg8SBNaEE75EXeKZD4H+YNm29rUU3SKcn66du16Xtvl5eUxbdo0Dh48iDekN9HNm5J1+DcS+v2JVasWlVv38OHDDBw40GY2m//ucDg+qo24lUuDlNIshBi8ZMmS34QQHefPn29Qg8/Ujv/yKYEBgtefjmFoyunlUkrS/vER+qaR6vlWpVGJiYkhJibmvLZ99913eeGFFwiI6UmH3uM5suc7IppeQdqBdfj5nZ4L2uPxcNddd9l//vnnnSaTaYSU0lFb8dcXIUQ88FfgCimlTQjxNXAn8HFdxVCnLUMlpJQbLBbLTWPGjLGoLnO1x4sHJ3ZcOMstd2AjkBBak1BPkSlK3VqwYAHLly+nZ8+eFKX/TNc2Wg6nJpG0uXwidODAAfr3728zmUyz7Xa7mq1bqUBKaTSZTIO/+OKL1GnTpjnUM0S1w213Y3PCwJfGoPsttPx7p4qInTyc2NjYeopOUepOeno6f/vb32jatCnxYSZsWev46ov/knV4U7lEyOl0Mm7cONvq1at3Go3GEVLKis9ENF46IEAIoQMCgRN1efB6SYYApJTrLRbLyNtuu828bNmy+grjkrHG+z/CicKGhWOUH8oxhmbE0YItrOG1116rpwgVpe48/vjjrFmzhu7du7N+/Xq+//57WrRoUW6d3bt3M3DgQFtRUdH9drt9fj2FqjQCUsoik8k06Jtvvtl711132d1ud32H1Ojpg/yIH9SCtGUflhv0RwhB86f+RO5nvxDQOq7WhtJXlIaqZcuWHDt2jEmTJvGPf/yDQ4cOVRhF0WazceONN1rXrl27yWg0Xi+ltNVTuLVOSpkJzAPSgSygSEq5ui5jEPV9oRFC9AoMDFz79ttvh/7lL39R/Q8uwHDNHWyX62jHlUSKijVqB+ROvEhOyKP1EJ1SE/n5+eTk5NC+fXt0ujrvzXrJ27BhAzfddJPNbrdPcblc/6vveMoSQuhCiXD1E9dV+v4RmcQRksZKKb+r49Aue0KIwJCQkJX9+/fvu3z58kA10tmFGfiPq8jdm4N3xAzAN3hCiew/TvLz337CZrKp7nINnNfrJSkpifj4+FoZSlopr7CwkJEjR1oPHDiwxmQy3SGlbFDzdgohvhjIyLuCREiF92zSwiZW/QGUnbj8fSnl+2W2jwC+BSYAhcD/gG+klJ9d3MhPq7eWoRJSyl1Wq7XfrFmzcl544QV3fSdnjdka7/+IIJpsKs6e7pVeMjlKR7rVQ2RKTbVt25bOnTszc6YaTam2ffPNN4wePdpitVrHNLRESGnYpJRWk8k0fOvWrT8MGjTIeuqUGsziQsR2b0IsUuO0AAAgAElEQVTm75l47RV7+xxcmkzvh/qqRKgRWLhwIV27diUyMhLVjbR2ZWRk0KdPH2tSUtJik8l0W0NLhKrpmJSyT5nX+2e8fz1wVEqZW3x+S4FBdRlgvSdDAFLKFIvF0vOf//zn0alTp9pdrsb4f90wtCKBHDIolHnllqeTSjBhrJfL6ykypSZuuOEGJk+ezGOPPVbfoVwypJT885//9EyZMqXAarVe7fF4fqnvmC4mIcQoIcRBIcQhIcTjZ1nvdiGEFEL0qcv4GisppctkMk04dOjQwp49e1pTU1PrO6RGa/mdS/Hr0p6i9Svwa24qHU3ut53BpG86wXt3/ru+Q1SqISIighEjRvD555+j1WrrO5xLxp49e+jZs6ctKyvrJbPZPFNK6T33Vo1SOjBACBEofCPUXAccqMsAGkQyBCClzDKbzb2WLVu2ediwYdaCgoL6DqlRWi+XcwV9SGQz3jJ/N148GAiotNbm5ZdfRgiBVqtl69atdRmuUoUlS5bwySef0L59+/oO5ZLgcrmYNm2a/YUXXjhmtVp7XOoTqgohtMB/gBuAK4C7hBBXVLJeCL5RfNQffg0UT8z69+zs7L/36dPHtmHDhvoOqdGKvWcUlt2HsOw6nVRKjxcElXa52r17N9HR0QghmDt3bl2GqlThzjvv5KeffuLuu++u71AuGd9//z1XXXWVtaCg4B6LxfLypTyPkJRyK/ANsAvYiy83ObP16KJqMMkQ+IYxNZlMIxITEz/u1q2bNSkp6dwbKRX84f2NW+64mT+CdpLbwvf3o0FHHie54ooK90OlBYrX68VeSXcFRWnMcnNzGTx4sPWbb7753Ww295RSptd3THWgH3BISnlESukEvgRuqWS9F4HXoZKZmpVzcjqdC81m85jRo0eb5s+f772E71cumtSpr/PxvH/R7Y9Ccl78BbHWgHZnMF6znXbt2nFmV8T9+/eTl+fr+ZCfn18fISvKRSOl5OWXX3ZPmDChwGKxXOt2u7+q75jqgpTyWSllJyllFynlpLoeMrzeB1Coil6vn2owGN5bvHhxwNixY+s7nEbH5XLRrFkzTp06hU5jwO11EEgILpy07DmGJq37smnpowBYrVYA/P390WgaVH6sKBdk586d3HDDDVar1fqexWJ5vCFMTncu1RxAYT6+hKfEmQ+k3g6MklLeW/z7JKC/lPLBMuv0BJ6SUo4TQqwHHpFS7qj9M7r0CSHaBwcHrxk3blzcwoUL/Q0GQ32H1Oi8//77TJ8+vdyygKatICqYmIkTSHv8acB3s5ifn094eLjqkqVcUsxmMxMnTrStW7fuiMlkGiWlrPgAeANUjQEUlkkpb6uH0Kqtwd75ulyujy0Wy9BJkyadmjVrllM9R1Qzer2e7OxsWtMJt9eXYEdFdqDzsPs4eeR3Ni97jEmTJmE0GgkMDCQwMFAlQsolQ0rJggUL5JAhQywFBQVTzWbznMaQCNXA6nM8kFrZyJylNV9CCA3wFjD7YgZ5uZBSHjKbzd2WLVu2rlevXpajR9WInTV13333le+mrdEQ9Ze70YWGkP6PZ/Bv3ZKNGzcihCAqKkolQsolJSkpia5du1rXrVv3nclk6tNYEqFLRYO++5VSbrdYLJ0XLVr0+4ABAywZGeq7URMajYaj8gDDuIWOdKfIlsX+TR9Qck/42Wef4XQ6z7EXRWlczGYzEyZMsM+ZM+eY1WrtfZmOGJcBlJ1YqTnlJ7ELAboA64UQx4ABwAo1iML5k1KajEbjjYcPH362W7dutuXL1WA1NdWvXz8Svn2W5k//iZA2ncl6/V0cab5erY6046h7AOVS9Omnn8p+/fpZMzIyHjIajXdfYpOpNgoNtptcWUIITUBAwFM6ne7xTz75RHWbuwCnTp1iz5499OnTh7CwsPoOR1Fq1Y4dOxg7dqy1qKhouclkuldKaa3vmGqqNuYZKp7FOwXfqDyZwHbgbinl/irWX4/qJldrhBADg4KClv/pT38KfeuttwwBAQH1HVKj5Ha72b59O+Hh4XTu3Lm+w1GUWmU0GrnvvvtsP/zwwymz2XyTlDKxvmM6H6qbXB2RUnqtVusLJpPp2kmTJmX/+c9/tpvN5voOq1GKjo7muuuuU4mQcknxeDy88sornqFDh5qzsrKmFdeuNbpEqLZIKd3Ag8BP+IYo/VpKuV8I8YIQ4ub6je7SJ6X83WKxdFyyZMnqLl26WBMTG+U9Tr3T6XQMHDhQJULKJef333+nU6dO1pUrV/7PbDZ3bqyJ0KWiUSRDJaSUWywWS8dvv/12RUJCgvW3336r75AURalnhw4dom/fvpZXX311l9Vq7eJ2u7+s75gaAinlSillRyllOynlS8XLnpFSrqhk3WGqVah2SSkLjUbjLenp6Q8MHDjQ/NJLL3ncbnd9h6UoSj1yOBw8+uijruuvv96YnZ09yWg0TpFSWuo7rsudrr4DqCkppRGYoNVqbxk5cuQnt99+e+Bdd92l983TpCjK5SQxMdH73HPPOTwezzMOh+PtS2VSurN1XpZnfVdpSIrnBvlYCLH29ddf/+qrr77qOmfOnKDY2Nj6Dk1RlDpmsVh47LHHLDk5OZutVuskKWV2fcdUWySVF72NpbxqFM8MVUUIER0ZGfmcRqNRD/0qymXI7XbnFhYWPiKlPFjfsdSmSBErO9GTIBFabrmUkm2sxURB3KVUkF4OhBAaPz+/aRERERM9Ho9/fcejKErdklLKwsLC9zwez2eX0iSqQog/t6HTR+1ElwrvHZUHOMz+B6SU79VDaNXWqJMhRVGUS1FvMVSe4ChdRP9yy0/KdIwUkCZTVFO4oiiKUu+EEPpgwp29GYJe+JUud0sXO1iPmSL/up5EtaYa1TNDiqIol4OdcoNwYMcijaXLpJSkkUo6qXH1GJqiKIqilJJSulrQjnRSyi0/ziHiaUtDT4RAJUOKoigNUhs6c5QDpb9nc5wIolHd4xRFUZSG5AA7/XI5iUv65q50SxfZZHCQPxpFl2CVDCmKojRAZVuHVKuQoiiK0lCd2TrUmFqFoBGOJqcoinK5KGkdiqYpEURjlPmqVUhRFEVpcA6w0y+YcGcz2YZsMjBT1ChahUANoKAoitKgRYpY6cCOFZMaQU5RFEVpsK4QfeRRDtCKBJLlrkYz0I9KhhRFURowIURfoKuUclF9x6IoiqIoVRFC6IGXgacaSxc5UMmQoiiKoiiKoiiXKTWAgqIoiqIoiqIolyWVDCmKoiiKoiiKcllSyZCiKIqiKIqiKJcllQwpiqIoiqIoinJZUsmQoiiKoiiKoiiXJZUMKYqiKIqiKIpyWVLJkKIoiqIoiqIolyWVDCmKoiiKoiiKcllSyZCiKIqiKIqiKJcllQwpiqIoiqIoinJZUsmQoiiKoiiKoiiXJZUMKYqiKIqiKIpyWVLJkHLRCCGOCSFk8euqMssHl1l+rJL1by2zLEoI8ZYQ4rAQwiGEyBZC/CCE6HWW457PNuuLj20VQjQtXhZeJs7WF/hxKIqiKI1AZWVRmfeGFb9XeMa6Vb2GVXGMQCHE80KIJCGEXQiRJ4RYJ4S4/ixxfVy8T68QomeZ5YVnO5aiKGenq+8AlMvGTGBT8c8zqrOBECIW2AK0AfKBb/B9Z4cUv3bVxjZnCAD+Afy1OjEqiqIol7VFQGTxzzMBP+BbIKN4WcaZGwghAoH1QF/ACqwAHMDVwE3Az+c4pgCeB26+sNAVRQGVDCl1owC4XQjxML6L+LjiZRHn2O4FfElNLtBTSpkJIITwB5qe7zZCiKnAf4E9UsoeZ2wvgfuEEK8Blhqco6IoinKZkVK+UPJzcdniB/xbSrn+LJv9FV8i5AAGSCn3Fm+vBdoV/zwMWAcUSSnDzzwsMEYI0UdKuaN2zkRRLl+qm5xSFz4BDMCfi18G4ONqbDem+N+PSpIaACmlXUp5tBa3Ket/xfE9UY11FUVRFKWmSsqpZSWJEICU0iOlTKnG9ssBF77WIUVRLpBqGVLqwgZgBHAfvpahJGAjMOsc28UW/5tWg2NVZ5tl+LrS2St573cgDLgXWFCD4yqKoihKdVSnnNoGdAY8lbyXhq973nQhRP9ajk1RLjuqZUipKwvwNf+3BeZXc5uc4n9b1eA459xGSlkkpUyWUh6rYpVn8HV1eLIGx1UURVGU6qhOOWUtLqdSq1jlJXzd7FTrkKJcIJUMKXXlU3wPilqAxdXc5vvif6cJIeJLFgoh/IQQLc93GyFEmBCiU1UjxEkptwE/AOOrGaeiKIqiVFdJOTVWCNG1ZKEQQiOEKHlmKLC4nOpQ2Q6klMeBD4GRQOjFDlhRLmUqGVLqhJSyCN9obkOLf66OZ/F1B4gBEoUQnwkhPgcOAbddwDZjgQPAd+c4tqhmnIpy0QghgoQQcfUdh6Jchl4TQmwp8xpSS/t9F9/IpgZgixDiayHEx/jKpYeK1+lX/Pv2s+znFXzdvVVZpTQYJQl9Y6KSIaXOSCl3Sil31mD9k/hG3HkXKMLXUjMC2IfvmaNa2aaqWPENd6oo9Wr2zHDzlQl+WcUjTSmKUnc6Av3LvCLPvnr1SCkt+CoH5wLHgVvwDZOdxelWo+rsJxN4vzZiUpTaIITortFwaMuqlrK+Y6kJIWWjildRFOWyIYSI7dXVkH1VvwAG9vXnrulZqgZYURRFaZBuuzFYXjc4kJW/WPhhjaXRlFeqZUhRFKWBmj0zPHvWjHAe/2sEb7xXgGodUhRFURoiIUR3q00yc2o4Oq2gMbUOqWRIURSlARJCxK77zcaEW0KIi9UxeEAAXyyIc9d3XIqiKIpyprGjg3Y//XdfT9JnZkfy4pt59RxR9alkSFEUpQEqaRXSan09DeY8oFqHFEVRlIanpFVoYJ8AAHp29W9UrUMqGVIURWlgyrYKlVCtQ4qiKEpDVLZVqERjah3S1XcADV1xLexg1Dj+ilJTTmCDlNJW34E0NrNnhmf36GIobRUqMeeBCG6edIK7ZwitlLKymemVy1zxvDSd6zsORWmE9kgp0+o7iMZGCNF95DWBpa1CJUpah4QQ/Yrnb2ywVDJUBSFEkE6n+3NwcPATTZs2DWrRooW3vmM6GyklQpS/cXK5XCI9Pd2QlpZmCAwM9AohpMViqdDFRqfTycDAQK+UEiklLpdL4/F4cLvdlY4EotH4GhS9Xt9HIoQoPXbJPgC0Wi0hISHukmNotb5D22w2jdForFFXn2uvvba6cxMBvnMvOVev10thYaGusLBQ6+fnJw0Gg7ck7uDgYE9cXJzrXPs7deqUPjExMbDk94iICHePHj0sZ37mtSEvL0+XnJwc4O/vL/V6vTcgIMAbHBzsDQ8PdxsMBm/Zz7shKywsFAcOHBCBgYH/ttls70gps+s7psZACKG5oqMfrzwZXeG9uFgdfXr4szPRMQz4pc6DUxok4bsgXBMeHv5MSEhI/z59+jga8jWipIw4M8asrCz90aNH/e12uyYyMtKdn59f6T1KSEiIRwiB1+vF4/EIt9stXC5XlSes0WgqlE0l5VfZEXXDw8PdJevrdDpZEl92dra+JufXp08fc2hoaLUrK6SUmEwmrdvtFlqtVlqtVs3Jkyf9NBpNadlcUu62a9fOXp3/27Vr14aB71yLYzIFBQXV+n2My+USiYmJQW63G39/f+nn5+cNCgryhoaGesLCwtxQ8f+5IfJ6vWL79u1+4eHh64uKil6QUv5e3zE1IvfPeSCi0jcefTCCFT9ZHgAadDJUeoG4kBfwL+D/arD+LCAR0NTG8WvzBcQGBAS8FhAQYBo9erT5t99+k16vV9YHr9cr09LS5M8//yyXLFkit23bJg8ePCgTEhIkIAGZnZ0tMzMzS38H5MyZM8v9fq7XO++8I5944olzrvfRRx/J77//Xubm5kqLxSJdLpf0er3SYrFIo9EopZTS6XTK3NxcuWXLFunxeKo8N7PZLM1ms7RarTInJ0cePHhQPvPMM+WOd//998tnnnlGrlixosaf3ZgxY8rtKy4urtJzioyMrNb+Vq5cWW67m2666aznV1Z11yvx3nvvVev/7aGHHpKZmZk12nddS05Oln/+859t/v7+tpCQkE+BjrIB/J035Beg69fTID1ZHSp9PT8nUgK31necjfVVnfIKeM5XPJb+HoBvDpg76jv+M78rQog7w8LCDrZs2dL0wQcfSKvVKutLYWGh3LRpk1y1apX89NNPpdVqlZMnTy69Zi1atEhKX+ClL4PBIMePHy8BKYQoXe7v71/pdS82NEH+61//Kv1dq9VWut5jjz0mlyxZIo8cOSJNJpN0Op3S4/FIt9st8/LypMfjkV6vVxqNRrlnzx6ZnZ1d5Xk5HA5pMpmk1WqVBQUFMj09Xc6fP79cuTl+/Hj5+OOPy7fffluaTKYafW6bNm0qF3vfvn2rvO7b7fZq7bPsNhERETI1NbVa29W0vDp27Fi1yqvhw4fL1atXS7fbXaP91yWTySTfeecdb5MmTcxhYWF78M3/1ODuUxvaC/gi6ddWlZZXR7a1lsDS+o7xXK8LnmeoeKbZA8AgKeWOam4TABwF/iGl/O8FBVBLhBCtg4ODn/J4PBPvvvtuHn/8cf/27dvXWzwhISGYzeZyy3Q6HVdeeSV79uwpXfbUU0/xyCOP0KRJExwOBwD+/v7Y7fZy2wYGBmK1WsstCyYMM74Gl8GDB3PLLbcwdOhQ+vbtW269ESNGEBERQVBQEJ07d2bixIk0bdq01s61RNnaowv9Xno8HjZu3Mjw4cPxeHwVdLfccgstWrTg3//+NwAff/wxU6ZMuaDjlDh58iS//voru3fvZuvWrfzyS/lK+08//ZRJkyZVa19ms5lDhw6xY8cODh8+zKFDh7Db7Zw6dYptW7bjxYOBABz4ep/p8SMsOhQ/Pz9atWpFixYtmDdvHi1atKjROWzYsIG5c+fSpEkTgoODadq0KfHx8SQkJHD8+HHat29P06ZNa7xfgNzcXN599133O++849JoNBuKioqekjWYgPdyIoTQ9etpcP2+smWl7899M49n/5k/Vkr5XR2H1uhVt7wSQjwHPCulFGWWzQIeADpLKc/ZmnwxCSH8dTrdn/39/Z9NSEgIfO6554JHjx5d2npQ115//XUee+yxCsubNGlCdvbpBuEBAwawdOlSZs6cyfLlyystq6oS6BeJy2PD5fFd915++WWuvvpq7r//fvbt21du3fHjx6PX62nZsiU33HADgwcPvoCzq9yCBQuYOXMmAL/99htXXXXVBe3v8OHDvPnmm7z33nsANG/enKeeeooZM2YA0KtXL3burJ1LpsPhYPPmzezYsYPExERWrlxJfn5+6fvx8fFkZGRUa19er5cjR46we/duDh8+zN69eykqKsLr9bJz506ys7PRafxxe33/z1qNHxGRoQghaNKkCS1atOCee+7hjjvuqNE5FBUVMWPGDJxOJ2FhYcTGxtK0aVN69erFkSNHaN26NTExMXTo0AG9vkYNe3g8HpYuXcqzzz5rzsjIKDCbzc9IKT+v77/7hkoI8UXSr63uSmjvV+G9tOMu2vY7tkxKeVs9hFZttZEM/QsYIKXse86Vy2/3OnCjlPLKCwrgAgkhOoaGhr7odrtvfuCBB7SzZ8/WN2nSpM7jcLlczJw5k127dhEcHMyJEyfwer2YTCZOnTpV5Xbjxo3j4YcfrvRibzAYShOkqsyaNYtZs2aVu8H1er1s3ryZgwcP4ufnh07n66lgNBp5+umnyc3NJScnh5iYmPM82/KsVivbt29n2LBhAGRmZtKsWbNa2Tf4EiuLxUJwcHCt7bOsL7/8krvuugshRLkkrmfPnowcOZIOHTpw2223ER4e7quBqKTLwNKlSzly5Ajvz1lMKokANKUVevzwJxAtOkASRCgGAggQQQB4pRcHNvw6J5BvSWdP+lIAwohi3gevIqUkKCiIdu3a0b17d44fP87KlStp3bo1gYGB9OzZk+hoX3eslStXcuONN1aILT4+nszMzNLfzWYzQUFB5/VZWSwW3n//fTl37lyb1+vdVVhY+JiUcvN57ewSpZKhi6e65VUVyVAEcBKYJKX8+qIGWnVcQX5+fjN1Ot2TAwYM0L/44otBgwYNqo9QWLx4Me+8805pRVtOTg5er7fctaIySUlJPPzww6xevRqovKKuKn379uXdd9+ld+/e5W5w09LS2LBhA1JKdDodWq0Wp9PJ0qVLWb58OUuWLOHOO+88/5MtQ0pJamoq1157LZmZmUyZMoWPP/64VvZdwmazodfrS8ve2uRyufDzq3jTGh8fz/XXX8+AAQPo06cPffr0qbK8SklJYcWKFQA8/tiTeLxOooLbEmSIRK8NIMAvHLfHQbB/NDqtP6H+caX7sTmNaDRapPSwIflfpfvs1HQEf3/+dgwGA+Hh4QwdOhS9Xs+iRYto1qwZer2ejh070qFDBzQaDUajkbCwsAqxRUREUFBQUPr7Z599xsSJE8/rs5JSsnbtWp5++mnz3r17bXa7/Tm32/2RlPLsN1aXmcs+GRJCGPAVDi9IKd8qszwGeB4YA8QCOcB64N6SL5EQohewE7iqPm6GhBC9Q0JCnpFSjpg9e7bub3/7my4iovI+j2eq6gJxPsxmM+1DriCfHLRoCSaMIvJw4Sy3nh8GvHhx4yIgIACbrfwz6dE05RRZFfav1Wrp0KEDycnJAIQQgYmCcuvcfffdzJs3j7i4uHOel5QSf39/hgwZwpo1a87nlMv5448/6NWrV+nvzz//PE8//XSj6GMMkJycTOfOvmeV9fjxl/vv5ZVXXiE0tOJ4G7Nnz+bNN98kKiqKUaNG8fnnnzNixAg6d+7MO++8A0A0cbhw0ZL2NBHnboE5Oev0jVDMqnTSTm3Dm5uHAzu2WD/8AsLxelyYCzNxWAuQXnfxcZrixoWJQkIIZ+fhrcTExLB3716ioqKY3Ol+9rING77WSUNQNP6B4Qwf2oOoqCiioqIYNmwYgwYNOq/EyOFw8Mknn/D0009bHQ5HYlFR0WyVFPmoZOjiOEt51RN4F+gL5AEL8D1P+0zZZKh43RWAv5RyRJ0F7jtuiE6ne1yv1z943XXX6V588cXAHj16VGvb2iyvAK6IH0V63k4cLhOhAXE4PTbM9pwK6wX6RWJ15pdbNmrUKH788Ue0Gj88XmeFbQDCw8MpLCwEQKvRE6APx+zILff+5s2badmyZbWuPe+//z7Tp08nLy+PyMjIc65/Nm63m+Dg4NJKxnbt2rF161aioqIuaL91xePxEB8fT3Z2NvER3ckxppC4bxedOnWqsO6WLVsYOHAg4eHhJCQksHXrVgAefvhh3n77bQAEGuLCOiORdGtxC0Kcu2XS3CEc8H0vC7euxe4y4fY6Mdqy8ItpivR6cNiKMBek4/X4GmICgmMIIhSL4xQSLx8seo+7776bHTt2EBkZycSRc7E5C9mbsdwXl0ZHSGQrhgzoTGxsLGFhYXTp0oVRo0add0Xr77//zhNPPGHZtm2bw+l0PuN2uz9USZGPSoaEGIovyelb0uWguPZsGxAJzMX3bFAsvr6Xf5FSmorX0wAFwDtSymcu4BxqGnOrwMDA/1it1hsBdu7cWe5mvKz8/Hw2btxIamoqBw4c4OTJkyQnJ3P06NHSVoBXXnmF+Ph44uPjiYiIwOv10r1790prdMxmM6mpqTidThITE7nxxhvZsmUL48aNA0CHHhC4yyRC8bShOe0QCIrIJ40UWtKeZP6gJ0O4+dlreP7550vXNxCAEzurflzFqFGjAOjNUDRtW2E4kocfBtI4SBEFxBKPFw/J7AJg4MCBjBw5kocffrjSGheAU6dOlWsRMhqNhISEVLruuXz11Vflautqu0WoMl6vl4MHD5KamkpSUhLffPMNHo+HgoICIiIiiImJ4dtvv632OW3cuNFXg4VfaQJ7zz33sGjRIlwuFzqdDiEEV179F5I2fUj3ax/GaswmdceScvtp0XkExw+spkPvCbTa5UHbJaHc+yUFyNkUtT49JkXYscqf3S1sJUCCKO5OE/vmbyTzBznaLNye4m4MhgC0AcE4C303IEFhTWnbYyxupx2P247bacPlMFGYk4ql6ASGwEiGXtUTs9mMzWYjJCSEhIQEpk2bVqHLJfj+D/bt20dYWBhBQUF88MEHPPnkkwQEBOyzWq1TL/fucyoZujiqKK+igVR8SdJzgAOYA7QEmleSDD0CvASESSmr17/rwmI26PX66V6vd57H49FPmzaNDz/8sNJ1XS4X27dvZ8+ePaSmpnLo0CGys7PZtu30c8tTp06lZ8+edOzYkaioKNxuN506daKyikCPx8ORI0c4ceIEJpOJkJAQ4uPj6X5lf6zOfAy6YFweB94yPYciAlvQJmYQIQGxWBx5JGf9TJvoAezNWEGLyN58+u08xo0bR35+PgINWq0fUnqZPGUi33//Pbm5uXRuNorwwHg8XjfhgfEYbVnsz1xJs/AuGPRhaKJ8XbKio6MZP348U6dOrfQ6UxpTRERpcrVixQrGjBlzXv8XZ5Z9999/P//5z3/Oa181kZuby65duygoKOD999/HZDKRl5dHVFQUaWlprF69mu7du1cr4XW73ZV2GcvPzyc8PLz0/avGvsbm7x6naburadHperb98Fy59dt0v4WsQ78ihJYhbe6rsL/qlFfVIaUE6UVofGVbcGohJwr2cjT3dxxYcTksABgCI/C4HbidvhbGrkMfwOt24nbZcLvsuF02zAXHKco9hBAahlzdv7TnjV6vp1mzZtxwww1MnTq1dMCJso4dO4bT6SQqKorExETGjx/vKSwsdEspH/B4PJ9IKS/r6Q5UMiTEY8Ar+GrKnMXLXgCeBPpIKf84x/a/Ara6qGUTQkT7+/svEELcOH36dO2gQYP0PXr0oH379qUXkZSUFH755ReKiop465X/km9OIzwwniBDNEH+URh0wdlUCb4AACAASURBVAT6RQKSIlsWGfm7CQ+Mx+4y4nCbcbltSCQ2ZyHde3Tl1ltvJTExkRU/rwMpcVst6AKCcJkKCDJEY3Gc7v6mQ08ksbhwUUD5Wrb2dMVEIW6chBKFHStZHKtwjuFEEUsLUtgNQBOaY6IQK+WfPSq5cW9BezrSHYAf7J/z5JNP8sYbb/D000/zwgsvVPo5pqSkkJBw+kZ98+bNDBw4sEb/FzabjZSUFM6s2bTZbPj7+9doX9Xl8Xj4+uuvuffu+5BIAglB06IpTdoMYNET3xMaomHOC6f4v598F9drrgqgTcJdtGzZkuuuu44BAwag0+kwm82kp6eXdjMD3wW7l2YwJ8kAJE/+aw7vfbGLA7/7HoczBEbgFxCGKe8YAO16jiMoLJ7E9e8C0L7XHTRp3a/G51Q2+TmbsolRZdvEr8nDKz2Y7blk9w0msGmrs+6jLK/XjdWYjdNmRKs3oNHo8bjtWAozyUzdgFbnj8dtR3o9aAIDEVotbqMRj7v4PlJo0Or88LgcaHQGNLi9Wq32gMPhGCulTK3WCV5iVDJ0cVRRXr2EL/lpL6VML14WBKQBUZUkQ9cBP3ORezQIIbRCiMn+/v5vDBw40O+OO+4I6t27N127di29RppMJr7//nuys7N588XF5BhT0Lt1hBFBAMEEEoweP4IJI4+T5JCJHgMANsw4caJBYMGIDj/ufeDPCCH47+KluJ1W3C4bOr9AHFZfeWV1FlAymrsQWsICmhEWGE/aqS3lYm8XMxiHx4zNWUSAPozQwDiSMldVep5Xd5zBbykLAGgTM4iswiScbku5BEunMeD2+irgr+n8d/Raf37a+xI//fQTo0aNQq/X43RW3soEcOWVV5KUlARAkCEasz23ynUr4/F4OHHiBC+//DILFiwoXb579266d+9eo33VxP79+3n22WdZ/u0KQghHi46IPkP59IVNRIRp2L3fwZ33nQSgWVsDwwaMo0mTJgwYMIDrr7+eyMhIpJQkJSURGxtLdHR06b1ORkYGV/e4HZfHhkBDZLdBpO78ErslH41WT1BYU0z56QA0ad2fZh2GkLzlU2ymbGJb9aVNt5vR6S9OWX0uAct8LVR2aSX/qmaERbdFo63eM0FSSpy2QqzGbIRGi1ZnQEoPdksB2ce2YjNlo9EacLtsaLV+6Pz8kV4vNvPp74xWZ8DrcYNGS6C/3utwOGwej+d+KeVieaHPnTRSKhkS4h1gipQyvMyyLQBSygHV2H4pvtGlupx3EOc+RkCrK2+wZqZuAAR+AeGkJm0jJiamXA2J3W4nICAAvTaA+IhuhPjHER3SDj9dQNU7r8LxYSFYTxzFfOwghphmBMa1BCHQh0ag0eqIX5OHlF7sLhNOj5WAQ/k4sFNALgc4XSmuQ49E4sGNgQC8ePHgQo+htNucBWPJmZJAD5rSkvUsL92HP4F0ZQDHSCaXE+Tk5PDYY4/x3//6btQDCWGQGMka7/+YNm0aixYtIiQkhK+++ooRI0ZUqCXZt28fXbt2BXxJWqpMPOfn4fF4WLBgAQsWLCArKwuz2Uzr1q255pprGDVqFNdff/15P4NSHb2Gz+HgtsXojC7acSWRxJ7uvzy2Pxv/837pukaTB41G8OsWG5kn3Rw66uLnDVYSD2qIataFl5+ezr333gv4kpxH7hN8v8bM/lRdaa2UX0A4/oERGPOOEtuqL80TrsVSdIK8E/s4ddxXP9DjutnYzDkc3LoYgE4DphDVrOo/g6LWWuLe8t17lW01yhzu654Rv+b0xGYltXJFrbWlSUxwauFZP6PK9lOZsjV+JYnV2RIluzkPrd4fjcb3+Ribgsdmxrzld+y5J+jfbiq2hGi8HjcOWwGWwhMUbd/IKZFDdOtenDyyOVZKWbO7l0ZOJUMXRxXl1VpAJ6Uccsa6/wWmVpIMdQP24BtV7puLFOfwwLCmqz0uB05bEV0GT2fzD69VeObxlltuYcWKFbSM6kOAXzgRWYJgUXmL/tlIKSkY3o7cjN1oNDrCYtqhNwSh1Qeg9/NV+ASnFmJ3mXB5bPhpA9Fq/cgzHSU9bzv5Ft+0LFqNHwJN6YPyvm5yBfhpA9Bp/fHXh1JgSUfiG905LLA5fdrcxe60b8gzHwVArw2gdfQAggyR7E7/lh4txzFv0Uyuv/760nj7t5tKeGA8z71/U2lF3KOPPsqLL75Y4VkYu91Oi5grOWU+QlRwGw4e216tLm3bt2/nmWeeYffu3eTn5xMZGUm/fv0YOXIkN954I61aVawwqi2Dxr7K4T+WUZi5n9bRA4g/GYJW+Hqa2Mb2Bygts5xOydKiADIOO8g8bKcgx0XSdgu7N9gJ8Y+lXexgdh473Qvh3mfj2bneSOImJx63L8HUaf0x6ILx+mmwmXLoNfxRnHYjxryjHD/wM1J6iO84jLi2g9j54yuAJDy2A1deXbFF6Exlyx3PvoOl51CS0JQoOa8SZ75fmcr2U9k61SWlxGk34nE70BuC8boduF12QFKQfZDMg+vo6RqI3203IKXE5TBhM5+iaN82CmwZCIMfpsLj9fLYR31TyZAQC/EN8dqkzLJUfBNX3V6N7T/H9zBru/MOoup9i+YJ13lPHPqV8NgOtO56ExkH15KTth2AYcOG8eabb7J161ZefvIDjuf7uopFBLWkX9vyo36deaN437IfSt97f+yN5dY5l14T9rEt03eT03zcvgrvG2UBBeSixw8tOgo5RTjRNBHN8UoPViwYKe5igBYvHnLJIoHu+AlfTY2Ukg2swI2LGJphpAAtWnan7KJDhw4EiVAkEi9uQoigh7iKApnLCY4RRRwCwV62YDAYKoz0E2SIwk8XQP92U/kxcW6l5yilJC0tjb1797Jr1y6+/vproqKiePXVV2nfvj3R0dFoNBq8Xi9tu4/BUpRFzHGBEwcgMJKPiUIGMoK1clm1Pteq7N27l979rqbVFaNotcvD6qzTyVvKYSe79zvo28OfNi3L1yxNfySbDz830u0KP4YPDeTLX3qSmbKu0mP8uqI5j/33IaTXi8dtR284+0ANbpcNnT4At9PG1u99PUQ79ptITPNzPwNQWcvO2RKe6iY551JSkFWWiJVNhs6VdFUW35nJVMCyrTilgyOaZLJFBs06X0vavh/8L5f+2SoZujiqKK8OAPuklHecse6rwGOVJEMdgBRgspRycS3HN9gQEL5RImnb7Rb0/qHs3fDv0vc3bdpEZmYmj45/mlxOYMEEwBDG4CcM5fZV9kax7HOFJUquB+fqzlT2elPZNcTtcZBRsAedRo9W44fVWYBAQ4uonui1AdichZgdeThcxtKE6MCJH7ky/iZC/E9XSh3J2URq9nrCA33lnMWRR8e4a0nKXEWnZsNJObmOIEMULreVPm0mYtAHcyh7I1qNnriwzuw4+gUuj6/HQYcOHUrj6yx6k8wuhnErOqFjjfd/lZ5nYWEhe/fuJSkpiR9++IFt27bx0ksvMXLkSKKjo0tb4zZs2MD4yY8QaNUR7B+D1VnAjRN68uHCxXSMu5bdad+e9fM8F4fDwR133MGmHUfoGXEDOq2Blat9Y3UUFnn4bZuNkCANV/cPKDch865EO31HHgfg+vGRpG3oxpHczZU+l3XrfbFknXgQrd4fvwOZ6HWBaCp51qfku+FxOxEaLRqNlqTNiyg4eYDQ6LZ0HTKz0nMoKQPO9d2qLJEpSV6qkwzVVGWJUU2PU9k+glMLkVKSVbiPlJz1BMe0Ji8zsY2U8tj5xtrYXArJ0IUOVZIHnNnZ+BQQX83tI4vXr1VCiB5+AeF/ZBz0DW+cn7WfFp2HU5idAoDeEFI6BGOAPowgw+lEJuyGG8lsefr3PXPm853F12qxfILv2aLleaefMSp7Q1hVt6VeE04nPSWJEEDGt104MPbZ0t9HdXuK0H0HCS3zkTaheenPGqElmFCCKf9wfhy+fUopMZJPEjtw4+tmoEPPjr3biI6OZsKECfy68VckvgS4O4OIEb5ndNJI4RRZnCQdf4IYOHAg8+fPr3Auwc5AAp3BpTfHZ9qwYQN/+tOf8Hq9dO3alS5durBgwQKuuuqqCsO+7t69m7R9KwHwEksgIQgEMTQjlxPsZEOlx6iuLVu2cOutt9Km2xhimvdg9Q+nW4BWr7dw+7Qs2rTUsy/Zyc41LenR5fQNxT/+FklyqpNN2x0kJhUCvkTomqsCuOPmENq01NGzi4HICC1areDXvuX78Q95oPJas9++faT0Z6fTyaJFMTRr1owxY8ZU6PN99bh5FbYru6xEyfeuqPXpxGLjf95n9IjxFW5gyibyALcGWSrsb/SI8RWWabsklBZuJYVdTRMsc4fwanXtKylwWjGEWFMuB7d/jt4QYhdCjJZSVt7fRlHOrbLyKguobPjQqoYULXkCv9bKLSFEaEyLXkUADtvpyoRTmb4pFDRaPSGRLRly1VA8uAkjqjQRat3lRtwdBuMpvnaUtBh0/+cgiipJgkquD2feqAanFpZrUa5M5vAo9r4xq/T34Zo7EEDrLlV38Q3wCyfAr/yxBrafVvqzw2XmUM6vZOaf7lH//n/f4tZbb2Xu3LmEhoZiMvnONdS/CVfEj0ar0XGy6ADpedvRCB05xhSE0DB//vxyiRBAQKv2+J84hF/CFfy096UK8RmNRu68805+/fVXrrzySjp16sSECRNYvHhxpc/Nlox4qtP6ExHYgmD/GFZ9nUiofxx70pdy8uRJ4uLiqvw8zsZkMjFu3DjCwsJI6D+J1fM/Kn3P6ZR0vjqNhHZ6ft1qZ/bMcF5/5vTzS107G3jlySj+8VIehUfakpq9vvS9JQvjSM9wM31yGBoNBAVqgPJ5fFXlFcDvy58o/Xn9+j7s3LmTBx54oEKX9lHdnir9uaSitGRZZYlR2cSi5DtX0vuhrMqS+bIq2+bMYwQs21oriU9lSs4tlMH0dPcnPelHNFr90eYJ15KZsi5ISlm9oRKVenWhkxIkA3ohRPMyy1YD/YQQ1elM2wao/K76PAghwkNCQj7UG4L/iGvTn343PUfP6x9Bbwghcf2/0BmC6HPDUzjtRh5++GEAbK4iTpmPANDs+jsIbnn6YrpnzulkoGwCdKaquglB+UToTP3i0+k6+y26zn6r3IWkpoyygB1yPRv4P3awAQsmgvFdyLNIo2vXriQlJbFx48bSRAjAiQOndLBTbqA1nQgnmpZ04Er6sGnTpgr9oYdr7iCQICTeSmvYdu3axZQpU3jzzTfJzMzkxx9/ZN68eQwePLjS+S+uuOKK0p8FGnTo6DeuO6kkEkQo7Ti/3pMZGRnMeSCSm2+6mg/maSu0uPy21caUh3xzX2Rlu3nh0Sg6tS/fMtS6hZ7vP4+nx5W+mo7QEA09uxh4/K+RTJ8cxohhQcRE68rVzlXH1ePm4T3ZEe/JjujyuzBjxgxuvvnmcz786j3Zscr3KnsmaMgD95XWKJZV0pJZoiTRL6uy7cB3w1T2pqmmglMLCTvmqfD3UtRaW+UNWEBIDE67CZfDhEarXxkUFLRTCNHmvAJQLneVlVe/AwOEOD10Y/EzQ1U9ZV/y3bvgcksIIXQ63Z8CAwPTEIIuQ+/n+isfJS7sCpK3fUZO2nY69p2Ix+3k+OE/CCvOw4o4XQnRrMOQ0mvH6USo8hr7qtSkNffqcfO4etw8hmt8DWlnDvRSHR6vi/2ZK1l/4B02HvwPGfm7SsulQmsGd955JwcPHuTVV18tTYQATPYctP/P3nnHN1X1f/x9kq4kTSddFGhL2VCWUKSMAoKAoiwBAesjOEDEAU5QUVScKD4+qCgqiICCLEHZG2RW9i6jFDrpoiNt0yTn90dIadOkA9oC/ni/Xrxok3vuPWlv7/d8zncpHDiduJmCwhwa+fdA7eRJk4CepGUkFfXjKY7ayROTtG2f09PTGT9+PC4uLqSnp7Nnzx7mzp3LyJEj7RYQqtfMXJTIYMxH7eSJwVhAYuZx0nJjCfGJuKF2E/n5+cz/xp8WTb1oELiPhV8eQqFQFgmUlFQDY19LJiXVSEKykYd6a3hqZMn5OToKXhvvxZsveREdbW6fNaCvhmei3Bj6sJZXxnmidVVcE0KlKR4qbguLzera5Blefvllm7m9xSNFLOsZy2vl3WMWm2BL+JQlduyNsWARQJUJl7MeWxmUDk5oPAIxGQuJP7MFRyfnNIVCMbzSJ7pLjXOzYXLBmJunDpZSLrv2mgewH/DAXE3uKFALczW5scWqyXkA6cAzUkrb5XEqPg8hhHhUpVJ9M2zYMJfp06e7FC+huXPnzqI+PCE0I5t0MlQ5OGq0uPjVwcnDh90zThBc17wgHhVnPvbcJ02LzhH6+skS1+zvfaCUQLIcX3xhZy2G9sXXIzzQnJh4YJF5sW9rh92W58VieIzHTmOSJhK4QBwxFJDH9z9+T79+/Wjp145kLhWN0aDFDS9MmHDC+Vr4nZI8dFzmHAEEkYg55lur1bJmzZoym8cdOnSIXr16ER0dXSJueurUqfzwww+89957jBo1yu54a3Q6HXv27CEuLo6LFy9Sv359unfvTp06dcofbMXVq1cJbdaZq1fO8dQIJ96e6IW/b0nn57dzM/nkfxk8+4Q7b36UxuldQYQGl3btFic+0YBaJfD0qFjBghtF4W/2XJYlfKDsXTyL0bEnaIqzIldj0zNUEWx5jypDfC9vc+dnQyEel+D43z/g5h1C3aa9bApDQ2Eex3Z8T26muRGgk5PT+3q9/v1/YxO8u2Fy1YMde1XZanIzMOcLVf4BVfI8jdzc3Ob5+/u3mDdvnqZDh+uLtfz8fHx8fMjJycFTXQ+tyo+E7BM4q9xwdHZF41GHH987Ta9I80aGRfzY2mQoC3ubePbGWY63tUi0J4qMx04XvZeZe5lzV3aSlhOLv3tTdv7zB0N6TObAxUUohAMmacDV2QfFteIMRlmIxtkbvTEPT3UdDsUtxdu1PmnXNi9B8Pzz4/nqq6/sfkaDwUDnzp0ZPnw4L774YtHrR48eJTIykkGDBjFjxoxKVUQ9cOAAFy5c4Pz58ygUCrp160br1q1tViErj5kzZzLh5deJvFfyxvNe9OisLvH+5YRC7ul1iRGDtGzfk8fDvTW880rZIfl5eSYSkg3l2rWbxWKv4OZslmr53nK9PzdLeYKqPCxiymQsRCgcSLm4n+TYvTS59wmcXErfO1JKEs/t5MIRcy8mFxeXo/n5+f0sRVr+bfwbwuSqounqXuCElHJUsdd8MQuhhwBvIBnYjFn4WPoMjQR+BAKllDec0CCEqOvm5vaLr69vu3nz5mnsVTYzGAzUcvQn39uRWu26496oFQpHpyKxMqfeDro+9wy67BQuJ/9Mnc51MZ3qgtFQQNvPCoqEjkUU9fc+UOL8xYWR9bFlMafejqKvLSIs4d6sEsdYG5qM3Mscj/8LF0ctf6z9hYiIiBILyOjoaKZOncqoUaMYPHgwalzxJRCHa1XkrpJGAXlM++J9DAYDmzZtol27drz44osV2tmKiorCzc2Nnj17ct9991FQUEC7du2YP39+tXT6rii//vorY8ZPonmXMfw9a47NY3o+cpnRY79n6NChNArVsOTHANq2vL7LZTTKSnt7qoqKiiFbrMjVFN2Dxe+pqqYoZDStLclPBQBl5xNZC33LTuHvv//OY8OfwGAqoLZHGJczzBUQg8P6Edgwsuh4k8mIEAoObZ6BQij56ov3OHToEAcOHNAdPnw4ITs7+9F/Wynuu2Ko+rBjr9oC/6VifYbOACullK9wAwghHF1cXF5XKBST33//fecXXnhBYa+xZrPAPpxO3ETtxt3wC2qHi8a7SKhYohY6jR1F3Il1ZOou0bjZYPJz06BtQ5ROzkXipaKiqCIhrMWjJcAsxKz/xq038gqlnjMcJp0U/jtrBo8//jgq1fXCRHq9nhEjRtCjRw9+//13du/8B5WTO7U9W6IrSDPnoKbtI8i7PW9/Mobo6GgOHTrEL7/8Qv369W1GHRRnw4YNvPTSS7z33ns0adKE5s2bM2bMGKSUfP992R6R6sRkMuHi4kKLyBdQu/nb9M7MXZTFb3+1ZP369bzxvBd5+ZIZ71+30UajRKHglvXlq6zNqqzX8maxlY9afFO5OLYKMlgiYDIzM6njGYSObLR44IgTaSSjdg+gdY8JRT9/KU0gJYnnd3Hx+Fo++vB9cnNzSUxMNC5YsCDfYDBM0uv1X0spTdX1mW8Fd8UQIIR4ArMhCahMbKQQYg2QKqWMKvdg2+OFo6Pjs46Ojp++/vrrzpMmTXKwVT//6NGjtGzZEhCAxCe8J36dHwCue22+9d3Guq06hjydcb3kL+Ckckep0eMe5IEh2Q+NRyDtP9GirqUuIYZseYgqK4TAthiyFkKJmcc5lbiBprV7czB2SbkPwXBxH0fYRSceKEqS1Mt8drEOV9zJkFdYtWoVEydOZO/evRVqSnfhwgXeeustEhMTiY+Px8HBgf79+/Phhx+WO7Y62bt3L+PGjUMVPJztX39PQYEJkwlUquvGcumf2Tz7WgrzZvqzaYeOhcuyGdDXlZ8XZZGXb/5beOJRN36cYS9l4PakuEiB20MQAVzu6UXtDakohIICQ665OWOT+qReOkinVh4kHPAlNnUvqdnncFcFgK8Xajd/0hNPoFA4kBp/uKjxXsTAT/l72auAeedt/vz5PPfcc3kmk2lWbm7u5Jro+1IT3BVD1ceN2qtrYzsAu4CmUsoz5R1vY3wrrVa7uE2bNnV+/vlndXBwsM3jIiIi2L17NwAqrS/NOz2Fs9qc6nQ1WMmhV77hyAk9fZ70KyoIBKB0cMFF44nelI+HRzAOjmpU4W1R1y47qvRGxZBlYVuWGCqQeUSzDW/8OJF1sFwPTK/mr7P3/M808u9OLe31ukpnk7dzLmUH3ZtOYN76iQwfPpxnn32WESNGlDtno9HIO++8w4kTJ9i5cyft2rUjNjaWPXv22GyOXZM0btwYTb2HisTQ1Swj7m7Xfw9JKQbuHxrPvfe48PhQNwY8kcAD92k4FaPnnyPX68kkHAnBz+dmU8ArT6vPni0lkCsypiaxJYjAbKtsCSJpMqJaYf67yuAKxh5tcXJx5/TOGZw7d47uPv2I5RS+BBKvSqBZp6dIPPc3hsI8dFlJ6POuYijMo2nHUXgFNCvK9z116hQjRozIPXfuXExWVtbQf1PriH+DGKqKv55fgNeAcUDp7G4bCCFaA93hxpJChBB13Nzcfqtbt27rxYsXa4rnnlgTFBTEY489xqbEfBI3LeHKvo1c2bcRgIzjj6Kp04Baf+opyMjAdE0IPf7444SFhfHEE0+g1Wr566+/yM3NZd26dSx7dCNhkeOIcWhEw0kl7aFFIP3x+vXXLItSi9Ap/v2ouC42F62195gf0MXD6IzHTpMncznCGhrQokJVa1qIcM5wmIa0LFEtxkm4IKTABTX1REOukEAB+Wzbto2BAweWe96QkBAWLFiAlJJ169ZhMBjo27dvueOqggjRm3RS+GjZlFJzbd68OTExMTTyzeDQsQKinkvCwQH+XlUX9bVYabVKgaOjwN1NweffZtCr/9qiuTcOdeTCOSVtw5zpXducL7UuwZzEbPm+OJbfk73fsS0sxxxY1MJuPpmt8ZZx1iTcm1U0j/7eB4rCN+0dbwvLfWsJmSvrcxTPMervfQCuFfv7I63ttfOc5Y+0tmScTWfTuL0U/C+d4wY9CqX5UaNxr03epj9w0Xix4NglGjRowPkUs03wqdcWT60vV+IOkJF8ioDQzhw9coiMjAyOHj1aIidACEFUVBT333+/avTo0WO3b98+UAgxqLzeZnf5f0+l7VUx3gB+rqwQEkI4qFSqSa6urpO+/PJLl1GjRomyNrGGDh1KbIqSlLh/yMtOIXrth6hcfVA6ONMichzB3YOIP7MVS8RN9+7d6dSpE3379iUiIoLo6GiOHz/O5cuXeXfqNBp3eBytdxAKhQNZIaVNvrUIsixuiy90bS1gD7/6La0+e7ZUVUlVscdaNFvJI5dLMrvUeGsimzzPP7G/onGuhZcmuMR7CuEACC6pLhNatyEOOLDQfWGFxJBSqeSDD8we6TNnznDw4EEiIyNrRAj1EANJ4hJGjERnbS8lBu+55x52HT2Jk8qDMa8kM+/3bNb+WpvICHO4nBDg76fEwUHQtf8lTp5KLirQULe2A6kJznTsbMLNVVHCZtmyV3A9v8byu7N8bQ9rwVvRqrnFxxbHf8Yu/NlVpWFx5Yn54i0mrgYrSxYW6WX+WkpJ0qK5ZK1ejyE/GxAoHJ1wdHJF7j6Cys2PrKwsfHx8SEhIICAggOadn8YlZhtGQwFJF3bjHdiKH7+bQZcuXfjtt9+IiorC19e36FJNmjQhOjpa89VXX7V88803Dzs7O7+h1+tn/tu8RHcqN+0ZAhBC3Au0lVJ+U8Hj+wCeUspfyz3YCgcHh2FOTk4/vP766y6TJ0+26Q2yhU6n48knn+S3334r9Z6LbyBpF85gMBjKfEBKKWk0oAmxG89j0Bno8l4kIb3Nu1dlhc3ZoyK795YHiv+MXZikiQNsp/vALvzwww9lenF6KYZwWZ4nhXjaitIL44SO7sT88xv+BQGE0JRkLhMe1YJ58+aVO6dbRXp6OgHegegxi9Y//viDhx9+uMQxH3/8MR9++CGOjo5ERkayfPlyPnrTm9fGm39W3QdeZsjITxk/fjwmk4lvvvmG559/HgVKeojyhWBFsAgoa4oLFOtQSIugqQgWkdx22LGir60pK0ba+loW744tLLlHtnKELJXprEVU8lMBxCRtwWDSc/jsBtzd3dHpdOTn5+Pt7c3hw4fZvXs3QUFBtGnTBn9/f/bv3094eDihrQfhVbs5Bzd+jpd/U3yDwzm6rezHisVLNG7cuDyj0fhRXl7eh1LayZq+A7jrGapeKmuvro1xwSyiZkspEysxrr6bm9vyaOdGLwAAIABJREFUFi1aNPj111/V9erZ/p3a4scff2TM2PElohUQCoRQsGnjesLDw3FxcSkzV2XFihUMeew/GHKzcPGtQ4PHJlb4+tZUxANgyQ2x7L4nyFhOEM3p06dp1KicvBLxELtZR0fux1mU7O+X2bsxZ/YvxCEtlxCa4oo7B7RbSEpKKmp+fTtSW4SQxEUkkscee4xffilZxW3//v1ERUURFxdH69atuXjxIgpSOL8vGKVS8OPCq/z2VwtWrFiBVqtlz549jB07lsOHD9OBnmjFjRWzscaWzbIWM8VtSmXEjLVYsZWrVlaxAutrlWXbLMdWpiqd/4xd5MpsDrCd9nRnq2ElRqORzMxMvLy8yM/PZ8GCBXh4eNC0aVNatmxpDnHUeOLg4Ezb+1/j1J6fKdTr8ApoztmDy8vNHzt9+jRDhw7NjY2NPZKVlfWIlDKhzAG3Of8Gz9DNVpMDQEq5pzKGRUq5trJCSAjh6ubmtjAgIOCn7du3u77zzjsVEkJGo5EGIycSGN69hBBS+V83Sj/O+BS1Wl3uTpEQgog3OzNiy+M4aZ3wbmaO3a0JIQSgEAp6PZzPiuUr8PX2o65oQFliVoGiqMFdcfIGdsDTvwmR+r40Fq1xEs74TXPnz91/ljunW0mkd180aGmK+ee7a1fpB94bb7xBWloabdq0Yflys9ti2pfpxJzXc+J0AXHxhXTv3h2ALVu28Przk3DECRVV1/TV3q5ccSojfsrCnnepLGNlLcTKwiKCyqpMZ/EWWe5pvx8SScuJxdetMY92nY4QAo1GU9TssFWrVowdO5a+ffsW7XLWr18fADefUJxc3GjV/UVcPety4u8fCGpettfR4iU6ceKEKiws7HU3N7ddVhXD7nKXIiprr66NyZdSvlcZIeTg4DBSrVYfmTJlSvMdO3ZUSAhJKQl/8B2Cw/rx1FNPFQkhjce121maeKjfA3Tu3BmNRlPuouvtHRdoMuZdvNt0QRvStMxjy6KyoVAWnDHnY7Zs3Ap34cX58+dtHmepTicQJSqeFp1H7UFY5Djaiq54Ch8EAp1BEhNz+0YaGY1GkomjNZ3Q4sH8+fNL2ev27dtz8uRJZs6cyd7d+0hISOBygoHp32RwJdXAwaPmfFyLR6lbx+5cPmyuhKqomuXbDVGZggTlNeeGsqu9WV+rLNtmObYyVemSJkSQTgpe+OIi1PRxfBQnJyd8fX1xcHDA1dWVMWPGMGzYsGspF6BQKOjQriUefmaB36j9CAJCO5GeeBytZyC5uWUXJmrcuDH//POP5sUXX2ynVqtPKpVKe9Ur71JDVIlnqLoRQoS5urr+1b9/f59Zs2a5WHfitiY+Pp7FixczcWLJXTBnbz9+nzObbt26odfruXr1atEirKKYkhpx6FgB9/SKo0O/qTR++2KFx1ZFHodloV0o9RRGpJKRkcGzzz6Lt7c3ffr0wcvLi3PnzjF9+nR+mjWXVkSQN7EfcP1hYFmIFw+xOrvqDAe+jmbp/KX06NHDZunMW0l8fDy96wzgONE0ojVnOMSIESNYsGCBzePr1auH/pIkGXP1saCgIDIyMujatSsrV65ECMH69esZ3HsYHbgPqJkk1Np73CosRorn31him8sTUbY8RWWVdwfbnqGKVKOzFkoWUXQ1zcD4+06QnqrD2dnZ7nhrvv76a155YyotuozBWWUuHRsT/Rspcf+QnZ1NeX/3YF6ATJs2zfDJJ5/o8vPzHzUajXdcX6Kq8gwJIV4EnsacMDlbSvml1fsCc/7MA4AOeEJKeaDUie5SKYQQaq1WO9vT03PAihUr1G3atCnz+Ly8PDZv3szbb7/NwYMlozy/+uor+vXrR3BwMIcOHSIsLAx7BRfsYUxsiKZBGoENu6G+r3IFbm5UBFmw2CspJRc5TYpbHGPHjqVJkya0bduWVq1akZ2dza+//srUqVNxSfAkYNATAKWaxhZf6OqzMriwaCavjB/L888/T0CAfe/2rUCv17Nt2zbuv/9+HHBEjStZZJCWlmYzouOtt97ih2nziirBKpVKgoODUavVzJs3j9atW2M0GlE7uNKWLmhwqxF7VZanpbLnsIW1QHKNySw3FO9GehFZj7U+/uLyH5j90RSGDRtWofMAnDt3jqbN21C/VX9q1THf53k5qRxY/wm//PILjz32WIXOs3PnTgYPHqzT6XQ/5+TkvCSlLN0p9zanKjxDtuyVEMILWAQEA7HAUCllRlXPH6rIM1SdODo6jlKr1XtmzpxZZ/78+WUKIaPRiBCCOnXqFAkh34i+1BvwJE3GTCU/NYmHHnoIrVaLt7d3pYXQpUuXmLsoi5RUAwAKh4ov9KoaR+HE9iUpfPh6Jgd3v8XIkSPZsGEDERERNGjQgDWzNnMvvXAXtkPprBfkDR5qxL2TOhE18XHuueeemvgIFUJKSXPRnpA69TmPuSjFGQ7RjHYsXbjMbtGGfv36kcxlHHBEoCDu4iXeeustDv95CheFCmehonfv3mhwRQhRo9V4bsQrZBFGlfHqWLAXSlcWFSmdbR1CZwmXO3tUR6Fe0uE+HzZv3szXX3/N2rVrOXz4MDNmzLDrzXzuued4b8qrHN78XzKSzeIvtM1gAEKadq7QvJVKJVOmTHFYs2aNm4eHx1JXV9fPhBA1n1l8k2SYlKzI1dj8d7Kw/JK5QogWmA1LONAK6CeEaGh1WF+g4bV/zwA3t/K9C0KIRq6urkd79+498Pjx4+UKoXfeeQe1Wk2/fv04ePAg3rXDaNwhilY9XsJkMvH8888TEhKCEII2bdpUSgjp9XoWzQ5g74F8pMmI0rFy9upmhVBxhBB8ctaBT1YGcuLKHEaPHs3jjz/O3LlzcXNz480x7xKY0IT6omLeKyc3T+qPeJGZi1fRoEED9u/fX/6gGuLUqVP4OPsz6P4hKFFioBBX3AmkPvW9G5KZWbrnjtlemYWQI05IoyTnXAFPP/00Xdv0wEE44OzgfC3aQ96y6nFVja08n/Kaed9IL6KyxgLoEi/yn+de4quvvmLZsmXMmTOHlJQUJk+eTHp6us0xoaGh7N29jdijfxJ79E9MJiMq11p4B7YiKioKna5i9Vk6d+7MyZMn1R07dvyPVquNFkJUPJb2NmJjnsqmvVqXV34Yaxn26g1gk5SyIbDp2vfVwm3rGRJCOGm12u88PT2Hrl69Wt28efNyx0gpmTt3LkFBQbRv375SvQPKw2QyFYUkvPmSJ1//CQ8vGFhu8rytkKnyckoq60FasymX976qw549e9Aq3GlCWzxFyRLZ9nZ48gZ2KFH5zqg3sqDLz8yaNYsxY8ZUah7VwcmTJ2nRrAXt6UEaSYT2DmTDug2ocKUVHTnhsZft27cTFhZGdnY206dPZ9WqVRw8eBB/6uKAE/nocMCRVBKpSwMCqEc+OkyYqCVurx3FG6G4p6/499aFEYrHgFt7iyzeIYvAKetetC7OYH3M8hw1iRf1nIrO4ZdPEsjKMNKmTRsyMzO5cOECPXr0YOXKlWg0tkMTt2zZQp8HBuAXHE7dpr04tPlLHBxVhHV9tqgyT0VISUlh4MCBumPHjh3Mysp6WEpp26rdZgghHBq2Uhd+vNR2jsXvM5P47cukMj1DQoghQG8p5VPXvn8bKJBSflrsmO+ArZaQZSHEaaBbZULB7nIdpVL5kLOz86+ff/65euzYsWUWSbCwb98+Tp8+TWRkJJXJJ6oIEydOZMaMGfj5KEjTaQga+AxnPjP3PbGXPG8vxLesnJLyRJN1Y2ejUfJ81yS2bt3K6tWrmf7yVzQX7UscYwmbss4lsbxeopdf6iF27dp124TMtW/fntToHAIJYTfr6NSlEzt27CCc+zjPCca8OZqpU6eiVCpZunQpP/74I+vXr8doNNKUe0jkIlo8SCKOgUMHELM4ERUaMriCH3VwEBXLk76dSZoQUWZIG1z3Gll65xX3GJU3trIYdDkUpKdwZd9GcmJP0aFDB2JiYoqE0IEDB7C3sZGamkrTkHsxmApo0PU/ZKVd4Mz+hbTr+xb7V79f4TmYTCY++eQT4wcffJCj0+kGSCm3VsVnqwmEEAu/Wt9keGD90hFFKfF6no08UaZnyJ69Ap7kmk0SQgRgtleV7/RcAW5Lz5AQwk+r1e7t2LHj0CNHjlRICF0bx6hRo+jRo0eVCiEwN8ID+OTtWqSmmzDml5+fXZHckargVIyee1ueITo6mgLycadiFV9sxekqHBTU7xtKfHx8VU+z0vRSDOHJZhMAgYFC4rlAamoqAgXNaY9aaPHNDKJly5b8+eeftHQL5+v3vkMe1HAvvWhGe5qINrQWnWghwukm+hMqmqMWWryE379CCEFpEVQR75G1t8jvB/P61+LlsRb5xbFXEt7CQFcdtYOd6fGIN3P2hxG1ZxQtvm1N8HOhKBwVbN68mcjISK5evWpzbt27d+fihdNcTb3Aib9/ID8nlaxU27kGZeHr68u2bdvUo0ePbq/RaI4LIVpW+iS3L/cLIaKL/bPuangM6CqE8BZCqDGHwtW1OiYQinVohsvXXrtLJRBCCI1G856Hh8eizZs3a5599tkKCSGA8PBwoqKiqlwIAfzwg7mX+eqFgRhysxE30BS0Osi9akRfcIWgoCDeffl9anFzz+Htea7EJl2potndHD3FI8REn8cRJ85zAg9qsWPHDppyD1o8aEgY06ZNY8iQIUSI3gx/ZCSX1qRxj7EbXehHoAihnehGY9GaSPEw6b+b8BZ+qIUrgSLkXyGELJQXgmcRvDkNSxeJqIrwveI4qF3R1KlP8KBnaD7hc3I7DaPWgGdx8TXn6rVt25YtW7bYHFurVi2Sr56hljaUIxu/JCP5FAAmY+Wi3RQKBZMmTVKuWLHCXavVrnZxcZlQ4QfJnY89e+Vn2Zy79r9vGee4KW47z5AQIkyj0Wx68cUXPd5//33H8hqq1RRSSj799FNG3D+L5964gm8tJd9/XroXjb3GqfawFzLV3/tA0Y5+eWzdpWPks0lkFjpy76RO1IsMKvN4W7v9J04X8OhP7sSsOIM+q4AtW7bQrVu3Cl2/uuilGMIleY4YDuOMiiAacQpzTP09ROKOFwXk8zdrGDduHN9/M5tweqAWVSuE7wSsvUEWrIt5WO7LZ2POlnjdUgzBFhahZH1ue9ew3F8WYWUZD5B8MIkNz6/FVGjC39+fXbt2ERJiuw+KwWAguPn9xJ/ZgrPak3Z9JlfKM1ScBQsW8Mwzz+Tm5+cPMxqNf93QSWqIqvAMXTvPk8BzQA5wAsiTUk4o9v5fwEdSyp3Xvt8EvPZva2JbnQghVFqt9reQkJCea9euVd9OuSvr1q3DZDKRl/QkY15J4fj2IGp5lxRE1kV6rLFuUFneTnxFQuv0eklYt4tcuuqFi09t6vQdiSjDzts6Z06uiSbPtCLzRDR5SXEMGzbMZqXYmqaL6Mc+NmLEgB/1cMaFC5ykFgG0IoJC9BxkJ03aN+D0/rPUIoD6wn5rkJrCXiPS6qQiXh17Jb3LE0E34jGy5W2SJhOnZ0/FkGsuDb9w4UKGDx9u9xzt64/kyKU/0BtyCa8fxd5zN1ad9/z589x///265OTk33Nycp6WUhbe0IlqiAp4hg5CiWpe30spS3QZtmWvgFFSSo9ix2RIKT2r4zPcHkrjGkqlsq9ard49e/Zsn2nTpt02QgjMXqeXX36Zem1jWbM5l5Xrckm+YqiWa9lbdNqjW4Sa/07zodfMPmUKIZPRxMlFx3lqQhIPPx7PG+9f4cvvMhj7ajI9BsdzYe059FkFaPw1dOlSuUTb6qKuCKU7A4mgD15cF5//sI0t/MFeNuGAE0u+WUkbuvy/FEJwXeRYCxPre8kimr5t2KDC57aE0Nmrkmh9DcuGgCXkrniBBt/WfgR2rINHqCdJSUk0adKkqOqfNQ4ODlw+vZnmnZ+hdsOuFZ6vLUaOHMmmTZs0bm5uv7u4uNx4feE7CCnlj1LKtlLKrkA6YB1HdJmS3qI6wB1d4rUmEUL4arXavb169eq1Z8+e20oIAfTu3Zutq0cyeHQiV7OMLP6j/F4/NYGTk2DZnAB8I/pQp++IMoVQbvx5xk9KYdCoBJ6emMyMWRm8+1kaLbtdJPP4fvKSzL2WbnXDbwsuQkVX8RDdGEBT2pJyrYBPKolsYQV/s4Z8cjm6/zh1CCWYJrd4xrc3FhFknUdUnti5EY+RLW+TUCgI6DEYpcqcqz5ixAjGjRtXFClkzf7zC4i7fI6gWh3QuvjRp+VblZ4HmKurHjhwQB0eHj7Ezc1tixDC/YZOdPsQK6VsV+zf99YH2LFXydfC47j2f0p1TfC28Qw5Ozs/5eLi8tWaNWtUERFV15CrKsm90ADf5udRuQjSMkx076Ri7W+BODjY9mTeSJicZcfe2itUXj6RvSabc+rtQEpJ5HcB/D3VPLZBiANnL5iF3KMDXWnZfjKH933Isr9yKLy2//DEo27M+dV2GNOtIiYmhueff56YdZfQU8BlzuGAI97404x7UN55efI3TfEHeGV394pXq4PSHiCLt8j6fJZxlj5DFuwJseKv9/c+QL7OyOuDzuBT24mD280LtKCgIM6ePVvpSlmVJTY2lu7du+uuXLnyU25u7ou3Y8O7KvQM+UopU64l5K4HOhavxCOEeBAYjzkkoQPwlZQyvMo+yL8YIUQDjUaz/YUXXqg1bdo0x9sxmsWU1Ii3Pkrlo68ycNcqMBole9bUo2kj2wU4bjSsu3gjz+KUlVNkqyFn8WMbvfYwydv/JOfiaVxcBPn55nXKvW1d6BmpRqMWfDErkytp5nD1Ni2c+X3FcUJDQ2/oM1QHJpOJp556Cj8/P5Z/vJbTHMIZFY440YS2eIiKNzCtDqyf/xaMx07bfa+i2LNBltB8Sx6Q5biKXq/4ee31H7I+V0W9mmWRvGstORdPk5d0Ca6ZjEOHDtGqVfWmQhgMBsaPH1+wYMGC+JycnK5Sylufv2CDm80ZunaOUvYKmAykSSk/FkK8AXhJKV+rls9wq8WQEEKo1ep3tVrtK9u2bVM3blwtuVFVxoX9ITTsGIvxWspQ4tEQfGuVXsDdqGGxF+4EMCj0IP/Z92SJ9+2FKFmSVpfEhbG0/yL02eb4Vb82/iQfTKL9hA60zGrBG2+8weD+zbmSZuTkzmAMBsmYV1NY+mcOV69erZEu3ZXh008/ZfLrb+KAIxJJOPfhYtWg7y7XqUzDuspgLYgswqm4oLK+N4t7iDJ18VzIXo2Hhwdnzpwxv5+cXKJjd3WRnp5Or169cmNiYjZkZ2cPu91KmVahGNoBeAOFwEQp5SYhxFgAKeWsa/HoM4E+mEtrj5JSRlflZ/k3IoRop1arN37++efasWPH3j7hCzYwJjak+6DL7Nhj3sn+/N1avDSmdJSJPXtlb2Fp4WYT2C3ip7g4urJvI8k7VwOgqduA3EtncW/chqcfuo+2bduSkJDAK6+8wrYVdYho78KGbToeGJHAm2++yQcffHBT86lqLl26RFC9IFxQk0cuLemID7Vvi2pwNyt4KkNFRY91fpBFNFXV9W2VaS8Ly3EmaWIfmxg6ejA//fQTAL///juPPPJIlcyvLKSUfPTRR4YPP/wwIzc3N1JKebL8UTVLFYkhW/bKG1gM1APigCHVVQjplj7IryWeflW7du1XDh48eNsLIVNSI5ydBcprP7V2rZ1rTAgBlRZC3/7lx689fkGfrafLB92I2j0KpZOSdhPC2ffFHr744gvS09M5ckJPYrIRj4bnqNX0PEv/zAEos6HrraJVq1YoUKJBS0fuv2VCKF2mcEYeRifLDj2RUpIhr5AnczHJ8otuVDVVJX5uBOv7uHjukIc6kPS0LP7444+i17Zs2VIj95yXlxc7d+7URERE9HZzc1snxL9TTUspu0gpm0kpW0kpN117bZaUcta1r6WU8jkpZaiUMuyuECofIURXtVq9df78+e63uxACc3i3Rn19mlFDbq/NreIY83Wc+HoyyTtXow1tTtNxH+AZ1hFVQDCB9w/j008/pXXr1syZMweAgaMScAw8ywMjzJGdfn6lc3hvNV5eXmjxxIiRtnTFVwTeEiGUJ3OJladIknHlHptbkE52XjKFxrwqu35FoxasxY+t4gk3c31rEVTR3COFUOCJD82bNy8SQFu3biU7u/pDT4UQTJ482eF///tfLbVavVsIUXa9/jsUO/YqTUp5n5Sy4bX/q60i7C3zDAkhFK6urj+FhIQM2bp1q9pWI7LbkfFPeiAELN/RlsCGkbitNpcoti49ahFExSu2WZcJLY8b6UdTnF8i5iCNkiFrhqPyMq/3FvVaQEFWAT4+Ply5coXOnTuzZMkSdDod48ePZ/Vq847cf/7zH+bOnXtT168uDAYDzz33HMu+X0UrIqrVuOhkNvvYjDve1CUUA4Wc4TB6CgBoRzc8RC2bY7NkBnlhKeTl5ZGZmYkhFdqJbjc8F+vqf/buJ+vys5U1AFWFJeTTkp9k+d7iRdoVM5smAffz08rXCQsLAyizkW5VU1hYyPDhw/PWr19/NDs7u6eU5SjbGqKqPEN3qVqUSmVvlUq1bMWKFeqePXve6ulUiL179zKwfydmvO/Duz/1xrt2i6IFp3VjZUvBE8sC1HphWt5C9ma9RGkHd5C4ZTn1Hh6NWwNztcukHX+Sun8zYK4yuWXLFrKyskhPT2f//v0MGTKkaHxNeZZvhA0bNvDg/Q8RTg9UwnZLgarisNxNOsk0pCUeeHOc/WRj/l36U48WwhwJa+2lMUkjRy+txOCYgru7O7EXLtGxwWg0zjcWzldRL4+94+zdhzdKRe9f66INFnt5UZ4hlywuFsbQrl07Dh82r/n0ej2OjjVT5W/p0qU8/vjjOTqdrreU8tbtdFpRFZ6hW80t2dkSQii0Wu0vzZo1G/L333/fMUJo7969/L4yhykTvQlu8QCOzhV/qNW0EAKI2jWKx/eORgg4s/wUf7+3HSc3c7z4lSvmUqTBwcH4+fkREhLCX3/9hZSStLS0Ilfw7YiDgwP/+9//yCQVPbYTGa2JkUfYKJdwVh6tsPdBSslZjuFHXQrI4xB/E8+FIiFUiwC7QihNJvEP28g/KswNAYPDyCQVw00UhbHXc8PecZY+DZUNDagqrEWQ5XtLaJ3KyRO9UccrI35j6dKlODo61phRAXB0dGTRokWqQYMGtdJqtVuFEPY7Ot/l/zVKpbKPWq1etm7dujtGCBUUFDD2qUg+fqsW/1v7crUKoarAu00XWkz8ArcGLciKOULyrrVknTuOcDA/EyyljU0mE0FBQTzyyCNIKcnLyyM7O/u2FUIAvXr1wpfAosaq5ZEhr7BRLmGnXE2BrJiNA0iR8eRwlRCacooDJYQQQEOudxco/js1mgrZc/YnCgw5xMTEoPBsj9GkJzW78i0NLFTUy2PvOGtRdLOUF6JnsY/WRRss9lKFBj0F9HUazvbt26lVqxZ+fn52W0RUB4MHD2bp0qWuarV6vRDi9kyuv0Opcc/QNY/QvGbNmg3YvHmzxl7jxduNK1eu0K5NbWa878MXf5YsRrX961KFMYCq6zO0wfR7UYgcwM/hP9JLYd4RK2thazIayDl/ApfTu4ryMgA0Gg333nsvTzzxBCNGjOB2qtpXUaSUKBUOdKM/SlG6f4aUkkQu4oIaT3w4FbinqHdSE9pSR9Qv9xqX5FlOc4jU1FTOnTtHhw4lxYe7uzteV2sTKkr3wTok/2bMm6P54IMPCA8PZ//+/fh26otPux4IpbJIqADsXPoKnQdPLzHe4tUpfhxUXFTbE0rW2OoAXpyq8CJZC3tL+NyEB0+xfOHftG1rDvcMCgoiLi6Ohx9+mCFDhiClJCoq6qavXx4mk4nRo0fnL1u27Hh2dnY3KWVOtV+0DO56hm4vlEplb7VavWz9+vXqjh073urpVJhnotxJyzCR5DSllPfcYrMsIdWWgj0WUWSPioiiDabfCXt5RonX7CW3W5Odn8LF1H3EZ1yPtPD0UFDLJ5QhQ4YwYcIEatWyvQF1uxMo6uOGp13bc1Wmk8NV/KjLRU5zxfUSOTk5qNESIXqXe36DLGQrfzB//nwGDBhA165dOXCgZKiyJ76EEY6TMO/gW34fGblxHEn4ndzcXFatWsWAAQPwrt2Cuk16ofGoXeIctuyVPeyJauv7oKoEj61rWnOjHs7U6C0UZmeSemA7AIsWLeLRRx+lTp06TJ48GZ1Ox5NPPomHR9V9FnusW7eOQYMG5ep0ul5Syt3VfsFyuOsZqiRCCOHq6vpd48aNB2zatOmOEUJ5eXkMHRDEowO1DOhb85vHxYUQUCEhlHZgO6dnvUPqge2MHTsWAEdH+HCyN3FxcWzcuJHHHnvsthdCmZmZ1BGheAhv/EQdAkV9QkQTghSNcMK5SAhJKUmXyVyUZ7giEzjIDi5yhuPsI44YnOPdcUFNA1pwigMky8vleoh05BBCE7y9vQkPD+fYsWPMnz8fg8GAXq9n1KhRxHKKfXJzKY9PICF8Nm06keJh7rvvPgC8Wna02fiwooalMlRUNFmLLWuq2oskTZIju7IpyDeRdLGAkw5PFL03b565J8Phlad4OmoMjz/+ODNnzqzS69tCoVDw008/uQwYMKC5VqvdIIQo/US/y/9LhBCRKpVq2bp16+4oIfTNN9+wfXceP33pV6NCyBYV2VDJzk/h7zPfcyB2EaOee4gGIWZv0KAHXdmy9QBnzpxh2rRpt70QklLSQoTjJrzwFYH4i3qEiCYEi8ZkkIKa6+sHnczhkjxLoozjvDzBQXaQyEX2sxlfAinIKaQRrdCRTYw8QmE5dV505OCCmpEjR6LRaNi2bRuzZ88mPj4eKSVLly5FRzY7WU3W9aKSAGicvVHmOxKm7MBHA8zPXM+AZqWEEFTOXlmLHHu5Q1UVClcVWN+veSnxGHKzyU9Nwsnzuvdx8ODBAOgu63l33Ic3xEqfAAAgAElEQVS88sor9OvXj4KCgmqfY+/evVm6dKnmmofIds+Lu1SKGq1FrFarP6pbt+7wTZs2aVxd75yIlLFjx+Lvp+SDN7zNVW+Cr7/nHmuk63PWzd+v7bhPuL7YrGyYnIUNpt+LxI819hayaQnHSDu8hdPHjxIaGorRaKRRo0aEhYVVS6fz6uTDDz/kCgm0IJxC9OgpwIAeJY604vpCPZnLnOUoo8c9QUxMDAM7jcPZ2ZlJkyZxibO0pzsSE6G9A/ls7Pu8++67mLzSyd2iwE2Urq5k8SyFc1/Ra82bN6dZs2aYTCYcHR2ZMWMGL7/8Mi+88AJ/Ll9NG9kJN2EO+fQRtbksz3OJs3z00UocHBz4738/Q3tvXzya3kN5+xDFf7c3eu8UH7fB9HvR19bG7OjnE2y+buFm8t6SJkSQtAjaDjPn1u2bvpsFq2JxVjoxaMAwRrb8tejYEydO4IgzheipQyjnOU5KSrW1FSiBQqFgzpw5LtnZ2a02bdq0UgjxgJSyehqJ3eWO4FrVuL9Wrlypvl3bPdhi48aNfDTtRTYvDeTB18eWet/aXn1h+aJhyeNudIHaSzEEfxuv2/NWG42FRK9ZwI+zvy3aoBs6dCgZGRl07Xpz/cVqmuPHj3Oc/bSmEyZMGDGQhw4FghCa4iXMi2mTNLGXjfhRh85Dw9Hr9cx75Xs6d+5MQEAAusRs2hFJNFv566+/WLJkCevWrcMtwY9A6tvMk03kIgFc7zPo6urKk08+iclkQkrJoEGD0BlzmDZtGu9P+YA6MpRQ82MZJRBCM2I5RTu6sXv3bgYMGEAjvxzSHTqhdLBdjt0W1jbCYsksQsied9D6flt75HplwOK2qXjjbVs2q7gAq2y4p/Xc8q7Ec27+57i5ueHq6squ1dftqE6nA8AFNU4444YnBoOBnJwcnJ2dy7xOVdCnTx9++eUX16ioqM1CiHullKeq/aL/YmpMDLm4uEzw8/N7ftu2bWp39zunf1R8fDx/rJjPub3BtP1iXIn3yttVrwrsCSFbGPR56LKTOLN/ISZjIfXrm93xSqWSBx98sLqmWK00btwYb/yKjIgtTNJEJqnUIoCvv/666PXWrVsDEEh99rOFZtzDoXUnGLhuIME0Ydx3jzJuy3O0lz1wFSVDuYQQuEo34jlPYmIij9QezWkOkU4yEokXvgTTGE98EUJJXUK5SAxhXDf4zbiHaLbRSLTijDxMaGgoo0aNIjV6Kw0em4BnfM3tRfRSDCkSRNZhDtXhmbLgP2MXSRMiOLCoBW2GHOX00lN0/6wnswfOIiQkpMSxjzzyCB999BHxly7hgCMqXNn9wUl4r9qmVwKlUsmiRYtUffr06RQdHT1PCDFS3o4lFe9S7QghGqrV6o0LFy7U9OjR41ZPp1J8+ekAJr/oRWhwxRew1tREzpA0GdFlXyEt4SgGvY7MzMyiSAVLQZU7jUaNGiEQeONfZmGfLMxFsZqJdixatAigqErehAkTeOu1KQTRiAaE8eCDD6JGy8Zd6+gV0Rs9BdSnWalzuuJGPBc4dOgQE9pMJZZTxHOeQvS4oCaIRgQQhINwpAM92clqgmXjov58ftQhk1QOspPmzZtz6dIlnJycgNWERT6Hm3fwTf1sqqJ/EdycvVK2aFzmvWyZY+CGNOJ7eZOyax0qv7rUHvAUez99qUSrETc3N5566inm/DAXiUSJA6a9ary9a65/1KBBg7h69arb+PHjdwghWt+ufYjuBGpkNebo6PiIVqudtm3bNpWPj09NXLJKMBqNPP300zw3yh1PD/u5FbbyO9xjjTe8o18WtnbXpJTsWn69D9UjjzxCs2bNboteBjeLv78/+ejsvp8tM9nHZjrcG86SJUuKXjcYDEXVXvalbWPDhg288cYbFMTmUZ9mnOcECxcuRIWGAnS44kauzOI8J8glGw1uZJJGJmnUrl0bBQrq05yW3ItAQSIXOcMRCsjDKA0oUNKUe0rMzVmouEd2JZqtfPDBB7z00kuMGjUKfUYKib/PwzNidJmfvbxqcfYovnNW3jGVMSwVvZ8T5UVSiKcJbXEWLkVhB4kzwAkXHvMabrM5oo+PD2vXrqVXr15cuXKFL2Z+xjPPlPa6VidOTk6sXLlS3aFDh/6xsbEfAG/W6ATucssRQvhqNJptX3zxhVv//v1v9XQqxcKFCzlzTs/i7/1tRiyUR1WLoOKL3+LnjkuL5mTCOgDq16/PAw88wGOPPXZT17odcHR0xAFHCsjDBXWp96WURLOVXLJYtOS3olArMHvGAby9vTl1/gTPPPMM2zfuoAFhXOYcERER1CYYHeaUxkKpJ4k44jiLCjVGDGSRQZs2bRAIvPAjnPtQCQ1XZTqxnOIsxxBSYMSIP3VRcH1dI4SgsWzNSf6hf//+zJkzh3r16hEXF8fRbV8T/uC75RaNstgI63A4y/e2coMqY6+gfJtVWY+mTuZwioPUoyG1hH/RnP2PQY4spE7nIHbMmmJz7MyZM0lNTWXVqlVEdu/CypUrK3XtqmDUqFEiISHB4+OPP94mhGgrpcyq8Un8C6h2MSSE6KDRaOZt3LhRFRwcXN2Xq1Kio6M5dXwDy78LLtUx2yJ87CW61xSGwjx0V5MAc1niSZMm0aJFi1syl+rg+PHjJeKsrTnJPzSmFbt3l8whVCqVqFQqatWqxd9//82wYcMYNGgQjZzCuIy5Qs62bdsAiOMsXtKP3awHwAvfoqo/nvjQnPY4oyohLgMJIZAQ8qUOBxwRiKIdtuK4CDX1ZTPefvttevbsyeOPP868efMIDutX7mfPG9jBpgBRLd9b4QIJxalOD5CFXJnNGY6gQsMlziKlCYmkNsEUkEchesoKOWrWrBkK1yYoswp5/sXX8Pb2LrFgqAlcXV3ZvHmzunXr1i85OzufLSgomFOjE7jLLUMIodJqtZvGjx9f65lnnrnjdpOmTnmCWZ/5cv/LpcPjyqNGvEFSUmDIKRJCS5cupX///iht5FLeiSQmJmLChBO20w4vcQ6ASB4u9VwzGo14eXmxZs0aRo8ezYYNG2gnunGE3UWiJYFYHHEmV2aRSByxmCOjnHDmKumo0FCfZvhTr4S9chdetCICgyzEiBElShxE6cqdQgiayLZs3rKM119/nXnz5tGtWzfqNumJg1NpcVcVdB483aYgqi57Ze0dOkE0SpSc5zj5UkcmqfgSiDd+JHEJxU7796azszOx2SEIpTN7ok8xYsQIli1bVuMb0ZMnT3aIjY2ts3jx4tVCiG53Q7wrT7WKISFEXbVavfbXX39VWSpG3UlE3fsMedTmvpfG4E5J8WPBWgRZklOropJceQveC0dWknDW3Gh14cKFDB8+/Kavebsxc+ZMAjB7EaxLRBdKPXmOOfyTubPUOCEE9evX5/jx41jCMh0dHbkgTxEVFcX8+fMZOHAgH374IQ899BDJZy/hQyBXiCc+7yL1VKG4oKaxaF3m/FxE+QZCiQPdu3fn3nvvJSgoiHnz5pGdFotaW/lSsPbuiYrsrpWHRXjZuob1e7ZEWq7MZg/rqU0Iw18ZxPTp0xk9ejReXl58Of2/NKY1IBnR9GkOyB1251G32f1kJJ+iVmAYI6KeoqCGxRCYGzhu3rxZHR4e/rUQ4oyU8u+avH6GQV2qqbKFU7pDQFJNTuf/BUII4ebmtqBnz56h06ZNq7ka71VEYmIi58/B+4PbQQXrNhWvhGopoGAtgiraMLM8e6XLTuHghs8AiIyMZPPmzbd9AZ/K8s0335g9LkJh81nZ5OF6vPbweJ588slSYxs3bkx6ejouLteFVLTcyu7du4s2kLZs2cLGjRuZNe0HGtGqKMfnrRUvMWTAUDrSG4Uw/0xthaQpqcjv1xzy9fnnnxMQEECPHj04cCwOpAlsVG61heVc1WWvyirbndPQo8LC/oDcThbpnI45TcOGDandxI9Xn36Rzz//HFOCiXx0GDFQUFBgNw9I416bwEbdyEm/xF9rNnL48OGiEP2aQgjBt99+6xwTE9PmwIEDM4HK74bcJJsym+OeVjoFJicjBzhR09OpNNX2JBJCqLVa7YYpU6ZoH3rooeq6TLVioBDnYjs8t9oLVBxdVlKREBo/fvy/UgiBOWzpKrabDudwtcyu40uXLmXHjh106dKF+Ph4Bg0axIgRI1ixwlyR+J133qFJkyYsXryY0xwiGHMp47lz5+KJDzpyKtyTqCz05HN0y0kAAgICWLNmDcmx+276vFVNWUKnIggEIFCgYPjw4Tz99NNMnz6dzz77DBwkScTRiFac4B8aCfubBbuWv467TyiGwnwMeh16fdlVlKqLpk2bsnjxYpVarf5TCHFnVR65S6VRqVRv1q1bt/f8+fNVd2KI8SO1R6NAiX5gp0qPLU8IVQUWIaRSqdiwYcO/TgiBud1COldsviel5OjRo3Zt1n/+8x+WLFnC7NmzAXjjjTcYMWIEjz76KACTJk2iW7duTJkyhUIKuUoGCpQcYTddunTBQCGF3PizskgUYcSEEZVKhUKhYPXq1eiyk8nXZZRzhoo3Bq8IVbHBZ6Gs+1iLJ482fIpXX32V77//nokTJ/LAAw9wmoM0pjW5ZBPgUpfMTNvhdzuXvoKHbyNyMi/j6lGHYWOqPwLDFg4ODqxYsULt6ekZ5eTkNOaWTOIOplqeRkIIodVq5/Tu3bvea6+9dsf6v5UoKeTGm2RWJ04u1xX4V199dQtnUr2MHTuWGI5wQZ5En5WONBoplHoy5BUOs4upU6eiUqlISUlh//79bNq0idmzZ/Piiy+ybt063n77bVq1asX27dtZvnw5q1atIicnh6+//ppWrcwL8jZt2uCOF+ev7V4IIfCjLnnkksQlTNKISZowXvM8SykpkHkVFkoBBJFLDmFhYaxduxYPDw+y0y+iz698Oxt7xqXz4OllhhXcbMiBtVCyteOnFq505H70FNDxnk78PPsXvLy8GDp0KKtWrcLkqec0hwilBQnEMm3atFLnyM/PJzIyktT4o/jUbY17rfo0umfgTc39Zujbty9TpkzRarXaNUKI6i8RdJdbglKp7OXs7Dx53bp1apVKdaunc0M44mRuQi1Nt3oqZXLmzJkaba5ck4wdO5Y8cjgvT5CRfBopJQZZiF4WEM0WGjRoQL9+/dDpdBw7doytW7eyatUqJk6cyBdffMH69etp3LgxH3/8MYsXL+bXX38lLi6Orl27MmWKOW/FycmJ2Yu+JZ7zmDCipwBPT0/qEMpJ/ilq82AwFiCv3Qt6gw6jyXbklLUAdhRO1KMhoaGhfPbZZ5w/fx6lgwsZSSer7OdksVf27FJ59syaijZ4taY1nfCnLofZxYzPvuS+rj0RQjB+/Hh69r2P0xzCAQdccaeeZwg5OaVt9gcffABpW/DwbYRPvXu4fGoTJtOt+Rv08PBgw4YNamdn5xlCiPa3ZBJ3KNUSJufs7DzW19f3wblz596RO2wWhkx6iEUfrSzK0SjPI2QJOej63DMw8MYT4G2R9pi5F0R4YBwA+Vfz2funubzjnfwzLo8WLVrQo0cPHB0d2fHDl5gwcQo9Ht7u/DprIfn5+YSEmB9SQUFBqFQq1Go13bp1Y8+ePfTr149XXnmFCxcukJCQwKxZs3jvvfdKedL++HspnTqZd1THjBnDmDFj2L59O4MHDyYm9TBKHMgjF39Zt6iAAkAPOagoLMEeDsKRCNmbJycP5v333yc5ORmfum1ROjiVKS4sr1dmd81e/HVFsVyv+DUrs9unFq60kOFkkooSB/axCTCXAU1PT8dJOHOBE7SjO++99QG9e/emXbt2ReMVCgXbt2/nhRde4J/LdanTuAdnDy4hYuDH7Fr+xg1/rpvhtddeU+7YsSNk+/bts4BRt2QSd6k2hBD11Gr1khUrVqgCAwNv9XRumFknP+GepptR/xFdIRsz8dMFrMjV8MVrI6GheUFpbwc9p6EHNKyc3bIOKXdy9+a155+lTp06lTrPnUbfvn3x8vLitwVzccOTq6Sj0arp378/kydPplevXuzcuZPg4GB8fX3Jycnh4Ycf5uzZs0UFCyZNmoRer2fJkiWMHz+eqKioEuFzAwcOZHr76ezfn8bWrVsRQhCTf4wuXbqwff8qtNKDqyfSUaPFn7pc4iyF6GlKWwJtNH21LnTQhMbMXPYEr776Kt999x2Ozq64eph/bxbhYREcpQoWWN1Dxd+vbHNVe2Ntlc+2npc1tirJKYSSujTAR9Ymj1wucZYMUlGr1axevZrmoj0niKYb/TnFQd566y2+/PLLEuf466+/OHz4MO36vImTyp2Lx9fQuscLHNla/T3ybNGoUSPmzZunioqKWi2EaCqlTL0lE7nDqHIxJIRopdFoPl+9erXqTmmqao/fP/qTQqq/gdaNkHIoGc8Gntypu5gVpU+fPvTp04fY2NiiUsx1CGXcy08yYshIXFATHDmSOsXKfsrle9my8SAAa3/bw4ABA3ByciIgIICpU6cyderUUteJiIggKSmJL7/8EiEEDRo0YNasWVy5coVw0YOrpONPPWI4QgrxKFAAAh05uOJW6nzWCCH4aeQyxMCB+PtTqg/HjRZFsIV193eAmixmL4TAEx9OyH8IpD6LFy8ueu9c3Fka1GuE/v/YO++wKI+uD9+zwFKXIiAg2FCwUFQsWLBF7L1HozFGXyXRGLsSNa9JjKImxiTGJEbzqrF3TTRR7LF3DXYRCwooHZTOfH+sIMICC4KUfPd17UV2n5l5ZgzsPGfOOb9DItVQn4Bu2bKFM2fO0MGzC/HEAODafz/nvxmOyrIqOroGRIaUXMyxEIJ169YZ1q1bd4Curu7e1NTUDSU2mQIghJgAjAQk8A8wXEqZmOX6e8BCIEOOdYmUcvmbnmdJIoTQNTU13eXr62vcunXrkp7Oa2Fubk4ySUUS2lvUpCUmINPT6NevX0lPpVhRqVTs2bMHgLVr1xLFU2ypwvgZHzJv+kI2rdlMVWrR0uVjFApd4q3MMbSCY5+pD5gecpXt27cza9Ys9PT0GDRokMYQeD09PY4fP46/vz9t2rShWrVqdOnShTNnztBG9OQRQdSlERGEEUYwKSRjg0OmEp02jO2zEnDBtl4LjXWjioq8PECa8n/yw+R2NPFO5gXqayCMSJDPiCGSZnTAyUlddCsg/Qx2iqrc5RpOuLHk2x+YPXs2hoaGvP/++2xZt40UkrDo2pmIDhZUOiKxd2pF8M1DBZpzUdO7d29GjRpltmLFik1CiHb/XyIif4rUGBJCGJuYmPz+448/Gjo7Oxfl0CWCLnoEE0jFjgNe0YbJ7bSi1ZhR6lN1ChYnm907kN0LBMD8OgDc2/aUW1wmglD2H/Ev0H3KMkuXLsUBR8yxIolE7ty5Q328MBMVSMij/oGUkvj4+FdO1XLDxsaGjh074ufnx507d5g3bx7t2rXjjDyY2SbDCzdhwgSW/bqJ+Ho10LFSn7Rl9choWx9KUzHU7J4XbQQNsp/CZiemmk6uns38PE+FjftOJxWnltW4fv06deqof38rV66MA47c5BLPiCVtayqpqan4+voydOwgNi/ZQRzRJCWmY6T0I/hOIjqKJDb/MqVQcygqTE1N2blzp1GrVq1+EUKcllIGleiE8kEIYQ+MA+pKKROEEJuAt4GV2ZpulFKOfdPzKy0YGxt/Ub9+faeyHM6dwSC7D0glhciqCqxvRSGEyNyfNHmgF019B5Pb0Zig+YExtyR4TWNl//6x94/A5Dak/nODh9zhAbexpRLu7u6vucqywZUrV1CijzvNiCWahw8fYoMDlamJEAKFIvdHr7i4OK0OOfX09PDy8sLV1ZWAgACWLl2Kn58fh+XOzDaffvopX3zxBQDTFk3k6y9Wo+Og9txkLWqq7X6VdY/r5D4TeDXMLjcJbW29N5r65PZem74FUURMJw1JOu+vfCnYI4Tg71sHcHF2I4YIjFGhVCpZs2YN169fpxLVecojhJ4u8Rcvcf6fU6SEPeHzadO0vm9x4efnp+fv79/k9u3b44GcJ6T/zysUac6QSqVa0qVLF+vyUC8AwApbzLHi/F9zNSYPFtTlC4ULkQt8YQiFBB7nBH+hjwHN6FDmqnMXhrdEHxxFXb5d+B3VqI2tqEJV4czN6DqYiQoa+2T9N5ZI9u/f/6J4XP60adMGKSVSqvtlJzg4mAsXLvDll1+iSI/FSJW7gIMmCmNYFEe9qjdBXRoT+ncMDes2po14Wa/lSvwZrLClHs2pLuqwdetWDh48yJIlSwgjmOfEM2Pgba6fe8agCXYs/rN2qSjC2LBhQ2bPnm1oamq6XQgtZZVKFl3AUAihCxgBj0t4PqUKIYSXrq7uxxs3bjQqD8n8OujghBsX72/mTtiRQu1PhSG3g5i4xCecZj8hPMCdZtxPv1WuQ7oz8BAt8azXDEdcMBdWVBE1uRRSjSrCSav1Hz16lNTUVNLS8hdqMjU15Z9//sncs1Qq1SvXZ86cycGDB0lKSuLixYuoDPJWMC2MnHphRDYK6u0pLAWZm6WwpR4t8HnvQ+qJl+UfnJycqE0D7KhGY97i+fPnjBw5kosXL3KP6zwjlqgdfxCxZTsqz8bYjhnFJ598UhzLKRBKpZIdO3YY6+rqfimEKPkNNB+EEBOEEFeFEAFCiPVCCAMhRHUhxGkhxG0hxEYhROErSedDkXmGdHR0OlpaWg5YtmxZ/kfwZYS/5W4Ateb/yTNUrdsRyBkrm3XTyS/HI2PjuDzlR0DtTcpuIF1ttvaV988XHmHmd93YeuYc/1y/Qu3atV9nWWUGKSUBnEaSThPaZcpYZ/x7aTIsNeXLHDp0iIEDB7JmzRqcnZ0ZPHgwbdu2fWVj2rZtGzt37sTFxYVx48bl6kmyt7fH3t6eo0eP4uzsnGsRury8ObmhqRBqRp/clAwzrhvmcs/8KE5DSyEUVMWZZJnIJY4RFxeHSqXC2NiY2/KfzHY1atRAT08PIyMjYmLUYXJjfabRtm1bvL29i21+hWHSpEk627Ztq3n58uWpwLySnk9uSCkfCSG+Ah4ACcA+KeU+DU37CiFaAbeACVLKh29yniWFEMLExMRk06pVqwxtbYszCOjNsV+qi04fPnyY995779UHzhf5EtnDcXPN+0D9IJlxPasEdyteLeb62YerAehl/Czzs2114/lopmThj36MHDkSXd03Ut+9xNm6dSvXOE8dPLASdsCr+5Wm7/Hse1ZcXBxdunShVq1a1K9fn3bt2jF06FBMTF7W2wsKCsLPzw8TExPef/99XFxcNM5HqVTStm1bQG1kOZh01NjOP31zpqcnL7LmpGb1LOXXN97JPEdB1vzQZMwXtxFlJirgJptyieM0Fm05K9XhblfkyzqGP/6ofnbz8PDgwoULAPTr349GjRoxderUYp1fQalRowaLFy82mDhx4hYhhJuUsmSkWfMhj0iGLsA3UsoNQoifgBHAj8UxhyI5DhNCmBkaGq5dt26dUUZNl/KEsbExekojIh5fJfGZWua5uP4os246ADGxabTtE0xoaCgXL1781xhCADdv3iSWSNxprlU9n9xo27Yt9+/fZ9KkSbi4uPDBBx+8kjfk1uoDBr3zPsevxLNv3z5q167NxIkTOXXqVKacppSSoKAgYmPVxZ1HTFjCgyfFE4ZblJKipYGauGGCOQ6mVYmIiMhx/dChQ3h4eCClpEOHDly5coUvv/yy1BlCoBZ4WL9+vbFCoZglhKhbglPpIIQ4l+X1yhOqEMIC6AlUByoBxkKI7C7734FqUkp3YD+w6k1MvDSgUqkWd+/e3aJnz575Ny5jGBsbExWWRHziUyLig/LNISrIXtZqzKh823z5TSTT5hqyZcsWfHx8/jWGEMD8+fOpQ8NMQ6gwqFQqjh49yrp16+jevTv+/v54eHiQmqpWg2vRZwF13Rqx50ggSqWShg0bMmjQIHbu3ElgYGDmOBERETx8+FD9veo6nQf3H2Csb/naayzvmIkKuNKEy5xg7969Oa6PHj0aX19f7ty5g1KpZP369WzatKnUGUIZjBgxQnh6ejoYGRnNLum55EP2SIYQ4C1gy4vrq4BexXVzURR5Vaampr/27dt30P/+979y4xXKSsWqjVAamPLolvqUoGFHXyz23QYK5gHY+/hyvvfKXqz1qjyHAsHD9MB/RYhBVubNm8d3y/+gRv2c0sqvYzAEBgbSqFEj2rVrx4gRI/h41ioiQ65Su+kwjmyawPHjx/npp5+4ceMGgYGBtG/fnpiYGC5fvszTp09p1aoVZy/eoGKVhjjUeivfueQnEZpX/4y+WUNRMk4VC6NWWFIhd1JKrnCS96a8w4IFC3Jcv3LlCvXq1aNdu3YawxNLG0uXLpW+vr5XYmNjPaQsWi1jIYSulYtVSpdfe2i8fmXFJS4tu9BbSrkjjzH6A52klCNevH8XaCql/DCX9jpApJSy/J1mZUMI0cLc3Nz/7t27hhYWFiU9nSLnwIEDDOg5gqTUZzxLCqeqa1ecrqpzULKeyufmFcoIlSrMfhUpn3CNc9wLvZtnDbjySHBwMPXr18e55RQUildDB1/3gMvb25uoqCjeffdd1u6L4vzeuTTuMotTu2YRFBTE+vXr2bp1KyEhIdjY2NC0aVPWrFmTKQVtY1qb+KSneDn7vOLR0YQmL09WL01+a8non92zo2nvyS3HKIPXPXQuTNhfBpEyjFsmF4mKitJo0Ddo0IBLly4RFhZGxYoFL6D+Jnn8+DHOzs4Jz549ayylvFrU4wsh1vXc1HeQWVUNRVdD4tnWa9N2KWWepaCFEB8DX/IikgH4GDglpaz54npl4E8ppWtRzx+KIExOCNHcwsJi4DfffFMuDSEAIXSIDruFdRUPokJvIvKQUtbmYfPZ83QMDQQKheBxaCofffKE8Ig0lErBdZmMHVXRQQczYckTHhLyJORfZwh59f2KhzeOoqNbNKVdshokx32EEDcAACAASURBVLZO5tatW2zfvp2pU6dy5+p1Kjmp8690dHRo1apVZj5WdHQ069evZ/7SP6jZfAKWoTfw8nLgYbQ5ttWbaX3/tNRkgm8eJD0tGSuH+qgqvKzhmd1Y0rTZmN1Ly1ckIYOiVKYrKoQQKKUBSxYu5fPPP88Rhuju7s6JEyewtrYuoRkWDB8fH7F8+fKaAQEBHwA/lPR8NPAAaCqEMEK9ubQDzmVtIISwk1KGvHjbAyi6QiKlFCGE0sTEZO2yZcvKpSEE4DtqFclpCSSmxGJbvRkyPWfuSUHyiVJTJampEgMD9b73+dcR7D30HFOVgnMyimrUJpUUbHDgCcFUpua/zhDy6vsVSc+jiXuWksMQKux4WTm4Zw9Hjx5lxYoVnP9rC3oGppkiDNWrV+eTTz7hk08+IT09nYMHDzLIdy52/T9C6OjSwzyB7avP4GTbBlAbK/kZRABhMTd5EncLCyMHzGmb+Xkn95k5fn+KK5qhMGpyRYUuesTHx3Pnzh2NETn+/v6cPXu21BtCAJUqVWLBggUGvr6+a4UQRX6ApwXVhBBZ959lUsrMMKhskQzRwGags4Zxik0V77WMISGErkqlWv3jjz8amZu/mWTNkkBXz4BnMY8wMLFEodAl1l6QOKE5tt+cyKGsk704ZVZa2FWDpnFcuHABMzMzXF1dUSqVBAQk89tvv5GcnMz8+fO5fPkyMZGxtJRdSSMNKyurN7bW0kJ6ehox4YGYV3Quli9aa2trRo0axfvvv8+ZM2do2rSpxoro5ubmfPDBB6zdr46HN7ZwYO7cuURERDBx4kS++ir/wnDHtk7m5MmTNG8+g4YNG/L07k6MzXxQ6ORfeDDr2nNTm9NEaRRdqIELz4jFz8+P2bNn57jerJn2xmVJo1AoWL16tXGTJk3mCyE2SSk1l50vIaSUp4UQW4ALQCpwEVgmhPgcOCel3AWME0L0eHE9Engv+zhCiEPkvgFJKWW74ph/caGvrz+pSZMmVuVZ4llXoc/zpAjSZRp6MUnoPXuOjmtDIMtJ+YuaQXmpbnnbuVLLx4a1a9eiUChQqVRMnjyZz74az9atW9HT0+N299tMmjQJXfSQpJNKKjNXTXozCy1lRD+5ha5SHc5d1HuWUqnE29sbb29vZs2ahbW1tcaDI4VCgbe3N7Z/vszJ/OqrL5gyZQpubm4olUoGDhyY570yDCUhBObm5oQ8/oeGF82xNKmu1Vwz+mtSm8tOxjXDAPX7wogxFBemogJO0o0uXboQGJgzMsfKyorOnTU9r5dOfHx8xLJly2oGBAQMB1a84dvfy8cz5A0EZeyjQohtQHPAXAihK6VMBRwoRhGg18oZ0tPT86lbt67tgAEDimo+pQ6vvl9h79wGgIhHV5AyjdRnsa+0ye8UPk2mEiivcsfqIqNGjSI+Pp5Tp07RvHlzlEol3333HW3btqVjx474+/vTILItKsyJJgI9lISEhOQ5fnkjOjqaaydWoKOjxL5my2K9l66uLs2bN9doCGlC31Bt9Ddq1IhVq1ZpzIHRRMOGDalUqRK//PILHh4ePLx5MNe2Bam8XZZQCn2q4MS+fZry+Mserq6ujBgxQlelUn1d0nPRhJTyv1LK2lJKVynlUCllkpTy0xeGEFJKXymli5SynpSyrZTyhoZhJgNTsr22AjVAiwJbpQghRCWFQjHz559/Ni7PnnaVQUWsVeo6KcGRF0lOVYdKFSRk6Kl8zBkOEBMTw927d7l58ybff/89hw8fZty4cfTs2ZPu3bszceJEkpKScMKdcEJRos/jx/8u0cKUlBRCAk/w4NpeajV5p9jvV7du3QJ50Dt37szChQt59913M2W2tWHixIkMHz6crVu3cv3xXtLSUzKvFcRbUxAD53XC2l733pqogjP3gu7x6NGj/BuXchQKBcuXLzfW19f/WghR2rwXmZEMQv3l3A64BhwCMk6uhgE7c+n/2hTaGBJCWOjq6s775ZdfyvXGAvDg2l50lWrVMJVlNe7vXIHUQvYSIF2mc5G/iSeWkydPMnz4cPT09HB0dGTOnDns2rWLPn1eGsw6Ojqkk04c0ZhghkCQnv6mPZolx88//0zlypXRNzSndtN3EUUQclCUCCFYuHAhQUHqMjPaSmgqlUomT57M5MmTmT9/PmFBpwi68jupKQnFOd1SxxMekaAbUNLTKDK++OILfYVC0U8I0aCk51IcSCnPZ7wAE2A+apUfHyll45KdXcEwNTX9ZsyYMXo1a9Ys6akUK0/j7hAeH4iuQp8KJtV5GHmB8Li7Wvd/KO9wk0vUwJW1a9diZWWFjY0NvXr1Yvv27Xz77bfo6Lz8Xu5q8A7RhKPC/F+3XwUFBeHo6Eho0ElcW32AkWnRKBMWpWdp48aNmf999epVQkNDteo3ceJEVq5cSdWqVVEZVOT8vY1EP9feKNAmFK+0E0MEEllu0hQaNWpE//799Y2NjT8v6blkRUp5GrVQwgXUBcIVwDJgGjBRCHEHsKQYPVqFFlAwMTFZ3K9fv9ErV64st7lCGTRt2pTzF65gauUInjWI3LGL3tv6obJXH4xm1AHKIGuIUpgMxrylHkeOHNH6D6qd6MthdtKKbtxxOM+ECRP47bffGD16ND4+PkW3sFLG06dPqV27NqdOncqsAF0akVJiYGDA9OnTWb9+PX5+fq8YtLmRmJjIgAEDSEtLIyS5Lo9uHyE+6iErl3/Hhg0buHz5Mtu3b8+1pk5Wj1F2idaChMVpI7BQGGlwTWRNwt7xzJiZb99m4Me2/HfInQKPVVpZsmSJnDlz5sno6OgWRTFeUQgoFCVCiI7ALCAR+FJKWbLl1QuBEKKeqanpyYcPHxqampYph1aBWbt2LUOGDKG6dXPC4wIx0bfCSL8ChkPUQjT2/q96s7OexqfLdC6YH+TcuXPUqFFDq/u1V/TnqjyHGRYkkkC/yd04cuQIFhYW/Pnnn1p73csaUkrefvttXFxc+PTTT0t6Onkyb948Zs+ezeTJk7l69Srbt2/X6nnkt99+Y8qUKVQ17kh8Ujh3Qg9TzboZwz56i59//pmxY8cyZUruBbGziylk9SgVxAuU256VdU/KXoA84/e8oN6mjD2r5qbRxJ44RVLQPeJOny3QGKWZkJAQatasmfD8+fO6Usp7RTFmUQgolDSF+pYSQlSWUo6aO3duuTeEAHbv3o2OngEx4YEkBgVh5ObCP6uuADkNoey0HtuI7t27F+hkQSEUqDAjglCio6OZNGkSly5d4oMPPnitdZRmkpKS8PLyYty4caXaEAK1d+i3337jr7/+Yvny5UyYMIGEhPw9PAYGBmzatInQ0FBunV1PxSoNsXduw88//0x0dDSBgYHMnj0717DIojotfJM5R9nVpsJDkrGuVGx100qE0aNHCxMTk3pCiPYlPZeiRghxFvgZWA9MBWKEEB4Zr5KdnfaYmZl9/8UXXxiUd0MIYPDgwVSzasrDiPPEJYZRycKNwCd/axRSyE4c0Tg4OGhtCGVghgXRRFCvZy2Cg4M5e/Ys+/bty6wbVh6ZPXs2N2/eZMKECSU9lXwZN24cZmZm9OvXjxs3bmiUjNbE0KFDmTBhAoExu0lKiaOR4zvEJz7h+PHjPHjwgKlTp3LlyhWtCsRC4QrV54U2QkGvEyqXFh2NroUFjt+VykjoQmFnZ8fEiRP1TE1Ny8+iioBCCSioVKrPR48erVupUqWink+pxNLSks0bVtGjRw+8q1anVq1a/PzrFu741SK7jZP1ITJNprF7925WrCiYZ88/fTN+fn74+voyuMdgPv74Y44cOUK7dmUqV7lAHDlyBCsrK/773/+W9FS0ol+/fixcuJDg4GBatGjBjBkzWLRoUb79DAwM6NKlCxfmzMFa9yYHzx4kMTGRunXVJWsiIyNxdXXF0tIST09PqlSpwqNHj0hKSuLJkydcPHeNmh79MKMqUHijpTD9sm48henfTsbxPCqVt+sfY+TIkcyYMYPq1bVLyi3N6Onp8dVXXxn7+PgsEkK4y6KoV1B6eAbEo47bzq46IFHXgSjVCCGaV6xYsaGPj0/5iHXJByEEgWHHsba2JjIyiUWrPuCtttsw230LlUFO5ausD4ttO6fw5MmTAt3PP30zjx49wsHBgcOHYzh16hSenp6Ym5tTXhX7QB3Sffz4cVQqVUlPJV+MjY2ZMWMGvr6+fPPNN4wcOZLAwED09fNXa+3ZsyfTp08ngr858c8WKlasyJw5c9izZw+Ojo707duXiIgImjZtSr169YiOjiY2Npa4uDiO3zqFjVltasiWmQfChckL0ma/yV5+IqvhZViIyOw7A35mgH8IPQcsJSIigg0bNvD2228XfKBSyNSpU3W//fbbzkKI2rnkiv7rKLAxJISoYmRk9Pa0adPyl8IqR9y9q4653rVrFwkJCSz5aRUxT+9gXtE51z4h3MPFxSWzAnRBGDNmDDo6Orz77rvY2tpia2ubpzu6LJOens4PP/xA69atS3oqWqNQKFi8eDH9+/dn7dq1DBo0iLFjx+Lo6Jhv35kzZzJnzhwOHTrEqlWr+Ouvv2jQoAHOzs60bt2aAwcOEBAQwNmzZwkODqZly5YYGhpiaWnJuFmruX5yJR7tp6KrNCSht2epVI7TxI4/42lUz4Dt27ezYsUKLC0tmT9/fklPq0jo378/vr6+1WJiYjoA2h275kF8sj5nHlXReC08Nuh1h9caKWWbN3azYsLMzGzhnDlzjJTK8uWRzIuIiAgiI9UFwpOTk6lu1ZR7T0/hVllz6CVAcupzli37H9euXSvw/ezt7dm4cSNWVlasXr2aefPmlWuv0JYtW1AqlWXqMOeDDz5g2bJlREZGYmNjw8qVKxk9enS+/WrXrk2HDh3Yt28f8+bNo2rVqnz77bfMnz+fjRs3cvToUeLi4jh16hRXrlzB3t4eCwsLjIyMeHLNkoDgPzDSr0Al82IpD5OJ7TcnCJ3Q/LXH6VipHnsfXyYiMo3Dx58ze14D3NzcUCgU5cYYUqlUTJs2TblgwYJ5QM5CjoXgSpgd+ro5lY9TnpSMNHpBKbAxZGJiMmv06NE6/za55zFjxrB8+XICAgI4cOAA61b/jO+UARzeWBWFQmiszG3lZVyo0LaoqCiSkpIYP348enp6uLu7l+sTtpUrVxIWFsa6detKeioFokWLFtSrV49Lly4xefJkWrRowcWLF7G1zTuJVl9fn8TERJo1a8auXbswNDRkyZIlJCYm0qlTJ1auXMncuXMZMWJEjr43O3Zk7NixrFi5GKdGgzC1rFZk6/ngdvY8npfvd0aoI6LyCwvVRMdK9YiT0QRaXWLPniOsW7cOZ2dnrZX4ygI6OjrMmzfPxMfHZz5FYAyVRoQQtlLK0Nzel0aEEE2sra3rDxs2rKSn8kaxtrZmxYoVjBgxgmXLlnHu1i7c3Nxo8+kmnBsYs2iqWvUsaw5HWOxNOnbsiJ2dXYHulZKSQmhoKJ07d0alUmUaQdlriZUXIiIi+OCDD/jjjz/KVD6UUqlk5syZLFiwgJ9//plBgwahVCoZPnx4vn337t3L9OnTOXPmDI8ePeKXX36hZ8+e3Lp1C3t7ewYNGsSSJUvo1avXK/169+7N33//TY8ePXieFEWNil5Ftp68DJ/sObUFPTRsb+cKb8UwfEQfUlJScHZ2zhRNKi+MGzdOx8/Pr5MQwklKebuk51PSFOgvWQhhlZaW9s6kSZNe2ytU1iJJdHV1mTt3LqAOQ+jZsydKpeDoqQSNhlCyTOTKlSsF8gpt2LABIQQVKlTAzs6OatWqsXjxYlavXs2ePXuKbC2ljVWrVuHr64uxsXFJT6XAtG3blp07d+Lj40P//v35+mvtwnD19fW5cOECW7duZc2aNdjZ2VG9enWuX7/OL7/8go+PD3///bfGvkuWLGHT+pVcP7mSqNCi8XA/k7HMfPs2p/dpd4qjbVHXMBnMTXmJixzjhx9+oHHjxri6unLr1i2eP3/+OlMudfTr1w8DA4OaQojXP54snWSP933TtSoKjJmZ2exPPvnEsCi8QmVtz8p4yE1MTMTMzAzDFGf8N+Z+APE09hbdu3fXevzAwEA8PDxQKpVUqVIFOzs7Ro0apa5NExJCefXE7dixg1atWuHpWboKW2tDixYtePDgAVJKNmzYwKeffkpycrJWff38/Dh48CCbNm2iV69eCCFYvnw5N27c4MaNG0ycOFHj30jLli0JCAggIj6QgODfi2wt4Yu+4fGBrcg81Au1LVSeQbyM4a68xnmO8s/BG8ybN4/q1avz5MkTUlJStM6NKguoVCo++ugjXZVKpZ0kbjmnQGpyhoaGn/Xv33/q6tWrX+vIJy0tDQMDAw4dOkSTJk3KzJdmUlISN2/exN3dHQB7p9bo6RvjdC3nQ/xT+Rjbjir++uuvXMeLiIggKSkJOzs71q1bx5AhQzKvCSFo2bIlV69eRalUcvr0aSpXrlz0iyphzpw5Q+fOnbl582aZLC6blpbGqFGjCA8PZ9q0aXz88cecPfv6yjOfffYZ58+fZ9euXbm2sRNVSeAZjUXBwzAziJexBBNIMIEAqCx0WLCjFlvbqHOYKp3KPeH8cdNX623FyWjSSMWUCqSSwkNuE8QN+vXrx4QJE2jeXG0jJCcno6+vT6tWrThy5Eih514a+f777+WsWbP8o6OjOxZ2DCGEroGTfUq1+f/ReD180xHCNxx6Y2pyZRUhhKOxsfHV0NBQAxMTk9caa/z48SQmJjJ//nzMzHIqJpVWrly5Qq1atdDX16e503+48nAHXs6jNeZtnDX159atW1SsmDOvCODZs2fEx8djbGxMbGws9vb2r1xv164dly9fJjExkW+//Zb333+/WNZUkqSmpuLp6YmPjw//+Y/mv8/Szp49e3jvvfe4cOECbdq04ffff6dOnYJ7/LPy+PFj7O3tiYyMzDWKxVN4c4YDtKEXuqJQ6eokyyQiCOMWl0khCR0DY6ybtMP1b/UzZF7eIttvTrzyPkUmE0045lihgy4RhHIZdZt169bRp0+fzJyqBQsWMG3aNNLT08uNzDbAkydPqFq1amJiYmKV1ykcLoRYV/37sYP07TWHyQX6LC42NTkhhOZ48hdIKR9oM47WniEhhJ5CoRg3ZcqU1/Z96+josGvXLtq2bYudnV2ZeSDS19fPNIQAFDp6JCfGaWyrxICwsDCN19asWYOzszOOjo7Y29uzdOlSateuzSeffEJ0dDTJycmcPHkSW1tbIiIiGDhwIA0aNGDRokVl7nQyP37//XeGDRtWJg0hUP8uL126lH379mFhYcHNmzeJiop67XH//vtvOnXqlGcbR+qQyHMeyNtck+e4Li8U6B7PZTyn8SeJBKyw448//qBlDwv814cXeL7hMpQLHOUSxznINo6xhwSe0YLObN68OdMQAnW4RlRUFJs2bSrwfUo7w4cPFykpKa3z+4IuKwghGgshcpRZF0L0EEI0LIk5aYuxsfH40aNH67yuIQTqfIu0tDTMzc2ZMmVKmaml4+7unvlAp6PQIyklPtcEdjs7O4171u3bt+nUqRM2NjbY2tri5eWFqakpkydP5uLFi0gpCQ4OxsvLi/DwcAYMGMCUKVPo2bMnsbGxGu5UdgkKCuLBgweMHDmypKdSaLp06UKnTp3YuHEjLi4unDhxIv9O+bB//348PT3zDOc3wYyKOBDAaR7KQE5Jf1Kkdl6pDC5zgofcxgwLfH19qdp7JBGXjpEu1X+P2Q2e3EiRyZzjMEFc5wi7OMg2grhOPZrTjr4MGjToFXGJKVOmcOPGjXJlCAFUrFiRvn37SqVSmTO8qeywG/jjxc/dWd6fBrSObSxImFzPOnXq6ORWA6WgdO7cmXv37lGhQgUmT55MampqkYz7phh85F2Cbx7AspLmpMA1N3/kyZMnOdyq7Vwm896wEVikNaee3VBsbGxo3LgxDRs25Msvv8TMzAw9PT08PT3ZuHEjI0aMYPHixXh4eDBp0iT+85//cP/+fcLDwwkPL/hDa2nDy8uLzZs3l7n//1nR19fH1NQUHR0dhgwZwtChQ3n27Fmhx/Pz8+PAgQOMGpX395ORUOFBSyIJQ4EOoTwgXWrvxk8jFR10cacZ9UULunbtSvfh1uzfGEG01P53K02mcpUz1KM5nngDoMIcF5pgKIxpr+ifo4+5uTk2NjZa36OsYGJiwrBhw4ShoeGYkp5LEbEQuK7h82svrpVKhBCGaWlp748ZM6ZIhH5q1arFDz/8gK+vL1999RX37t0rimHfKHfCjmBpUi3X62ZmZhpl/Rt17cf5yBSqvj+LXr160bZtW0xMTFi4cCH169cH1AIKs2fPxt/fn19//RUPDw927dqFmZkZAQEBREdHc+/evTJ/mGdnZ4epqSn79+8v6am8FnZ2dkRERDBt2jRmzJjBuXPnCj3W1atXGTZsWL4FyA/IrbjSBEOMiSAUHXQIR/uUw3SZjiSd6tShvvBi7ty5GNpWQd/Shttcyfd3K6vX6Db/YIE1jXkLcywBqEdzrEUljQaPEIJatQov0V2aGT9+vKGent54IUTpqnCvJVJKNyml+4ufbkB34DhqFdTx2o6jtTFkYWExadKkSUWqIWlvb4+Hhwfnzp3j99+LLpb0TaCjp4OOvg7OkyKpdMo0RziRs7MzVlZWnD79atJeaPRVKhhXwcLYAY9OugwcOJAmTZrkep+MGO779+9To0YNIiIiqFatGtbW1tjb29O9e3fi4+OLfoFviI4dOxIZGVmm1wDQoEEDAgICWLBgAUZGRvkaMnmxZ88efv31V3R18w4l8E/fzAm5l6cyhIfyDk61a/Ic7f4dMzw5ztRnv9yCf/pmAHxaX2P9ml2c4zBP5WMeN40lcH6dV4QTzjyqwplHVQje6kpCb08eNzHBxMaRs/IQHT5rir29PbEikhkHx+Cfvjlz7H8LH330kVIIMVqIQsaClC4sNRXmk1JmVAQvlQgh+np6ekpt1B21RalU0qFDBwAmTZpUZOO+CdwmfUNSFVPS61YhdEJzjeFE/fv3Z9u2ba98Vsfnc549uI2VR2uSItX1ZRYsWJDrfVq2bAnAyZMncXR0pE2bNri5uWFhYUGLFi2wsbHhzJkzRbu4N4iJiQkdOnTg+nVN5wNlh3r16nHt2jWaN2/O119/Tbdu3QgNLZwWyunTp2nTpg3dunXLt+0BuZUH8jZP5WOmzZ1MPNrlqKbIZM5yEH0MOZt8OHNPCVg0kQfnj0PlJAJQP2vZ+0fkKCycgY5rLRQuzoSJYC48OcmS63OQZqlYWVlR4z3rf+V+1ahRI6pUqaIPdCjpubwOQggnIcRK4E/gPFBXSvm9tv212qyFEJWNjIwaZFcKKQoePHiAm5vbK2E0ZQGFroL6ozzY98EeuqzqgYHZq9GD7RX9iZLP6dqiJ9WoRSIJRBBKjG4MDau9TXxiON9++3OeJ0yJiYmEh4fz119/0aFDB7Zt28aff/4JwKVLl/jrr7+YPn06jRs3ZtasWaSlpdGvXz8MDQ2Lde1FjdLEgfbvLELfQHN+SkGKjXr1/eq1+heWK0mGDJ82m8rH7nF21SpUZpbcipyJvpF5geawb98+/v7770IV8mvQoAEXb9zEhLxzGtJlGje4gBueVBA5vTNdunThp59+YqqPL5Yyb2U8UIeLJiVEk5SUxN27dxk0aBA//fQTLi4uefaLiIhg06ZNWFhY0L9/f3R0yuTBVA7q1KmDo6OjIiAgoANQ1pVP8voyKbWKJ+bm5h99+OGHrx8fl42MGjw+Pj5FPXSxY9mgFfe2/oiBlR1mzvVyXN84eQ+XOc7hn8+gRJ9owgkxCsOyUVsUBoY82PAtA7t3QU8vd2fb8ePHWblyJT169ODZs2csWLCAw4cP8+mnn9KyZUvat2+Pp6cnu3bt4vHjx7Ru3ZratWsX57KLnD1Hg9h3KoxNRzSHeBVmv8qudFbcD+TfrrvN+b1/0aTrp5zZ/TkHDx6kqfcIHGqp80+1XUNMTAyfffZZpvR0QWjQoAHRaCc4dB/1vlaXRjl+/ywsLDh9+jRVK1UjVkaREahn7x/Bo/aaz2sUCl26N5vK3GVDqV69OtWqVct3vwLYvHkz0dHRdO7cGQcHB63mXhYYO3asasaMGR+iNiTKFEIIV2AG4AIsAEZIWYAQmRdoZQwplcphAwcOlMXxkH3s2LEy+RC0qskKaAJTDaayZtgaDEMq4CheTUKsiSsPuM0ljmNHVayphJvzIPR0DDgXpJaRfuut3GsWHjt2LDM2eenSpVy6dCmzgGtGeEKNGjVwcXHhnXfUUqmWlpZ06dKlyNdbnCTEPyU9tWCxw6UN87qNiL5xgdCjv2NoOBGbak24F7Ab58aDEEK7TeLIkSMMHz6cH374gd69Cy7936tXL/atH4cDeZ+G3+U6JphxXh7Ntc2oUaP4xOdTHnOPqrfVv9cZ3iFLXt28K0lJBDpMmjSJMWPGMHToUMaOHZtrInYGBw4c4MMPPwTAycmJhg1LdQpKgRgzZozK19f3Q8q+MbRfCPElMDNrMVkhxGfAwZKbVu4IISobGxu79+iRe02dwjJgwAD69u1b5vasf75WH66c9OlF165dqS8iiZGgFC/zIsxEBdxkUy5wFAsqYoEVNh+PRmlrS/TDYFJiIhk/Pu+ok27dupGQkEDlypXZuHEj33+vPpj9/PPPAXB0dCQ+Ph4/Pz9OnDjBwIED2bBhQzGtuniQ6Wmk5JIrXFbQ0zfG3rkNVw7/QHz8VMaNG8dvnl5YV26QeYCXHzExMQwaNAh7e3t27txZ4Dm0bdsWYZ5GUnQi+iL3VPQ4Gc0jgrj7MDBXA8TOzg4n6nGTS1Ru3zXz8wwPUUaeXMYTch3ZgMuBm6hTZy5OTk7cu3cv8xkqLwYMGACovajlKef17bffZuLEie2FEGZSyrJWIOwy8BB1rlAToEnWUEcpP0xw0wAAIABJREFU5ThtBtHKGDIyMnpv2LBhxVI0oKxtKtlZsGABQ4YMoVk9LxLlM2rgmvmHrSN0qU4dqqN+iMxa6Ts9PZXt27fnmZDn7e3N2rVrCQ8Pp2vXrowaNYqvvvqKZ8+eMW/ePL7++uvMUKqTJ0+ip6dX5h4oExMTSUmMQ5mLVwjQmHOSgbYSz3nhNumbzP/OqEsAuZ+OOX6nPs3Sr/wyJE3XwJSqvUZy63/zCAsLo3Jtb/45soSnDy9RsYpHnvd//vw5a9asYdasWQwcOLDQKkydO3cmmghSZWquaj0h8j5hPKQReSvQCSGwx5HHBFEViIgPQnXdhuQ6lTS2rSMb8usPK/n7hwtUFm7Mmzcv3/kaGBjQuXNnGjVqxA8//MCvv/6q1TrLAv369WP8+PHeQghjKWXhE8heAyHEBGAkIIF/gOFSysQs1/WB1UBDIAIYqCEkbhKwHLgjhLj04rN6wLkXY5c6dHR0+vfu3VsWV52bsrxnNWvWjLt37+Lr68tB1lFbNsAcq8x9yEJY046+me0DX9RMSw5+RO/evfPdX86dO8e2bdto2bIlzZo1Izo6GpVKxdy5c+nWrVvmId7du3d5/Pgxrq7FW4izOEh8HolphWq5Xu/kPhNAo1BF1mcAAJy0MzyyoykCAjTvWbm1rVzbm/joR6xcuZKxY8diU82TOxc24+KVt0qelJITJ04wY8YMwsPD2blzZ6H+JvT19enQoQP/bArEHs3Fa5NkIpc4Rm0a5OuJsaUyt7hEhUUHCf1PA1LjogHNzxUVRSWi5BPqVWqEO804I7UL3TQ1NWXPnj306tWLuLg4VKoizRwpMSpUqECrVq1S9u/f3wP4raTnU0CKRLYyX2NICOFsZmZWycur6IpllTfc3d15HP2QGTNm8OPyFVi4NsWqURuSIp8wpFYF9s85jYl4GboU8/wxUc8f4uzszOnTp0lOTqZx48Yai9QNHjz4lfcqlQqVSsW33377yufNmjUrnsUVM2fOnMEkXYXJ7xdfiWPXVhUmOxkei6IwkgqKrpEJpo4ubNmyhVO7ZvL77/X4/PPPObY192KyQUFBNGvWDBcXF2bOnMno0aMLLTWvUqlo692GJ/vDqIh9juvRMpxArrJs9U8MHTo0//WgSxpphPxzkCucZOjQoYSseaixrZ5Q4io9ucQx0qR2YhghISH8+eefjBw5kqNHc/dSlUWsrKxo1KhR8vHjx7sAbzwIXQhhD4xDHTedIITYBLwNrMzSbAQQJaWsKYR4G5gPDMw6zgtDbpAQwhF1GALAVSnl3eJeQ2ExNTUd8c4775StWOE3iLm5OUuXLqVFixbMnj2bm5FBVHfvjoFRBXo0V7Jx1h/Y4JBpIMnUVGIOHcFp2Hvcv3+fwMBAnJycNJZ6qFu3LnXr1s18nyFDPnPmzFfaOTo6UpT5XG+SuAc3qPnACsPLpzP3mYx9J4exkw+F7VdU2Dk247fffmPs2LHcOL8TZ2dnfpnTNc8+ffv25cKFCwwePJj33nuPGjVqFPr+3bp149Cm6RqNoSSZwG2u4NWuhVaCFQqhQCEVJPCMe78sIJkkKtMDPaF5P3XCTV1PiNO8JfpwUG7T2C5zPklJxMbGEhkZCUBUVFS5MYYA3n33XZNz586NoIwZQ1LKVUUxTr7xO7q6un369eunKMunYW8CMzMzlixZgvNwX9KTE7m1Yi6P9m0gISGB8xwlPovnMST6KgAuLi706dOHESNG0LhxYx4/flxS0y8xTp8+jREl+4WSEUJSFJjXbcj8+fO5c+cOrq6uXLiQu9x1bGwsn376KW+99RYHDhzgo48+eu2aW4MHD+Y+t3Io68TJaM5xmGrU1iocAMAYU1JJ4SpnaUBLtm/fTloeobhmogINacNtruRaMDYrGd8pa9asoV+/flrNqSzx7rvvqszNzYfk37LY0AUMXwg5GAHZv2B6AhkbyRagncjFVS2lvCul/P3Fq9QaQkIIu8TExBrt2rUr6amUaoQQDBkyBBv3UVSs0pBbZ9dzfu88Hj9+zD1ucJdrBC5uCkBKeAQpYU9YsGABbm5ujB07Fjc3N3bs+PeVuQoODiaVFPQxKumpaE1e+T+mVo5cDrjNsmXLMDY2xtLSksDAQI1t09PT2b17N9u3b+f69evMnTsXZ2fn15pb165diSaceJlTgv0Cf5OOZP369VqN5Z++mYo4cJZD2ONIr169CCenOmIGCqGDB62QpHOLy/mOnxGFc+zYMapXr17u6j6+yPNrJoQo8lzL/BBC1BJCXMryihVCjBdCVBBC+Ashbr/4mbt2u3qcUXm9z4t8PUOmpqYD+/Tpo59fu/9Hja6RCvv2A7Bt3YOAb6ehUCjY8/UhrnEOT9kQhdChdqX21IhwQCEUJDT1RErJ1eO/sHr1aqZPn17SS3hjBAQEMHXqVJrSvljvk1eYXSYa1JUy+mV4rDK9VS8eEpIemrwSKgdgUrUWCXcjqOvqQU2P/qSnp+PZ7TP09NW55hkb0xdffMGiRYvo3Lkz8+fPL9S6NDFs2DDGvz+ZEO5TiWqZn6eQjBmWOAhHrRNdDYQRTWmPlBIhBEb16hF1/ClW5C6qYCJMqSnd6dFvJFFhmuuZZDBw4ED+85//sH37dipXrsyjR49yFHIsy3Tt2pWPP/7YWwihK6WW7rIiQkr5SAjxFfAASAD2SSn3ZWtmjzrWGillqhAiBnVKWJnV7BdCdOnQoUOqnp7e/+9ZWiCEArsazbGt7kl6ehpLl35CwI8POYU/1sGP0HewR2lrQ7VF86kx8Qx35zQjEVCev8i0adMoDlGl0oy3tzfWVCp00VBtyXfPyiXyoZP7TOJfhN69IsqQS3uFQheXFv9h7NRPmLVyG24VK+Iz6Wuq/e9GZptjWydz6tQphg4dipGREbt37y4ykaYKFSrgSF1ucpGGtH7lWiop1MQVa2trrcerLRpQS9ZHCEHnzu05uWMOdlTNtb2O0MFFNuYYewgJCcHOzi73tjo6jBgxIlNN8dq1a9StW7fc1B4yNTXFw8Mj8dSpU+2AgieBvQZSyptAfYAXEt+PgO3AdOCAlNJPCDH9xftpeQyV/X+G1v9z8vyLFkKY6+vr123btvAV7v9taPIyBKSdpXv37vy95ydsqIwDNdBBJ9PFLoQgPTX5tU9ZyhpVq1bFwcGBlGC1eEJhQuOyq/Dk93luFOTezstfFlXNHhee0NsTs+qe6OkbE3hxC40aNSIq9DoVqzZCynSOHDnClClTiI+PJyAgoMgf/hUKBY7UJYjrrxhDplQgnug8PTvZya5otHjxYhYcX4wVtqTIZHTRe2UjyPh9Nk1twM0/5xAWFpZnLSGVSoWfnx/Tp0/nu+++47vvvmPq1KlFahyWJPb29jg4OKTduXOnKXCsiIfvIITIGnu0TEq5LOPNixO0nkB1IBrYLIQYIqVck6WPpo2iTBeCMTc3H9C3b99Sq3JX2tDkNTgqf2fdunUMf+d9rLCjKrUw4tXD4vSEBOrUqZOjb3mnU6dObLr58jkx+z6TdT/QJvQto01uhXBzo6DhdXnthzETmlPDcRx3Ny3BsIUn8VFqQ0hKSUrSM4YMGcLu3btZsWIFvXv3LvKHfwdqEMQNnst4jLI4JcywJBrNEtm5kXXPCgsLY+rUqaTFpKL+qpPoZDNiMw46TfY+ZsOGDfmquC5atChTxMrV1RV3d3f+/PNPKlXKmUtbFhkwYIDptWvX+vGGjaFstAMCpZT3hRA9gTYvPl8FHCYPY0hK+XNe7/MivyPiVh4eHollTaq5tKFQKNixYwc1cCWKJxxnDwfYSlzkfQBSUxJ4FhNCcagflWZUKhXe3t48o3xVKQewrOSKTfWmnDt3jqiwmzy+c4yTO2cwfPhwhg8fzsmTJ4vNC2KBNfFEkypTMj/TFboYYMxzCq+CNHjwYCII5ZEM4gi7uMVljYXudHSVmFd0Yu/evfmO2bSp2suWkRy7YMGCXMM0yiLdu3c3UCqVxeH63CelbJTltSzbdW8gSEr5VEqZAmwDsrs/g4HKAC9C6cyAyKwNXoQp5PoqhnUVGiGE4vnz517e3t4lPZUyz+DBg2lAS5Toc45DHGArF3kZ+ppw42aOfNZ/Az179uR5OdyvdI1VVOk+nD/++IOYp3eIjQjiov9Czu/zw8jIiNOnT9OnT59i8YIIIahARSJ58srnplhoXYdIEzY2NnTr1o0gbnAaf47zF6m5OOhNndzZvXt3vmOamr4qyHDlyhW+/lo7efCygLe3N1LK4g3VyZ+3gYzYSBspZQjAi585JGqFEBOFECM0fP6REELroqt5eoaMjY07du3atfxkiJUgenp6XJTqzeT27ds4Ozvz9OElVBWqkhD3FD19k3yLbAKcOnWKiRMn8vHHH1OrVq1MdZ6yikqlIoXSLaud3WuU1yle1hM40487oP/kCuHBl6homszhQwdo1apV5vWYmBhOnz6dWcixqDgot9GtWzcCdz98RWbbwsGUNYd+LPS4FStWpPfAXlSpUoXrC88TygNiiMBdNsdAGL6ydhOZqFUOXKtWrXB2dubWrVv4+/vTvn17atasycKFC5k8ufjrQxU33t7eeqtWreoG/PcN3/oB0FQIYYQ6TK4dagW4rOwChgEngX7AQZnTuj2P2luUmxepNGXB17O2tk7PK9Tl/9GeU9IfUH9Pvffee+zYsQPbwDQUunqkBj/R6jDn+fPnvPPOOzRr1ozq1avTv78WIculGPV+lZIZOpwXBfX2FAZN9zAMKNgYGftbQm9P9JoN5/rJ/xF8ZT0TP/6QOXPmvNL2wIEDNGjQgAoViu4cxD99M5s2beK7775DHn/57zrgk+6vrdw4ePBgwsPDUdxO5u7duxxnD7WlBzZCffiWsXYTGcPjOtrlbG/bto0+ffrw+++/8/nnn7No0SLWr1/PvXv3Xjvnt6RxcXFBSmkmhKgspdSsllQ4qgkhsu4/yzQc4CGEUAI9AN8CjP0+oEmydxlwFliszSB5eoaUSmX7Nm3alI+AyFKEk5MTQUFBPH14gYS4p0SH3cTcJvcQOW/RjwaiJTWFK82aNePkyZO8/fbbNGjQAM8aw97gzIuePn36cJ9bRMmnJT2VIkcoFOgaq9A1VnH16lVatWpF815+1Gk6DLsaLXBxcaFjx47ExRV9zYpZs2YRZx+W6R2SUhIWFvbaheI8PDxYvXo1bdq0oRXdMcOSIK7laJdGGrGx+Z+g7tu3j927dzNgwADat2+faQBNmTKFxMTEfHqXfry8vIiLi3MTQuReqbIYkFKeRi2KcAG1rLYCWCaE+FwIkeGCXgFYCiHuABNRx2NnH6e6lNLxxc/sr9JkCCGEaNm+ffviTeb4F2JmZsa2bdswqVqLiAtHSY6NJCUuJlcF0/aK/niJLrjYd8amQjV27NjBtGnTGDBgANXdumn0JpcV6tWrhySdO/xTpteRGzJdHUbt1Pxj5syZg1ffr2jgPYnKtb1p3bo13t7eWgsaFIS+ffsSFRXF0ywaL6Ghoa+9X7m6unLu3DlCQkLwogv1acENLubwEKWRyt3r9/IdLzg4GFNTUzZt2kT37t0xNjZGV1eXkJAQ1q3LXTW2rKBQKGjZsmUK0LKIh76XTyRDBp2BC1LKsBfvw4QQdqAWx4Fs7kM1UkqZ40RdSplEAXKGcjWGhBCG8fHx1T088q6R8v8UjmrVqqHSs+bhqW2IpzGMHKxZ/ai9oj83ucg1zhJDJDVxA8DO3JWaNq05c3c1n376KX5+fgQEBDB8+HBUKhWVKlWiLOR6tWnThnWb1nLPMoBnsmwXssuO2b00atftDylpfPnll/Tt25dze+fx6PYR9I3M2blzZ5ElombH09OTZs2aEcKDzM+klDx5oum7RHtq165NWFgYzs7O7JdbuPD0JCkVn3FP3iBVpiKlpL1fYxRVUvjoo4/yHa9Tp07MmTMns5jdV1+9rIkREpK7ElBZwdTUlEqVKiUC7gXpJ5MVJD000fhKjdXu9FFK+V8pZW0ppauUcqiUMklK+amUcteL64lSyv5SyppSyib5qcQJISyEEE2EEK0yXgVZU3Fjbm7ezsvLq3iKC/3LEUJQwb0ZYcd2k5aUgK6hUa5CLFHyKafw51HUP1SxbJT5eVWXLoQGnaRHjx5MmjSJoKAgJk+ejJeXF0IIhBDcunXrTS2pUOjp6REQeAXrRqa89WX5ezaqYFcXy0puBF7azpgxY7h0cDHXTqwgLS2Z8ePHM2xY8Ry+6ujo4Ofnxz1eerqKYr+qUqUKUVFRJCQkcCTtd87Ig7w9dABXOUOcVIfgzT/nS4jDbZb/ltvz+UumTZuGt7d3pofz8OHDpKaqDav79++/1lxLC23atFEZGxsX2BhKDjHSvGeFFEh5cRAvQ+TgZfQCL35qzGUSQuRITtb0WV7k5RmqX7169ef/ny9UfJjoW/I07g4KocPKlSuJiFAnC169epU7d+4AkCbTeMx9mtOJ+qIFyahPy2vZvoWjdQsWLlyIQqHgzz//pH79+qSlpREfH09ISAgPHxall7P46N+/P4MHDyaQgHJ32mZgZEGtJu9w69YtevfujWvL0bi3GYuDc1usra1RqVQYGxdPvvfw4cMJfWEMhXAfXV1dzpzRrrhcbmTUVahVS524a2VlpY4zJ4rLHOcpj1m+fDknTpzIU5kH1BKlAB07dqRNmzY0b/5Ctc/WFjs7u2L7d3nTtGzZUhd1ZewyixBiJHAU2At89uLn7JKcU3ZSU1ObeHq++fpi/xb0VGpV25CD21DoKdm8WZ2sHhkZyfHjx0lLU3sVgrmLE240rfkeZkbqUDqHWu1wqNWWGg364e7uTkpKCnXq1GHbtm2v1NfTJlS8pHF0dGTp0qV8//33PJfx+XcoQwiFDjU8+qGjq4+DgwOO7j1p2HE6ju496N27N/fu3Su2+lCdO3cmkWc8l/GkyhT+97//ERgYmGlsFJb09HRMTEwyjffvv/8eE8y4wFFiZATdu3fnm2++YciQvKsgpKamsm7duswDTF/fVyO5yougiKenJ/r6+q3zb1m0vAjpbo86vzUDP6C9EOL2i2t+GrouBHYLIVoLIVQvXm2A3wHNFYc1kJcxZGVvb1++nkxLGY4VWwBwP/wMnTt3plGjRowaNQpXV1ecnJwYP348/3AKMyqg+yLKJp30F73VJ2l7p57m+OdX0TtqTcu0bjy5VIXWtcfhYFG0cb3Fzfz580ngeebDe3nCvKIzgfFu/LQ9FCPVy/y/zoO/IDFdpbXUdUHJEKdIkM+4ySUqV65M//79OXnyZKHHzNiY5syZw4MH6v9XjRs3pub/sXfe4VFVWx9+90x6L5AEkpCQQid0BAxEmoCANCmiCDZAQVBEBNSrcgXUCyJgQT7xqshFLEiRLr2GXhJICCRAIL0XUmf298ckQ0ImjWSSCeTlOc9kztllzUmYffbea/0WbUgjmRDOsmbNmnLjCXJycujZU7P49Oyzz+Lo6MiQIUMAcIxpQnR0NM7OzlUeCA0BT09Pc6Di+rCGyUygC3BTStkb6AAYlG9rbm6u7cOi6mSImDm7YteqC3fvRGDm5Marr77KvHnzaN26Nf7+/rRs2ZJVq1YRx20c0CzKqgvckYxMNA+Qdk6+nFx8lStfRdMjZxAWw6YR03YgjfuPQWFqXmf+v3fp0oU333yTEErPI1dXMTaxwLfTaLadNsamQVMUCs0EdUDb9zh+9DSfvrVDL/0aGRnREFfiuM0dNJvUP/74I7Nmzapy2xkZGfz0kyalmq2tLd6iNeZYEcRJhg0bVqE8d4W7YufOnQM0i40AzjYtMTe2Z+zYsRVKDmvoNG7cmPz8/Bp/eJRS3pVSOkp5LymnlDJRStlXSulb8Jqko97PwAfAAuAGEIFmwe7DyiRk1c9TWD0V4sCVFUgpeXJAP77//nusrKwICwvTroiHh4cjUdMBf0Ajo+nd4ik6EYBR6J1iwZNCCO2EyczYGl+XJzh16hRjxowhI8PwV6/Mzc1pgg/xZSRJe9hIiw/HxtFTb+2bmJjwzrzZHGUHbdq1pmnTpowYMYI5c+Y8cJuxsRpX3n79+vH1119rzx/O30Z3/258999V2klOWaxbtw6AiIgI7blx48Zhb29PMCexwhZjTDl//vwD22ooPCR5KLKllNkAQghTKWUIUDFd33oeCoK+eJvk4JOsX7+e1JCzNG3alP3796NWaxbo3N3d+eKLL+hCHyyEFVdfsSf2jdb40Z2ml4wx/yuwmMiKUhghFAqEQolD225YNPbEz8+PM2fO1NZHrBS7554khYRKpSuoa1iFpWiPzJxEFEKJmbH+NLX+PvcnMVY3COMS77//Pr169eLXX3/Veso8KC+//DLvvfeedvdyj/p3Fnz5L/oN7cPy5cvLrS+l5H//+x//+te/tF4R3t7ePPvss8SmXSErLxlHKy9eHleZuH/DpC6OV1LKHVLKgILJVIOCnys1a6+fDBkAP/zwA1OnTiUoKIgDBw7w+uuv4+HhwauvvkoH0ROFUGrzCZgZ22Avyl9kNjGyoPuwRew7FopP27qRjd0WB5KJJ0dm1bYpNUJSzGXsXfT7PLlgwQKmTJnC8uXLsba25plnniE4OLjYJKQy+PlpQl/27t3Lli1btA9CSqWSw4cPM2nSpAq188wzzxAVFYWnp6f23Pvvv09ysiaHkx/dMMeCY8cqn3uqHr1wWwhhB2wC9gghNgMVk1+q56Fi9OjRLFu2DIVCQWBgIAkJCXz44YfY29uTP30KNkWSxAshcBKuKEX5qmAew1/Bqf9YugX00X4PGDIKocAa+4fSm0EX8enXaGDtrdeH5fbt27NmzRrmz59Ply5dtGNWVUUb1qxZQ0xMTLGJ9syZM9myZQvGxuVr2wghCA0N5eOPP9aeO3jwoNYuH6deONs0Iynj4YgbehSpnwwZAI0aNeLbb78lMDCQoUOH8vLLL/PRRx+xatUqlG2aVyixWtaIx8ga8RgZvnbaQ6E0pmnbIcTeOMnp0/er6hoeR+VOFn7+b06yl1RZuWRrUkryZR7pQ9ppk3/WFoW/C12keipJ9VQSZ5OIjQWc37dSr7YYGRmxatUqAgICaNGiBcHBwbRu3bpKk6G8vDzs7e0JCQlh0KBBxMdX3lvq/fffZ+LEieTm3hOBCQ0NxcvLCyVGhHNF43YXElJGK/XUFFLKEVLKFCnlR2hcEtYAw2vXqnpqA6VSyZtvvklgYCBjx45l9erVTJ06lcjISPISErj+ZTeuf9mtzDZ0lRFCYNusPSa2Drz99tv6/AjVwh717xy+uJ+URlFcl8GVrq+S+dx5rQPRM8u+V/qmrPGq6PNEVM5Vvv/fYnZe/ERn2epizJgxLFy4kBYtWnDx4kXat29fpdxzUko++ugjVCoVo0ePrlA+ofs5cOAA/fv35+zZe26RKSkaAQZbHEmNu8blqJ1k5BiU53A9laB+MmRAdO3alS1bttC8eXNGjhxZYf/Tsh7+Tczt8Ok4muHDhzN27FgGDhzI4sWLiYmJqS6zq5V33nmHZrTnIse1ai9lkSnTCJanOMgWDrONU9s+JvZG1UQCaoLkoEAmTJigt3ghXYwePZovv/ySa9euVTrYMzc3V+tiYGRkxJdffom3tzdt2rShT58+FZLRLiQ4OJgff/yRyMhIFixYoJXQPnLkCGFhYTTGU7va6u/vXyk766lehBA2Ba9FE61eAo4AVmVWruehxsjIiF9//ZWXX34ZFxcXnJ2dyY28U+V2XQc8y/79+xk1ahSDBg1iypQpHD9+3CDFddq2bcu5c+eIIZIbsvy8QvkynxsylGNyJwfZQuj/fcyNv1ajlupy69YmmanR5Gal0bdvzXmZ+Pr64ujoyOzZswkIqFw8v5SyWGqGWbNm4e7uzvTp05k4cSK7d++ucFsqlYr3338fR0dHpk6dyo0bNwAYMWIEd+/epTntSSEBAGXZqTvr0RNCCIUQYkxV2qifDBkot27domHDqsdcCyFw9uyKndcQjl9MJiK5ActXb8a9iRdt/CfjP6rCYhs1hrNwoxntOMdhMqXmITtVJnFVXuCCPM51GUyijOWqvMBpDmKBFd15kt5iOO36vMmNS3+jLvDjzispP1/rqHKzSQ4+xeTJk2u033bt2rF//37CwsLKVXq7n549e2JkZESbNm04dOgQfn5+pKamcv6LGyQFZdLatkOF2uk8cB6duvbCudkgzN2HsnDhQoYOHQqAmZkZCoUCX/zwohVetH4ks9wbGIXJM86gSdp6pshh+NvN9dQYt2/fRmFZKRldnZjaN8Sk3wSOJeZzMc+KzVei6DV0KLaPd6fpcgMcr5yd6UQvornBzYIJUZ7M5YYM5ZIM5Io8S7S8SayM5Bg7SSeF1nSlNyNoOW0R6twcbX4dlcw3yBik6OtHcfbsUqNqf0IINm3axLlz57RiBRVl/fr1mJub4+bmxvz587G2tsbLy4t1czbhmdiGoQOG0VuMKLedpl/+B7se3TgTH0fS+NFcVuXTtGlT7WKyubk5NsKetnTDERd6MuSBPms9VUNKqQamV6WN+mmsgWJlZUVOTk6ZWawr4w5m19AHu4Y+ADR0a0/DJh25cuy/+PUuPxdMTbNHrZFsXbt2LS+9MhULa2eyMxN5f/5sfH19OXPmDHv37qVPu8dZsuQ4jo6OxeoPHRpC4N+B5Mhs0kiikwzAXjTUuhuWdU+LuiRWJIN4RX4HqZ7F/eUTTh/AyrM5Pj4+5datbrp2fTCF51GjRgHw1ltvMX78eE6fPo2npyfJCfF40YoTlL/SplarCQlcSyPvx3H26EJ+7l0USuMSUq175Z8PZGM91Y+UckjBa9PatqUew8bS0hKXr4NpIHS7OMe81eNe2XJCK0xs7GnQ6Qnte7Oh3Yle+S0pu/fCzNnVYW61clhuIzIyEp92nbhjnk5OUjzW3q1Z8e47REch0i2NAAAgAElEQVRHc+jQIVJSUtj1yQ6eeOKJYnV/79GESWNeJkbeIp4oXGhCG7pq75fLsrLjJitaDoqPbxm+dqWWswq755WRkZ1AUuQl/JtNLbf96sbDw+OB6j322GM4OjryzTffMHv2bNq0acOoUaNYdHAJbURXLKU1yTrzdxYn7fBR8uLicXl9MgoTExTmGhl4e/t7cXGFzyv11Dp7hBCzgQ1AZuFJXQp0uqifDBkozzadTAIJqFGjENW/gWfbwAsnzy7cDN4BfF7t7VcHEyZM4MtfgslMjcLepSUffKBRahk3blyZ9VavXo1/4/64YE02dwniJN3lAMoP4dU/OcnxJJ0/ivfzVZcLrUnefvttFi9dw8y5X2Bq3RKfll14ddIz/HZ6E81pjwoVUkqdwbWFu48xEYEoFEY09tGozd2+egCHRq24FFv/nF0XEEKMBPwBCRyWUm6qZZPqMRD6K0ZzSp7Bm9Z6aV9hakqDcaOJWrqc5OTkYg+jhoK7uzs+E2aTHn4Zcyc3TOwcmTBhAkCZCp7PPPMMH/IpKtR40IzzHCVeGoY2iZSSK1G78HLqgYlR3ck56e3tzbJly3jmhRdp9MRwXnhlCqu/Wk4SceTJXIwwQUXpO3BeK5aSn5ZGyu5/aDRjGgpTU3JjYrh7MQi39+diampag5+mngryUsHrtCLnJFChxFj1kyEDJDMzk2sE4YoXOSO7V6pu4YqOrlWfoqs9AM2M2nMs9vtSH2INgTO7dOXYKptGjRpxXQYBmgfxuCOriWlqg8ddzXVdghQ6V8l8Nbs+hfdN105R4a6P7Y3Sv1gLr6nV+dw6soHPPvm4TgQIF0WpVNKi2wtcPPg19i4tyMvNJDg4mFhu40kLjDAiNDSUFi1alKh7Ny2WsDO/kZURT9ueU7V/a1npcdg29EahrP8aMnSEEN8APtzLDj5VCNFfSjmtjGr1PCJEyZtIJJmfDed6QRJVy5vVt4hneVOBJe6kunpz7NgxBg8eXG1tVyfByyuftkAIwWV5T+XMbdBzhIddpHBPpOiOWlnoKnf/blFFnguKcjvpLB7N7Dl5ckedSIhblAkTJjD723UkBwXSZMgLvPvuu9jiQCTXMMOcDHR/bpVKRfz/fuPuxYs4tuuFfbYL3IT8sASMzW2xzWxQw5+knopQVe+F+pghA6SdVTeyuau3VbZCzIxtUCqM2bNnj177qW1UedkYm9ZurLdanc/VU79iZGzGzJkza9WWB0VpZErTNkMIP/8XTk06c+zkZYwx5iR7saMBS5YU9+fv3+ZdmjbsRmTIP1jautD1qX9haXcvKWZj315EX9ft2pGTk0NaWhpSSsaNG0dgYKDOcvXUGAHAACnlf6WU/wWeAp6oXZPqMQSSk5O5zCna0BVFwURIX1g09qyyzLKho87Jwsii9rVJYlKvcC3uMOvXr69zE6FCGnTuTU5iHJlREShbdiOFRG4Siop8bhNOVta9NB5eK5bS8NkxNHh6CHeDg3F7712cewzUXrfxaYMqJ4usaN1S6oWqqmvWrOGTT/SruFdPSYQQFkKI94UQqwve+wohKhzEVTf/wh9iYmNjuUUYjfHARJhS2Yw7ZfkBF14ruhLk7tCRxYsX8+STTz6IuQaPWp1PRnIklnauZDQweaA2tPeNkvFEZflpF8YTqfJzCTnxIwHdW9XpgeXInxpf/W+/7cB7C1bSpucU8i4FcyFyE/HqKHbt2lWs/M3EUyRm3MDYpCFNfJ8ssQNkaeNCfl4WcbfOsGnTJv766y9GjBiBtbU1Tz75JD169OCPP/5gw4YNbNiwAZVKVaPqe/UUIxRoAhRGe7gDF2vPnHoMgfz8fObMmYMxJjgIJ3KrcTdIF/Ztu7H+h4V8+umnuLm56bWv2iIrJhJz5+r5bPfHExVLeqsjhrbw3K3EM6RykcBTR7RJRusiwSveJWb+RFw9m+I7aS5W7r7EHNlGTMwt1Ll5XLp0SRtHm5+UTNLWbZh5NaXR409jk2RbrC0hFFi6eREf+A9RUVHMmDGDJ598Ei8vL/bt28fixYvJzMxk8eLFXL9+nU6dOjFo0KDa+NiPKv9FI+xTuEV6G/gd+LsilevmU9lDzPPPP48jTnjTpkb6y8hJoEOH/jXSV61QoMYq9BB3VaHupZrQwLUYm1nzxx9/1NmJUFGef/55ps94C6FQ0tDGhxaN+hERf5x169YVK5eZnYiHYxdcHdqRYV1ykp6aEA5STWpCBCNGaJR9fv75Z+31t99+m5ycHO37+slQzSOE2Irmf5EtcEUIUahb3xWoz4j7iPPrr7+ybds2utCnRvrLTY7DxcWlhGjOw4Q6LweFiX532MoiKvkSEfHHuBx6nqZN6348p4uLC1YeLciICMG+TVfcBz/P1R8+xenxp+jYsaO23I+9+jB43a84v/KiThdPdX4eGREhmNg50rFjR2JjY/nzz3tiP127dsXCwoIGDRpw/fp1oqIMI+7rEcJbSjlWCPEsgJQyS1Qi/qPuP5k9RPQWwznCQbozQC+iCbrIy7/LsmVfsvqHDWz64yd69eqFicmD7aAYIhnJkVjautZaXMqdsEOoVLm07DjpoZgIAVhbW2Pv3JybwTvwswjA1b4dd5IvcO3aNXr16qUtp1QYka8uXdo8NSEc1+Z9UOVq9j+//vpr0tLS2Lt3LxMnTmTYsGHasnZ2dhgbG9NjxKckRgWRlRZHA7d2nN3zH/190DqMEKI5GlWdQryAf0kpvyxS5glgM1CYgXejlHLBfU0ZnpZxPQZBf8VoLslAbHHCQtSMW5cq+y5RUVHYNXLn47mzmTRpEi4uLjXSd00gpSQrPgqnIu5ZNcndnGRCovfQxev5h2IiVIhdy05EH9iEjU8bjMytcOn5FCkh54qNyRYWFqiLLL7dT05SLEpzS5o8/SIhqz7kpZdeolOnTuzduxdvb+8SIhlPPPEEUkrc588hPfAU5j7e3P7mu4fmOcAAyRVCmFOwBC6E8AZK/4XeR/0yqwERxQ2ssEE9MqDMrNAPilVYClZhKcWySjfrP5Wugz8kMzWK8ePH06RJEz777DMyMjKqte/aIinmCnZOGgnrws//oKiCQrUHlC+pqdx4kPSo45w/+Q9H/3r3gfs1RMIuHSA/LZR4lzwym9kjbKzZtm0bavW95IH2lk2ITQtB6kgomJeTiZNlGgveGUOzAo+Q6dOnM2/ePP755x+ef/55hBAIIfD396dXr17cuXOH45vmcTNoO/n52VzYv5xbt3T7bz/qSClDpZTtpZTtgU7AXeAvHUUPF5bTMRFCSnmw8ABCAOuC40rBuXoeUXJkNrFE4oQrMW/1qHCgf1Wwbd6BVm98itLMgnnz5tGyZUuee+45rly5ove+a4KQkBBkfi6mjs7V0p7LsmNaF7n7x6uiY5m2/6ubWPTpAo5eXV0t/RsKNzd9z4RRw0g4o/nKUppZkB13h9u3b2vLtG3blvzERPLiE3S2kRZ2Ef/2rfm4t0Yk6IcffmDatGls3LiRPn360KCBRljh88816ryNGjWiT58+3Pl0CeTnk7hpC0uXLtXnx3zU+QjYCbgLIdYBe4EKP3jVT4YMiDxyMcUctTq/xvoUQmBsaknLHi/h8/gsmsb6sXTuCjytfegrRtaYHfrC2qEJqQnhesle3l8xutRrKplPECcZM2bMQ7XCVoi9vT0TJ04k9qbGa6r5YxPYuHEjjysHau+Ls01z8lU5RJhFlKgfe/MkzZs3Z8KECRw5FEgHj2eQUuPScPTo0WJlDx06xObNm2ncuDHOnl1R5WVj4+CBkbEFIwPm0qHfbKwdmmBsYoFrswC6D1tokMmEa5G+wHUpZTnZXUqnILv3SWA0MAYIFEI8U0321VMHUZGPEcY13q/C2ATXAeNwe38utvNmc2pvNO3adqJn89f08j1fkzRt2hQpJbnJ8dXedlnjFcBteZ1UkpgyZUq1920IzJw5k+Tgk0i1Cttm7bHyaI6/e1/6FXyNtV2zCtt+fUj4fWOJunmZaSSeP8K6deuY/N032A3oj2lTTwA+/PBD+vXrpy3bq1cv1Go1FhYWvPHGGyhtbUGpxMzTg3//vgHPJYtxbO+P0tQcK3cffF94h7ZvL6uJW/BQI6XcDYwEJqFRPe0spdxf0fr1+3UGhClmRHAFk9D9NGlZtTiewkDJortL2lUg35I7Tg4uLTX1hC0tZScOsZX9bKJv37489dRTKJVKxowZQ+PGjUvUNWSCjqzBz8+P2RN8+O5DjXxp4b2pbAK6yuQFd33eCtOEjqxYsaLyRtcRpkyZwvIlK/C9aou5MMYXP06xnw7SH4DdQZ8ya1Yuvy3bTP7pBCywQoFSI60tr9F+/CSOHj2KkcKE9Ox4jJVm9OvXjx49NCvM+fn5xMXFERsbyx9//EHTpk3xaP0UaYk3CD35CwDJmbeIPLIVj9aDsHPy5eblXZzc/m8cXFoSEjJEp9Q3QFJSEo6OjqxYsYI33jC8xMOKHFGqNHFmSqVl8MdxTxL7froLIS4AUcBsKWVwKeXeA7pIKeMAhBANgX+APyprTD0PByYtmpMfspMjbKcN/cqvUAZFhWgKd5hc99xL3nqnf/EYIVUnZ+00zMupB9EpQRy5ugovr52MHz+eBg0a0L59e3r37l0lu2oaMzMzFrw3j1OnTnHNQbM7pOveVJSKJBoHeHf3FAYPHsyVK1ewtraupNV1Az8/P6zUNij+PEJjuzZYhzlzhkOo0XguhM94m/O9+jJy5EjM/jqDnYUbquBQlMKIDJmKGcY4OTmReeEStn17o0pLw87OjpkzZ2pd3xISEpBS8v3336NQKOjbty8OTw8mfu3/AFBaW5Ow4Q+UmXn4TnqX9PBgIn7/BhNbRzZ0bcyYMWNKTXPy8ssvs2/fPi5fvoy5ueHlfLKIUmCaXXLMyk2r2J6LEMIO+B5og8bV7SU0wj0bAE/gBjBGSplcSv29Usq+wDYd58qlfmfIgHBC4y/kfKX0OIuawBgTutCbAJ7mtddeIyIigvPnz9OpUyf27dtXq7ZVFqVSyTfffMO0adPIyUuvkT7zZR5btmxh9erVGBvX/MppTeHj40NDXLnGJQA8RDPc8SGBaG2ZIUOGkE0mZzjIQbYQyF5iZCQ3uUrHjh25e/cuOfkZXIs9iLHSnF9++UW7uvvxxx/j6urK6NGjWbRoEa+++ionty/A3rk5JmY2NLb343bSORq6d8DZsyumFvY06zyOzgPmYWnbiJ49ezJu3DhOnDhRwnYrKys6d+7MjBkzWL58ec3csOrlSSHE6SLHZF2FhBAmwNNoVHXu5yzgIaVsB6wEykqiqiicCBWQSP348Uiz7/IyHK2a0siuZsR+yqK9xyieaDGTP//8E7VaTUREBC+88AJz5swp5rpbF5g1axahoaEkB58sv3A1sXbtWj744AO8vCqUn7LO4uvyBFej95GnysZS2NCJAOK45yrn7e1N9+7dCb69jf1XvuAI27kmgwjjEuZYAqDKvEvib3+Sn5hEmzZt2Lp1KwBhYWE0bNiQFi1aMH/+fObOnUuXLl1QmJmCQoFl544o7WzJDY3AdeB4jK1scfDrQYupH+PUfQCff/457du3Z82aNeTmlnwG7NevHzdu3NDENtWxv+kKshzYKaVsAbQDrgBzgb1SSl80bm9z768khDATQjgADYQQ9kIIh4LDE6jw6n39YGZAhHIOD5phJ2o3qZcQAlvhiJEw5rsxGzgf7cm19DY4+jzN2LFjOX36dK3aV1kCAgKYPHkywXe210h/cdyhZ8+euLu710h/tYkvbYnlNilS42edRQaW2Giv9+nThw6iJ515An8G40ZTgtEM8t26daN///6YGmmCr+/mJgGwY8cOACZOnMj8+fP57rvvOH78OD///DP2Ts1o7NOL3Ow0opIvYmfphkOj4vm4jE0tcWveB+/uM7hwKImAnv1o12QkA/3e15YxMTFh/vz5mJiY8Oabb+rvBumP3VLKzkWO0pz8BwFnpZSx91+QUqZJKTMKft4OGAtR6pfPTiHELiHEJCHEJDSrbzXzH6oeg2T79u1k56XRsnHtp2WwNHXE1NiKdzsv5tw2JVcP2OBrPZrVX/2P9957r7bNqxRmZmb8/vvvxBzcSm66zkXwaiVf5rFx40amTp2q975qGwfLJjhaeRIWc0AjVnHfeGVtbc26devo5vMi3bxfpBMBRHOTRGKwxUHzbNQnQFv+yJEjfPPNNwB4eXnxwQcfsGrVKo4ePcrx48fp0aMHRg0bYuLmSubps6izsmjQtU+x3R+hUGLt1YqcgPGk+nRjxkeLadCqI21mFY8vGjp0KK6urgDs3LlTn7epxhFC2AC9gDUAUspcKWUKMAz4qaDYT8BwHdWnoJHUblHwWnhsBr6uqA31bnIGRBrJNKFZtbSlS3yhcMu8qIjA/dvnRV3H7r9m5+TLJ2//HwMHDmT48OG8+uqrPPZY9Yo86Iv58+fzn8UrSMq4SWH2gKKfr2gOIe6/3qbieRaklIRzmZWzPquKuXWGA3Izu3btYujAp/GT3cnmrnYFrZD7A3ezsrKKbfM38XImJCQZc3NzsrKyWLNmDU899RQ+Pj4sXLhQW65bt25MmDABgPT0d0lNTWXlypWs+Pp7LG1daWvTB1NjzcQqw9cOI2NzPBp0xcHSg5Phv3DsylpSU1NJTU1l0qRJxMTEkJubi7OzM99++y1t27bF399fX7eqtniWUlzkhBAuQKyUUgohuqJZHEvUUU4AK4AugD8ggNVSSl2CDPU8Ipw5cwb7HDsUV27BwKrlxdHl/nX1FXvtz5YF0W5FXecKKXShuz/nm4mRBR09x/Dnn39y6dIlBgwYwPTp00t1QzIkWrdujUO7HsQd20UTmmjPF35GXfdL17Xy3OMAbhDKqFGjtAIADzM7L35CQsKbDB48mNCT57HCpsR4BbDv8hfan7OysjAzM9P+3cwL6MO723fRsWNHzp49S2BgIFJKlEolCxYU16ApjH/Nev8jFAoFP//8M7MWLiXh9AFc+z2Dlce9ZwshFFh7tsDS3Ycbv39DypWzmueJ8HA2bNjAnj17uHPnDkZGRmRlZfHZZ5/x7rt1RpjJUwhRdBV99X0LeF5APPBfIUQ7NJOZmYCzlDIaQEoZLYRwur9hKeVyYLkQYoaUslhcghDCtKIG1u8MGRCOuBDPndo2o0w+OByBw9OvsiXoJq+++mptm1NhTExMcLVvT2xaiF77ySAVgahzvupVYcCAAbSmK5cIJJ1UIrlOB+FfasDu/f7OWVlZeHl5aRWhRo8uO9C3sA13d3fc3Nxo3282RqaWhET/o7Ostbkzdpau9O3bl5deegkPDw/279/PlStX6NevH9HR0UyfPp2ePXvW+QDsogghLID+wMYi56YKIQqXgJ8BggpihlYA46SOG1BwbpOUcqOUcpaU8q36iVA9AwYMIB7DzqViYmSBY8tJXI21ZvHixVy4cKG2TaowDn7dSb8ehFqHGmd1kkA0kyfr9LJ9KGnQoAH//PMPicRwg1BSScZXtKVPKYJR5ubmxXdyCn5euXIlAQEBPP744+VOsM3NzXn99deZMWMGnqOm0LjPSG5t/QlVbnaJsgqlEQ7tHifm0BZmz56Nj48P7733HgcOHADg4sWLpKenM3fuXC5fvvyAd6HGuVGOJ4MR0BH4VkrZAchEh0tcOUzSce54RSvX7wwZEGZYcJNQXKWXdvemrMB+fVDWSlKqpxIAU3snnLoNIPz7j0hNTcXW1rbUOobE12vnMW3aNGSiLPHlVdbnrsjqmrYs+Ugk8fHxODmVWMR4aDknD/PLL78wYcIEzLHkPEdxlm68/fbbbN++neeee45p06Zhb29fou7169cBTXxXRROrhoWFAdCkSROObxrGzZvjaebTutTyHTxGc/DcF+Tn5zNs2DDOnDnDvHnzeO211xBCsHTpUt566y369OnD77///lCskkop7wKO951bVeTnr4CvKtjcCSFEFynlqWo0sZ46jI2NDbnkECVvoKD6ZbVLExCB4t/JLkGlt5Hha4cScGrSiZ5+Fhw7doz27dtXo5X6I2T1xzht+pb07BRscSh27f5dsIpe04WKfO7cMexF2OrG2tqayxFBdO7cmdxENWkkc4BNLFmyhO+//57u3bszbdo0OnfuXKLuO++8w8yZMzExMWHfvn0VTgT+ww8/4OTkxKWlbwEQEBDKreibxXaHCrFr2YmcpDi++OIL3nnnHdavX0+PHj347rvvsLOz0yYdHj58OJ9//jnDh+vyHqtT3AZuSykDC97/gWYyFCuEaFSwK9QIiLu/YoGHgytgLoTogMZzAcAGsKioAfU7QwaEp2hOU1pykeMGv0ItlEratWvH2bNna9uUCtO3r0ZUJJ0HzzVUHrY4YoQxx45VbkB6GHjssccwxZx4ovCiFWkkExkZySuvvEJgYCATJ05k//79JYI/lUolSqVmol3RgcXb25uNGzfy9NNPA5r8HCp1HlB8ASE9O464tDCklKhUKhYuXMimTZuIjIzk9ddf106Kp06dyvTp0zlw4ABPPPEETz/9NFlZWVW+Jw8RvYHjQojrQoiLQohLQoiLtW1UPbVHy5Yt6UZ/rnGJ7HjD2SEqbfGqa9eunDpVt+byb7zxBjHoN5eaG96sX1+a2OTDi6enJ0899RTpJGONHdbY8/fffzN48GBatmzJwIED+eOPP0hKSipRtzAxfUXHK4BTp05p3eYSExMJDApBnVs8J6gqO4uUkHPkZ2WQm5bEhAkTWLx4MZGRkWzYsAE7O83Y5uTkxJo1a3BycmLEiBG0adOGS5cuPeitqHWklDFAZEGycNCkg7gMbAEmFpybiCYO6H4GoEkO7gZ8ASwtOGYB8ytqQ/1kyMBwxwcV+cSnh9W2KSWwvVFcXDojIwMbG5tSShseCoWCXr16kVoyLKLaEEKQSzadOnXSWx+Giq+vLz0YiAfNyCAVS2z4559/CAwMxNXVla1btzJ48GAGDhxIaGgoo0ePpnfv3mzYsIFp06bx4Ycf0rKlRuL96tWrfP/998yYMYO8vLwSfZmYmDBixAiEEOTk5PDiiy+iFEacv/knOXc1k91bl3dzJmI91+MOc+bGepo6Ps74UbqDhM3MzFi5ciXJycl8/PHHbN26FR8fH1avfriSD1aBQYA30AcYCgwpeK3nEcZSWOOGN3Endte2KeVS18Yr0Ij/6HO8Ah7Z8Qrg559/phMB5JCNKWaEh4dz7Ngx4uLikFIyduxYWrVqxdGjR1m8eDGtWrVi7dq1zJo1i4ULF9K8eXNOnDhBeno6f/31F6+99hrBwbqzE3Tu3BkfH00C+E8++YSclAQSzh4kNUyzppQVE8nV/y4m+dIJwn5YjEnXlqzbuBHPBR/obO+ll17i8OHDBAYGEhwcjJ+fH7NmzSIlRX+LvXrmDWBdwSJbe2AR8CnQXwgRhsbl+9P7K0kpf5JS9gYmSSl7FzmellKWTBpVCvVucgZEYaD5jh07GPPUszigBt9u1da+Lpc78zJcDMpCnZ9H+LVr+Pr6VtGqmiUvLw91pTIGVR4lxsTGxj4SanL3s+++757Y2Fh27dpFREQEM2bMYMOGDTg7O9OzZ0/i4zWJBc+ePUtaWhoAbm5ufP7558UCQ//zn/+U2aeUkkmTJmFkZERKSgr/XfsTjq5tib15khb+L3Ju75dYmNrS3KUv1+IOsWrVqlKVk+zs7Bg1ahS//vorn376KVOmTOHll1/W7lw9wjQCgqWU6QBCCGugFfDAiVzrqfvsUf9OdnY29jZOWG8JxsbcpUROoOqkMi7L9xMUFKTT7cmQ0YxX+o0ZUmJEbGwJsclHhtPygPbnvLw89u7dy4ULF3j99dfZunUrxsbG/P3333z6qeY5/PPPPyco6N6DU0REBL169dIu2o0fP77cPrt06cKc2bNxd3fno48+IjvuDjmJMdg2a0fi+SPY9e1Nzq1ILNu1JW7NT+S+95F2N6ooQgi6du1KUlISw4cPZ9myZXTt2pVx48ZV8a7UPFLK84Cu/6Bl5gkSQjwvpfwFjUjDLB3tfqGjWgnKnAyp1WrDl115CBk4cCASNcnEY3iptTQknN5P//7969xKW05ODkaU/FKpTpxwZdOmTXVu4NUHzs7OvPDCC9r3hTl9Dhw4QF5eHi+88AIxMTHMmTOH2bNn8/PPPzN79mwA1q1bx9ixY8udiJiZmbFo0SJAk6h126Hb3E2LoZHX45zb+yUKhQIvp8e5ErULZ5sWvPbaa3h6ejJw4MBS2zx+/Djnz58HICoqqkoT24ckJ8S3aAJcC8nUca7WeUjudZ3CzMwMd4dO3Ew8RVs3w9wsvJsex5YDW4qpU9YFNOOVfnPVOeHG5s2bWb58eZ1Q2tMnxsbGDBw4UDs2/Pvf/wbg5s2bdOzYkZs3b/LOO+/g4uLC3r17MTc31+Zmmjt3LrNmzaJhw4bl9jN+/HjtpGnpwctkRoahNLekQZc+ANgE+HPn82XYPzWA9GMnGDp0KDt37iz193Pr1i0OHToEaCTvqzIZqoPfoYVygFY6rlU43qSsydDNa9eu1bvR1QJCCNzx5RZXdQg+l01R2exCClfTdMltVwTzvwLv/QykyiRSOMpXkdceqL3aZNiwYezaMANXmuqtDxfcWbFiBXPnzsXKStf/z3qeeOIJQJOnYezYsVhZWdGwYUP27t1LgwYNOHbs2APtOhoZGXE5cD3ffPMNb7zxhtanO/j2DmbMmMEff/wBaTB58mRu3SrdF3/evHm4u7sze/ZsTpw4UaXJ0MWLFzPQZM+uy4iiSnNSSrUQwqA8C8zNzWOuXbvWtDC4uJ6aw82hA4evfluQ2Lpq97+ofPb9u0xlpX4oSuE1K5qjVqu4dH0tny1bSOPGFc7BaBD07t2bDFK5KzOwEPoZSyyxpmHDhvz8889MnDix/AqPIB4eHnh4eGuqq58AACAASURBVJCXl0dycjIbNmzAx8dHmxPvu+++e2BFvojfv2Hz5s14e3vTpo0mgfGtf/2brR26Mm/ePBKB3bt3c+HChVLFP9q2bcuGDRt46aWXWL9+PT/99NMDT2zDwsIwNjaOfKDKtYCU8ruC14/vvyaEqHASwbImO8Hx8fHGycn6T/pVT0ka4UE6qWQk3y6/cA0Tynma0Q43t6rllqgNRowYoXcfbGthR056Lk9Z172t6prG29ub06dP88EHGr/o7du3Ex8fr3Mi1FeMRAiBubCktxhOf8Vo+opRJcr5mT3GrFmz6Gn8lPacEIKVK1cSHR3NP//8U27SOmdnZ2bNmsWLL75YZTGTwMBAAQSWW9CwCRdCzBBCGBccM4Hw2jaqKCqV6vDJkydr24xHEhMjC1zt/IiIP1HbppTgdvI5TIwsmDJlSm2bUmnMzc1xwJk0SgbxVxdCCBLOpPPJpCV66+NhwdjYmIULF3Lt2jVMTEwYNmwYUspSJ0IeohlCCDqJAPorRtNPPINKVdxNP0A8zfDhwxnYdlix80OHDiUoKIiIiAi2bt1Ku3btSrVLoVAwZswY1q1bx5gxY6r0GU+cOKHOyMjYW6VGDIcSbnOlUepkSEqpsrKyuhIYWNfH8LrJPrmRz5d/ShOrcMz/CsT8r0CswlJ07vwUJcPXTnsUomzTHGWb5tr6RY/KkiFTsWxkyrm8o5WuawiEh4djgpne+1GRj7KUjVe1Ws3AgQM5ccLwHhwMldjYWK5yESVGZHOXA2zmmNzFPjZy5MgRbbm+YhSRaKS6s8jU2Vbfvn1p1apVuX0KIfjhhx+qNLjExMSQmpqqAAxPEaVyTAV6AHfQyKA+BhhUcpL09PSD+/fv1/1Lr0ev7Lz4CccvbSJNHUaD7Tdw3ZNIpodae1SGO/0dtcf9qIJCtUdFyL8UgplzHGt//7pOuoBJKckiU+9jVlnjFcD//d//ad2X6ykftVpNc9Feu/B6keMcltvYy5/axOGFRKLxsMkjp0Q7oFG9GzJkSIX+focNG8a6deuq9Le+f//+jJycnIdFDrfCN6JMN7iMjIxt+/bty6+6PfU8CJMnTyYoKIgkaRjBjWqp4jKnmTNnDkZGBuUhUyGklMyYMQN3fPTelwJlqYGvoaGh7Nq1i6VLl+rdjocBKSUDBgxAjYoWdKA3I+jJENzwQolRsZW2NJJRkY8rTUudDNUkBw4cwNLS8oSUes6cqGeklHFSynFSSicppbOUcryUskTOh1rm4P79+xWGnpbgYaVRo0ZMnjyZqzH7a9sULbcIQ6FQ8OSTT9a2KQ/E2rVrkaixQ795zwSKMoUaFi1axNKlS+uyUlmNsnz5cqK4gTPu9GAgPRlCSzphi0OxpONSSmK4hRetDGK8ys3N5fTp02bA4dq2pZqo8GBQ5mQoNzf3n23btt2tuj31PAhmZmbMmzePG1ytbVMASCWJPHKZPn16bZvyQAQGBnLr1i2aoH8FPBUqFJQM/E9NTaVVq1aMHDmS+l1X3eTl5bF+/XoWLFhAXzGK5op2XLkQSks60Uh4oBRKTIUZcdyhIY0JCAjQ1o3nDq40RYVK76qBFWH37t3ZKSkpW2vbjgdFCDGn4HWlEGLF/Udt23cf4Xl5eVlXrxrG9+WjyHvvvUd0ajA5eRm1bQqgmQwtW7asUvlgDAUpJZ988gkt6IBC6Nd+NWqd4xXApEmTuH37Nh06dNCKytRTnLNnzzJv3jxCQkJ4XAxk9qzZNKc9TYQvFsIKpVCSSzYZpBVTR+2hGIBEapPq3r1bu4/bp06dwtzcPFJKWWfiY4QQ6UKINB1HOlDhIMHylvePX79+3SQxMZH6oNTaYdCgQbzONLJkJuYFrgFF5bALRRGKurwVushVRYZUFxKJGRZ1clcIYOfOnYwcOZIzn1/Xe18CkDpW2goDLlesWEHbtm31bkddIz09HX9/fy5evEjnzp25wW0SiOFxBhXb+o+XUeSQRWR6RLH6GaTiihfppHCNII4cOYK/v3+12Hbu3DmuX7/OM888U6HyUkq2bdumUqvVe6rFgNrhSsHr6Vq1ogJIKaWdnd3u3bt3j2vevLLSM/VUB9bW1jhYehKdEkyz70sG/Jclu11UOKEQXWNYoYhCWeObVmjhyi48PT3LsdowiYiIICMjgyZVFKSoCKWNV3Fxcfzyyy/8/vvvfP/992RkGMYk15BYsmQJ77zzDoMHD6Zv374kkowXrbAX91Tl8mUe4VymLY/h4OCgPZ9BKtbYIVCQTgpTp07l559/rha78vLyWLJkCbNmzcLU1LRCdXbu3KnKycmpU4t3Ukrr6minzKdaKWWOg4PD8Z07d/Z+7rnnqqO/eiqJm5sb3rTmNAfwk92wFbU3KTXBlFyya63/qrJ81a84e3ZF39l/smQmAkWxlTa1Wo2fsjthXKALfRjm9hzJJFO/0HCPfuIZLnAUI4zpNmwR+TmZCP6LA86YC8tiZTNJwxTzYuIGWVlZpJOCFba0pBPXCeL5ni9zQ1bPosCECRMIDg6usKDC5cuXyczMzAZ0Z+ErA2WOLJHkuJC05JrzuJNSbi14/anGOq0Cqampf2zYsOGpN954o25p/j9EtGz8JKfC16GW+TRt2KNWY3VMjSzrbM63EU+8TX6GVY3cv0zSsae4JPT169dp59OBJjRjxcifOMB2+vfvr3db6hJtxGNc4xL+zaaSf8sRk6jrGJOJIy7FyuWRSx65JWK/UkjEClvsaUhburFh7W9E/5KlzTlZFU6fPs38+fPx9/enZ8+eFarz22+/ZWZlZW16kP6s7qiwSCs5ZmXfrRse4uXuvaakpKz//fffa9+Z8REmRJ7j17/+x3mOcUOGoJZqskY8RtaIx7RCCEWFEwrPFZapLpQYoTIA16MHQa1Wk5YQjp2Tfl3kpJR4v9CQN2fP1CYg3bFjB507dyacYPzojq1wIM5dI8Rlb2+vV3vqCpcvX+YEe0gjhabDp6FUGmNqYUezkW/RcmTJwN0mNMMcSwICAsjKygKgo8Xj2OCAhbDCVJihRo0l1fdMPGbMGCwtLSs0GQoKCuKVV16RwDZZh4NYhBBbyjpq2z4d7Dl9+rRZYRLfemqew6HfEhYejJNPHqeD1pB56XwJUR+ghLiCLvEfXRQKKBQKAxU97kehMCYzs24+viRl3MDRSn8pILT9yFgs3Uw5lX0QgISEBEaPHk0Ln5Y44Ya3aE1qgZpdRYRnHgUyMjLwEq0I5iTt6IGlqWZBs3nbUTzedjrWovjfsLmwpBWdCW9wQSv4k5CQQAy3cMMLIQRGGFfreFWY/8jYuPw8VampqcybN4+IiAhT4GERT6gU5fo7SSk379q1a2VWVlaxwK96apbhw4cTdiOUDp5diOE2XsluWNvfW+0qnBDpkzxy9Z4ATl+kpKQgFEqMjPX3N5wp07hGEHHnHLVfeFJKxj31HA1pTA8Galf5PDw8WLhwYZ30Za9uOg14l7O7P9f8TAAKRdlJVgEUQkEr2ZnzcddoaOFCR3oSQQht6aYtI1GTT1612dm/f382b96MlLLU1VopJZcuXSqUQRXAb9VmQO3QHYgE1qORBzdoSS4pZZqDg0Pg33//3bMimeDr0Q/u7u4cOHCAZsZ+BLIHt2tGNPJ+HNsbKlI9df//TvVUlrob+qDkq7KZ/8ovHA0LKL+wgZGTn0FDE18qEQNeKVQyn5uEkeIQzYb/btC6Uvk37E80N3mcQRgLTYLybDLp169fnRWiqE4GtH2PY9e+J4M4GtIYG1GxBU1n4YaRpTsBPZ/Aj+4kEoMLTTAVmmeSwvGqOnaFAJycnOjQoUO55eLj43n22WfZu3cvZmZmF3Nzc6tv0KxDVGQyFOfg4HBpx44dnUeOHFkTNtVTCh4eHiSqY/nxxx+ZPHU6bQOmga+T9nphctSMgt2goslSq4N88ursZMja2hpVfg4pHgrQw/2JkZHENLjOnDlzmD59unbhIDw8nGyy8KSF9gE6T+Zy7ty5KmWJfljwH7WEqLDD2Dk1w6aBF2Yt+uosl3Xf76zwfXPZlWt/reAI22lMU+yKuJGaYo6K6hPD7N69O2fOnCmzzJw5c1iyZAm9e/fm+PHjGdnZ2buqzYBKIIRoDmwocsoL+JeU8ssiZQSwHHgKuAtMklKeva8pF6A/8CwwHtgGrJdSVtr1r6ZISUlZ89NPP3UYP358fcbjWsTIyIhweZmQkBA6dPYHJI28/bUTHpdlxf8vQ5HvZB27PIXo2gHSFT8kpSRPlY2RsmLxEoaGtLUio6ERTjZe2nPVFQecI7O443WFLl26sHChJuFnITFE4k1r7UQIIJ4oPnr13Wrpu66TmhWFSpWLu0NHvJweR2lccjdH198ogBPQms5c5DgmmNKVPtpr1T1eCSE4e/b+r/PinDlzhs6dOwPQqlWrjMuXL5dIXPqoUKFl6ZSUlNVr1qypm3vNDxlCCF588UU8Wg3k0sGvyc+ruRieZOKxoW66dXWc+xUmdg1Jj7hc7W3HyyhCOc++fft45513iu2g5uXlYYRRsZ2ERGLx9/ev0Pb1w05K3FUS7lzEq/0I3EuZCJWFxaZTtKUbPRhIS9Gx2LVUElm158tSauqHnJwcnJ2d8fLyUhsZGW2QUtZKagIpZaiUsr2Usj3QCc1k56/7ig0CfAuOycC3OtpRSSl3SiknAt2Aa8ABIcQbev0AVUBKufngwYPGiYn6Ta5cT8Vo0aIFp04cICb8OPGRZT+cVSdZeSlI1JjqeFitC1jYuJAUfW/NoTonQuc5yosvvsivv/5abCIEmh2KooueKqkihcQKx508zPRr/Q6X7+zA3bEjrVwHYfYAf1vOwh1/BtGdAZiIezFEqSRig0MZNauf1NRU7OzsmD59OuHh4QL4p0YNMCAqNBmSUv62d+9eZf3gYji4eHXHwqYRaYkRpZapznghADWqGklYqi9ceg4h4WT1JlZOkrFc5gzt6K5THe71lvPIJguVvOf+EcMtHnUXHiklhw4d4urpDTTvOh5zqwfPoyGEKCGwAGCFHQsXLqxRudIVK1YQHR3N9u3bszIyMr6rsY7Lpi9wXUp5877zw4CfpYYTgJ0QotH9lYUQpkKIkcAvwDRgBbBR30Y/KFLKFDMzs92//vprbZtSTwFt2rTBtVlvkmOulLhW1g59aSvsFUGlzsNEaaF3WWp90dinJ2kJ4dzNqT6V4zyZy3mO4ogz7733ns4y5liRSbr2fQLRBPTtRaNGJb4aHhmklERFRXHp9laszZzxbNCt/EplYCLMUIri7qKW2JBELMeO1VzITp8+fUhOTsbBwUFlZGT0Pyml7syvjwAVnQylmpmZ7Vy7dm2dDQR+2Djy52zefP05hgc4a88VCiakeiq1R3UhpcTWz4wV2z+rtjZrkktL3+LK+pUo0xPJz82qtnajXMLYvP0vTkndiQbzyEUU/APIkdmkkMCj6HKamZnJ8ePHefnllzEyMmLy5Mk09RuKnVOzCrdR1F3O/K/AMkVCWtABZ2dnXnnllQeyt1evXqxZs6bS9Q4dOkRmZmYihiNHPQ5NzM/9uKKJByrkdsE5LUKIn9AE1HYEPpZSdpFS/ltKeUdfxlYHqampX69cuTK9DmtXPHTs/G0RpjJB+74s4YOqogoKJT7sBENG9GXnxU+qvf2a4Pjm+YwdPZyEDI3YTnXcrxuEMHjcQMLVV0qNe8wlG2WRCIpobvDCCy88cJ91FSkloaGhLF++HBcXF1q1aoWZsTWtXAdVSeGvtN+fvWjIxr//ZOjQoURHR1e63a+++oqhQ4eSm5tbqXoqlYpVq1Zl1/binRDihhDikhDivBDidME5ByHEHiFEWMGr3lyTKrxkkpqa+sUXX3yRWT+4GA4dO3bk3LlzNdJXMnEIIRg4cGCN9KcPLCws6NmzJ0kx1eMqJ6UkKSaFBU/pdsWSUnKVC7jhpV2djCWSBjTCyurRCGfwH7UE/1FLaNZ5HPaOzgT0fpLdR2/SccB8GrR+hYZu7R+47fJ2PoUQhG+I4/f1fzxQ+4cPH+aVV14hMjKy/MJFWLZs2d3MzMylelaRe1IIcbrIMVlXISGECfA0oCsqV9eIfr/NE4BmwEzgWNGEdkIIQ5Zs23Pnzp27J0+erG076inAy8uLjIwM8nI0uWr0LfhzizDmzp2r1z70zZAhQ4hLq958gcd/PceTyjE6r23ZsoUsMmmIZhdIs3iX+Egt3g30e5+ezV/HztKV1q38WPSvb/GwfJLH3KfRsvEAlAr95Vn8cuiPZCXlcPHixUrXvXPnDn///TcrV66sVL2dO3eSk5NzW0pZdkBszdC7wL27c8H7ucBeKaUvsLfgvV6ozP7xkdTU1Pi9e6vXzaieB6dVq1aEhoZqV8kLsb2h0h7VRQbptG7dulZzRlQHr776KlFhh5Cy6tr3QggcceYO4Tqvnz17lhQSaMI9Oe9obtEIjyr3XVe4dXkXRze+Q2ToXlr7T6Hr4A/xaD0QU3PbB24z5q0exLzVQ/u+LDcbS2zIJ4/09PRSy5TGRx99BFCpB6ro6Gh27dolVCqVvvPy7JZSdi5yrC6l3CDgrJQyVse121As7ZYbEFW0gJRSIaW0LjhsihzWUkqDDcaQUqpzcnK+WLZsWfVtA9dTJYQQtGzZEq5EaNM/FFL4vujOR6GEdmUorK9u2YQcsmnTpk21foaaZtiwYaRnx5GWVXyn4EF3iBrSmNtcK/X6+GET8KIVigIXrkdt8S4yMpJdlxZy4vp/cbX3o2+r2XTweAYHK49qffYp6/dngmm5wge6eOmllwCYPXs2qampFa63ZMmSjLS0tE8r3WHNMAwoHEt/Aobrq6MKT4aklDIzM/PTRYsW1acgNhAaNGhAUlKSXvvIlTnEytuEE8yUKVP02ldNMGzYMFSqPO6mxlRLexJJLrrdbENDQ7GnoVY6865MJ4csHHDSWf5hIycnh8gQTTxmh36zsbStus95ZV0/ZcFGh61N5Sdf7777Ln5+fuTkVNyNevny5XkFvtcVH430y7PodpED2AK8IDR0A1KllJX3zzBQ8vLyvt+8eTNRUVHlF66nRmjQoAHvLRtVpTbKmiCppYqkjJucu/knTRw7o1RWn6t4bWBmZkYTx85EpVSPeKNGsaz0RdK7pONSZH0klkhcaFItfdcF/FpoFtl6+LxCE8fOtbT4K5g/f36ln+18fX35+uuvUSqVpKSklF8BuHLlCoGBgVJKuaH80npHAruFEGeKeDo4F45JBa96e3iq1H6fSqX6OTAw8POgoKA6v+LyMGBra0tGRgZqqUYhFNUqFZ0v82gxtRHr16+ne/fujHxsPr169aq29msLIQRtW3ry1eJxzPrsULFrD3L/lBhhiu7cRY0bNyabe8H7QxYF0OGOD1999VWl+6mLbNu2DQsbZ9r3nYWopiDmwt3OYjFx97nLFf09GgsTmsqWxX4PFcXMzIwLFy5UuHx6ejpfffWVKjMzc3GlO9MDQggLNLLYU4qcmwogpVwFbEcjq30Njdrci7Vgpt6QUiZZW1uv/eKLL15csmRJvXSjAeDg4EBRISZdE5vCFfP7V87LmgQpWjfjpff9eOONN/D09KRPx858+20JccQ6ycz3nyEkJIRrh0peK7qLVhFyyMKC0nd5TDAjm7tYYE22vIuRo+Bk9L4HsruukZqaSlZuCt28X8Tc5ME9FyqDrt+fH904zDbs7CrvRvr666/z+uuvV7j8okWLstVq9ZdSSn3voHsWxgEVsFqHN8PjUsooIYQTsEcIEaJnm4pRqScUKWW2SqVaumDBgnrXAwNAoVBgZ2fHr3GrqrXdBBnNEbaTkZFBZGQkO3bs0LoMPQwolUry8qqeVyxb3iWZuFIHFwcHB/IL8gZIKfnpp58eqdxC459/maZ+w6ptIqSLiriC2tOAVJJQq6vuGlkW3333ndrIyGiflPK6XjuqIFLKu1JKx6K7VFLKVQUTIf6fvfsOb7JcHzj+fZJuSgeUvVFAZAkqwwWCuAco4uQo4sSBOI9HjkcFBPUHoh4QkeNCBQVxoAxxM2TILrsDKLMtXdlpkvv3R9LSlpautOl4PtfVK8k776Rt3vdZ9+PLIveoiJwlIj1EpKYkfPAbs9k89b333nNnZvovI5dWcY0bN65wb4aSuhU5XVb+SvgfD9z7BN9//z0bNmxg0aJFNGnSpDKh1hj+ul55xMNxUggnssSJPYMJyb9mHeMgN998c72ZAmL69Ok0imxPdETLaj1v0YJsMKGEEUFVj3dMSUlh0aJF4nA43qnSE3kdKK1bt4gc9T2m4p0Goi9wIi/Dqe8xtaoCLPddisPheOeHH35w793r30F9WsXExcWRnp5e+oZlZBUzO9lIby5h3rx5NGzY0G/Hrinatm3LoUOHKry/RzwkSDzr+ZlmtKEZrYvdrmnTpjiwkSIJbOcvIiIiuPjiiyt83trE4/GQ67TSIKZV6RtXsViaIg3D6T3kySo7h8ViYdKkSY7s7OwXquwkWrmJSHJQUNC306dPD8h8T1ph/r5eAWxP+ZbGkR0ZcPb99O9fuZTHNVFlr1cAJ+U4f7ECG2a60qfE7UIJ5whJJEg8GbFHefTRRyt13trkw/8uISo88OnDDcpAazpy5bNP0/GdaVV2nokTJzqMRuMcEfHvP2QFKKUaKKUa5j0HrgTi8Xblvse32T3Ad1UVQ7kLQyKSLSLTJkyYUH2Td2glatKkCSdOFDc2umRnSkecQgLPvfgsG6TuNo137tyZnTtP74Od97mUlqXsCEmcIIV+DCVJdvGzFJ+trHnz5iz/eRlNLonkn9Oe5rfffqv1CSjK6vLLL8fjduJy+H+u5oLjhoqmkC/a1dE2vB/2m/sTFByOx1352tWSzJo1ywP8ISLlTwOkVamcnJwJ06dPd1X1+EqtdEWvVwXTRef9FJc44cjQxhwZ2jj/dd42GTv+wmpOZf+xP1mxY3K1vY/qVNL1qqyc4mALq+nCeaTLcVbJjyVuu/P4VgbddRGX3H0Ba9asoVevXhU+b22yfft2DmdsIct6uFrOZ+4Ug7lTTLHdGxNn9CdzZBckN5ekJ56ukvOnpKQwb948j8Viea1KTlB+zYDVSqltwAbgRxFZDkwFhiql9uPt8l1liR4q1H/FbrdP+/HHH11bt271dzxaOe09ZOOBp2dVaN/ibvqdOE6bkbqu6dGjB3v2lNwdtbSxQ25cRBJNmCp+rFBBQ4YMYdWqVTz11FNER1dPP+Sa4M8/vR3cwxpU/YzapXWVs5nTsJnTiIxtc8btKiozM5OJEyc6srOzn6mSE2iVIiKJRqPxq4kTJ5ZvAg7N797+9G++XvJHmbYtyziYXJyEEUFQUNWlOw60s846i7S0NFyeiv35GvFWFsVQ+sTWzZo147PPPmPevHnezH/1xAcffABA20bnBzgSb5d688ZNhJ9T9vn3yuuf//ynzWAwzPR1SQs4EUkSkV6+n24iMtm3/KSIDBGRTr7HKqvRqlBhSERMLpfr3+PGjfN/ta9WLuENGmM3nyx9w4L7fLP+tNSmeaKIZdOmmpBuvur06tWLv/76C/EUvokumqK8JDlkEUeLEvtda9C4VU86XXA7ylB6Nqe8z73gT57iJg8umDq+YEEob7+CtcyR+7PI2rKa1lG9+Ou7f/np3RU2efJkJ7BYRPyT8knzO5PJ9M/333/fffDgwUCHUq+FRcZhN58sNMdQeVJoF01JHEUsOdTt8WAGg4GePXtyLCazxLmZzpSqOYNUYogjSNWPsT8VsWZJKo0jO9AosmzTXuT9zVYk/Tt4U8kXd69xfPxFBG89iTstk6axFZ+D70y2b9/ON99847JarbVzNuIqUuGRzbm5ubM3b96cvXTpUn/Go5WT252LISik1K5d5fHdzOV+O1ZN1KVLF3r06MGR/WWroSzILS6ySKs36bErKtdhxmgMqdC+/vxbBsi2HaNhWNUMpk5KSuK9995zmUym56vkBJpfiMgxpdSMJ598Uif/CaB50+/GEHTm74WyzJ9TkTl2arNx48ZxYMcPp1XglcVJTujrVSmcLgtGQ9kKixUp/JSH7fghQhs3I/4t/3c0EBEeffRRi9vtfqkGTf9QI1S4bVlEnEqpBx588MGvEhMTG4SGhvozLq2Mbr22F0tmrCR8d/nSQhf3D+0WN5aW6cybN89f4dVYM2bMoOd5fWnVaWCZWi/A+/lsYRWjxtzN3LlzqzjC2muo4VZCxYGnw+lj1subvry0LnAFW4Mo5gbpWNYubM4s/k6smla8sWPHWj0ez+sicsSfxzXa3cW23AKEnLT781T1htVqnbRy5coH/vjjj/CBAwcGOpx6yW63Y8z1FPu37Y7fW2Ja7eZvrfVuU2SfXo+35yzzqCqJtSa54447eOT+Z7Bv3UrDhmXvxn5I9mNom8vqdato0SLwyQFqKuORTNycXjYoS8GnPAXzMx3v+PiLcFnNHF+9lNbX3FnmY5bHN998w7Zt29KcTudMfx+7wUETDUJPr+gwOnP8faoqUamctyKy1GQybfi///u/8ldXaH5x1VVXcZLyJVAoSQYn6NSpE4MHD/bL8Wqy+1/8gdCIGLJS95d5nyR2EkI4c+aclhVSK8JEJuENC9dGlqUgVJ5WodKOZ3FksPvoCnq1vZmQkIq1Up3JsmXLWLNmTbbdbn/D7wfX/E5ErFardeyYMWMs/khVrJVfr169yHXbsTlPFYYq2sojIsyfP5///Oc//gqvxlJK0TKmB0czd5R5H5NkcYA9rF69WheEzmCo4VZMZBLZuGxd5KrC8fEXISIcXvY5MV37kPyV38sqWCwWHnnkEavJZBojIvoLsIhKTwCSk5Mz5rXXXnMkJCT4Ix6tnFq0aEEuDr8c6wSHueGGG/xyrNqgabsLOZ68rkzbZksGRzlIF3phMFTdvDl1gUtyceKgQXTZ52sQEXLFidvlnzHuoKaPhQAAIABJREFUIsLeYytpH9eXtfv934pnsVgYPXq01Ww23ysiuqmmlhCRRWlpaZvffPNNXYEXAAaDgZCgBjhd5UtGW1yBKYNUWrZsSbt2gbuJrU4tYrqTbkrE4Sp9qLZb3OxmEx05lzZtqiZxTF1iJpuYBsVPkVEcEcEtLnLFfzlZcvZvI9ecTbOLrvHbMQuaMGGC0263LxOpw6mCK6HSKVhEJDk8PPyVe++996VVq1Y1qC+pg2uKrl274sSJVcxEqJJnli7NSTlOBqmMHl2nJqEv0eqvn8FqtdKyZUucdjMhYZH5rRJFWxwsYiKl+S4Wzv6Sm266KRDh1irzUv7LWW2WE/HthkItPQWfe9y5WE2p2EypnDyynczU/SgUhhW/0arzQDruCMGgDCW2FBX9HRXsfmDs3oWktDU4cs20i/Pv+KM8EyZMcNpstmUi8lOVnECrEiIiSql7Jk+eHD9y5MiIs88+O9Ah1TujH7iNpV9uLXZyy7z/4+IKP3nL3PF7yRUne9nKh//6oGqDrUF+3TWN++7LZO2yeNo3Kfl7zSMe4lnPNbddyfz586sxwtpppWchgwcPJuu3VNzKUOhvr+BzqyMTqzOTdFMiqTl7cbgsKBTNDx+iXWZzIlTkGVs5S+oid3z8RdjTjnL0l8W0u+k+4mf4f6zQ5s2bmTNnjsNqtT7i94PXEX6p4rbb7dO3b99+cPbs2eKP42llFxISwn0P3UsaRyt1nATi6UofGjWq+lTINYXNZiM7OxvDGcYM5Ugmm/mTqVOn6oJQGX344Yc0pnmx61xOKwd3LmfTiqnsXf8ZaSlbiG1+Lhdc9QL9b5xI5wtv5/COFexjGwCW7KPknDxQ5nO7xMXuoys4krGN3u1HsjLe/9MSrFmzhjlz5thycnL0haUWEpFkt9v979tuu83idusGoup2++23k5qz74zblDZW4xgHiSSakSNH+jO0Gu/EiRMInhLXu8RFPOvx4OHTTz+tN/PaVca+fftY/dsaomlc7PqjmfFsSPyUvxI+JDF1FUHGUHq3u5Uruj3HJV0eQQFrWY5HPLg9Lo5klm+quey9Wzmw+H1aXD6MiJbtK/+GinA4HIwcOdLicDgeFZE0v5+gjvBLcn4RcSmlbnn22Wc3XXnllRF1fZ6amqZ169bkUvbmWptYCCEMo/IWAiySQ3AjA2sO1a9K7gYNGgAQ+cM2lFJkX9OV7LREguQgDmxkcxLicvl05sf17qJbUZ9++ikT/zOJvnjHnRkW/0EOGXjwYMTIQfZx5W2DeeHLP0uc0K+r2kQaRzgqB9n1yyKatD2fqMbt89dH7s8C3+SMBbnFxTbWcNXQIbz77jLi4kqfV6O8LBYLI0eOtNrt9nv1haX2cjgcMxISEu6YNm1a7+eee65sGVQ0v2jdujW57sLd5IwF/p8LtgABSNcO5LrthIdEAWDo1pnUpHW8+/6Uenezr5QiyBgGeFuATpqScLhMGA0hpJkS8DRL4/rrrmPmzJlVMk6yrklOTmbEiBG04WyCVDAe8ZCxYxV2bIQSRjYnOcZBPl34McOGDSt2PqvL1TAOsxUz2WzY+ToArWJ7FtqmpMJ9iiSS/uM+fl+9gosvvtj/bxBvL4a0tLRVbrf7syo5QR3ht5nKRGRPeHj4S7fccssrGzdubBAcrHPaV5fQ0FA8p+XZKdk6VuLGRQc5hxjiOEwSjz32WH7hoL7Iu1jEs8GbMnvljzRs3J5gcnDjJopYtiT8Va8mS62s559/nha0I5hQEmQHR0gmilhAAUIMjfnss89KnCRxqOFWBA8nOZGfGKRjzxtLPa83099qwmnAZ599htFY8ftbs9nMk08+yauvvkrLloW78jz66KN2s9n8o9vt/rbCJ9ACTkQ8SqmRr7zyyo4rr7yywXnnVc2cHtrpQkND8ZQjRXRqzl52HP6eZlHn0DzmXHLddhwuM3feWTUZt2oyk8nEriN/YranciJ7D6HBDWkQ2hiny0qIMZxffvmFbt26BTrMWuPzzz9n//79DOAaTkgKyXgnY4+gIU7shBJOfOJ2OnbsWOIxPL6Wug38AsBZTS8rtL7kglACB9nHzsQdZzx+Wbz77rs0b96cW2+9tdDy33//nVmzZtmsVus9IqJ7bp2BX6dtttvtbyUnJ9/40ksvDZgyZYouDVUTm82G55x22M4t3I+4pGxb5zOQDfxCMnuIphHX33UNTz/9dHWEWqMYDAZSUlJ4/vnnOf/88xk9ejSxsbGBDqtWW7FiBVdccQWrTv7AqFGjGD/+yxJbgIqz0rOQjRs30rdv3/xlkT9sL1QDXPA2yti9Cy6Pk/hD3xBqaMLhjPhKJ7j49ddf+d///kdkZCQzZszIX/7VV1/x9ddfZ5jN5jGVOkE1UUrFAHOB7oAA94nIXwXWDwK+A5J9ixaLyKvVHWegiEhyUFDQQzfddNOcXbt2RdS3yqBAsdlstGjd5LQJRMPjvY9Fbx7jDhuJJJoTOXtw5KTT6cIO/Pb18nqZyOaXX37hjTfeYP/+/Tz//DzOOeecQIdUqz333HOsXbuWFSu+o0ePHnzwz9mMHDmyXH9bP9kX0r9/f7Zu3QpAw1Q37rQzp9DOjF/PiTVJdLx9fKULQiLCE088AXhT1+dNc5Oens6IESNsdrv9dhFJrdRJ6gG/FobyatveeeedPYMHD44ZOnSoPw+vleDj/ywgGODcsm0fpWLpI5exi7/pQX8++6z+tp62bt2azz//PNBh1Bk9e/YkNTUVEalwF5YLL7yQo0eP0r/lQA6xHzcugii+bsUjHrYdWkywMZzura73yw3SiRPeFqmCN8eJiYmMGTPGZjabbxIRU6VPUj3eBpaLyAilVAgQUcw2q0Tk+mqOq8ZwuVyfR0VF3fjAAw/c+Pnnn4fVt25XgfCPq94k9Wg2rc8v2/ZGZaSfXMFqltKKjmzYUL65yuqSoKAg/vWvfwU6jDojJCSEpUuXktdoUpH//9DQUNavX8/ChQu5++67sVPyvM7Hx19E1q6/Sf3rJzrcOpa9cydVOPY8edMEhISE5Pd28Xg83HnnnVaHw/GR2+1eXumT1AN+r1oRkRNWq3X4iBEjbIcOHfL34bVi5JCBm9MnuDyTWJoQRSyp+HWuSE0DKnZRKahFixa0oiPBhGIsUmdj7N4FY/cuGLp1Zv/x3zmvXwcOpm7mp/gplTpnnu3bvQNgFy9ejMlkwmazce2111pyc3NfEJG//XKSKqaUigIuA/4H3kmyRaT4WVzrOZPJdN+SJUuOzZkzp+SR6ZrfWJwnseeePsHlmeYYU0pxDr05RNnnhdO0slJKVeqaFRISwsejviWKRoQRXmjd8fEX5f/Yjqdg//sntvy1in0f+ed6tWvXLgCcTicmkwm3281rr73mWrdu3X6z2fyUX05SD/i1ZSiPiPweEREx8frrr39xw4YNDcLCwqriNJqPASNC+bqDunFhJpt2dK6iqDSt4oYabsVMNmGEY8VEkASzkd84m+6EmoI4kL4ekz2VTl3aM2/eYvw1RnGAupJN/AHAnj17iIqK4sYbb3QcP378J4fD8Y5fTlI9OgJpwEdKqV7AJmCciBSdpGSAUmobcBR4RkR2VnOcASciFqXU1U899dTm3r17NyjYRVPzP4MyIkCDfZlYOpetW7KIkEU60TRiqOFWVnoWVm2QmlZOIoKZbDwIHnGTyE6yOEkzU1fSN/yKKXk3HoeNzz/5yG/juq7s/gKbDizIfx0dHc29997LV199ZbZardeJ+HEipDquyjrd2my2qQcOHPjlnnvuselxW1WrPV1I5Qghi9cWWl60pu2IJLNefkFdkU183BruGHMb69w/V2eomlYmKz0LWW/9lfvHj+ZAix1sj16NHSvxbCDLuJF33p9EYvIetm/fTvPmxafxLg8Roas6n82s4my6cw69Abjyyis9v/7666GcnJxRNWwA6pVKqb8L/DxYZH0Q0Ad4T0R6Axbgn0W22Qy0E5FewLtAvU0KISL77Hb7Hddcc43tyBHdWl6V1ifMo0FoI9LNiWS3N5Ld/vRkJ8buXXB0asq60D/Z3nAHh7vEE9UjlJW7f9AFIa1G+lkWMf/LLwi9MJd1ESs4yD6yOUn61zN58JpL2b5+Ddkn07jtttv8cr4Bncaw6cB8jIZg+rS/nU6dOtGiRQsWLVpks1qtN4lIrfsiU0oZlVJblFI/+F53UEqtV0rtV0p96evuXSWqrDAkImIyme5YtmzZwSlTppSvD5dWLhvkV4IIxsyZe8G4cWEik7SVVjZt2sTcuXPr5SBUrXYIDw9n+vTp7N+/n/j4eDIzM/nggw+Ij4/nzjvvpHXr1n77++1rGMweNtOF8zhCMm2GxvHcc8+xevXqHLPZfEUxLSqB9pOIXFDgZ06R9YeBwyKSN8BiEd7CUT4RyRERs+/5UiBYKeX/fOS1hNvtXmKz2SYPHTrUarHUtF933WEwGGgV24u0nJK7vLnj9xIcFI7ZnkqThmfzxRdfsGXLFp0wQKvRRo4cyfr169m6dSsej4f58+ezfv16pkyZwjnnnOPXjL1/J31OSFAEDcObkW3cyNVXX43RaLQ6nc5xIvKn305UvcYBuwu8fh14S0Q6AZlAlSUvqtI7YRGxmkymKyZPnpy9YMGC0nfQKiyIYNy48mvaCta4ucXNAdmLkSCMRiMbnL/Rtm3bAEesaaUTEWbOnMnixYv56quvsNls+dlyKsvpdPLggw+ilOLe/44A4FD0bkaP+weTJ09m5syZVqvVeq2I1LrBjyJyHEhRSuVNiT4E2FVwG6VUc+XrKK+U6ov3enCyWgOtYWw222uHDx/+4ZZbbrHpCVmrjuF4Fq6MkzR/y9ubIe96dXz8RRi7dyGtjZBhPkh0dDSvzXqQPn36VCpdvqZVlzVr1jBr1iwWL15MQkKC37pwA/z0008opZg2bRqN4qI5nr2bqJZmfvzxR9avX2/Nysr62OFwfOC3E1YjpVRr4Dq8GVDxXZsG463IA/gEGFZV56+SMUMFicgRpdTgMWPGrGnRokXkwIEDq/qU9VI0jcgknY7T13DiqVOTdx0ffxENpy8ngR2EEsbzzz9f4hwvmlbTbNu2jTfffBPSg0nnGACPP/54pY97kbqa3Wwii3QAHnvsMQDmz59P165d6dOnj81ms40qmIq6Fnoc+NzXtSAJGK2UehhARGYDI4BHlFIuwAbcXsO6AlY7ERGl1Ki1a9f+Pnbs2D6zZ88O1Rnm/O/LbR8xoNfFeKT4nBUJJ/7A4kjnsssu4/zzy5h2TtNqgLFjx3J8x0nmzvgIM9lce+21tGvXrlLHdDgcnNtmCIcyNgHwzDPPAPD0008zceJE7rrrLtuePXt+M5vNlb84Bs4M4Dmgoe91YyBLRPJ6lh0GWlXVyaulj5SIbLfb7cNuuOEGa14uds2/pi18jWR2sypqCdEH3EQfOFWr2UBFEUcLHNhp1qxZvZu1W6u9PvvsM8LSo4mhMcGE0o8rKnU8l8vFe++9x9/8hgcPwYTQlk4sWrQIi8VCnz59uPTSS61Wq/Vfbrd7sZ/eRkCIyFZfF7qeIjJMRDJFZLavIISI/FdEuolILxHpLyJrSztmfSAiTpPJdM0XX3yR8vLLL+cGOp66qFu3blgx8yuLsacfO239WU0vAWDVn6to1arK7n80za+2bt3K3h37aEsn3LjoSDf69OlT+o5nsHHjRprGtic1Zx8hxgiiwluwaNEi9u/fz5tvvsnTTz/t+Pnnn3fn5OSMECmhdiHw2p9pjKtS6nogVUQ2FVxczHGqrLKu2poI3G73L8HBwfdcfvnln65fvz68c2edxcyfBgwYAIAzx0muw0JwaOG+qW04i2xO8sW4JfkTdGlaTTdt2rT85wO4irVSsSkTsrKy6Bc7KD81rwcPHtz04mI2yq/521x22WWWjIyMt+12+4wzHU+r20QkWyl1ybRp0zbHxsY2e/LJJ3UfLT8yGo20bduWQ4cOkWHaS8u4FvnrjgxtTIufziH4aDgdm158hqNoWs3y9ddf48TBJv6gA11JlPgKHcftdtPv7FEcSF9PljWFIEMYHnHRsclFxKcsz+/dM2HChNx58+YdMpvNQ0TE7s/34mcHROTmM6y/GLhRKXUtEAZE4W0pilFKBflah1rjzXpaJap19Hxubu4iq9X6xMUXX2xNTEyszlPXea1ateK6664DQHYlAOS3ENmG98ParwNDr72CdbIykGFqWrl89tlnLFiwAJfLVaGC0MGDBxk9ejRxsU1I5TC5OPDg4bY7R5LlOplfEMrJyWHQoEGWo0ePzrNarRP8/T7KS2w23PF7i/3xpKYHOrx6QUROWCyWi1588cVMPQeR/82aNQsAz77jp/VmOHpFHOENglm9fX6gwtO0chsxYgTTp08nPT2dJNlV+g5FOBwO3n33XSLCotl3/FcsjnREhAv69eTvzevYc+zn/ILQlClTXDNmzDhhNpsvqQlzyLn3JRd/zdpb+r2+iLwgIq1FpD1wO/CriNwF/Ia3OzfAPcB3VRV/tQ8ecTgcc8PCwoIHDBjwf+vWrYvo2LFjdYdQJ92zYQwpzY7QOLIjDcOb4SiwzmZOZ+/6z4i68IKAxadpFXHXXXdVaL/c3FymTp3KjBkziMpoSlfOZx/baEcX9uZuKzRuLicnh4EDB1oSExO/NJvNY+v7uBntFBE5qJQaMH78+HUGg6HR/fffr/sY+8nD61ajgoJp3OdSb+L3AlJ++IScnBzMZjNxcfU2waFWy/Tq1YtevXpVaN/ff/+dMWPGkJOm6N76Bg6mr8doCCHxwG5atmxZaNupU6e6Jk+efMJisfQTkVR/xF5DPQ8sUEpNArbgm0S8KgQkr7Ldbn8vOzv7uf79+1v37dsXiBDqpJCoECQqAnuXpoWWmzNTaNioLcaWwwMUmaZVr+nTp/PSSy9x//3303FwS3LaHmPFb8tIlJ2FCkKZmZlcdtll1oSEhK/MZvMDuiCkFSUiCVardcC4ceMyZs+erVuI/MQQFoqIh8aZUfnLog+4iUrOxZS4k/OGPE379u0DF6CmVZPDhw9z+eWXExcXx8hRV5GUtZxHnxpFWnbSaQWhyZMnuyZNmpTqKwhVWbexQBGR30Xket/zJBHpKyJni8itIuIobf+KCtgkMw6HY2Z2dvaT/fv3t+3YsSNQYdQZn/T9H8ENQjCb95O844dC62KbdyUkrCGbf3qdL7/8MkARalr1GT16NFOmTCE5OZkxY8awf/9+Bg0aVGib1NRUBgwYYElMTPzEbDaPqcGDT7UAE5H9Vqu13zPPPJP+xhtv6JzbfuBxOglp1pTNP71OwToIpQx0PG848aveo1k73ZtBq/tatmzJ119/TYcOHWjcuDE7d+7klVdeKVRxJyI899xzuVOnTj1ssVgurI2TqtZkKtAVoUFBQbdHRER8uHz58vCLLroooLHUdvdsGMOyB36gSeQNxDYvPDmdiJC8/TtynVbSDm0OUIRaWYkITqfTb3PqaIUdPHiQyy67zJqenv6u1Wp9oSa1CCmlgqKIze2rhhS7Pkl2kcSu4SLybTWHVu8ppVpHRkauffTRR5tPmTIlWGfmrJxWQ2/FkpJI9253nrbOlJHC9j/+i9Nh9+tcLVrVsNvthIaG6my1VcDtdvPII484FixYcMBkMl0iIjVq4KhS6osBXHVHA9XwtHU2sbCGZd+UkkAh4ALWMpTH5XItsFgstwwdOtS6ZMmSQIdTq33S939Et48huFsxhR3xcDxpHW26FH+DpdUsV1xxBWFhYbz88suBDqXO2b59O3369LGlpqb+22Kx/LMmFYS0mk1EDpvN5vNnzZq1/5577rG7XK7Sd9JKFNqoGbbUw4jn9Ma2Y0mrad1pkC4I1QI//PAD4eHhxMbGoicr9i+73c5NN91k+/LLL7eYTKa+Na0gVFcEvDAE4Ha7l1mt1kG333579qxZs3RXlUqIsg9n5yd7cVgLJxc5eTSe5s2bsnnlmwGKTCuPHTt20KxZMy699NJAh1KnrFy5kosvvtiWnZ19n81mmx7oeLTaR0TSTCZTv++++279VVddZc3JyQl0SLVW4oJ3CTNGcTx5XaHluQ4z2WlJfDTzhQBFppXHzp07AW/CG6NRZ6H3l/T0dC699FLrqlWrfsrJyRkkIvrLporUiMIQgIhstFqt5z///PNHHnvsMaeuXaiYTSum0rrLYHatnVtoec7JZNwhrYvdZ9myZYwYMYJbb72VAwcOVEOUWmlSU1M5fvw4Q4boljx/ee+99zzDhg3LMZvNV7tcrgWBjkervUTEnJOTM3TDhg0L+/TpYz148GCgQ6qVlFKcdd5wUvb8jCkjJX+53ZqJ2+WgX79+p+1z/PhxHnnkES6//HIWL67V8yLXGc8//zwiwsyZMwMdSp2xZ88eevbsad29e/fsnJycm6syeYAWgNTaZyIiiUqpXp9++umPu3bt6vX1119HxMbGBjqsWidx63f07NmTlMVzaEsnwlQETUXYxkaGDRvGt98WHmpw7bXX5j+/9dZbdQYfrU7Jzc1l3Lhxjk8//TTNarVeLiIJgY5Jq/1EJFcpNdrlcsWfd955ry5ZsiT8kksuCXRYtc7mlW/y2muxvP36p4Q0voDGke0Jc4fgzrURFRWF2WymQYNTk4h//fXXzJ49G4Dw8HBuvrlGD0XQtHJbtmwZI0eOtDmdziccDkeVpZPWTgl4AoXiKKWCIyMj342Ojh61YsWKiG7dugU6pFonKyuL5s2b43A4iCGOLNIJwtv3ujeXEq0asdKzEICEhATS0tJo2bIl7dq1C2TYmuZXaWlp3HDDDdZdu3ZtNJlMw2rC5HSl0QkUah+j0XhNaGjoV9OmTYt4+OGHDXoQefl4PB7+/e9/89prrxFkCMNoCMbhMhNsDKNNoz6c3WwgK3ZMBrxjKNauXUvjxo3p3r277pal1RkiwpQpU1yTJ082W63WG0RkdaBjKgudQKGKiEiuyWR6+MSJE4/269fPumCB7tFSXjExMRw7dozQiFiy8I63a0l7unEhW1nNZvmTOXPm4HQ6OfvssxkwYIAuCGl1yl9//UW3bt2s8fHxs0wm05DaUBDSaie3273MZrP1fu655w7dfffddqvVGuiQahWDwcCkSZNo0/UqXB47DpcJgIs7P0S6OYk/986kU7OBJCQkEBYWxuDBg+nVq5cuCGl1RlZWFtdff71t6tSpe61Wa4/aUhCqK2pkYShPbm7uxxaL5ZL777//2IMPPuhwOHSXyfKIjY3Fbsmg1+AnaUYbDpNEIjuJIY4MUnnooYdITa3Lkxdr9ZGIMG3aNPeQIUPMJ0+evNNsNj8rInoQolalRCTBbDb3WLJkydKePXta9uzZE+iQahWlFId2Laff9a/S9tyrCQmKYO3+D2gY1gR7bjYJqX/y3XffBTpMTfO7LVu20K1bN+uqVau+MJlM54vI4UDHVN/UyG5yRSmloqOiouY3b978sm+//bZB165dAx1SreR0Olm7di0bNmzg0ksvpUOHDjRv3jzQYWma36SlpXHXXXdZ161bd9BkMl0nIsmBjqm8/NVNTikVA8wFugMC3CcifxVYr4C3gWsBK3CviOhJyCpJKaWCg4MfCgkJmfbOO++Ejx49Wuluc+UnIiQnJ7N06VIaN25Mv379aN++PQZDja7D1bQyExFmzJjhmTBhgs3hcNxfWxP71IVucrWiMASnLjDBwcHTpk+fHv7ggw/qC4ymaflWrlzJbbfdZnM6nbN98wc5Ax1TRfixMPQJsEpE5iqlQoCIgl0FlVLXAo/jLQz1A94WkdPTd2kVopTqHhkZ+f2QIUOaf/TRR+E6GZCmaXlOnDjBHXfcYf3777+TfONZEwMdU0XVhcJQraliERFxOp2zrVbrBc8+++z+oUOHWo8dOxbosDRNCzCLxcLDDz/sGDZsWEZmZuYNZrP5qdpaEPIXpVQUcBnwPwARcRYzZuom4FPxWgfEKKVaVHOodZaIxJvN5m6//PLLvE6dOllXrFgR6JA0TasBFi1aROfOnW3r16//r8lk6lObC0J1RY1KrV0WIrJbKdVj3bp1r3Tp0mXcO++8E37dddehW4k0rf7ZsWMHo0aNsppMpqVWq/VBEckMdEw1REcgDfhIKdUL2ASMExFLgW1aASkFXh/2LdO1TH4iIjbgIaXUV7fccsuCkSNHRr700kthkZGRgQ5N07RqZrFYePrpp20rVqzIMJvNI3yVUHVE7ehlVpJaVxgCby0n8IJSavH48eM/euSRRzpQ238TmqaVW1BQUI7Van3U7XZ/E+hY/MgtgFPshKiw01ZmkgbQXSk1ocDiOSIyp8DrIKAP8LiIrFdKvQ38E/h3gW2Kq0HS36NVQER+UUqd/fXXX8+YP3/+rYGOR9O06qeUEqPROM9sNj8jInUp5WR8Jmk0IOq0FRmkAuyo9ojKqdaMGdI0Tasveqh+YiKLTqpnoeUZkspRkjkmh87YFK6Uag6sE5H2vteXAv8UkesKbPM+8LuIzPe93gsMEhHdMqRpmqaViVIqOpLorL4MxqBOpbv3iIcN/IqZrMYikhHAEEtVa8YMaZqm1RfxbAjKIBWn2AstT2Y3x0kpNZ2miBwHUpRSXXyLhgC7imz2PfAP5dUfyNYFIU3TNK08RCS7Ka05yoFCy49xkCY0p6YXhKCWdpPTNE2ry0TE3UP14yD76IS3dShDUgklDBEp6wQ2jwOf+zLJJQGjlVIP+44/G1iKN5NcAt7U2qP9/T40TdO0ui+JnTGRRGe1lPYYlBGPeEghETNZjQMdW1nobnKapmk1kFLK2JAYV28uIUSFsUn+IJO0ruUoDGmapmlatThLdZcQQmitzuKIJGPHQpLsrhXZzXQ3OU3TtBpIRNzt6MxB9lWkVUjTNE3Tqk0SO2MOk4RLXKSQSDJ7akWrEOiWIU3TtBorr3VIocghU7fPsnFhAAAgAElEQVQKaZqmaTXWWaq7ZHCCWOJqTasQ6JYhTdO0GktE3B3oSgxxulVI0zRNq9GS2BmtULWqVQh0y5CmaZqmaZqmafWUbhnSNE3TNE3TNK1e0oUhTdM0TdM0TdPqJV0Y0jRN0zRN0zStXtKFIU3TNE3TNE3T6iVdGNI0TdM0TdM0rV7ShSFN0zRN0zRN0+olXRjSNE3TNE3TNK1e0oUhTdM0TdM0TdPqJV0Y0jRN0zRN0zStXtKFIU3TNE3TNE3T6iVdGNI0TdM0TdM0rV7ShSFN0zRN0zRN0+olXRjS/EIpFauUEqXUwSLLWyulrEqpjCLbtfO9bqiUek0plaCUMimlkpVS/1VKNanKOKojFk3TNC3wlFL3+r7rfy+wbJBSapdSyuVbF+l7FKVU+4AFWwlKqZd98X9cRcf/2Hf8l6vi+JoWKLowpPnLecARIFYpFVVg+WvAYWBbge0yReSgUioGWAWcA1wjIg2BS4FgoF0Vx1EdsWiaptV7SqmOSqnFSqlUpZRdKXVYKbVcKXVWNYWwC3gbWFRg2SygK7DSt87pe3wbyCnvCQoURPJ+spVS65RSV1c+/DJbhzf+nypzEKVU+7z3UWTVT77jr6vM8TWtpgkKdABanXEesAWIA84F1iml+gAX4S1kZBbYbqvv+VtABjBCRDwAInIYeKga4qiOWDRN0zT4BugJ/ArsA1oDlwEtgMSqPrmIbAA2FFnc2ff4qIgk+Z4/6YfTJQE/AL3xVqgtVkq1EpHMM+9WeSKyHFh+pm2UUsEiklvB438BfFGRfTWtJtMtQ5q/9MZbsNgOdPct+z/gBbyFkq0Ft1NKtQFGAS/mFT7KQyk1Syk1qxJx+C0WTdM0rXhKqUZ4C0JZwBUi8oiI3AA0BTb7thnka4k4oJR6USmVrpQ6opR6usBxgpRSzyqldiulLL4ubg8UOdcopdQmXzfnDKXU+77lhbrJ+Vo8jL7dEpVSB/KWF+wmp5RqpJR6RymV6GvRSlJKXV/KW94hIuOAIXhbm8KBTgVivFEptUEplaOUOqiUmqaUivCti1VKLfS9f7uvq3bee2hfIL4xvs8nTSn1hlLK6NumUDe5Au97tVLqPaWUCXhRKdXT12qVqZTKVUod83UJD/G99+QC8eZ/JkW7ySmvB5VSO3y/kwSl1CSlVFgxv9d/+VoGU5VSz5byGWpatdKFIc1f8lpZtgPdlFI3AmHAYqAH3taavO22AFcAaSLyV0VOJiJjRWRsJeIodyy+i1RXpZRBKTVTKTWpIrFrmqbVIybADMQAW5RS05VSw4AgEbEW2bYtcDuwDG9h6f+UUjf41k0E3gAUsBCIBOYope4B8BWMPgV64W0dWUqBQkgRbxd4/hHwYdENlFIG4FvgcSAU+Axvq0/H0t6wUkoB5wMhgA1I8C2/CvgO6OB7TAeeAmb6dn0aGAHs98W1G2+vhqJeBFbgLWg9CxR3LSzoYmAw3ladJKAJ3oLa13jfuxt41BdLju/cec7UdfAR4H2gDfAl3t5GL1L48wVvV/O7gdW+c7+ulCrpd6Np1U53k9MqTSkVirfv9VagJd4v86uA+4AueAvdu4tsdx1wqBznMJTWalPWOIrZtqyxdAYOAvOADSJS9Atf0zRNK0BEcpVSY4A5eAsqvYDxwAml1A0isrHA5m7gchFJV0ql4+229g+l1A/AY75t1uK9Md+K9yb8EeATYJxv/bMi8hZ4u4SVENOTSqm87V8VkQPFbNYHbzc3O3ChiBw70zELuAnIu1ZlAbeJSF7inid8j1uAk8B633nuUUo9ineMKr7lX+Ad62Qr5hzDRWSbUmobMAP4B/DuGWIyAf1EJCtvgVIqF28hqQmwF2gFDBaRqUqpV4HR4P2sCuxT9Lh5v5NxIvKJUqoX3t/L/QU+X/D+XgeLyHHlTW7UFu/fwf4zxKxp1UYXhjR/6I73CzsJ7xf8IOBLEVmnlLoLiBcRl++L0o23QNIDaFVaIUcptRnvhSEUb6Gm0nEU2LbMsSilQvC2MC0AvhKRz0qJRdM0TQNE5Cul1PfAQLwFjAeAZsC/gRsLbJomIum+53t8j63xjgGN9L0eXeTwZ/seO/ge8wf3V3RsTJHjHcorCJXxmEnAn3gLRbHADZxKaNDe9zjU95NH4W1xmoG3kDAWb+HODXyplBpV5By7fY8FP6Mz2VmkIPQC3qRCRZU3c2r7EuIx4C2o5jkuIsd9z7PwFoYi0bQaQneT0/yhN7BNvLKAyzlVY1QwSUFvThVIfvAtm6qUilJKBSuleiil/qd8qayVUnF4v5xfFJHSCkLliaPcseBtRYoDcnRBSNM0rWx836eXiIhdRFaIyARgim91wyKbN/F974M3syd4s4CmAxbf654iokRE4b2HucC3PG+cS78C565MhW/e8doqpZqX45g7RGQ0MNz3+lFfRSDAAd/jE3nvwfc+zhKReCBDRK7G+7n0AnYCd+JtwSmoq++x4Gd0Jo4ir2/zPb6Et1L8ed/rvKYfd96Gvu6CJcl7P3lxdPE9eoCUAtu5CjwvmqFO0wJOF4Y0fyhU0BCR3wvU7vUusC5/OxHJwduHuTPepvKTeFtdTohImm/7nsAXBboY5FNKzVZKza5gHBWJpTvejHPRSqkrSvtANM1f3nq1iQwd2EDfQGi1VSiwSnkTHnyulPoAmOBbt7LItgbgN6XUPE5VZM0TEeHUuJqVSqkPlFLz8bbCvOxbntdt+U2l1FdKqU/wjj2qqM14M5CGARt951yKt1teqUTkD+BnvAWMf/oW/9f3+IZSar5S6kOl1N/AL77l/1RKbcI7DucxTrW8ZBc5/GKl1IfAZN/reeV6Z3DC93g3MBdvgqGi652+518opV4v4Th5v5O3lVL/wzsOCuB/ImIvZ0xaHaCUat0o1ihKqQ6lb11z6G5yWqWJyGNnWHdFSduJyD5g2BkO3RPYWNwKEXm4onFUMJbueLvrzQFWKKWuLFBQ0rQqoZSK6NE1hPZtg/n9mzYyaHjKaZ32Na2Gs+OtSLocuBbvoP/DeOf5eaPItil4kyA8B6QBM0Tke9+6CXgrqu7FexOfg3fszZcAIvKBUsqOd5zRtXhv5hdWNGgR8fgSPbwMXI93XM4R4L1yHGYi3gQ9tyqlJojIMqXUcLyFo2vxtpLs41RBbrNv+TC8hbBDwAQR2a4KTwT7H2Aq3s92NqcKJWU1Hu/n3B1vwWc68GreShFxKqWeB/6FtxXJwqnWo4Jm4W0FehS4AziGt9VvYjnj0eqIsaOjU5xOQYQkTrU01njKW+GiaTWPr6Zpiogk1IBYvgeeFpH9Sqlr8H753yD6H0irQtNebiICXHV5BONfSuPnP6y15uKiaWWllBoE/AYcFJH2gY2mZiqY8trXtU7TahSlVOu+vUNT1vzQhoHDDrN2o72jiCSXvmfg6ZYhrcYSkTGBjiGPiNxY4PkyKtf9QtNKldcqtOaHNjSIMNA41qhbhzRN07Qaaezo6JTBl0RgMCheGNeIb5eaa03rkB4zpGmaVgP933/iLP8YGUWDCO/X9ITxjZg042SAo9I0TdO0wpRSrf/eauemqxsAcM3gCHbvd1Jbxg7pliFN07QapmCrUJ5uXUJ165BWJ4nI79SSGuRA8c2FpD8jrUYq2CoE3jmpalPrkB4zVAZKqVigQaDj0LRaxikiqYEOojbKGyv01MOxhZbv3OvQY4e0M/JNKF3e+WI0TfNmkK3M3FT1UsGxQnmFIQAR4bKbasfYId0ydAZKqQHR0dH/DgsLGxweHu4ufY+ax+VyGWw2W7DRaBQRwel0Vvp3bjAYxGAwFModoJTC4/EopZS43W5DweUigsFgyN/Y4/GUeiOXtx9AUFCQp2HDhhVK05l3DI/HYyhwXvGeQkneeyntOG63W1mt1pC8z9FoNHrCwsJcpe1XER6PRxX8PRkMBo/RaPQYjcZaVXNht9uDYmNj47Oysl4Flpxpcl3tFKWUofs5Iaz9sc1p67p1CSU22ohS6kIRKTbTolY/KaWahYeHPxEeHv54WFiYMdDxVITH41EOhyPI7XYbjEajx263B/vjuEFBQZ6i1yvfHD+FrkdK5T+VAs/LdM0qKDo62laW60pRIpJ/LXW5XAalFEopERGllBKllJT1OmC1WkM8Ho8yGAweQIWHhzsLvid/cjgcQXmfp8FgEN/1ylNV56sKIkJubq4jNDR0utPpnFXclB5aiZ58emxsoYIQeP+fnn88lpv+cewp4PHAhFY2lb4xVkq9C7QXkRvKsc9wvOkpzxYRc2Vj8CffBGM3RUdHv9KsWbOOL7zwQsR9992nGjYsOjdc9RARsrOzsdvthIeHYzAYeOONN5g0aRJNmjQhISEBj8dDbKy3BtlgMDBjxgy+//57du7cybFj3omzXa6S79uXLVuGxWJhxIgRAAQHB5Obm0tYWBh2+6kyyC233ILVauXhhx9WsbGxKiQkBKPRiM1mw+Px0KRJE8xms9qwYQPbtm3jzTffJCYmJm/3/P8Sj8fDRx99hMViISgoCIvFwqFDh/jvf/+bfy4RISgoiLi4OEaOHGl4++23I8rzuQ0bNozvvvsu/3VQUFCJn0FZWkfff/99Hn744ULHMJlMIUaj/+85nnzySd5+++0zbhMTE8Py5cvp27cvNfWCk5uby6JFi/pMmjTps5SUlByj0TjR4/F8IiK2QMdWwxkiwlX+WKGiepwTwqIltKKEtPNa2RS9dimlBgAz8KYbjsA7N9lovNep6wIWaCmUUudERUVNCAsLu+XOO+/kmWeeCTvnnHNK37GK2Gw2zGYzubm5tGjRgiVLlvDggw9y4sQJfv75Z4YMGUKjRo3IzMwE4Nprr+Xiiy9mxowZpKWdmq3AWMKXayOasmz9Evr1886t2rBhQ8xmMwaDAYPBQG6ut2L/vPPOo127dvTr14+LLrrIEBoaitFozL+mNm3aFKUUhw4dYuHChYwePZpBgwblnabQl+ratWvZsGEDISEhOJ1OLBYLEyZMIDQ0FIfj1HymjRo1onPnznz11VfhbdqcXplRkjVr1nDJJZfkv46JicFisRS7rc1mIywsrNRjFrguGAF+//33oP79+5c5prKKj4+nR48exa4r+PlMnjyZZ599luBgv5Rvq8S2bdsiXn/99X998803/2rYsOE8s9k8taa3aNQQLXucE1rsCt/yVtUaTQVUqpucUuosYDdwkYj8XY79FN75Ab4Tkf9UOAA/UkqFGI3GUREREa+0bds2+uWXX44cPnw4VXGzWxYjR45k4cLCUyQ0b96cwYMH88UXXwDeQsuCBQsYOHAgcXFx+Tf8bdq0ISUlpdC+cXFxpKenF1rWeXgX9n2zF/B++WZlZfHCCy8wZcqUQttdd9119O3bl7i4OLp3786AAQOq5Avt/PPPZ/PmzUDZCihnkpqayieffMJzzz0HQPv27cnJySEqKooDBw4A8NRTT/HGG2/45XcsIiQlJbF161Z2797NgQMH2LBhAzt27AC8Bc6rr766zMdzOp0sX76cHTt2kJSUhM1mIyEhgY0bffe/ivx5vK+88krAe+Fp164dPXv25M4776RBg/L17ExISOCnn34iNzeXiIgIWrRoQatWrejYsSO5ublER0dX6PcuIqxatYpXX33VsnbtWrfH43nT4XC8KyJFJxLU8M5w37d3aO5fS9sWu37S9JP8582M4SLybTWHVmcUd+1SSu0CbMCzgBXYDkTjndjzOhH5NUDhFksp1Tc6OnqiiFz65JNPBj/22GNBTZoEpnfcokWLuPXWW09bPm7cuEIVO0888QSTJ09mwIABxMfHExQURFBQEMHBwZhMJsBbcRUVFUVGRuGK+aa0woWLDN98oZ07dyYuLo61a9eedt7x48fTpk0b2rdvz8UXX0zTpk39+XYB+Oabb7j55psB+OOPP7jssssqfCyPx8OiRYt4/fXX2bx5M61ateLIkSMMGjSI33//PX87s9lc7u/1kmRmZrJ582bi4+M5ePAgO3bs4OeffwZg+PDhLF68uFzH27p1K2vXriU+Pp6srCwsFgtLly49rRIyhsb0vfJ8DAYDzZo1o0uXLgwfPpzyFuAdDgdffvklGRkZBAcH07RpU1q0aMG5556L3W4nJiaGiIhy1aHmO3r0KG+99VburFmz3EFBQctzcnL+IyLbK3SwekAp9cWuVe3u6HJ2yGnrDqbk0rHvgW9E5OYAhFZmlS0MvQv0F5ELK7DvWLwTc7UK5EzFSqnw4ODgB0NCQv7du3fv0FdffTVy0KBBAalt//zzz/n7778xGAx88cUXZGVlERkZeVohpqDWrVuzatUqOnQ4PWFHwa5mJbnzzjsZMGAADz30UP6NbkpKCrNnzyY9PZ3w8HCCgrwNiDk5OXzwwQc0atSII0eOlKl2qqysVmv+l/zatWsZMGCAX44rIhw4cIBDhw7Rv39/QkOLr72ojJ07d9K9e/di18XFxXHuuecyd+5cOnXqVOIxDh48SHJyMv9Y9TEpL30CQEzHGEKiQolsEUlwRDDiEaI7xNCwVUNaX9IWa6oFR7aDnJQcgsKDyE7O4u+3NwBw1vWdWDrth/yLZ4sWLYiKisJisZCcnJx/oWjUqFF+DB988AEPPvjgabE1adKkUI1tZS7I8fHxTJw40bZkyRIPMNNms70pIiX/gddDujBU9Ypeu3w9AnKBySLyUpFtvwIiReTa6o/0dEqpgdHR0VNDQkJ6TpgwIXzMmDHKXzfI5bFz504+/vhjcnNz2bdvH8uWLSu2Iq6offv2cdttt7Fly5Zyn7NHjx7cdNNN3HvvvZx11lmAt9fD3Llz2bx5M2FhYQQFBWE0GnE6nSxcuJBjx47x119/4e9WkbFjx/Lee+9x/vnns379er9VnGZlZbFz507atm1LeVqXysrlctG6dWtOnDhR7Po+ffpw//3388gjj5R4DLPZzPbt23E4HNw5+F6Oc4gQwginAcGEEE4DXOTSgIYEEUxz2gGCEwdmsjFgBIStrMk/5u7du7FarYSGhhITE0OrVq0QEXbv3k2DBg0IDg6mefPmGAzeFvMTJ07QvHnz02Jr0aJFfo8YgPnz53P77bdX6LPKzs5m9uzZnqlTpzpEZG12dva/RGRDhQ5Wh9XrwpBvkOZx4FUReavA8ji8hZwbgTi8k4RNF5E5RfaPwzvz8SgR+aJi4VecrxD0cHBw8EuXXHJJ8KRJkxpceGG5y3SV5na7afv87WT9vBnrtiSa9W5OTko2tvTCPYliOzXCkeNA3B7C3GH5XQz69evH+vXradE+hGMHnMWeI69pH8AYasTtKDz8aeLEiUyYMKFM8VqtVs4991yGDRvGjBkzyvt2T3PkyBFat26d/7pdu3bs3bu3SgotVSEjI4PGjRsD0LRXM7o37sakSZPo169f/pd2nrlz5zJ79myaNWvG1Vdfzauvvpr/Gd59990AhJ3VEnviURrdOIDrX+xa6vk3HDl1w9zZsY1fnlpJUKgR8QimYxZCWsXhceTizrES1KghzhRvoSa8SQQuSy4h0aG0H9qBbR9uwWAwcOTIEfbu3csb+6fxy5M/5f+thJ7VgRH9LyI6OprzzjuPxo0bc+mll1LRmuikpCQmTZpkX7BggUcp9b7Van1NF4q8dGGoahW9diml7gU+KrJZ/uSfSqmbgYV4u9Sd+U6/CimlBkVHR/9fRETEOZMmTWpw9913ExJy+s1HVeuvhnKEZA6TSChhhNGAbAqnfA8hDCNGPLiJbhpFWloaIsLtt9/OggULznj8ol3PDL7j5OnUqRPx8fFleu8iwqxZs3jsscf80qoiItxyyy188803+ct27NhRYmVYTfTAAw8wd+5cWtGBExzm488+4oYbbiAqKqrQdsnJyfk9DLp168bRo0eJiIjg5ptv5oknnuDQoUMEE4IbNx7cDGY4BlX2AqFHPOxgHTlkEkY42WQQSTSCBycOggimUasYjhw5AkAIobhx04imrNrzK126dCErK4vExETuv2AcJnJIxNsTQ2GgGa244u6BXHDBBfm9Wnr27Fmhim6bzcbcuXPllVdesblcrk3Z2dnPisj6ch+ojqrvhaGBwO/AhQW6GUTh7ccejrdAlAxcBTwFPCki7xY5RjywWUT+UdE3UIG4QwwGw/Mej+cVQH3//ffccEPJw51SUlLYv38/u3fv5vjx4+zZs4cDBw4QGRlJWFgYTz31FK1ataJVq1Y0bNgQl8t1xi9pl8uF2+3Ob03Yvn07eYWw8C5tcB44euoGNDqUdkM6ENwgmJgOMRz7+xhJSxM476E+bH1/M9d8eD2mD7NYvXo1TVoHk3Y4F4MBMBh4Z8Y7PPbYYwDc/svdZOw5iQpSNO3VjC2zNrH3mz20vqg1LrublD8OAt6arquvvprrrrvutBv5POnp6fk3wIMGDWLlypX5LUfltW/fPrp06ZL/+tixY8XW9Pib2+3m2LFj7N69m0WLFuF2u8nMzKRTp06ce+65jBo1qsxfmHndQ5r1ac6JzccBmDlzJmPHji20Xaunx3F0+js0HjGc3LR0cv5YVWh9aLs2OA6m0OSuITS+5dJC6xz/z955x0dVpW/8e6YmM+m9J4QQWuhKL6KAgCAgUnQVRBF7WTs/V1dXXRdURCysiMoKqKsiKIsggtIDSO+QBNKAFNInmT7398dwJ5PJpFEEd3388DFz59xzz525c8553vK8eX7ONvEXnl5nr6rBVmbAnKdGaLVoIiPo3/MwFdnlbPy/XzCW1GCzK3BUm1CF+GM3GJEsteENweNuRjKZEKoqHDUmbOUGjEdzUYUG4JMczcP9RlFdXY3RaMTf398V+hAWFuZ1PHKicG5uLn/5y1/MS5cuValUqsUWi+XPkiSVX/CN/hfgDzJ0eeG5dgkhwoFUYAvwMbAQMEuStPd8+zCgGLhHkqRPrsB4+2o0mq8sFkvsn/70JxYtWtTgnGswGDhy5AgZGRlkZmZSWFjI7t27sVqtBAcHM23aNFq1akVqaipBQUFIktToeiVJEkajkXPnzqFUKomKinJd259gTNRgpZa4RJGAQEE40dRgIJODxJNCHpkk0Ia/fvwc99xzDxp8sFAbEDJx4kSOHz/O/v376Uo/AgjmHIVEEkcNVexgHaFEoUFLuW8RRqORgQMHMmXKFEaPHt1oGFxoaKgr5O7QoUN07NixRZ+/DKvVSp8+fdi9ezcAM2bM4MMPP7ygvlqKc+fOUVZWxoIFC6iqqqKkpITw8HCio6N5+OGHXTnDTcFisdQzNF533XX88MMP+Pr6uo7dIMaTzo/o8CeBNuyl7noVRQIF5AIwRNx6kXdXHw7JgREDDhyQHIvfSQNCCCySmZMcIZ8sQoh0hUwqUSHhcLYHUugESFixYsOKDQuVlGHHjj9B3PPMFBwOB1VVVajVamJiYhg+fDjdunXzOh55vTKbzXzyySfSk08+aXM4HDlms3miPE/8L+N/nQw9C7wO+EiSZDl/7AXgeaCTJEkZbm0/AsYBUZIk2dyOLwZ6SZKUeuG30OzxKoUQd+t0ulc7derk16lTJ12nTp144IEHXJO7xWJh3759VFRU8Myy5zi5OhNLlYXApCACEgPxDfMlIC4Aa42Vc4fPkbUqg6hroqkuqMZYWoPNZEeolGgTIrjjupGMHTuWAwcO8PrKJUiShPlUCdZCp9KwUAoku/Oz10XqUWlVRPaIwlRqJG9jbp2xj1oyltLjJZjKjAS1CqYiu5zd79bNnRZKQUjbUNpN6MDWlzfRp08f0tPTz78JQiFQ+ajwjdBhOG3AYbFzwzvDiO0dh6HAwF/in+Ojjz5i/vz5vPXWWzzxxBNeP8dTp06RnJzser1hwwYGDRrU4u/D26RcVlbmLrhwyXH06FFGPnoT+dvyUPmosav98e/Tm6hfragUWg7lfY8DB77oiSCWZ95/jISEBAYOHFjHaiZPjDIyMzO5Y+EUzmw/w5md+fz5oT/zb38f8l+fhWS143dtWySrL9W79+DTOpmQMaMw5eRSusy5l42YNgV9186Njl0mQjIxupQY0PsIlXmVnNlxmpyKEPTdUlAG6LCXVaHw80Wh1WAtCq4zDgDJasOcV4zp5FlMp0wotD4ItQqFTyU1h89hPJGJvnMiDpMZyeZA6eeLUCmwnKnBlJkFgCosFMnhQLJYCdPpHKWlpXbgc5vN9sD/qtDCH2To8qKBtUuFM0zuZUmSXvJyTh6wWpKk+nGkl2+cnfz9/d/38fHpMWTIEF1ycjLTp08nKSnJ1eb48eMUFRXxwG3/oLDiOGWGbHT4ow+MRqcJQa3SodeEcM6QRW7JLnzxQ40aI9XYcAoN+KDDj0BmffIqQgi2bNnC9x+vxoqZKiqwY0MgUKJynaPFhwBCCCSUzPPWeBlp9EKJkmoq0eKLHn928rPrWiZqXN6e3gxlOz8BEEdr8slCTohUoECLDgd2zBgJI4ou9MOOjQ+Pz2bt2rW88sorKJVKzpw50+Dn2L59e44dOwaADj+qpaoWfxeSJDFnzhyeeuop17FVq1YxcuTli5w0GAy8++67vPDGbDCYUCg1hMV2xtc/HJVaR3V5PqczNgIQFteVmX++k8jISHr37u0KIZTH7r5elZaWsnv3bu4aNoNySnBg5xoGk8sJcskg1C8ZnSaYvFIn6evItegJYCfrAYilFW3phkJ4N5g2BGWa0/BpP3S8zmtPyO97O1d+3yZZKaWISsqIIh7f9p2wHnV+x0pUqEX9TbkkSZiooYpyqqlEoHCRKBM1FJLvCuuzYUXpH4ha6YOjvJwCnA5hgcAHPXZsSDgQGmxCiKNms/lOSZL2t+gD+S/C/zoZegeYKklSkNuxrYANuMGj+VicYQZd3JPQhBBzgBmSJF36HV7dsd6oTYxcYzlTgr5bClU7jtZrI6u1AUR2jyKkbShJN7QiLC28WV6CnacTkKw2JJsdU3YhVTPLln0AACAASURBVOkFGI8fxzc1DJ82sdjKdKgjI9BERtA9eTcafw05v+RQfdZAbL84agqrObv7LCeWHasdt0KgUCuwm+0IpXMMar0Gye7AN0yHLlxHwS5nbKxCCW1uaU/HP3Xi27FfAaDRCoSPhm4P9CBvUy6nt+WzcuVKcnNzeeihhwBofVMK/V4cyL96fkzfvn1JT0+ndevW/PDDD6Sm1ueoRUVFREZGAhCUEkzx0aJmeYa2bdvGggULOHv2LPn5+eTk5NCxY0duvPFGbr75Zrp3796gN+pikfj6K5R8uwJ71hE63J5GyphUfAJ92Ly9AwCpC50hh7aDx1zhHqUUY8aIEQMVlKJqHY9ft668MXI0d999NwD+fXvTapuCYs5QFFCCvdK5yCr8fMAhcNQYERoV0Y+MxXyqgLI1v+KocVpRk+bcT+Xmg5Qud8ZMJ86+F9+UWsEVb6RnQO8j9Y7J9+BOUryd25RXST5nQO8jdULvGmrXGORrGXYbMefkoomTUGhU2KuMSHYH9spqihatBSBx1r3YDaE4qmuwlpRiOnkKxekjGCushEy+noL3v1dJkvS7lLW/UPxBhi4vGli7miJDe4AzkiSN+g3GFxdNYl4Rp5GQ6M9INkrf12t35513smTJEoJ0cfhqgggu9yWm42CUCu8iJ56bTIfkQCCopoqaeB1nyw+jUKgIqvBBgxY1avwJxoEDFWrKKaaUIoIIQ42WEs5SQB5GalXPBAqk89Z5gcL1nwMHoURSxBlk5ReBggHcxCZWus7XE4Aef4KJ4Dh7SaANn6ybz6ghN2OiBh1+dKUfOuHPU6unu0RpvvzySyZNmlTvniVJIlqRSOH5zezu3bvp3r17k9/BuXPnePvtt9m/fz9FRUVkZ2ej1WoZNmwYo0aNYtiwYZdMyMATrd55k6qt6VR+v5bA8NZob7+BxIwor/sQU3UpFlMFNRUF1BiKsRgrqTx3EuGjwT+5AyFd+pGx6B8AKDRaro2bTLEhi0JLNtXl+QBolDrsDiv28+V12tMDR1QwJYZTnDM4jVYJtCGSOH7lFwDiSaGt6NrgPXgSn6aON/XexbRtLmySlTKKsWNDjRY7NhxxzhD4vPx0KiihDZ0JJxrHeQJloJJC8jBSQxRx5HMy8n+xtt5/Axm6GGltH3DzjzsRAaQADRWtCvV4bTzfz2WBEKKPT+uYberoEMImXUf10RzKV26X5Zpdk92BAweYM2cOAPpuKQT/5Q4knDF+p87UD1NSbQkg9qe6MdLm6X5o4w0ItQqlXweChnYgaOj1tQ3O6xucfPRJ16Gp/vfUvp8GiTe0Iqx9GIeXHiKiSwQafy1F+woJSAikz//1o+ZcDUV7Czh35BxC6fT0BCUHc+yrI9wwbzhRPaIRQnDHtrtY0ncRFrPEsPF+lO48RMHOSl5c1JpRo0a5JtWg1sGc/dVJpnJzc7n99tu57777OH78OG3btqVfv35s2bKlzn2mDemEb5gvY7+5lc8HfdbgZy9JEmfPnmXPnj18+eWXbNiwgWeffZaUlBRiY2NJSkoiICCATZs2sXHjRhQKBcXFxQgh+PXXX12L0cXi3LlzFLz/T7TJSYz+5lbODTFR+oEFZVorUqQSqg/txYoOhVCg6tTO9YCWH/ye05wkkVQiiedMq0BKvlnO/dtrcyertm3nAJBKV5SPTkYTU4PlTAk+rWNQ6n1wGM1Yz4UgVCq0CRAwaCz2GiOSNRNtQgT+fUe5yJBh5zkUWu+WMhky8fEGc56f6/n0JEbNCa/TxhvoGZvbaJuesbkQW5un1BTp8uvhi18P7/cUcnNf1/kKHyAMtIkJjHhQA7Sl+FARO+fuxLdVhE0IMUSSpPVN3sQf+APNg7e1qykYcYZ/XzYIIYKiSShToUaLL90YyC5+ZhMr6dKlC2vWrKGmpoa9e/eydetWlixZAkCXmu6ojRqnQ+XISew4N4uGNnW97BVD+2LrXwlA4l+tyNkdgef/RQd5Dx9bc+BVAIYqJhBKbRhzaFpfYg7u4QDb0eKLDj2mAIGlspR2dEeHH8WcoYYqTBhRoaYDPTjCLlLpQgxJqISaG6TxnOIoJzmCBi0atGRxiBiSyJFO8Pjjj58nQv7UUIUFMz6SnqKiIt599130ej33338/kydP5uTJk3XEhJYtW0YhefRhGHoR0CgRMhgMHDt2jFWrVjF//nxuueUW7r33XiIiIkhMTHQl5i9fvpyVK1eSlpZGVlYWZWVlpKen8+ijj15wCJ4MSZL4U3E5szdvpWP/GegDoyETKlo5JcFt1VUIpRKVr57AbDs++hB89CGoNHqy9n1LSHQH4tsPwRgMRelrKdlbG97msJjZcfJfhPol06r7aPSBMVgOHESvDUWr9kMhlNjsFjQq52OeFN4Lh+Sg0ngWX3UgquOniZYSOUsOJZpSlG3bNunFacj7o0yrf6790HGM43pBm174Lr+4dBzjOKfsuns/8jG/jNoobPcxqISacGLqduRMVyJKDK53DT8CCSOaJNpikcyc4ihqNIVtRCcyOeR7JYXB/pshhEgBIiVJ2upxfABOg1XWhfR7MWSoBPAMVC0BioDHGjjH85cTcv6cSwohRLCuU6tSAFPWGVQRgei7JHPuS6dVo6SkhL179+Lj44M6IghtYiSGo86h+fduOmndEyemNy9eV5+joP/4N12vWz9bv03K6FRSRnuPGvSL8sNvRArJI1LqHO/5ZK1KjrnSzM63trteV1fY6T86mPtfiePM+skkDk4ipG0IpcdLSRicSNqdzvCsPpP6cmb7aXyCfYjs5lzwpk6dWm8MQiloN6EDal/v1sesrCyeeOIJtm7dihCCtLQ0xowZw3vvvVcvBO7gwYOuEDttkA/+sf4IpSC0XRjHvjrCiiPfc+rHC3quAac85rBhw/Bt347gUSPQ+B0lZruGM70rqTQWsuvUUsCOFQt9peG4V5IKTEqD7IPkcMJ5wKk4ir2yCv013dHGxaKOiqL1P/PQCT+ywsOQrODXvVadTemvQ+lvqkMalDpfoBNCYUAbU4m+W1d8UgIIvbUj1oILvlXAO/HRxhuaTYhkktMzNterd2jn6QTMeX4uD9VOEuoRouZeSx6bfI4MmfAN6A0jPxpB7s/ZbJ1jXufXvQ3VezOv+irWf+B3AW9rV1MIwSm1fckhhBApdHIIBGfP52HEkEQJzglBqdBw+NBRBg4cSGZmJsGEuzzYYUSjvMy104cq6ktm/+T4muGd/4Kv0NPLLRBEmVh3kxtJXL1zY0hy/S1JEmfJIfv81sCBAx90XMtgXlz9ZyZOnMi6rzcAoEZNX4ajE34USLlMmTIFBUoiiKGSSoYMGVJHjAfgxQn/QIcfehHAT466pSrAmcP70ksv8eWXX3L27FmSk5MZOnQoa9asoWvX+p6P2Nha773KLxBtaCRaixqjoZgFCxZQXl5OYGBgA59k45AkiSeffJL169cT/cgD6HfXep4CTlnZv2shpuIz2E3VRA8eB90GEJjtdJprtM7QyNKzRzDXlFG9r1ZNLeyawZjLigi/9gYkyUGbw/6IMgWGMB+CAuoqnMpESIZCKAjSnb/ntLYEHszCioX2SeOAhklNQyTIHd7O9V2+A+O4XhjHNU6I5Gt460PuB6jTj/x/w7heLkJ0qTxMGqGlLV2Jk1qTwQG0+Bq7iL4cIL1udfo/cCkwF/g/L8eN599rds1Td1zMLHoMUAsh4iRJyj9/bA3OKrO5zXQVtqI+QbpgCCEUKpVqmjJIv1Bo1cQ8OwnTcSOlK77nxNTZ+LaNI+HVaaRPexWTyUTr1q2xFpVjLXL+MAIGD8K33SDM5/WCWj/uJBWyRQHkycnusrqdGSTQ5zjDu6qp3dTJx2QP0umhnk4xyJrVnookp32u+6RDF3zfxpIaDi85iDonlyO7DFjNEgGJAVTmVLJ1VTmHjsAnb85h+ovj65z3p5E1xAXv5Z3P9HS7vwfVBdUEpQQT0SmCgysO4Flo9tusbgzsDxZTLv/qWb+sVEVFBbfddhtDhw7lww8/JDIystEQw4QENyW0cW0JSQ3lRmkI765wFl8Na+89+b4p2O12uqr6kcF+4kkhZIYzrrtwejQAFqmIQ5nfIHCgRE0AwShR1ZkQg4EB3EQ6a11x8gBtK1OJ2Z0EuwHKQDi/89aPb6+zADRGkOWwPFBw/EDDuZfJ896qc86aA6/S6Umnt6w60VGvvT5HATkBVCc6XM+frX9lPXKi2hJQ71x5UQXIoj09n60NJXUnRtp4A5u3d2BA7yMuT5G3dg2hsTA793G6+mqXiO3cL9jOVSDUqpO+vr5vm0ym//vD6vYHLgLe1q4GIYRQAvE4Q70vKYQQnQICAv5VUJlDEu0IIYLdbGQba9Co9KRFjuKrn2aTmppKRKDTCFZGrcx96rjHMXvkbshrivtvWj4WusS5hhnc9sDyxtDdkyQfc58T5fnt9NBQ+o9/E18vm97mbColSeIMpyjmLFWUYcaEOF/jtIISKijh59wf6qwPAAGEoBN+FEr56PAnhiTKKEZPAAcOrfbqlQlN7UnWyWMo2tU3MEqSxOzZs/nxxx9ZsWIF7dq1azLk26dNCqaMTACiBoxCstuwHM3AZqlBHxR3wfLaye8+TOHHq6FYInHsPQSU6KhIOj9Oh4OSfelU52WgS+uAOS8fTbBTxEj+XsGPVqlPk/v9p1RmnldUU6rQBIYSNbDu3vCM25xdkVR3XyI/M+7ekzUHXnUZcUPb3M7RZU/REIZ3rlWllT2K7gbgemjTy/WnfE3XtRsgOu4wtAny2gc4n0VPQqVMa1uvjSep8vzbdR2chKoxAqUX/gRJYZzjLAfYjl6v3yOEmCBJUmajN/IHWoIkbzWfzovhJF1opxeTM5SEM5JsvCRJ354/FghsBxTA2ziJjh5oBwyQJGmM2/kCOAfMlySpebrOjY8nLSAg4LOEhITURYsW6Xv06OF6b+nSpS7p4g8++ICCggLmz59PcXEx6uho1GGhtDsYTIhw5sLI5Kd2oqm7sMjwXETc23ue562vlhIhd8s9wLnDxRz54hAFuwu4e/I0brrpJsZMGIutxuoSaBAqwc033Uz//v1RqVSEhoYSERHBtPvHcDbbzJTnYvjsH87k05BINR998KWrkJw3rF69mgcffJC9e/fW8fQsXryYxx9/nNtvv525c+c2e1HIzs7mnXfewWazkZubS3JyMtdffz0DBw5ssYXNbrcza9YsPvjgA6pO15BKF4JELaFSprWluDKDgzkrCCWKAnLpSj/CRHSDfcpxxLJ10b0vd3jbSEDthFlLqOu3kRcNb/C2uLiTJBnu5AechMfbMyvD81n11tZ9U+XZXr5OS9EzNrdeuJ/kcFDx8wY00VHoOtZ9TxtvwJSrx5KXT/HSL7EWFIIQEpI0SpKkHy5oEFc5/sgZurxoYO1qMGdICNEF2AcMlSRp3SUag59er39NCHHvrFmzfO677z4hz5mVlZWuuS8xMZFXXnmF999/nx07dqBW+uLvE4l/UgdiUwchmkhi9/zdykYUfY6i0fnBkwwp09q6DHqe57lvED3hvmG0SGbyyKSYMwgEH3+1gGcmvuDyCoFTktuOnbfnvYXBYCA+Ph6z2YzFYuHBBx8kibau9n4EMmTs4Doy156QS0G88847jBnj2n6Qm5vLTTfdhEqlYtmyZXVEgRqDzWZj1qxZVFRUkJubi1KpZNCgQVx//fWkpKQ03YEHNmzYwAsvvED6wb2EjOlLRPAwhFLp+p7sNUYK3puP0GqxV1bhk5xE6MTxKBoofi05HFhOn8FeUYEureGQPXm9aAwNPR9bmkmGgDoGvMau4Y2Qez67UW9va9a66xke6v5eSz1ADT3XpYYcSqtzSQ7vg0JRS6Dl/s2SiTwyXM+qRqNZZLFY7pckqaXhub8L/JY5Q0KITEmSvP7YGnuvyX4vsujqDuCIJEnT3I4FAy/iFE2IBcpxkqJlkiTNdWvXD6eUaSdJki7YLSKE0Op0upcVCsWjnouKOywWC51v78KptSfxa92TkC790ASFYkx2TgqyF8ghOcjroUal0SGubY/DanbF53riSpGhNO0xds3dQdH+IjrekUZMr1hWTFwGwNSd95C/NY+fn/iJ5JEpnPwhk6DWwfjH+qPQKLFUOot0dr9WRes0HRn7a9i6qpyk9j588v4PDB5cPzbWE6NHj+b6669n/PjxxMfHY7FY6NmzJ88//zwTJ05s1r1cDnz99dfc+cCjxN90J0mL60dTKdPasvvUl0QaQggnhq2s5hoGoxf+XnprGu4TpecE3BQh8va+HMYhLyie1in3iTxrbv0CgpebEHmecyGE6Oi4vzJ15z0U7itg09ws7JVV+PftTcnXzmrn3pT1tPEGzr7/HVU7TqBr3w5T1imClUqj2WxeVVlZeb8kSZc81PZK4g8ydPnhuXY1QYaeBx4G4t3VUC/i2sP0ev3ikSNH+r/77ru+siCNJ7om3sqR0z/gF5ZIZFJPgqM74J9ZgRCKOvONofw05YXHiU4ZgN1qQq31c3nkrwYyJEkSeWRxiiNEEEs0iWyqcUo5D1VMwCpZ2Mx/0BEASBiowAcdoURRQxUSEkaqSaIdNVRRRjEGKli6dCmjRo2qVx/HE19//TXz5s1j8eLFhIeHo9fr+fvf/056ejrff//9FSmwDuBwOPDz8yP4gZH49+6AUCldXnv5ezLs2UtV+k6iHpzBuS+/RhUQQPBNwy/62i0lQxVJSq9rwMG3/gzU9f64r22GNkFe90XernM1EyK7w8qR06upNBYQrI/HajdRUHGEiIC2dEusLy1+9uDPHGU3wURQSSntu7U1Z2RkFBkMhts8c13+G/Abk6EvgJ8lSfrI4/g9wDBJkuorqTSn34skQ3cB7wDRkiTVtPDc+UCaJEkDmmzccB+9/fz8/j1gwICwhQsX6mJiYuq1yc3N5ZZbbiG7OpuSYyXEDJlASOc+QO2P0Hf5DkxSDYc7lVJ2sDbfRqHWgs1OQug1mDqE4xMRiz6uNUKhrCOgIP/w5B/b6aGhrvebs0mWIW+WWz9bX+1OJkLJFbv55el1tL6pDTs+SEen0zX6GY34aBTrn1zLrd9PRq1zWpPKT5bx/W3LCUgMpCK7nBMnTvDOO+/wxhtvNNkfwObNm7n33nspLS2lZ8+eKJVKlEol33zzzWVThGsONmzYwPPPP09l71vrCVzIOFm0jfzCnWzds5nh103GajMSXRNJBaXn6xDYiCeFeNHa6/kthbdNQmOTcUvCTrwlSctobFHwbOPerrHz5IXJPURPDm3zJr5Qm//jzDFy2B3YaqxsP9SVivW/MMRHz/Y0X0q+3YLxWJ4zX8/hj3+/PphOZYPNhmHXHqe1My+fhNf/Rs5zLzjHZzAwc+ZM8yeffGIyGo33OhxeEgJ+p/iDDF1+tGTtEkIcwWnMe+EirxkcEBDwTx8fn1GfffaZ7sYbb/Ta7qmnnmLe3PlY7TUEhCXTvs9dqNR1cznsNgv51iPkr17qOqbyC8JWU4lffBvCAlJRaXyJ3W1CLTR1jCeeG2HPTW5gtt01D7iH+2rjDa4wO6g7f9QZm9ucZZdsHCAdO3a2HdlE+/aN5+QOFKM5xHZiSSZKOJ9/SZI4xE4KyWNg20f4cd9s3njjDQYOHNissg4Gg4GJEydy5MgR7HY7d911Fx999BHbtm1rtkfociEhIQH1zHFookJQbQmoF/5sOVtAwfz5hN7SH3V4EAX/XEno+AE4jBaqdmYjmc0ogwKJmHoHiktYqLw5ZAlwhWS3xOjmfm5D13OPRvBGwhqC+zgaIj/u66bnM2xoE1TnmNVuwpQajtVczfGt79A+/BYKK46TW/IrscGdOVtxhAGpD1BWnUuNpRyDqQijtZKy6hw6xAwnPrSHK6Jj2bJlTJ8+3Wiz2ZYaDIY/S5J04YUDrzL8xmQoElgOWDifsABcA2iAcZIkXVD29cWSISVwEPhEkqRGAkPrnRcFnASGS5K06QKuq9Xr9X9XKpUPLFy40PfWW29t0LqTn59Pu3btUES3pirTGWYY1LEnACGdeuEbmcDpdV9Rfri2bk9qairdu3dn5syZ+Pv78/HHH2MwGFi/fj3ZVVaSxt/natvQphsajzP1Zu33DKXy9BxtOxJK5rQ3CLttMMWf/9zUx8SIj0ax5eVNJN6QRI+Hrq3z3rdjvyL1lnY81vMRnnzySc6dO8f69eu5/vrrG+itPsxmM2+99RY2m40nnngCP7/LqpAOOENIMjMzCQkJqVNvA5zKca1btyburr8Qta6QI6d/ABR0jh/jej4qD+5iH1toQ2d+NW9gzpw5zJw5s04/MUGdeXeXc3JeMO4mACIXnsUTcg5SS+CeaybnDjVGmD3Pc39PHlPWrJaLfrhfq6Hre7PQNZir5AGroYLT+3/AVlKKo6YG4euDw1CNrbQMZWAAmtgYavYf5JZbbmHZsmVUVlYSc/11+LZvR8XadViLiunfvz/33Xcf+fn57N+/ny+++KLeddLT05k8eXJNeXn5usrKyrv/G7xEf5Chy4/mrl1CiDHAJ0DriykGrFQqh/v4+CydMmWK/o033tA2NldOmDCBb1euAocdh9UCQGT/m3DYrET2HU5lxgFyV30Gjtrf4ogRIxgzZgxTp07ls88+49ChQ+Tn5/Pdqh9IueMpNEFOr463368Mz9+x3DZmo0TJHU75bNlz4bn5dZ9H3Dehe6RNlFHMYMaxXlrW6GdUUVFBalBHDFTQkxtQCafxTpnWlpxzv3KqeBu79qYzbdo0du3axW233cbnn3/eaJ+eWLlyJZs3b2bChAmuYueXE5IkceCAc9/RqVOnesbC0aNHsyM0EH23rhiPbqTshx3EPTsZTYzz+3JYrBR+uAp7tYmqHUfZunUr/fv3r3edlE+fxl5Z62F05TF7fN+yoI78N1x87Tpv839Dz5n7uJpDuLyNH+rmvbp7O90R9fa2Bvt1zwWSn9eTRVspr8mnyqcGoVShtqkxlDoL0ken9Of0iQ0AFBcXo9Vq2bp1K5OnPkpM6/4cTf8UXUAkD864k4EDBzJ79mwWLVpUp94TOGs8PfTQQ6aVK1eWVVdXT5Qkqa5c7+8UV0JaWwgxGEg7//KwJElNb4ob6+9ihS6EEL2B7pIkfdDCc7pJkjT/Aq6X5u/v/12/fv2iFi1apGsoxMATHR5+neMLXnItLgBCpQYEar8Aju7eQVZWFp07d6ahPm02G/6xrbCbqrFVV9ItfgLh/g17EAxtglwJfBdLhnaeTsBeVUPOzI95cOKdzJkzp0n3ftcZ3Sk6UMTQefUtkIcWH2DPe7sI7xxBzyd6c3p7Pv1VfXn33Xcb7fNKwmg00rN7EIeOOb/Dffv20aVLlzptbr/9dr5euRphNBOki6O4KoNOcWOICXb+Zn49+BE6/GlLV9ZJ37gWFxVqBjKayF/0lD7q3ITOWL6qUTIELSdE7mQI8EqIGrK4Xg5C1JAn6GIJUfHO9dSczUZ/Y38Ueh0OkwnJZsO3TQrV+w9iPJGBwseHr5/7P4YNG0ZmZiZt0zoR2e8mlH1SODP3XYKGDyM8pDPHFrzc6D0YjUaeeeYZ8yeffFJjMplut9vta1r8QVxF+IMM/TZoztolhJgMVEiStPoCr6E7Xzh14hdffKG74QbPEnze0enJtzn7y/I60sgAKv8g7MZqPl34EZ06dUKlUpGWltagRz560M0U71yPZLcR2LYbQffWV4aT4Y0MxWx07g8aI0Oec4U7GcqUDpFHBha7pcmogb5iODv4iX6MQCtqPWHKtLaU15xm18mlCAmS6UA4MRwN2UFhYWGz6txdKdz252i+nOs0VM+aNYtnnnmmzvsrVqxg/O23o/DTo9CAZLOhDg8i4W93AVCxYT+l320lduZtZN03l4KCAm677TY2bNhA8nsPYzdE4pNiRSgU9UiNPkfRIJlwJ0SXopB3SwlRQwTGG34LQqQ6ksfWjAV0ihuFVh1A0TV+2M1GIkxROBxW8o//glKtRa3Rc2LPClQqFdHB7TFaKug88ikObHgPfWAM8SKFnVkNlxyRsWLFCu666y6jzWb7sLq6+lm5+PPvFf8NdYYumgz9VhBCCI1G84harX593rx5vtOmTRPNjfXt8PDrVJzYR8GG73BYnflrKr9AbIYKAF544QX+9re/NauvfrfMxmQoYc9Ps+nb5l78fSKaPMeln++G5sSvFvy5L1A3NyPn/z7GeCwPTWwoIWP7c/Y97/uh9stfxrAnA9PytYz8ZHQdpS95Euk4YjfaAKdr/XR6Pjue20eVsbDJ+7lSWPZJDHM/LKNdGw0Ll1by0EMP8d5779Vrd/jwYV588UW+/daZh6JV+dG3zQxUSi3pGQvZsHU1PXr0YM+ePQwe2ovKUhu+Yb5MWHVbo9cfE7qH70qaLtgHzSNJOS+rXeFlnu29ha15hq7IGxWZWLlDDk0bE7oHoN643cmTZ1impypc6BK9azPkCXkhdV+Euk86xE+PrKHtre1JGJTIv3p+7PVcd2RkZJCamkqbaTPRBodTdeooFSf2Y8g+SsLou8j6Yl6Tffz8889MnDjRaDabPzUYDE/8XpNV/yBD/x0QQnTx8/P7fsSIEeEfffSRb3MFYVq98yamE5lUbtpMzaH6hZYVCgUVFRXN8sQnz3sLW0UFpd9+jjoiiKj7ncpi5jy/Br0Hb97krF/01w+mAN4FVGQ0FB4lGwELpXwOsh0lKqJI4HD5Hq/COEMVE3BIDrbyA90Z5MrjdN+w2qwm/FbuQwiBQ3KwSb+OXVs31TOIXS2w2+0EBGuYOjOW+f/nlKh1OBz1jJjFxcUsXbqUZ154FqvBuSce+PfBJA5O4vCSg/RX9uWdd94BwCcxEofJgrWonKQ3ZiA03stwXAq4SiicXw8885m8lVBojlrohZAvz3PlZ9c9pNMzd9v92fRUlfOsOXRSsu8MnAAAIABJREFUm0XJmUO07+0sJ9KYSAQ4PX5hYWH4SvGkxY3CaKkkr3Q3Z8sPExPcicyCTU0aq4uLi7njjjtq0tPTc6uqqsZIknSiiY/hqsUfZOg3ghAi2N/f/6v4+Pg+K1as0Ldp06bR9g6HgwMHDvDGG2/Uc6M//fTTTJo0CY1Gw7Fjx7jxxhubTMB0x/DOf8FoqWDTiQ9oe+8LJKV7z6f19AC5H5NxIRr3OYtTEAoFpuwCzrz1DZOGj+bBBx8kLCyM1q1bo1QqsdlsLFq0iEeeeYRez/SlpNhZNF0OtzvT20muYrY777twejRZhZvJL9tHVvZRvOVeXWnYbDZe/7odL96exTPzk5j9QDZPPvkkb77pPcIlJiYGXXc9WaucipZ9+/blwIEDBAYGcurUKdRqNWvWrOHJF2/l8TmJrClJwy+68UlaJhbukEmGp9KfN3h+7p7wJk0t9ye/l/hXp8y3Nw+jnBfgucnxlHl3J1o5L3tXJWooHAZqFxt3oQZ3OKxmjv3zJcrOFbXotxXatT/m8mLCH70bcd7ae/bd+Zgys7xuIryhpKSEO++807hly5a8qqqqm36PkqaXggwJIT4BRgFFkiSleXn/T4Bc6cwAPCBJ0v6LH/0fOG+4e1itVs/65z//6SsrmTaGwsJCvvzySx5//PE6x6+//noeeOABhg4dyjfffMOgQYNarFrWfvnL5L64iPaDw6kefJPXNp7zlpzv527k8CRNDeUeucPn2+1YMSMhcYIDhHUM4MUXX6R9+/YkJSW5yjfs3r2bRx99lEPFBuJHTW3yt24uLSRz8Vt8vmQxkyZNumIiCI2hpKSEsLAwug30p6TASu4JE2azGY2m/oZx5syZfLX/a06uzkIoBDpfHb169eLnn39mzZo1yPllqkA9Ca/djTlXjSYmGp9EZ7pbSwhGS0iJTIgaK/jt2a/7muW5fnk+Z+5rnjweTyNfQ95Jd6+Pp7HZGxqKuAA4kLuCl2Y/yowZM5rsR8bmzZsZMng4PVrdTtXNzs/HWJBH1udvs3r1aoYPb1roQpIk3n//fcezzz5rMpvN99tstsXNHsBVhP8GMnTlst2bCSHEtXq9/tiUKVMG7t27t1Ei5HA4XAn93bp14/PPP0cdEExI1/4kjrsXs9nM7Nmz6dGjB506dWLChAkt2qxZLBZM1iqM1gqQHKh8vU8m3ohQQ2ixsonOB4WPBl27BPqWDGTb0j0M7zeKtm3bsnjxYh577DF8/Hx44cMXuf7tYSRen+S1H3ciBJAc0Z/wlN7EJyQxefLkFo3pcmPv3r20aufHq3efBOD9Z/Po/Vxf3v3oPVas8L4fHDBgACfXZKELdwpC7Pw1nVmzZjH2EQW9h4XRc0ggd0y7mfISG6HRmiaJUEOQCVJjJEiG/JnLpKg58FxEZPLi7dmSFRE9SZD82lutK5lceUImOo0pJMqLkqeqXPXpUyAErYeMo7i4mJ07d3LmzBmKi4s5ePBgg/dauGsDo/t0p2D2e1hLnMQtfOqfAHjooYcaPM8doaGhrFq1yve1115L0el0e5VK5fimz7r6UOZQsqJa7/XfUWv9BccLFgGNrcangEGSJHUGXgEWXPyo/4AQwt/f339FUlLS63v37m2SCC1atAghBFFRUS4ipOvambDJEygoKGD9+vXceuutBAYGcs8997SYCLX59GlsNSas2WfwCfZp1jneiFBTaMhDJIRAI3zQCl9aj30IdVU77r/7aTp37kz37t358ccfUQUH0euGG8j2jSF+1JRmERttSCTJkx7hznsfICkpiczMq8fmUVVVxQ0TQomJDUcfoGDvpir6DA8ipk8sHW7piMVSPyKqf//+nFrrXN8kh4TZUkONejfr169n8lvPo+/UioguTq+QvdyANi4WcQXFipoLz/WrsVp0MpnyJEHya1m8w5uKaWMFWmU0JiZUUp3NC0/PYcuWLZw8eZIDBw7gcDjYsGEDDof3cL8BAwaw5ItF7Dr1OYqvnanvPpFx6BNSGTFiBDU1TWuKCSF4+OGHFenp6bro6Oh/BgQE/EsI0bwf6lWGdUZfr+vVj8amRbmuBlzVniGtVjtDrVbPXbRoke+tt9aXL/SEw+Fg6tSp+Pv7M3XqVK699tpLpm4mSRKtWrUiJyeHBNpQoi2jf+p9jeYAgXcvQEs2w81BuVRCWetcDh8+TFjrcLpM70rrkXVJ455/O43D8kTyWmcniXhqlXOxlicem9XIjpUvNtuycbmRmZlJp65tmfFyHFVlNjI3tWbbzm0ExAfQ/eFr2f3STrKzswkMDMThcPCf//yHlStXsnDhQvpd64PRJHEow0JkvJa8DBPdrwtg0NhgivItWM0OJjwShUIhmhX+5jmRN0SAGvPwePMuNQb3cTW0kMiERs4fkp8v93pZngTJU85UJllNFWSV+2sMdouJqpNHqTlzitJ9zvzQkJAQOnTowJYtW5g5cyavvfaa102PJEnMmzePJ/7yPGGTJxAR0JmMf83GNyKOuBG3u6Rcm4Nff/2V0aNH1xgMho+qq6uflCSpYcmjqwhCCFWbLjrrP5Z5D4H5+r0Cvpxb0GSY3Pl6Ov/x5hnyaBcMHJIkKbaxdn+gcQgh2vr5+a0dP3585Pz587W+vr5NnvPvf/+bhQsXMmPGDIYPH16v0PXF4P333+fhhx8GQBXiz9alQVzT1YeUr+7zmnfRHDTlHfIGz7lGkiROmb9mwYIF7Nu3j+fmziH68UcQCkWLCJjcV+Lx9TgcDlavvqC0rkuO6667DnvAfiY9Fs2jw44ycMAgNm7cyLD5I/j17R3MmfkWd911FwDHjh1j6dKlrF+/nvT0dEbcGcbqxedI7arjxL4a2rRpQ3mvBNThQfjnHcE6eAia6PpGrYbgKZbQnDaeHqOWeIcagrthTg7DlPcecv/yHkWGZziee6kIz5xbT3ga/ryp/7qH05UXZ1JTcZbTJzZiMVWg0Who166dS/yiuLiYsDDvReD37t1Lv943EObXirgBEyjM3snJ/cvpNfoVtn/f/BKalZWVTJkyxfjzzz/nVlVVDZMkqWkL61UCIcTn89a2uy02uT6PKzpt4YFBRy6lmlwV4I24CECSJKllk9p5XJWZh0IIjZ+f3/yoqKjJa9eu9W3btmkPCzhjqRcvvjxeRqPRSE5ODrEkI1CgFE1/dA2FQ11qVFKKOcvpljeVGUm4LqlZ53kSIQCV2peIhGv46aefrjgZ+jarG2XnrFhMDroO8GfWA9nEBKqQ7BJpUzoT2yeO3OtyCA4NZtOGTSz6aTI/Lj3Hfbf6MX92BONG6AkPU7GiWo/dLlFZYiM4wntYWHPQMza3UctWY5BDBr4r6d5iQtTU9XNeVpP4VyuF06MbFHqQk1ZlFR+5boSci5T4Vys5L6ux9a+st0FyrzEBjecQACg1PgS160ZQu25E9huB3WIi+Kya7Eyn9ez1118nLy+PRYsW1SvOK4Tgscceo1evXvQfOQJz92ws5cWYSwqIG3F7sz8rgGuvvZbDhw/rxowZc++BAweuEULcLElSaYs6+d/APcDVsZP8nUKpVI7W6XSfz5kzR3/vvfc2O2Zr0qRJTJp0QWUxmoSskpnwyl3kvrCIoMAQUr66r/GTGsGFECFvsNpNZOXkMmjQIEY+9AD+fXpfsJdDCMHe1GQK5n/UdOPfAI6CVDScpk3fUHb+VEFKJx0bN26kw+1phHcM59rHezFt2jSOHDlCu/E/8NiNx7j+1hA6DNUw6vEU2vXwY/pf4wAoK7ISEKrixcPO6iM9YwOBanaebj4Zag4ulYhCc/HUqjt486YlvHnTEp5adQebt3dgQO8jdJ90qB4h8oS8FsVslDgzSHBierBXQhT7U4nXSAioVT6U17GKJCVBpBAUnkJ0cl+M1SWUjQyn4NARFFmZOKpr6NixI9u2baunDgfQrVs3zhadIjWhF4fXziMgwUkaLcaWiU8GBASwfPly3zfffDPlpZdeOiCEGCNJ0sYWdfI/AEmSLp3FyA1XHRkSQoT6+/uv6dOnT4evvvpK19yk08sNrVbLqFGjePPNNxnUbijCZKlbT6EZHiE47xnIqLX4eybONyfEzvNaGnw4QzapyV1oFdTfpYbm7hYO5PxmNtvpap7Dn0jNqFUys1lNVBRlcDpzE1UlOQwZ0jxBicuNX5aVolQKHhl6jD4jglj3718ACG4TAkDPJ3uTseI4O3fuZMWCIp6Yl8Rz5ytXrajWw/m8f6VSXBQR8gZvxOS1zisaJDue3qex+rqiBCuq9XhiTOgeV7tpuQNcHr3nD4z1eo2sWe1hnHPC98sor1MoMTAbnpjtrEsy5xln+Jnv8h3YcT6vLg1Fj73Znn+neSU/DdXS8swp0mwJRlViJ7HDjWh9A8nat5wlS5ZQXV3NkiVLvNa26t27NwUnMmh1jVNGVh14YRuA0NBQNmzYoHvqqaeuXbhw4UEhxPWSJLUsNvXqxDAhhLvZcYEkSS0OdTsvT3oPUF+v9w80CSGE8PHxmRkUFPT8qlWrdL171y+GfKXwyiuvoFAoWK1bSy5www+3oQ6v6yVwDznyVuemMVQnOprMP5ENLwAVSefloq1mRLaKiRMnIpkrCRmdgsLXuSFvrnS/JEmUko1h1x6qtqZzy1jv8+FvjfwzVn7aWMPuAyaS4tQM7+lDxn5I9SvilpgDEAOF/fzZvn07246cpu/IIKbOdDpkvyvpzvGS2ugBeb2SP9vNeXU9M415e1rSxr2dN09SSw2A3oQ5PL/Xp1bdgTbegDbegGpLADvjz+fEuq0pgdmuHuuVGZG9VDEbpTqFXd29kO7rk6FNkMub5B4d4U6I5PaiTQS6zXBmUBo+rVuR99dXKSoqIiUlhb1799K1a9d69xwYGEhB+VGSu9xM3tGfAGeUTUshhODpp59Wdu3aNXD8+PGrNRrNny0Wy4ct7uh3ivMlD3YBpyVJGtWM9sFAG8DlkrqQcj1wleUMCSFS9Xr9/unTp3devXr1VUOEAJRKJd9//z392w3mHGeQcBaUuyzXakaukTsiiSOMKJLD+9IqvG+jbStLTnH2ZDqnMzdTWHGM0upcCk5tZ+9Pb3Dq4EqqSrIBiQEDLrgW7iXFzfdEMHtFKu/+1J47nqoljr88vY7/TPmOZeO+QqlV8sr8V5n4aBTtutcnFFcLGlJ2awnkc2VSJEMOc/NU1pEn+OYUrGsI8gLkCZloeSameuYUuV8/Mqknvn7haHWhLF++nGuuuYajR+sXGQYICwujPOswEX1H4J/Yst+EO1QqFXPnztW888470Tqd7lchRPOLaV29WCtJ0jVu/y6ECHUGFgJj/hvqM/3WEEJo/P39FycmJv7f/v37ryoiBPDYY4+htbzKxpk/ownQYi1p2Cna0nC5i4FCrSXuxtv42VFA/It3oPBtuFioraKCskM7OLd7I6WHd1Kdl0ll1iFyvl1A0aeLqdq8FRwOHn300d9s/I0hLkZNzu4kNq2IZ+eP8ZSUOUnAigVFvPinTO4bcJgD26rYtWcrgaEqbn+y5bXqrhSaS6xaQqhlyM+f5zomQ15TZM+RHFonE5zGir7KfckRMPL4PAmU53oWs1FCqdcTNGIYymDnetqtWzc+/vhjvKWXCCE4dWAlHfvfS0BYMj76MPqPb3b5zToYOnQou3fv9o2MjJzj5+c37zxJ+F/AY4D3DYEHhBDTgU3Aj8DL5///0oVe+KrJGRJC9NHpdGvefvtt/xkzZlx90jDAYDGODdRuQuNIpp2o3dh65g39eMa7ONO03Fqi4elFmN8mpU5fMrzVcHBHU+0LI2rIO7qOkjMH0WmCqbGUAYIAnyiG3zyA9K92k0eW6/wPP/ywRcoqvwV27NhB7969ufvuu1GpVHzzzTdER0eTV5XH8I9G4RPkNA40FYYmE4oLIScN5Q1daOhbSyF7iVZU613eHdnbI9/HpwmbXW0ag+d9y15KeVGQSZDnvcleKTmhtaFaReBd5tRcU87+X+ah1QVhKHNKzj733HP8/e9/v+yqUL/88gtjxowxmkym+ywWy1Wp3PNb5AwJIRKAn4EpkiQ1XIzjD3jFeaGENX369Om6bNky3W9RcLqlcBSkcvsDZ/n3CgNKFaDTkfzuwyj9nZ5YT29OU5tdbzL60PDmtymvUWPSzKrgYip+2UfRpz8i1Cokq9PwqAoPRx0eiiYmmqrtv+IwOPt4/PHHeeGFFwgJCWn0Hn5LOBwOZxHwuDj69OnDvHnzGDRoEFvS13H/q/H0uym4TvuGlEkbWnMuNGRbhvv30tB339Qz4kmiGwql9Mz/8SaRDY0L9sjwrHcnk5yG6uDJ15TXK1mVTn7t2a9nXpIkSRR/thR7lQFThlOoIzY2lv379xMaemlDFj1RWlrKyJEja44cObKxqqrqFkmSTJf1gheIS5EzJISIA/4FvAY80ZRnSAhxELgW2C5JUlchRDvgZUmSLiju+KrwDCmVytF6vX7dN998E3C1EiEAlVBxLbVG5XxOYpZa5gp1J0K/BSRJ4nD+Kvatf5uSMwfRqPTUWMqIC+mORqWjfeyNhIWFcZpT9GMEvRiCngDuu+8+qqu915a5UujVqxeLFy9myTdL+WjhR5SWlhI1PYYx/x7vIkKXGw1Jg16Mt+dC4RnyJpMW+RnzDMPzhCfJkfONZG+SbIW7mHvztshpdUEkdx2LzWp0ycz+4x//4OxZ7/lOlxKDBw8mPT3dNzAw8EOdTvdcs4uV/c4ghPgCSAfaCiHyhRD3CCHuF0Lcf77Ji0Ao8IEQYp8QYtcVG+zvDEKIKD8/v19vvfXW7qtWrboqiZCMJe9HEZ2kxW4De7WJ8p92X+khAY0TL1PWKTKmzKLo0x8BkKw2fNM6oAoNxe+abnw3dx4V634hZPRIEme9StjkwcydO5cPPmh23fffBAqFgh07dnDq7K+8PfdNzGYzfq3388+NHeoRoSuN5hJWz3belN0uNTwJkrymyETK0zvkSdblMXuSIM/aeZ5rlUyyhBCETrgFa1Exuk7ONfH06dN89lnTxVUvFiEhIWzcuFF3ww03XOfv779ZCNGwJN7vH3OBZ4DmuhZNMjkUQmglSToGXHAIyRXPGdJoNHf6+fl9uHbtWt9evZrWir/S0BOAQCAhoUaLVvjW88o8cN56IFvm3a357hvQ70q619loFk6PRplW36sj/y3HvgLQpled99wht7Gaq1l76O8ABHXsSZvE4ZzcvwK11o/4zjeT++0z5ObmkpSUhAo1h9iJHRt2nFY4s9mMXn91hZ1ZrVYkm4PkkSl0vrsL/rEtD++QCYz8XXh6iJrK+ekZm4upwkTpsRJC24UBzjCPhshHZZUdfz8F39Vc/KZpRbWesfpq17XGvr/Addzb2BeMc9YVkQu1Zk78sE572Yvk6n+59+/b/d7G9lnqJFzP1nqTnOEN1fWsbc7cpdrXMuFqjZpTQypZt24dAwcOBKCsrOw3qXHVsWNH9uzZ4zto0KAXioqKIoQQT0pXi4v8EkGSpEYrCEuSNB2Y/hsN578GQohEvV6/7fHHH4/429/+prqaubQi6gQUpNK/k5qvs81gd+Dft6PrfffE+eZ4ceT27rlCIM9+9XF03F+ZuvMeiG3Y2+F+fUmS8N3xKac+PwxA4j+m01qdza55vzLk1TSWjTmMzWZDLq9Rc/AQFRvWIVTOzau33MMrDZVKRVmRlTZddIy5N4IegwNQKOo+M57GpoZUSps63pinyGG1YcktAiHwSfYemierkuYNdqYnGFvXJRW1Qkuea4S7uI53744s4CMX+1WBS9AHoDpRELNRquMF8tzXyBELsT+V4JfhfC0Tn4qk2naeyqkA5Djz4c4MqvusnxnkvZZWdaLw6MOP6uTOPHf7zbz11lsUFBQQHByMJEmXPZpBq9WybNky34cffrjz4sWLfxVC9JMkqeiyXvTSI8nD4FYnx1UIIdfE2y2EuK6ZfeafJ4crgJ+EEGXAmQsd4BX1DPn4+Dzg7+//YXp6+u+CCAHkk0U4MejwpwcDf7PrtrQeEcDOVS8B0GrSI8TdOBmNjz+V505RcHIbnSJOotPpeOSRR+hKP9rTgwpKMFCBiRr69+9PcPDVZb0CmDZtGqOWjsVwporj3xy77NerKLEx64FTfDH3LNWF1RQfLGL9n9fy1bDPWffojxTuK2jw3PwzVqY9VkBUp1NEdjzJghfzLts4GxJj+GHtV0CtBKmsJuVO0Bvrx7M/GTKJksmNvJB6Wts8Q+fcBUM0AVpm57zFf/7zHwDS0tJcldYvN+Lj49m5c6cuISHhPj8/vwVCiKvCS/4Hrl4IIVJ1Ot2uV155JfKVV165qomQjOw8K+s21zB2RgQ33xOOJuq3CyNrv/zlFrUvXb6FI58fJnVcW9p+8yK+qXEUHy6mMqeCba9tZubMmajVar777jsi7p6KKjQU69lSLHnFAFdc/dQbQkJCWLClIz0GB7DotdMYq1ueT9NSnPtqI/n/+AJT1hns1UbOzv+eE7e9RvbTCyha9GOD50mSxKni7Zz4+FWO/fMF8v8+G7uheXlC/y1oLARUofXlH1/8h+PHnXuxadOmoVKpvOYPXWooFAref/99zWOPPZao1+t3nQ8p+z0hu4kc137AzUKIbOBL4HohxJLGOpQkaZwkSeWSJL0EvAB8DFywksoVyxny8fF5PCgo6LWtW7fqvMkVXo3Izc0lJbEN1zIY/07XADBj+Sqg1gIvkxbZOySHMG3ysOA3BE+VuabU5RoqJOaXUY7dYUUhVEhIVJkKMVkqOV6wHqOlVopyyJAh/PSTU/3E4XBgt9vZvHkzXbt2varirz1RUlJCXGIEH/zcnsDQuipxnpa2MaF72LC8lKVvnuWhf8TTdUBAnXYNeYbG6qt59pVzfLpBSXVBNaZSIx17+VGUb0YrIqkQlYz7prb+lbuX5dAxM7fdV8A1XbXMnpfBkiVLeOqppzCcbI2vr/d9t6cn0fP4Xz+YAtRO0LKXxxMDH6qb6yU/ewAjh00EaklSc8fQEDyfZzmfSLZWys+x5+8kcuFZNs78mYTrEtn0wgaeffZZZs+ezejRo/n++++bde1LgYqKCm644Yaa48ePf2swGKZKknT5dytN4FLlDP2BSwchRDudTrdt7ty5QS2Rzr6SkCSJhIGJhKWF88JTzsfaMy+lOXVo3NFYe8/8Sc+5QIanl0jGqMDdOOwSaq2Conwzf99wLRUb9lO5oW7ubXl5ObK4ks1mIyMjA6vVSufOnZt1D1cKk8b6c21XH5LvrLuPdVcGlT/fLjHp/PLMeuL6x9Pt/h6Mi9xX55yGQpc7F27hb1OzCOoSR+6GHCK7R3HucDGBSUGUHi9h7NfjCUioFaaSvwtTjo5zn/8/e+cdFtXRxeF3ls5SBRVRsIBiNxp77L232E00sUaNxt67JsZYYu+9xdhbjBp711iwKygKKgIK0jvc74/1rrDswoJI8cv7PPsAt8ydu9zdmTPnnN/5k2ivZ1w5dpzg4GAaNWqEY6NO5ClfQ318akIF2tD07sjIkQpJy3rog66QOV37NZHD+nTlv8n7NQuKG16wIvTpfYJuX6RIh/7sG9ha7aFM+jxmBXPmzEmYOXPmm4iIiGo5pRZRZtYZeu8ZGqWPmlxmki2roWZmZkNtbGx+vnLlSq4xhGJiYihX+AsK44a5+CQy55mOgcKI6LhQbj3/kytP1uPus5uo2HcYGqqiI4cNG8aOHTvUxysUCoyMjGjQoEGONoRAJZksJYKxqe5HOMgjkKhAVU7XtnmvCfKPY+b3Xty9HKbXNfYcDmPe8nfU+bk+1cepVPo8bkXw5lUcL1++BMDvxgevbNJ8sClzAqlTw4zV8/Izfvx4Ro0aRR7ykZDKVDstb830QaoYZfkLXFfNkKTGD6Q0jnIK4a/DURawoNe1PsyZMweAQ4cOMX36dHx8fLh79+4n74O1tTVnzpwxL1myZAdLS8uN/3mI/kMTIYSbubn5xWXLluUaQwjg999/J+ptJGV6lMvuruiFgaEgMRGObnvLwHoPeTFtM6FnbmNUQDUW1a5dmytXriSbeBoaGlKqVKkcbwgB2FobYGaa8vGRlUHjg8OJefkKAK+/nxLyLJj7W+5ycYZ+SsFxUXGMauNBq+/zUX38VwD43/QjISaBoMeqPNBn/3iRmJhyEIp55k2E+x0KDPuR+Ph4GjVqhJGlDUaWOTtFJS3jSBPZyJGNeU2xBW1GkPx3XGgQRlYqI87V1ZUFCxYA0KNHD65du8atW7dISPj0db3Hjh1rMH369LxKpfJKLvQQfTRCiAvvf4YJIUI1f2a43az2DJmamv5gbW09/8qVK+ZFixbN0mtnFEmSKKRwIY4YylOD6A7JJVTN9l3Vep7sHdKFvonpT+eUSva3y1iV8mBqFaGjPDx5d/Q4cX7+9OrchQ0bNgCQ36okOw6soFatWmqjKCeTmJjIunXrcHd3p1ChQtjY2JA3b17Cw8P5aWgfgh4XU+fihL2Lx8czGgdnY45sfsvxP96SmAiDfnHC/1otrt3bh1NxU07vCWLxP6VwLJI82l3z/3Fr5Q0i/CN4+pcq6eXgwYOcOaPyYgghaNeuHZevXMa1TQlqTlCVaZG9Q8s3BLN4gw23bt2iTZs2nDp1igZ0QPF+rp3U03f0ziy1BKf85e7wu0rgy294cqn026NX6PW+yYZS0pU3Xbll8vOry/uoy4skIxtvmu+fvOooh9DJvCtsjKGRGVcPTeHLpuO4engqAOfOnaNu3bq0a9eO/ftVE4Tjx4/TuHHjVK+fGYSFhVGvXr0IDw+PP8LDw/tnZw7Rf56hnIMQopi5ufm1JUuW5Ondu3euMYROnTpFy44tabG+NRaOqsU72WMjF9vWhSxbLKOZi5KWN0mdK/SeTVXXUWzx/FTPSQiLxH/DMcKvP6Zp7fr8c+Yf4qPisSxkycLpC2nfvn3KJTWmAAAgAElEQVSODNvWhru7O8uXL6dQoUKYmZlRpEgREhMTGTz9R8p9X4EhHVSGSXycxNO7kSitDPB/EcPKSS+JjUmkXHULGnayY82ECJr3MWDjL74MX1iYGs1tMDDQ/Qj6eccwuOFDEhISUCgUvHz5klmzZtGtWzdq167N2LFjWbh4PlZ5DGm0uROm1h9W8SP8wznZ8zi7du0iISGBZs2aUbh9PyyLltJ6LVlkRyZpgVPNfTLyeCMLHsih25o50klr430MmoZSWpLf8iKjpihEQkQ0ClMj/Ncfw9jBFv/1R1XbExIwNDSkXLlyRERE4OXlRe/evVm7du0nzyMCmDt3bsL06dP9IyIivpQkSXe8fhaQmZ6h7CJLV0ENDQ27mpubL7h48WKuMYQAZsyYQTjBlKFKljzkSdlUdV2yvzVX/bUR4+1DwKatWNeuhfOMKSxbtgyXfLX5skg3vij8NfXq1csVhhDAtGnT+OHHgVwzus615wvZfWoS89b2ZdWOYayal0/9/7hzKYyB9R6wZY4vI1o95uWTaHpPLkiBwiYcWBNA8zF3yOdkjJGxoPvIAkzs5MGm2a8IDfpQKyqp+IAkSTw97Inb1yXV29q0acOCBQvInz8/+fLl49KlSzSY1wi/f19zpPchwv0+DPSDvrfBzuoFu9a5cOLECewpwFVOEKQl77GxopPO+5eNIpkKcwfq9b7JIXTywPMpkT1XmuINchiMXDsCwC/kIdcOT+X26cWYWdhjZPLBC+burgoFeZbXm0aLmmJibcK6dcmf/0+FpaUlp06dUjo5OXVXKpVzsuSi/5GjEUI4KpXKi7/99pttbjKE7ty5Q/tOTakzq77aEMpKNHOFZENIF1JCIj7TNmOgNKXYwsEcOXKEr6bU4cuhVWjzRwd69+6dawyhhw8fUrFiRSIsD3PbbznnHsxl3pp+LNr0A/Zl81KolhMACQkSQxo/ZPXUF8zu78XqKS/pM8UR+wJG3DofhrWdIat+U/DXpjeMW1WU/asCmNrjCR7uusOXT+4KpFkPexQK1bSuUKFCrFy5krp166JQKJg7dy7rrpTBydWE/R338Oy4l/pcZX4L3PqXoufEXmy12sGOHTt4+fc2/C/+rfVamuH5ugyg7ETTmNJWvDcpsrGUVC48ITyKZ0OX8mzYCsIu3MW8TBH1vtBQldH0EiVxpWtjVeIL9u3bh59f1tglo0ePNhg5cmReCwuLC++Lj/5fIYQwFUKMEELsFULsEUIME0JkWFY4yzxDBgYGTZRK5f4LFy6Y5QaXtkx4eDh5LO2oSkMsyiVf+daVrwMpa69oGjG6JLZ1KZklzeHQlUMCkBgbi9+yVcQ8986SxL5PzZo1a/h13xxqTaubai2f3cv8CPSP49i2t+ptZcuW5f79+9RsaUNoYDz9phdi0QhvTKWijBw5kqtXr7L38AZ+2VkcOwfjZO3tf1uRA533UPGHLzkz/hSRkZHMnj2b48ePExMTQ7NmzRgxYgT58uUjISGBtn0diIlMZOAvqlXUdsoIbtyOpmUPXzYuzk+zri+YOXMm06ZNowCFKU3lFIZ1VPvkIiLyylZa3iB983wUDh7q35uVn6T+/eidWVq3Q8pVO00vkea1NZ9r2XtZYu07JEni+L1fKOHQgJmLBtCkSRNsbD58hjw9PalZsyahsaHERcRhlseMjoe7plgQ+JS8efOGypUrRwYEBEyNiorKWMW8j+Q/z1D2I4SwsbCwuDFmzBjnyZMn546Vo/f069ePCMvDdBzskMILpEsqWfYgywIo6c0lknnYfmoKY0huS/Y4JfU0SYmJhF/34NWvO9i9ezdff/11uq6X04iJicHc3JQdDyto9eIcCKzEBufz+LyMo0wdb8K8XNXfy2vWrKF///4MGzaM7VuXsG2FA6cvRLJqq4Lu3btTpkwZxk78ke8mOFKnbcow9t3L/fC6H8X5Q28wMjJi3759rFy5En9/f4oUKcKYMWOoWVMVaXDjxg2q16lOl6PdufG2GACV7Lw4NfIflA4WeBx4hI+PD0WLFsXQwppi3YZibKmab8tGhq58oKSLX2mhWacoqVGVdFxKWrz0wp5RWrcnRVfuUGpS4JrPfNWCPpwZdwrfKy+pN6ch8+rMoUKFCsnOadSoEWevXic+MgwSEynScSDPdmWdxLskSQwdOjR206ZNj8LCwmpIkhSZZRdPQnZ4hoQQO4EwQBZa6AbYSpKke3U5FbLEMySEqGhqarr3yJEjucoQApgwYQJ2OGAmsl5iOj31Xd5s38mzn0bhPXoCsa/9cHFx+SyMITs7O6KDddcZC/SLZVJXT45sfkvDTh9c9QkJCURFRWFra8uPvzrhWt6cse09KFbWHLci3vTp0wdXV1csbQzxeaxqPy4mkVO7A1kz7SWe+x8TH5PA2QmnEULgWswKz3sL+W28LytnB7H/yQEKFStE+a8sKVvNmktHgsnv/CHsbn+Eki8rmLJ3QwF6DfHnxIkT/PCDqsTLa7x5ROYVadWVa6QvzcpPotbX8/Sqli0LMOi69gbn87y5F8CdDe4kxCaoJ0BywqyhwgSliR2dO3dOZggBFC9enE2bNmFjaoMwEFQenvUKk3nz5uX8+fPmSqVyuqGhYee0z/iPzw0hhImlpeWxb7/9ttCkSZNylSF05coVdu7dSJNu9tly/aThcakR7fWaRx2m8bjjDF79qspbdXPLcImQHIORkRGm5grCg+N1HlNupDFfNvFh1KDki/nh75Xb6tSpw9blDnw72I+T56Po1z2RJUuWcOTIERp0zMONM6oJfWKihNf9SNZMe8n2Ba8RCK4eC8HY2JiCxUwZNKwr5dt4sH7eO5rUuESPrnUpW9KECrUs6fRtbSwcLBAGH6aAhqaG1J/biLAXoQwdOpQCBVTiN/HhIXismUlCtH41FTXDojMbeaxqVn6SToNMV4idpvEFkBAZzZutJ4gLeJNinzK/kgJVHXGsVjCFIQTwxx9/ULV8GUhMxKZMVcwLZm3EkxCCRYsWGTdr1qyEpaXlPiFE6goSnxdukiT1kSTp9PtXf0D7CqIefPIveiGEk7m5+YnNmzcra9Wq9akvl6ncvn2bVUvWUIMm6nyKpOpuFp7BySSv5WPkekByUUxdq+ba0DSA5L8PvF8wkQthykiShNHdYMKvXgNg2bJlDBo0KF33mZMJCgrC2ELltdHm+SgyMQaTAo68OHUDS8sPISFCCLy8vDAwMMDa51f2rWqB33Q/en/jgl+IypM2ZswYAG6dD2V6CwOMSniSmAhOjoa88P0Qnnb06FEKmPSnjJux2ptTbUxNKg6qTBHPi5hZKDC3NKBYmZR1LmpWMWPsEFuaNm3KxYsXadWqFYcPH8aeAurnRVNZR87hGZGkXpXmvcvhcpqrdKtJvqKmC01vUIo6Vsg1goJ51diOkCJ2KTxUmsbX/gglwW/jOD3qBMZWJhiZGWGax4xC0lMK1XYmbGwo9E9gwUbdz2eLFi1o1qwZN27c4MGCu8xv/Fua95LZODs7c+LECfPatWtvEEL4SpJ0Ics78R/ZghBCWFlZba9du3a5JUuWGOcG+eykdOtdn75TCzLj8nfqbZr1VmTkiAITp3ACv1GthLvwPjqhvPbFOF31gpKSoh5OweSKnVUcvdnSQZXD2rJlS7Zu3ZpiYSS3EhERgUKS+NouGgtlLJD8e7LNvb85deYNlw474VbzebJzHzxQLRz9+eef7NjxEp92cSyfU5Bp8wJpXNdcrbJZoIgJIYHxHNv+lj8XqUKy7ByMCPRTGSFNutsxb9xp7iT2wMzCgC+UEXxR1oT+31pz5UY0fwcYY2wi8CxSC4WhQv3/kvNdA7cryVdmGX5+fhw6dIjWrVtj5VqOQufCUQiV4yHh3mOSmhtybqsuz4umEfLBWFH9TOrt0UZq3iDNKBzZK6QtR0ibp9NvxSFifAKIuPecPK06EHLGG/NyZTj33A2/f89gaO+gMzohb968zJgxg06dOmEb9Za25u+0HvcpUSgUbN261bR+/fq17t69uwz4Ic2TPg9uCSGqS5J0BUAIUQ24mNHGPqkxJIRQWlpanpw0aZJ1bnR/N183DStsMBLGaR6rK/n8UxLieYcXhzYCkLd6EwIu664hkFtZsmQJRXpoX20JDkng1aWXdD3xTTJDCFRfEC4uLjx9+lSdH+Xg4MC+DY606K5S7KlatSp1vg1gxcQXXOpgSqVyJly/HcP5g4X4onMwBao4UmVEdRo7D0GztOAG5/N871Mb34r1Uw3fAyhZ3JjixYtTvXp1Jk2axOHDhzHkQyhBibXv8Ohri29dVeG5qPbVMNt3lRXFXdMU4UgPOkPg9Dy/wtyByQyidsqIZAN98Ns45vzwjEo1THljnJ9/f7+Kfdm8GJoYcnvtLUp1K0tifCKPxCDq8UDbJQD416IET3wOYeValtot2xHl/1L/m8wkvvjiC3bv3m3eoUOHw0KILyRJep7lnfiPLMfc3Hyqs7Nzs127dpkZGOSuRdaQkBDe+sZRppoFOjR9PorUinrqQ1hwPP8MOcrra74oC1gQ8MQ/RxZK/RhWr15Nw9rmWCi1B91s3hnK1FF5KF4s5ZyiTBlVQVxZ7c3IyIghfW2wsVbw3VB/AHpPLsjjWxHsWPia+h3y8OciP4YtKExMVCIrJ71g5+MKKBSCMsqv8dRYrFIoBDWrmBHwfrtXoPbn29ZGgbGJYOrUqRQrVgwnJycilJb4NrCn0ImgjL0xGoQUMUhTICGtSIXw4jZaC9NbP08gpIiButBrarzZfpLwa49wnvEd3uPX4b9mDaYlSvLuyFHyfd+T6Kde2Ferkmobmy23k6+hAzHB0fy24Df69etHVufEGxsbc+TIEfMKFSp8a2pqeic6OjrrYvWyGCHEXUACjICeQgh59cUZUplYpMEnM4aEEAorK6tdrVu3dho9enTuGlXeE/vqLXR2w+BhSq+QjKYRlHDvMWb3PijJJV3R3+B8Pl2hTHJOkExE4UQonIjSW0FsSJDaECpZsiQPLh3V/8ZyEf7+/oyzDqCL84sUNXJe+cVjbmLOsvLaC3UuWbKER48eUadOHUJDQ1m+fDlGRj/g/24DcJ9p06bRvHlzahbcx7eDO7N6fn6adH6F57s1TP2uGxeu+bDBWbfLP2ldodR45BlLuRKhKBQKqlWrxooVK5g46lfsqaU2SDSVdeSVtnbK5DU25PfAunjygUQfb5AukioBycZOncH91X2xfp6gznmTVermtVSF6SZdPQ58/BYP9/tY1SvL1m5LWGCygHXr1mFubo5CocA14RkF+9gztoMnrxe4Mr2XdkPPwNQcK9eyIBTEvnubJVW+tdG0aVNmzZplMWXKlJNCiAqSJGVZBcJ38eY6w2QfRboD2Soe9FliYGDQ3tbWdszx48fNzMzMsrs76ebVnQrktRbY2BupP59axxBU3iKlt0K9kq9ZI0jz96SkdYy2sN12yggMXD3Vfz+56fnZGUIAb9++xTtCkeLeZWYHlkJY/YDCIWU4Ybdu3fDz86Nfv34AbNu2jYCAge+FZTbTuXNn1s34k6CgIEpVKECVRiqJ8ZtnQ9m7zpPVU+2JiUykW35V2Ldcv+iAhqfuw7iVvB5UmVc9+Ln8fkIC44iNkXB1dcXMzIwLFy5QzK0Ueas2SrKAlnzeIxs2gUmCf+RnSo5m0ZUPpIsLe0alaRDJURW6xBGSbtd81gH2XrpF3jL2nO02mdE3Qxk5ciTVqlWjW7duHLx0AoeBrQnc/w95WlbjzcFLaFsg2VR1Ha1ateX8lDPkr+RA7939OD36RJr3l9lYW1tz4sQJ80qVKs0TQjyUJOl0Vl7/ZHAZrANT1lsKfxfOR9go2vgk9Yc+Wc6QmZnZxKJFi9ZZt26daW4LNZBRKE2JC9Aek5rdKIw/rCxdv349WyaLWcHAgQP5dXEQx05HkJD4wTDxfhFH576vGTlypDrEIj4+nuDgYG7fvs3mzZuxsrLC39+fuXPncvbsWcaPH8+0adO4f/8+AwcOpHnz5gC0b9+eAvkNOXhMNdc9duwY9WuZc/5KFFdu6BcnnRqd21hw5lIk3333Hf7+/rRt25Z3ES+IT4hJd1uyIagZK51Wzk+5kb8nM3qStpEeCVNZpU5OzE46GbIraU/DhU3w+vsprfq1ZueunTiWdmTx4sXMnz+fbfNec+GvYHqOc2TRSG/27duXov34+Hi62UUR8eoZ5gWcMbLOg3PLb/XuX2YzbNgwg/bt2ztaWVltF5/rh+w/EEKUMjU13XL06FEzOVcit+GQz4BnPvHEx6nCbTUNoexCM8T38uXLODg4ZFNvPi2jR4/G/XwYN86EEvAqVr1dkiQGjQ0gMDCQ3r17q7eFhoYSEBDAtm3bcHd3p1ixYixatIgzZ84wYMAARowYwebNm3FxcWH5ctVif548eZg+cREnd6qMi3MH3mFjY0O5GpZsm/9a777K/xe5zpGMtZ0RlRtYUa9ePU6ePImTkxMmdvkJf6E7SkEeS+y26rfY26z8JPUrtf36kpYHSBfN17bCsqAVpauU5syl/TRu/hXt27dn6NChRN/zxm/FIWxbVCXGJ4AePXpordG0b98+PPY9wqqwNQ5fFsBj76MM9SUzcHV1Zd++fWbm5ub7hBBO2daRT4gkSd7yC7ABWr9/2bzfliE+iZqcgYFBQysrq0N37941K1Qo99aEmjJlCis8zmPfpR6Fvr4HpB4OJ3uOZFUwXTLY2uSR5QmpLhUUTYnlWCmacxzG29sbZ+ePC1/IyWzYsIHevXtTtGhRypYIQJLgweNY3oVaMGLECFq2bMmsWbO4evUqfn5+GBsbY2ZmRr169bh37x4VKlRg165djB07lsaNG7Nw4UIOHz6Mr68vSSc9O3fupEuXLoAqTEEIwZYtWxgyZAhflovFxtqAG7ejGdLHBgMDmPV7EO9CEon2cVWrBqWm6ubrF8/CrR1YsWKFStgi3oTqrt9z4tRhAJo6qpIzk9YVkp8JzedI9g7pqsegLf663MjftR6rGW8t57klZcGYHsn6oend1PRgxEXE4XnwMbauefjnx6MULFhQXaRWCIGNiy1fTanNiaHHeHz7MYULF1afGxkZiVKppE6dOgR+2YawZw95e+0k4S+9ss3gj46OplKlShHPnj2bGhUVlbpOcCYghDC0L2Mf12J9G63776xzx331zf/U5DIJIYSFhYXFvd9//925b9++udbgffLkCU0blcbzSpFkhZblMUVeGdemmgXJFzY0vTtpKVXqg7LoE+rVa8rff2uXa/4cCAwMxN7eHjc3N94GeDLwOxu27w0jAUfs7Ow4dOgQixcv5sCBAzx79gxDQ0MiIiJo3bq1eiw/fFg1Jvj4+LBo0SLmz5/PL7/8wvjx49XXCQkJwc3NDX9/f06ePEmDBg0IDAykdOnS2Fq+o1Fdc3YciaRUFSVjOpszafZb7jyI5dBWR1o0VKrzl2W1T02lv8TYOGYpKjBq1CjevHlDbGIsNSfXpmjjYmpPj2yAyFENmottmvt1oc1LJBtCqSn2aj7XMrqe76QkzWEDKHT3DP4+MXi4R3L+4Dtu3LhBpUqVyNezMW+2nKDEtvG8mLWNWX1/YsSIEcnaKleuHPfu3aPl5rbYutiyu9UOmq9txd4Ou1K970/J7NmzE2bPnv0wLCyssiRJ6V91TSdCiO1td37dzbqwFs/Q63D2ttv5KdTkfgL6AXvfb2oPrJYkaUlG2sv0MDkhhIO5ufnuPXv25GpDCGCF53kSYz+tMkpGiSYSM5SftSEE8P333/P999/z7NkzihVTSYCOH2pLsXK/sXX9UObPm4qDeSNcrNpTppQlIDj0904MDe++b8GdwMAGFC5cmIYNG9KwYUMCAgLIly9fsut07twZBwcH/vrrL5o2bUqjRo3o0qULd+7c4dAflblwNYplv+Zj6fpgPJ7GUrSwEYHuMTx/EYdLkQ8CD/sjlFoFDxwdDPlt1EHc5zcngXhMyiUXwjjme5umjhVw+P1SikKraaEZf63VQ6TDyJbjruV46wVjemg1iFKjrd3NZAaRkdKI0t3K4r7mJo41CvLi4gv1vsuXL1OveX1MrE1x+7oUs2bNYs2aNfj4+DBwypd4P1R54hLPWSIqK7BwKo7f2UMU7TiQ53tWpqtfmYWpqSl//fWXskKFCjOFEBckSfoEGRn/kV1YWlpubNeuXf7cbAgBGBgYEBWdmExFVNfiWmp8rDqlNhISJFyLGDF58uRMazMnYmdnp37/hRDM+j2IAT2tqVhzPNfPj6F8WSca1zMnuk93ChfqQFxAHqSEBGy/eowteQHY2HEjK1euxMnJiXnz5jF58mRMTZNLFltbW+Pu7s62bdsYO3Ys7du3p1y5cjx69Ii758qzbEMwXYc54P04iulzA3nmE4ebixFnL0XRomHa/1eFsREzLrzEquMwlDHRKIyNKdo4faFOcs6OR1/bVA2i1DxA8riUHkycwol5YUHMCwtMnMK59spZq0GUlC/rWeHjEcWuJX4sP12KSpVU45n3qoPkuVKc4BM3cRjYmulTxzBgwADMzMxYuHAhC/YuJMjvLT1GFqBDTW8OBNpRvJ0b7mtuQTaWGB03bpzBuXPnXC5cuLAQ0K84Ye6jD1BNkqQIACHEHOAykP3G0Ps8ob1DhgxRNmjQIDObzhYM81jx7ui/2CaaENW+mnoVPf/aD65o/74fvAsGZd3ehzHd1mxKq5KcPIGVJ59yWIOmFwg+eAwm99vE0a1vOLjuDUt/zp7JYXZw4MABWjQyp6SrMc9fxHPk7FIGdLfk4BZHOrdPnuBoaJh8TlOgQAHCwsLUf2saQjJ16tTBw8OD3377jX/++YdVq1bx9OlTBo8NYPD7Y1p9o2o7T94vsDD14dtv6mNjXhBQrXDJ33+JftoVHoUQGGKk9iImrf0DKnl8TdU2TTlr+BAul3QFODXkpFJtk6Nzy7TXDpKRn8+k2/WRfQ98GEjTkk0IDg5WF02sXr069VtZELT5H0IeRPGktDewhkmTJmER04CCrieJDE9E8UBB/IKtRBCKTT7YOKSrXvf5qShatCgbN24069mz534hRElJkkKytUP/kSkYGxv3KliwYPOVK1dmuFhfTiEfjXntn0CpSZ0x0ficV+py78MfBVOqwkFK748ub5CufBhdx967EsbeFQEo7IypWrWqXveS23n16hW2Ngqmj7bj+u1oNm7cSHEnievHnXEuZESZy47qY4VGHoqjo6O6oCeoDB9tODg40KNHD0aNGsX169cBVSHQOm1fUKet6piRI0dy+M4CAL6bOINf/jrEnp2qUcpr6Eh4/++Qa0PJXhX4MDk0MFF9NG7+WZa784erz5GjDT7k7Xzomzy3ia+lej7k8UqeByWdN6WFZki4pgfK8IJVMmVE+ODpktEn/+2FZzQOeV2orNyk3mZmZsa0X81ZMOw0brE3uCCpQrlPnTrFokWLsG9qT2xYDHkcDHlyJ5KQvw8TfzeChl900/v+PgVCCLZt22ZWsmTJngYGBocTEhL+ytYOfRoEJBM1THi/LUNkas6QqanpaFdX1/LTpk3Tv+pWDsakSH6kuHguHxhPfFzKWjfp+UDLaEpj64NsCIW/eML4jh7cOBPKT/MLq2OPP2cS/Uqwf5MjP88cxcyx9sydmpetyx1wSGzFgJ7WWlV7khoPcXES27Zto0QJ/eTn+/btS2xsLK9fv+bx48cp9p89e5a1a9dy7tw5TC0SMTZMXxLwMd+UhnJaaBY6/dRkRkgMQI1xNTnrdw63eiX59tL36u3r5twmJkqiaXd7fpzjzNWrV9myZQs7d+7k+PZAnj2I4ibn8OIBpphTOKAM9erVy5Q+fQwdOnSga9eutlZWVuuzuy//8fEIIYoZGRktO3DggPnnkMxvaCjo0s4Cz/W/8O7etXSdq68YTFLS+p54G5jA0rE+LBzhTfXm1lz5J0Ct7Pk58+zfovToVJw+3a0Z3NuGDYscCK/ZmY2LHXAulPbUaPPmzeibt+bg4IAkSfj5+REREZFCVXXs2LHMnTsXHx8ffH19MbBIXTs0vUV24YNIQXrydpIuKKeXpEIM+qLP4l21JjbU7xlJo6Y1mH/oQzrE2A4e1G5tS3y8xPJTpbCwsKBx48b4+Phwe80t3twJYPlkXxaN8iYhXqJxVztWrEi9UHpWkCdPHvbs2WNuamq6XQiRP7v78wnYAFwVQkwTQkwDrgAZrtCeaTlDQogySqXy37t375pltazgpyQxMZE6deoQ8MSYYvmShy/JlZblpEF5BUPb5FVeTZPzL+RaMnJ+UVLMNHRRJUmi1+a2DBs2jMWLF9OlS5f/i0EFYNyQPOz7O5yVv+Wjbk3VhEXTU5K01tM/iSnjdJcuXcqUKVPo1asXxYsXp2PHjim8Qw8ePODEiROUKVOGBg0apJmfcvPmTbp3746TRzmt19YW8yzn3Mj5Qbr621jxoYCybDzJ58g5a/JgknQSo8tLJHuDtOWlTR+0Wccdpo3mAKMZhw0gJUqcHnMCYwtjPA97oFCkNF4LFSrEq1evkm1r0aIF7dq1Uysr5RQiIyNxc3OL9PX17ZmQkLDnU1zjv5yhT48QwsDKyura1KlTvxgxYkSWFB/PKlatWsWiRYvIU0q1WCZ/3uXPetLPZ1plAXQpw2kj6TEvn0azcZwZVapUYdq0aXpP7nM7169fp1mTavzUz5axQ2wxNBRac4STcnf+8GR/e3p6Urt2bb766isqV65Mw4YNU3jUwsPD2b59OxYWFjRv3lzteU+NsmXLElW+EeYFCmu9ruzp0TRqkiqyaZ6jea4mSfN5ZKEG+fmR3xfZuElPOJw+tYQ0hSH05eJf79g8x5eZfxTnhzr3U+xfuHAhw4cnfx9cXFyoXLky27dv1zrGZSfjxo2LW7FixdnQ0NAm0qcQCSDrc4beixkVAvICtX+xH8UAACAASURBVFB5hM5JknQro21myn9NCGFkaWm5e8GCBaafkyEEqno1VatWRQhBZMw7JEn14ZMNIX1IT+y1NkPoAdeZN28ex44do0ePHv83hpCvry+rt4Zw4aCT2hDKCD/++CMXLlzA0tKSS5cu4ebmxpYtW9T7a4imfFGmIr/9tJD+/fvTunVr/vzzT1L73viu7QxC/NKOx9dVITs1tBlIutCnkK+MplGU2ciTrKQTLKEQ1JlVnwi/CIq3LEFcXMocvJ07d+Lg4EDRokWpVKkS+/fv5/DhwznOEAIwNzdn165d5qampuuEENrjLf8jx2NqajrCzc3NbdiwYTlr5pIJVKtWDe9XQcTHRhIXo3ulPy1DSBv6eI2v/hPMzB5v6d27NytWrPi/MYQAxo8fz29T8zJxeJ4U4dr6Urx4cR4/fkyjRo14/fo1Xbt2pXXr1urxqOyIBeQv9QWjfl3E5s2bqVChAvPmzePNmzc6x6yiC+dy/+FDTPMVzPC9gW6jRxeaxVZTIyNjpS5J7Y/hq5a2tOmTj6k9nuDh4ZFif79+/WjSpAnFihXDzMyMkSNH8uDBA3bs2JHjDCGA6dOnG+XPn7+GoaFhr+zuS2bx3qjbL0nSTUmSFkuStOhjDCHIJM+Qqanp+KpVq046e/as+eeoPturVy8uHfPmif9ZjAzMqFViAK9/Vq1iaHqFIKVnSDaGVhR3TfNamvWJps0N5OK1KA4de/tZ1mVIjWXLljFtzjrcqnQHkhuK6TEYNLly5Qpt26o8bT179qRRoTa84w3lRDX+CFjBli1bWLp0KV5eXpQqVYpvv/2W4OBgVq9eTXBwMOPGjWPN0j+xMitACYf6adZM0PQSaX7pp3Z+Ui8RJFcz7L9Pexjw6vYtk10vKboU4dKDPivLml6j+Oh4Tg4/zsiuIxg9enSK40+fPk2DBg2oXbs2586dy3DfsoqRI0fGrV279khISEi7zG77P8/Qp0UI4WJubn737t27ZrIoy+fEyZMn6dB1AEiJhAY+I2+vb/D79cN3p1wrTDMkKrWVdH3zh+4/jqFBh1ccPX6VL7/88mNuI9cRGBiIi4sL+ZYPwsDMJJkhoMujog8JCQmULVuWGjVq0Lt3bwbsvMDDZZMoNfhn7i4czYEDB9i6dSt79+7F2tqajh07Ur16debMmcPz588pVqwYAa5FCbtwCeeZU1W5Qqmg6SHSNDhSuxdtxpLcjpzHo23MkGsdyfOp1IQ/NPODUlOPkyMnNMc7bc+z5jFHt73lwg5L7t+/nyJSRJIknJycePXqVQpl2pyIu7s7NWvWDI+KinKVJMk/s9vPJjW5ZcBGSZL+zYz2PtrF8H5gmbxx40azz9EQAjh5yJ3I2BDyWbkRFP6cuFTqw6Q3vyNeiucFT4glGgUK/toUQe3WtgRExZPP3pCVm0K4fPXx/50hVOvrefg8OIaZ0i7tg/UgqVHxT+Iudu7cyfbt2ylXrhyxxGOJKszA3t6e4cOHM2zYMEClfrZ+/XoOrztGaarjy3Nu376NiaEFRez1TwaWJIkgv4fEx0ZhGGePqdGHgVLT4EnN0Eu49zhVeXdQGUmr27fMkBKPPmiqx+lzjKGpIcr8Snbs2KHVGKpXrx4rVqzQO7cru5k5c6bRH3/80djAwKB5QkLC56sV/JkhhBBWVlabJ0yYYPw5GkKgUpVLTIglKiwAZeVKxPl9KNCryxBKDc2J474j4Zy5FImlUsHdsGDa9M5LbREBLsZs3BHKwO+s/+8MoWKL5xP39i0RBgoMzEw+uj1No+L48eNs376dvn378vxtCApjE6TEBBQKBe3bt6d9+/ZIkoSvry9bt25l2IzfsKtYh0JfNMYh4D4vX/pi372Luq9pGUQA8UHviLx3n5jCzuShiM6+JTWO7s4fnqb36EBgpQx5JdMiPepx2hRfNXEpa8aahw8JCQlR1zKUEUJw8OBBjh07litqZn3xxRcMGjTIeM2aNauATF/AyybqAwOEEN5ABKpQOUmSpPIZaeyjPEPvB5Yz48eP/2rcuHHp1/DMJTjbVebVu9vkLfwlQa/vU6HBMEzMrHEZ+1B9jCymIE8+5RX4pGFMMSEx2B+w4eTJkxQuXJhy5cqhUChYunQp06dPJy4ujvXr1/PkyRMc8hnw/HpRTJ2fqOve/D9R6+t5eN7YiZGJBS8fn/ro9jSNIRl/f3927txJr169sLLS7dKXz4+WIrnAEWJiYti9ezft27dHn2r1586do27duigUCsytC1K+3hCEECnCIjX7lxTZwyTnC8kDStIvdc26IBnxAGlrTxNtIXHatiXllVc0P/fxYur4hQwcmPvVPo8fP06HDh38IyIiikqS9PHVed/zn2fo06FQKLq6urquvX//vtLI6LPQ+UmBS/dhPN+9EkmSsC1bFSMLa2xHqBQ379dQKUOWudwj2TnavEKSJBF0ejAbNmwgMTERBwcHRo0aRe3atZk4cSJGRkZ4eXmxebMqF+nYnwXZsiuURq2W0KvXZxORoxfFFs8nyvMJb7Zsx3nGFL2MjdTQZXAkJCSwY8cO3NzcqFy5sl7nG53ewqhRoyhVqhSSJKllo9Mi6ZzDtdcYTO10T/q1eYvkPiTNGyo8VRUmLSvQzWu5Ndk5socIUobYadYTSvrMymOPrJIoP+dJ0RzL5MLhmn2QSUiQWDrah9gANy5fvqz1mNxEZGQkLi4ukX5+fu0kSfonM9vOJs9QYW3bM1p49aMCHBUKRUtra+svR4wY8dkaQs3KT8IpT0USpXj8n19FKAyJiw5LdkxaqnKSJPHivA9/fX9QljykT58+3Lt3j9WrVzNt2jRGjRrF+PHjOXv2LC9uFcXJ0ZAL16KwUArevUu9aNnnhiRJPLtziLAgbwq51f+k18qfPz9DhgxJ1RBKijEqmdHevXvTo0cPnj17ptd5lSpVwtraGi8vL0q65CfA57rOYzU9RWmRmfVA9G1Pm1hCWhQsZsq3Yx3VRQVzO02aNKFevXqWZmZmY7O7L/+RNkIIpZmZ2bL169d/toYQgGm+gpjmLYAUH0uo5x1ird8C2ieIuvDzjmH+UG+WL1/O9OnTmT59OuXKlaN79+5UrFiRKVOmMHXqVNatW4e7uzuLf87L9r2hWFoo/u/GK4CoJ08J2LAF+67p++5OLwYGBvTo0SNVQ0iTgIAAevToQaVKlejTp4/e5/Xs2ZPZs2ezcOFCXp/ap86XTi/pyRtKj+hBUsPpY5CNIk0MDAQ/znXmzr1rvH37NlOulZ2Ym5uzcuVKcwsLi7VCiFz/BShJkre2V0bby7AxJIQwNjc3X7169WqlsbFxRpvJFbyLfIGhQuX6NjGz4tndw1q/GLSFJEmSxJVfL3Fz6XW2Ld/KkiVLqFSpEp06deLvv//m3bt3ycKGHB0dyWtngM+rePLbG2BtZZCs5sDnzqlTpyhRogQhb59Svt6PGBql7XXJShRCQbdu3di2TTWxkH+mhYWFBf3792f69OmsWrWK53f/IsDnZqoiDWmhjyGSWTLZ6SG1ft27Es7ZI+mX8c2pLF261BwYI4TIURWmhRDrhRABQoh7OvaXFEJcFkLECCFGZXX/sgNzc/PJLVq0MKtVq1Z2d+WTEvPWj4QYVSkIQ3MLQs7cJtpLfylj9/OhjO/oQUEXEy5evEjjxo1p2rQpM2fOxMfHh5s3byKP+YaGhpTL34mnz+PIn9cQKwvF/9V4FRwcTPPmzQlYu4F8vb7BvHSp7O5SCi5evKj+3d3dnago/ZzYo0aNYtGiRXTu3JnEuBhen9pHXIT+/9uPyZPShj5GlRwep+n51IYuj1BSXj2NJjI8keDg9Is75ETatGlDpUqV7IyNjYdkd18+FiHEJiGETZK/bYUQGS57keEwORMTk2FfffXVrFOnTmXusnQOxMXFBb+3kRibWlHAsBgPfY9SlzYYCdWAoCmPLYfIAZw8H8nQKZZcv34dpVK/tyrK2xVbNy/ePS5G8a+iWbduHRcvXqRdu3Z6u7hzI9HR0RQvXpxly5bRokWLHKuaFxsbi4mJCR06dODChQv89ddfeq3UvX37lvr169O0aVNO73nFU/9zmBhZcunmX/z555/cvn2bhQsX6kzGrPX1PJ1ty4VRUxM30JQ01YYsvysXANa2T5ekdlLkY3yrJx88b0rncKYEt6TPxyAaO3Zs3MqVK/eEhIRkSqW9zAiTE0LUAcKBzZIkpShu9l4JrzCq+PF3kiTpfrg+A4QQBc3MzDwfP35s5uTklN3d+aQsXryYn376ify1WhL+wpNEZQyW1UuxYoIqd0heUZcTz5NOChMTJYY3CGTLli161/ZK9CtBj0GvaVJPiceTWIxth6BUKrG1tc2RipCZyciRI3nz5g1Lly7VO7ogO/jmm2/Ytm0bbdq0wcXFhQULFuh13tixYzly5AhR5RsTdO8KYV4PKdSsGyv7tmX16tX07NmTtm3b6jxfHrNSU4qThYAysnCXmuR7eiImdF17885Qjp2J4I+9YVr350bu3btH1apVw6OiopwkScoUKy+bwuRuSZJUMa1t+pIhz5AQwsrAwGDGwoULP3tDCODAgQNEhvoRExVMUIQ3eZRFeIpKf15bnaCk/PNvd7p166a3IQRgYqKgRDEjrt6MISQkhGbNmjFz5szPOilVkiQ6duxIjRo1aNOmTY41hACMjY1ZtGgRiYmJzJ8/nwEDBujl4bG3t+fYsWPs27ePN6GelC3UClMjK6pUqaIuOjp37lyd51/Yk/YCvj6JqbdHp10QLj31h1LzBDleST5BiCYSMz4vMZAJEyYYAW2FEOXSPDiLkCTpHBCUyv6A9yo8KbXOP0OsrKzmDBo0yPBzN4QABgwYgLljUQJvnSPC2wPbltUIWH+UhPi0v6NePonGxMQk3UWOK5Uz5bp7NL4hrbl58yZjx46lf//+BAamv0BmbmHr1q1s27aN2bNn52hDCGDevHnY2Ngwe/Zstm/fzt27d/U679dff6VWrVrke3YFyyIlKVCvLa9P76Nfv37s3buXdu3aERsb+4l7r5vMinzQZTi9eBVPkUJGJPrlDmEffShbtiwdO3Y0NDc3n5LdfflIFEIIdYEtIUQePkIULkMnmpqajmrTpo1h+fIZEm3IdZQtW5bDhw/TqlUrWnxdGzs7O/b8dZXIqlWRUwy1rXwkJkqcPn2aMWPGpOt6CgcPmrYcTbNuS6hduzbr169n06ZNlCqV81zwmcWlS5d4/vw57u7u2d0Vvejbty8LFixg2LBhmJiYsGjRIrUCXWo4OjrSsGFD1qxZwxdfOXLh4DUkSUIO3dm8eTM7duygbt26VKtWDWdnZ169ekVMTAwBAQE8O32M4vnrEthCVc8rqWGjWXNIU9Ag6Rd+pS7Jo6e0GVGa0qpywWBALR6iy/hqa3dTvQJdCNW1EqVEME/kb9+dLF++nG+++SbHTyL0wdramqlTp5rMmDFjHtA0u/vzH8kRQrgqlcqvJ06cmOvj5PXBxMSE8JdPyZs3L4ERsKlJP9qt2kNoUDzz/D7ktGir0aLwHESpUunLrVY4eNCi833Kli2Ljc1BLly4QO/evTlx4gR2dpmjBpoTmTp1KgcPHqRgwY+r3ZMVODg40KdPH37//XemTJnCd999x7///ptmXRwhBL169aJGjRrAZYKDg7G2tmb79u306KEaD2xtbalatSq1atWiQoUKBAcHExISQnh4OPcf/YWlSxlK8+E90iWekFleHm1tZDSv9snzWGo2mMtx98Lky3fzs4nM+eWXX0x37979gxBizqeQ2s4i5gOXhRCy4lQn4JeMNpZuz5AQwkYIMWLWrFk5K5njE/PggUoj/9y5c/z888+EBj4jMtQvxXFJpbX3HQlHkiS+/vrrdF9v6NChtGvXjvnz5+Ps7Mz27dsz1E5uYffu3dSuXTtHe4SSYm5uzq+//sqPP/7IjBkzWLZsmd6x2LNnzwbgxIkTPHz4kDlz5hAbG0uZMmVYuXIlFy9epEmTJnh4eLBx40YePXrE69evsbW1xdjAjOvP/iAxIR5IPeRNRp/cIn2OSa32gz684w0GkcacPHmSwYMHM3/+/I9qLycxcOBAhRCithDii8xoLzzWhGuvnLW+XoZaAzQRQlxP8uqfGdf9HLGysvp51KhRhra2tmkf/JkQEBCg9srY2dlRo5k1B9cHqPdry7+IiUpk1qxZ/Pzzz+m+XpkyZRg/fjwzZ85k3759dOjQgXnzPt/Iyxs3bvDu3TsqVsxQRE62MHHiRA4fPkz58uUJCgri7Nmzep1XvXp19e9nzpzh0qVLDBs2jO7du9OmTRt8fX3Vec9btmzh0qVLvHr1iri4OMwcnHl9cg8epUI+yT0lJbOFhGJjJc5cjKJy5co0b96cunXrZmr72UmhQoX47rvvFEqlcmJmtXnHv4DW8eq2n2NmXSIZkiRtBjoAfoA/0P79tgyR7pmnqanpsLZt2ypcXdMuIPo50bt3b8aOHcubN2/w9PRkzi/TmDliNl+K9x8QLbVfNu0MY/jw4RmqSuzk5MSOHTsAsLKyIiZGd22j3M7x48fZt28f58/nrjySLl268Pvvv+Pp6UmVKlWoVq0aly9fTjMk0s7OjlevXlGwYEGaNGmCmZkZu3fvJjw8nLZt29K4cWPGjBnD999/n+Lc8ePH06xZM26uX03pgs0xNbLi+y61tVwlOZrGjixBCh+STjWLArtwJUU7clhoanlCmu1yxYqooCieDHzBut9Wc+XKFZycnPD3z60LUikxMzNj8uTJJjNmzJgNNM+CSx6XJGlQFlxHK0KIoZIkLU7yt4kkSTnuS0oIUUypVLYZNmxY7lhlySTy5cvHqFGjmDdvHsuXL2fNnBtUqVKFi7034FrUmDKoVvWrFvRRf26fn3xGxYoOZDTi45dfVIuy69ercpgzo6B7TiQqKoqOHTuyePFicpMqoa2tLZMmTWLMmDHMmTOHTp06sXPnTho0aJDmubGxsbRp04Z27dpRuHBhRowYwfDhw6lTpw7NmjWjT58+zJw5M8V5s4Dt27czYcIE3Js0wLxsGXXx1aSkXIxLO9w7tRA5zRIT7ZQRaRpLSfdLksSJ+TWoUOkVxsbGFC5cGD+/lIvfuZmJEyeabNy4sa8QYqYkSW+yuz/6IoS4IElSLSFEGCCBOkALIYQkSVKGwk3SNUsXQpgJIYZPnjz5/8orBKoJ7Pbt2wHw9PRk6NChRBJOmBSstQhmRGQi564oaNGihd7XcHd3p1q1agghsLa2plmzZty4cYNTp05x6tTH19rJqSxevJiZM2eS2+L5hRA0aNCAS5cusXXrVooXL86qVav0OtfR0VEluf7iBR4eHpQvX56aNWty+/ZtqlSpQqtWrfD21q4SuWfPHgaN6MGVJxsJiw7QekxaaBali3wbyVPpPmGZk0+ZrF2vY0858dMxevbsSadOnbC3t+fly5eEh+tf+DE3MGDAAEVCQkI9IUTx7O5LFqAUQtQGtRjDH9ncH61YWlpOGDx4sIFm0cTPHSGE2sNz584dihQpQt++fVm1WfcK/ctzPrRpo120QxuhoaGMHj0aIQRCCEqXLs2WLVto2LAhp0+f/mwLhR86dAhXV1e++Ua7JHNOpkGDBjx9+pRatWqxdu1aRowYoZfRamRkxN9//40kSTx//pxx48ZhYmLCuXPnmDRpEnPmzGHdunVaz+3WrRurV6/m7c69hJw+p96enrIM2li+IZitu1NXt0uvtygiLIEH/4azespL/j6zkS1btmBra0toaCgxMTEkJmZMXjwnUrBgQbp06SJMTU1/yu6+pAdJkmq9/2kpSZLV+5/yK8Nx9+kyhhQKRa+aNWsqSpcundHrAarCYbVq1cp1lnbjxo3ZuHEj33zzDQYGBuTFkSC0T0bPXY6iUqVK6BuacfHiRSpWrMi1a9cA1epTdHQ0lStXpm/fvtjb22fafeQkvL29uXz5MrVrp+3dyImMHTsWLy8vRo0axaBBg9izZ89Htefo6Mjw4cNp3749Q4cO1XqMUqlk2rRp2JgXxOP1xxnJUnwCz/7x4kjvQzzjIe5cIE5KOyE2af6QTFxEHLHhqnMlScLnzHN2t9zB3fXuFG/rxrRp0wDo168fkiTh6en5UX3PaSiVSoYMGWJoaWk5Ibv7IoT4A7gMuAkhXgoh+gghfhBC/PB+v4MQ4iUwApj0/hi9BxJJkmYDPYUQTYCVQI6TahVC2MXHx3cfNmzYRy/f//777yxfvjxXTYaMjY3Ztm0b+/erRAfb1d3GiXOROo8PvR5C69at9Wo7LCwMa2vrZKFwLi4uDBgwgOLFi2coGiI3IEkS27ZtS7fARE6hVKlSao9OvXr1ePPmDV5eXhluz8TEhJYtW7Jnzx769u2rtcaUEIImTZqQr9c3BO0/SGJ82p8hXYaSJEn4+cSwYNhzhkx4Q68h/uw+nFLpTR9hhcREiSD/D/oxAa9iGVT/AZO7PcHUXMGUjS5YW1tTqFChzzZFYdy4caZCiKFCiM9z5SId6P2NJYQQFhYW4yZMmGDx0RdVKGjUqBGlSpWiatWq+Pr6fmyTWYKdnR29evVSf9HH1nAlqJItR47vVL9krCwVREZqH3iuX79Ot27dKFy4MEqlkl27duHn50fx4sW5ceMGXl5eLFy4kJcvXwIqAYdGjRpx/bruQp25lc2bN9OxY0eKFCmS3V3JEDY2Nhw6dIg1a9bg6OjI48ePM0VdJyQkJE31wPKzixCqeIH/LT8e7X7Iwz/vp+sapQ0e4PXdr1z97TIGkQrmzp2LDXl5jTeOV6xSKMEBmO27qn4l5eXTaP7u/Ac7Gm7lr+8Psrf9Lm6tuEH9uY14/eA1V3+7pK5obmtry/3791mxIm1Vu9zG0KFDDePi4romrX+QHUiS1E2SpAKSJBlJklRIkqR1kiStlCRp5fv9fu+3W0mSZPP+d72LiAgh9gImwFrgV0D/QjZZhLGxcf927drplKpPD2XKlOH06dPY2tpy6NChTOhd1tC9e3f1/ee1M+Dla1Wu4f0a27hfYxtt7W6qX1ZWVlrHrODgYCZOnEi5cuWwtbWlQ4cOhIeH4+LiwooVKwgPD+fAgQOAahGvd+/edOjQgRUrVnx2oXI+Pj5cuHCB4cMzt4ZOVjJu3DjKlSvH7t27KVmyJPfuaS1Fli4CAgJwcXEhNQ/sb9+fw9nNlPBNR3hzL4CLM84TG5PSMJJzTbQxu/8zRrZ+zL8nQmjQoAF71hfg10XvtD5nBwIrcSCwEvsjlCk8RAnxEnMHP2dQ/Qf0qXGP4S0fMbLVI1p8a8+6K2U4sDaA3tU+vC9Llixh165dn52R7+bmRs2aNYUQomt29kMIYSqEuCaEuC2EuC+EmK7HOZWFEPuEEDeFEHeEEHeFEHcy2of0/Gfr2Nra2tWvXz+j11IjhGDatGn88ccfeHp60rFjx49uM6tpKDoQeOsCZvm111q0slQQFBSU4kNaZP6vVKtbl+Nx0cR3ao+RkRGmpqZ8/fXXeHh4UKlSJYoWLcqgQYPw9PSkbt267Ny5E6VSSZUqVVi4cGFW3F6W4ejoyL///purB808efJgaGiIgYEB1atXZ8KECR+1grx79262bNnCTz+l7r0uUNmRWtPqcm7iaZ4de8qd9bdJTND/ugqFIDEhkS7Hu9P+RCdGjRqFM8V5zmPC/fQPYUuIl5jdz4tvxjjSfF0rAh+8xcrJijZ/dMCpjjM/3P0xxTmlS5f+bJR5kuLg4EDz5s0TjYyMUiZ8fUa8rxkxAZVHqBWwM/UzshYhhIGxsfHw4cOHZ0pId5MmTVi0aBHVq1enTZs2ubKw6MJVwVQsZ6Jzv5WVFUFBKdXYxwwpzEP3Raz5LYSmTZsiSRIFChTgyZMn/PDDDyiVStq0acOhQ4dYv349q1atomPHjgwaNIivvvqKsLDPp0aLHPqX273aRYoUwcvLiwEDBjBx4sSPitLx9fWla9eujB8/Xr3gpY1vvrjD9C2uPL4VwZlxpwi47cftC+l7NmKjExk825k/7lXg5MmTtGqsJC5eYu229H0edy31IzY6kS3u5TA1V+DzOJqVZ0rT5acC2NindCSbmprmynmqPowcOdLCyspqnEjtn/fpiQEaSJJUAfgCaCaEqJ7GOduADcDXQGtU45B+rm0t6G0MWVtbjxwxYoQyM9+vZs2a0aVLFy5fvpzrcmIkICE6Ate/w2nqWIGmjhXUKxD7I5SUreNFYmJiCj3/6MceGOXPh3WdWgywykPTpk11hiYIIejfvz+xsbGcPHkSgP3796tjtIsVK8Yvv/xCQkLCp77dT0bv3r159OhRrq/wXLZsWby9vVmxYgWnTp1Sh4RlhMWLFzNjxgysrVMWMEvKpqrrODn8OJFvIwm47U8BGwfCffUzYoK93nF88N+U6lKGzdXWs6mqKt77mnSS2fN/5q+eB3hzLwDHK1ZEta+mtZ7W1OU9mbq8J6PHVSEkrgBLRnvT3bgLpqamvL7my09Gg9lUdZ267f8Xhg8fbm5mZjYimweXTEUIMVkIMTLpNkmSXkqSdECSpCmSJOW0mUITJycn0ypVqmRag46OjmqRgLQWKnIib4LiqV/zQzSM684BjPrrG/WrVatW7N27N9k5Ud6uHDwWwZzJ9tjnMeDIkSOsXbtW5zW6d+8OwKpVqzA0NOTKlStYWVkhhMDOzo727dvz5k2uydVOQd68eenUqRNnzpzJ7q58FKVLl+bFixd06tSJZs2a0bBhwwzncB49ehRHR0e6dk3bufBdlbs8uBZOZEAEw3sP58ldlScyqSCP7LVMSnycxJLR3gT6xzH1uzt0cLkFgHEhT3bvv8O4n2PpPjssmQdog/N5Njifp50yQu0laqeMoK15OKe3v2XnuhvUtT2GiLVDCMH1TQ3o4HJL3fb/C02bNsXMzMwRSLty/CdCUiE/gEbvX2mtkL+RJOmg/lIrewAAIABJREFUJEnPJEnyll8Z7YNeCjtCCBsTE5MmPXr0yPTB/fTp0wCZEsqQlRgIAxylItzmEl9ItTAQyWWHxZtS4Kbg60kdqTjwSyL8I/C9+oq3Ozyx79qJhMhItm7dmqqMqSRJuLm58fDhQwoXLszNmzc5e/YsZ8+exd3dnYsXLzJ48GDu37/PxIkTSUxMpEyZMqmuzuQ0hBAo8jlRY8JSilzULkZ19M4svdtrrFDV0fAbXlO97e78Tx/S4HshiN5NBlJSVOSI7xGcChbh0p4oDA1UK7H63sODBw+4ePEiffv2TXcfypYtS+AjlVcmNSRJ4tKs87h1Kk2pzinz/0aMGMHqS2u4v+UudX/VrTTk8D/2zjssiquLw+8ssPTeQUVQ7A0VxN6AoNgNYo8lUWP9omKJsWvsvUSTGEtijz1W1Nh7jyg2RJogUqRIZ74/1qXIUkQQUN7n2YfdmdtmgL1z7znnd5ZdIuSHJqQmxiNRUkYURQ4dOsTSpUuZOnVqnvFySUlJ3Llzh4oVK2JiYpK/iywFNGvWDC0tLf3o6GgH4GqeFUoH/ZDt2GVBEIRvAeN3MUQlBj09vRGjRo3SLux25S5FpS0BdlpIFQb10qXv8BDattDAwU4ty/nFbn9x53w022cHYdzkILqGyjy4HseNna9o00wDGysVJsx6TcuWLXPNHfT69WsuXbqEnZ0dYWFhnDx5kkGDBjFy5EhGjhxJtWrV2L9/P48fPyYyMpLq1aujrV3ov6Yi5eS+B5z/J4CjG8IIcpbdC12/jA3J/CTHllN73LJs9T+0jYLw15K7XH66l9Dblhz/bxE+Pj7YtRyEaUWHD+o/OTmZLVu2YGBg8EGJ5eFd/sa1+UtHcWL7a8KCkli0v0q2v5eqVaty5MgRXNo1p20PA6iUe1uiCNGxaai8ceHm49XY2NjQo0ePXF385Pj4+CCVSrG0tERVNWcra2lCIpEwbNgwtcWLFw8FrhdRNxUFQcgc5/GrKIq/Zi4gCIIScBOoDKwRRTGvuXO6IAi/A6eQWZYAEEVxb85Vcia/iyEPZ2fnFENDw0L/7Z88ebJA/0jFjVfablJTU+nYsSPx8ZGkuimnB/1trCCTiK4/vAE3Vlxjd/sd6FXSx7S+GabDvkW1nCUh6zcQ/+QJnTt3zrGPkydP4uLiAsDevXvZvn07u3fL8kvVq5fxXHLjxg1q1qwJwD///IObm1uRXHNRkRT1mrSkBDIpJJY6zLHiBv+iLepiZmaGsXZlnr++gq1p/nMTPH/+nL59+zJq1Ch69er1wWPo2LEj83bPx9rZRuF5+e7b6T3haItxXFl4MUcf6Dt/3ca8pjkB5/wJbin727IgwzokT7pqwX1Sk5Q59l0Uq1atolevXnTt2hVnZ+c848AOHz5Mt27dAHj06BFVqnweWb4FQeD7779XX7hw4TA+n8VQvCiKioIg/0Smg1tiFkOCIOirqqo65Wen+kPx8PCgZcuWpS7GUWL2GGd3WJq0lW6DPRk6tA/eA35BVVWSvptep6k2X/U2YlL3J+gaKlOtgSbDv9GldzdtHjxOYum6KP75Z1iu/VSqVInExESaNGnCtGnTGDRoEACrV69m9erV6eUGDBjApUuX6NGjBzt37iy6Cy8iEpNLn5tkZtSlehhoWXHTbyepqXMYNWoUXb7uh3F5OyRK+dMbSUlJYdKkSbx8+TJ9U/tDcHFxYfBgkbcxqWhoZ89hJ5fDjgxLZs/aUP71uk692orTuDVu3Bi3AcZsmB3E4E3ZN9beTzzu8YM5X333iotejQgNDWXFihXcu5d3uIk88f2gQYNyVM8rjQwYMEBp/vz5vQRBGFFEKRL83rlW54goiqlAvXfxtvsEQaglimJuAW0DgWrIrEjy+AARKNBiKF9ucnp6ekMGDRpUJKuV8uXLl7qFkBwlJSX27dvHN998w6W5F/D5+yEbymVIR2qaatF8Viu67XOn07auJDUbjGq5d5mYxTQ2bdqEVCrNsf2WLVsybtw4evXqhYWFBb/88gtnzpxh9+7dVK9enYcPH5KYmMjNmzdZtWoV69atozBiuj4laWlppL6NQ1mtdIuZqAua1KcFT7lPXFwctmatCYy4TURs/qy2N27coGPHjhgbG/Pjjz8WKH9F586dCb4alKtaj/fVWP6cH8yoRRVyDQZVU1OjRu9a+B59BkBKRCRBzRS3qyRVosXPrZk4YyIVKlQgKSmJ48eP5xlsmpaWRpcuXejZsycbN27MxxWWHvr06SNJTk7+WhCEzyW/TbwgCNnM9+8mzpRiGE+OCILQpXXr1slFkWRVTU2t1C2EMtOnTx/279/PyZMn6Tk0hLDXGb86iUSgwwBjfjlTnd8u1mTCWmv6fq2DRCJw70ESbdq0yXOjbefOnXTo0IHevXvj4uLCmTNnuHHjBo6Ojvz+++8kJCQQFRXFzJkzWb58OdOmTSvqSy50klLiUFEq/dlF6pbvQpqYzL59+3BxcUFLz5Jnd/bnq254eDgjR45k69atrFmzBguLD0+sqaurS9OmTbl7Mee4ofi4VOZ958tXvY2ybAArouNAY+5diGHrS1Xevk0jOCTnr6VOg43R1ldm0SKZVSw1NZXatWvnOWZ1dXV27drF6dOnC0UoqaRgZWVFjRo1UgCX4h6LKIpRwBnANY+idUVRbCiK4jeiKA589xpU0H7znKgFQTBTV1ev6eqa17i+TFRVVRkwYAD71A9xee4FKm2L4OcpRvTopMXb12957R2GuX3WL4qUqCgS/V7Qtm1b4uLikEgkqKtn/3KVSqXZsnjLsyBnDuaTSqWMHJk9SL00cPXqVVR09FBS0wAUm8zTQnK2GFTeNRTNFxkP3WYFGINrnZ8UHs/JtU3uivc+moIOuqIB+/btQ12qS2XTFviGXcRAyyrHvsPDw+natSs+Pj60b9+epUuXYmBg8OEXAZiamlK3Wl1e3QnFrGF2t9OYqBQ2/RxE9+GmWFXNezLXMNEkKTYRpeCXBC1Ygq5TGyx1FOcT1bbUwWG8Iy5ujniuqcjEbo/zbD8lJYX9+/dz4sQJhQn7SjPW1tZYW1uLDx8+bAWcLO7xFAJLgAOCILhn9st+l2OoROlN6+npDerfv/9Hq55+rjg4OHDy5EkmjTajSpMXNO6oT5/x5qhpKHH3Ygym5aUoKWdY6UVR5O9DMTg5OZGSksLbt2/R0NBAWTn740Pnzp2zeDvI56vLly+nH1NVVcXJyQknJ6civMqiIzz2OZYGOT+Y5zSfKMQ5Z5fD3JD3EfRefUUu4c26ZzxDvKkos8BYAoIgwcrQgd9++w13d3es63TittciEqs759r3jBkzWLx4MU2bNuWvv/76qN+jm5sbe/+9RmPXDBe1gf7N2VjhPGlpIof+CCMtDdxHmebZlrqWEqoaEmLfpNJ2cCDXbicS/6IyUml2jxOJRGDkggp4dl5GUNqfdB1qQvfKd3JtPzU1lfj4eCwsLEhMTCQ4OLhUb4y8z4ABA3SePXv2DfDJ5TIFQTAGkkVRjBIEQR1wAhbkUe2KIAg1RFHMnsW3AORpGRIEobOrq2uKoof1MjI44LGH0Lsh6FYeytAfldC2fc3+rgfhSCoHe+8jPjzDwyTy6AnS4hOoXbs2WlpaaGho0KtXL+Lj8+c/+znx+PFjnBvEctfzF2Jt9dJfiuTK88Px4LscD75LnFVa+isvPiQmKS9MKM/y5cvZfXEihy+sJVU5Msf2RVFkzZo1qKqqEhQUxKZNmwq8EJLTrVs3Hu/zyXY8JiiaAQ3vo1ylAism+uQrSFTDWIOIR+GErliB3fcNkNy8jfV473QXufcZ4xHF4OmW/Pzdc54+fZpn+/7+ssSvf/zxR6mzaOaHb775RktbWzt7QqZSiCiKu4E1wE1BEP4RBGGOIAg/AxeBxbnX/nQIgqAbFxfn0KFDh+IeSolGVVWVZesjeeYbioWYzOjWD/B08sZrvRGzej4h/oRMXWx/nCYrbiqx/2gcP/74I+bm5ujq6mJjY5NNHOhLICYmhqSkWKRPw0i9/yjbea0nHyYEZOkVjqVXOFpPorK8ChNF8T8vZqrwYqYKb+dX49TlC1y4cIFrh2fSoH4dZo9plmNb/v7+zJw5k4cPH3L8+PGPXtB27NiRG6ffEPU6Ods5Z/cg7h2JYPeW83kuVAC6VbqNRUVVxnV4hGCshqOjI0dOyfINddGMy/bSMVDm5122XDwcyaE/8hb1SEmRWZoOHTqEtrZ2gaxhJZnu3buTkJDQXhCEj87LVgDMgX/fSWNfB7xEUfwnjzrNgDuCIDwqDGntPC1D+vr6Pd3d3UunH9snRhAEdAwrUrf1GGIjAzjy10QsLS2p/U1dri25gqSTTKzDsFtnGvXSQ9NUizu+9RBUVNi7fBUN165l3LhxefTy+RAQEMDQoUM5sLlgu2P5JTfLUgY9cqz3lUVdQLbQklE3x1bMqYB3RDDm5atRya4bUVFRONeaiJJE9v0iXxgdOHCAGTNmkJCQwMaNGwvkFqeI0aNHM3flXIKvBmHRyDL9eExADKb1zXCc1DTfAct6Nvp02+tO4ptEtMvpkHw+kfAHrzGunbPYQSNnPYKeJVLPowexN2/lWA6gX79+TJgwgR07drBq1SpEUSxV4h950alTJ2H27NkdBUEQxNKsHf8OURQ3v8sv1BWoCcQBvURRLEkJ0JwdHR0TtbW1c/Y/LiMdg5Qm/L7UlBnjDQgOTaWR6xXu/lsRlx5BzKtniL6JChWrqzNra2W09JQ4n1AbLQttvLfep2fPnnh7f1hus9JO//79McAEqVC0wfOudX4i1lZmLfmQxZHNyiXp76v8nikBqq1icQAldVUsx35NK7evMPu+I3qxsfTbtACj+IxQx4ddpxMQEMD48eM5ceIE8+bNo3z58h94RYqxsrKidXcDtswPxmpy1nMPnyRx9Wh5rD5ArGTGX5UJepaApY0afge74XV2Ll3a5WwkNjSXMmGtNeM7PWLlpGh0dHIWH5InmF2wYAFVqlQptDm7pGBhYYG1tXWyj49PU2Ruap8MURTvAXYfWK1Q3dVyXQwJgqAmlUobf/XVV4XZ52eNol2Ya+uu0LBhQxJPrMemfSXMHS0AWX4ipVBZrIySjk6uKj2fIxKJhMTERB7qaBMXp87YhRlymgP9m2cpm1l6MzNPe6z/oOM58SEWqIxFUQby8T5bUB0bUSTAx4tnt/dgb29P+KvnmOjIFlbBwcHMmjWL/fv3s2nTJlxcXAo1kZuGhgb1htbn4XbvLIshg6oGRDyOyFf2bznvS2JP6zqNv0/tzXExNP5wXwBS9eOIfziP2NhYtLRynojMzMzo1asX27dvZ9SoUUybNo01a9YUSDyiJFKtWjW0tLTU4uLiagGlehtdEIRfgHvvXvtFUdxSzENSiK6urru7u3vpkicrRiRmMnfWCmYgT3NZr80LRoyayZoh8xjUW4fBvXWgkeyW3gmXPSxqmmqia/rleSLGx8eTUteKkLYytdKZw2X/Bl0043Ks02LEkPT3cjc1uXpcutuaV/gHjUO+UMqP5wNAeF/Z+ObW2Z9tvDXpQ/mpfQmYsxXnru7seXQt/ZwoiixdupS1a9fi4eHB+vXr86W69iH0GGXGkGbe9J90lQFWsjic/XGaWNTQYM1VWPgBwo3uVe7Au73PJ12e0HzJElbMEVHO5PaZWX67i2YcVIOjTdTT479zY+XKlRw+fJjHjx8jkUgYPnw4CxcuLLVx7+/j7u6utWTJki584sVQQfgYGW1F5PUU1tjW1jbxY113vnTU1dU5deoU2uW1OT/1LEcGH2JLoz84dcAIgLSkJBKePcPdXXEsyueKpaUl/fv358H1nCeS0oggCJSv5oy6jhnXr18nMs6f6PgQrjzdRM2aNUlJSeHUqVO4uroWSUbrcs3KE3o3hNSkDLlWNX111PRUiQksuApSv3798D36jOArQeztthufvxW7yylpaaJa0Yrjx4/n2eaQIbIHBW1tbSIjI+ndu7fCxI+lEUEQcHNzU5JIJLk74ZcObiOzBv0MPBcEwU8QhEOCIMwt7uzlcgRBEFJSUpzkCpxlFJypU6cy6js9DhyLw8zOjyHNvNk8Pyj9fMC5F/Tt27cYR1g8eHp6Ev8qKO+CpQy1ShaYj+rCpk2biLn8gLTkFIJX7OXZkGVs27aNefPmMWfOnEJfCAGoaypRy1Gb/y5lzXNUpZ4mz/5TJGCZP2xtbalatSq//fWGDn2DcOkRmGNZj87a2XJsKcLGRqbUKrcKrV27lj/++KPAYyxpuLq6SqRSaYETl5ZmcrUMSaVSJzc3t9It81VCMDMz4/YvN0lZlcLevXvx8PDg7d17SF2cSImIQKKunq/dhYCAABYvXsywYcMwNDQs9flZ1NTUOBBQm/P3GuFg6Z9jOblsOWS1EmXe5clcTl4mtx27zLxviZLLo0OGJUjeV+Y236+XOZ5G2siKM9zG7/VV/F5fZcmSJfTr1w9jY2NApqYWFhaGqWnewaEfwva2f+FXR7ZoKd+iQvpxC00LZlWbXuB2bW1tad+6HbZBtpwMOs7NldeIfBxOwx8aoaKuQnPHB+n3fePtCPz8/PJss0kT2Q5rTEwMkydPZt68eRgaGrJ79+7PIuO3i4uL2v79+zsBS4t7LB/JU2CfKIphAIIglAPqALWRZf7eUYxjk1NJKpWq2draFvc4Sj0SiYSBo0MYOBpu376Nvb09B38PY/eEm0gkAheCQ/IVPC6KIvPmzcPOzg5ra2uqVatW9IMvQtTU1KhlGsIVz1+yHJfPA5nnDTmZPR6m3OsCQLCVzKr2tIesnZrNMkIL5fOgKS+BrPNdbvOZfH5aOkHW1pB9h7OVUVRfbi1a+lcflGpG8ML7KI895uDs7MzqS7uxtbVNd18OCwtDX19foXhGQelW6TahXX+RJZbvdS99nD4moz56Y+yHH37g999/x/vJf/j7+1PNNYghs8ox1kHmtSy/Zy8thXzNVwAzZ85k+vTprFy5ktGjRzNmzBguXbrEtm3bSr2bt729PfHx8eUEQTAQRfHz2JXMJ7luS2tpabVv06bN5yINWyJQVlamR48eXLp0iehzF0mNe0u8z2PUKueeKez169ccP34cW1tbVq5cSY0aNahXr156EHpppVWrVkQcukzyq8INGi0JKAvKGGOBEkrExcUxduxYjI2N8fPzY+PGjTg5OWFmZsbbtwXf/coJT09Pwv98le4WJ4oiT58+pWrVqh/VbpUqVTh16hQODg503tmdt6/j8f4ruweYVF2Sr0zz/v7+3L17l+7duzN//nwWLlwIgLu7O6mpqXnULvm0atWKuLg4B0EQCt8E+Gk5CfwnCEKwIAgngP8BxsAJYHCxjiyDFq1btxZL+wNJScPOzo7Y2Fhq1arFpSNRxESm4P84gcaNG+dYJy0tjZs3b9K7d2+mTJlC+/btqV69OidPlm5hxbp16/LkeTJb95TuPEM5oaUnc99v8NVkjh8/TpUqVUhMTGTfvn2MHTsWExMTNm3aVOj99u/fn4sXL3L9TkL6sSdPnhTKfHX79m2SkpKYv8eWtu6GLBntR0pK1hBOVXUJASF5i5LFxcXRu3dvJk+ezOjRo/H09EQURXbs2CFbzJVyVFRUaNiwYQLQPM/Cnxk5TtCCICjHxsZWb9SoUU5FyvgIGjdujLKhAeG795L8KgzPjoqTr+59Zsd3M8phbGxM7286Yu8iU/VT0lYn2lQD65pV0+WJw8LCWL16NUOGDMHDw4PJkycrbLMk4eHhgXbTWrz4aSPx4Z+fml55KgMC586dY+7cueibVqGybXU8p66gZ8+eSCQS0tIKX5m4a9eu6Ojo8OJfP0DmsmVgYPDRO20tW7bk5s2bVK9eHS1zLex/aMSj3Q8JvhqEmCabYG6fjebkjtd4eHjk2Z6trS2bN2/G1dUVURSZMGFC+rlnz5591FhLAqampujq6qaR7smeP8QkCYkBWgpfKdHFog0wGggGVgJzgUdAA2QWr0L13S4oOjo6rVu1avV5OO+XMNTU1GgzIJpl/3vBS79EDM1UFKaDAFh9sjoGJqo4OjZEQ3Ik/bh6jQq4du/M3Llz2bp1K7GxsezatYtZs2bRvn172rVrR3Bw8Ke6pAKhpaXFrt/MmTTnNTv255wfp7SipV8OTV0LQl9c548//kC7iSOaBgb08hyHhoYGzs7ORZJfR1NTk1mzZjFzcUbslKGh4UfPVzVq1CA6OpqQkBBsamrg5GGAoZmUGYvCiYx6F7cVnswqT39ad887ZnvSpEnY2toyZ45MCGnRokXp5/7++++PGmtJoU2bNlqqqqpNP7Re0ksNxXPWy6JzLhMEYWJhtZWb1aemiYlJkp6eXtHKpnzBqBgbEXv9Jvqd3Ni3bx+TJ09GKpWSkJCAiooKSkpKpKaIbFvyklVe1bCwVuPA76+4cCgKm7VjkGioUnPrf2zYsIG7d2WuXLq6uty/L0vaq6+vz7x5JSYxvEIkEgnhe87j4eGB9477NBhhD8C1IJl7lyLXucwuc+8jr5dRNuO93N0gt/pysgVZZvr5vmteTmOwqpWMMVWxfa3G+PHjcXZ2xsTKnuqNByFRUqZr165MmDAh18S7BUUQBIYOHcqkdT9i7WxD8JUgwsLCePbsGebm2XMQfSjVqlVjksMkcICtCVsZ8dMITOqZEd6pCtcnXeHwwTPY2eUuDiNf7JiYmODk5ES5cuUIDAxERUWF5OTkdP/s0k7jxo3FAwcONAKya56XEkRRXC0IwgZki6JlyBZFY0qSSp5EImlWtnlXdLhXSWMlIPWORIxP5fr169jb2yOKIvHx8WhoyB56Dm4Iw6WXIdsmaxMQlMIf26Ix7NES456tifK6yalTp0hKSmLatGn4+vqipqZGQoLMIhAREVHiJYud3QP5VeMw48ePp12bJHR1lBS6xylyq+7SWOYyt79O1jlE7qqWubyi+rm1LZ/X5Opz+XURl5eb8k5kweSrbgQv/ZujR48iNTNDb0JbVAwMmDN6HO3bt0938y5sevfujef4Ybx6nYKejhJLliwplPyJsbGx6Orq4l5VJs9tt82XlgNasartK75a15CnUx/h7va/PHPdiaLI6tWrAdlzS8eOHTl0KCMlz+ci/OPo6CjR1NRsU9zjUIQgCJmVrgSgHnnnI8oXubluVKhcuXKJSqb3uaHTXLb4fuN1GltbW/r06cOGDRtQV1dHWVmZLVu2sGtVCPqmKlhYqwHg/1hmPUmNeYsgCGhN1MNgqglN/mhB9R9rETu4P2ZjRiAtZ5nnw2hJYsmSJTw/7kvIzZfFPZRCx8rInnKSLjw8pYlxeTskSrI9CDfHcZCkVSSLIYBOnTrx6nYISbFJXF92lerVq9O8eXN8fX0L3Kb8gWfHjh28efMGkGW1b7WgLS9OPefirHMsXbqUZs1yzlUBMjeaypUrAzBu3DgqVqxI9+7dAWg4UfZAq22iTQl61i4wtWvX1gJyzrxbShBFMV4UxQVAK6AycE0QhBKz+oiPjzeV/02VUfjY1VJFKhUYN+M1Lq3UGTVqFAcPHqRZs2Zoamri4eHB9evXObM3AgcnXSQSAV//rPlj9JwbcHJbIGd2hbJ5eRIv/7Mm6I4F/d210daSoK+vX0xX92G0a9cOR0dHxs14XdxDyZH2LtnTReQHVUsjrJcM41aLxui2ao7KOwGt2uOWcfLiFaYczTtHXUHQ1NTkq9Ya7D8ax76jMjGF1atXpy9APoY3b95w7tw5QCaC0GaxM6p6apz76QympqbMmTMnTzGjVatWAXD69GkApk+Xxd9q1quEeq2KtGrVKn1TujRja2tLSkpKueIeRw5Ei6LY493LnUJMaJ6XtHZh9VOGAoKWrEBcvJymTZty5coVIiMjuX//PioqKqSlpbF27VqeBYQzZ4fMw2b84b4k2gRi/8NlqjeIBTLUV1R1VDGrb86TKxLUbawx/W4Qp6fPZsGCBUyYMKHE/y7LlSuHdqeWXNkZiIVZxvOVIgtRZutPbqIL75Mfi5Ai3t+F66IZl37sfUtU5jGFkt0CkzlnhG9cILoaH2+lyQkdHR3cu7hzd/Rt1BPUMLcxR0VFhYkTJ7J79+4CtfnypWyxamhoyPr169Pd2rZ1+JPKWpXp2bVnvlSm5Mo9Z8+eTQ/GnTxZ5qf+3x93EJQEEiITePToUakPui7p/3v5QRCE5kB1oNq7nyZADFCi8gF8Dve6pKJp/ZTERFi3bh3ff/89NWrE0K9fv/QFjJ+fH05OTgyfVx6bWhpAHE3t1ZnyPwOGD/THzCRDSEAiEWhin+Fmt3GlGU87BdCxY0eOHTtW4oWBJBIJbcbcZHCjGFynWfO1Xva4z9wsM/K5qIvm+RzL5lY/t3OKhBPkKPJ4kJPZOiVPk6D5ImOBkBwTRVpSIlLdovuXHzhsN8OGDeP169f06dOHa9euMX36dDw8PD7KItWvXz+GDx/Of//9hyAIbHbYwOi2ozl+/Dhbt27N83tDFEXGjBlDs2bN0hOEN2jQgMGDB7N53y5SImJQ0tNk586d1K2bcx7C0kAJ/w6d+97nKYXVcGkP6i31CILA0qVLefPmDXFxcfj4+DB06FCUlZWZPHkyK4/XwNhCmv7lpFq+HNV71syzXWU9XSzGjmbamtUYdmxf1JdRKKjZWhLv409aYvZs1J8jr2OeYqSVu3DGx7J27VpiY2P5+eef0dDQYMKECfz777+EhoYWqD35Q0pISAj79u1LP66hocGDBw9YsmRJTlWz0LBhQ06fPk2LFi3Sj82fPx8fHx9ig2PpuLUr5VtW4MKFCwUaZxmFzlngeyAE+F4UxQaiKLYSRfFIHvXK+Mzo06cPzZo148mTJ0RHRxMYGMjgwYOxsbHB19eXFp0zUnFIpQKzJhpiZpK3DtPu380p3yAQ++ZWJCYmFuUlFAqa2kqYlpfifS126BTUAAAgAElEQVQ278KfATF+PmhZVUEognQQclxdXfHw8KB27dp06tSJWrVq0blzZ7Zu3Zp35Vz4888/8fX15enTp+nHlixZws2bNzEyMspXG5s2beLs2bPpn2/fvs2GDRtIiYjB8OsWmA3pwPIDHzfOMnJHFMXnAIIgGL37XGiKd2VKcSUAR0dHoqOj03fcunTpgoWFBV5eXhx50T9beUXWiMQAmVSnfCcnzioNVasKGPf2IGjBEoKCgrC0tMxWryTxfPx6+t+LZ8+MLViM7Y6KseKcBjlZiQCUL8iSAl5rlv0eKaqfE4qkvHOLFcq8q/ZrV7ccy6XefwRAopiAqBfDpUeb8xzLx6Crq5suGXr//n0CAgKwsbHh4cOHBZL0btOmDY8fP6Zhw4ZER0czadIkZs6ciaqq6gfloDh+/DgvX76kVatW6TtRBw4cSD//5MAjAs764233ZWW4L8F8j0xG2w0YJwhCOLJEsv8B90VR3J9b5TI+H7S1tTl//jzh4eEYGRkxePBgxowZww8//MDBZ63QNcz/Y0WW71RN6D9RhzvnHrFo0SJ++umnIhh94dGt0m1UVxxm0KBBnA2uhVWbigpjhxQhL5dbXNCHkp++M89rcquUHLnsN4Bq+XcLvBc66cein9zj9/kz8iWM8zEsWCALAbl79y4+Pj4MHz6c27cL7poXFhbGpEmT2LBhA99++y2//PILNWrUQEVFJT1fUF74+Phw/PhxXFxc0mNu5bHZAFXf3uPSwnMFHmMZH8wfQKfCbLBsMVSCGDZsGMOGDQNkcqZWVlYYz52RZz35QkgRKmamaDdrQufOnenRowdRUVG0bNkSJycnlJSUCmvohYIgCGzevJmjHq0InL+D8tP7oayTu1hBWkISUaduE3v1Icnh0QgJylg6u6NK0QR5FhYveUGXLl1QVf10+iSurq4MHDiQuLi4j1oY29raMm/ePObNm8ft27fp1asXu3btynfuibCwMMaPH4+SkhLVq1dPn1xPnTqFrq4uDXvb8/yYTFyhsHMwlVEwRFFcn/nze3mGugNli6EvDENDwywxfcrKyvjcjKWRS8ETcwqCQP9JFqyYsAIlJSViY2OpUKEC7u7ulMTk725ubhw4cIDW7VujrKEMOe/BATJ3q1Pn49m44w137ycRkQCN2+nRZabupxlwAUmOiSL+5Qvc3HLe6CtsatSoQWxsLKtWrfqoBL9GRkZMnz6d3bt3U6VKFZydnTl58iTVq1fPdxszZszg2LFjvH37ll27diGVSunRowd2dnbsvN6Z9VMDCjy+MgpEofvylbnJlVDCwsJQU1P76HYEiQTDr7sSpGXJjM2bWHv1Mp2+HYyauRnlf5qEzcr8uTV9KiQSCUa92qBpVxn/qZtIjZUJRiS+SeT58Wf8t+kuAef8SYhKwPfYM54NX8Fbbz8MOjWm/JTemDZ1JfDoNsQikKsuLNLENILwZejQoZ+0XycnJ6ZOncq5c+f40MSUAwcOxMrKim+++YZnz57Rvn17UlNTMf7JjMuBV3AY45ivdiounEuFxo4oOTqg1sudnj17pt8Ha2trDAwMaDjGAb1K+pg1MM8itV1GyUEUxUBRFI+IorhAFMV+xT2eMoqfV69eIVX9+EcKuxY6NJjjwNEri7j2dB1bDk7CuIIlZkM7UH3fzEIYaeHi6OhIy/ltuDjjHEdPySw8aWkip86/Zckvkfy+9Q3ejxJ54ptEqy6BjP7xFc0aqbN9vRmTf7XhyrEozlwq/FxzhUnEvcvoVrNDSyvnjdfCRkVFha1btzJ37lx+/PHHD6p77NgxdHR06Ny5Mzt27KB8+fLUrVsXi+b/0nG4hK8612f343p5trP3mR2DfrLkwvUDzD9gyeOgk6iqqhIZGYmqqiq1atWiXnNt2veXbb7+cib/C6wyPopCV1YqswyVUDQ0NJBIJDR3zJ4ITO4apsgiFGeVfRGg5a+EVoNWqFvJ4jNEUSTm8lVerl5HucnjC3nkH49PtxnQbQaenp6sGP8H6tWr8fjGLTo5O9Oosj23jt7i0LR92NracsXrDA0bNsyoPEIWj+K38wyp0W+JOn4D65UjUC1nnH6/rpGzKEPme5ruKpALcre8pX9lZBDXImsCWblrnJyX+KGGBp9aBlgut10QlJWV0dDQwNzcHHd3d86fP4+GhgaRTyNxGOuI16hjsCbvdsK27kDZyAh9N1cQRQSplKCgoCxldrXbDu0KNMwyyiijmNDS0mKTXzX+1pcp+sllpAf6y/I3KhK+kbsgZ+ZAeH1M7aCzU4YAo+eJFvhP3YSSriZ0LbJLKDDHhhzmcu3LfOXWnOYd9Xl4Iw5RFOnsMpSbj0KYtewCb9++ZerUnxk9enS6V0ZdQBi3kv8tmULN86kc/P0VbgOM6fk/83SXttxkuzOTm6udvPz5KzXSjw1891Pevnwuy4yuXypJCbFE3r5InVaj8nUvCpPmzQuW+9PQ0JCYmBhcXFwYM2YMFStWpHXr1lzzWsu30y05uSOc+1dicc8j+9v1k284vPk1M/+qhEk5Veo01ebhjbgsynPdK9+h+8+w6ecCDbWMglHolqGyxVAJZeTFMbx69YrU5FSUVAruzpZZDUaOIAjoNHEk/oEP4fsOwcSS6Zu9aNEi/nwTQcJzPyz+N5J9c+ann4uPj0dNTU2h8slvv/1Gi2G9kZYzQsu+KiFrD1Jh9oBPN/BcSBaTeMYD6tGkpKu2ZGHZsmUYVK7Eb499SCQN0+bN6NO2LVcuXqNmv9okvsk54FlufYz3eUxSUDCWkz0RJBLe/HsOqYU5/zWx/1SX8cUgCMIfQAfglSiKtRScF4AVQHvgLTBAFMXsT6ZllJEPbFYuwf/uHUxqF9xFLjekZgaYDe1A0MKdxM+MzzHha3HSuHFjFu6vyoltr3EfZYqDky7dKy8HIDU1lZSUFIVu0cOGDePwlVmE+CfS6VsT9v/2CnsnXRSIkRYLL7yPYFyhAepa+RMaKAnY29szZcoUPNcuQr9Pc5q7ubBt3QZ+/zOGlGQRI0spsVEpOdbf+8yOxIQ0/pgbxPc/l8eknCoRockc3hTGtE2V0NUt2W6NXwCTC7vBssVQCSQtLY1nR55i2aQcl27WLlAbmYUUcsKgkxsv167P8XxJIOTXDQqP5zYZ2tnZEXP1IQDWSxcQvHw1UV7BaNSUfYHJrT/nAzJ2yeT3K/M/RBxZyymyFFl5hWc7FmsreyCQy2gr1aoKyCxyT4L+YUifb9NzFpQWtLS0MB36LS9XrMG4b0+ivE6TnJzMw53e1OhdC4mKhFevXimUxE2NjSXy6Ani7tzFuHdPJO+CVuN9fNB2dEDpE7pefEFsAlYDW3I43w6wffdqBPzy7meeCIJgJopiSE6fy/jySHzhj5iYSBNnVTRNZVYfRRah/KDIWuRg6Q+Wahw5YMC1a9do2bLlxw+6CBjWwpthLbIfV1JSyjFGVyqVcnxbRr4ik8ivmL0oiE2bswv3yK0/mYUQ5Pf3gAJhoPyIKlTe9c5bwCot2xznr+uL9NpLvO95o6OT3XJUkpk5cyarzh/k7YMXGLq3xNPTE30zFc7uj0TXQJnwlzmr1h79M4x/90RgW0eDOk20Abh/JYYKVdSo20z7U11CGTkgiuJ9QRDGKjj1BrgpiuKdD22zLGaoBNJyTht8jz3D/oeidaNSNjZCTEziwYPsrnifC4KyMhKpFEG5+MUifMMuEv32JXPnvi+VXzpQMTRAv50L4Xv2Y9i9C15eXqibaHDsu8OY2pmzdOnSLOXT0tLYvn07b06fISU8HPMRw9ComeFTrd2sKdHn8pbO/vvvv4mIKDQFzS8CURTPAbndtM7AFlHGFUBPEIT87kW/v0OheMeijC+CpKQkglesQb+jG5qmuQvefCzGtU04evRokfZR3ChpqpWI+SrheQjBS/ewcePGUrcQAtkC1GSgKzGXH6Csp0m7du2IjUph49wg1LUkHNoYRmpqapY6Fy9e5MiRI/y1+CW9xpozamHGQr6Rix4h/kn4PYzPtd8bN258lPpdGfmmITAMsHz3GoIsIfhvgiB8cLBx2WKohJGamsqd9TexdLREp0LRmmIFQUCzQT08PT2LtJ/iRExNJdHfH2m54pMVF0URn2AvXkZ508C6V6mcWORoOTqgXq0qb06eRuzjgbWzDTFB0QRdDGDHjh1Zypr27UXf774j9tYd9JzbIrXI+qytWqEcKVFvSPB7wb1791i5ciUBAQHExsbSrl07+vTpw5s3b3B3d8fW1jaLclUZuAiCcCPTa8gH1rcEMksgBb47lieiKLrl9rmML4vly5dDaio6TfInovIxWLtWYsGCBbx69arI+youEp4EoWpVvCqacfefEzBzC6bftcfJyalYx/IxKOtqUu6nPrxcfYDwzm9w7WuEjr4yx7eGExGazJ07GQaEzTdq075jS/oP7oJrHyPsWuigkkkQRFVdgk1Ndc7ujyAxMZF58+Zx8+ZNYmJiOHToEIIgkJCQQNeuXalfvz43btwojkv+kjAE6ouiOE4UxXHIFkfGQAtgwIc2VuYmV8Lo27cvqrpqNBjtUKD678cIKYoZyuw6p6SukZ5B/HNFTE5BkEpzdR2UH1N0v+RkFleQC1tcmynbOfJunD3ZWt1F3wPw8uxB3kpDCQx+VCLlYfOL7+hxAIR49MXSxhqjXj2ItuiDVmsj4u/dZ/78+VnKJ/j6od+hXY4PSSmRUYjJyUQd86LuMpnb4JgxY9LPz5s3j7CwMARBICIigqSkpE8qRV7COSGK4vCPqK8oYK1stVnGB3H48GGmT59O+Znf5Cg4k5+8bvlFSaqEoaEhUqm00NosaeikhGNhrpruCpfZzVDuCqfI9VB+TNH9lrvXdemR4Raf7h73HvGPAghevJsT+w7Rpk2bAl5FyeBh1+kAWOw5wqs7ofTsZUStxtpM7PqIjoONqVq1anrZinGrsazkxpwdipVWO6nHMudVIl6XYvg69Gv++eefbCp3UqmUcuXKERgYyO3bt7OKO5VR2FQAkjJ9TgasRFGMFwThg7M2ly2GShA7H9TlyIkHtP2tC6o6n+ahL+6/++xMvsOhls3x23/ws1sYJYeEomxslB6n8ql58/guMc+8qdR7TKleCGXGzMwMFVNTYi5dQad5U/Tatib+P2/i4t5TMxKAXKw5cXfuodu2NRI1NeIf+jBo0CC0tLS4desWDRs2ZPx4mdKh3CIklUqxWbmEpJBQksNeo16tCn7jJhXVZX7uBALlM30uBwR/SAOCIJiKohhaqKMqo9Sw95kdv+8MpNN3utyrbf1J+gy5EUxERDhufaxZNOUwjo6OWZS9PgdiAqPR75NN8+STkBobT9Di3ZiP7FLqF0KZqdDKigfb75PSxRyLiqp0/s6Eu+djskiFC4JAbhk57vskEROXRtBdawyq/kODBg1o3LgxgYGBpKamMn/+fCQSCYmJsufwunXrAlB1xxRirvqgUbMiT78tWalMSjnbgCuCIMiztXcEtguCoAl8cOxH2WKoBHHV6w1G5ircCXSUPaqQPyGE/KLI+mE+6nsSAwIJ/eU3DAwMcHJyYuLEibRt27ZUqZ3lRPKFB+hYVkPzhSRf9zC3Movd/sryuVul2+l5L+TBwpARtHpx+BqqNovjzJEDNG7cuCDDL7H8d8ILBwcHUuvWQUlHG0EqJTIyElEU0/9uVMtZkvD0GTpNs1+7mJqKo4oqHd06cuTIEY4CT5484fx52b2T/wRZ7il7e3vCwsLwnzqLtKQkpJbmvN62g/AB32FoaPhJrvkz4yAwUhCEHciEE96IovjyA9v4BlhY6CMro1QQH5vKuQOR/LzLFjX97BYLh/esGIosFpmFAN4ns5CC/H2HoSJPHW1Z+j8/mjZtipWVFaNHj2bo0KFoahZtvNKnwM/Pj7dhbzGsbpR+zZlFEDLPM3Lm1pHlO55yr0uubUvMHpMWkqEl/f58BrB+WgAuPfuxeu7qAo2/pHLp5/O43nLlxPYHtO9vjI6BMkmJIgkJCen5HGvWrEng0wTiolP42e9rIKvHx+b7iegb1eOq7yygHbGxsWzfvp3w8HCOHDlCjRoyoaVRo0YxaNAgatWqxZgxY3i8ciXqVcsTsu4Qf6rWo1+/srRshYEoirMFQTgCNEO29TpMFEW5b2KfnGsq5vPaUinlvPCJp4rdp/1CV9LURKNaVfRcXQgICKB///6MHDkyi7tSaUZZQ5vk6MhP3m9amshP88Kxt7f/7BZCALa2tnTp0oXYGzcBMO7XG09PT16+zHie1mxQnwRfP94+eJitfsylKyQkJDBo0CC8vb2ZM2dO+gJo+fLlWcrKJxu5nKmShjrGvT1QNjTk3r17REVF8f333+Ps7Mz27dvLYosAQRC2A5eBqoIgBAqCMFgQhGGCIAx7V+QI4As8BX4DCuJy11kQhJGCIFTNu2gZnxvhoTI1LvOKn851VUlJoGp9TYbOLs+hQ4f4+++/uXz5MrVq1SIqKirvBko4urq6iKlpJL5J+OR9378Sw6UjUfz0U8lMtfExSCQSJk+ejNeOcERRpO3XhsREpmSZa85GOdG8oz6/Tg/MVj8iMpUxU8JYt24dFy9eZOjQobx8+ZLw8HBatGhBkyZN0ssOGDAAX19fNDQ00NOTKcvqtbPH6OuWnD59GlEU2bhxI23atGH8+PGfxd9tcSGK4k1RFFeIorg800KoQJRZhkoQahpK7F33CvPgyxjWa/pRbc0cLlPUnb62f/oxeZzLebJLSmvWcKXdst3U97hP7cX1WNVxFX8d/YvBXQbj5uaGkpISjRo1KnW+2k8ObKJSpUr80bMZHpfPARkS2ZljgD7UAncgvD4HwgfjoCDkfKB/cyoeLse5Gwfw8vp8hbaGDh3K1s7tMO5rR3PHEC7fq0q1RtVwWvEVe7vt5sWknxjzMozXyrvp0OY6quoZey9bfV5Sr84IXrx4QWB4OKuD/VE20Gdor97ZFuLJycmcO3cOa2trys2YQvCCJQTOlsUnua9fS/TZ86hVskG9ahUGeI5nwARPtOwb4P/nthx3i+Pj4+nWrRuzZ88ukX7dkkQhx/i1uKi8LbaiKPbK47wIjCjQ4DLoBtgBXQVBqCyK4rcf2V4ZpYhOBgmMiU5lSKP/MNtYeJlQFUlry5Fbkjq3vEUSU/EHes2Hi04v0dfXp1u3bvTp0wcjIyMqVaqEpWXxCecUBH19fb7r/x1Kx5Sgik+28+lWokwhQ3LpbbkVI7MUt9yStLHC+SxWofexfbuF/kMbs2/fUczMzD72MkokLVu2RD01Fb27r2ndVIMNU5yYNm4a+yIOcnXhJbpVuo3VDzcZMGAAP1rvQVNbKf3+vXnxBvReY2dnh8fA5rj0MqRmE4HH1w05ceJEllhWURR5/PgxT58+ZezYsZxWOsuF6XsB8KqkSq8fjnH8cCL1v2/Am1u/Ua3Kcrq5aTF64hWqVauW4/iXL1/O69evmT17don02tEIlqCakH3OSoouHTaX0jHKL4R2/WRJzfp0u1ms41AzUMd+nCMO4xujrKzMjz/+yIgRI2jatCnPnz8v1rF9KBoaGixcuJBBgwaRlpSUd4VCIC0ljXXr1rF+/XqMjY0/SZ/FgaOjI1ILQyIOXAag0YTGWDiW48nBx+ll7O3t+WdTGMNaeDO2gw9rJvkT8CSBy0ejqFmzJg8fPkSQqhCy9lfEVNl9k1t2Vq1ahSAIODk58fXXX9OgQQNC16xHxcwUZSMjNOrUJmLPflRMjDHq0R3NurWxGDcGg04dSHjmS5UqVVi4cCHh4dlzQSUlJXHs2DHs7e05e/bsp7lhpRhBEKYKgjAu8zFRFENFUTwmiuL8soXQl0fFhs9p3VQdmwrFE4+ZmYE/WfLj7za4urqyfv16fvzxR+rVq5dN4bI0MGPGDHbu3In3NcWCFEXBxo0b6devH87Ozp+sz0+NRCJhyg8GjJseRnKyiKmdGU4rvuL+prvpZSpUqEBycjKDHO4zqftjjg05jN+p5/j/64dOBR1EUcTvYTx7fwnl8rE3VKxYkYMHDwLw4sULBEGgUaNGuLq64uLigp6eXvrCpUVnfRLj09i3MQKnZS6Ua1aB9YtNObOvHEYGSjRv3pyBAwfmKMsdGhrK3Llz6dChQ9HfrC+QssVQCWLnihDs2+rQyKV4sxtLlCVU71EDUzsz7L89hsS8G9qV+/E60YxWrVoRHPxBcdbFTt++falbty4RB//5JP0FXwnExsYGB4eCKQKWJkyHdiB8/wXiQmORKElIiU9GyzzD4ta3b182XqvFtzPK0X+iBcoqAj+09+GlXyJNmjShXbt2iImyRWpqbCypqancv38fgHr16mFubk7//v1ZvXo1Q4YMIeGZL/rtviLl9Wve3vsPzfr1MOiYoewsKCmhXtUW08EDoHcPZv+9CxMrKyzHjcFmZUbwqq6ubvoiqFWrVkV+nz4D+iFLzJoFQRC+FQSh0LOBl1HyuX79Og8eJ7FtXfFbEhq00qFBKx0u1L2C/7AmhI9zRmtSd/qNGsZff2WPjSnJGBkZsWnTJlaMfcHbmNS8K3wkqakiW7ZsYexYRTksPy96d9PGUF+JXzbJXNNSElPQzDRfGRsb4+Pjw+KDVXHta4Rtl6pcmXeR27/cRE1fDYlEQlt3A0L8ZXOWt7c3J0+eBMDExIQaNWrQqFEjVqxYwerVsrgr7Qo6aJlrce5AJIamKjTybIKGSYb1rkolKTM8DXl4Tgdb80N0dHNgyv8MslnyZsyYgYODA0eOHOHSpUtFep++RMrc5EoQD/6NYvfv5tTTfsvMd8cUiR6878qlyJ0ms3ucnPNXamQ7Vt9D9uApd00Yf7hv+rnMAZaCIGBp2xK3hk1o27Yto0ePpnPnzlhYWOTz6ooPQRBYuXIlO6zLQ7e6OFi+U13M5EFxrfw7v4NMrnPvu9Nlvjdyl0P5fcscvPp8zVF+nT6/RJqyC5tnw5azItGaH7+bgsuadsQExVDJLas0abdKt+k2WvY+tV8qd8bdwcrKCiMjmSXUoU4drly5Au8S4M2cOZO///6b5s2bZ1t4r18vk4a91LErhoaGjBw5ktPLVqHbpiW6rVsiKGd8pamWL4dx317E3btP6B9beBsqEz4TRZEVK1ZkEWk4c+YM1tbWWFlZFe4N+nyIF0XxrYLjfwK3gHmfeDxlFDNHjhyhV1dtbG2kOChnF0fITTjhfXJzjcsv74sxqNmYU/6nPowdO5YnT57g5ORE8+bZBQhKIq6urug1sGLBcgGNqdldfTNf6/v3Ti6jLXt/npyQl1v5WyT16tXD1laxpPTnhJL5E1atf4CLiwsdhBNUlgikVknJVm6M60Nwlb2///V9jIyM0pV2OzebzfFtw7G0tCQoKIhff/2VdevWoa6ujre3d5Z2RoyQeSI/bfoUFRUVVq5cyabVq4j/9xaDp2V14TTQV2LSaAO+7aNLkw4BNHVQp31v2TkvLy+uX7/OtWvXAAgJCeH48eN89dVXhXl7ig1BEMoDWwAzIA34VRTFFfmoN1EUxQWFMYYyy1AJomUTdbzOxuVdsBj557oyok5Dfpq9mt69exf3cPKNgYEBuk71ib5wv0j7SQqNJCU8mr59++Zd+DNhzJgx1Oxdi7OTT/PmeRShd0Lottedb64NzlZWSUmJBg0apC+EAO7cuYNUKuXYsWMA+bKoNW7cGGdnZ4YMGYLF+DHEP3pCxMHDCstq1qmFRF2dESNGMHz4cCQSCT/88AN79+5FR0eHqKgoWrdu/UU8DHwE8YIgmL9/UBTFRCD700QZnz2tWrXC66yi9fGHk5uq3MegWsEErWkerLp9gk6dOuHr61sk/RQFNfvVwffosyIXhNnzTyzjxo3Lu+BnQo0aNTh37hzbl4Vw9kAEEaHJTN9cmT1P6yksX6tWLczMzNLjguShAsuWLUMqlaKhoZHnxmflypXZs2cPly9fZu3p6tjW02Dy109ITs7+uzUyVGJof10mz33Nhg0bEAQBFxcXpkyZAsg2IV69eoWrqyshISEfcytKEinAOFEUqwOOwAhBELLt3guCsCvTazdQaO7ZZZahEoS2poTft0bz/QC9XJOAvn8ss6Uot6Sh+UGR3KbWE5lJOdZW5v9qVK4u+mbVuX5ybhZpypLO733HMm+e4g3s9N1LBfG2nevIdt5ym7Dl9V++DCbCUIXExETU1dU/bsCliKtLLjNHfw7Tpk0j6mkk+379mwaj7Nnhu4OTJ0/SvXt3XFxcUFJSylb30aNHgMxf+8mTJ1SqVCnP/nx9fQkICCA6OpqAmT/zsGc/6jRrimG3zgrLm48cyp+z5lG7dm0EQUAURYYMGcKCBQvQ1dXF09OTRYsW4enpydy5c0udUMgnYAlwQBAEd1EUX8gPCoJggmwnr4wvDA0NDbwfJVGvpwt3dpwAFEs/K0oQmh+ZbUXWIkXH5BaOKfey9wOgammE6UBX6mpYcf78eWxsbBSWK2ns7/E3WoO0qPUqClub97+PMu5DZktQQXgekJKu1PmlYGNjw4E9XgwePJhIMZDfZwWiZ6iM4cIz/Pnnn9SvX5+ePXsqTNswc+ZMPDw8qF+/Pi1btsz38498wXmphojHErA/Z8+ii1HUsNdM/9uXC2T8b4geQS9T+Pbbb2nSpAmXLl3C0tKS48ePU7NmTZ4+fQpA7969Wbt2ba7CC6WBd2kdXr57HyMIwkNkT2Pv5wuKzhyfKghCNtftglJmGSpBLJpuRHNHdfqP/LDV/scugAqCkrKUatWqcevWx7s3fCratWtHYGAg0f5viqwPkzqmpKWKHD16tMj6KIkIgpBushfTRBqOceDR3w9ZtGgREREReHp6MmHCBCIjs8ucV6hQgQoVZA8ylStXzpd7oZGREd26dUvP2ZCWlkZqTEy2cmmJiaREvUFQVSUxMZHRo0eTmJhIaGgo69evT4MHUhwAACAASURBVJc+9fT0xM7OjsWLF+Pm5sbKlSvLJLozIYribmANcFMQhH8EQZgjCMLPwEVgcfGOroziwN7enupNBuFzZROBwcnFPZw8ady4MZcvXy7uYeQbQRD47rvv2LIrukj7GdRLh4ULv7x0Ya1atSI5OZlQ/yT6T7QgKjyF//3vf3h7e3P27FkaN27M8+fPs80D6urqNGjQAEEQMDExQUdHJ1/9zZ49O937ISkpieiUB0SFZTWqi6LIE98kBAGCQ1Po0KEDJ0+eJDQ0FD8/P2rWrAnI5skRI0bg6+tL9erVGTVqFBEREYVwV4ofQRAqIlMpvarg9Nz3Pk8prH7LFkMlCGVlgTXzjLl0PYHEwKDiHk425BYiOcrKpcuwqKamRosWLXh171WR9aEkVSL5bTJ16tQpsj5KKg4ODnz9T0/UjTXw+fshaSlpJCQk0KhRI/r168fSpUsxNzdn0qRJxMXFsWjRIqZPn463tzebN2/m3Llz6btnSUlJ3Lhxg3379ilclOjq6rJnzx6kUilpaWn07NkTiaYmUSdPk/YuA3jszdsEzJxL0PzFRB48jGaD+gxfvRIVFRVMTEyytGdsbMytW7e4fv06jRo1YsyYMbi7u3Px4sWiv3GlBFEUNwPWwC5ABUgAeomiuDXXimV8thiYVcfQsi7L1pf8XCmlbb4CcHFx4fKNos05lJQkfpHzFcgU4Ab8aMneX0JJSkjD39+fhg0b0rVrVyIiIrCxsaFp06a8ePECLy8vhg0bxq1bt9i6dSsXL15k8uTJPHr0CFEUef78Obt37+b169cK+/rpp5/SNwyXLVvGs/tvuXshGr+H8QDEvozFsV0Aju0DsGvrj3NLDW5eP0qMby1MTEyy/f2uXr0ab29vFi9ezOrVqzE0NGTXrl0kfSLV3A+koiAINzK9higqJAiCFrAH+J8oitl2AURRfP6unNG7z4W2Aix93w6fMRKzx6gDc+f9xs4/x3BiVzkq7xqafv5D3ONyy5eTuWxnt5wtO3Lz+6+Zjqnvky3WRVHEW+8xVarknLugJGJoaIhPiEz6ObPLhdxMrSjoNz23xQcE+aamFr0KUElkt9t2eCfuJooip0+f5uDBgzx//pymTZty9epVDh06xNGjR7l37x4AK1euzJJ4rl27dlkkXmNiYtDS0iIn4uLisLCwoEKFCiS+TeTKtp1oOTYi6tgJjHt78HjxcvTNTDH/3yiC5i/m1KlTtG3bVmFbDRs2pGHDhqioqLB+/Xr27NlTZiEi3R3h3rvXflEUtxTzkMooAVzYM55Xr/pTqaoF1fpa0NniVvq8UTMoexL4/IgpyL+Dc3OJy5xLp+ZlWT/yPDuZj2XOJffo6aNSOV+9CMywHmS+7vePKXKXe/9c5vqZy3+p85UgCGyYFQizZJ/9/f35888/2bdvHw4ODly5coX79++zbt065s+X5ba7cOFCFqGE5s2bM2rUKLy8vADYvXs3X3/9da79JiQk0KplW8pplGfJ0BP0nXoa76uxqFioE37rLQN66hEekUqzRuqMnR7Glv+zd97xTVbfH3/f7s0olD1kbxAQAZmyZIPsDYIo4GB+BQRBVBBEUFkqiqA/B8hGNihQ9h5llFVGSwttadOspk1yf3+EdKalI23akvfrlRflGfeeJO3zPOeecz5ngxEHBwslE56eTJkyhZ49e1KtWjUGDBjAnj178qKwwj0p5ZvpHSCEcMbkCP0updz8nPHWAD2sZRw8xxmyPwTYhhEjRjBn9jgCbuhsbUqahPGAKlWqWMypzcvcv38fn1czFtbOKuValmfHjh1Ur149R+fJ6wghaNeuXTLHIyQkhNKlS/PNN9+gVCrZunUrFy5c4MMPP6RLly6Eh4cnOEJTpkzho48+StcRAvD29mbv3r2AyXEq3aE90bv34FK6FG7VquLj44N3s6ZE7d6LW7WqtG/fnps3b6YrmKBWqwkNDQVMyj3ZaURYQK6jF4B6wECgjhBCCVzB5BxdkVLmiYYuBeSzzlf4+fnRpldR9vxfBMP+lzvqor081RYdg7QwqNWsX7+ef//9Nwetsj7379+naqWc7ePUvZMn42bu4IsvUmYgvXiUL18+QagAIDo6GicnJwICAlCpVAl9C1u2bMnYsWOpX78+LVu2RKFQ0KpVKxYsWEDz5s2fO8+cOXMSfn57bln2/xmJIlLP23PL4uDgwMSxReg8KIRlC4oz4O0wasyfz6xZs9IcLy4uLuHa98cff2TLGbLFNVSYcuN/Bq5LKZdk5BRr25CeMxQeEhJS8LWB8yAuLi68M7wQ366Ohlczdk56kSCzDLRZWtvSsUmlob+otxVIXEXatW9DsmMfBMfT5I2H7Fp1Mt/JR3fu3JmvNi/mpU6Vk73nlCuWlop+05OKTbqKWbFnPEtnLOWDDz6wF+KnwNwRftKkSQDUq1eP3r17o1Kp6NixI61btwbg33//pW3btpke39vbm5gTJ/H396dly5YJv5+h/+yiXbt2XL/3gFhM0rV37txJc5yBAwdy9epVdu3aRVBQULacoaCgIC0QnuUB8ga3gS1SynAAIURZTM5RXaAbYHNnyNXVNfrRo0fuRYsWtbUpLxyhoaO59N8ywsL60uuHdcn2Jb1emq+TliIVKdkW2TChoNyMpePNEaGk+8xz9qx3Hikli8bfo8XQ0Qk1F/mF9u3b8/aYWCKfGvAt6pju55ZeFMhM0miQeb+hqgdPn0YUKKlma2GuKW3atClNmzblyZMn7N27F39/f/bv38+WLVtQKBSMHz+eFStWZGmO1XODuT7gOr6+vgnp2w3b32faR4sZ+cEnAMyePZs333yTWrVSt0cBeOmll5gwYQI7d+5MM00vo4SEhODk5JTbBUivYepld0UIcfHZtplSyl1pHG91jy29mqGL9+7dc9dorCOdaSdzjB9ZmK27Veifpi44tzUfzgrnw7cL07hxY1ubkmmGDBnCQ//np2pkh/qveROli2Lw3tS9nuwkp1evXuh0Or7//nsA/vrrLxQKhUVHaOixkRSuVISqvaoz7MQoRpwebVG+u+zU/rRu3ZoqKz9I2Obu7s7x48e5evUqX3zxBYsXp1/z37BhQ3bs2AGQ0Jw1q/j7++uxXAyanziA6Ub1SAixD5gIFAf2Aam/BBvg6Oh46tSp/P4x50/cPH0p7FeF0LuZawaZXSW0jHBqn4LHD3XMnz8/x+eyNkWLFqVVM3cO+Fv3OSypo+ToJBjcS8PZQ6nTGu0kx8/Pj4sXL6JWq3F1daV3794EBQWl6Qit+NKP4r5OCa0mLN2vlHerUKtWLT6bmTyFc+rUqYSHh/P3338zZ86cdFVW3d3dWb58OUOHDmXfvn3Ziu6cPHlS6nS6Q1keIAtIKY9KKYWUsp6UssGzV1qOEORmZEhKGVu0aNGgc+fOVcsvjcoKEsVr3eHtsdNRPI5kxbumyEzS+qGUmOuALEV9LDVbTUlGcrkBHoXpOXLKmT823X/+wXkQtVoNrq6cDilv8T2btyWNDFnaZsa8LWXUKF4TgItX2lGhJUuW0KdPH3uTT0gWPStVKlUrG8CUBhC05w6KoGgUQdFEXHlCkapFeXw+jJn+/0tISZRSErXzJADxT1IXdZcuXZqZM2dmyC4HB4dspwzExMQQGhrqhimlLD/zAfAWJvGEE0A1oBEwEqiJqVmeTYmOjv73yJEjnUaPHv3iaNrnEY5umkpAwBu0b9+eoYEdcXZ3TlbDkzJKYal2xbwto7WZiVLc6UtwX9pWjfmzv0joE5Pf0GiMeHkmX7dOKcUM6UfZUpLSCd2vMlK+TNqJQsePH+fhw4cMGDAgw3MUZDw8PABwdXWlYsWKFo/x9/fnn/1qIp4a2DX6H0q8XJKYBwq+HFOV6dOnJxz3298mnYDIp6mf3Tw9Penbt+9za5DMfPbZZ3z22WeZfDfJOXz4sEqtVqfdrTdvMMPaA6arJqfT6fYfPnzY3kPCRkydOpWNGzdyLTBv1A5JKZn0STijR4/G0zPjF968xNy5c/FpWSfH53FwdsQQb7ko9eHDh0yZMiXbF60XicGDBxO4+QY1B9Siz/YBvDy+MZ4lvdCEa7h2LbEVQeXv3kP34Ak+LesQ99j2Clf+/v54e3tfllLmfe3hdJBSLseUyiCBpUA88KGUsq2U0uaOEICU0v/gwYMvZiV4HqBOnTq0a9eOgHWXbW1KAmcOKLhx4wa9e/e2tSlZ4vDhwwTeiad1s5z1711dBDpd2gs/w4cPZ+DAgWi12hy1o6Cwbds2+vVpS3FfR/b8VZpOqzrjW8MXaTCmqlv76f9iGDeyEPeDbX+LMBqNHD161BnI086QlDJACPGeEKKItcZM1xnSaDR7d+7cqbLWZHYyR7FixZgyZQpzF+cN/fizl3Qc9Ncwe/ZsW5uSJQIDA9mxYwfFh1hWErMmRr0BB6fUf15arZYePXpQv359Dh06lON25FcCAwPZuXMnI06Ppu1X7dm0aRNv/NCVVyY3xbOEJ+ValkcRFE2xOsXp0SNRVEZ56jo+reohXF3AaPt1nAMHDsQrlcodtrbDGkgptVLKhUAboApwWgiRwarGXOFyZGSkePToka3teGFZuHAh1/4IQBeTNxbw1n35iEWLFuXbBtjTp0/n60+LpYoMWZu4eImLi+XMo6VLl/LgwQMqVqzIhQsXctSO/IpSqWTjxo1ERUURcb0yb416kyXzirP2u5J0aO1J4UpFKFypCIp7CpYtW5ZwXtCZl3j4SE/PNzzR620v/hIQEIAQIlpKGWxrWzJASeCMEGKDEOINkc0C9udJax+5cOGCm0ajSQgL2sldunfvzpeLZ/PnEzdu9/8BSB4On7pzKGA5Pc4snGAJcxpB0q7faaUnmOe7EGqgXG2PfNuteseOHfTp04d/PZ7fMdosIgGJn1F6qYQp9xn1EuGQ+m/z/PnzXLx4katXr9KqVauMmv7CoNfrefvtt1m7di1+fn6U6lmG6+uv8sbqrrxZ6lLCcXcDNGy9EsKNqw9xdHRM2O4Repfyr1fkzj+3CF19nlvTbqWrGpcZHj16RGRkJHXr1s3wOTt27IiNj4/fbxUDbIgQoiWmdLgaz/71A5RAnpGTlFIaixYtenT//v2dRowYYWtzXkjKli2Lm3tJLs1ypFWZsRxZ8WOy/UnvN2Z6efqnuW9bpOlfS20QMiK9rVEa8u11NiwszBTV6lws1b6ElO3UmdsJZERq27ztltYJfXzqNMK4uDimT5/Oxx9/zKlTp5K1QLBjYteuXXTt2pUyZcpQpkwZKpcJZ0BPb/a83Jm9D0zPAEa9kStrL/LqR82TqcxeCNDRsJ4r8Xo4fUHH3LlzmTt3rlXsklKyf/9+OnTokGGhq/3790shxF6rGJDDSClnCSFmAx2BUcByIcQG4GcpZdrqSGmQ7nKDlFLh4eFxNb/JURYkateuzasdC/H5W3cJe2LqN5AbRaeWKFzMiegI/fMPzKN8Ne1bDq08k+PzxCl1ODo5II3JV3oqfTuB1t06UXpKX7r/t4rIyEgUCkWO25NfGH7qLeqPfJntJ3ZQr837lKozmMCN14mLiePttsmbEJ/Yq6DmK17JVN6MRiNPAyMpUqkIDcc3xq9+CXrP62M1+95+++1MNSd8+PAhISEhDuR/8QSAw8A4IAwYJ6VsJKVs85wi11wnOjp6w6ZNm+zZDDakYp1u3Lm4iajHgbY2hULFnHj8+LGtzcgSXZp+iEN8YZyccl6xVa3Q45hiHr1eT++uRejSzpnpb/0fV65c4f79/FkrnFMc31mO4UO7M2ZOGZb+W4zCHgH8uUVJ/x7eyRwQZXAMT29FUaFt8hrhC1d01KnhQutm7kwZV5iF3y20KLKQFS5fvkynTp3IjKjMhg0blDExMc/r8ZNnkKai3rBnLz1QBNgohFiU2bGe23Q1Jibmzy1bttTs1q3b85fT7eQIu//vCXPnzqVOhwW8v6gC9Vt4s+R/z5RfWqd93p2FNQGYvCixkDXl6pulFTdL+wA8fRzRxOTPlHwpJU95THXqM/FZ1MfSSmR6pIymWRJUAKhxtCoD3hzAb6//BsC1a9f4+uuvCVq3llLje+DzWh3ujPsWIN+mb1gblUrFqa9OcHvHLRp3mI2zq2kFs8ooswJU8h6fPUYX57ORdxg8eDB//PEHQghe/6oDrkXcKFylCEIIvMv64FPeej2lqlSpkuHvS61WM3fuXFxdXQ9otdpM/9E46iSF7lk+LSbKJul/4zDJaHcFpgghIjGJQlwBAqSUW9M7ObeQUu46cODAyri4OLusvY0I8P+eI0cGM3jwYKrUK08Vv9bsObAJSIwCJcUcrbAkBmC+1iZdADRHiyxFiFKKCHj6OObbaEakKghfr5eofSLxJm/OWEgqTmEm8bNK+zO2JLv9KCiWwNOO7PrTVOsVGxvLN998wzdLZtGovivrfyzF4RNagoND8PHJ2R59+QWj0Yi/vz9tugWzfnVJnNoWB6DkwoEMB34huahSoYqFqTO0LsfH+HP38F0qVaqEVqvlx98UHNhYhvciWhNWJxSfChlv7P48zP35MnIdlFKyZ88eLly44A4czNJ8IQY8LDwfxmpy5n4lhPgAGAFEAD8B06SU8UIIB+AW8L/MjPfcRFSDwbBl06ZN8kXtUJwXcHBwYN68efz9xx5WTH/A8o8eEK/L/eiQRmXE3cvx+QfmQaKjo5FIXEXmnI/MOEzx2ngu/3yR77//ns8//zxh++TJk9FqtVRZPZlCbRsA0PnVlsyaNcv+wAZERUXh7e3NzU03aDa9eYIjlB7ehZ34Yn1V7ty5w5AhQ9DpdFz++SJ1htdLWJHTx8ZjNFgvD/u1115Dq9VifE4tUlxcHF5eXqxZswaFQpEnnITsIqX8QUr5npSytZSyBKbUhHWYhBSsF37LJlLKMDc3t9sHD2bpfm7HSrRq1Yrz58+jig3nxO2fOXrq+YX3mVFDyyhalSHfPsBr46LwdM1+Fmpan6uUkvOHY1j6ThxffPFFQk+dzZs3s2rVKrasLc32X0vj5CRQxBipUKECgwYNyrY9BYFhw4bRpk0b6td24c0uqZuCW1oobfBOQyZOnEi7du24du0aK1asoGkjN2pXN6Un6mPjkQbJuiY/W8VGs1JtRiKjo0aNokuXLjg6Oj6QUtom9SjzFAPelFJ2klL+bRYpklIaMfW+yxTPdYaklLeFECH+/nlaXOKFoF27dny7pwau7g5cPrwCfXxshs5LiCJlE43SgKdP/nSGPDw8MJJzDn3EtXC29ttEdFAUx44dS7gQhYSEsP/YEc51q4hTYdNF06jVsXfvXiZPnpxj9uQXKn33NS/174uDhwfF6/lRuWvG63ucXR1QNurO8QtbqFjdBxcvF8q3SUxD8CzhiS4qY38jGaF///5IKXFwSPuy+dNPP+Hq6kqzZs1wdnaOwyRFXeCQUgZLKXdJKRdKKYfZ2p6kxMTE/Pz777/bZa9sjJ+fHy9X6E/lEi3pPeoRB45kvVfOqAdpt/dIb8FKozRyUjE0y/PaEkcHZ4wyZ9LSdbFG5r8dxNr5ISxZsoR33303Yd+a78ewYEYcrzZ0S1hY+nOLkunTp6d77XtRKPvxR/y5aRM+3g78urwkDhZqg9Pi0mtXGdhdQbu29Vgw/yMWfJxYD+ZZwovYKOtdtpycnJBS0rlz5zSPCQoKolChQqxbt446derExsbGzrOaATmMlPITKaXFvE0p5fXMjvfcNDkAtVq9Zt26dZ+0adPGnipnY4bUv8zgXyXlHCpzZcdCXrs7AQcH09e4a5/puav+V+MAiBwak+r8jPZwANNNJmlqWMCxKxjK5s+LYVe3ITjhQoyMSnAOk6YPpoWlzytlTyHFvWj2TTvAH6v/oFevXsmOVSgUOBXyxME9sThVG/iQBg0aUKSI1VQh8y1xj5+gOn2WOq+OwbtIOe4sTNynqGhyvNUVjAlCIWYREfPv+BdTf0X7blUuHVMyp7Mj7u5HE1ZCz9+9T6cRxXPx3ZhWVQFq1qzJ9evX90VFRdm7VucyBoPh7y1btizQarX2NFQbs/fKFwA0rDiA7oP/oV751tT6y/QYYb62WqqBTdyWeP1NzyGyxNPH8WiUBor4OWfBctvj5uyDQvMId0zZBLqHXkx9aLoOTk1xrGu5xDK52iGm+5ulVDqA2Fgjm6bfpVrJbpza/xtOTskfA6MVRipXTPzMDAbJyXNaFix5PbtvKd+j1+uJ2rkb71df4Zc1Km4DvTakdrbNfR8bDghItl04CD6f4Uu7Vh6UK+1E1UqmzJBfyvuz9kQMTvVyNwX67NmzxMTE0KFDB54FPLblqgF5iAw92cbHx/+6YcMGYdeYzxsIIagpGuGIM0+vnsy1eXWKWLzL5s+UAyEElanNXa5adVxlSAz7xu/m5XcbpXKEAHqd/xX90xikPjEqpfC/Ym9eB0RERBC+9jcKd3gd7yLlsjyOu5cjTTsVxt09+eXMzcOB6Isdn5vWZk22bdtGVFQUp06dUkZHR1tuS55LPJMbDRRC3BZCTLewv4IQ4qAQ4rIQ4pAQoqwt7LQ2UspgV1fXC9u3b7e1KXaecf7eeir5tSA0OrXCaU6kxwGoFHoKF3fG1S1/LuBVLNaUkOjL6KOtpwdiMEiGvfeYWJ3kl19+SeUIAZQu5UTQg8SeN4dPaPEr5kS1atWsZkd+xGg0UqzLGxhVaop075rlcYQQvN7CI8ERMuPlKbgaGMeDB2mr1lqbfv36ER4eTo8ePXBzc9snpXxhFZ0yFBmSUoYULVr03ObNm5sPGWKdlCs72WO/8W+mTp1KkSJF8F9vclJbTRgLQCFzOtg9zwxFP9KTKjXT0/c8j0JLMLLTyOwZbiP2G//m6dOnVKxYEffACBwdnCwWk6ZcpUy6z5LE9vWZASycs5D333/f4ryNSodw12igccn7nIuohFGrQ3XqBoP/HGy195af0Gg0rF27lrVr13Ljxg3cmzTGu+VrKB6YokBJRQMSf07c1+qwSa730rRVQOLv/ORFv7NV7ZksZabKzNpcmnWJzz77jDlz5mTa1pkzZ9KlSxdatGiR4XOcnZ0JCQkhKCjIANhMUlsI4QisADoAwZj6MWyXUiZ9Gl0M/CqlXCeEeB1YAOSplLesEh0dvWz58uW1BwwY4G1rW+yYWL/nK/r164f/yVoA+FMrYd+2Z20gzCIKlhwk876MRojuXtVSq1Ir3qycL5SCU/Hf9W/o2TOI83+HUrhmI2iROtPDjO5h6rqVUWVMn1NSYYqFy6IIi6rHv//+i6trailtABdngTpJ0fuvG2IY/taCrL6NfM/Ro0eZP38+Fy9eJA4XKnQbgXOoK3NWDgcgPVf+/HpTg/ekEaJRD1omqykyR/D6dPXiTvgHdOvWjRMnTmS6sf2OHTu4fv0606ZNy7CUNpj6Wa5YsUIZHR29MlMTFjAyvGQSFRX19ZIlS5Q5aYydzNG4cWPOn7ee+kh63AnQcPPmTfr165cr8+UERYsWpV69ejxV3cv0uZby0qWU3H94E7eXv0/zvCtrL1Hh9Yo4uprWHZQnr+NeszwlSpTItA35kRZ9FtOiz2Lqv/4hPr4V8fT05KOvlvG4dF2KzJxG0R5dM3XhTorZEUoLF29XOrzzhMVLP8vS+AsWLKBly5bExKT9EGKJ5cuX66SUq6SUtlSdaQLcllLelVLGAX8BPVMcU4tE5aD/LOzPt0gpN587d07cuZPpdhN2cohatWoRHByMMdZ6dXzpseWHJ0ydmjKhLH/RtWtXlHetl80QHKrnZkU3Guz60uL+S5cucfi4lp6dTM6VSm1k+141gwe/OIt3dacspdb7C/Bp0Rzh6Mjr3XpxQe2M1xsjqTzoQ5y9C1ttrqSpjEII/jdyDQ8fXOX48eOZHmv//v189NFHbNiQuTLVM2fOEBwcrAUOZHrSXEYI0UEIsVoI0eDZ/9N/CMgEGYoMPWP7jRs39JcvX85Urw07OUe9evWYM2cO1w9fAdJ/OPz4simFK2lUIyP1Q2Yn4M6FW7z2Wtl8r342fPhwZr7zCUVILExN2YAu6TZLuetJud3Sm+O7o3nbQvDgzp07BG68TuefuyesBMX4X6HQ6y9b4Z3kD6LDb3P/yk5iNVG8VK87NZuNRFP9WdPecNM/pgiQZb/BXDeU9OdOpesD4FXHJJlrrpUzkfx7Utf3QKUwYDQaM138++677/L999+zcOFCvvjiiwydo1Qq+fXXX6VWq7X1KlsZ4GGS/wcDr6Y45hImJbhvgd6AtxDCV0oZmTsm5hxSylhPT8+fli9fPmHp0qX5s2ikgOHk5ETNmjVx+vE2hT3KAHD/U9NXkzR6AcmvybVPmLJRej17cLR030q5WGU0GAm5e4m2bdta7w3YgD59+jD+vYm4XYtE1SLx19j3/0z3KfM10fwgp08SPTJH4Ko8+9e1nApV2dvErN1Lsb6WG9G+9957lH6zLlOUDUEJd/fcwauO7oVZvFOr1QRtWEG8KgaX6hUpO+sjCimKIhwzLhyVsiXCo9YC/5O1ktV1pYUQgmaN3QgNDc207YMGDWLZsmW8//779O7dO8PPakuXLtXqdLqlNl68yyjjMTVYnSWEKArPCuqsQIafDqSUeqPR+N2iRYvshUN5BD8/PyIiIjJ1Tlq9cdJCSokyJIbzK8/RqVOnTJ2bFxk+fDgqFGhIfWHKSu66o7PgwhHLAdMzZ85QumlZilQ2CSXoo1Vob4Xg9cqLkXttMBi46v8DquhgGrw+Eb/yjRIdoSxScmnaK2aWvj/9s9T3zKS6mZk3zySs888//2T4nDVr1khnZ+dDUsrgTE+YOToKIc4meaVcCbEUbkupMz4VaC2EuICpY1kIkH+7KqdAo9F8t3r1aoNSaU9oyCv4+fkx+9u+2RrjeU3HdTE6Ti48TsnGpSzWxOQnfH19KVGhMWFBJ6wynkuposQ9O0IliQAAIABJREFUDE9z//GTx6kzLHGxO2jPHV56o7JV5s4PlG7QDHXwHUq16UmxQf1x9vXNliOUFY6djmXEiBGZzkho1qwZ48aNIzw8nLt372bonLCwMLZs2SLi4+N/yoqtNiBcShktpZyKqb3DK9YaOFNLpbGxscs2bdrEo0ePrDW/nWxQuHBhoqOjMRpNzzhHVvyYrfGSrq5JKTmwPpItfTaye/Q/FK/jx4gRI7I1fl7Azc0NV9zRE2eV8Qr7OlP9ZQ+L+3x8fIhT6hL+rzx5Ha+GVXFwzd/RtYxy9uxZEA406ToXVw/rpRZkhkK+TlTvV5O7uqBMn1u8eHGioqI4cSJjDyJ6vZ758+drFQrF3ExPlnn2SSkbJ3ml/OMPBpKqUpQFkl24pZSPpJRvSilfBj5+tq3AFNBKKYOcnJwOrF692iZdau2kpkiRIjx9+jRHxo6+G8W+CbvZ3HMDYacf0XTGazkyT27j5umLPs46a9BGjQ7nEmlfi509nYmLMd2zdDE6nlx6TLkWmVtAza/o9Xpiwx9Run1fvCvVynL6dna5csj0ebu5ZV68efny5YSGhlKjRo0MHf/NN9/EOzk5/S6lzNyquu3Yaf5BSjmdlN3Ys0Gmlk2klJHe3t6/LV68eNSSJUvsqQc2xsnJCW9vb2LcTlE4rimQ2iEyr5abO1dDotOTlnDCw1uxLJ10D0+HSvy3dTONGjWy2YUhJ6j+ShW++24+rSYcTbbdkjOZXrQoPs7IzYtqXu9ruTFe+fLleRoWnxCNq3I1mmnTPqNnzwJTmpEu7d/oS5WX++Ls6onXLVNKm6Ji6s8qaSocpCWiYCJsUnPAFCEyBATiWKc6XTr2T3bM2C2m66X599uv7h2ibmXtAczciDAjbNiwAZ1OFyilPJWlyazLGaCqEOIlTBGfgUCyxH8hRDHg6bMmdTOANbluZQ6jUCg+nT9//usTJkzwSKtg3E7u4evrS2RkJCEdTNeBq81MQijpidiYxQGqPHwnIdUoaa1FfLxkx9KNHN4tmD9/Pm+99VaWHiTzKpPGmJp0+h81Kblauj5GDjV9ZkmFFBZ3/T+AhLYEX9Tbyj/nwzlZLp5rvS0LytQqB9OcjtO4vBs//qYg/o3u/NHWas+beZpVq1bh7F2YInWbASZ57DL7EzOGVVWffy+wdC8rfVjyqLVI+G7Mv8NNyjxg1IOWqSTmCxdyxLeIAw8fPqRy5cxF5RwcHChZsmSGjo2JiWH58uUGtVqdb9QxpJTbwHTvklJGSCmXWWvsTGtOqlSqz3/44Qd9eHjaoVY7uUexYsWIjEw7xf95KQWQPCKkjNYzb+Qduo4ozpUrV2jcuHGBcoQAypQpQ0hISLbGOLk3mg873cCnqBMte1i+SHp4eGBQaom9F0bEhsPcv3+frl2zLsmZ31DHhOJbpk6CI2QrKrR7icggLWU//ijH5jAYDMyYMUOlUChybpJMIKXUA+8Be4HrwAYp5VUhxDwhRI9nh7UBAoUQN4ESQMYKo/IRUsqzer3+3C+//JIyRdCODUjrfpWR+1RaTJj+hIinBu6fLcb48eMLlCME1rlfxUdEsHBcEDt+fsLwj0qneZyHu+DMpVh27FOxcKVHsmasBZ0vlv6Bd5W6Fp93suIIZRUvTwdGDSrET9++gjEs51Lqv/32W4Ojo+NOKWV+VJmx+sJdphNqpZQPvb29//jyyy+Hf/311/bokI0pVqwY4eHhVH4mIJtSAMAS5sLKlk0TVXbNDtHFH8/zZvcRrJi+Oocstj2VK1cmMDAQr1umfpjmC11SAYqUkuRJo2hH/4lizWchTFxagbnDbqc5T6VKlVj0yTymTJ7C4MGDmblnWb7PYc8o8+bNQxoNPC2mxcm5aML2QvcMFm8a5hVORUXHNG8qhe4ZKHTPgPuW1IEX83do/t56earp5Wkqyq6y4R2c/fzRP43K3ptKh/Xr16NQKO6ShxR5pJS7gF0ptn2S5OeNwMbctiu3USgU/5s9e/bBUaNG2aNDNqZYsWJcvnwZPE3XhPpfjUuQybfU6gASIxyQKARkFlWIexSBcv967ty5g7d3wVRRN9+vijmllhRPea00f1bbIhsm3LPOd15J6XpBjJ9clEnbY9J1Fr9Z6c+AAQNwdHRkwYJ5tG/f3orvJO8SFhbG46CTlJCvQhItDvN9xfw5p1cTZN5ncfGvdWKDdd1DL4vPXmbxn16eampWc+HA4Zzr1x0TE8OiRYviVSrVxzk2Sc5i9RX6LHUjU6lUc1etWqUPDs7pGmE7z+P+DSXvDliUantGxADMTlFSFPeiadOmjTVMy7PUq1ePgICANPc/rzfTk+A4XqrlTr3mz7/5Tp48GaPRyO+//07t2rUzbWt+xdzXx9kre4IJ6eFYpzqQ/qpdlQ3vYFCpiQt+hGu5nOkpGhcXx9SpU9UKhWKylNIegchjSClPxsfHn161apW9dsjGLP/9HOu3/Ge18eIeRaIp41NgHSGAmjVrEhQUhNGYNW0TR0eBNlbyzvBCz42aNW7cmNu3bxMYGMjAgQMLXFZIWnz66acAeBUuk7DNGmIIADfHFHnuMSlLFXYdUNP8FTccSt60ig0p+fLLL/UODg47pJSBOTJBzmP1+2yWlqmllMFeXl6rZsyYMf63334rWDHpfIaHSxE0cYn1EBlJN1jc9f8S8ohTUrSaL+fOnaMgN9etWbMmX375JeUcX0IIkbCSk1yi2URKp3JbZENO3TpKoQZlebPy6QzN96LcUJJSuER1ipaqTZEQ04paeikE5pXhpM0U7yysCZAQBQqb1DxhDMWzuqGk+dyQ6MSaVkUTtyuPn8SjQT3uz/yEnOD777+XGo3mvJTy4POPtmMLFArF+3PmzDk9atQo90KFcs5Bt5M+7p7F0Koi0n3QTHoPM18TzNLb25K0hgBQOxn5Z0XBXpR1dnamUqVKPPF4gnvJchY/O3M9Sq9mqVtBfHtaUL66G4ecfHgzA/O9iPerLYY4nEuVxDiqOdxPvs9Sewfzd/CotemzKn1YJuw318Wa70/VfjJlJJidItdyqoQ6YnPtW9KMngfB8Rw6pmHNNzkjZ/7o0SO+/fbbeI1Gk5+bcOWNyBCAWq3+bNOmTfGXLl2ypj12MokQAmlFJ9nZ05mdD3Zbbby8SKNGjXBwcCBMce35B6dAGiVhZ0Mp3bTM8w9+gTEa4nFx88nSuWZHKD3MN5r0okLmyGfco1Bcy+bM9xUVFcXs2bNjFQrF+zkygR2rIKUMALbOmzcv3ta2vMhsWDUWay7qOns6Y4jLD+1RssfIkSN5fHw3SQPPGa1RuXJcSYOWBTdyZg0MSiXOfsXxvP/8R+KUjpAlUi7UWSKlI2QmIDCOapVd8Kmcdgp+dpg+fXqsEOJHKeWD5x+dZ5lh7QGzXMAgpYx2cXGZPmbMmEWnT5/2fBFXE/ICVTvcoER5F7aq/VJFhSzVD5m3Jc3DNmMwSC4fEMyaPDMHLbY9Dg4OrFixgs7d++PVuDnety2rCZvz0sGk/CKNklOLjlO/Yj22DtyUW+bmO0acHk2h2nqKtwvCeDF5aqA5CmRmq9oz4XfSnCqwhERnSNv7Vdy3nEroL2RWkzM7QSkVAJN+ZwC6+w/Q3rrFw4P/ZvdtWeTjjz/WSSk3SCmtuirkGGtIU3jCJTLWmlO9MMTExExetWpVz7FjxzpXr17d1ua8kERERODknDyZJD0lOTPmCFHKdKK7R4YQ8VqYla3Me0yePJm5n32F44X7UNSkmJ/0gTutVKwLR2L47y8jBw8epG7lurlia36kzsuR3LyfXHFUUdERdQUjYMquTekoJY8GJR/PrJaYdNGu9GGZoPoHqZ2gXp5qdDojn3wZycR3cqYVxenTp9m0aVOsRqOxepqE530lnhbahjjGZa5fUkZ4trhlVbIcGQKIj4//ITAw8NGff/5pLXvsZJJRPVZw+Xj6TQUz2kw08Lwao9HI0KGWU+gKEjO/PY00GlBFZTzFInDzDZ7ejGT37t04OGTrT6fAowpV8XS/qddBZlR2lvwv7fRMsyNkXplLr6+W7qEXBo2GJ2t/o1j/vhQp8vy87cxy+fJl1q5dG69UKvNzusELg5QyzGg0fvrOO++o7aVdtqFBgwbEaqKIi01sep3e33xKUvbCW7FiBYsXL7aqjXkRZ2dnipdvSPiDcxk+JzIsju+m3Gfz5s3UrWt3hNJixOnRqEJVaGLSVtkzO0KZqSNKLzqUtNVJUqZ+GkHF8k4MmxCa4XkyisFgYPTo0WqdTjdJSml9DyWXEUI0FkJsEUKcF0JcFkJcEUJczup42Xqik1IalErl8PHjx2tzqpGanfSpVq0akWGWMz8yK1d6er+Cnj17vhA5w0II/Co05vG9jLWE0TxRc/mnCzSb2aJAF+taA32sHsU9BYWKVUq2PWVUKKeJ2rUH9xrVefzzWquPbTAYGDZsmDo+Pn5qPmpY98Kj0+mWnj9//vH69ettbcoLiaurK67uhYmLzX5v3/s3YpFSUq9ePStYlvfxK9+Y8OALGPTJG4ZbigpJKfnli0e0H+BLixYtcsvEfEv4lSd4VbBdtLiXp5pT52PZulvFT0tK5Mgz2MqVK40PHjwINBgMBaVx1O/AL0AfoDvQ7dm/WSLbOr9SypM+Pj6/T5o0aei6devsYgq5TOXKlYl4FIciUs9WUqcbmFfSPr5sKtgzr0gkXWHr6Xue4DuxHNrylG/Ojswly23L0U1TefJkONWrVye6blecnN0TmneahRSaPCvW1cXouD7lOp9O/5T/Df6fzWzOL3xTczEb3f6iynSTUM359XUAk4wuJK6uGQ16YjVPiQy5QvTjQHRaBa4eqyhfsyMNF5tu+HcW1kTb+9Vk54HlqNCoBy1pUuYB/idrob4cgObKVcpMm5Qj73HlypXGe/fuBer1+oKrQV8AkVLGCyGGjBs37t+OHTu6Fy1a9Pkn2bEqvbq9zl7dPXxalU1INUopq22W0IbE63DC+Z5q9HpJl0UhjB8/94VYvAM4u2c+vXpd44z6IkXrNUvSwDpRJNH8+f31TShxTyrz++ajFkayk5R1TX6ms3Nnxg08SLcOpxLuU5A8NU4aDESWiEUVdJ2YOwHoIsMwOOrwLd4Ct0rNcHBzS3a8OVVO3yIGUNOkzAMqkygGkpTwCD3DJoSxeG5xila3ftuf4OBgZsyYoVOr1UOfNdkuCIRLKbdbazCr5PoolcopmzZtUu3du9caw9nJBN7e3jRs48Op/ZlrbJky9/rH2Q8ZNKkUlSpVSuOMgoenpycKhQKjIe3Qd6wiloMT99KuXTumTZuWi9blX7Zt20bx2n5AoiNkRhoNRIZcIeDoj5zYNoMA/x+Ii42hXI321G7xNkVL1uTq8R+4+vsVAPTxsei0GV9FlkaJ8vQZItb/TYnRI7k/03Kn9exw9+5dZsyYoYuJiRlSgG4sLwxSypMGg+HXcePGaW1ty4vIsGHDUJ2/mO4xaaURmfn17xji4iSTJ0+2pml5Hnd3dwyxafefkVLy9/IwTuyJZvfu3QWuAW1OEB4ezulT+2hUz/JnFRv+iNBDW7m2YiaBP36K4uYlvCvVoly3kZSa0JOYI1cInv8V0mBASonu6eOEc02OUPpcDdTxxqBH9O/hxYCe1s86kVIybNgwjdFo/FpKed3qE1gBIcQaIcQTIURmaoHmCCF+EkIMEkK8aX5l1QardICUUsYIIQYNGTJk++3bt90LF86Z4i87lmnfaCL6yO8spsWldHq2RTakW+FzODqKhH2KyHge3nBkwe4XSxkwPj4eKSXHfvwdR0dBy/FjiFVFci1QR5TCSKWjW/nh/1wZM2IM8+fPf2FWILPD8ePH+WDmh7T+oi0AL/e7gjZCw/ngkjg4OxGx/hAvxRlZ+uUMhg4dipOTU6rPtcHYhoSeecSQTjH8umMNRUvVpmazkQm1R5+O/zVhBTRpM9weRc+xek4w3hc17D18lIYNG2JtjEYjAwYMUBsMhk+llDesPoGdXEGpVE7etWtX982bN7u/+WaW7592skD16tUxqKJwLafiUWuvZPuS3sN6PVPb2qz0AOBN70QnYPdBDf2GLHphmlib0Wg0GMp5oq5gxPO+A/GqGHTBChxcXNDevsN3mwqh0Thzxv88xYsXt7W5eZ7o6GjGjBlDn65elCrhxFa1Jx8N+4X6CgWl/Jw4flbL6IlPeHvsNN7b/gelS5dOdb8K7lmJci8r+LT1b8wbcYc7AVpe+tZUx2Zu8Wx27lNGQK+cULLkgxDmf/Yt48ePz5FnjNWrV8tz58490Gq186w+uPVYCywHMpPCNwqoATiTGB6VwOasGGC1K4mU8oCPj88fY8aMGfz333+72x8ccw9PT08ehVpeoO7lqWar2pOevucTHhzHt72G0QBvzy1LjUaebP7+CYMHD+ZFSxnx8TFJPy//ORqF0sj5/Ysx6HX0GK4hPNJAq2bu/PPP/hx5qC6o9O3blzLNy1K8nh/3/73HpdXniY2KJV46glHiVqU0//57hrQWTEacHo1nCU8urQ5hclfTtkr1e1o8NqkjJKVk9Zxg7l7VcvFEWMJ3mxX0ej2//PILAwYMSDXOV199Zbh582ZgbGzskixPYMfmSCk1Qoi+b7311sFmzZq5lypVytYmvTB4enoidaY6V9dyKnQPvaiy4R1u9//B4vHHd0WzdOJ9lnxajJ6dvYh8asD/pJZf17+Vm2bnCa5du0bk/fsIR0fCj15A8ygIxyKFMCiVCBcXxny3jIEDB+Ls7GxrU/MFK1euZN++fTy6VJobt+L49usITu1TUMbPkScResqUdGLDxv20bds2zTG8PE3PuiMamYIa3i1MQj+u5UwiIWlFOS8fV7L0w3ts23wg243uDx06hIeHB02aNEm2/datW0yePDlWrVb3lVLm2bYCUsojQoiKmTytvpTSasogVl1WUSqV7+/du7fdunXrKowcOdLuDeUSsbGxbNtcm2vH2yQrpjTfXJLWBwE49+lK6LKtLBwXhHBxokblqizb9VGu2pwXcHBw4N9//2Xs2LE0adKEA3vG07x5c3sEKBt89913jBkzhmNXDuPt7c2yT5cxZMiQDH+m65r8zPaw7fQkMdf9f9/uxNHRdL6poWry3+cp/wwh6p/daAMjibgalG2Bi0OHDjF27FjCw8OZOTNRZv706dPMmzdPq9Fo3pRSFvzmJgUcKeUJT0/PJf369Zt05MgRD7tCZO4QGxtL6UK+CQ+JS/7PpCY3qqll+ewdPj2BxUyeE8HUBTG44MDq1Wvx9MyYSmpB4vjx47zzzjsEnr/EzM9n0bt3bzw8PGxtVr5l1KhR/PLLL7R805XHjx8zcuRotq+bRWYaMzuWvAgkLpqtHHQHj06JrUsstTy5eUHN0on3mbripWw7QgBt27alUKFCJun6Z9HSuLg4evXqpY6Pj58hpbya7UmyR0UhxNkk//9RSpm2HGzGOCmEqCWlzHzDSAtY1RmSUmqFEN3fe++9U02bNvWoUaOGNYe3kwaXHi/nlUGC6P/aUO2nqDR7Dpgp1LYBwtWZyI1HKP/ZKAIGf/HCSkW3bduWW7du2dqMAkPfvn155ZVXiIqKom7dujg6ZlxW20yPHj04ceIEzV9rjjRK9PEywRlKif/JWjzdtoPYO3cpOXa0VZT+7t83tSBXqRLlf6Ojo+nVq5cmNjZ2lJTyflrn2slfaDSauVeuXOk8f/78erNmzXqxcq5sxI5bbxDHY8D3uccCLGx1gBl/fczt0V9TbtYQbk5eiYtL6n4mLwLFixdn8+YsZQHZsUCpUqU4e/YsQUFBlCtXDl/fjP1OJsXb25vIyEhGjhzJjh07cHFJvFel5QgtGHuX976qwOxB2X/2iI83BXz0en2yRcepU6fGBQcHn4iLi1ue7Umyzz0ppbXzkVsAI4QQQYAOEICUUmZJXtLqF38pZYCrq+ukzp07L71y5YqHl5fX80+yky1Cg3SUKO+a8P9qP0WZfjCJoyWstJlX1JuUeYChlwcHDzlQ5PJhHIa+mI6QnZyhQoUKVKhQIVtjNG3alL7/DGRr343MDeiOg4tzgqqU/8laCccpT5+h1KMwjl+4aLU0z7t37wImIYj58+djNBoZOHCgVqVS/WkwGDZaZRI7eQIppV4I0XPBggUBzZo1K9SuXTtbm1TgUUTGE/NUz9Sdpn52rkNNiw6RIeW5+qxOKCW9Wm/gp099WPPH77hM/ynXbLVT8ClUqBANGjTI1hhFixZl64836DbUg2WPqlMpsjI9fc+nanz/qkrBex/E8uf/badLly7Zth1MSnEAanWi47Vx40bWrFkTrVarB8qC21TtDWsOliNPwTqd7sfIyMitw4cP1xbc7yHvEB2hR63Qp7nf/IeYNP3AwckBvVaPd1l7zxw7eY8Rp0fz+EIoThVLIYSgkV8QF1ad5fGFMPRPo3i6Yxdh3/+EYdc+NmzYYDVHaO2Zunz/81cA3L59GyEEM2bM0B8/fvy2Uqkcb5VJ7OQppJTBGo3mzT59+mgfPnxoa3MKPFHherRqI4u7mlKJdA8ztmAaHy+pVMEZY1i1nDTPjp0sIaXk36NaitUqBsBF/xj++iaUzk5K1vypoN+YUJp1ecg777xjNUfIEFqV+bMTHTknJyfmzp3LyJEjtWq1uouUMu3Or/kcKeV9S6+sjidyylkRQrh7e3uf++ijj6p+/PHH9vSDHKTtV+25/PNFGju/k6o2w9wzB+DAEQ3+J7XoXcfy33//ER8fz4kTJ17YlAM7eZsnT57Qv39/AgICKF68ODdumMTbfH19GTFiBK1ataJZs2b4+flZZb6Fm6vx4yfBNGjlQ/WXPVgwNoiqVasSEhISrdFo6kopg60y0XMQQjgVci8d37TKKIv77zz25/aTI72llOnrD9vJFB4eHjMqVKgw6+zZsx4vYj1KbhEbG0upct7MWlOJn/SDAXA6aqq5+HS8SUyql6eaJxF6vvkhGi9PB6496Mi+ffvYtGkTrVu3tpntduykxyeffMK3335LjRo1OH36NAA1atSgXLlyjBgxgpo1a1pNkCk8PJzPZ1bjoL+Gv34oyZtvu3Lr1i1Kliypffr06Qc6nS7XQqhCiD9aVHt3kKdr6jRDbZyCI4HLt6SXJieE+BNoAxQDHgNzpJQ/55S9lsix/CgppVapVHaYP39+zNat9nt2TvLv1P3Ea+Jxmnwl3eOOntLy+dKneBhXM3PmTE6fPm13hOzkWfz8/Dh06BDHjh1jyZIlBAYG8u6773LmzBm+/vprevbsaTVHaNHW6kzvc4vWvYoQGRrHurk63nrrLUJDQzUajaZzbjlCdmyHVqv9MiQkZNfgwYO1RqO9fVRO4ebmxhtDi3Fgw9M0j9mq9iQuTrJweRSPI/S0bduWa9eu2R0hO3maefPmERoayqRJk4iMjGTq1KksWLCAvXv3MmTIEKsq09arU4pzl2L54O3CtO4dTJkyZWjcuLFWpVL9kpuOkDWQUg6SUpaSUjpLKcvmtiMEOegMAUgpQzQazRtDhw7VnDlzJieneqERQuDi6YzRYPkGbgrfamjzmjslijsy/YMi9OjRI0vF7Xbs5Db379/Hx8cHpVLJmDFjeOmll6w29p9//sm4ceOI05rE4Q5ufApR9fD39+eff/7R6nS6d6WUJ602oZ08i5RSKpXKYf/999+t6dOn51kZ2oKAh7cjRkNiVoq5OeWclcMBeHBTi9EIpUs60rebN2+//bbVFj7s2MlJwsPD0ev1xMTE0KVLF9q3b281hdqgoCD69u3LqVOnKOXnxI3bccz+MpLtO45QoUIF3c2bN0+rVKoPrTJZHkUIUUUI8ZqF7S2FEJWzOm6OV85LKc9otdrBHTt21JoLk+1Yn0YNodT91F29u3TsT8CNODr0C6Fj/xBq1WmFQ0l7r0g7+YO7d+/Su3dvBgwYQOPGjWncuDHWSO1VKpW8//77DB48mO+//57Zg+8AMHbYLLZu3UrXrl01KpXqq7i4uN+yPZmdfIOUMlapVLZbuXLlk1WrVtnDQznEmM5/ExGgsiiYMHXnUKYNj+SlV+4RG1eIQhV32MBCO3ayxvDhw5kzZw61a9fm9ddf58SJE1YZd8uWLdSvX59NmzbRtGlTLgToqFq9Cecv3ufgwYP6zZs334+JiekupUy7gLxg8A2gtLBd+2xflsgVGTGDwbAtNjb2o9atW2seP36cG1O+cAzu+DW/fB6ConRqFcXa1V2oWdUFgwE++OADe0TITr5h8+bNlGxVirpzGuDu687rX3fI9irbqVOnqFG/ODv//ZmiJZypUN2N0aNHc+3aNaZOnUqPHj00ISEhmzQazVzrvAs7+QkpZYRarW49derUmE2bNtnanALJyy+/zPkrOlzL3SI+MibVfu9XXwFA7eOdbaUvO3Zyi4cPH3LxwlGObZM0bwwDennRoUOHbI359OlTXu/ry9gJAyhZyZTBMGnSJNauXcuxY8fYtWuXXLRo0VOlUtlGSmnJSShoVJRSXk65UUp5FqiY1UFzTVNZq9Uue/r06TetWrVSR0VF5da0LwyvvvoqACf3KtAb4wAwBARiCAjEwUGwcuGzFAOFXRDLTv5h5pyZhJ59xJ6xO2n2cQsOTt6XpXGklBw7dozevXvzRvcWxMcZiQiNo8+4Ety9puann36iatWq9OnTR3vx4sXDSqXyrQIsSWrnOUgp72g0mteHDx+u2rcva79zdtLGzc0NAL0e2j82ifzoW8SgrmAKxhVq3xYARy+7kIWd/MNvv/1GjNJIqbpBeHkKfkunLu55hIWF8fHHH/NSFT9unFMTqzVSorwLjx8/ZsmSJYwYMYKNGzcyceJEhVqtbiGlDLXiW8nLuKWzzz2rg+aqyptGo5kVEhJStG3btsOPHDni4ePj8/yT7GSIGjVqUITiRBGO4upZfOs2x7FOdQwBgXQqXZ+YuYFdAAAPaklEQVSh3/rTu4snPTrZ+z7ZyT9U7VUNEFTuVpXtgzLfbDAuLo4ff/yRBUunEhdrRBVtwGiQ+BR14ts9NRjVJAAAg8HAsGHDYo8cOXJeqVT2tnWqgdRqMQQEWtxnlBG5bM2LiZTyghCiS+/evffs3r3bo1WrVrY2qUCxfv16BgwYQNA1LdRKsdNoRDg7UXzYYJvYZsdOVqhXrx59u3sxrJ83b7T1xNnZOdNjHD9+nH5T+xMREI6TuzN6rZGYKB1Tl1Xkq/eCEo77559/GDlypEqr1baRUtq8c7zhZhAGkfreZJBqC0dnizNCiLellKuTbhRCjAbOZXXQXO22KaWUarV6wp07d9a3adNGrVS+CBG93GPkpKG88sorbH6wLmGbY53qGGqUZ8I0PTeCyuNQ8qYNLbRjJ3Nc/T2Aq79fyZIjtHPnTqpXr86ajTPp/15JihR3pm5zL24GBhH+KC7BETIajYwYMSJ2586dl5RKZUcppc7a78MWCCHeEEIECiFuCyGmW9hfXgjxnxDighDishDCOs0vChBSSv/Y2NgeXbp00Rw9etTW5hQoqlWrhrub4N0OqRVNow/+h4zXs7dnXxtYZsdO1ujWrRt/b1fSY9gjXMpmzj8JDg6mV69edOzTkfKtKvBSJ5MWwPatuzEYDMkcoV27djFgwACVVqttJ6W8ZNU3kfeZCIwSQhwSQnz97HUYGANkWTwiV50hACmlUaVSjbl169bGNm3aqBUKRW6bUCDp4NCP3UsPERQaz6CJ65Pti1DextnRjeLG9jayzo6d3GXt2rV069aNMWPGUK6qG2s+C6ZFt8Kc3BtFhQoVEo4zGAwMHz48dseOHVeUSmU7KaXGhmZbDSGEI7AC6Ixp3X2QECLl+vssYIOU8mVgILAyd63MHxgMhoNarbZn586dNUeOHLG1OQWGSt59iddL3mjrkSCk4FpOhTQaid69j5LvvUu1avYGq3YKPhEREZQrV47Hjx9TZ3g9bvx9DVWoinsBQXTq1AkHh8RH9Z07d9KvXz+VRqNpL6U8bUOzbYKU8rGUsjnwKXDv2etTKWUzKWVYVsfNdWcIEhyit27evPln8+bNNZGRBbZJbq6x3/g3OmKJCr5CcOB/qKoWTthXxLMC8YZYroXs5ORJu0qwnYJP/fr16dGjBz/99BNVfIZx8dwt1nwekuymEhcXR58+fbTbt2+/EBMT01ZK68fzbUgT4LaU8q6UMg74C+iZ4hgJmHOVCwGPctG+fIXBYDig0Wh6dOnSRb13715bm1MguPcwHlcXQeGWOiqvH4vuoRe6h14IBwe8X2tGxJ8b+O6772xtph07OY67uzvTpk3jyZMn+AYU4a+Vf/HQ/z7FixdPdtyGDRvo37+/8pkjdMpG5uYJpJT/SSmXPXv9m93xhC1rhIUQwtPT8+sSJUq8c/jwYY+yZcvazJaCQAeHfpyVhyjR5A2Kla2P163ohH0GYzzXH+3FYNQTGh1gQyvt2LE9arWanj17ak+fPn1MqVR2l1LG2tomM0IIJx+KxDcR7SzuvyuvcZdrvaWUaXazFkL0Bd6QUo559v9hwKtSyveSHFMK2AcUATyB9lLKLOdcvwgIIV7z8PDYs27dOq++fe0pXNnBGFaNn/9Q8OEaX0qOHZ1qv+b6DR7/8DNxOl2Wai/s2ClIrF69Wk6cOFGh0WhaW1JTsyVCiD+a0WmQp/BOtU8r1Rxj9xYp5Zs2MC3D2CQyZOZZDdGUsLCwLxo2bKi9du2aLc3J9+w3/o0LrojTVwGSRYcchCOPFTcoXaSurcyzkwnmzJmDEIJ169Y9/2A7mSIiIoLXXntNc/r06R1KpbJLXnKEMkFHIcTZJK+xKfZb0h9PufI1CFgrpSwLdAF+E0LY9J6Q15FSHtNoNC1HjBgRtWzZMnsfomzgUPImfsUcaeAehEtZJa7lVMn2a65cxbNhA7sjlA+4dOkSQgj69OmD0Wj/s7AmUko+/fRT/aRJk55oNJpX85ojVFCw+Y3vmUM0Pzo6elzTpk219pzs7FGBagRxA4M+Ltl2hTYUiaS4d5Yb9NrJRebNmweAXl/Q+6flLnfu3KFRo0aa27dvf69UKgdKKeNtbVMW2SelbJzk9WOK/cFAuST/L0vqNLjRwAYAKeUJTJKlxXLK4IKClPKiRqNpNGPGjNBp06bF2x/+sk7n1z2JijagPp+82NwYF4cu6B6e9evZyDI7meGXX34B4Nq1a9nuA2cnkfj4eMaMGaNbvHhxkFqtbiCltCtgPUMIMdnCa7QQIkuNyWzuDJmJi4tbp1are3bu3Fm1bt06e3+PLHJa/kuhCnUJPPVbsu3BTy9QqnBt9lz+PNU5t2/f5quvvuLLL79ErS5IZRP5F7VaTWxsLKNHp04fsZM1jh49SqNGjbRhYWH/U6lUUwp4H6EzQFUhxEtCCBdMAgnbUxzzAGgHIISoickZCs9VK/MpUsogtVrd4Mcffwzo1auXVqMpELobuY5L2Vt883lx4n5YT1xoJK7lVCYRhdib6BVR3F/xfapz4uLiWLt2LVOnTuXq1as2sNpOShYvXoxKpbI7Q1YkOjqadu3aaTZu3HhSpVI1zo44QAGlMfAuUObZayzQBlgthPhfZgfL1T5Dz8NgMOwXQrw6YcKEg9euXfOdP3++s6Ojo63NyncE3zpK6dKlafDqd7ReUBRHR8G1MypmD7rDggULmDFjRrLjq1atmvBz0aJFGTs2ZcaNndzGw8PD1iYUKNauXSsnTJigjo2N7WswGAp8BbyUUi+EeA/YCzgCa6SUV4UQ84CzUsrtwBRMN45JmFLoRhZwB9GqSCkjhBDNDh069HuTJk0679mzx173mgU6DQihn/977Nm9h3ofvMKAStcw1Jb0nx2Lr58niqc6nJwSH1XWrFnDuHHjADh27BgnTpywlel2nuHk5JTsO7KTPW7fvk3Hjh014eHh/6dSqSbYuu9dHsUXaCilVAEIIeYAG4FWmPoNLcrMYDYVUEgLIURxb2/vXa+88kqtTZs2eRQuXPj5J9lJxrVr12jUpC6xaiODJpXk7+WPMeglPr5OfL29OkX8nHmz8gXAJNV47tw56tSpQ/fu3e052nYKDPHx8UycOFG3bt26SLVa3VFKmeeXkq0hoGAn9xBCCHd391lubm7Tt2/f7tGiRQtbm5TvUKlUTJw4kZ9//pmSjUtRrbSWI9ujcXCE5rNbUalzFdY1+RmAhw8f8sMPP1C+fHm6d+9OqVKlbGy9HTvWY8+ePfTv31+r0+mm6XS6Fba2JyPYQkBBCHEdqP9MLRUhhCtwUUpZUwhx4VnLiIyPlxedIQAhhLOXl9eyQoUKDdu1a5dHvXr23OHMcvDgQdq3T+wt1HVEMQr5OrPn9wg6DyvGpIE7aNiwoT2sbadAEhoaSu/evTXXr18/HRMT01tKGf38s2yP3RnKnzg6OnZ2c3Nb/+WXX3q+9957DvbrauaIjo6mfp3iPAgxLYK7uAk6ru7BwYn7KN20LBU7vMS2MZvx9PS0saV27Fgfo9HI559/rl+4cKFKo9F0l1Lmmy7PNnKGZgO9gW3PNnXHlAr+NfCjlHJIZsbLMzVDKZFSxiuVynf/v707iImjisMA/j1207Tb2W31gGkUGy2htoCgYVs26KGsCQm9GBSNiQcTY/TgQaKmCQST2guGTTWpWCvu0YMe4GRbjVJMlDQkTeliQIOULQUWLNX2yczi7o5/D7IK9lBasTOz+/2Ok2zyHTYz+eb/5r35+fmXI5GIFY/H3dnaXCwajSLyZBfKH20FAJz94jrmp3/Hww0GPomlUFdXh2Qy6WxIov/BmTNnUFlZaY2Ojr6rtX7CK0WIvMu27VOWZT3S0dHxU0tLS1pr7XQkT9m+fTsuzWQxfLoMj+3bjMyyYPbjAex+ag8mP5/A1699iVgs5nRMog23uLiIaDRqxWKxUcuyqrxUhJwiIkcAvATgGoDrAF4RkbdFxLzVIgS4eDK0mlJqj2EYp5qbm0t7e3u3hEKhm/+I1hARjIyMYGBgAMPDw9i7dy8aGhrWTI6IvC6Xy+Hw4cO5o0eP5r8P+srpTLeKkyFvU0ptDgaDH4ZCodb+/v5AOBx2OpInzc7OYmhoCCdPnoTf70djYyMOHjwIPv+pkAwODqK1tdVKp9Mfmab5phe/DyqEc4Y8UYYAQCkVCAaDHxiG0drX1xeor693OhIRuUgymURLS4s5OTl5QWv9tIiknM50O1iGCoPf739m06ZN8c7Ozi2HDh3ylZS4diEGEd1h2WwWnZ2d2WPHjpnLy8vP2bZ92ulMt6sQypBn7s4iYmmtX1hYWHg+Go3+1t7ens1kMjf/IREVNBFBPB6Xqqqq9Pj4+BGt9eNeLUJUOHK53GfpdLqyq6vrQiQSMaemppyOREQuMDY2htraWvP48eNDlmU95OUiVCg8U4bybNvutyxrd09Pz7c1NTVmIsHDeImKVSqVQlNTk9XW1jZpmub+dDr9jojwFExyBRGZ1lrvSyQSR6qrq9MnTpzg7uVERcq2bXR3d9vhcNiamJh4Q2t9QEQWnM5FHlom929KKeX3+18sKSl53zCMHHfuISo+S0tLfp/P955lWW/lt9j0OqVUyVaE7H1ohE/deHbHqJzFAmb2i8iwA/HoNimlKkOh0KfZbLYiEAgUxH+ViNYvk8n4lFLfa62fFZGLTufZKEqpWDXqX79H3XjO2qKkMILvekTkVQeirZtny1CeUmozgFKncxCRI0wRuep0iI1WoWoEAHaqijXXTdH4Aefxi/zMtz8epP56a7cDLjvwnIjuCAEwW2irF5RSZSHcPR3GgTVHtYgIzmEQ13B1l9vLn+dvyCKyDGDa6RxERBtlAgnDwLal++TBNdOhixjHA9jjYDL6L1bWyM05nYOIaKOIyOUyVY4rmEMp7v37+lUsIIAgfpVFVxchwIPfDBERFToRMXdgJ2bwzzPEFI0MlnFOvuFUiIiIXGMGk/cn8SPyq81EBEmMYw7JXQ5HWxeWISIiF5pAwkjhEuyVYyc4FSIiIjcSkcsh3IUrK4Pv/FTI7cvj8liGiIhcaPV0iFMhIiJys9XTIS9NhYAC2ECBiKhQKaW2Gti2tAVbUYZyliEiInKtMlUuAoHgD8zKlGeeVyxDREQuVqFqZBEp7iBHRESuppQq88E/bSPn+h3kVmMZIiIiIiKiosRvhoiIiIiIqCixDBERERERUVFiGSIiIiIioqLEMkREREREREWJZYiIiIiIiIoSyxARERERERWlPwHNswNLgwqPiQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -- wrote /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4/OUTPUT_CN/HIST/figs/MIMICS_mod5_GSWP3_KO4_Fig_2_ZonalSOM.pdf --\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "save = True\n", + "ncols = 2\n", + "nrows = 3\n", + "m2 = '$\\mathregular{m^{-2}}$'\n", + "y1 = '$\\mathregular{y^{-1}}$'\n", + "g1 = '$\\mathregular{g^{-1}}$'\n", + "# lists of variables, titles & labels\n", + "plotVars = ['relMIC','cnTOT','cnMIC',\n", + " 'cnLIT','MICrK','specRESP']\n", + "plotTitle = ['MIC C: Total C','Soil C:N','MIC C:N','LIT C:N',\n", + " r'$MIC_{r}:MIC_{K}$', \n", + " 'Specific Respiration']\n", + "plotLabel = ['%','Total soil C:N','Microbial C:N','Litter C:N',\n", + " r'$MIC_{r}:MIC_{K}$', \n", + " 'g C '+m2+' '+y1+' '+g1+' microbial C']\n", + "\n", + "# create the plots\n", + "fig = plt.figure(figsize=(12,8))\n", + "axes = [ fig.add_subplot(nrows, ncols, 1+ r * ncols + c,\n", + " projection=ccrs.EqualEarth(),\n", + " ) \\\n", + " for r in range(0, nrows) \\\n", + " for c in range(0, ncols) ]\n", + "\n", + "# add some data\n", + "i = 0\n", + "for ax in axes:\n", + " ax.coastlines()\n", + " tempPlot = ds[plotVars[i]].isel(time=slice(0,20),sim=3).sel(\n", + " lat=slice(-60,83)).mean(dim='time')\n", + " #convert daily fluxes to annual\n", + " if i == 5:\n", + " tempPlot = tempPlot*365 \n", + " tempPlot.plot(\n", + " ax=ax, robust=True, \n", + " transform=ccrs.PlateCarree(), # this is important!\n", + " cbar_kwargs={'label': plotLabel[i], \n", + " \"pad\": 0.03,\n", + " },\n", + " cmap=cm.get_cmap('viridis', 9),\n", + " )\n", + " ax.set_title(plotTitle[i],fontweight='bold')\n", + " ax.annotate(panel[i], xy=(0.05, 0.95), xycoords=ax.transAxes, \n", + " ha='center', va='center',fontsize=16) \n", + "\n", + " i = i+1\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "if save == True:\n", + " fout = fin[0]+'figs/'+sim[0]+'_Fig_2_ZonalSOM.pdf'\n", + " plt.savefig(fout)\n", + " print(' -- wrote '+fout+' --') ;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure 2** Initial characterization of soil states simulated by MIMICS-CN, averaged over initialization period (1901-1920)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Regrid observations for SI plots" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": {}, + "outputs": [], + "source": [ + "dsXu_out = xr.Dataset({'lat': (['lat'], ds.lat),\n", + " 'lon': (['lon'], ds.lon)})\n", + "GSDEoc_out = dsXu_out\n", + "HWSD_out = dsXu_out \n", + "NCSCD_out = dsXu_out" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reuse existing file: bilinear_360x720_96x144_peri.nc\n", + "Reuse existing file: bilinear_1680x4320_96x144_peri.nc\n", + "Reuse existing file: bilinear_192x288_96x144_peri.nc\n", + "Reuse existing file: bilinear_268x1440_96x144_peri.nc\n" + ] + } + ], + "source": [ + "import xesmf as xe # to regrid observations\n", + "\n", + "# NOTE: [from xesmf], Data arrays should have (lat, lon) on the right. \n", + "# If not, use DataArray.transpose or numpy.transpose to preprocess the data.\n", + "# Note this is also a pretty quick and dirty job, not sure how coastlines are bing handled?\n", + "\n", + "XuRegridder = xe.Regridder(dsXu, dsXu_out, 'bilinear',periodic=True, reuse_weights=True)\n", + "GSDEregridder = xe.Regridder(GSDEoc, GSDEoc_out, 'bilinear',periodic=True, reuse_weights=True)\n", + "HWSDregridder = xe.Regridder(dsOBS['HWSD_SOCall'], HWSD_out, 'bilinear',periodic=True, reuse_weights=True)\n", + "NCSCDregridder = xe.Regridder(dsNCSCD, NCSCD_out, 'bilinear',periodic=True, reuse_weights=True)\n", + "#XuRegridder # print basic regridder information." + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "using dimensions ('lat', 'lon') from data variable BIOME as the horizontal dimensions for this dataset.\n", + "using dimensions ('lat', 'lon') from data variable OC as the horizontal dimensions for this dataset.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xesmf/frontend.py:486: FutureWarning: ``output_sizes`` should be given in the ``dask_gufunc_kwargs`` parameter. It will be removed as direct parameter in a future version.\n", + " keep_attrs=keep_attrs\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "using dimensions ('lat', 'lon') from data variable NCSCD_SOC as the horizontal dimensions for this dataset.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xesmf/frontend.py:421: FutureWarning: ``output_sizes`` should be given in the ``dask_gufunc_kwargs`` parameter. It will be removed as direct parameter in a future version.\n", + " keep_attrs=keep_attrs\n" + ] + } + ], + "source": [ + "dsXu_out = XuRegridder(dsXu)\n", + "GSDEoc_out = GSDEregridder(GSDEoc)\n", + "HWSD_out = HWSDregridder(dsOBS['HWSD_SOCall'])\n", + "NCSCD_out = NCSCDregridder(dsNCSCD)\n", + "\n", + "dsXu_out = dsXu_out.where(initNPP>minNPP)\n", + "GSDEoc_out = GSDEoc_out.where(initNPP>minNPP)\n", + "HWSD_out = HWSD_out.where(initNPP>minNPP)\n", + "NCSCD_out = NCSCD_out.where(initNPP>minNPP)" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# from mpl_toolkits.axes_grid1 import make_axes_locatable\n", + "\n", + "# lists of variables, titles & labels\n", + "plotVars = ['HWSD_SOCall','NCSCD_SOC','cTOT']\n", + "plotTitle = ['HWSD','NSCDS']+ simLabs\n", + "plotLabel = 'Soil C stock (kgC $\\mathregular{m^{-2}}$)'\n", + "colorbar = [False,False,False,False,True,True]\n", + "# create the plots\n", + "fig = plt.figure(figsize=(10,8))\n", + "axes = [ fig.add_subplot(nrows, ncols, 1+ r * ncols + c,\n", + " projection=ccrs.EqualEarth(),\n", + " ) \\\n", + " for r in range(0, nrows) \\\n", + " for c in range(0, ncols) ]\n", + "\n", + "# add some data\n", + "i = 0\n", + "for ax in axes:\n", + " ax.coastlines()\n", + " if i == 0:\n", + " tempPlot = HWSD_out.sel(lat=slice(-60,83))\n", + " if i == 1: \n", + " tempPlot = NCSCD_out[plotVars[i]].sel(lat=slice(-55,83))*1e-1\n", + " if i > 1:\n", + " tempPlot = ds[plotVars[2]].isel(time=slice(0,20),sim=(i-2)).sel(\n", + " lat=slice(-60,83)).mean(dim='time')*1e-3\n", + " cmap = cm.get_cmap('viridis', 14)\n", + " norm = colors.LogNorm(vmin=1, vmax=100)\n", + " tempPlot.plot(\n", + " ax=ax, vmin=1,vmax=100, \n", + " norm=norm,\n", + " transform=ccrs.PlateCarree(), # this is important!\n", + " add_colorbar=False,\n", + " cmap=cmap,\n", + " )\n", + " ax.set_title(plotTitle[i],fontweight='bold',size=13)\n", + " ax.annotate(panel[i], xy=(0.05, 0.95), xycoords=ax.transAxes, \n", + " ha='center', va='center',fontsize=16) \n", + " i = i+1\n", + "\n", + "# add a colorbar to the bottom of the plot \n", + "sm = plt.cm.ScalarMappable(cmap=cmap, norm=norm)\n", + "sm.set_array([])\n", + "plt.tight_layout()\n", + "cb = plt.colorbar(sm, ax=axes, orientation='horizontal', \n", + " pad = 0.02,fraction=0.1,shrink=0.6, label = plotLabel,\n", + " ) ;\n", + "cb.ax.tick_params(labelsize=14)\n", + "cb.set_label(plotLabel, labelpad=-1, size='x-large',fontweight='bold')\n", + "plt.show()\n", + "\n", + "if save == True:\n", + " fout = fin[0]+'figs/'+sim[0]+'_Fig_S2_ZonalSOM.pdf'\n", + " plt.savefig(fout)\n", + " print(' -- wrote '+fout+' --') ;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Code below to write out table of global means\n", + "- Table 1: Initial stocks & fluxes (1901-1920 means)\n", + "- Table 2: Change in global stocks and fluxes (mean 2000-2014)\n", + "GPP, NPP, HR, Soil C, microbial biomass, MIC:SOM, SOM C:N, microbial C:N" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[42. 38.9 42. 37.6]\n" + ] + } + ], + "source": [ + "def globalSum ( varIn, area=ds.landarea.isel(sim=nsim-1) *1e6, timeC=1, conversion=1e-15, units=None, pt=False):\n", + " \"Global weighted sum of fluxes & states\"\n", + " temp = varIn * area \n", + " temp = temp.sum(dim=('lat','lon')) * conversion * timeC\n", + " if pt==True:\n", + " print(varIn.attrs['long_name']+' '+str(np.round(temp.values,1))+' Pg C')\n", + " return(temp)\n", + "\n", + "def globalMean ( varIn, area=ds.landarea.isel(sim=nsim-1) *1e6, timeC=1, conversion=1, units=None, pt=False):\n", + " \"Global weighted mean\"\n", + " temp = varIn * area / area.sum()\n", + " temp = temp.sum(dim=('lat','lon')) * conversion * timeC\n", + " if pt==True:\n", + " print(varIn.attrs['long_name']+' '+str(np.round(temp.values,1))+' Pg C')\n", + " return(temp)\n", + "\n", + "d2y = 365\n", + "#MIMcnANN['cgpp'].isel(time=slice(0,20)).mean('time')\n", + "print(np.round(globalSum(ds['cnpp'].isel(time=slice(0,20)).mean('time'),timeC=d2y, pt=False),1).values)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "initial state\n", + " CASc CAScn MIMc MIMcn\n", + "cgpp 106.1 106.1 106.100 106.100\n", + "cnpp 42.0 38.9 42.000 37.600\n", + "cresp 42.0 38.9 42.000 37.600\n", + "cTOT 997.0 885.0 1582.000 1493.000\n", + "cMICtot 0.0 0.0 14.800 13.100\n", + "relMIC 0.0 0.0 0.925 0.877\n", + "nNetMineralization 0.0 887.0 0.000 857.000\n", + "cnTOT 0.0 18.9 0.000 11.900\n", + "cnMIC 0.0 0.0 0.000 6.800\n", + "Change by 2014\n", + " CASc CAScn MIMc MIMcn\n", + "cgpp 15.5 15.5 15.500 15.500\n", + "cnpp 5.6 5.1 5.600 5.400\n", + "cresp 4.9 4.5 5.700 5.300\n", + "cTOT 6.0 6.0 -24.000 -12.000\n", + "cMICtot 0.0 0.0 1.200 1.200\n", + "relMIC 0.0 0.0 0.077 0.074\n", + "nNetMineralization 0.0 107.0 0.000 114.000\n", + "cnTOT 0.0 -0.1 0.000 -0.100\n", + "cnMIC 0.0 0.0 0.000 0.000\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " CASc CAScn MIMc MIMcn\n", + "cgpp 14.608860 14.608860 14.608860 14.608860\n", + "cnpp 13.333333 13.110540 13.333333 14.361702\n", + "cresp 11.666667 11.568123 13.571429 14.095745\n", + "cTOT 0.601805 0.677966 -1.517067 -0.803751\n", + "cMICtot NaN NaN 8.108108 9.160305\n", + "relMIC NaN NaN 8.324324 8.437856\n", + "nNetMineralization NaN 12.063134 NaN 13.302217\n", + "cnTOT NaN -0.529101 NaN -0.840336\n", + "cnMIC NaN NaN NaN 0.000000" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "row_names = ['cgpp','cnpp','cresp','cTOT','cMICtot','relMIC','nNetMineralization','cnTOT','cnMIC']\n", + "col_names = simLabs\n", + "nrow = len(row_names)\n", + "ncol = len(col_names)\n", + "init_table = np.empty((nrow,ncol))\n", + "fin_table = np.empty((nrow,ncol))\n", + "\n", + "for i in range(ncol):\n", + " for j in range(nrow):\n", + " din = ds.isel(sim=i,time=slice(0,20)).mean('time') \n", + " din2 = ds.isel(sim=i,time=slice(-20,None)).mean('time') \n", + " #convert fluxes appropriately\n", + " if j <=2:\n", + " init_table[j,i] = np.round(globalSum(din[row_names[j]],timeC=d2y, pt=False),1).values\n", + " fin_table[j,i] = np.round(globalSum(din2[row_names[j]],timeC=d2y, pt=False),1).values \n", + " # soil C stocks\n", + " if j == 3:\n", + " init_table[j,i] = np.round(globalSum(din[row_names[j]],pt=False),0).values\n", + " fin_table[j,i] = np.round(globalSum(din2[row_names[j]],pt=False),0).values\n", + " # MIC C stocks, Pg C\n", + " if j == 4 :\n", + " init_table[j,i] = np.round(globalSum(din[row_names[j]],pt=False),1).values\n", + " fin_table[j,i] = np.round(globalSum(din2[row_names[j]],pt=False),1).values\n", + " if j == 5 :\n", + " init_table[j,i] = np.round(globalMean(din[row_names[j]],pt=False),3).values\n", + " fin_table[j,i] = np.round(globalMean(din2[row_names[j]],pt=False),3).values\n", + "\n", + " # net Mineraliztion, Tg N / year\n", + " if j == 6 :\n", + " init_table[j,i] = np.round(globalSum(din[row_names[j]],timeC=d2y, conversion=1e-12, pt=False),0).values\n", + " fin_table[j,i] = np.round(globalSum(din2[row_names[j]],timeC=d2y, conversion=1e-12, pt=False),0).values\n", + "\n", + " # soil C:N\n", + " if j == 7 :\n", + " init_table[j,i] = np.round(globalMean(din[row_names[j]],pt=False),1).values\n", + " fin_table[j,i] = np.round(globalMean(din2[row_names[j]],pt=False),1).values\n", + "\n", + " # MIC C:N\n", + " if j == 8 :\n", + " init_table[j,i] = np.round(globalMean(din[row_names[j]],pt=False),1).values\n", + " fin_table[j,i] = np.round(globalMean(din2[row_names[j]],pt=False),1).values\n", + "\n", + "change_table = fin_table - init_table\n", + "percent_table = 100* fin_table / init_table - 100\n", + "print('initial state')\n", + "print(pd.DataFrame(init_table, index=row_names, columns=col_names))\n", + "print('Change by 2014')\n", + "print(pd.DataFrame(change_table, index=row_names, columns=col_names))\n", + "pd.DataFrame(percent_table, index=row_names, columns=col_names)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -- wrote /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4/OUTPUT_CN/HIST/figs/HIST_Table2.xlsx --\n" + ] + } + ], + "source": [ + "fout = fin[0]+'figs/HIST_Table1.xlsx'\n", + "pd.DataFrame(init_table, index=row_names, columns=col_names).to_excel(fout) \n", + "\n", + "fout = fin[0]+'figs/HIST_Table2.xlsx'\n", + "pd.DataFrame(change_table, index=row_names, columns=col_names).to_excel(fout) \n", + "print(' -- wrote '+fout+' --')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Look at changes over historical period" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib import cm\n", + "ds['Nlimit'] = ds['cnpp'].isel(sim=0) - ds['cnpp']\n", + "ds['Nlimit'].attrs['long_name'] = 'N limitation of NPP'\n", + "ds['Nlimit'].attrs['units'] = ds['cnpp'].attrs['units']\n", + "fg = (ds['Nlimit']*365).isel(time=0,sim=CNsim).sel(lat=slice(-58,80)).plot(\n", + " x='lon', y='lat',col='sim',col_wrap=2, figsize=[10,2.3],\n", + " vmin = 0, vmax=200,\n", + " cmap=cm.get_cmap('summer', 9),\n", + " cbar_kwargs={\n", + " #\"orientation\": \"horizontal\",\n", + " \"label\": 'N limitation of NPP\\n'+r'(gC $\\mathregular{m^{-2} y^{-1}}$)',\n", + " \"pad\": 0.01,\n", + " },\n", + " transform=ccrs.PlateCarree(), # remember to provide this!\n", + " subplot_kws={\n", + " \"projection\": ccrs.Robinson(),\n", + " },\n", + ") ;\n", + "fg.map(lambda: plt.gca().coastlines())\n", + "\n", + "\n", + "ds['relNlimit'] = ds['cnpp']/ ds['cnpp'].isel(sim=0)\n", + "ds['relNlimit'].attrs['long_name'] = 'relative N limitation of NPP'\n", + "ds['relNlimit'].attrs['units'] = 'fraction'\n", + "#ds['relNlimit'].isel(time=0, sim=CNsim).plot(x=\"lon\", y=\"lat\", col=\"sim\", robust=True,\n", + "# figsize=[12,4],col_wrap=len(CNsim)); \n", + "\n", + "# look at spatial maps of changes in N limitation 1995:2014 mean - 1901:1920 mean\n", + "temp = ((ds.isel(time=slice(-20,None)).mean(dim='time') -\n", + " ds.isel(time=slice(0,20)).mean(dim='time')) )\n", + "fg = (temp['Nlimit']*365).isel(sim=CNsim).sel(lat=slice(-58,80)).plot(\n", + " x='lon', y='lat',col='sim',col_wrap=2, figsize=[10,2.3],\n", + " vmin = -25, vmax=25, \n", + " cmap=cm.get_cmap('BrBG', 9),\n", + " cbar_kwargs={\n", + " #\"orientation\": \"horizontal\",\n", + " \"label\": 'Change N limitation\\n'+r'(gC $\\mathregular{m^{-2} y^{-1}}$)',\n", + " \"pad\": 0.01,\n", + " },\n", + " transform=ccrs.PlateCarree(), # remember to provide this!\n", + " subplot_kws={\n", + " \"projection\": ccrs.Robinson(),\n", + " },\n", + ") ;\n", + "fg.map(lambda: plt.gca().coastlines())\n", + "fg.set_titles() ;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Changes in high latitude N limitation for each model look pretty different, \n", + "reflecting cTOT losses & increases in N mineralizatiton rates\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "model = simLabs\n", + "var = ['cgpp','cnpp','cresp','cTOT','Nlimit',\n", + " 'nNetMineralization','nMineral','NEP']\n", + "nvar = len(var)\n", + "timeC = [365,365,365,1,365,\n", + " 365,1,365]\n", + "conversion = [1e-15,1e-15,1e-15,1e-15,1e-15,\n", + " 1e-12,1e-12,1e-15]\n", + "units = ['(Pg C/y)','(Pg C/y)','(Pg C/y)','(Pg C)','(Pg C/y)',\n", + " '(Tg N/y)','(Tg N)','(Pg C/y)']\n", + "\n", + "fig = plt.figure(figsize=[18,15])\n", + " \n", + "for i in range(nvar):\n", + " ax = fig.add_subplot(3, 3, (i+1))\n", + " ax.yaxis.set_ticks_position('both')\n", + " ax.set_ylabel(ds[var[i]].attrs['long_name']+' '+units[i])\n", + " for j in range(len(model)):\n", + " temp = globalSum(ds[var[i]].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])\n", + " ## zero out N fluxes for C-only runs\n", + " if j == 2 or j == 0:\n", + " if i == 4 or i == 5 or i == 6:\n", + " temp = temp*np.nan\n", + " ax.plot(ds.time, temp, lw=3,color=color[j],linestyle=linestyle[j]) \n", + " if i<2:\n", + " ax.legend(labels=model, frameon = False, fontsize='medium')\n", + "\n", + "ax = fig.add_subplot(3, 3, 9)\n", + "i = 7 \n", + "ax.yaxis.set_ticks_position('both')\n", + "ax.set_ylabel('Cumulative '+var[i]+' (Pg C)')\n", + "for j in range(len(model)):\n", + " ax.plot(ds.time, np.cumsum(globalSum(ds[var[i]].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])), \n", + " lw=3,color=color[j],linestyle=linestyle[j]) \n", + "ax.legend(labels=model, frameon = False, fontsize='medium');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure X** trends in ecosystem C & N fluxes and pools over the historical period simulated by MIMICS and CASA (blue and orange lines, respectively), with coupled C-N biogeochemistry and C-only configuration (solid and dashed lines, respectively).\n", + "- **MIMICS seems to show evidence of priming in second half of simulation, increasing HR and Nmin rates faster than CASA?**\n", + "- Both N models have a higher cumulative NEP, but changes w/ MIMICS-CN are greater.\n", + "- Implies longer MRT of soil C pools in CN models, relative to their C-only counterparts \n", + "- **OR** larger increases in NPP from regions experiencing N limitation (relative to the C only model). \n", + "- From change time series below, seems like the biggest differences are in HR (not NPP)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "cumNEP = ds['NEP'].cumsum(dim='time').isel(time=-1)\n", + "cumNEP.plot(x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],col_wrap=nsim);\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Differences in NEP CN-Conly\n", + "MIMcn_CAScn = cumNEP.isel(sim=3)-cumNEP.isel(sim=1)\n", + "MIMcn_MIMc = cumNEP.isel(sim=3)-cumNEP.isel(sim=2)\n", + "CAScn_CASc = cumNEP.isel(sim=1)-cumNEP.isel(sim=0)\n", + "\n", + "cn_c = xr.concat([MIMcn_CAScn,MIMcn_MIMc,CAScn_CASc], 'cumNEP_diff')\n", + "cn_c['cumNEP_diff'] = ['MIMcn-CAScn','MIMcn-MIMc','CAScn-CASc']\n", + "\n", + "g_simple = cn_c.plot(x=\"lon\", y=\"lat\", col=\"cumNEP_diff\", robust=True,\n", + " col_wrap=3,figsize=[16,4],cmap=\"RdBu_r\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure y** N effects on cumulative NEP (1901-2014) \n", + "- MIMICS with less net land uptake than CASA (left) \n", + "- Biggest differences in cumulative NEP in MIMICS across arctic and boreal forests (middle), \n", + "- CASA effects of N limitation on cumulative land C uptake are weaker (right) \n", + "\n", + "Are changes really just reflecting the degree of initial N limitation in CN models?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Changes from initial conditions" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['NEP']\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "model = simLabs\n", + "fig = plt.figure(figsize=[18,15]);\n", + "t = 20\n", + " \n", + "for i in range(nvar):\n", + " ax = fig.add_subplot(3, 3, (i+1))\n", + " ax.yaxis.set_ticks_position('both')\n", + " ax.set_ylabel('Change '+ds[var[i]].attrs['long_name']+' '+units[i])\n", + " for j in range(len(model)):\n", + " temp = globalSum(ds[var[i]].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])\n", + " ## zero out N fluxes for C-only runs\n", + " if j == 2 or j == 0:\n", + " if i == 4 or i == 5 or i == 6:\n", + " temp = temp*np.nan\n", + " \n", + " ax.plot(ds.time, (temp - temp.isel(time=slice(0,t)).mean()), \n", + " lw=3,color=color[j],linestyle=linestyle[j]) \n", + " if i==0:\n", + " ax.legend(labels=model, frameon = False, fontsize='medium')\n", + "\n", + "ax = fig.add_subplot(3, 3, 9)\n", + "i = 7 \n", + "ax.yaxis.set_ticks_position('both')\n", + "ax.set_ylabel('Cumulative '+var[i]+' (Pg C)')\n", + "for j in range(nsim):\n", + " ax.plot(ds.time, np.cumsum(globalSum(ds[var[i]].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])), \n", + " lw=3,color=color[j],linestyle=linestyle[j]) \n", + "ax.legend(labels=model, frameon = False, fontsize='medium');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure X** Changes in ecosystem C & N fluxes and pools, relative to initial conditions, over the historical period \n", + "simulated by MIMICS and CASA (blue and orange lines, respectively), with coupled C-N biogeochemistry and C-only \n", + "configuration (solid and dashed lines, respectively).\n", + "- **MIMICS seems to show evidence of priming in second half of simulation, increasing HR and Nmin rates faster than CASA?**\n", + "- Does this influence N limitation in regions where SOM turnover is accelerating?\n", + "- Greater IAV of C&N fluxes from MIMICS, it would be interesting to see the source & driver of this variability (temp, moisture, productivity)." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# look at zonal mean of changes in N limitation 1995:2014 mean - 1901:1920 mean\n", + "temp = ((ds.isel(time=slice(-20,None)).mean(dim='time') -\n", + " ds.isel(time=slice(0,20)).mean(dim='time')) )\n", + "\n", + "plotVar = ['nNetMineralization','Nlimit','cnpp','cTOT']\n", + "#dHist.mean(dim='lon').isel(deltaHist=i)\n", + "fig = plt.figure(figsize=[8,8]);\n", + "t = 20\n", + "model = ['CAScn','MIMcn'] \n", + "for i in range(len(plotVar)):\n", + " ax = fig.add_subplot(2, 2, (i+1))\n", + " for j in CNsim: #loop over simulations\n", + " x = temp[plotVar[i]].mean(dim='lon').isel(sim=j)\n", + " #convert daily to annual flux\n", + " if i < 3: x = x*365\n", + " ax.plot(x, temp.lat, \n", + " lw=3,color=color[j],linestyle=linestyle[j])\n", + " ax.set_xlabel(\"change \"+plotVar[i])\n", + " ax.yaxis.set_ticks_position('both')\n", + " if i==0:\n", + " ax.legend(labels=model, frameon = False, fontsize='medium')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:              (lat: 96, lon: 144, sim: 4)\n",
+       "Coordinates:\n",
+       "  * sim                  (sim) object 'CASc' 'CAScn' 'MIMc' 'MIMcn'\n",
+       "  * lon                  (lon) float32 0.0 2.5 5.0 7.5 ... 352.5 355.0 357.5\n",
+       "  * lat                  (lat) float32 -90.0 -88.10526 ... 88.10526 90.0\n",
+       "Data variables:\n",
+       "    day                  (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n",
+       "    IGBP_PFT             (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n",
+       "    landarea             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cellMissing          (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n",
+       "    cellid               (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n",
+       "    cLITm                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cLITs                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cMICr                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cMICk                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cSOMa                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cSOMc                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cSOMp                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cHresp               (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cSOMpIn              (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cLitInput_metb       (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cLitInput_struc      (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cOverflow_r          (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cOverflow_k          (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nLITm                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nLITs                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nMICr                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nMICk                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nSOMa                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nSOMc                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nSOMp                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    DIN                  (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nLitInput_metb       (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nLitInput_struc      (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    thetaLiq             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    thetaFrzn            (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    fW                   (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cresp                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cnpp                 (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cgpp                 (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cleaf                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nleaf                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cwood                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nwood                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cfroot               (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nfroot               (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    clitmetb             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nlitmetb             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    clitstr              (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nlitstr              (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    clitcwd              (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nlitcwd              (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    csoilmic             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nsoilmic             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    csoilslow            (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nsoilslow            (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    csoilpass            (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nsoilpass            (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    tairC                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    tsoilC               (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cLitInptMet          (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cLitInptStruc        (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cpassInpt            (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    fT                   (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nLitInptMet          (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nLitInptStruc        (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nMinDep              (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nMinFix              (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nMinUptake           (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nMinLeach            (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nMinLoss             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nLitMineralization   (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nSoilMineralization  (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nSoilImmob           (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nNetMineralization   (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nMineral             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cTOT                 (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nTOT                 (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cnLIT                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cMICtot              (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    relMIC               (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    specRESP             (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    MICrK                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cnTOT                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cnMIC                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    NEP                  (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cVEG                 (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cECO                 (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nVEG                 (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    nECO                 (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cnVEG                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    cnECO                (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n",
+       "    Nlimit               (lat, lon, sim) float32 nan nan nan nan ... nan nan nan\n",
+       "    relNlimit            (sim, lat, lon) float32 nan nan nan nan ... nan nan nan
" + ], + "text/plain": [ + "\n", + "Dimensions: (lat: 96, lon: 144, sim: 4)\n", + "Coordinates:\n", + " * sim (sim) object 'CASc' 'CAScn' 'MIMc' 'MIMcn'\n", + " * lon (lon) float32 0.0 2.5 5.0 7.5 ... 352.5 355.0 357.5\n", + " * lat (lat) float32 -90.0 -88.10526 ... 88.10526 90.0\n", + "Data variables:\n", + " day (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n", + " IGBP_PFT (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n", + " landarea (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cellMissing (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n", + " cellid (sim, lat, lon) float64 nan nan nan nan ... nan nan nan\n", + " cLITm (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cLITs (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cMICr (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cMICk (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cSOMa (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cSOMc (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cSOMp (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cHresp (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cSOMpIn (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cLitInput_metb (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cLitInput_struc (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cOverflow_r (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cOverflow_k (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nLITm (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nLITs (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nMICr (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nMICk (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nSOMa (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nSOMc (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nSOMp (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " DIN (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nLitInput_metb (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nLitInput_struc (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " thetaLiq (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " thetaFrzn (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " fW (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cresp (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cnpp (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cgpp (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cleaf (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nleaf (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cwood (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nwood (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cfroot (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nfroot (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " clitmetb (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nlitmetb (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " clitstr (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nlitstr (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " clitcwd (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nlitcwd (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " csoilmic (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nsoilmic (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " csoilslow (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nsoilslow (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " csoilpass (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nsoilpass (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " tairC (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " tsoilC (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cLitInptMet (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cLitInptStruc (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cpassInpt (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " fT (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nLitInptMet (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nLitInptStruc (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nMinDep (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nMinFix (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nMinUptake (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nMinLeach (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nMinLoss (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nLitMineralization (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nSoilMineralization (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nSoilImmob (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nNetMineralization (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nMineral (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cTOT (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nTOT (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cnLIT (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cMICtot (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " relMIC (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " specRESP (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " MICrK (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cnTOT (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cnMIC (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " NEP (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cVEG (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cECO (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nVEG (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " nECO (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cnVEG (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " cnECO (sim, lat, lon) float32 nan nan nan nan ... nan nan nan\n", + " Nlimit (lat, lon, sim) float32 nan nan nan nan ... nan nan nan\n", + " relNlimit (sim, lat, lon) float32 nan nan nan nan ... nan nan nan" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#temp" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### changes in total pools" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -- wrote /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4/OUTPUT_CN/HIST/figs/MIMICS_mod5_GSWP3_KO4_Fig_4_Cchanges_HIST.pdf --\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "var = ['cECO','cVEG','cTOT','cAVAIL','cSOMc','cSOMp',\n", + " 'cresp','nNetMineralization','Nlimit']\n", + "ylab = ['Total Ecosystem C','Total Vegetation C','Total Soil C',\n", + " 'Total Available C','Total Slow C','Total Protected C',\n", + " 'Heterotrophic Respiration','Net N Mineralization','N Limitation']\n", + "timeC = [1,1,1,1,1,1,365,365,365]\n", + "conversion = [1e-15,1e-15,1e-15,1e-15,1e-15,1e-15,1e-15,1e-12,1e-15]\n", + "units = ['(Pg C)','(Pg C)','(Pg C)','(Pg C)','(Pg C)','(Pg C)',\n", + " '(Pg C $\\mathregular{y^{-1}}$)',\n", + " '(Tg N $\\mathregular{y^{-1}}$)','(Pg C $\\mathregular{y^{-1}}$)']\n", + "model = simLabs\n", + "\n", + "fig = plt.figure(figsize=[18,15]);\n", + "\n", + "# loop over variables \n", + "for i in range(len(var)):\n", + " ax = fig.add_subplot(3, 3, (i+1))\n", + " ax.yaxis.set_ticks_position('both')\n", + " ax.set_ylabel('Change '+ylab[i]+' '+units[i])\n", + " ax.annotate(panel[i], xy=(0.07, 0.93), xycoords=ax.transAxes, \n", + " ha='center', va='center',fontsize=16) \n", + "\n", + " # loop over simulations\n", + " for j in range(nsim): \n", + " if var[i] == 'cAVAIL':\n", + " if j < 2:\n", + " temp = globalSum((ds['clitmetb']+ds['clitstr']+ds['csoilmic']).isel(\n", + " sim=j),timeC=timeC[i],conversion=conversion[i])\n", + " else: \n", + " temp = globalSum((ds['cLITm']+ds['cLITs']+ds['cSOMa']).isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])\n", + " \n", + " else:\n", + " temp = globalSum(ds[var[i]].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])\n", + " ## changes in passive pool for CASA-only runs\n", + " if j < 2 :\n", + " if i == 4:\n", + " temp = globalSum(ds['csoilslow'].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])\n", + " if i == 5:\n", + " temp = globalSum(ds['csoilpass'].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])\n", + " \n", + " if i < 6:\n", + " ax.plot(ds.time, (temp - temp.isel(time=slice(0,t)).mean()), \n", + " lw=3,color=color[j],linestyle=linestyle[j]) \n", + " else: #Skip N variables for C only models\n", + " if j == 1 or j == 3:\n", + " ax.plot(ds.time, (temp - temp.isel(time=slice(0,t)).mean()), \n", + " lw=3,color=color[j],linestyle=linestyle[j]) \n", + " \n", + " if i==0:\n", + " ax.legend(labels=model, frameon = False, bbox_to_anchor=[0.28, 0.82],\n", + " loc='center',fontsize='x-large')\n", + "\n", + "fout = fin[0]+'figs/'+sim[0]+'_Fig_4_Cchanges_HIST.pdf'\n", + "plt.savefig(fout)\n", + "print(' -- wrote '+fout+' --') " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Fig 4** Changes in total ecosystem, Veg, and SOM pools (top row), \n", + "Changes in available, slow, and passive C. \n", + "- It's potentially useful to look at changes and IAV of Nmineralization and Nlimitation, but maybe that's better in another figure or with daily data?" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "# ratio of respiration:mineralization over time\n", + "var = ['cresp','nNetMineralization']\n", + "ds['HR:Min'] = (ds[var[0]]/ds[var[1]])" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "# Zonal mean of changes by end of simulation\n", + "dsZon = (ds - ds.isel(time=slice(0,20)).mean(dim='time')).mean(dim='lon')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## plot zonal mean over time" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib import cm\n", + "\n", + "dsZon['cTOT'].plot(x=\"time\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[12,8],col_wrap=1, \n", + " cmap=cm.get_cmap('BrBG', 11) ) ; " + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "temp = xr.concat([dsZon.isel(sim=0)['csoilslow'], dsZon.isel(sim=0)['csoilpass'],\n", + " dsZon.isel(sim=1)['csoilslow'], dsZon.isel(sim=1)['csoilpass'],\n", + " dsZon.isel(sim=2)['cSOMc'], dsZon.isel(sim=2)['cSOMp'],\n", + " dsZon.isel(sim=3)['cSOMc'], dsZon.isel(sim=3)['cSOMp']],\n", + " '-')\n", + "temp['-'] = ['CASAc-Slow' ,'CASAc-Pass','CASAcn-Slow','CASAcn-Pass',\n", + " 'MIMc-SOMc' ,'MIMc-SOMp' ,'MIMcn-SOMc' ,'MIMcn-SOMp'] \n", + "temp.plot(\n", + " x=\"time\", y=\"lat\", col=\"-\", robust=True,figsize=[12,8],col_wrap=2,\n", + " cmap=cm.get_cmap('BrBG', 11) ) ; " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot maps of where fluxes are changing" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "var = ['cresp','tsoilC','nNetMineralization','cSOMp','cTOT','fW']\n", + "tempMIM = (ds[var[3]].isel(time=slice(-10,None)).mean(dim='time')-\n", + " ds[var[3]].isel(time=slice( 0,10 )).mean(dim='time'))\n", + "tempMIM.plot(x=\"lon\",y=\"lat\",col=\"sim\",robust=True,figsize=[15,4],\n", + " col_wrap=nsim) ;" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "var = ['cresp','tsoilC','nNetMineralization','csoilpass','cTOT','fW']\n", + "tempCAS = (ds[var[3]].isel(time=slice(-10,None)).mean(dim='time')-\n", + " ds[var[3]].isel(time=slice( 0,10 )).mean(dim='time'))\n", + "tempCAS.plot(x=\"lon\",y=\"lat\",col=\"sim\",robust=True,figsize=[15,4],\n", + " col_wrap=nsim) ;" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "(tempMIM.isel(sim=3) - tempMIM.isel(sim=2)).plot(robust=True);\n", + "# not sure what a meaningful way to look at these changes may be?" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "ncols = 3\n", + "nrows = 1\n", + "# lists of variables, titles & labels\n", + "plotVars = ['nNetMineralization']\n", + "plotTitle = ['nNetMineralization']\n", + "plotLable = ['nNetMineralization']\n", + "\n", + "# create the plots\n", + "fig = plt.figure(figsize=(15,4))\n", + "axes = [ fig.add_subplot(nrows, ncols, 1+ r * ncols + c) for r in range(0, nrows) for c in range(0, ncols) ]\n", + "\n", + "# add some data\n", + "i = 0\n", + "j=0 \n", + "for ax in axes:\n", + " if i == 0:\n", + " ds[plotVars[j]].isel(time=-1,sim=3).plot(ax=ax, cbar_kwargs={'label': 'MIMcn '+plotLable[j]})\n", + " if i == 1:\n", + " ds[plotVars[j]].isel(time=-1,sim=1).plot(ax=ax, cbar_kwargs={'label': 'CAScn '+plotLable[j]})\n", + " if i == 2:\n", + " (ds[plotVars[j]].isel(time=-1,sim=3)/ \\\n", + " ds[plotVars[j]]).isel(time=-1,sim=1).plot(\n", + " ax=ax, vmax=1.5,vmin=0.5, cbar_kwargs={'label': 'difference'})\n", + " ax.set_xlabel('')\n", + " ax.set_ylabel('')\n", + " ax.set_title(plotTitle[j])\n", + " i = i+1\n", + "\n", + "plt.tight_layout()\n", + "\n", + "#MIMcnANN['HR:Min'].isel(time=0).plot(robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#changes in mineralization over time in both models\n", + "var2 = ['cnpp','cresp','NEP','cTOT','nNetMineralization','HR:Min','cnTOT']\n", + "\n", + "dsZon[var2[4]].isel(sim=CNsim).plot(x=\"time\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[10,6],col_wrap=1, \n", + " cmap=cm.get_cmap('BrBG', 13) ) ; \n" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Basically show the C:N of microbial spilling\n", + "dsZon['HR:Min'].isel(sim=CNsim).plot(x=\"time\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[12,6],col_wrap=1, \n", + " cmap=cm.get_cmap('seismic', 15) ) ; " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure X.** Zonal mean changes in N mineralization rates simulated by MIMICS-cn & CASA-cn" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "### Zonal mean changes, relative to C-only model" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#changes, relative to the C-only model\n", + "var2 = ['cnpp','cresp','NEP','cTOT']\n", + "ds2 = ds[var2].copy('deep')\n", + "\n", + "dMIMcn = ((ds2.isel(sim=3)-ds2.isel(sim=(3-1)))).mean(dim='lon')\n", + "dCAScn = ((ds2.isel(sim=1)-ds2.isel(sim=(1-1)))).mean(dim='lon') \n", + "\n", + "model = xr.DataArray(['MIMICS-cn','CASA-cn'], dims='model', name='model') # or can use np.arange\n", + "t = xr.concat([dMIMcn,dCAScn],dim=model)\n", + "\n", + "#t = t-t.isel(time=slice(0,20)).mean(dim='time')\n", + "simple = t[var2[2]].plot(x='time', y='lat',col='model',col_wrap=1, figsize=[6,8],robust=True);#vmax=5e-3,vmin=-5e-3);\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure X.** Zonal mean changes in rates simulated by MIMICS-cn " + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "## Change in N limitation ove time\n", + "(t[var2[0]].isel(time=slice(-20,None)).mean('time')- \\\n", + " t[var2[0]].isel(time=slice( 0,20 )).mean('time')).plot(y='lat',hue='model') ;" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "v=0\n", + "d_t = (t - t.isel(time=slice(0,20)).mean('time'))\n", + "d_t['cnpp'].attrs['long_name'] = 'Change in N limitation of NPP'\n", + "#d_t['cnpp'] = d_t['cnpp'] * -1 \n", + "\n", + "simple = (d_t[var2[v]]*365).sel(lat=slice(-55,75)).plot(\n", + " x='time', y='lat',col='model',col_wrap=2, \n", + " figsize=[12,4],robust=True, cmap=cm.get_cmap('BrBG', 11))\n", + "\n", + "# N limtitation data are pretty noisy, especially for MIMICS\n", + "## try rolling mean to smooth our resutls and see clearer trends\n" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "v=0\n", + "fg = ((d_t[var2[v]]*365).rolling(\n", + " time=10, center=True).mean()).sel(\n", + " lat=slice(-55,75),time=slice(1906,2010)).plot(\n", + " x='time', y='lat',col='model',col_wrap=1, figsize=[6,8],robust=True,\n", + " cmap=cm.get_cmap('BrBG', 11),\n", + " cbar_kwargs={\n", + " \"orientation\": \"horizontal\",\n", + " \"label\": d_t[var2[v]].attrs['long_name']+' (gC/m2/y)',\n", + " \"pad\": 0.07}\n", + ")\n", + "fg.set_xlabels('Year')\n", + "fg.set_ylabels('Latitude') ;\n" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Mimics specifics rsults\n", + "# var = ['specRESP','cMICtot','MICrK','cnMIC']\n", + "dsZon['cMICtot'].isel(sim=MIMsim).plot(x=\"time\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[10,6],col_wrap=1, \n", + " cmap=cm.get_cmap('seismic', 15) ) ; " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Look at environmental controls over soil C:N in MIMICS" + ] + }, + { + "cell_type": "code", + "execution_count": 292, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -- wrote /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4/OUTPUT_CN/HIST/figs/MIMICS_mod5_GSWP3_KO4_Fig_3b.pdf --\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model = simLabs\n", + "sub = ['a','b']\n", + "j = 0\n", + "for i in CNsim:\n", + " ds_1 = ds.isel(time=0, sim=i)\n", + " if i == 1:\n", + " ds_1['cnLIT'] = (ds_1.cLitInptMet + ds_1.cLitInptStruc) / \\\n", + " (ds_1.nLitInptMet + ds_1.nLitInptStruc)\n", + " else:\n", + " ds_1['cnLIT'] = (ds_1.cLitInput_metb + ds_1.cLitInput_struc) / \\\n", + " (ds_1.nLitInput_metb + ds_1.nLitInput_struc)\n", + " ds_1['cnLIT'].attrs['long_name'] = 'C:N litter inputs'\n", + "\n", + " color_by = ds_1.tsoilC\n", + " label = 'Soil Temp.' # Need to rename if 'color_by' is changed\n", + "\n", + " fig, ax = plt.subplots()\n", + " s = ax.scatter(ds_1['cnLIT'], ds_1['cnTOT'],\n", + " c=color_by,\n", + " s=5,\n", + " marker='o', # Plot circles\n", + " # alpha = 0.2,\n", + " cmap = utils.truncate_colormap(\n", + " cmapIn='seismic', minval=.15, maxval=.9),\n", + " vmin = -20, # Min value\n", + " vmax = 30) # Max value\n", + "\n", + " # Mappable 'maps' the values of s to an array of RGB colors \n", + " # defined by a color palette\n", + " cbar = plt.colorbar(mappable = s, ax = ax) \n", + " cbar.set_label(label)\n", + " plt.xlabel(ds_1['cnLIT'].attrs['long_name'])\n", + " plt.ylabel('Soil C:N ratio')\n", + " plt.title(model[i],loc='left', fontsize='large', \n", + " fontweight='bold')\n", + " ax.set_xlim(0, 110)\n", + " plt.show();\n", + "\n", + " color_by = ds_1['cnLIT'] \n", + " label = 'Litter C:N' \n", + " #fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16,6), constrained_layout=True)\n", + " fig, ax = plt.subplots()\n", + " s = ax.scatter(ds_1.tsoilC, ds_1['cnTOT'],\n", + " c=color_by,\n", + " s=5,\n", + " marker='o', # Plot circles\n", + " #alpha = 0.2,\n", + " #cmap = truncate_colormap(cmapIn='seismic', minval=.15, maxval=.9),\n", + " #plt.cm.seismic, # Color pallete coolwarm\n", + " vmin = 15, # Min value\n", + " vmax = 60) # Max value\n", + "\n", + " # Mappable 'maps' the values of s to an array of RGB colors defined by a color palette\n", + " cbar = plt.colorbar(mappable = s, ax = ax) \n", + " cbar.set_label(label)\n", + " plt.xlabel('Mean soil temperature')\n", + " plt.ylabel('Soil C:N ratio')\n", + " plt.title(model[i],loc='left', fontsize='large', \n", + " fontweight='bold')\n", + " ax.set_xlim(-20, 35)\n", + " plt.show();\n", + " \n", + " if save == True:\n", + " fout = fin[0]+'figs/'+sim[0]+'_Fig_3'+sub[j]+'.pdf'\n", + " plt.savefig(fout)\n", + " print(' -- wrote '+fout+' --') ;\n", + " j = j+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure 3** Temperature and litter stoichiometry interact to determine the soil C:N ratios that are simulated by MIMICS-CN. Points represent the gridcell mean annual stoichiometry of litterfall C:N fluxes that are simulated by the CASA-CNP vegetation model and resulting soil C:N ratios that are simulated by MIMICS. The color of each point indicates mean annual soil temperature simulated by over the spin-up period (1901-1920). \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Take a look at SoDaH data" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/IPython/core/interactiveshell.py:2901: DtypeWarning: Columns (6,7,8,9,10,11,12,15,18,22,25,27,28,30,31,32,33,34,35,36,45,51,52,57,58,59,63,64,67,68,69,70,71,72,73,74,76,77,78,79,80,81,82,83,84,86,87,88,89,90,104,115,133,134,135,144,146,147,152) have mixed types.Specify dtype option on import or set low_memory=False.\n", + " if self.run_code(code, result):\n" + ] + }, + { + "data": { + "text/html": [ + "
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google_dirdata_filecurator_PersonNamecurator_organizationcurator_emailmodification_dateauthor_PersonNameauthor_emailauthor_orcid_idaddit_contact_person...frc_ocfrc_n_totfrc_c_to_nbd_methods_noteslayer_thick_calclyr_soc_stock_calclyr_n_stock_calccontrol_samplemodification_date_datetimetx_start_datetime
0AND_10YR_CNAND_DIRT_10YR_CN_rawDerek PiersonOregon State Universitypiersond@oregonstate.edu2018-03-07Derek Piersonpiersond@oregonstate.edu0000-0003-3413-1693Kate Lajtha...NaNNaNNaNNaN10.03315.26154.98False2018-03-071997-01-01
1AND_10YR_CNAND_DIRT_10YR_CN_rawDerek PiersonOregon State Universitypiersond@oregonstate.edu2018-03-07Derek Piersonpiersond@oregonstate.edu0000-0003-3413-1693Kate Lajtha...NaNNaNNaNNaN10.05399.70183.68False2018-03-071997-01-01
2AND_10YR_CNAND_DIRT_10YR_CN_rawDerek PiersonOregon State Universitypiersond@oregonstate.edu2018-03-07Derek Piersonpiersond@oregonstate.edu0000-0003-3413-1693Kate Lajtha...NaNNaNNaNNaN10.02964.30127.10False2018-03-071997-01-01
3AND_10YR_CNAND_DIRT_10YR_CN_rawDerek PiersonOregon State Universitypiersond@oregonstate.edu2018-03-07Derek Piersonpiersond@oregonstate.edu0000-0003-3413-1693Kate Lajtha...NaNNaNNaNNaN10.04702.70201.72False2018-03-071997-01-01
4AND_10YR_CNAND_DIRT_10YR_CN_rawDerek PiersonOregon State Universitypiersond@oregonstate.edu2018-03-07Derek Piersonpiersond@oregonstate.edu0000-0003-3413-1693Kate Lajtha...NaNNaNNaNNaN10.06266.44138.58False2018-03-071997-01-01
..................................................................
293587Wisconsin DIRTWisconsin DIRT soilDerek PiersonOregon State Universitypiersond@oregonstate.edu2019-09-22Kate Lajtha, Kim Townsendlajthak@science.oregonstate.eduNaNChristy Lowney...NaNNaNNaNNaN10.0NaNNaNFalse2019-09-221956-01-01
293588Wisconsin DIRTWisconsin DIRT soilDerek PiersonOregon State Universitypiersond@oregonstate.edu2019-09-22Kate Lajtha, Kim Townsendlajthak@science.oregonstate.eduNaNChristy Lowney...NaNNaNNaNNaN10.0NaNNaNFalse2019-09-221956-01-01
293589Wisconsin DIRTWisconsin DIRT soilDerek PiersonOregon State Universitypiersond@oregonstate.edu2019-09-22Kate Lajtha, Kim Townsendlajthak@science.oregonstate.eduNaNChristy Lowney...NaNNaNNaNNaN10.0NaNNaNFalse2019-09-221956-01-01
293590Wisconsin DIRTWisconsin DIRT soilDerek PiersonOregon State Universitypiersond@oregonstate.edu2019-09-22Kate Lajtha, Kim Townsendlajthak@science.oregonstate.eduNaNChristy Lowney...NaNNaNNaNNaN10.0NaNNaNFalse2019-09-221956-01-01
293591Wisconsin DIRTWisconsin DIRT soilDerek PiersonOregon State Universitypiersond@oregonstate.edu2019-09-22Kate Lajtha, Kim Townsendlajthak@science.oregonstate.eduNaNChristy Lowney...NaNNaNNaNNaN10.0NaNNaNFalse2019-09-221956-01-01
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" + ], + "text/plain": [ + " google_dir data_file curator_PersonName \\\n", + "0 AND_10YR_CN AND_DIRT_10YR_CN_raw Derek Pierson \n", + "1 AND_10YR_CN AND_DIRT_10YR_CN_raw Derek Pierson \n", + "2 AND_10YR_CN AND_DIRT_10YR_CN_raw Derek Pierson \n", + "3 AND_10YR_CN AND_DIRT_10YR_CN_raw Derek Pierson \n", + "4 AND_10YR_CN AND_DIRT_10YR_CN_raw Derek Pierson \n", + "... ... ... ... \n", + "293587 Wisconsin DIRT Wisconsin DIRT soil Derek Pierson \n", + "293588 Wisconsin DIRT Wisconsin DIRT soil Derek Pierson \n", + "293589 Wisconsin DIRT Wisconsin DIRT soil Derek Pierson \n", + "293590 Wisconsin DIRT Wisconsin DIRT soil Derek Pierson \n", + "293591 Wisconsin DIRT Wisconsin DIRT soil Derek Pierson \n", + "\n", + " curator_organization curator_email modification_date \\\n", + "0 Oregon State University piersond@oregonstate.edu 2018-03-07 \n", + "1 Oregon State University piersond@oregonstate.edu 2018-03-07 \n", + "2 Oregon State University piersond@oregonstate.edu 2018-03-07 \n", + "3 Oregon State University piersond@oregonstate.edu 2018-03-07 \n", + "4 Oregon State University piersond@oregonstate.edu 2018-03-07 \n", + "... ... ... ... \n", + "293587 Oregon State University piersond@oregonstate.edu 2019-09-22 \n", + "293588 Oregon State University piersond@oregonstate.edu 2019-09-22 \n", + "293589 Oregon State University piersond@oregonstate.edu 2019-09-22 \n", + "293590 Oregon State University piersond@oregonstate.edu 2019-09-22 \n", + "293591 Oregon State University piersond@oregonstate.edu 2019-09-22 \n", + "\n", + " author_PersonName author_email \\\n", + "0 Derek Pierson piersond@oregonstate.edu \n", + "1 Derek Pierson piersond@oregonstate.edu \n", + "2 Derek Pierson piersond@oregonstate.edu \n", + "3 Derek Pierson piersond@oregonstate.edu \n", + "4 Derek Pierson piersond@oregonstate.edu \n", + "... ... ... \n", + "293587 Kate Lajtha, Kim Townsend lajthak@science.oregonstate.edu \n", + "293588 Kate Lajtha, Kim Townsend lajthak@science.oregonstate.edu \n", + "293589 Kate Lajtha, Kim Townsend lajthak@science.oregonstate.edu \n", + "293590 Kate Lajtha, Kim Townsend lajthak@science.oregonstate.edu \n", + "293591 Kate Lajtha, Kim Townsend lajthak@science.oregonstate.edu \n", + "\n", + " author_orcid_id addit_contact_person ... frc_oc frc_n_tot \\\n", + "0 0000-0003-3413-1693 Kate Lajtha ... NaN NaN \n", + "1 0000-0003-3413-1693 Kate Lajtha ... NaN NaN \n", + "2 0000-0003-3413-1693 Kate Lajtha ... NaN NaN \n", + "3 0000-0003-3413-1693 Kate Lajtha ... NaN NaN \n", + "4 0000-0003-3413-1693 Kate Lajtha ... NaN NaN \n", + "... ... ... ... ... ... \n", + "293587 NaN Christy Lowney ... NaN NaN \n", + "293588 NaN Christy Lowney ... NaN NaN \n", + "293589 NaN Christy Lowney ... NaN NaN \n", + "293590 NaN Christy Lowney ... NaN NaN \n", + "293591 NaN Christy Lowney ... NaN NaN \n", + "\n", + " frc_c_to_n bd_methods_notes layer_thick_calc lyr_soc_stock_calc \\\n", + "0 NaN NaN 10.0 3315.26 \n", + "1 NaN NaN 10.0 5399.70 \n", + "2 NaN NaN 10.0 2964.30 \n", + "3 NaN NaN 10.0 4702.70 \n", + "4 NaN NaN 10.0 6266.44 \n", + "... ... ... ... ... \n", + "293587 NaN NaN 10.0 NaN \n", + "293588 NaN NaN 10.0 NaN \n", + "293589 NaN NaN 10.0 NaN \n", + "293590 NaN NaN 10.0 NaN \n", + "293591 NaN NaN 10.0 NaN \n", + "\n", + " lyr_n_stock_calc control_sample modification_date_datetime \\\n", + "0 154.98 False 2018-03-07 \n", + "1 183.68 False 2018-03-07 \n", + "2 127.10 False 2018-03-07 \n", + "3 201.72 False 2018-03-07 \n", + "4 138.58 False 2018-03-07 \n", + "... ... ... ... \n", + "293587 NaN False 2019-09-22 \n", + "293588 NaN False 2019-09-22 \n", + "293589 NaN False 2019-09-22 \n", + "293590 NaN False 2019-09-22 \n", + "293591 NaN False 2019-09-22 \n", + "\n", + " tx_start_datetime \n", + "0 1997-01-01 \n", + "1 1997-01-01 \n", + "2 1997-01-01 \n", + "3 1997-01-01 \n", + "4 1997-01-01 \n", + "... ... \n", + "293587 1956-01-01 \n", + "293588 1956-01-01 \n", + "293589 1956-01-01 \n", + "293590 1956-01-01 \n", + "293591 1956-01-01 \n", + "\n", + "[293592 rows x 159 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import getEDI\n", + "# created function from .py script provided with SoDaH data\n", + "\n", + "dt1 = getEDI.get_SoDaH_data()\n", + "#dt1\n", + "# pretty high soil CN values reported\n", + "# How do we handle depth reps at sites?\n", + "# poor alignment of soilCN and litCN\n", + "dt = dt1.where(dt1.lyr_c_to_n<50)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "#print(dt1.lit_cn.groupby(dt1.location_name.unique()))\n", + "#plt.plot(dt1.location_name,dt1.lit_cn)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "#plt.title('SoDaH',loc='left', fontsize='large', \n", + "# fontweight='bold')\n", + "\n", + "fig, axs = plt.subplots(2, 2, sharex='col', sharey='row')\n", + "# marker symbol\n", + "axs[0, 0].plot(dt.mat,dt.lyr_c_to_n,'.')\n", + "axs[0, 0].set_ylabel('soil C:N')\n", + "\n", + "axs[0, 1].scatter(dt.lit_cn,dt.lyr_c_to_n)\n", + "axs[0, 1].set_xlabel('litter C:N')\n", + "\n", + "axs[1, 0].plot(dt1.mat,dt1.lit_cn,'.') \n", + "axs[1, 0].set_ylabel('litter C:N')\n", + "axs[1, 0].set_xlabel('MAT') ;\n", + "\n", + "#axs[1, 1].plot.hist(dt.lyr_c_to_n,'.')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "-----------\n", + "### Annual cycle of fluxes\n", + "This can be done for grid cells, or zonally" + ] + }, + { + "cell_type": "code", + "execution_count": 282, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dsDay['Nlimit'] = dsDay['cnpp'] - dsDay['cnpp'].isel(sim=0)\n", + "\n", + "var = ['cMICtot','nMineral','cresp',\n", + " 'nNetMineralization','MICrK','cnMIC','cnpp','NEP',\n", + " 'Nlimit']\n", + "v = 1\n", + "dsDay.isel(time=slice(0,365))[var[v]].mean(\n", + " dim='lon').sel(lat=slice(-55,80)).plot(\n", + " x='time', y=\"lat\", col=\"sim\", robust=True,\n", + " cmap=cm.get_cmap('OrRd', 11), #BrBG for NEP\n", + " figsize=[12,4],col_wrap=2);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Above: Positive NEP = land C uptake, \n", + "Negative = release to atmosphere\n", + "- Below: red = MIMICS > CASA" + ] + }, + { + "cell_type": "code", + "execution_count": 254, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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sFFqpI7KVVkKs1ZHrNTGqk9FW5bX2nG2v49XPWG3brl91pL1ZlPQ25Z6enp6e+4Bwkn9MH1BnHiD9ANPT09NznzlJqph+gHmEqGrP5b2Q52l1amyUUDuPWXGqrE6nV+WgNj15O8Vu1622u1leW93Prdavbnvz/qzz3XR/ldX3V5/b/bTtW9fNal/b91qXV2kdZe0oa8s0r7s2rRzWylqLWXBxlcsaWztECVURpLBiuke52EcpTTnfZ3b1a3f9G52ENnDyZkw6AiCdnMJkI4ann8LVJePNNUQJ2ggvJwbvPOkgRhQ8eXZEFhuWZc25ScbOvORDT6+jlTBJIj512XNulHBqMGBYeTbXnmUtAjfYQGUTXJRisjW8ibHPfwI92UKfvoBau0L2zvfi8znDC6dZXN6mzkvitQG7z7/Exd/zHIvru6RbE+r5Em8dKjacf3GbeBQxuzonHsbYyrLzwi6n3rPJ7NoCbx3xMGL96QnPWY8tLTrWrF0cs9gOOcTGuzlPWM/gVEa2ERxa3nmeeHqCt47JcxcYXjyPOf8OcDX7asTewnJ9kfPC9oJX95b87qV9pouKg52wz+WsRJTgasdyOkWUpprvY7IR3lqGmxuhDML0ABXFZOMh+TwnG2fMd/dRJma4NgCCpBsnBqWlKxPQorRQVw4TKZSS8LtphTLhta0d2ihs7Ugy073vnCducp+1UtnqdQ3hmmjdi6tOtPDeoVy26nh7M5xIIutv8vf09PT03C39DKanp6en576wWkztVtwrQ8Hbicd2gMkry+cu7RMb1QWErcpcq1PjQawpakfSrKtXXFa3C8TSSlg2OZna16vP7bS93U8bbNgut1P6+iY3VyuZrcpdN7u62s+oa4db2T5uKg/a2hHHmqKoMZGmKmqc83hH4/ByVEWNtY4qt8HVVZTYIsgkri7xzlLls3AscXbE7WWLJcvdq9gm3fudUCbuXGLKxCgT4+qSbOMsrq5wdUk82kAnGdnGOcrpDtEwuMey9U2890y2BuxcnZEOY5LM4B1ko7CcZqEWemwUz54eUVpHrBXj1PDs6SF7y4on1lISrTg1iNkaRLw2LXhinKAVbKaGnbzm7MCQiUXKOfrgOl4Z1HwHN5+ikpTyS59Cn30qfEezPVAat5iy81ufYevf+0au/rvPM7pwGoDpy9fIzmyw+6VLiBLq+RKdJgAcvHwDkxnqZU2+m1Mva7betUk8jFjcWDI+PyLbSLn2+RvMr84RLYyfGDG/uujaixbG50d87ROXiBonVjWrSDdSZq/NMJnhxme+gqtqxkBUl2yObzA5/3WcHgy4uJZwfT7mwxcmfGl7zgtXZt25d3m/kcvKM+zv5Th3tpOtWvmMc2PyRQiMNVGQvurljLpcUi8n3e/dSmt1PsM7i46z150fojQqio+cL0B3vnhnO7nUxBHeeaJGAjWRxnmP1qpztoV9BqnUOxAF3oGJFNY6TKQ7Ce5ecKJ0/Y/e+PLwVbQUkXUR+biIfEFEnheRbxWRTRH5lyLyQvO88Vb3s6enp6dFiRCr2z/MIziDeegGGODvAP+X9/69wAeB54EfA/6V9/5dwL9qXvf09PS8LWgj+e/0eNR4qCQyEVkDfi/wpwG89yVQisj3A7+vafaPgF8B/srt9rWcLfj8//vZsF916FxZXVZR/Lo07xCm5d4eLq9ucyvabU/SFkD0YbvVzzrOMbXaL9vk57q5r20/RevX7a+VoFwjbb3Zqo/tMa4ec/sAMMmhBKLj4GxSJkYnGdrEJJPTmDjBRJqNsyO882TjmPEwZhBrLmwMMErYHMWcGSc45xlEmlFiUCJMEkNqFGmkyIxiGClK6xnHCuthHElXSVKKWbMMevYKvswRRvidGc++/CXERPgyZ/93P88T57a4+u8+36TXD467K5++yvrTE/Ze2md6Zc6VvGYz1nx1XjGJFNcLi/W+SbX/L8IxrwTa3hWfuPRGfxK4Or/lW5n+LBuRZjMO6f3PnR4QDWM2nl1nbWvIuXNbfNtTZxl84FtQky1cOgZZA8DHQ77mNyitZ1rWaBF2lhXnxwmV9by8v+TavOyCev+XX87I5+EczRcVrnadlDU/yJhffxlbl7iqDOdkXR2Rv5SJglzWSKhwKJO1rJ7nq9fR6rV8M6vnuyjdlW046fV6Eu50j+URHF8euhnMs8B14H8WkU+JyM+LyBA4672/DNA8nzluYxH5CyLySRH5pCtmD67XPT09jzWiBB2r2z7UCe/3iMh3i8gXReTLIvI6tUZE/pKIfFZEPi0ivyYi77vnB3RCHrYBxgAfBv6e9/5DwJy7kMO89z/rvf+I9/4jKhndrz729PT0HEEERKs7PO48hRERDfwM8FHgfcAfPWYA+Sfe+2/w3n8j8FPA37rXx3NSHrYB5lXgVe/9v21ef5ww4FwVkfMAzfO1t6h/PT09Pa9HBNF3eJwsEOabgS97719sbhF8DPj+1Qbe+4OVl0M4pgTtA+Khugfjvb8iIq+IyHu8918EvhP4fPP4U8BPNs//7E77cmXB/PorYb/NvQt1k95q0uERbTfcrzjUhQHq4tCG2+q1urFTupV7NV2bY+6t3Or9rq9V2d0Xuflezpu5V/JmWb23EmUjosEa8XDCYOt8sIY6j4k1cWI42FmQZBFaK7JxTF1ZtFbEWUScaNIsIjaK2CjOTzIGsWZzFDPJIiaJIYs0Z0cxSoT11KBFMApirRhGwdZtcOjpNVR+ANaCBb9zGbu/jd2+Akph5zOW85w6L/DWkW8fMLt0g8lzT7C8vkt5sES0kO/mOOuZXp5x9eV9ZrXj+WnJrD6mKM+nr97V9/aG7r/cR5bWs7T1YU2ZJgvAk5+/AcBTg/Bn4n3f+v9x7iPPkm6tkW5NUOMN1GDMs+/6EC4eUZw+hxJhWScIEGvh1MBwaVowiDSLyvKeZzb4wos7pMOIeFqSLyqiJJzLRV5hiyV1PqeY7ryl5/a9RpSgo9vfz1GVAni/iHxyZfXPeu9/duX1BeCVldevAt/yus8T+UHgR4EY+P1vsNtvmodqgGn4y8D/KiIx8CLwnxJmYv9URP4s8DLwA29h/3p6enqOIiH1ze1oCqF9znv/w7ff0+t43b8s3vufAX5GRP4Y8F8R/vF+4Dx0A4z3/tPAR4556zsfdF96enp6ToLAHe+xnFAiexV4cuX1ReC127T/GPD3TrLj+8FDN8DcM0SCBBYdRgS3kpUtl50VUkXxEYmqxTnbrQc6yyRAnd//7r9V8sHw9JMk401MOiIaTlBKUE052nQYEzdyh7Wuq+2ijGJtcxCSECaaKDFEiUEpYbSWHMlGYF2oo1PUjlkj2VjvKWcF24uSrUHMjUXFIFJdaepBpBknOshm+hTD9TMkRpFVU2SwgdnaJ3rq3bj97UP7dpmD0vjlnNOLKb5YstnIk9XuLq6qmb58lXMfMTy1N2V6aZdvOCjYf2kfW7ouGr6tt/P5gyKU4b5F2eO3O0+khlgJc+v44CQNwX+DiI1n14mHEelGSrI+YnTxNDqN8c5RXb+KGc2R5HkkTkkvlHiTYJJQI8eL4lwSMg5IUwfpL33bM/zGkxNmec32rOT6NCc24XvfvrDG9SfWyBcl8/3DstCDccJiWuC9xztPvr+Nq8sjFuLWZg90VvtVvLPUebBqi9KdnV+bGFuX3bXfytttdoCW6s1+wSKIvsMt7zu9H/hN4F0i8g7gEvBHgD929KPkXd77F5qX3wO8wFvE4zvA9PT09Dwgwj2Y2w8g2tx5BuO9r0Xkh4B/AWjgH3rvPyciPwF80nv/i8APich3EcbFXd4ieQz6Aaanp6fnviNCN9O/ZRt1MlOv9/6XgF+6ad1fW1n+kTfQxfvCYzvAiChEa7SJqZYzROtO5rJljnOWKB12U/E24r1azrpEj/DWurgeBDrOUFFMunaKKBth0hGiwnfVljRWJmQ8KOYhSaU2JpQrTgxRolFAnIV1Skmo76FDTY+sqf+hlXTJRLVI5yJra7EkQ8Ug0kwSQ6SFcWwQCU6lUaxQwDg5lEzMwRX09Bp4h9vfxpY5fn6Adw5Rivr6JSROKbd3mL58FW8ddV6Qndkg3z6g2JsyvzqnnJcUByVKC/Orc37n+oL3jGOW85I40uwsai4tQ/T+ZqyIlfBaXhMrOd5x9jbltbzmg5OU3Hl+c3fJRqQ5V1p4cY96WZNMYnSkufo7l0jXEgZnRowunEb0ddaVQm+dJ1rsgjK4aonLJki5BG0YJEmXsPXUIOLiJOML+ZSLmxnWefaXJaM04vx6xvVrc7JRciTxpNYKbVRIQGkdxVR3LrM2yr/O55h0CICrK+omyao2MSYd4p0lGqxR5/Nw/jaZAqqVLAEAoieYJtlmXSyJsnsUL9fYlG/b5GELGjkBj+0A09PT0/OgEAU6voNN+Q425oeRfoDp6enpud/0M5jHiygbcPqd70OJUFehHox3Huc8SgnOeZwNtS1EpHOw1GWBq4KUtiqftXVPbF2ib0q8167rHGcrzrPjkma2wZbta1eVxwZgtlN9CIk5vbNETangeLyJMjHpMGb/tUvU5ZIoHXWBo6I14811olTjGyUnG8WICs4vWfle2u9Da4WJD2tqVIXt1teVxUQabaQLshwNoq6uziDWxCaUsc0iTWkdWaRZVrary9KWuNVKeGpjQFFbEqPZyCKK2nJ+lFA5x5lhU9ul6SdAYhSqDs4jqZYgKsg0xRwZroWUFYMxbjFtAkOH+CJn8MQ7SJ/aprz8KqIVNi8Znttiduk6a8/QJbV0Vc38yjbvAFxpKeclJjVsXp7xbusZnh1SHBRcnFXMrs1RWij2S15ZVOxXloPasVO+feVULfA7+zla4LlhTOl8SNS529R9mZdMIkV8ZcbpcyPyg4K9r+5iUkM9z1HxFxk/9Tzx6TOIiVCTLWS0HuTVyVl8PMRrw8XhhPjiGhfXEi5PCy6spVQrzkGthDPjhO1ZyayoGSWG69Ngyywal+Hs6XVefWGT/CBItCYbEQ+GXc0ZWzvyg31cXZJOtlBakWShRoy1IbnmdGfGYvsSJs46iVdFMSZOGK03EllpuxLOn/nXb+77Fbo4l1typ/cfRh7bAaanp6fnQRGSXd5BIjO9RNbT09PTc7fICQItH73x5fEdYEQJWqtuyuydBx0CBH3jeGmn3G0abSWCTQy2zlAqSEgQ7IdVUTb7XXGkrCwffu7xOcRu3qaVvoAjNVxWl4EuEFQnWSezaRN+1jiLQiW98Saqcb+pKDi9TKQpm5LIUWLQ5vB4zMrNRt+UdPbNo8hDyJmrHdYeuqSixDSRyAoThel+GzgZcozpbnmcmq6s85m1pMs3Zj1EWrrlSZIxiHQXfzaMNKM4wnnITJDSlrXD+1Dm2kUJ3oMWdShoewdRgmRriK2Q9bP4vav4hUWN1/F1hS9zkiffgS9zjHNQlwydI9/ep5rnqMggTpFuTVhc3mG5m5NtpCxuLPDW463n2mevka6nzK8tSNZi5lcX6FgxqRSnE82sdmiB/coxqx258yytY2k9Wuie4Y3nKsu0MIk06YrUUjrPyAR328goltYzqx2ZFqwPMuNmrBgaTW4d40ko2awjjXeOaBijtOCsZ3x+hMkM4wsbmDQh2Rih05h0a0J0/hkkipF0gJtPkabOD84iVYGPguwkriZShrx2WN/IQs31FjXyWGwUFzezTi793Ct7OOt46uyIzWHCrKg52F6w3Ns5dDMWQSpLh4NOanJ1SZUvQtBkUwa8daNpY8g2zhGlKVqrzvGojWKyFYKC68ri7lXiuJMEWp7Qpvww8dgOMD09PT0PCjl5LrJHin6A6enp6bnPiJwgm/IJC449TDy2A4w2mnQYUVeWKre4xiUmSro8Wa2jDA4VlwiNrUPbVlpz3qNNkARs7YAw1dY65MpqXVat9AZgrepcaXA0F1rnItO6k8zaZVEazFGJLR6OATBRQpxFmEgRJwYTa6JEMzhIcPUE5zzDtTR48k34/DSLKFfcTd57TKS778LWDu9956QLffWdjGaMYpQaxmmEdY5RGnFmnKCbksbWedbT4PpSIiGHmFaMYk1lPZtZhG3yiYlAqhUOH569xwOJVnjvmaQa54OUoqsFeE3mC7yOkWqBLHMa9UoAACAASURBVEu8MkhdIK5GLXZDzrFsDZYHQXqcT3HTXXwdpL56+wqiFLOvfJVkfUw5nePKkE+s2J3hnGP6pUvE4xRX1cyuzfHWc/Wz11jcWBKPIpZ7Bdooiv0S5z07BwWXljWTSPFaXjPUihtlzanYMG9kxetF3UlhcXOO3a0aEyuhbM6pTAuZDgGn7bpYhXVL65t9h7LFbRCo9TCJFDtlWF5aRzwtu+1L59HbS4ZG47zHlRbRQnFQEKWG7NSAaJiy+/xLJOtfpc4L0q0JohXxeIDJErx1eOtINieo8Tpq4wynn3wvW6fP4qIJiKLyEOEQ79ivFZULAbSl9ZTW8e5TIw7yirU04uwwZr+oeXprwC9vBtktSQx17XDOkzVuxGV5iv3tRRekqbTgXUjHsjZOmC3C7/+uJ9aItcI253YWadYHEcvSEhvFXtPuN+7up3k9J7kH089genp6enruFjnBPZiTVLR82OgHmJ6enp77jRJ0dPs/t+qYWLeHncd2gIkjxWg9DcGCI487Jm9U65ISJV0eLVs76spia/e6m3JdexHixKCM6tLX15WjLi1lUVMu605vbQM824DOltUgT6Wk68MqJg4yXDqMj6xvHTBlUVMsK6oiLGutmO4ug1zQyF5zEyQ63fx3pYyiLl0XMKmbKpPj1DBKI7aGMbXzXNzMWEsMa2lEpIRJU2USYBBpIi0okW6dVuFGJ4RcY1qCJJQZhRIwKqxrl5UIlQvOqsiVIArJQ64ryaeILcNyucCbGDXfAUIafl9VSDYEpZA4xd54FTXewE338HUZlpdzfJmjh2N8VWHSBO+CnKPTmHhtSDldoIB0fUC6NWHnS68Fd9yyxltPspZgsnAJzXZzIqWCa69xZlkf0uC3AZZa4MnMkGlFJMJBHdbvV28sZ1m5IrmGqpTHB3KOTJCAJpGmbNxrK2cRmyvxGVfyIN2NjHRy2ry2ZCs14/PdnOj8iGpeUs3L7t6CrWq8c9TLksGZDVRkqBY52dYatqow+1MS11wj7xwjjdsvsSVSzFH5AZPNp7FxSmkdpQ0VS9+xnnF5poia82IQKZ6YpHz9UxuUzbEsyxqtwrkaa8X+MrgwvfMMUsP5JniyrB2jxFCuh+22mmunqB2muZ5HqSE2Ksi7g+gN/TY3c7IZTH8Ppqenp6fnbjnJANPfg+np6enpeSPcMR1/Hwfz6BDpIAHl8+pILrIoMSSZQWtFvqiwtWvkKdW4UFTjNAu+9SjRjXMsBCg66xgO4y5ILDGqy7G0v6golhX1MARz1pWlKg5/AhOprh+rwZ2DtSSkuW/kKqBzuWgl3bqydizL4FYri+CEauW1VoZrnWxKK+JYd/vQSjBKyGJDFoegyFFiGMSarHmcGyVdMGSkhFEcHDsAUXNxOO9RIkwLyyQ1WO9JmkJKpfVkRhHrECCpRVhUjkGkqJ1HaeGgdERKEKEJmgSRiMwIPt0gwlFE4xCcWHvSiRAJqNFpqHJ8NkEtdrHZBLXcR+oCv/kUzLeR8alQ0Nw7NKDKJbia+vol4nd+ADfbIwPcco7Khpy++CwA1eWvYfMSM0xZXNnunFH53gJRwv5LByRrCfWyxlnPKDOMDwrqZY3SQjYreccwYmk9F84M+OJrM94zjrHe8/Ki5slMeGVZEasQ/Lhf2dc5zL5+LeFKXnOjtEeksVUyLSybDVvZa9j81zyJFJMoOMp2Sts5yU4nmkmkGCWGCSFWw2QGUYp4FJGsJdjSYktLMknw1qMjhYo12dYIFRmiYYataiIgHg9wVU08HuCdI14L8iIQAlaVwi/nyNc+TbT1ROh4XQT5EjDeo7IJRkfowRal9ZwZGsaJwvtwflmvSc6HfVofJNmWSRqup/285otXp8RGcXYt5cwwZllZKudZSwy7eRXy5SUG5zzTMjhJS+sYN+sq54nu0axClELFt5fblDnZn2MR+W7g7xAKjv289/4nb3r/R4E/B9TAdeDPeO9fegPdftM8ekNmT09Pz9sMEVBK3fZxEolMRDTwM8BHgfcBf1RE3ndTs08BH/HefwD4OPBT9/hwTkw/wPT09PTcb5p7MLd9nEwi+2bgy977F733JfAx4PtXG3jv/7X3ftG8/ARw8Z4ey13w2EpkzoUqirqRl9qcXAB16fDGEyW6C7YcjxNsk5erWFah4l6ssLU7rNRoFGVJJzuZRnoap6YL2FJNDjQ03WdL445pP9/EYb2JdCeBxUaxv6iIjWKW113gZlkEWcZEirKwXUpy1/TLNYGT5bLqjr11pFWRxg6jLkcTwGTgKWtLUTtmecXFjQHTvGZrFLNjFJMkYlFZJolhVtYoCQ6ySAtF7Rg0n+m8Zz+vm/Xh+FKjmuA531Q49GgRSmsxGmoLiQmymRYht45RpKgdFE3useAsc6wlwRm1rDwSKXw0hGiIUYJEKZJPcckIBej5Nl7HqOV+SOM/3cHN9vBxGnKRFTnLFz5Lvr3P8KkL7D3/lRAcuDFi70uvYMuafG9JPIw4eHXK3kv7JGsJxUGB0sLO9pIrue3ye10tataM4qB2lM5TOt9JUr97UBAr4XcPihOdp60c9tt7+R3bLlciNVvn2g7h+bUcJpHugjOtD316ZVlxJRc2C8skCs63bNHIdTdg8+wQW9kmN5mnnFXEowjZzVE6yK/RMMdVNSoyuLI60idRijovMWmMq2rGJkYpjc8XuN2roDSSpGAi1HANbIlUC5AheX14PMNIcVBYlAhl40RbSyO0wKw51rx2LCrL127MAZjmNcvK8tL2gvOTlLJ21M5zfj3l+kHB3rJi1Fxz+8uKLNLMipos1iH48hZS5BtBRFB3simfLJvyBeCVldevAt9ym/Z/Fvg/T7Lj+8FjO8D09PT0PDBO7iJ7v4h8cmX1z3rvf3a12TGbHjsSisifAD4CfMfddfbe8VAOMI0O+Ungkvf+e0XkHYSp4ibw28CfbKaPPT09PW89J8mmHN7/nPf+h2/T6lXgyZXXF4HXXv9x8l3Afwl8h/f+ZNPl+8BDOcAAPwI8D6w1r/8m8D967z8mIn+fMC38e7fbQZtK3kQhT1Fqoq6ipbOeuvLUpSVfVIgiSFG1awIRQ6W7ugo35pazspOdtFbcKJbUlSVKdJCn8uAm0kZhm2l/Wxagdaulgwjvg/wWWYNrAjpNpBEl5IuSKDHsXfdUhcVEKjhdCks6jJjtheqSAHGiibPgWDFNsOba1oDzmxmnxynn10PetFYKUE0E5O6iJDaKtcRwdVqwOYxRIhzkFVoJkVJc2l8yySJu2Ip5WTOMDV+8PmOSRezMS0apYZbXTAYRqVYMGvlwVtRsDWJmpe1S8rey2c6ywnnPqUHMtLQMouC8y2tHpBWbWWhb1I7NQcS8tKwlBiXh5ulB6SitZyPV7BeWcTykJGMimnQ0oBqcJvUlbrgFrsafeRdm92WkmOOTIX7nMmk2JJ6G3GVbv+dbsdcvIdkQHUUsru2y9fUjpi9fw6Qxk6cn1MuK4flN9r58Fb64Tbybs7Se/cox1KoLaGyDFYdakaqwnDvPJFJdgKWWEHxqvX/DqfrvhPXcsqKmFphbx9IaSufJdCujwbnKMmlcWsHl5tE7QfL0zjPYyqjmQRYTLSy3gzxl0n1MFqEjQ7Q2pFIK28hoJt1BxQYzSLs+iIlBKfTGGfRkCz1eZ3IqDgG25RKfDBnFBpUfILbCpwnvf+cWFUF2TbR0/8bv5jaUmCD8u78aQ+3wvLC95MwoIa8deR3ajhehhMQ4DS5K4IhD880iJ4jk1yeL5P9N4F3NP9WXgD8C/LEjnyXyIeAfAN/tvb/2hjp8jzjRtyciTzcjIiKSicj4/nbrtn25CHwP8PPNawF+P8EtAfCPgP/oreldT09PzzEId7zJz51mOID3vgZ+CPgXhH+y/6n3/nMi8hMi8n1Ns/8eGAG/ICKfFpFfvF+HdSfuOIMRkT8P/AWC/PQcYUr294HvvL9duyV/G/jPgXaQ2wL2mi8ewhTywnEbishfIBwL2ebZ+9zNnp6ensCJUsWcMObGe/9LwC/dtO6vrSx/1xvo4n3hJBLZDxKscf8WwHv/goicua+9ugUi8r3ANe/9b4nI72tXH9P0WKGhuVn2swBPf90H/H/4oSe6QMEL4zQERjZp4heVDfJOkxPrlf0ly8qynkWcGsSdw6SwwTk1awIbc+soakdiFIvKsr+oWJa2C2ZsnWjtcjsdnwwirPNdAGVZO7JYHwlk3Mgilk3VyagJ4lxU4bOWlSWLNAd51clSAFVTKdFo1VVMHMWmC4gsrGtyhsH5cULUBPttZBGDSLOoLOfHoYqg0YpIhwDLonacGcYcFDXPbIYKgJESBpHm9CDGeihqi1LSfB/NcTaBcLvLkH59d1ZwahCzs6zIa0dlHYXAorIkRlPUlkWl2M8rTg1ivrq7JFIS0uIvw3c+SQyVc+zlinFieOWgYNDk3cpMyGG1UytinRFroSgdg/XnqJ0PQZ4bz5FqQVyNAE5HRAdXABjGA0b5FJ9NmDQutDYKVK68wFNJBnUJw41QEqAqUeNNfD7DVyXUFZKk2OkedjvsU6UD7P42OEe5u8feVy4xOL0OQLw2ZLm9j83LrmyATmPK6QIdmddZWr1zqMgQrw2o5odOM1c2ecHycCuyOpiz8+Vt4mFENIy6+vCiFToymGF2RMIRrYKclYVcXa0DylsXco5ZRz3P0Wkc9hGbEEjZ9E3HUbfsqrrbbzQeICZGogiUDi4y0ywDEsW4xRSURkdXwvftHZSzpixDHr77OkfKOTrKSJoSDYjCxxmnB+t4D8qHa8WJDtKeCKV11Dbj/CjBeU9eOwob3GdKhHGsu+uiskGivTfIHW3IJ7QpP1ScZIApvPdlm4hRRAy3+AP+APg24PtE5A8BKeEezN8G1kXENLOYY2969fT09LxViBL0PYrkf5g4yZD5qyLyXwCZiPwB4BeA//3+dut4vPc/7r2/6L1/hnBz65e9938c+NfAf9I0+1PAP3sr+tfT09NzLCcKtHw8k13+GMGV9VngLxK0v5+/n516A/wV4GMi8jcIaRL+pzttkBrF+8+MUQLj2JBGTcCl81Q2BKKlTcCkbeSfNjfROAnT6EgpCmuJlGLRBGwtGgnLNnmTZmmE0Yp0xY2yqA4dX4lR3TS83bYN7mw/s5WwrA8V91p5q80LVjcyV20dW4MgaUSN1EfUHFPzANgv6m5/qzWOrIdKDpfb/ExF3VR4XAmkjHToW9IcV9X0efX422NqU/YX1oGlc60d5BVGB/kLYFbWJEZ321Z2VVqLUCKcGgTpLtYh6FOaFP9ahMSE32ozNUSKrgpnrIVYa7SE9O+ZEQwOUQ68I3IVYsMygC6m+ChFqjw8bInMrnffk7garEXGm2EbE0G1DNN653DTnVA2IF8EmQzw+Tzk4Spz7O4ciSJ8XWGGKac+8FyX38xVNen6GGctNi/xbXp7rfDWHd4QbnBlkKvy7YNOvoKQlqRFKUWyPuaJb5l0slW336ZdK3O5ph8Q5DBnHWrls1VsUHHIKTY4s4FO4ybHmO5kLiAETyod9t+udxaJUzBxV7UVpToHWajWGoXqrdkY32znTdJIkwofpeE7VwYvCq9MSBKpdLMcrkMRwIffSotDKYOXcL2tp5pFFRxxaaQa2Toi0uEcah19ALPijZVSuBmRO0tgj6VE5r13wM81j7cN3vtfAX6lWX6RcJ+op6en5+2HCoPz7ZDoRDblh4pbHrGIfJbb3GtpEqn19PT09NwB4QQzGHm8JLLvbZ5/sHn+x83zHwcWr2/+cBFrxTPrKUrAeaidD9NqLbQF/iIlODxeCacGMZVzOO8ZJwZFE3SmglymRJopdggSnJYhgCuLNKlRnZTkfJCIXDMFT1bkjtbB1S5HWnA+SEWt5NamD2/3UbngeFPdNoqqccWEz2vcbrXDet+5yiKtOhkA6CQ7CPnSWpnONQF3lQtBg2rlItDCkTatdBdSqvvm80P7cPztd+BW2gUJoj1W6sNU9eH79Z2bx3kPLshwrYwZKdVJdrkN8kZhLbGWI5Uz2+8+t0Gyi7XC+yZfXBwhzgbpy3sEgtziXUhaZ1Kkzg8dTQBag6vBVvi6CTSMQ+CgX4ZgQ1+V3Xu+zHHLeZezC8AWBd46qvkSm5ed40vHhrqpyKhigyvr5v2iqxipWrkqCsGMtqqxeXFEJmv/oCkdghyT9THe2i5tfJs3TLRGtCIapJ101kp2JosR9fqEjDqODl1jJsiyEjU3sVtn2Opy6xhL0qZv+nWyGCbutmulL69jvDJ4kyDNd+9FHdZOaaWz2IRnE3IGKhG86PA7NdeBb85J68O1PjKKee0oCSEoaSOfhvxvQlH77jp604iEY71dkzu8/zByywGmrR8gIt/mvf+2lbd+TER+HfiJ47YTkc0TfK7z3u/dVU97enp6HlrkyD2q45s8hvdggKGIfLv3/tcAROT3AMPbtH+tedxuvqeBp07cy56enp6HGaUOZ3i3QB5Bm/JJjujPAv9QRCbN6z3gz9ym/fPe+w/dboci8qkT9u++IUCqBUdwWaGkk8uUCjmLWpyHwloSHeSuViXSBIkF6NYN4+Cy0hLS8YeqjyFQMtJB3lmVucL+g9zjvBDRSmWeVrVSjaulc44pYVbWFLVDKaFqNKC2Cl9lfSdpQXByldZ1QZ5tgGfZVNpsnXJaCanR5JXtAkmt85RNMqeugqZWRyr9RVoREdKlA91ntdtlsWYQaaLOstYGgXIk+HMca/LaMUkNlfWdW6+oDyW1NFIoQsXLesWJVzdKRmoE6+jS0usmUDbWAj5UySysY1b65rf0eA+xFoyK0QqUSclrFxxLhHxuzeYIdMGvqi4QW4GrkbrEi0JshVQLlK1Rpy4i1RIIEpmvKnyZIyY4yKJmfWItuPDoJLW66lxnAHY+Dc9NAOaqk0xFBtcEPzpr8c4dcYpBcJulW5PuRrO3LrjUGndY6xzTaYxOY+pFjooM9Tzv5LFWEvPWHTrH2jT7cNQ1pjQSRYiJUcPx4ftxGo7VJGGdd0HaUgZEcDo4wbwyoCN8+1rH4Yps2je2rCCXicIRzg8P5LVHydHrt8V638nJIkFGTbVgFI1s6jtptRTfBQa/aeQEM5jH1EX2W8AHRWQNEO/9/h02+dYTfO5J2vT09PQ8IvQS2bGIyF+76TUA3vtj78F47/OVtho4u/o53vuXV9v09PT0PPIoOTQ+3Ar9eEpk85XllOAue/5OG4nIXwb+OnAVaOfqHnhb2Js9dIGHnkMXmfdN0CDSyScO37nEIEhArYupDcpy3tOoDCwqy6JadUM1jqsmx5F1nqjJDbYqk7UBl63U1PavskHKymuHFqga2WhR2S7nGMDCegaRpnIhH1ppHbFWzIqaWV4fka30ynbtsnW+k8Fa+aysHYvSkhjV5U0DuiqbrbS2ur9WXlvdr/W+S8E/btOhSwjmbJ1eu8uqq5KZNjnE2kDU9ntqg09bx1r7HaYmtInKEACb2+a3UtLkoPKd9GgdGAWl9Z3EWdogSWppHEVGdd9/So1HBReTrcKzd01eLBdkMkC8Q2wZgjBtE2DZVMx0i4NOIsPZIJOVeXhYC400htLorXNBLmucZ96FvF+tBGbzsss7Fq8NSNbH6DQ4uVrZq84LRKsgqTXBkvl2EB90GuOd695rXWj1PMhirYxmmjxjPm+cfsOsk8lcVSPadf1uXWCsSGQ4iy8Oj1G0Ro3Wm7Nk2jnKWmkt5FVLOsnMmwhp5DF0Ge5j1OWhNKZNEFtFoZr//r0ooiYw04uE67cpg+C9R/lwPnjvERGsl0M52Pvu+u+W71n9hF4iOxbv/U+vvhaR/wE4SfrnHwHe473ffoN96+np6XkkEDlBssvHUSI7hgHw7AnavQLc6X5NT09Pz6OPqDDDux36DhLaQ8hJ7sGsRvRr4DTw396m/Y82iy8CvyIi/xzoSnZ67//WG+7tPURJkHC8bwwpzXpPcA210pj3gAuyS+sUszelJ9IrgZMQ9lvUrstd1ko8WgkJiv26RivfbdcGKVbOUjV5xSoXJKWWqnEEVdZ3brRZXh+Rp4KMFuxUZe06mWtZHq6bFkEqi7U6sh3QlSNYlb2KZh+180zzGrNS5W9ZWpbloeOsLVNQ1K4rKxBr1Ul1sVEMYo1t9rU1iruyBED3vJZG7OUV4+Tw9Iy0avLEwSDSaKVQQhdoqUSa9WGdbXKQQSNx+iCTtQGgVQ1KgkTWpv+PmmM2vs1v1kiYVYXyDi8KtdwP8perkboKEpmrwbtO/vJVhatL9NYTnZsqSEZ5E3SY4sscNd4IwZj5vJPDxETY7Sv4usTmZSNjWcrpAqVVlyvMVTW2qqkWOcXejHg8OJJG3zXni82LJlBSY9IYW9VdWv42OBNoZLWyW/bWI1qI1wadwyweD4nWBpg0Dm1W8plFw4xobYAyEd5ZVDYMfzRaR5lSkDbRDY1bzuVBfV+9N9E50giBh4eutNZZpoNkpkwIdO0uYIU3cSeZQbimQx4zweOp2hhZobN9xlrwjUuwvdrE0jgRQd8r2UrkMP/arZrcs9IAbx9OMoP53pXlGri6UtzrONpCYC83j7h5wFuX5r+np6fnrUO48z2WE6aKEZHvBv4O4R/+n/fe/+RN7/9eQhmTDwB/xHv/8dfv5cFwkgHmb3jv/+TqChH5xzeva/He/zdNmx/w3v/CTdv9wBvuaU9PT89Dy0lu8t85VUzjzP0Z4A8Qqvf+poj8ovf+8yvNXgb+NPCfvcHO3jNOMid7/+qLpuDYN51gux8/4bqenp6eRxtRiIlu/ziZTfmbgS9771/03pfAx4DvX23gvf+a9/4zHKp+bxm3y6b840BbaOygXQ2UNGWHb7HdR4E/BFwQkb+78tYaQWJ7W2Ak6K+TRLOognV4ECmmpcM1lkbrhcwI+4VjM4uYVyFhZOSF1Uw4mVFsLytQns0sYmdZsTWIO6urEjg1iNldBktnW5bVec/usupszK0ttq17MitrNtKgT1+bW1KjuLYoQs2TYczlvZynTw3QSriyl/PU1oDr06K7/wLBTrw5innpxoJlZSlrx5lxwleuz7DO8/TWEKOEV3cXFLVjf1Hy9NaQF6/PeHpryBcuH1DWjqqoeeeFCVoJX7ky5Zvescnzlw949vSIz7y021lh3/XEGsuy5sVXD1BaeOL0kFevzFBaiBPDk6eGaCV87dqMZ86MAHjpxhxbOy6eGvDazhJRwvsvTPjcpX2ePjXkvef/f/bePFqS7K7v/PzujYjcXr5Xr17X0t3Vre6WWguNhDYjwIB1DDJ4zL4IYTAaFmtswMDAmQMYGwPGh23A5uAZQDAwYhtWM8iA2eQBWwiQWiAJN0L71t3V1VXVVW/Jl5kRce9v/rj3RuR7XfVedi3qqu74nvPOy4zlxo3MyLwZ3/v9fb9jzm7Nqb1y6uiAIjO8/9EJ955YoZcZ3nNmh3tPrLBSZDy4OeXZt6yw1sua7Jq/PL3Fy06t4Tx88OIudx0ZUmTCtFJO78yZ146POzkGr8yccnq7ZJhbbhvnnN2tOTnq8fBOxZ2rBWcl4+RazvlpzW2jjIcnNaeyKYhhno8YbD5IvXYb+aPvwRcDdHwcP1wnO/u+wMO7ZH4ZK/zXTsIj72uuJen1YXgE99C7ySHky0wnjAhV/1L0oS5bebP3yGCEGY7ROKehdRXyUaYTtC4bg00p+kge2Wpj0fk0OgsUaF0ixuLrCl/W+KreI302eUY2HCC9PlpVYV4pK9D5NPRhMf8lK0If6wozHDfnprMJ9dmH2sp+H7J0tJw1v951OkG9azJiFFpps3rwgrgp2h+Dd5j5Dn6whplt4kYbmNk2aqdobxS+1MsaMVnIC6qn+P4aqMfMNvH9NYYWTDnB9VZD+YCbM7UFfaNMnDDIrs28iCxhdhnnju4TkfsXlr42Rr0n3E4QUCU8CLzsmnTyOuAgs8vvA75PRL5PVZ/IncfDwP3A5wBvXVi+DfyvV9TLDh06dLiZsbxVzAOq+g0HtXSJZTfs3PZBdzDPVdW/BX5NRF68f72q/uWl9lPVt4vI/wD+gaq+7tp1tUOHDh1uUohcK7PLB4E7Fp6fIvyovyFx0Bl9M/Aa4IcvsU6Bv3+5HVXViciGiBSRJ7wBEWTCpppRurzJaXFeWetbHpu6mEdi8ATJ6048kyRJvmWQ4RQenVRULlSXP7w9b8z1divHqbU+Z3ZKzu2WVE45sVLw4c0ZzvtYMQy3DHM+eHHKtHKcWhtwenvGI9szjq/0+OvTW5HKGlI5z6NbgSJ78MKUZ2wMecdHNhuZ8dow50Pnd3nGxhDnlXee3uJ5t67yRw+c4Z5jK3zo3IS69nzwzDZ3HBtR1p7733WWIhr63XvbKoU1vPl95ynnNY+c3+U5dxzh3Q9tUleesnYUmaWcB6PNj7vjCH/6rrPcd8cRrBHe8aELvO+RbcbDnM94ye1MS8efvfssn/r8k6z0M97ygce498QKR0cF1gifcM9RcmP46/j8E+8+ynvPT1jtZbzsjiOhkt8Kp3dK7j4Sqr7ffT5QS5//3OM8NqsxCK+67zhnJhW1h8+9Z8TZMsQunyxqztUFH7c64FGfUXrl+asFm1KwKiUPzS3PX7XgHLCN2b1AvXEP91x4B35wHHnww6w/85PIz7yLbOPZrO48RL52iuHZd7OiimyW3KU+UFJ1SX86wU22Mb0+3ljMibuQcoqZbVJv3EV+5m/RrB8imPMefusxdDuYYmg5w972LNzD78U/+D7wDr99kXpnh2oybWTK47vvaCTMTXxyOUMnW7h5kByXWxOMtXjnmF/cCXLnKGEWaxhsBClwojXT4+QCUG6HeGdThKyZ+cVtstGgqfi3eYbJs+AwMCsfJ4VOcttU9Z/adVVNPgzv4/D4ejyuo96dBZPNPMcUGcXGBvNHzyLW0H/GM3EXzuIvPkr+jOeBd9RnddFAlQAAIABJREFUHyI7dnv8FIM78yZ8f0R2293UD3+A/NQzwza3hnK9+syHsCfvDpTZe9+MOXk3eu4hzLE7wrLNM5j128lMht05i6yfAjEc2TqDO3L7tfm6WeYOZrlCy7cA94rI3cBDwKuAf3y13bteOIgie018+A/3e4eJSH+Jtj8E/KmIvJ4Fu5kbpQ6mQ4cOHT5qWIoiO1xFpqq1iHw98PsEmfLPqOoDIvI9wP2q+noR+TvAbwLrwGeLyHer6n0HNHvdsMw92ZuA/RTZpZbtR8qFMbS1MR06dOjwNMQyVjHL1cGo6u8Cv7tv2XcuPH4LgTp70iGql54fEpGTBMXCLxBuwdLZrwI/oarPXeoAImNAVXXn6rt77fCSF79Y3/imN1E6ZacM6rBU6V27GBGcKt1FKKPhpCrslHVTzZ/ossX8llntG4PK3LQxw8mkcWdeN4Z6u1HZlariIVS0F5mhrD3nd0oyI+zGddYIO/OaaVnHXJeMaVk3xpNFFn4FOe+xJhlXOnZLR2aEc1tzvFe882S5xXvFRqWMNdLkxMxLx3iYN1kxoU3lyDDHmlCVX8TYZec19sE2Vf5WhHE/o8gMK/F/Osa4yFgpLL3MMswNuTFNrLQVYZAHQ8LMSIw+DpHKOR5TTkIVfTVHXBlUQxKNKH0dc1dKZPUWtDdC80Ewl3QlZvcCfrKFznbxMdYY73DnH8GMj7D9zncyv7jD/OI2F95zlme84gWMTt1K8awXYMZH0KwfKsnFIHWFuBKt5vjtC/jJNrq7RXnmNNVkyuDEMfJP+UIgVpMbAyYLTgDlLlLP8TsXG1WXO/8IWpWhPxfONn2rdiZNrLI6z+j2Y9iNWwOltrYRzDDLGdSxCn8+w9dVkxszPb+Jr2p8WVNuh7ZMkdE7MmZ0coPe0TXIcvxsl/mFbWbnt6h2ZxhjqHan7D66RT2tESu4MroDVA6b20h7+WZ9Ngi/V40RykmFWAlxzaXDlQ5jDRLdFca3rWBzi1kwUFXnyUf9JlI6Hw325NDYPKO3Pg703EJ+DYAZrwclXV0FtVyvjxgbFGn7IpxTwaP0BtFZIQvmmSmu2RYNXaUm9KU4ec9bVfWlh3+zPB4icsfnfPqnfvg3f+KHDtzuT9/6dj71S17zY4dM8t9UOOgO5jMIxTqngEVaa5sgXz4QIvKxwM8DR+Pzc8BXqOoDV9rZDh06dLg5IUvMsTyNrGKiAux1IvKFqvobV9D2a4FvVtX/D0BEXg78FPBJV9LRDh06dLhpISFK4CDokhTZzYRl7Pp/Q0T+EaGiv7+w/JKBYwsYpcElbv/HIjK64p4SbjWBnwNOEqpUX6uqPyoiR4FfAe4CPgi8UlUvHNiYekw1I8/6WAN1HbJGbMhlxUZzSxOZwdoH2saYEO+bVGNm4aJIdNl6XxpzykV4VWa1b2izC7OK95wJzKGNJpIpj2Wll+EKZWdWMygsg8I2lN3GStFktSQqLRlbQpvVMi0D/XZ+0gr5nnmynQ4rotrHqTLILb19RWUpWrnIDGvDYIJ5pJ839NZuFYo/16IpZTDpjNkhMSI6xTYPc9vk5hwdZKzkhmEmmOkFzHyCzCfIbsgOcRceBe/RqsTvXAy0TzmjikaO0/ObFKtDhreeYPsDH6Hc2sVVNVm/oJrMKLcmrD/7DqrJDPW+pZi8p5rMmJyZsHtul95aj/GtK9z5Dz4eP9lidOftjO4Eu7bBxvvfw+Cee7EbtyLrJ/G9EWqyNuclIzweHcEMVrGuwg3XGc13EFfhRhu48fFohKnhP5FysVmg7Y7eGooUXYX0h2G9c42ctbqwQzbsk916N+OTd4bPQN7D90aIq5F6HqOGDeJrNO8h1byJERZXMr54Fr+7jc6n+Nku1CVmdSMURVqLViVmtIqWM7KNLQbHzlPtTDBRPTY8uUE+6qPOMzu/he0XuFlJPSvpRzXa1gdO01sf42bzRqm2++gW3im+dDDKcYniLWzz2BRBdVZHlZk6ZXZhgi1soz5LFNkgqs7q6RymQS1nrMVX4XW1VQ2PBeWZyfJQ+JkV7bzHoulmVgTjSWMCnRajn6U3iGq4vMmcOTQkbGk8PfNgDj0jEfkJ4EuAf0GYh/li4BlLtP1+EfnXInJX/PtXwAeuqrfBCeBbVPV5wCcAXyciHwN8G/AGVb0XeEN83qFDhw43BkTiPNwBf0/BPJhlzuiTVPUrgAvRyPIT2Vvoczl8FcHa/z8RJHPHgK+80o4CqOrpVOCpqtuEZM3bCV48qajzdcDnXc1xOnTo0OHaQtB4V3T5v6chRQZM4/9dEbkNOA/cfdhOkaK6bmoIEbkLeBHwF8AJVT0dj3taRI4fun89Jzv/QWyWs5EtlPWIaX5tqM1aNclwgM8KxDvUWPaL75wqszpGBUsoAPNKkz8CIWMiqa4CBhwfFaz1cvqZIbNBfWUW8mkWkfbyBxhDLO7bhPjEC3f/9Zt+XVgjkQ5spZIpD8XGyGGjro0MjnSPVIGmCa/nLNBaRaRs6hIthki5C96B2uDDVc/xj1zElzN0OsFtnaeaTug9+0VolgeF1+Z5/PZF5o9tsvPQWarJFF/VgfKKOSXjO08EZdTWLuX2BF/W7Dx4Dld5fOmwxelGaSTW0N9YoxgPMUXGhvOYPMMWOfl42Kix+s//RNzqSbQ/ZuW+TXx/TNk/0vjJFTGlQqabQc3mKtjexW2exwzH+A+/Cx/VXGa8TnHLbSEnpq4aX7AmBrmcBfqt6EOeh9fOOahLpD/CT7Yobj0V+2/xR25D1OPFcK5/kmntm9wiKwQ1ng3KO/GOmpBBZG51DU1H3o9R2m1U9Mg4XMpPcRWZK8nqEE/cT35pWS9QcFmB5sNANdVzfD5A1HM0qvSkinHQvgZXIq5GbYaZT0IEcjGI68I2aU5CqkBf4l3Iiokea3gXjjUYNevcyeeENrxrL2QxgY6MUdaohpwejTS17qOr1befa9q5kWaOJFFZKZr5WkAkZNgchMPW34RY5ox+W0SOAD8E/CXhPfnpw3YSkWcT7KLvWjyOql7WAWBZiMgK8BvAN6nq1rL6cRF5DcGdgDtvO3m13ejQoUOH5XHoYPU0vINR1ZRe+Rsi8ttAX1WXiUL+NeAnCIORO2TbpSEiOWFw+UVV/U9x8RkRuTXevdwKPHqpfaMr6WsBXvr8592wBnEdOnR4akEjRXYgbuA5mOhH+cmEG4w/vZwX5X4cZHb5BQesY+HL/XKoVfXHl+nEspBwq/J/Ae/cZznzeuDVwPfH/791WFs+H7Bz7DlAsOa/FFLEqpEQVRw8q6B2dRO0kBJbF5Euk/g6IZH2MimCF5jXodByXIS3wKM4L6jEKGUUQ/ifRzojHSbWqmFEmmMnGmyncuRGKOI+KQrAxljYXmYaGs0aQSKdkCC+ijSHD/SWCwWFUpfIfGevtXrVqtNktBpjbB1Mt9B5jA+OduxpP51s4TbPM/nwQ4xuO061M6E4dpzpA2+h3Jowv7jD7iPncWWNLTKm53eopzWzrTnVJFjde6ecfusjiBV6qz1WT40Z3DLm6PPuxBYZrqyZPHQWV9UU4yHqPYNjRyi3dxv/LvU++F+tHyc7dju+nOHWbsOtnmTmFLeyEoo8gb6bIq7E98bhS6AYoq6CrIdkPczqMaSuyEer+M3zyMbtaN6DeaTReiN0/RSox862Az1UToPVPUE5ZsZHMKMxWlWY1aO40QZSz5pY5vna7ZTOIyLY2rPWswgx8pdAm1oJ9BhA7kvUFg2FiRjs9CJD9fT7a4i6+L6HyeVKYcflFLagKMK1kw/WER9p0HIXNzzaUMOltfHjYClsRpb3MbGoFfUNZSrqqftrbXFjOYWexfdXA9VVl5hq2tBtDQWrHrVFoNVcS4k1tJexTRGkRDpM6nmMUY4UmKv30mTpWo80uGZFQ0upzVvazbv4Ze/D8msBWaIO5gadgxGR7ySIu9J3/s+KyK+p6vcetu9BdzCffcA6XTjY5fCfReRrCRP882ZH1ccO69QB+LvAPwH+WkTeFpf9S8LA8qsi8tWENLcuObNDhw43EK6Z2eWTgS8FXpQ8KUXk+wnTJVc+wKjqVSm+CHcSAP/bYrPAPVfaoKq+kcsTlZ92pe126NChw3XFUoWWN+wA80FCDWQyPe4B77vs1gu4brIFVT1QaSYir1DVP7xexz8MDb2grXIq3f6ngkm78H4n1Y2q4k2gvMK2YdRcVG4tqrzMvtter6Gt3CiVVwaZaY63uI9t9pNG5WX3KbyAhn5LWOuZPccVAfGuVdi4BaphUV2TnsdCyYauiNtoVgArUIya7WXQtuNjgiDqoX97UBFVsSDOBfUUgPZH5HffR//5FTpYpTAZqKdXThmWU3Q6wc8mwUeqLpGiH+3wq0ApGduoizAWu7YR2o0JihoVWkdfGhMgsxz1Hin6rBT9QP/lBVL0sevHwj5ViclyzPYZ7OQ8duWWtiASMLNt8DV260xQwkUVk6bXqpzG56FfeuERJM/x81lo3zvs+AJahcdKSJ1sUikJxZ1JZYZ38NgjYTvvUe/oGUveW8Gv3EIvzxo6xcw2Wyooqrk0H7TvmavRwVosyBSc7SECSvg1beo5Uk3pqaenNTgDVR1816BVUhVDTN0QERS21ygkhfDZqSS8ZkYE8iGGBUoKEF/j+2t4sVResRmYXri2ZZ/yS8WgiYrVdK3H/6p4BKe653Mn0cPMafochf8hioPHISXXNo8lb84nNZr8164ecngh5Y1baDkHHhCRPyS81K8A3pgSiw/yTnsydXE/ADxpA0yHDh06fNSwjExZDrfrf5Lwm/Ev4Y+X3fHJHGBuzBmtDh06dLjmuHkn+ReTiUVkHbhDVd+xzL6HDjAiMgS+BbhTVf+piNwLPEdVf/tKOxzxpMqEFai9NrfJidZSggdXop72FzWqaqMua26vCbfxXjXuH1RhNMvDLXparhpUaZX3jaeZ06Aey63gfKDn3MLdud13bSYKbD+9tn9dbkLBnTVE632D89DPMjIbvNYaqkPYU0Da1p2F9rIejd/Z4vkKLU2YJ4v9BZt/kaBgK2zwYPOq5G5OZXuNkk3qeaMekvkkqJd8jdRlWzjnazTrBQVSPUPqEj9YC530DlvtNt5emvegDookreaBwprPwBjMaDUqiYLvlBR9/HCderge6C8bLODVZIHWid5fiTYKhX6hb2qz4AsWi0j3K+ykP8TkReNppfNApelioaB3uPOnA5WX5cjGraHtqgp+WQDb55CLZ8imm21RIQSVWqQm2wLYaXwdt4MCa3qhUVyl38hqiybioKGmIl2HCGqzUFQJDc3V1JuJQWwWvjwSLRo90dJx0sWU+gSB9hIxmMwEPz4U1OGx4ZhYENt+jmrffP7q+JlsFZTthSoxiXaxuHl/0fClsPjZXvwsL+KakVY38RyMiPwx8DmE8eJtwFkR+RNV/ebD9l3mjH6WwMF9Ynz+IEuoBzp06NChQ4I084aX/VtygBGRzxSRd4nIe0Xkcb6LItITkV+J6/8iup5cDdZUdQv4AuBnVfUlwKcvs+MyZ/RMVf1BoAJQ1SnXht764DVoo0OHDh1ufKQ6mMP+Dm1GLPB/AP8Q+BjgS6Ph7yK+muAd+Szg3xPmu68GWSxgfyXwhJirZeZgShEZECktEXkmC3Utl4OIfDHwe6q6HZ2UXwx874JZ5WULOT8acAqPTVuaovLaUGYQKClDW8i4qEhZ9BezC1SaU20osfaxxv33jsm5Fawx5PuuqXO7ZbOun7X01qIqDNoYgQSRvTRa6cLxs5iqOYt82yi3TRthPfRMSMPsZ4YNmTY+UkDwY4OgCPMC9YIizdeYchrVaRVEm/PwQtUhGdBEDzJoi+ciXZTPtgO1Us/xk+2wSTkLKYT9UdzFBS8qoHr0IcxghInKMQCzfS56eFX4OhxH6xKdzzDjI/jN80GF5l1QpC3GKER/KzNeB/NhJCvaYya1mndIVgRKKz72ddlQYWY4Dm3meaC04vHxHjM+0qjYsDl65Eig05rOm0a1p1kRXi/AR/t9YjRAQ4eJCdvYmMCoHu2ttDQV7I0FSDb+KfGTSMPEvourWiWh+uAlFq9XLQZtu0ldmFRO3jcKwUCPWdB5E2UQ+tkWKGpWRIot9F98HSzxNWzrVSlrxe5TZyY12CJlnT55TmFa+UiDafMZrH1IphXZ+5ldpH4X02cT6rigckpu5bKfsyvFMpX8S5pdfjzwXlV9P4CI/DLB7PdvFrb5XOC74uNfB/6jiIherqL8cHwP8PuECv63iMg9wHuW2XGZO5jvAn4PuENEfpFgh/+tS+z3r+Pg8smEdMzXAde0sr9Dhw4dbhosdwdzn4jcv/D3mn2t3A58ZOH5g3HZJbdR1RrYBDa4Qqjqr6nqC1T1n8fn71fVL1xm32W8yP5ARN5KyF8R4BtV9dwSbafbg38E/Liq/paIfNcynerQoUOHpxr8IXdD8fbigYPqSrj09MT+O5Nltlka0bj4xwmu9R8rIi8APudqrWJS429Q1U8DfucSyw7CQyLyk4TJoB8QkR43UOj0rPb8zdlJcxs+r13zeD9ScmWiu/zC/bWJ6ZRpO7/v3ju1eSm1V0JuhGy/TGxhn+RFtlJkjHs2qNF0/3FaFVpuTJMeGfaP6ZJGKJ0GRZlEtZcEtU2RByptU4c4OwhzjlG1YwRsPxR/Wl81qiIVE9IYo6IrQeo5Uu429JrmfTTrNetS4SJigvIKgpIq0llaztD+sLVwT3QV4OsSt3l+3wsVf8ukxEKArAiFlr0B0guFh9IfNlSPZAWS502hY0g4jMeJVJlkeUtLpWLcvB9Uc8nDasETC2MCtRhpJ2eyPbQSKf4hFS+K2fvaLbyuanMYru+hVRI1megvAJ9HZVt8rx2y53otibRfLM4VkUifKpBhF64BzVcb5VXpNCofg7W/SduoUliD9RUqBi+2ufasr9r3RPe+d62VvseZPmg8Hwk0cD8LqrI6qTljEaXT0BcIFFpSfbbF0YqP/U0qsso/vlB6ESk2IyXWitBEH2R5S9NdS9Vw6NvB3/EHxXAs4EH25nGdAh6+zDYPikgGrAFXY9H1UwRHlp8EUNV3iMgvsYTY67Jf+CLSj1HEt4jIuogcjX93Abct0alXEni7z1TVi8BR9trGdOjQocPTBnrI35J4C3CviNwtIgXwKoLZ7yKS+S/AFwH/9SrmXwCGqvrmfcvqS265DwfdwfwvwDcRBpO30t52bRFUDAdCVXdF5FGCxfN7YoeWmhjq0KFDh6cSVFkIGrw0Dlsf2tFaRL6e8OPdAj+jqg+IyPcA96vq6wmO8z8vIu8l3Lm86iq7fy6Ku5LQ64uA08vseJDZ5Y8CPyoi/0JVf+yJ9khE/g3wUuA5hFqaHPgFgiPyk45+ZnjhyZVGeZJUVsl+P6lHFlVke3yPCMquyitW9vof2QU6bXF74j5p3WI7i8eyqTBy4R49HcPE2/nSaUNfZQs0nSRaQ2gLF5N/1qL3mMlCIWEqtvMgZRksz+MyqSv2SM5oVUpJOZb8tMTaRkUlg1EoGHRZc8xU7JjOOywrQzFkr4+MVsnXNsI2SY226JcmJijVjI2UldmnmJLHWbqrGPzKLeFxMcQfRDelKtPF//G4umDx4SOlUro2mTRFIaRz8/HLJL1f0Cqh0vsYKCABW6CmLUhdLAosnQY/LN9SQkZAQt1pSNqs6rYAklYNtV+92HrZaVNUKPH6DfRX865gCFEVqhqva232NwKV95hoa+LVx8+G4tQ29JWqQSRHnVL55BGmoZKxrhc+Z5H6pKVTFqMw0n6JLvMLfZrWvlFqVk4bWjgVKu/19GuxW7Xq0aTShFZB1rP2surPK0W6Lg7bZqm2VH8X+N19y75z4fGMa+so/3WEHK3nishDwAeAL1tmx2Um+X9MRD6WoLnuLyz/uUN2/XxCpHGSJT8sIuNlOtWhQ4cOTzUcNoBcDYd1vRDrbv65qn66iIwAo6rby+6/zCT/vwFeThhgfpdQ4PNG4LABplRVlfjTKHauQ4cOHZ52WOYOZslJ/o8qVNWJyEvi48kT3X+ZQssvAj4O+CtV/UoROUGIQT4MvxpVZEdE5J8CX0VQI9wQECILEm/VR5nZc5suqcCRx3saJW8xoaUkFtMr7cJddbpm0i0+QG5a/6TU7qLtv43FkYv25E3BnK/BK318OzvoCUVukc4xUZ0E7LFyT0mDEqkhzfptgV6kjKSK+3m3x0eqUTc1BmVZMCfrrQTllvdtOqaYtmjMRIop2fnHfdO5iCsbZZdfbDs+3lOclh4vpAMmpdqe9Yt9NhnYHGfy1hYe8LF/LhbmGUDiG2xM+946HxI0E61UOm2uk/3XS1JdQUvnJNjovbV3u9BWotOs7KVTa98ydbX3IbFSki9XSyGl5dBSpnlSNhK2Myxcvwsq1sVrPBUQe8I16hFkkVVdKGZM8Lq3jfQ58ICJn4ciGqA5DUmuXrXxtEvNO6/NNZPOLanhFpEbIY/7WTF7/MeSd1/zuiQBn+5lPXsxIiNRaeHcWiVoeCx7qPKrhereAu1L4TCV2ZOIvxKR1wO/BjSDzBKpxksNMFNV9SJSi8gqIe/+0NAwVf3fReQVBFHAc4DvfDLzXzp06NDhycRh48eNO75wFDgP/P2FZcrhqcZLDTD3i8gRwt3HW4EdYL9k7XJ4N6Cq+kciMhSR8RPh7zp06NDhqYJDJ/lv3AHGEArsLwLJsv+Hl9lxmUn+r40Pf0JEfg9YXSYLINJiryGMfs8k2Bf8BDdItLEIjHKzR92VYNirmGqoqaS+cbOQYmhs9HYywZspWqZLOQVrG+pHxbSKrEgnad4PSqj5pOEENO9FGivYzFPPg4/WeGOhMK8MdFeyaE/+T0mhlQ+QahqSEY1tLeoHo1B4OBgHNVY+wMy2mwJIVPGjo2jWQ+p5UJi5srWor2chKTGqvKSehz7ZfA+dlpapzRrr/D1Z5IsJma5G80HYJxY34mukmqO96EUW/bmaNtS3n8RIlSVbfTUZKtLQYABzH+gX28QnJJqqVSYl6qi1bA80Z2YES/pikEbNldRVmYRPnjXSXEcuNpbotf3Fu20RX3hgCZeEixsmmsejDT3TKgXD+oYSi3TZYrJjoOaat3QPLbMoCKx8aN+avetSfENan/qxGD+xX2WZli0WNqbzuFTkBbDHgy/RWx7fFBUnWstHEi30dW9xZPL7S/3IzV46K/VnUdWZPufJjyzts5dybCnvawWNkRwHwd2Q0/wAvCANLgCqekFEXrTMjktV1ovI7SLyScCdhDmVT11it68jSJK3YqfeAxxf5ngdOnTo8FSCEgawg/5u3PEFE+9aAIgF+EuFVS6jIvsB4EsIbp1JQK7Afztk17mqltJM3EnGjfwSdujQocN1xDWyinky8MPAm0Tk1wnf4a8E/t0yOy4zCn0eIcHyUIv+ffgTEfmXwCBO9n8t8J+fYBvXDcbX9OabEG3pGxVVoofqWaCHou245n2kmqFiMOUk+mjNMNUcrA20mBjwNX77YrCY9y4UHCZ6JxUPiglU03wCdRkSFeM+frIFWYEvZ/jpBLEW6x2mCFRVor4YrQe6zGRo3gu0UvLH6q1ApMqkv0KyyRdj0ek2UvRhPkH745beEoOUk0BJ+Rrjyj3UEyZrCzYjHWbqGeqL9rgNlejb8zSWxpcqFjRKNUXKSVCLqYdiFH7hxeM0Plu9MbUG2sf5qDySVuVlJCqz4jE9QYalCzELqr6xgRcIFBo0iabWCKUPH+5+Fn8MQZO0qSKNoslaiaqlQJcl+qf02hQhJpbGSgxQStcbbRpo6Jc29NmFWc1qz7JTeQaZYbfyrBSGaaWMe2ZPGxPvGWWGSe1ZyS27laeXCdtzzzAP7edG2Co9g0woK+hl0kQzmKhy9MBO6elZYVpraLPy9HMhM6YpPi6MiXEP4XwnlWclN2yXoa+Zac/LeWXulGFusJFimjllkJlGOecXXguR0IejPdv4ie2UnlHkz6ykGI1UKArTWhkUoYAyUU67ladolJct7WcI268ULRWeni+yaemLfSe+ZqGYlNjva6kiO3ibG3WAUdWfE5H7CZP8AnyBqv7NIbsByw0w7ydU4T/RAeZbga8B/ppgO/O7LCdv7tChQ4enFBJFdtg2NyrigLLUoLKIZQaYXeBtIvIGFgaZgyylRcQA71DVj+UGqn3p0KFDhycL/pAhRG/oIebKsMwA83oe79Z5IGLdzNtF5E5V/fCVde2JQUQ+E/hRgjDnp1X1+w/cwWRoMWoKEBPtk9L3tD9uigshKMo0Kp18fxxt2fOgrAIoVloVWT6AheLI9pg2qMqiMouklFKPDFbDJuMNqCuMr7EEFZX2RnibR2VX9OMqhm1RY6SoFukpqcs9SYYQihLF1Y3ybY8fGbSvg83DL65UxLhYYBmfQ1sEKdp+dDTZ8Kf9Eg2WdvV1UNCl46W24uvobY7oAI2FqKnd3La+UqkYTiTQVWJzRBWjbuE44Zh9Y2h+Gy5SlOpDwas6cpsKWGklUZred9e+j4uFniYmSmYF/aiVWSwQrKPyKyG30tB6iYtPlMnRgcV55dgwC5RbpKOO9tPhpCnCPCrhPTkS21iNFNp63zbFoZWHE1EheXQgzGvfnFphg49dJnDbSkblYa0X+peopNwK08ozyCyFFZzCMA/LjzilsMLReNmnouJMYOaCyi4ps4w6vGSNP54RwahDjUW8w1RT1gc5+CqoF03NiZ6N9HSvea9SkWyj8qpnLfWqig6S+nLexgPUMzAZ624XrYrweXUVY5tDTVBa2gKNikhszqAYQlVGajdDJrttFMQ1wE1cB3PFWEam/LorbPtW4AEReTN7qz8/5wrbuywWcqpfQchCeIuIvH5ZnrBDhw4drieCm/LB2xy2/mbEZQcYEflVVX2liPw1l6AHVfUFh7T93VfbuSeAZXKqO3To0OFJgaIdRbYP3xgI2kA4AAAgAElEQVT/f9aVNKyqf3Il+10hLpVT/bL9G8V869cA3HHHHbEoMCYMQrjNVt9QPxrVX6JKlYrXiP5LEugOF63Ck2W7NdLSKrYIqiXvqDFkBArNZ72wTUyDTH5hfrgOrtpjN09MN/TRHn2xWC55a1UapB0lRUO72Kz9VbBYIChZ+J8ZabZ1tAVrWSaYPL5ePL5QbnPuqKOHU2YEQ6B6UqFbZsNrUjqlb4Wyal8bEcFamnTEcB5tgWHpFKndHn8vaAvqFmmSpEgqIkfzeM8423hUtevTefpGzSSSLObz1hNuMcXRZBjbazzGFi31K69YH3zCYLHAMdBUyTMMwNbtfun9WExODL9wfeMJZvesVwojqdSxod6SMs6IMK1DH6y0tFVSbkk8gI3P03qnbcFjin9IHnnWSHOcbEEdl0clXbr+RQKNiEIvsyHGIPZfTaDtEj0WTsZgXBWiHmIiqpoMU03D+qRadLHY2NdkidqMCseUAOpGG4GSrudh2+hrJ/W8/QyZDKnmjVcf1TS0EYuUm886ILPtls5Ny4vIBV4D3MyT/FeKg/JgTsf/H7qShkVkm8e/ZpvA/cC3pLuNa4RLaQkvddf1WkKuAS958Yufiu9nhw4dbkB4DXkzB6E+TMd8E+IgiuxSA0QDVV09pO0fIWRF/xJhAHgVcBJ4F/AzhAiAa4Vlcqo7dOjQ4UlBYD4OociucpY/Vtj/CnAX8EHglap64RLb/R7wCcAbVfWKGKplcVmrGFUdx0HkPwDfRqChThHqW753ibY/U1V/UlW3VXUr3j38T6r6K8D6YTs/QSyTU92hQ4cOTw6iF9mBf1d/lG8D3qCq9wJviM8vhR8C/snVH+5wLCNT/gxVXZzP+HER+QvgBw/Zz4vIK4Ffj8+/aGHdNb0XvFxO9YH7QJD8LshWxZVNxXtlCvJq1nCyecwUmdWeQW4w9RxUyXxNT30w0YltzYsxYgoMwqzyQDBXzKxpiNgaQ5b1mip6VY9U02bO5VyVNXMPk8pR+3qPYV+aI0h5HBBMAAvbzncs5pNYA7PI0ys0Ro+LBnyGGMVsiEaNoSo7zXMAFNbQz8JcTOWV3ITYXYDaCIWROOcS2oI4D2AFo4pD2K1iBs3CPEwWj7Fb+SanI5k6JnlyOK9WbpuZeL5mweByURK9GBGdTDKTuWE9D3x/PkSzPHL0EqXoEnNqXDMn10RLL2TMFOKDyWlc7nvjRoLbSJrjvJ7Us72x1QpSt5LxIHuPfUwZPYuuCIvn5Fx7TlGW21+YO2zk8ElabbJ4rmE+QeJ8RzJmbRwbqjmS5fEaLMDa1l0hxW+nvnjfSPHb19fTA/AOP52Ebbwjz/LmcdjU4SfbzbWos0m4JrMcsgIzGIX+l7OwH4RY7jwPEv14DJPmSGP7WpdoVaEL0mLp9ZHojJHgp8FBIxmsmkHMQsyCcSvGNu4bJsu5Fvho3MEQhE0vj49fB/wx4YZg/3HeICIv37/8emCZAcaJyJcBv0x4nb4Ulhpsv4xQl/J/xv3+HPhyERkAX39l3b08LpVT3aFDhw43Apaagwk/1O6LtiwJr43szzI4sTB3flpEnnRz4WUGmH9MGCh+lDBQ/GlcdiDiJP5nX2b1G5ftYIcOHTrc7FAOt+uPdzgPHOKS8keEuez9+I6r6uB1woEDTCxg/DpV/dwn2rCIPBv4ccKo+rEi8gLgc1R1mfmb6w4PTCioVSFWT1vTo6o1xuE60stjRRiIoPF2fXse1oXY1gKTCrwJFI/MPf0sVGyn214RoXQeyJHSN/SXlQF2gYLyCkaD9DXRVWu9cLu+W/lGDlzYGJ/rAr1kmmOEKvBElXkNZoawuN9eibCP66zApNKGWsusNMtnTlktLEYdMy8MsqyROY+sslXBmqmYUJBbobd7nnK4QbF7nulgg3ntWTMVOxSMe5bB/AK7+RGskZj9ERrrWdvImIeTM1Tjk00+D0D22Aepj94VnqgnP/8+6vU744sXb6yjyWZ27v1Ux57V0jrGYi8+GLbPAC1wWR+vSi6Cmgy7c5b56BhOCmpRhoVBVJl56MX84ApDHoOHp/mYwgq1VwpfIuopJaPwNWfmwiAz3P/wLrk1fPLtYwB+532bfNY9Y954esbH37bCf/3gJruV5fPu3eD/fc9FVoqMTzo1RoGzuzWnxoGm2S49b3tkh+feMiQ3ggdWcsP5qWvk0Mkss4rOALUPlfezWtkuHSu5gQw2557xwEBkh8pYob8Y+bz4fTjxwfHAmn0ZMNFloPawMbDMXciSSWaXQPMeh2swyNuT0eik8k0uUyv/jm+XtCakKdMl1xpv88bloVdN8CZDbUtl1RisCQ4Gk0rJDawWpnXaiDRkoBtL7OYj4ZqxFs36uNEGUzto5PzXBHq4meUyZpeq+umXWyciZ0Tk1nj3cishffhJxYF5MKrqgJdcYds/BXw70VQ2hpS96grb6tChQ4ebFh6onD/wr756O+XXA6+Oj18N/NbVNni1WIYi+ysReT3wa+y1fDksj3moqm9Ov5Yj6ifexQ4dOnS4ufFRsuv/fuBXReSrgQ8DXwwgIi8F/pmqfk18/t+B5wIrIvIg8NWq+vtXffRLYJkB5ihwnpAFkKDAYQPMORF5ZtwWEfki4PSVdPJ6YbfyjXppEEuai8aUMFaox23zSDMYaW/5UxCw88ok3tcbEQRlUrUV5AFK0gItUj4Yoaw8TmGQSWNs6FUbmiupuErXZm+kTI+kpkr9SpkmaUIxqawWkSrAMzSopKIhpahnUNBQEOl8jDoG1FCFCulhUjYl6mnuWY9qovGCgqd/8cOgnpWdc6zE9tfVh8hmYDUqdbSukCwYhzYGm4ApQ26MKaf4YhAqucVgt88A4AdHcCvHArU1Oc9sdIxeNWFH+gyNcP7Is8icMK0NhbVMa880v51i1zN3QmENzKuYu2LZKR2lW2V7e5cq0qEnV3qULijbdsqaYW7ZrRy9zDCvPSuFY6escarslI6VwjKvPcPcsjmvWSksRoTdyvGmh3fZKR1r/Zz//vCMlcLyh++/iFelZw3/5f1b3HVkQOWUP3j/Be5c63Nmp+TirMe53YoTo+DU8LZHdrh7fcCZnbLpz9FBTm6FC9OaU6sFF2aOae1xXjm765traKtsFWk7ZYgovjirOdIPdFrpAi2Um0C3li5l0lichmyXyiuDPGTG9LJAz1Y+5OJ4DZSuESh8qJ43u4+hNkOzPnZyHrU5Zr6NG59gJYuWE8ZippvBQDTvo8UImW+HyvxZHTOa5jHmOyePuUFSz6CuIAtmsIhhvnYnLp7Het/gVUMGUVK8+bpRp2EM7uidoU+7F9CswMx36Mckcamv1W9ive4qMlU9zyUi6VX1fkJ0Snr+KVd1oCeAZcwuv/IK2/46QtX8c0XkIeADwJdfYVsdOnTocNMiqMgOdrO8BhTZDYdlIpNPAT8G/F3Cb403At+oqg8etF9UkX26iIwAo6rb16C/HTp06HDTQTmcInsKOsUsRZH9LMHu5Yvj8y+Py15xqY1F5JsvsxwAVf2RJ9zL6wAhUEqFEUofY11RaqVRqqgGQ8PChsjZ3ITb7mmkyiDQDMPcUMZfH4MsKLUGkUKZ1uHWOMXq5pGfmtah3ar2bSSsI9IQwiA3baFiNA/sR3oiFTGuFIZJpQzyQNnN6iCFXC1sw98ZEXI/Z0reFF/mApVGM08Pu7VijUE1UHRlGbJSSqesFiaoxqDN6ADM7gV8byXmbhj8YKPJ1vHFEDvfoSpWyMod6mKFae33FGw6r81rMKtbOi/93yk9jGj6kZRyHiiMsFN5qKCwY8qZkucb+LkHBpSVY7uUSDMaVEMUr43UjzVCQZvXslJI896B4fZV27yvu5VnlFtmznNLViACvcyQGWGLmkFu2K2EY6OCrXnNqLCUtdLPDLcMCyof9k8S1cwsFprCx51cYVopmSVmycC08nzMsRUyIxwd5HiFI/3wUR33Bg1Xf8dan9orRwbtx9ga4eHtipWeYV630tjKa5NVs9azzfWarhGnSlm174HToGC0Gt6rwgrDPOTDGAl9DEW2UGsw1JzXyrgwDOoJZvtMoLNiNlLonMX3gpLOFyvYiw83yi5chZYzpD/a90GNRZ8pgwdCphGALfD5EAqD5r1ml0G1HaLIU5FsNNDck3sEoIov1gLV5ir8cL2h2SZ1oPuK/FqqyK57oeUNh2UGmGOq+rMLz/9vEfmmA7Yfx//PAf4OrWXLZwP/7Yl3sUOHDh1ubiiKP4QCO2wAuhmxzABzTkS+HPh/4vMvJUz6XxKq+t0AIvIHwIsTNSYi30VQonXo0KHD0wo+siEHwT0d52CArwL+I/Dv4/M/jcsOw51AufC8JLh83hCoY/5I6QKFtT0PRYxt9kjZZHKkYjIRwRptqAwjiVahodPmtWO3coEOs/K4lLrKe7wqzodfLLkVtuduj8/YMLf0MxNigo3Qt6YpsDy9076kuQmFb4/NJBa2Bb+xD/o5/czgfDhe6EvM0PBBEec1FLrpPguLynvmdSgEDf9hmBvGRUZuq0aRZjiC9QArgb2oIfByFj8rMfSQsgJ6UFZNBslfnt6ml1lecusKlVecVx44u8t9x4a8/cwuz7tlyLT2qMJD23NOrQbqY163fZwvqPASjZjaSkivZ7nwBqQiVOe1ySlJrzkEemkUKZG1nm3oJCswyCxO26wVgNWiwAOjvIeV9jmRrQmUnsEAmTWNojCprNI1xaAtMgx9D88ThSfJ8yt5lSWoB5s31KREZZ/aArRGXEndP0LpfFCGuXn0H9sCFrzEQqhNaKOsw/JyEtR9Rb/t1/ZFZDBC51P6s120LkPx6vgIWgVloNYlYizS6+OrCjMGP9kK9FfaNh8grsRPtpCjt1IPjmOqKVLuoilLabqNn06CJ1iWI71B8BwjqA6ZT9HZbnh9shzT6yPDNTTvcX71Hmxvhc15+Bw6o00UdMouSoXJrimszihLBTy5Cd8Lhw0ITwRhDuaQAeYpmAizjIrsw8CVxBz/PPBmEflNwuv7+QQDtg4dOnR4ekEPp8j0YJHZTYnrqSL7dzF34JPjoq9U1b+6yv526NChw00Hz+EU2dNSpswTV5H9paq+GEBV3wq89aBtnizkVjg+CqfvvDZvbqJBUsFjE/VK68HkVZu4WADjKua5aaKB/YKHWaLcHt9G7IfZ670kwh67+txA3wrz6IV1smeZaB4KLPExdnnaxC7rcLhH7aWm11Anixbye0JANXZMDGp6VPtoMyV5mwnWx4gD9PHW8hBUOAtoIqhtDuq57e5RpHmqkMUrhpff3gNRjt1asGj2cLJfANra0EPoY6NIDIsSHVbHQr/U5xSZnNRnyT9rcd/0niwivT+N+MnE2ABtC3GVlmKrFn55mgXvOV04tkuJDtrGKAcGTC95/ETjtH0M9COxjeCDJ2itWGPD9WJSQW6oELZ5HxcjGrxTSgps1sPmo3h8aWK390cCSDWNcQBZc+2Y/plwnfXHyJG202pbhZYQrwFfI3UVLq2148EKH6iH62gxYqI5w2yhjVQE6SrMfAcZrGHKaYhQyPt4kwWr/mIYFGK+xu6ca/b3/TGPDk+F99+DR4PvGuAJ6sHMxNhwaePNTYxuVmP3RD6oya7pF77q4RSZfzpSZDxxFdnzROQdB6wXYG2p3nXo0KHDUwCKHjqJ/3Sd5H9CKjKCx81huAbhbR06dOhwc0D18AHkKTi+PGEVmQJv4gAVmap+6Np07fpCVbk4c6wX8NhMOZHX7FCwojPA4GyfCzPXqJCUNmExFaMZiIWXQc3Vs6EYUgTEO8RX7GigBhLtlmzG0+165aGwNB5iLXUWPMDE18h8zrDcDSmMYljJB9hpjNpeTDcEyHJ8PmyTMiUVpwVaQaOfl2a9kN4YHzfbqkcw9DOD0dC2mW/DvI725lWTAJrQ0GBiEGNbPzEf0xwhJkUS9o19I9JpYd+9NE08ubBL2g9AFtIrI61nYxvGBuVX7ZWt6LO1SD8tKsBKH2gmQ0uBNecTObBUHJxs6ZWkOmyvIZFgPZ8orUWvOJCmuDUpwpIPHOm4yTre1y0nFz3aFhMuxZUtDSoGbIbvr2FmW1DVe9I7HzNHm3NdKQx/c26K83BypWDcM6xnHqnn+HyAmU+Q+SQUzGpI6JRqCjbHbz2GGR9B6wqdT6Gu8HUFxmBGq2hVouUs/E0naDmjvnAWu7ZBduIOJCsw4yPNeyeuBJPhTcbIOKgCtar5IFzb1QxTTcGVIeGTmDwKIX1SM5htB8+yyQWqc4+gu1v46YTirufh7r6d0zsV22Ud3wNhVntyK6z18oZGNAiZjTEcWSIiXVNECoGnnlaeXrZIVF45VJWyPngW/zArmZsR11NF1qFDhw4dWPIO5il4C3Po8CwirxORIwvP10XkZ65vtzp06NDhqYM0wBz09xQcX5aiyF6gqhfTE1W9ICIvuo59+qgg2ZK/6eEJlVM+lFusmfKcjQHvvzAntzMem1a88MSID1wsI/Wl5EY4UTgengXV2CAmVT64VfKcjT7vPDfbU8iYm5q7R8rDM0NuhF5mOHr+b6lOPIfzJU3iYI5yoYSjZs6O9BmUm+zmq0BOr9/D2ILsI2/DH7sn0ApZP1AJWiG+Zv7Ot9B79guDDiUnFtsF9Y9fuQW8Q+oZZraN1DPcO/8M+9yX4d59P3iHef7LI0UyJUtUWV1Sv+/twU39vk9pqJqGaovqNHF1Q/uozeCh98BdH7eH6pGoCLIXH6I++ozw0yZFBcQESrNzAalnbULlIvapx7wqGZ65Bq8xNBSJuljEqgqTyu+hxSAK5ghecImRSnTJosontQF7lWeXUvqk/uxHKqZdRIoBuNS2ELZ3Wu35snE+KMXagIgAIzvkJseafE8bm/MQ2/ToZM4wD/EBALuVo58ZhrkltxlGaqz0Eelj81hQ3A/qMq8KazR0bipMTAWiQKNkS7ESRoRMHV4sE+cprGk+B4nWrDWkdD64VcaYA+hnM3Ij5HbAuDfGWAELgzx4BQKNl58V6A1vpTgu9O8qMa5CxHBOe2zuOv723IRHtmcMCsvOrFUkDgpLYQ1Olb7d+7vaGCE3pqHD+plp1KNrvWW+Ig+HX4YiO2T9zYhlCEYjIuvpiYgcZbmBqUOHDh060MraD76DubpbGBE5KiJ/KCLvif/XL7HNC0Xkz0TkARF5h4h8yVUd9BAsM8D8MPAmEfm3IvI9hEn+H7yenerQoUOHpxKWociugUz524A3qOq9wBvi8/3YBb5CVe8DPhP4D4tTINcay0zy/5yI3E9ItBTgC1T1b65Xhz5a6ItjffIQf683A+dwK7cAIJOLvMgGGogecK7ihVmOTOdBvWMs7Cp3iuBGG5itTVi9m2cc6XF213HbONAVm3PH8WFGYYULlee2fh1S9aZTNO+RbT7McZtTjU+S7zyKTOds9EbYzbOs9lawW48wWj2J3b0Q0hzPP0R94Sw88mGye1+ETLdC6p+vcY89Qu9jXobffoz6/Q9QPOsFaDkDoPrwuyme9QLqsw9hT95N/b63k528E7txkur+38ceu53Z376dfq8P3jN55zsY3HNv9JyagbG486exD78r+EyN18PztQ2qhz+IGY2xtz0LPzqKeewjSG8Ed96HlDv43hip523xpRLpMYNUc7SXNXSbvfgg7sipQOVdwjMjUFvh91CqAW3osQUYQCOFc2KUsVN6vKYiTG3aMjERFOKHP1JfqbmkHjQiVLU2HnK5SX14vO9Z2t6rshvt7CEU9VaXCftI7aTvluR9B8q4yNitHGu9DKfKbuUayisdJ/RLeGxakVuDFRgXgUqz0qOXmVBw6pVhHgoyXThhQMN6r1iVqIIL5/OOM9us93OODnJ6maGXxaiDqKQ0BNpKCGmwuQlJrk4FVRdiH5zDGsEtVKLOXIiu2K0cm/Oayim3DHPySKcapKERe2qbfWqvWIHMQFU6RrkhL3pge0HZWXnGPcPzT6ywOa8YFxnHRz1q56m8cnprxmZdsTbMuVBWTEvHoLCs9nN6xrDWz4JyU9oE2J41jHt7ackrhY/efgfhctfIE8DnAi+Pj18H/DHwrYsbqOq7Fx4/LCKPAseAi1wHLEV1xQHlSR1UROSHCJb/JfA+gvXMxbju24GvJnxsvuF65Ut36NChw5VguTqYqx5gTqjq6XA8PS0ixw/aWEQ+HigI36fXBTfTXMofAt+uqrWI/ADw7cC3isjHAK8C7gNuA/5IRJ6tql0xZ4cOHW4IKHq4m3JYf19kjBJeq6qvTU9E5I+Ak5fY/TueSH9E5FaCIfGrVa+fzeZNM8Co6h8sPP1z4Ivi488FfllV58AHROS9wMcDf3ZggyZjc+V2gIZCEQFbSFMMZ6QtnAMaD6rMSCikVM9suMFIhHGmHB/khDJFZb0Xi8t8zbpxJPGR2hy1a6FgLu9j3bxN0lOP7wcXHT9c3/NfxifgboOZ7+DEIL1xSOEza8hwHa1ncMsdZMeegfc1kg8AKO59Ib4/JjuRocaS3fviULyW9eiNj6ImY+X4HaFv1ZzxqWeHgsl6FpRiQHbXfaHAkVD4Zk89B4D8Obe0L+d8G/rjJlnQFyvtay2mKYoMK32bQBgVa360Ea3mc0Q93uaYSK+lotHmWCJU0T8u+Y1ZER6b1agGhWDllK3SMchMs2xW+xClYAIdkcwHcyNNG7ltEydhr40+QCWXUIstfHH0M0PlNKY9arM+N2bPL9R0PNtUeO5t1ytsl4FCMiLsVuH30lw822V4PMxNpNaUO9cGjUrs3G5JLzPMYtwCBNqs8p5xL8f50E8XfdGKGPtQu6BES8faKWvGPYurFCtZ6KNpqZxBZmJSaIi76GXCKA9pkIUNHno+vvapqBXC81OrfU6sFIGSEqGXSeP9lVnDzjylfgqFbRV8m/NAD2pcN49JqZkJaraTKzkvu/0Is9rzkc0plVcq51kb5AxTsmgP/CC8/+MixDBUzrNbKT0b1KGz2jMuLPNrVPy4XB0MAA+o6jdcvh399MutE5EzInJrvHu5FXj0MtutAr8D/CtV/fMlun/FuDZlqh99fBXwX+Lj24GPLKx7MC57HETkNSJyv4jcf/bcuUtt0qFDhw7XHEmmfNBfffWD2euBV8fHrwZ+a/8GIlIAvwn8nKpe9wDIG2qAEZE/EpH/cYm/z13Y5jsIlru/mBZdoqlL/lRQ1deq6ktV9aXHbrnlUpt06NChwzVHuIPxB/9d/RzM9wOvEJH3ENzuvx9ARF4qIj8dt3kl8KnA/ywib4t/L7zaA18ONxRFdtDtH4CIvBr4LODTtJUPPQjcsbDZKeDhw47lCDTETukw8RZdNRZ0mUCbWCOPG73Scy8Wh4mJisogs7FILqQmBrt3xWkokMuMUAz6e72nvENcSAIUncaG6+Dhlbypmm1rtDcG9Zh63vh5ia9Rk6HFSqChvAOToVFJlCgoZ4smFVHzfihchPDcB1pKe6PGnl3zXmvXTrRgN22bjcdZigJIy20GtmioLS2Ge/dZ8BRLy7zYvR8uMTHWsQivt4k+ZolmRPdY89tojb/WS3b27SHSLygPlM6gmuFVm4LLS2HxY76Y4WEus0fapn3fA50zKV2TOnoYUmGf10DvpUTRPA/Jpms227OtNeF/ot7mzpHboII6PurhNajQmqLJuN+s9ns8upLSTTVQY49NK7wqx0fFHlXTbuXIvTCPlJZH2ZmHQsateR36MdOmb+m8UzxFYgLndTi/3NIkqu5WjsqHDbbn4TzmdVDtnYt9r5zuOedJ5ZlUnrIOywsbjmcQ+rnhzKRkuwyqu15moXbMas/WrGqoKufDOVgjFJlp6MpefDyt3J64jqvBMm7KV2sVo6rngU+7xPL7ga+Jj38B+IWrOtATwA01wBwEEflMguTu76nq7sKq1wO/JCI/Qpjkvxd485PQxQ4dOnS4JLxnCZnyU6+S/6YZYAiOzj3gD6PL7Z+r6j9T1QdE5FcJMuoa+LpOQdahQ4cbCamS/yBcA4rshsNNM8D8/+29eZQl2V3f+fndGxFvy5dZWVmVVdVV3Wr1ImvvVksYjQ2MBAIjHTzCHjGWPQdk47FsbOyxfcAIM2fGc+bomPFgGDN4kGXMZs8YjBBmkwfJIGQDttSSrG6p6RbdUre6a19zeUts9975496I9zK7tlZVZm33c847L15EvLi/Fy8y48U3vr/fzzn3wGWWvR94/0vZnrY1S2aDJRV+NVQWlC8h7yRBqhyZFDP3k7NefmJWnj7VKd1QUl2qiS8xPneQuCRIT6HelpjSy19NCfKm62TS9dNJCnXl14MXjctkDWctkqRtIiXWbBFuXCjfL2mGq8p2utmGM8bH0BsgSQrW4Oog0ynt17Nmth2tQekgVWkk6+F02sp38/sDwHWHOFX4Mv2mnJPEZrKal9JS0AmiEkQUuvmsc7Lf9u3PtwVIUi83WmbS0ryccbGcgkK5VrqEWdfJ+d+NjduncT0lQcbZvl3XvvZyqp3pd14Wsl4mykIbhryybQJh45xKQ1EvYwG1VRprnGNKhNR6Z5sWyGvLtDIkQXdrJC7dJAmKl5yMg9pYlBI6cxpd44rMa0s3UcFB5389F8a2+7AKmeWFsW0C4rCjW1dbZS2pUu2zdaZNQs1ri0oFG+q5zUtt2+XC5jOb2ifCpqFz6kKWtPuurB2p8gmrmZYtHV97iR8j0zMpsIvilfv6PLC313aILY19kVyYqJlE2Emk7SA762a71UV6LTh3NRLZdRnqpuKWOcFEIpHIrYp1xH4wkUgkErn+XNUVTJTIbh+kKtAnnmq78kGQiJIU1RvgrMUVUy8RATZ07AN8dz2lkCTDlblflo+91FSXXkpKfE2ydtv9RUQppNPDTn05derSS17K1zhrpKpWEmtcW9b45cV09gGsl85sXWHycja7rNHdjHR5rpBqkrVjzG+PIIm1ElkjmYVr9dXozuQAACAASURBVPn3SHfgQ+oNkG5/SxwOkDRFekMoxl60mnOWtdJXU24/8Y42V8+6YM7jRPmx51xnTbKlADbpIM7hZOby09vcPtsdX9b5WlYCbdl/wCfGztcVC51Hm3mKrf29G5llfusioPFSmtZeWjHWyzeNi8q3A1DklZdq0pAc6Bxo5ShrLz0pEbpdXy6+SYb0JfYtRe3rah0cdtr2As3nnklbvgujd13Numg2rq4mwbSf6raCrxZAq7ZMfSs3BqdXZWxbX81YF9pR+LEq4yhq7ybrzDmxvFPMf4YiyK2pUn4HM3OVdROFtn6csp5JZI0Lr/luvbyoEaHdh/NyW2WVT5AO+9ta2jYCKMh0U59ty2FBL1VtK4KmQ6kK8piIXNceLe4KG9u5fPobxx17golEIpHdwp/0rnSCiVcwkUgkEnmpOIe9wj0Wexve5b9jTzAu7eD2HPIdGsMlvMt6Pmmxmvg6XCExEWvR3QGurrx0k3RmNbIAXReY9XNBIquQrOu3Zw1uOgal0cv7Ea2R3hA7WmslLmcNariMK6bYjfO4YtpKVA2t3KaUl+eYSW/aGvRgziFWV0hvgF5e9XEo5V1jYdqVeWtXkSTF1dVM+lMKV+TIvEyWpEin699vLWowRPpLs+v5xuWmNLYzAJ3N5l/imt9lg5mjLIyLDS4+aGUxp7OtiZlhmZUgW1r3ImdQw3a31zzWzSdFOoyblctvZBI/pLyoHcC8Tt6U/W+2aXGkslUCmp/WIq20My/pOQfrRdW6rYYdveVzbRaGwlgq4yWq+XyKvLbo4BTz5ftd6wxrHGD9VIdkxiZpcatjDLwbrQqfr5No8tqQhm02jjNjHaOyRonfZrVtv1fGgfb5Hr5TpWI9r9uxmvpsvu1BcNA5L1vN10xrtjcq61bOq4ylnzoWSFrn2iTUK9NqVkNt2NG+RYB1ODdL9mwwrVzp5cVJ5X2Ixs1aJWiBRDeS2UUOoK8Cx1Vcwdx+FzB37gkmEolEdg135Xss8R5MJBKJRF4yzjlMlMjuHJxKMYsHZ9elSnv3kq29NCHiEyK3SEFexpG6DNtIEFMhtkYW9r2oLpeI8jIbgEqwSSdMdnxypilxScfX6zIlemnVu6vKqU+gzLrY3lJbH0xMCcZsdWjBzDrj7Cyxs6kt1tYymznD2ppgzqKazwVbkifnaTpMOlHY/jK2t7S1hH5wiTmdtt0r230R2hrMJ1mapOvzVy+hCTjx7irjtiZGWl/2jSKUkzfWkehZLS0dnD/+dXjP3HaN9fMrO3NYGeslMudo5SWtQiImvmZZaWbje9dXSI7Ey2IKCbE6XKJmsc7RlKKvrEUHKbCpWQZ4GUjNXFRNMmMjkxnrWnmp6bpYGdvKWE1Z+sLYVlICSJXeUk+tWacyDi3+s6daqOzMYTWpDFpmddGa7YNf33+GeXlt9jlHpW3tuI0UNqmMl8dka1Jo62DDy2G+Y+ZMNgPfVTJVQkcnXlpU0MFLfhdCXbGm7L4SacvrK/H7FLZKk6lSGHH+UFeOjvZyYjc8i3g3nJfLZtLdNeOuxkV2+2lkd+wJJhKJRHYLh7vyCeb2O7/EE0wkEonsOO7KiZQx0fK2wgWJJ7i5VAepC9R0DddZ8HJZMcbpFFXNJTjOS2Y6Q1UTpBhjxxutM4xDD6DyTVw+wqyfQy+t4IocPdyDHW9g8wmuzHFViXS6qO4AZw3VqRdw0zHTU2dQWlPnBb3VZepxjikrOstDAOpxTjLoorIuri69C206xkwnqDRpXwNUGxs+XGPR3Qw9WEANFgGwm2v+szR1yqzBVjUqTbBVjTMW0QrRCpV1kTQlOXw/unGyBalQQuKpGix6WS7sh+2dKBu5MNGZr7sGbY2xZhpCbTZRJDrFdYettFhb13YatQ7Q0ibEwdbuk9bNu7SC1Kb8fDGOLLiEjBLfAdP6eY1MMy+1GTsryS8hmS/RTTJncCSF6WSu/D3MJDCQEJ9v3dDEKs53Z0yVohv+GhsXlHW+NH2BaR1hoFrXmJf3fBfGxnFlg1TWSTRFcIIpARWSHidVcIppRWEsSXBNpSFrsXF7QZDOzEy2S7VwYrOgm+i282Ozbl5bhh3NpPJxdhIv3TVSYhqkLt8iwHfdnFSGC9OK5V7qWxNkmtPjkoMLneAIS9gMLQEOLGScn1Ze4nKOI4sZh4YZ67lh/yChqB3HNwsOL3boJd49NkgV67lhpZ8g1lCjGFW2rTnWSRS6GIEpcZ0hUmx6+bs03l1al761xXXAObBXKBXjYqmYSCQSibxUHO6KNuVr7QdzM3JTdbSMRCKR25JgVrnc41oRkb0i8jEReTo8L19knZeJyGdCJ8snROSvXfPAlyGeYCKRSGSHcQ5M7a74uEbeB/y2c+5B4LfD6+2cAP6Ec+5h4GuB94nIXdc68KW4YyUyVeUkZ7+MPfkszhqSgy/3hRqV8lnsgz0wXkOyHnb9LDYfgzXopRWqo19qi0Tq5VWfhT9awxU51WhMduI53HiDejIlP7fO4PB+RGmcNdSTnOLCJibc43DGsnBkP85YirXNtpyELWuqSc709Bq91T3UuS+M6Yyl3JjQX10GJpSbY+rpC5SbE0xeMDi8H5N/xa9vLM6YtmBn0s3oriwi+gQA1TjHljUqmx0GOk3a+y4S7LRJz98Docxxzz3lrdqhTwxKh+oGWZv1v72xRRODZF1flWC+6GaS+gqRhGKjSqPC/RnbHeLqAu0sLumguouIrUlVMuvTE1pOzxfVbJfh7+s4rVs7srGht0i4H4P12drNvZdEy5ZfXcZ523Jjy91eVNM65++jNG730H+kuffi+8vQ2pgr47ChtfH8NgpjwLAlgz+vLTbEfHZS+qKPxrLYTanDcbIZCkJemPj7Yb1Mt2Xhe5nmwrQKlQocnUQxqQzrk4qytix0E7JEUda2fe6FVtujvKaX+f02b0k+Pyr5mnuW+fKFCSv9jKPr/v6ksY5padr7R1miOLGWs7KQ8bK9fb5yfsK0NDx4YIHTmwWjvObwco/nz004uKfLmY2CSWlYWcg4ujbl/n0Dnj250cb09Hl/7+aepS6nxyV/8HzJw4cW+cMzozYzH/y9smMbOQcXOty12OHzJzdZ6Wfs7aU8dXbMI4cWObqRc2jY4fTY77N79wwpNhzGDRhmQwrn/H/G5MV2868ad2UX2XWwkb0TeEuY/jngd/FdgOeGcOXcyw47fJFxx55gIpFIZDe5yjyY14jIp+dmf9A598GrHOKAc+4EgHPuhIisXmwlEbkb+E3gAeD7nXPHr3L7L5l4golEIpEd5moy+UOC6hPOub91qXVE5N8DBy+y6IdeQiwvAK8P0ti/FZEPOedOXe37Xwp37Amm0F3W9z5Iuv8VJMrLErWDBC+zVA7SFYuYCvbdB/jsdGNKkr1HwNbIxhnql70RTIUuJyTnv0Jy5pjvE7O8H11VpCvn6Lzyjb4YZpmjx5tkB3LfC6bIIUlJVo9gNy+QLa1RT6aYvKTcHHvZy1j6B1cweUn3Fa/FVRWiNZMnH2fz+VOUm2OcseQXxlTjiqX7D1NtTFp5zFY1VDWmrCnWNlFpQjroIlr5daylHuftfhmHdQDKzQlJN2Px3kOMjp3BVjWdPUNvWw5SmgpSWm91mXT1Lt8Xp5HI7FwnFaVJ736w7bXTLm8ktgadhiKXoWhkaLvs0tBWurU+B4u50l5aEIFQBBNRbUUBi2Ctz8hvbqQ2kk/ze1KLUFrbyiGW0AZ5rppAg8+kD8OEbTRVALSCvHKtZKPwfU2atsG+p4pB1cJ6UbOvn7YFLteLus3Sn++/UtS+/XEjgU1Lw0LXS1xlbTmxnjMta8pQ9FIrYVIab8ENgWaJpqwNWaIZ5RWn13KyTJOFdYbdpJXCtFJMy3pLpYPaennt3KhEK+GpExusTbw0ubLgLeuT0nBh3R9H1jpWlntMS8Noo2BhscNCGONTXzqHtb6ysNKqfQZ8e+cg0T367HmMdawudn2coXrBC+cnbcHP86OZ2rOZ16wudnji9GY770JeocLn+IMXLpBpxWMnN+ilmmMbOUvdhP19H38/FZY6CVrN+sKsF6a1YV8r7ioy+a9GInPOve1Sy0TklIgcClcvh4DTV9jWcRF5Avh64ENXHPyrIN7kj0QikV3Ahjylyz2ukV8D3hOm3wP86vYVROSIiPTC9DLwJ4EvXuvAlyKeYCKRSGSHuZJF2T+ueZgfBr5ZRJ4Gvjm8RkTeJCI/FdZ5FfBJEXkM+ATwI865z1/zyJfgjpXIUgUDqXx6twGrUxJnvCQGdEyJmq57KczWSFVAXWCnY+8Ym3opSE4+j8vH1OvnyPOSajylWBth8pI6L0kHXerf/wzFhU3SQZdqnHP+mXPY0iJaSHoJpjTU05o69w8bZBNnHKKFpz70OAC9fR9DaSEdpGwc3cS161nyvEaLcPJzXkq1c1X6kl7iM7n3dDn/9HmyQeplI+MwwYWU9BLqaY0zjnTBu7jGp8Zkg4zjjx5lsDog6SWUG1PSQQeVJXT3LpEs9nHGMjl5Djl9oR3TWYs1tm3nrNKEhTOnkCCHNBKdHiz45cNl31K6N0CCIw1ABotIkqLyzWbDvm9P4jOszXAVRHzh0VBU0ymNOEdhYVqbVsLKtLQFL2GWrV8HCQ2gtDP3l3d3uTaLX4d2upV1bRtkEZhWlsIYOlqzXlSt86uf6lCw0m97Upm2TXFR27aoJLClIGVR+/4pk8qQ16Z1aJW1ZW1asTap2iz+o+cn9DLdSmLGOsrat002dtYHfjOv6Wde7mr6wzfOsUnYdpYoEuVfD7teLipqy7CbBsmsZE/ffy9ladBBNssSxWhSIUoQEUQ59vQzOkndxraZ12SJot9N6Geaorbs6Wf0Ms1Xzo7b9bJEs9BJQixe7utnmqV+ykI3YZDqtgCldX4f+/40iuVe2raGXuqkrZMvVcJ9yz06idDV4o8D5yXOTAuJ+JbcTkl4Vogz9NTUt0C/Dnib8hWqKV9jJr9z7hzwTReZ/2ngfwjTHwNef00DvQTu2BNMJBKJ7BrO4ebvSV50lduvVMwtJ5GJyPeJiBORfeG1iMiPi8gzIvK4iDxyo2OMRCKRrfgTzOUeXOEEdCtyS13BBP/2NwPPz81+O/BgeHwt8JPh+fLbykekp76IXTuDswYdEiFFadRwD3Y6xpw7id04h2Td1vmkuv02wVB1en5baYZaXiWZjukAC9YgnR4ohd1c8wmGvYFPJAT2Pfr77HnLt1J++Qn0ykHK554iP7dOcWHUjqO7GSZIbI3TprNniDMWlSVMTl+gv7qMLWusMW0SZpNgCXgHGTA4uEJn394Qg2+bLN1BmyyK8kmQrsxJ9h/G1SWSZEz/8LOIVtiqJt2zB0mz0HrZfw5z7gTJ/sPo13yd3w/FGKlzL19NfOKpu+uPocoRp4f3UShhkCrGlW0LVk4qixYvVYDvvzGuLKVxdBM/74X1AmMd+wcZWoS1vOL8qKabKA4hrBcVSgz9VDMqSyaVpZ8qJmGcoracHpeYIE3dvdQLjiGfzPjCeh56gHg34eogY1Qa1vOa9aJifVJxaKlLVyt6qW5bAE9DX5q13Muq3UQzzDTn84phltBJFEVt2Sxr1icVo7zm3n2DVtrZLP37LkxK1icVvUzTyzSLXS9DVdY7pXqZ5stnRgBeJptUFEXNnmGHYTfh7EbBnoWslbk2Ngs2xyVJqrlvdaGVznpZwlJftQU5F7opxjr2DjISJfSCFNVsZ5TXwbWWsNRPGeUVvSzh0FKX1xxeIktUu3x9UrHUT8kSRaq8XOX3iZfqhp2k/S5SrVgN3+WpccH/9htPsrrYZe/Af4bG1dbLNHsXMk6s5a30l4WimRtFzV2LXTpa0U38eE1r6G6ighymKK2jn6rWaNhLFU+cmXJgkNILx8hK38urUk19gda05/820h6qmjksrwVnLba6vNxm6/q6jHUzcatdwfwY8PfY2mr9ncDPO89/BvYEi14kEoncJFz5Csa5eAVzwxCR/wY45px7TLaW6zgMvDD3+miYd2IXw4tEIpFLczX3YGLL5J3lClmqfx/4lou97SLzLmr4E5H3Au8FuOeug9j+MlJMoCrBWl9La2kVyjHu4IMkS6uYY3/kkxsBrCFZPUx98nnSe16BuXAGtbSC3Xu3HyDJkKpAb57CdQaYxUPIo7/upaeD93hpqbfI8KEcV+QkB+7BWUN6+H6yezR26uudqaUV6uPPoobL2M0LqN6A8tQJVJaQrBzEjjfYs38VV/leMPbCaaTTxVUVev9hL+slKdIdYC6cRtKslcFEKVxdeYmsLrGba14iXF7FTcfY6Rg32UC6Azove8DLheNNVG+AHW+gl1awk03U4l7SB98AxdjfnLQ1Lu1gu0OkzpHhCjKwqPE5bGfASn3B933JLXtEte2pl1SCWAtl1brAVjoDXLfrHT2iOHwgBVFMnaYnBrfoHWROaZwDRcqkdgyUAatBEozuYJwjFagbKS7UGwPfC0Scw4nwyMEB4BMw/+1T53jk4IDK+rpipXFt/xZjHSfHNUeGKacnNcNMc25ac2jB9zMZVZZhptsWwsZBooTaOsqQaJkq4TefPsfb7tsbEhiFOjjVlAi//kdn+LZX7PM9bPAOt8o6/sxrDqBDK+kmqbNJ5DSW4IzyyZ2NY66RhbbnClbWr9e0ftYKppVjIVNMa0sv9HLxbZt9W2MlwtvuWwkJjzMHHbQpr+00wEKmmr85VHDa9VMvQ44rSy/xfXiGHcW/es8bMc6xkCrqkPA5rSy9VFEa73hb6mqmlWUh00xry4IyWJ0yqSwD7XBKe1nVFuSqQ68e+6RcZTGdvf69ZgSTkjf2fZtwq/agx6ewsoReP4ntLfm/3TLH7r0bPTqDS3sX+1fyknFXcYK5WLvyW52b6gRzqSxVEXkd8HKguXo5AnxWRP44/orl7rnVjwAXra0Tavp8EOBNr3vV7dd8IRKJ3Jw4i72C5dk2hVtvI26qE8ylCIlAbeE2EXkOeJNz7qyI/BrwvSLyC/ib++tNwbdIJBK5GXDOYaNEdkvyEeAdwDPABPhLV/OmsXR5Rh1A9h2gNP7yXMmsXa5WUCT76b/uFZTGJ6dtlJaFTKEPvxnjHPVe/75GBgAgBT04AHiXlP6v3o0SqKGt6cSBP4bBJ1/ltaWfCM5ZrGi0rXDOoh7OkGqK1ilWp3Sq3EtGOiWpC1zSQaopOIt0hkg59jW4kg46zMdakrQb5KseUk1xSRdd5+3leGItKAXWtvKGKAU6861kdYY0z1WODcusKUElPsExLEens/L5fkNtzL4ttUZMhdNpmxjZzIfQPtlUmKSLdQ6ddluZB2A8NSQdf8g6oKosqRYMXt4qJcGGGmSmthgHObPEyso6muiOj0pOjgoOLnTQyn8Xa3lNURs+/NRZ3nLvsq9RZhy9RLDMSkVNKr/vCmN5fj1nmCmMg1Ojkn/yX44x7CReFqstxjkyrZhWhvVJyf5hl1feNeR87h1Dx88WdBPFiVHBY0fXOTcuefyFdRY6CW+4ew/37+1hbHBjzZX8b8rTN8dZk1AJbCmv37aXBqrgfrPOtcmK3UTR0V4SOzV2jErDUifBhHH0XHvnpm7a/PaNnSWiNjXUgNCqWVpZELxk2E3Ulvc226+Mo5soKuvXV+FvcFLZ0J7Zy3Sj0rCQ6dCOuQzx+JbT/rsxLHWhMpq8Fpa6CeQFIpBXKYOsixL/d9d1ipKDSA66ex842EiXGAw0eWkZLOznehLvwdwiOOfunZt2wN+4cdFEIpHI5bkqm3KUyCKRSCTy0rmKm/zxCub2oa8d93VL1OQCtjNATI3aPAv4svy2twRA2b+b5dFXwFkObZ7lzKFHSJWw9Mx/ZPTgN6CVkNVT33P7Dz6E/a+/C4WDj/8svPUvIp/8MPL6t+I6Q1JbMf35H2Hh295D+R8/TPYN72LySx9A/YW/g9ia4td/is7bvgMbOjdKOcF2FkjyTVxnwMkP/CMOvvfvAnDiJ3+EQ9/zfeAsZ/7Z+znwHd+J6ww48VM/zqHv/l5QipM//RMc/O7vRaYbbPzubzJ8+59Hyinj3/8IvW/8Dsa/9a9Z+JY/R/Gp36L7hrdQPvUoyUNvwXzxUfQrfa6q+cM/QL/qzUg5xZ0/AYceQNZO+FphOm1L40twkQHYtO8T1pplSlMPVxHra71JOYa0j9Q5qASM/2UnoQvltLaMSsuBnlBYoedKUJq13LGWGyaV4fUrCZ8/V7I6yDgyUKAUToRJZcm0kAVHkkcQ4HxuOL5ZcmwjZ1JZTm7mlLVt63ydG5eUtaGXJTx1YrMtMb+Z160bbFTULHQSzo9LvnRsnbqyOOsQJUxHBd1+RqeXMBhkPHT3nvZ4a2qFfe6Zc/zeZ47yL0RYOTTkwYPDWal8EUZ5RZZo1m3FL3/2qD8GQ+Kjr9Wl2D/ssrKQoZVweKnHci/lyGKndYQ1iZWV8QmdTU2usm4kLu8ee25twpFF/51VxrcSODzstssra0mVl89SLeS1DfXYvOTl66x5F9s8jQOtkbWadZrtzNPIf/PbbLqGDjuavcHENS4tg0yx3PP/skaFpddVjEvDsKPb5UqEhUwzKg3dNGEhVRTBCXign5Abx1InONFS/51MKkuihK4rYUEjdYFdGqDydcRcn+THq3GRxTyYSCQSibx0nMXWl5fAbB1PMJFIJBJ5qdyhVzDi3J2ZDvL6hx9xH/7YJ+glCiWw97O/zPlH/lumtU8IA58cNkgVG6Vluavb2lnDkERWGF/nSP7NP2TyZ3+AQaq2ZH2qkIwmvp0dYmsqlZGawq/gLDbro8oJZ3/sB1n5e/+nd4bhy4cDPtHLVL4uUjnGpj1UNfVJZM5y7p+9n5W/8oO4zEtOLu0j1SR0fWSLe0yqCcVvfJDOn/5ruGzgYwrj+a6RPT+vLrDZAGncanXhZcMwtr5wlHrvPa1rTeoiOMM0qsopdYfMFIitsWnPx+Ism7UwTBwTIxTGsdzxnUOtmyUDJkoQ56jc7HWTqHhyVFNZS2W81NI4hyyuLaW/1NGIeMdXI7UtZIpeotAhcXJUzWSYpY6XSfLasV4Y/x0KbBbBMSgwDdLSyVHpuySG8vAvrOcY59ptreUVg1TTSTRaaGuK9VPFMEvYLGs+8aVzTEvD/sUOvUyjRVju+fYJi92UYxs5WmCln5Fqxb5+Gup3+THW85oHV/oUtWuTK/NQBn7ehbVZGBa7unXhTSvvIMu0tPvbWOilsyPWJzX6edaFlgU4To8qDi9mjEpLJwlSXnBzlcZRGp8UCVDUPnl0/i/Bbst7HhWWhY5qXXnN/suNbWvSza/XbMvitkwDbOT+cypky/euRdrvT0QojGWpo9tjoB/kseZv83TuOJCUnKozDsqIMwyZ1paXuXMAZAde/hnn3Jv4KhCRu/XK/c/3Xv3tl13PrB9j+vgv/F+Xa5l8qxGvYCKRSGSnuYo8GBsz+SORSCTyUnHWXdGm7K5wj+ZW5I6VyN740OvcJ/+/D/sXQW4CQvJfKHffW0JN1rxs5OysVlBIEPSTYXru14kzZmY5bHo9cJEDaP4XTUg2vOhypcEaJMlmY2wvO6G0bwegVNsW4KLbVgrRGpptWdMulyA5tevLXLHtUD9sy/wgbbi0izRlzcM2nM7aJEw/P8F2h6jpul/WHSLFKHwYr+M03USdKO9Qaz5r1qdMB2yWtk0oTLRPgqytQ/DOKcUsSXYhVUxrL61lTRfD8N5yLimxSXYtrePYRoEWIdXC2UnFoYWOd3+Jr/mVV5bz04qlbhLK+Vf0U81SN9nSImCpk1CF778yjoUsIdXSdrFsulX2U7+fvXzj39M4sppWAsMsmUuOdG0iY9PJMVH+82ZKSJWQaKE3l8zonENEWqca+ATHTEu73XZdfGG/7f8RGkmykda2t44v6q3S1rZitBjrXlQPTUTa2OaXzculFysy2LjNmrib1/NDtpL0/N/r/Lwt8/3fu8xfPVjzorpg2aEHrkkiU3vufT594E9ddj27eZLqi78aJbJIJBKJXD3O2avI5L/9+sHEE0wkEonsLCdcOcKWYyTpXnIle+HLAJ/Ytah2gTv2BON0ynTpCBuFZamjWC8ap5iXEtYLw1JHs97Z751J4dfHxPhL+p4ryVUH5xw9m5Prni8RDpTpgKxYB8B2l1Bj70RxPT9t+8uo8fkQiJ0tm1zwstx0vb18t70lVDH2iZ8h4VLlm97VFSQn21tC5Zv+PY185Sy2M0QVm7hsgBSbs88O3kUGSDlu5QGTLaDKETbto6oJTiWt+4zmPc4h1cS71UL3SqkmPjm06WY5p1c41QvPSetUc0Gec6FuWCurJVnrOPPBqXY9h3f/jCuLVrCk9RZ5rJcoMu1rySUCYkp01kGZKsggwU4lim6SYp3DAXntKIzj+GbB6XGJDbW11vKKYxs5/VTz6v0L3rWmvbR1Ia9Yz2vy2pBpxUMHh3S0j3Wpk3BiVLDcTdtExcIYUh1qpDnHelFzaKHj66hZn1AIUFkvfTWJiq1LLshjTS2wbqLCtGPiHKlSpFraUvoj5buENsmbMKtdpsU7z6i2dhvcfnu5Uc4aZ1bD9tc+brflPbpRUMOxZuxWCWuephWA3bbRhUwzqWZOPutgVFkWM+/qnH8WEUalZbGjWolNUGxWMMwUo9qymGk2SsNiphmH7TYOw1HpO58OtJtJaM4xleziQb9EnHN18rKvx55+An3XGy++TjnGTc4A/Mp1GfQm4VbraBmJRCK3HOb530vt5lFcffEWzPb051Grr8O528tKFk8wkUgkssM452q9/9XY00+8eFm4ejHPffwiTp9bmztWImP9DMlHP8BKd4Arc5aLHJTy3fnKnMWsi8knLA2GOGOoNjYQrUiMxeQlI2Nw1iJKcX5zgtKKMk2wVY0pa2xV44zFGYupapJuRrG2SZ2X2NKgMo0zljqvTbPwEAAACoZJREFUSbr+a0gHXUQr0n6PcnOMC5aiZNDDVhVpv4e1fpv1eIqpamxpEC30VpdxxpJ0M0zlbxbaskK0xlYVohQqS1FKIVqhuxm2qtHdDJOXOGNRabKlZHhv/x5fBbascTYsNxaVJa3jTGmNaEXnrsMUx4+h0gSVJagkuMCSmRtM9Qao5VV06JJp1r10KEmKpBmuKmeONq0hSRGlkXsf4sceL/npX/wce1aHPPlbv8KRr/lWTjz2CZJOjwe//q2knYRP/K1HSM4959sHJF3sYC9qfB7XxCAKRKFUwj1/89+xev99fPtb7+MnP/AR1p77wo4cZoe/5h3cdd9e9u/r8/QfnuHpj88UkIMPvRVnDAcfuIs3veYATx1d5x1vuItPP3ueb3v9XbzxrkX29TTT2vHp4xv8h2fO8YlHX+AX//bXcaCfYJ1PAk3VTOJyDjp6Vh6/cYkq5+dpgWnpXV2VdXzx7ISHDiz4zpf47SjABilMAciLJbRGKpuXzJJQe6zpAKrFx1Aa1yZoeveaT6AFUKaaJQY39et0htRj9tjS91sI7sJFZ5FxzhBw04ShrXG5byMxrH3yslMJjC8A0PSi7BqD3TjPclWCNSwqjasrFkp/NbEAuGKK0xpCF1hnLaqsSRYWrvUQaDHP/15Kb2+l6tdsuRfTXL3Uz/7ObXX1AvEKJhKJRHaFi13F3M5XLxBPMJFIJLJrbL8Xc7vee2m4YyUyWVxB+ouor30n9j99GP31/x31R3+G5Ju+k/Ev/QQL7/ouAC783D9mz3f/AOf/yf/Cge95H2JKZD7JUSmoKy8FWctn/urf4U3/9IfbZExXV176sRZXl3z0z/5PfPP/+/fbtzsTvPEhWbNN3FQaUapNzvyZd/8of+kX/u5sXeaSPPEyU7vN7X0lai89Nes4a/30tjH855n9kGoTLy+ybPu85OWvRS9/0SeDNsmeB+6FMy8gaYr0l4KTTHi6+3LuO5KTnf2yl0Synt+HftDZ5+gMwJRs9A9wbvQlHn7zy3j76w7xswsdNs5OWDh4L3vvuZ/3fturePuDK4jLMUsHfZJrklF3FkmyPh89bvj+D36SH/2rX8s3Hu5g0y6Tc8d58pnP8uRvvfgjXU+OPfoRjj0K/ZW7mJw7vmXZycc+DsCpL8AffeIgdTnlzNFvIu1ofuL5dbqDlMEg47Mfe5TeymGOPfoRAP4ccO99ezmy3OdbX32A+5Z7dBOfCDkqDcvdpO1a2SSaHtsoODjMUEjrKHvm/JRnL0xYHWTs6SYc3yw4MOi07jfwNb/WpjWrCynOzRxhTS2zeXdYaQAcWoVurqHsP8A4fL1eOpvVE0uVoKXfbsM6h6sBBmTay1OSzAbRyv8qLo0j0XPJtTJLAs0OyKwOoDW+s2pdtImWMl33tf5sjdRVWycQAGdx+RhXVbi6xI5n7svrwbyjTO17JW5yBnv2ydvy6gXiFUwkEonsKs1VjDnx6dv66gXiCSYSiUR2leZejMvXbtt7Lw13bC0yETkDfOVGxzHHPuDsjQ5iGzdbTDdbPBBjuhputnjgpcf0Mufc/p0K5nbljj3B3GyIyKe/2mJ6O8XNFtPNFg/EmK6Gmy0euDljuh2JElkkEolEdoR4golEIpHIjhBPMDcPH7zRAVyEmy2mmy0eiDFdDTdbPHBzxnTbEe/BRCKRSGRHiFcwkUgkEtkR4gkmEolEIjtCPMHcIETkORH5vIh8TkQ+HebtFZGPicjT4Xl5B8f/aRE5LSJfmJt30fHF8+Mi8oyIPC4ij+xiTP9ARI6F/fQ5EXnH3LIfDDF9UUQu3/D8q4vnbhH5uIg8KSJPiMj/GObfsP10mZhu5H7qisinROSxENP/Gua/XEQ+GfbTL4r4Dl4i0gmvnwnL792leH5WRJ6d20cPh/m7cnzfkTjn4uMGPIDngH3b5v0j4H1h+n3A/76D438D8AjwhSuND7wD+Hf4JoVvBj65izH9A+D7LrLuq4HHgA7wcuBLgL7O8RwCHgnTQ+CPwrg3bD9dJqYbuZ8EWAjTKfDJ8Pn/DfDuMP8DwPeE6b8OfCBMvxv4xV2K52eBd11k/V05vu/ER7yCubl4J/BzYfrngG/fqYGcc/8BOH+V478T+Hnn+c/AHhE5tEsxXYp3Ar/gnCucc88CzwB//DrHc8I599kwvQk8CRzmBu6ny8R0KXZjPznn3Ci8TMPDAd8IfCjM376fmv33IeCbRC7VVPm6xnMpduX4vhOJJ5gbhwM+KiKfEZH3hnkHnHMnwP8jAVZ3OaZLjX8YeGFuvaNc/p/a9eZ7g3Tx03Oy4a7GFGScN+B/Dd8U+2lbTHAD95OIaBH5HHAa+Bj+SmnNOVdfZNw2prB8HVjZyXicc80+en/YRz8mIp3t8Vwk1sg1EE8wN44/6Zx7BHg78DdE5BtudECX4WK/LnfL3/6TwP3Aw8AJ4B/vdkwisgD8MvC3nXMbl1v1BsZ0Q/eTc8445x4GjuCvkF51mXF3PKbt8YjIa4EfBF4JfA2wF/iB3YrnTiWeYG4Qzrnj4fk08Cv4P8pTzaV5eD69y2FdavyjwN1z6x0BjrMLOOdOhX8WFvjnzOSdXYlJRFL8P/L/xzn34TD7hu6ni8V0o/dTg3NuDfhd/L2MPSLS9JyaH7eNKSxf4uql0a82nm8N8qJzzhXAz3CD9tGdRDzB3ABEZCAiw2Ya+BbgC8CvAe8Jq70H+NVdDu1S4/8a8F3BbfNmYL2RiHaabVr4n8HvpyamdwdH0suBB4FPXeexBfgXwJPOuR+dW3TD9tOlYrrB+2m/iOwJ0z3gbfh7Qx8H3hVW276fmv33LuB3nHPX7YrhEvE8NfejQPD3g+b30Q05vm97brTL4E58APfhnT2PAU8APxTmrwC/DTwdnvfuYAz/Gi+lVPhfcH/5UuPjJYR/itfVPw+8aRdj+pdhzMfx/wgOza3/QyGmLwJv34F4vg4vlTwOfC483nEj99NlYrqR++n1wH8JY38B+J/njvNP4Y0FvwR0wvxueP1MWH7fLsXzO2EffQH4V8ycZrtyfN+Jj1gqJhKJRCI7QpTIIpFIJLIjxBNMJBKJRHaEeIKJRCKRyI4QTzCRSCQS2RHiCSYSiUQiO0I8wURue0Rkj4j89TB9l4h86ErviUQi1060KUdue0LNrt9wzr32BocSidxRJFdeJRK55flh4P5Q/PBp4FXOudeKyF/EZ3Rr4LX4+l0Z8J1AAbzDOXdeRO7HJ+LtBybAX3HOPbX7HyMSubWIElnkTuB9wJecL374/duWvRb4C/i6VO8HJs65NwD/CfiusM4Hgb/pnHsj8H3A/70rUUcitzjxCiZyp/Nx5/uqbIrIOvDrYf7ngdeHqsV/AviluZYlnRdvJhKJbCeeYCJ3OsXctJ17bfF/Hwrf1+Th3Q4sErnViRJZ5E5gE99e+CXjfK+VZ0XkO6Dt3/7Q9QwuErldiSeYyG2Pc+4c8Psi8gXg//gqNvHfA39ZRJrq1++8nvFFIrcr0aYciUQikR0hXsFEIpFIZEeIJ5hIJBKJ7AjxBBOJRCKRHSGeYCKRSCSyI8QTTCQSiUR2hHiCiUQikciOEE8wkUgkEtkR/n/DkxCTMYv57QAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "## Mimics - CASA\n", + "MCdiff = dsDay.isel(sim=3) - dsDay.isel(sim=1)\n", + "MCdiff.isel(time=slice(0,365))[var[v]].mean(\n", + " dim='lon').sel(lat=slice(-55,80)).plot(\n", + " x='time', y=\"lat\", robust=True,\n", + " figsize=[6,4]);" + ] + }, + { + "cell_type": "code", + "execution_count": 261, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 255, + "metadata": {}, + "outputs": [], + "source": [ + "# try looking at annual cycle of fluxes from 40-60 N" + ] + }, + { + "cell_type": "code", + "execution_count": 291, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=[8,6])\n", + "latmin, latmax = 50,60\n", + "0\n", + "ymin = [None,-0.2,-0.2,-1.5,-0.01,0.01,1]\n", + "ymax = [None,4 ,2.5 ,2.5 , 0.06,-0.5 ,6]\n", + "j = 1\n", + "for i in [6,2,7,3]:#,8,3,1]:\n", + " temp = globalMean(dsDay[var[i]].sel(lat=slice(latmin, latmax)), \n", + " area=ds.landarea.isel(sim=nsim-1).sel(lat=slice(latmin, latmax)) *1e6, \n", + " timeC=1, conversion=1, units='gC/m2/d', pt=False)\n", + " plt.subplot(2, 2, j)\n", + " if j == 1: legend = True\n", + " else: legend = False\n", + " temp.isel(time=slice(0,365),sim=CNsim).plot(\n", + " x='time', hue=\"sim\",add_legend=legend) ;\n", + " plt.title(var[i])\n", + " plt.ylim(ymin[j], ymax[j])\n", + "\n", + " #plt.subplot(2, 5, (j+5))\n", + " #temp.isel(time=slice(365,None),sim=CNsim).plot(\n", + " # x='time', hue=\"sim\",add_legend=False) ;\n", + " #plt.title('')\n", + " #plt.ylim(ymin[j], ymax[j])\n", + " j = j+1\n" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dsDay.isel(time=slice(365,None),sim=CNsim)[var[v]].mean(\n", + " dim='lon').sel(lat=slice(-55,80)).plot(\n", + " x='time', y=\"lat\", col=\"sim\", robust=True,\n", + " figsize=[12,4],col_wrap=2);" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#change in daily fluxes\n", + "d_dsDay0 = dsDay.isel(time=slice(0,365)) \n", + "d_dsDay1 = dsDay.isel(time=slice(365,None)) \n", + "d_dsDay1 = d_dsDay1-d_dsDay0\n", + "(d_dsDay1[var[v]].mean(dim='lon')*365).sel(lat=slice(-55,80)).plot(\n", + " x='time',y=\"lat\", col=\"sim\", robust=True,\n", + " figsize=[12,6],col_wrap=2);" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Differences betweeen models (MIMICS-CASA)\n", + "v = 3\n", + "(d_dsDay1.isel(sim=CNsim)[var[v]].mean(\n", + " dim='lon')*365).sel(lat=slice(-55,80)).plot(\n", + " x='time',y=\"lat\", col=\"sim\", robust=True,\n", + " figsize=[12,4],col_wrap=2);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "v = 2\n", + "(MIMcn.isel(year=1)[var[v]] - MIMcn.isel(year=0)[var[v]]).mean(dim='lon').plot(\n", + " x='DOY', cmap='RdBu_r');#, vmax=1e-2,vmin=-1e-2);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "(CAScn.isel(year=1)[var[v]] - CAScn.isel(year=0)[var[v]]).mean(dim='lon').plot(\n", + " x='DOY', cmap='RdBu_r');#, vmax=1e-2,vmin=-1e-2) ;" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# how N limited are arctic systems at end of simulation in each model?\n", + "v = 6\n", + "simple = (MIMcn[var[v]]- MIMc[var[v]]).mean(dim='lon').plot(x='DOY', y='lat',col='year',col_wrap=2, figsize=[10,4],robust=True);#vmax=5e-3,vmin=-5e-3);" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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tnh99ixSq1ky9Z3OMnGmKwomdifbb18FWRfe6bpn2mGud7IyP2/3DqHHje5G/9l11Wr+L5rbMPDgsdpyipNzsNYj6n6Z9JgzSOUXDyAHZK0XmO6Ysez7REGk3UlV+qQJeieMySskTTrQCNtV8Vtoh+060Objc5Nhqmy89fgjfEx55+hh7/u+DHH3q2z1P40yq8QGO7Lmf3/2l+5Ptx7Zdwon9T/InRGZBP/wff5KHHj3IylKL9771CubGqzQ7ITsmauzeVKfkCRdMlHn8SIMto2WW2wEztfg/QJWKPX9CYvqkXvQ3L+ZaqzWniNctiVONzJTMnJDvowWmJJn5wqS1/p9MG4DMPsHL5odsX7XqUK+U7b9JgcXjcpjxWvRffq6JbEzPjFe+iNwG/B7gAx9W1V/PHb8V+F3g5cC7VPWT1rEAeCjefE5V3zrcGZx5NvaDqcPhcDgcDsdaIUM6Pw2KViPiA79PFLVoHrhHRD6jqo9YyZ4D3gf8bEERq6p67XCNPru4B9P4zS4jncg5efR68zppCUpeyjVkfts0vKtOSxpWWN8wjhEn0y7xQKO3bfstOCEMQCxJSF7aaz722zeWRCbIvhEfWumgCp97/CBffHA/pbLPkf1L/NEnPsWlr72Ng08+lYRzWpz/bqYp//e5R6MffaQiZ4vpi69hbMsu2o0G/+JtL+em3VMsNDpcOD3CUqvDK3ZMMjdaYrzq0ewoM/USZe0QiOAHzVg6BtJpRpKCoIWWapHETEMwUlMNI6kqpN95eyUjHTX3Ky8xM1I1s4+s84kY6Va8Xeiq0GPSHCi9j6V5pyxRPUtS2J7zwSCK2mM57NjlqniJECR/7l11ihet01ck2TRSVA1B/J7tKDyPfvNHrzy2RNQKSp9msqK7G+lnfsyrZqSwifbHSELFIxwZJfDKNDohviesaogqjFc8FpohsxWPQ2GdzZWQwy2P6ZrPONGccXilwzefX2SyWuL5Ew3+y0fuRUNl7oJNPPJPX2L12AuF53uuqE3OcsVrX01t9LU8/fABLr92G3PjVd78PbvZNVXn8HKLHeM1llodrt86xmxVaUuJcmeVy6ZHKLWW0HIVaa1C2EFLNaS1An4JjPYpN7dG9ziauxMtHJBZANKWTkvOico+gS4Hq2JNYiH2/1KfPJkyba1Pvh29quk3p5jyhmvxWcXzBb88jI3pwCQ3AXtU9akovXwMeBuQPJiq6jPxsbUXFffh/NGtORwOh8PhcLyIiOKYegM/ACJyu4jca31ut4raAey1tufjfcNSi8u8W0Tefvpnduo4iamRJuX2SY/fNsOaK6tkpYNAKqEagq430a5tJfMCVFBfJm/XGnf5dEGXfU8i8TEhm2zJp/X2LO1GJEktVSDsICYAdZIvkpTYtmtG8hqORuFp79zX4uvPLHHhzAh/efdDPP/k0SRotc2jX/hk1761xq/Umb74Gv7d7a/n8tkxnltY5aq5cS6eqjFd8/n4dw5x5ewIX3r6GN+7exOdQKmWhNrCPO2pXfitFbyVY+CXo77XaUY2pUGAlsrZ621+G7tPr5RKAvxKKg0119uPgnfnwz6peOB5qT1qzr40sf2zJDFKBSS+l3Y/IEhtHLH6rt1HbSmGkcyYtMNqEfIS9zNqw6rd/R+Ga1tPu+ywh/Qxbn+PfVlNgxIthNmjLntca2Tza8InicT57etl+oOp37pX+bkqH64tOW5sm3P244XXzJZCt1aiex/3TfHL0XbQiiSmYYA0T+AD5VINxGM0aCFBixNTlzAry/z93gDf6/D0sRWePbxCqxNyx6/9bvc1ttj7zb6Hzyq1yVkaC4cAuOy138vhfYuUypGE+1tfup9bfuINvOHSWe7fv8jceBXfE+ZGq9TLHtJeoiIe3vIRvHIdr7FAWBlDOg3C+iSl4+nziBq7cTMfmHvuFUjT47GfaFv83COBfV+9Uk4ynvufie+n8RkQSW1ZxaRXy/cgv2Zq3H+T5uX/b/P/N0NIXXv9R5uRcj7ZmIoIqnoHcEevJAX7TkYofIGq7hORi4H/LSIPqeqTJ5H/jOEeTB0Oh8PhcDjWgmGXJB3MPLDL2t4JDB2gW1X3xd9PicidwHWAezA95xjpkm0rmZMAFnqw5ssY9NZV5HHbY3+Rx2OXLWde+iLZY8nPIjs58dL0yT5jo5ZGo1aTJ25P4qFpvDUhlXbYtmJeKbVx9EqosZ0RDw3jN3NTpl8GLROMzaIi+KvH0coor7lggu+dbhCMznDPM8eYGavw5J3dl2o9cvvP/wS3vmSGCybrzI2WKfseL58bYbkdstxW3nzZZo42Olw1N8ZqR1luh8yOlAjLdfylw5FHrbEjjaUNKh6UI9sxje8BkHqpAmr6iZde7yjKQSmSaEKSv5fnddLvbPvBIgmJlc+WukFWAlHU/7qkmkMZ/ReMxRxn1uNf0jFnj8fTrONU26j5OSY/R1l0a1eC1ObT5DVl2vOf0QzZHv4m2oJ13ZM+l/fSL7JT7yfZ0hBE0mti1aulSiqhj8sOJrbS1mjqGmkuENQ38aYLouVDZUeJn/mnJT79N/dQHp2kvbzQ40quLY2FQ4zMbOelr3sdGipLhw9Tm5xCPGFsbgc3XzDFRM1n3/FVtm+qU/aEkbLPsUbAyPgEpcUXQEO8xgLqR9dISzWk3UyjmkByn1I7/zRCA5CVipr7U4r22XOK2U4w806v8eCFoOl8EGlpKl19Vyw79SLb6nyEkMLIAEkl3f+XmfPKFO515VkPkUK8kuBX/CESDkxxD3CpiFwEPA+8C/iRYdogIlPAiqo2RWQzcAvwG8PkPRus/V1xOBwOh8Ph2ICICJ43+CMDjAdVtQN8APgC8CjwCVX9joh8UETeGtf1ChGZB94J/KGIfCfOfgVwr4h8G/gy8Os5b/5zysaWmDocDofD4XCsETJ0uKjBSVT1c8Dncvt+yfp9D5GKP5/v68DLBtdwbhA9lXVqXwRcf8MN63M97JMkr23tte9k6Fq72HaiiVU7Zo3jEMlEh5EwiNVG0TrVXcGFcmo+FcEL2t3qGwDx2L/cYbpeYs/RJt/av8CH//EJXn7ZZv7kv/6PUz/Bs0ypNkansZRsb9p9NfWprYxPTzC2qQbA8mKTzdvHuXjrOC/fNclVc+NsH68yXY9UOhUvuoG1kkegmsxJvtd73Wuzz9y+UBXfk8I0dt78vl79p2jd8TyD+t2gvlkUfehMMFKvD70e9vXX36BfOwNzgz0uoPvcTnbqHeba9muH6Q89fE565jO/zdjO1GmtdW6vyW7vM2Uk67obh7rY/MT0P7EC6Nvzgdih0cRjoeMREqn7AoUDy22Orrb5xrPH+Orjhzgwv4CGsLzY4LlvfLb/RVtnzF15CwcfuYtr3v4uXv3ybWwaKXN8pc2V2yd49QWbqPiCL8JYxcMXYTQ2lfLD7ByavwdF2Pe9qE+Gqng98oY9Oo0n0vOYOb7eGB0Zfm4404jIe3726ss/+iOXXDAw7Y/ceTePHl9cfxfwLOAkpg6Hw+FwOBxrgHgM6ZV/DhqzTti4D6Z6chIL8xa43t74QtXigBA9zk2JNAL2d1QOeGL5RcXfUZp4SUEppddMlVCjlF4mk0cQaFKCkdiFSXs8NLRrV8AnDCHQtNaDyx1EAlRhqd3i7x87wP6FBtV6iU//1f/m9l/8D3zxzqe45Ko5rr9wioMnmjy05wiHn1/k2a//3TCX7rQQz6fXkqTV8SkAxrbupj61lUq9zvaLpziyf4nlxSbTW0bRUKlUfJYabZ54YYlNtTLtIOTZ47B5pEKgymjFp16KJCBlT/AFSr7gASHgd/XF9KabeyKBZrZNGnO/zb6uZQnNEe0+5kk+f2ETMn3J7mtot1Yqn0Z69N9zgaJWXzw1ovBLSYH5Ck6NIfN1JdN0/GnyY3A5Yc53xBMv2Zdq2jLLfyRzQpQ+mp9MCl8gVCF2rUTwCQLFEyUII2luqH6SNwjDOEROtCypJz5o5C/nE51TEIQsNDocXmlz0fQIR3ZM8tJtEwSh0gpCWt/zAe57YD+bt49z8LkFRiarvPSSaU40Ojz//CJ77rqL5UN26Mczj3g+49svoTYxy8FH7qI8OknQXKU6Ps3qsReoTc5Sqo1Sqo8xtWMr43Nvp1orUy15PLZ/kdnxGo/sWyRUZapeph0om0fKTNXLjFdK+B6MV/z4mgXJ3JDMAUIyZxh5txnT9lg2XSM7rtP7mx+zxfNAOr90l9X9cFU4hxRdw67WnBz5dq6nf3HxveGcn9bZs8fZZOM+mDocDofD4XCsIVHwhI3z0DkMG/fBVE7uBaRbOtWf07XzHBazQNswNmOGIjvBUj4KR4H9Ud5urCiPCJQ8IQiVQOM3d5TQvKFbouowDlPlEdmqGltKBS6YjMKOBPGr97uv204rUE7cdAFPf99lPHFoif/ntsu4+4nD/MYv/Gb/Ez4L9JKWAokE5vgzDwNQru3mG3/+p1THp6mMTdFuXo3veywdb3B8U42bXz9D2RMChWu3jOJ7wnI7xBOolzx8iSTP6Xd0rVqBUvKEqoR08PBEaIeKbTde8bM2qkbib9sd2loAezv6GuQJmv7uZ5N2KpyMLeYg29eTqpfhJSp5m7ozrVEx1/Rkr22+TdJH1lRkF+iJxBLOVFMkko5Hc3OMpNuUYW8HqvhAO0i1JyWr/EAVgkjjUip5eJLOs4Eq4ktyzoEqftyG/UtthMi2dKHRYedEjSeOLDNRKyftu+/xQ9z313+RBLV/3Dq3c71AsYYBi/PfZZFoyeR8OKvGwiFmZnfRbiyxaXYEv+TRXO1w2ZYxxmoltk9GdulXzo1xohlwcLnFzskao2WPUGG0nM4R0TWLJIRGW1VOtFaa3Ecz9pM2Ymu1Umwtmkln7m+efB/K9438MciWfTa1kfn+v540n2blp4Hp1lGbzzYb98HU4XA4HA6HYw0ZduWndWV/cJZxD6YOh8PhcDgca8Gw4aI2EO7BdEgGhd4wZJarPgfq/KLy+4X6EeMsVRA2qFchybFkDe9oLXQxa2rHYZ9slb8ngu9FvyXs4IdBsmqUBO1oBZNSlaZGaqiSKKuB4kuksljthLQCZbLqM7/YZv9Sk+cXG3gi/PFXnuTQ3kWOPT9Pp7VKfWorq8deONVL2JeRme1sveoVaKg8/bXPFKax18DecvWtHHj4qwC86t3v4dqLZ7jrgX2MvvEHufn67Tx7eBnfE95y7Xb+6ZEDvPWa7Xx7foGtY1W2jFaoxG/OsyPR0DROIcYJyagzfYSqH6vvOh3KRKu0VHyfIEzVaNE9z7bX9APRMF0/O8a3wsxEvmk9Vk+xCyPqX73UY/1U8vmQSieb3z6eD2906sjQqj6J1c9Fpi9w+uYFph3DtMc+/3z6QWF/bHVrUieasX0z49quz+wnnzYM8My8QOziGPddCQMkDPHEo1T2UYXldkitJBxrBGgc1koEOoHSDpXVjqIKJ1odnjm+yuGVFn/2xT284qotPLDnCO1mh8P7Ftn/7a9kQrWZcbkeseesI3vuZ8vVt1Kpltiyqcb+o6s0gpCXbB5lZqSC7wk7xqs82Vnl9bs30Q41UuUThZbrhBqrzVOTCaO29zpNIHIYS8JuqeJ7PqFfTsa7MbcqGkd2GLCuUHUmnKB1//PjwbPEfaFlWmRzsuYq/ZLm68+P0fWE53v45cGPYk6V73A4HA6Hw+E4u3jeGQuw/2LhvHswFZFngBNAAHRU9UYRmQY+DuwGngH+paoe61uQamIo3+8tzbzFJe94OWePgeSSDOPIMFS5faqTgt+Qk97E4Z7sMCHdJZFxpAnVSG8ULPP1MJaYmD3tUFlqhbmQO14s9QtQ9QhCj61jwtHVDptqkdTumeNN2mFI2fNodMLkOl24qcpDB1s0OiEf+cJ3ueIlMywvNvnJd97GH3/2MW65fgef+thXqU7Ocuixu5m+6BoOPPxVSrUxZq94JYcevZvK6AQX3vhqnvjK5xnbupvjzzzcJWmdfekrWTrwDJsvuwHP93j263+HhiFBJ2Tp4PPMXXkLh797D1fd9na275rk6e8e4YKXTHPx7Bj3fOcA/+87ruI7L5zgsf1XUSn5bJuscd2uTVy6dYwrZ8fYMloFIkeOkbLHTTs2sVlvHjcAACAASURBVH+pye2vvICKLwQhsdOT0AiC+KpFb8qdULucF1J8Sp4JD9PbKcvucpGTiaAaRNKpzB3N5IrvedQOE25ITDgaI23p4TgBdI2BDCZ0lGZ2ndwcXFT+aUlHNOPIc27rPrmiMpe4R+L8vbFDgEW/s8fskD9L7SBxlJms+pxoBcm12VT1UWChGdAOFY/I+W667nOiGVLyQlY7mmgBOqEyN1LiRCuSgLaCDjvGhQPLHSYqHvuXAraOlti72AGg7AvtQJkdLXFkpcUFk1UeO9xgodFhtRXwQ6+/mKcOLvPO77mQv7n7Od79jqv4/PYJrr5sM/c+sJ/ZnRM89o3H2bRtC9/90t9w8a1v46mv/i9mXnI9R/bcP+QdOD02X/YKDn/3HvxKnWve8g6mN4/wwJe/jVeq8JZ33MjRpSZPPXucG6/awmsumeGB+QUmR8r89GsvoVbyqPgeqvDQwRNsG6uydazKUjskVGjFDph5x9y8w5Lv+UmaaBxHD0FeCGEnur/GxNGElLJDS0E89i3tiS29i8pO+03+P8XMA8X/M1ZoO+MQ1+N4nkEh5ZL5TIuHxnp5zotsTIdR5a+XFp99zlfDhter6rXWag0/D3xJVS8FvhRvOxwOh8PhcKxfRBDPG/jZQM+l55/EtAdvA14X//4ocCfwn/pn6bYjKxJi9gsT5SdShyFbSWrv0o98ub1sRovoFf6nyK7HvCXbDoGBRhIQU74vMFbxONYIqJU8FlsBZS+SjMzWSxxZDZiseolU5MBKJ7EZnK2XEonKZNXn0EqHzfWoyz1zvMVSK2SxGSACDx1Youx7LLU6TFZLvHTzCE8fb7B1vMJXnjlO2Y/C1/z4my5nslriwpkRXjY3zltvvYi/+dKTTO+6kJHJKlsueBOP3fllLr71bTzz9X/gwENfZWLnZWy7/KU88ZXP02kscfyZh9m0++oknBNEdqKHHrub7Te8kV2Xb6ZaLdFuvhENA259zW4efHyU666YY2781Xzl4RcYqfj8s1suZKTi0+yEvOM1u1lph1w2N8aWiRqTtRJzoxVW2iEvmxtneqTMWCV6D2wEIb7AdN1nsjYShcvxpCv8FsSSC01tbw3mp5FuaHzR7b5ijpnfad5UekJsA2j3gyJbpnwIGttuMIzbZ8hLGodZpvBUwz3lm9rL1vMkSz0pm858209mvA5LPmzUyWhd8hKn0JKCh9adMv0htMb+ZDW1QVZVJqteRtp6aCWSlvoehCgTFY9OoKx2QtqBUit5iaR0/1KH55faePEyxtvGopBwzx5fZbJW4pGDS8yMVHj+RIM3XrKZTz96gFfumuJP7jvAVVvH+bvvvMCNF07x0PwCr79sMxDZYD97eIXXXLmFC2dGmNs6xst3TTI3XmX+2ArHLt7BQ5/9BBM7L+spLfVKFcJO6+RuSExtcpba1BY8z2f50F42XXg1QWsVr1ShsXiI+tQc17z9Xfi+x/TmEV5x0TRX77iVl+2YpNkJ8Dyh/PLt7JiostQKeMtVWyn7Qq3k4XupBPFlc+OEaLpas4AGksy7eeyxCWm4rfReRroVkegTxFLTRLKak6rbZOYPcw1zc4cvWcm8J7Hk0iqraOEO6H7+6hXOLC0nPadB2OPmdDSTZxLP9/Eq5YHpNpKN6fkoMVXgH0XkPhG5Pd63RVX3A8Tfc0UZReR2EblXRO49fHj9GsU7HI5zi5sbHA7HWiAieJ438LORRKbno8T0FlXdJyJzwBdF5LFhM6rqHcAdANdff8P6eF1yOBxrjpsbHA7HmjCsjenGeS5F8mL68wkR+RVgCfgx4HWqul9EtgF3qurl/fJef/31+rW7vn5G2lGkVjvVFVuGKTtfvsG+k0KxwXeRAXrWwanguHVMVbEDCBnnHFutE1oqm1agLDQjR6iSl3XiqfhCK4icI443Osm5lD2Psi8sNDosNDsEoTJS9nlhKQp7MjdaYf9Sk9dcMEU7VO6eP86Vs2MsNDqMV33mF5uMlH3ueuoIK62Ai+dGaXVCvvXsMYJQuXBmFICrtk9w15NHuOWSGQ4uNRmrlmgFIVvGqoyUfdpBSDtUvrbnCJduHeOlm8fwPeGJI8tcPDXCSjtgsha9220eqdDshBxeabHQ7FD1PWolj5Gyz1ilRNnvVlf7IoQorY4yGqv5A0tVZ9TnqlDySVSg0H+NaSFd7SWw1LLQW00fhXRJ0+QdForUbDpEubaDXU8nht6n0pd+q8/kx8b46Mh9lk16X66//nr96tfu6nl8WOesvEnNqdDLaaOoDYPGe7+53r4/Jk+v8oxzTRCP80Czc0PZi8wBOmE0tvNmJxCFgRIRWkHISltpdKIj7TDk4HKLsUrksHNguUUnCAkUmp2AkbIfp8vOi81OZFJQ9gTPE6ZqZUJV5hcbjFdL/P2D+wE4fGyVxnIbgPp4hef3HGXnpTNsm67z7L4TNFfbVOtl6mMV5iaqHDje4K037CAIlQf3LnCi0eaS2THmj62wc2qESsnj4Ikmm+plDp5oRiuzecJNu6doBJEjpx+rymslL1GpV0se7SBygmyHmswX5jr4nlD1veScfE+YrMYh5FRZagVJHnMdyr5Q8tKwSCFmPpXkvhlVvX3M/q8wIb2CMHW0NJiQVBD17ZKXqvpFovCAeZOh/BxAkt9KR/F+U0Ye0//yzprDjLCieWjiJOaGM42IvOdX3vjKj77/5qsHpn3TH/0tD+47vCEeT88rVb6IjIrIuPkNvAF4GPgM8N442XuB/7U2LXQ4HA6Hw+EYkmGdnzaQyPR8U+VvAf42fosqAX+pqp8XkXuAT4jI+4HngHcOU9iZCMtkvovKMvtO18g6LxU19eZDa/QKx5EnLznJSFUK64++TX129lBAw6zzCxiHnOiNd1PNz0haPWCxFbLcCqmUooy1ksdKO2Ch0eGiqTolTxKJo5EiXDozQqMT4otwwWSdvYsNjq222b2pzrHVdiJNGa/4zI1Wed1LNkeOGQLPHF/l7dfuYH5hlYumRij7HsdW27z56q1AJIW1jeInayU8EVbaAbdduYWRssd4JRouN26fBGC6nhqstwOl7Atzo1U2j1SS6xWq0gwCmkEkCYZUmle2Llo7zF3bnONbJxB8L4p7Eklei43/wyRki2TKDeI0eQer7kDYRAsj5BwKipyqVEnDVMUJMxLVeCPQ9LuXAX8/CXAeI/UoCi1j6HdsGHrlHhTy5ky2oVfIHfNbe6Q1EqyicZ7XbCR5SO9T/rgt7YrGcXTPzZgOkz4ieHEYOoik6aGmDVXrHAIFIZIGjlclcQwMVJkbLXNkpcOmeAz6Hiw0OnhSoewLzXg+MA47nkgyziPpbVRhzfPYOVEjUPihG3fFjpxR6KmxaonJaolHDi0xN1phql7m+cUmZT9yfJuul/EEmp2QkbJPoMq12yYoex6hKoEq7SDV/pR9YaUd8sKJBlvHa5Q9oRmEiaNooxNSK3m0g7Ttm0dKNDohc6Nlmp0oTNx4tZSEMTTSV4gkm7ZU2ZPoO2xH80gQgh/AeDX9SzeOeUGYOj+Fkp1nglgia+aNMNbUmOtpSycbHdMuc29trZ3ihZI61EYdpOcCGoGm2jaDJ6ZfRPVF/VUzElFzj03/tvMXaQTy842R8Cf9dR0863m+h1cZ4lFsKIdMuQ34PaL1FD6sqr+eO34r8LvAy4F3qeonrWPvBX4x3vw1Vf3okKdwxjmvHkxV9SngmoL9R4B/du5b5HA4HA6Hw3FqiOfhDWFjOui5VER84PeB7wPmgXtE5DOq+oiV7DngfcDP5vJOA78M3Ej0DnBfnLd/PPizxHn1YLpWFNmKmT0n+8J1MvamRZLW4WzbTP7s/uONIH7bT20QW4ESooyVfVbakS1oEELFF2bq0b6ldrQ8qAicaHYYr5bYMlJiz7FGYhMZqlIteVw6XeP5E22WWh1W2iFXz41wcLnD4ZUWzU5kKzZS9rhi8whPHVtN7Keu2DzC3fMr3Lxjgv1LkQ3YtrEye46ustTqMDda4fkTLSarJRaaHW7eMcF3Dq0QKOzeVOOJI6scWG5x4/ZxHjqwxEumR3j4YDM+7zbbxmscWWkxGktMXrN7ir0LHs8trPLqXZuYX2yyfTwKgG9LCccrpVhCIRn7LHuJPWMPCqmNaGjJs8xyeCKRtCGIVgTEnouMvWnPexrbl9o2W0I21FIU+DyyGUuEsSa8U5wmH6pMSaUOpj2ZKVIi6Wgawiy2J4vz9grxkl6bNF/Pc5PBdmIy4Jghn+ZUBSK98g2y7e3HsLap5hyKFr/IB083mPutkEg0w1xKL3d1mkG0yIix1zTzTSSZipYFDhW2jpY4tNJh62iJ+aVOIiUXgY61nkO9LBxZ6SQSvFrJY240+otZagUcXukkUuTNI2WeOLLCtvEqE1WfkbLHiWbIU8dWuXpuFE+EvYsNXjJd5+75RSDSUCw0OlyzdYwjKx1mRkq8sNRifrHJdVvHaQQhNd9jsRlQ9oVnjq/S7IQ0gpAvP3aQH3jZNu6dP85YrcQ/PnqQhx8/xPtuu4wvf/cwF8+NMlEtMVmrUvaEudEKh1da7JyscXSlzexopAV5YP8JLp0ZASAsKfOLTS6bGUmu3wWTtawGI55P7bFub9vj1x7H5pjBHrb2wjAlLxuUvpZ7wElt0iM708jeNF0Mxaoh6kdWODjbxtQDpJT2DcCyMTV1pf0iySOSzDEZXwYrvd0Cu11+0vY4j1WP/W3S5Pt7L9Zd2KVYlX8GuAnYEwvwEJGPEYXSTB5MVfWZ+FhurWneCHxRVY/Gx78I3Ab81Zlo2MlyXtmYOhwOh8PhcLxYMCs/DfpEcarTsHbx53arqB3AXmt7Pt43DKeT94zjJKYOh8PhcDgca4EMuyRpNqxdUUlFWYZtxWnkPeO4B9MBREbY2rXP5mQUA73C2RRhQiktNEMmqh6r7TAJx1LxhdV2JI2vlz2OrgaJMfqmmk8riAz0m53IiD0kUr20AmV2pMRSK4zCfwj4RIb6c6MlVKPwTq1AaQbKYisytN85Xua5xVbGuP4lUzX2LrZphyEXb6qxb6nN3sUWZc/j0ul6orppB8qVsyPsXWjRDkMu2lRjz9EG0/USR1c7TNZK3Lf/BGOVEiGRCn+xFZ3btVtGOdoIWGp1eNXOyOnouYVmci1v3jFBqMpCM1ox6okjq0zVy4jAq3dt4tmFBmOVyCnq9RdNA/DACyfYu9Bk50SVnRNVTjQDdk5UObDUYna0kjoQxd4a+bApRWp8E9bJVsebdOY2q6afEIUwLdeXKL3Jn3cYCFE8lcTpKMRyQOhSyKVrXRv1oN3VipwGfC81NyhaL9tWwxWFF+sK82KOqfZUf5t29AsllaTtf7jn8dOZWe28J6v8y6tKz/QMb5d/MmUvNENCVaZqPvWS0A6FSjzmITVTmR7xqJaE441IV+8JHFzp4IuwZbSEAEvtEEpwdLWD7wmLzZALJyuICAeXO5R8OLLaYbrmM1r2eK4dcMXmOvftX2LneIWRso8nwkg5Wg9+72KDq+dGWWmHLDTb+CJ4wCt3TjC/2GTbWIWnjzc4uNxmy2jkeDhdL7NtrIICo55HqNF82ApClpodjjbaLDU6/PStl7DSDlhqdtg6XuP6bZOUb9nNU0dXeO8rdiUOTIZQlel6mSCMHCFN+KRrto5n5vCXbi4l6Y3q3YzHUCKHo3zf9nwy6nsPyz5D0mOQ/Q3Rby9RZZOpzyafzxCo2lVl8D1JxrtloZHss00L8is72WTmkcRhNqvO9ygOQZc3yyl8Wiqot5/jby/TtvWC5/v45TOy8tM8sMva3gnsG7IZ86SrZ5q8dw6Z94zjVPkOh8PhcDgca8DJqPIHcA9wqYhcJCIV4F1EoTSH4QvAG0RkSkSmiEJxfuGUT+o02dAS02FfoOw3t6I8RdKRXg4ZiUQrNkDPdzW7rLIvKDBRjd4f6mUvI12qljxONAMCDdM375iKLxxdjd57TQiOgOit/uByh4ovTFY9jjYCgjB6uz243GGm7sdruQtLrZAtoyUOLHdQonBH49XISQHg2YUWuyYr7F1osS92WNo+ViYkejM/tNKh1UklgDsnKswvtnh2oZk4AV0+M8KeoyuUPUnCPS13QsYqXiIdHK94jFUqiaRix0QkIbl6bpTnTzSZG61w3dZxAI6sttk9VeP5xSazoxW2j1cTp6boPJWr5saSbYBaHOR6eqRMoJoGqBZbSkgm1IppS7SedSqdyIT2kuxcogphmL1PSUiXIimk1S9CBRVNw0gRhYyKyu/ulUGoqBX+CiKJh1oSDEiloiaQdxJGhux3KFkpqrk3PlnphemfdosyQfZzbU3bkZXg9pMO2CGLis/+9MmXmd8ukvL2mxv6pSkqNy/dsSXTmtvOpzXXx/y2maymvSrUWPIlkaOjjXGQnKmXCBSma9HxkNT5puZHEvytY2VONEMWOwGtQJk/0aRW8qj4PpWS8MJyh4VGh8tm6uw51mCqXuaxI6vsnKjGDlRReZdN11nthFRLwiVTdQAOLHeYjtsWKFwwWePYaicJ+VPKjb8gltDXSh7Xb59IxjjAaMVndrSS0WxcvWW8570Icu4hAZpxYjLhotJ16KPf5ZwjSz/NmCfdMu92GHY5KZq0ecco38sGwm+Hcb80RSbzS7yp2XIzjlehZuo12phQ0u00nxl8WXFuVFbUST0hyQup9NRcVimYKyAbLsq3+nem36NDLd4R1ZcdC1knrHXgCDXsyk8DUNWOiHyA6IHSBz6iqt8RkQ8C96rqZ0TkFcDfAlPAW0TkV1X1KlU9KiIfInq4BfigcYRaCzb0g6nD4XA4HA7HWiHDeuUP8Qytqp8DPpfb90vW73uI1PRFeT8CfGRwLWcf92AaM8j+pJ+dSpHkZlibt37pei0fat5+Q4WxipfY7mSCYCtMVFMpSFGfDhU2VbOSEgU210tJWaHC7Ei0bWxQayM+IbBrMpI+bB+vJGFCltphEtC57AnlSvQ2v9gK8BCm6iV8iSSNq50oPNXF0/Wk/tVOiIfQjCWtXQHhrbZDFBg/kVaiTNWjLr1lrFJ8r+iWGPhI5sU/CpGkic1nPvwLpAH1A6sSI8UwkhbPz9qKFklB8vQKgq6aDYAuEklQJa63SEJvh/8x20bSYUs9g/iYsYcrktppGNmhhpq1P4sul2auXz4Atl1Wr/Fj99+ofcVB4k0Zfg9JSVF4pZMlP/Z6jf1+c0E/ieagdL2WETX2uEVtyNv9Gsl0fnlRO9RYfiyZcmzbYltCHh3PSsFMtSNlLwmSv2uimpQFMFMvRZLXUNk5Uc0u0BHPZ2ZoVHzJjLPNI6U46H4lqW+qXsouJhGPU7WuX7EkmYEkQzROawRZyZgWa5lpL70YZr+fSDK785jf5rzzJFqYPvOEKctIasGL2mGK86Brtrf7mGiXxgaINUXxOVkEqhhFTWaOiZPlBacB0XwQ9ZnIZjXpgzn7WaR4nJmlbsM4UdHiEskyuKTHiq9XOrfkzwG6NThrgQwZYH/dhbk6i7gHU4fD4XA4HI61QLwh45i6B9MMInIhcKmq/pOI1IGSqp44u007u9hSEfuNymDbtpjgvV1SHfMml+swvb0V0/15SUhRWqw2Rl7TSjt5C8/a25g3SPvcjN2iF+fvJUkorDe3v0tqotm00fKAQsWTzFt7vhy7vJrv9bS1Nedh249F5WnSBhtbsminy55b6j2bj47QDjRZ/rAdiyZNoPBmEFD2vOR6mvS0u6MrmG1jd2bK7LWwgrFHy3sE24G3zT7b5s0uU/1uW1bolmYAlHpI8gJVfE+TpQKDnIQ2UMXX1DY6aUfcziSYdlyZiOnvUPb6v+2n9m9pyaV4SUN7nGb6fIFtqinDlqycig2ZkvUitm3Uiuza7PPO27MV5c3vtyWh9rg3557Uo1ooPcovLWrPZUGoufYZKX5afzsO+G7GNZBZPlQlHe9msQVPiucAyPbZSJqvydjLn1PUVo3tDdOg/mUv6lernWhZz8zyrvHPVqBx/9OucZ8sg1ug0TBts8eTaauRkLbjqCZhfCHS+j18L50DzH4z3oO4HHvhETv/yS6jm7f5tOtK8lnnYdts5hcCSezJc/UkUkgUUclcS9V08Q87wkAy58X3LbD+Gz2J8vho+r8JQNQ402fsZayT46RawVDB81INoVmCNvufYiTWVlmaagUK7VN7aIXWikiV7w+R8Oy3Zb0w8DFdRH4M+CTwh/GuncCnz2ajHA6Hw+FwOF70eF5k9zXos4GeTIeRH/9b4BZgEUBVnwDmzmajHA6Hw+FwOF70iMQPpwM+G+e5dChVflNVW9b6tCXOToSWNcNWmxnVmnEOsNXlBrXy5Y+Z/UZNEQVm7t5flL9rPWFbe9VHBVTkEJFPn6ribMP37jJtdb1BhC41fhFFqqhulXus6qJYtZc/H9vJwS4vr5YZRt1vt6EfiTrecl6wzy0Kxm0XKEmIF9+LnKm8sHgWCTUbTsao/UMrmH/UPk1MCfJtDoz6NTYVEMmq/CJVbfat05QjScirrKlAlCa9N0XXKq/GN/tMgPBMCCqj9iVWwaFJH+r3NmzUjUFO1Wb6bj4of2o6kJra9Bq3J0Ogkepcidpu9hU6XNh9I+d0ZMLamPxGLemb+0BUTx4lVUOb8zahyUz5SrETkz3Ow1z7VCN/nXzonowaP+5A9pyRqmN77UvbbjvdJSGHcmYZ6TWJnG58L/pdikOWhSgamxgYNXH+MiVh1rR7TOfHjSdCW7NK4Px8ZcaVPfbbaKbstmiXuj+PL2HGyclWcxvs+c6M3dRUqPi43U5jNuDnljwv+7H5UHJcrNBSxc5XtjlSxfcyc24QOz16CPiaCTeVmArFfdy0P3WiyppxmIFvqk5CW8XnbByvgtByfgqzzk/29bHz5M1TAs2aD+VDRBWlWSvE95FyZYiEa9/Wc8UwD6ZfEZFfAOoi8n3ATwF/d3ab5XA4HA6Hw/EiR2JV/uCEZ70p64VhHkx/Hng/8BDw40Qxsj58Nht1rkjeSmPHIoEkKLm9XJpvvb7aEhDjkGSkNcbByJc0v3nBFBE8LOkpkpGUmjptiaZZ9s1O41tB3+168tJYFcFKmpSdkUzS/TZqJCn2GMg4bIltgG729zEil+zbqnn7j65Z1pDdDmGUDdFknVePaoxEJZICZgdwXjIYnbu9Q6j1HQle73I0K9X1Jb0mph6PNAB23nGhH35OwmBIpZ+po0Ev56fEsUHi0FiSStqyjluSWZIwaYORsCRXIYtY0hhTtwmc7Zs2xOnM1FvktJM6+Jh60281J0PaZ23HI7st+cDbpyIRkbhee1ybBpv5YNAiAPaSjfY4To5bA7GoLFVF7DSShgQzjh3md5i7Ztm0RkKWcx6zrrfn5Z0yzRglXV7TGuumnqz2xb6f6f5WENK2brQZK/byuyZHEEvdMs481nlWSpIsBGFy2U6PvRwekzqG6Ap5jUyRlLao7F5pTLoTrQ7jlRL7l5qMVXxGK37m+EKjw1Q9WpZy0PyQP0/7WmYdlLKS1+z9zDtGRdtpeCwzANN5pJSLvZafD0LSZY2Nw62ZM0NNyzbnnBljko4Jj1Ti3+ta5PNA2uvMf3gmp4g170Gg2RB7a4oMF8d03bT3HDDwwVRVQ+CP4o/D4XA4HA6H40wwrMTUqfJBRB6ijy2pqr78rLToHJG/xUbaYm9DKh2wJTBFkkxb4pF9S5XC30Xbhe2U7iDjvSRO9raQbUe+XWZbiG7yMOF1bKmKHYA7b89YkLEwPIctRTP4RDZLhlC6pZB5wvjtORGUFp2CLSlW8DSVCkEsRRxm3BekidolXVIIO0MqAe627YSsFMRIWHsGh89dtGEksH6cJ5/UzmtLW/KUeuw39z3pywVjw+5ndjF+QZn2eDPYfcccz4+dvCbCjNNTCbDfjyJJbVGafgG/8+TLOrLaYbrm4wksNEPGKx5LrejbDjC+0AyyS+jmJGRzIyWeP9HGl8gGGiIJ09bRMgvNgPGKz2OHV7l8ppZ8P3W8mdgnjlZ85hcaXL55hCMrHQJVdm+q8olHDvL80VXedMUWfuFTD/KJH7uJd//p/bz2ijm+vfc4//pVu7lu6xh3zy9w6cwoK+2AY6ttPBFqpWj537nRCs1OyEjZ58Byg1CjRTEAGu2Q0YrPWMXLhJ4ConB0Mdl5Kx3T2Yubjq3usWny2vN+NDbtcosYYKaebYLAeBxAfdtYtWusIzAdS0vz7bLbbLqJp9I1jr3ERt3aJ9k+YZeVL9e+dqGlsbI1h8NQJC3Ot6s4nyR1R+0jWZzDblfR/1TRjJuvL9Ts/qK5Z80YWpW/cegnMX1z/P1v4+8/i7//FbBy1lrkcDgcDofDsQEQz0dK3S8m3QnX09P02aXng6mqPgsgIreo6i3WoZ8XkbuADxblE5HpIeoNVfX4SbXU4XA4HA6H48WEiHN+yjGM89OoiHyPqn4NQEReDYz2Sb8v/vS7ij5wwdCtPAso3eq2Qap1W0XXK+0g9XlRWYZ8eKhBZgK96kraaMoqbkKC9EnTa7UqyKq5ii6HnbzofPMq36I67BWnbIeoIvqdR9LmrjZE5dqq87xK1C4fulXS6YZ9n3qoDVUzIVu8nAqrKP+gF+VeZhRFash+DkymHam6erh6+pWXOAFy6tNqooq0Csg7DOVNRE4Xe+wNGvN5+qW3w1z1Km+mHk3LqspkNbrqk1WP0HIw8gWma4P/zHaMlzP1mt/jsfPNSzfXUVUun6kBcPGmaib/lpExQmBkMg1n84NXzsXtg0/82E0A/Pl7ro/aduPOJN3NOyYQEWbqJXZNpOWmYzxqw3i1njENmqym55Wq1u17XTzKe6mRT4eiecBWdQ9Km2Ad8y2nrWLTjoJM+bpyjktFx6LVmtLtft3XPpYxRaPPXAaZ+2bPD3ZIN0PqnGrP5Zp8mzBOaXrtMi0rum6p+2Y2Xb//ynWF5yG+HD1JTAAAIABJREFUszG1GebB9P3AR0RkMt4+DvybPukfVdXr+hUoIt8asn0Oh8PhcDgcL05EYAiv/I3EMF759wHXiMgEIKq6MCDLq4aod5g0XYjILuBPga1EL2l3qOrvicivAD8GHIqT/oKqfq5fWQp0CjwUiqRuApmg473IpylyUurVFoCjq1EJIcrmeinzyr/UClnthMzUSyw0g4xUAVKHCYCjjSD5nQ+AfXQ1YLqelUiY4/OLLbaPV3jqWIOVdsBVsyNJC0WEPUdXuWSqRitU2mHqdFH0IlcveTQ7Zq30KCzRSlsZKUdhOxqdKH/Fj9a6NmkrfhRyxA62beoqxc3uBFF4Irvt+aD8Re2yQzjl6eUYkXdU6iVZ6CbrUJENj6OZdLYEoSi/nTcfZgeyDky92tS/D6ZhzEz2XlKSXi/tRYHsbeenQfmzZfUnlTRqV/ldaQdX10XR3DConH6XN3/tg2Rbe0rk8nNHvwU2uvLb7SpwjMprZoqkXdmA5FnyDkkGc15ZiVt3u23puTnaKzxTkTTQDkRf1K7e+bMJ+jlTZkOp9caEtrJDIRVpRHpxqkKwfmNEJHdfTD+z5sVec2Sg3XOhKa+fFimqx5o34grya9vbGrB8n8vMeUkHyY3DnMS1u4xUGxFYWfOh0oqccdcK8X2k5ALs2wx8MBWRX8ptA6CqhTamqtqw0vrAFrseVX3OTnOSdID/qKr3i8g4cJ+IfDE+9juq+lunWK7D4XA4HA7HuUW84SSmw0XxuQ34PSI7mQ+r6q/njleJhHs3AEeAH1LVZ0RkN/Ao8Hic9G5V/Ymhz+EMM4wqf9n6XSPy1n90UCYR+XfALwMHsAR3wCmHmVLV/cD++PcJEXkU2HGq5RXWMeQ+Q9Eblx3SxXB4tcN0rcTRRicj4ZsdKaGqHF4NkpfD8arHvqU2qrB1tERIFNxYBA6tdJiq+RmJzuHVDpvrJfYttZkdKTNe8WmHpg1RaKejjQCRyH7LBLzed6LFltEyZU94+niTCyartIKQZhBy6UydVqiWpEXZNVmlFecte8LDB5e5YnPW3NiMnWZHI2mFQqeTLkrQDNLlBUOURmBJXoHVTrptS2VD1eScABod+x7kJTemjV4iycgsERgvO1j2JRugOW9TaSRMuW0jAe2Vr4go4Lwk52mw7aOKJElWLVaebIW+dW696Bce5WSko8MonE7XxrOf7Rr0ti8tkuickkBEo6UYT+U88kuk5slLj8wcYUt7zCITdnq7qKLz7SUBspeJDXLHzJKn3X0tu9+uI9MONLNtB8a3ww3ZlzF/Hnab80Hys2mN1C5dLtgv6Ix2G/LjwZN46VOz1GlOFGyXV7TEqVnS05Y4en6RLXa0w9Zk9NQ0DGH3ebK2sgM1dAXaJbtPBfk7r0ZS2buxpq2BZpfgDvpIWfMSVvsaJdL3nvWJVUbxiRWVZ36bsdcrHNg5RQQ5A+GiYkHg7wPfB8wD94jIZ1T1ESvZ+4FjqvoSEXkX8N+AH4qPPamq1552Q84Aw6jyf9veFpHfAj4zRNn/HrhcVY+cYtv6Ej/hXwd8E7gF+ICIvAe4l0iqeuxs1OtwOBwOh8NxRjhzS5LeBOxR1acARORjwNsA+8H0bcCvxL8/CfxPORPeomeYU7G4HQEuHiLdXmCQPeopISJjwKeA/6Cqi8AfAJcA1xJJVH+7R77bReReEbn3yOHDZ6NpDofjPCQzNxxxc4PD4ThHGOenQR/JzlPx53arpB1Ez12Gebo1ykkaVe0QPaPNxMcuEpFvichXROQ1Z+lsh2IYG1N7BSgfmAU+1Cf9z8Q/nwLuFJG/B5rmuKr+91NubVR+meih9C9U9W/iMg9Yx/8I+GxRXlW9A7gD4Jrrrtd2TudhDLNtA+1+DLtWMkQq9ECVyaqfydeKdQzR/kiN54swFTs3tQJN2lIvRe8RtoobYKLi0+iETFZ9WrF+ym5aqFHeEGW1k57ZVL1EK1RaoTI3VqYRhAQhbB+vstzuvgJ5o/iLpuo04vrsECV2WJB2YBwVou9qyUt+twOlHYaULfuaIrVyqJqo582qNObb5DUqPpPfqO3y5XnRMif4CJ5IYSiVYUJ+2c5Igxw2wFZNSWHavFNTL2esIgK0yykgT7++GvQ4mA8bE9XVm7zjQ1p+sZNCP2wVXWGdico8rptuVfXJkJ8bQkBDpdEJ8USoxktfNTtRJfa64ca0wDb1CALtGV4tCFPnGmNKYtb+lrhf26YMphhforHfCSGeCjKmKBl1ZZh14LEdk2wVdqCpaY1xLuzqz5aqPd9XjFo9+W2NU9Mf7HFoq8iDEMqxjYmZC/LHDbYKPk2QVbHbKn57PjBtKVL922XnVfzpuvHdZgNpv7NMSgpWfkvGdw81uLm/hUNCu+9F3hmzuMx0TjHbRWr4orJS05Ksg5RHNM+EGjkGVuL7drzRYaUdsGOiysGlNlvHKuxdbDJZK1Eve6gKR1aj1cc21Uq8sNRi23iFhUbAZC36T3ziyAqXbx7h4FKbLaNReLP9Sy3KnsfhlRY7Jmo8t9Cg7AnT9TKjFZ/jjTYzI2WWmiET8X+l6cu+B0vNkMnYAdj+PzLXo9nR5P90rRHfR8qDnZ9i86BknipKUrAv31t6pdkPXKCqR0TkBuDTInJVLPg75wxjY/pm63cHOBA/afdiPP5+Lv5U4g+cosmXIRY5/zFRSKr/bu3fFtufArwDePh06nE4HA6Hw+E465w5Vf48sMva3kkUU74ozbyIlIBJ4KhGb9FNiCIxiciTwGVEppHnnGEeTH9NVX/U3iEif5bfZ1DVX43TvFNV/zqX752n3NKIW4AfBR4SkQfifb8A/LCIXEv04PsM8OPDFNb1tpj7HkTP9bCHTGs7JmTakQkybJehiYOMkjVY7xVuJSpfMw5X/cKqJI5HgRY6D5h22O3MB40HMlIUO+1KW7rOsS2aSEFNPSZf2ZfEWcluRxsjdQ26QrUkjhJhtDa3cVgwFDklDBPSqJ/Dk53fPwlpp5122HzdwfhNo/rk6VNefk3tIux+16sq20ElyWekFBmPLy0eI6Y9yfbg62HSDjtmh0EVOrHoqBxfFLNtnMjy0lBV7SuxzTg9Wf3cSHNEYulZfHPDpJ44f1y+Ce5u6gp6VBrl0y4NRlRWKjm1HZiCTneII9tZEOjSXNgakbwGqmoNTFuKCakmxdQVSUsjSW9eymvugb3fF7raabaNFDbUKG8iLQ3s+sjME+acwrgjeSJZybIlNbUliXntSJG2RDXrUJSZOzT33QfV7nHXT3pqa1LyDk256Ezd4aPs5JqGkQrjMs21Ga+UGK+U6AQwXS/TDpXZ0UgOFYRRvRPVUtTfVJkdLdMJldGKlzjwXjRVpx0qU/USRqE3OxKVMVWP8l45O5KZo7aORcdN6EMFStbVma7//+y9e7glSVUn+luRmftxzqlT7+4uqrvpB9000DZvdHAUFRAcR1AEdESHCzroJ47O6J1PuDrqMDKCz8/RuTjoiMgdRRAfreMLGJURQWhQkfejod9UP6q6qk6dx96Zse4fEStyZezMvfOcqtNd3RW/7zvf3jszIjIyMyJO5m+t9VtZw5rQBGHc58nnAQIRgXpF5S8s8UEA1xDRlQDuAPCtAL4tKnMjgJcCeB+AFwL438zMRHQY7gG1IqKrAFwDZ/V+UNDn9jxO//BP2U/uUe/VAN7eY1tv+OxTbbdnrmZpQkJCQkJCQsJ5h3PEmDJzSUTfB+DP4dwuf52ZP0ZErwFwEzPfCGdxfgsRfRbAcbiHVwD4SgCvIaIS7j3/e5j5+M5O6OzR+WBKRK+GYyPHRCR+BgRggm4fBxDR1wH4FwCOEtF/VbtW4VwBzgsQ4AXctycLo5kSLcGzyCe16WMnbXn/xuitt8HGUN22MH3a58wGBsPXpSaz5dp3MtdSpk2ShcQHSfnJocV/EqgZu8L7aU4Va1OzZhzKBl8zkfjgWTa2QJOhEKY0Zlba/Ea136k+TpERCmPm+o829rVM/K66mlhoGz3zhLXn+YNu1+upTxpdYA6732Po6/7OMCtdx0W71NNs27WPpf79YIIIyOfpayno6xJ3XQ9x/W9nrpyPaoMVRUbR3Jd+zuuXs7BoVrFpXcn8HK/CtW9KAslvLe/m6rk6zACKJqsa+5jGTKaUHWZReWOCP+jUuoVA+3rqffI9XkfaxO4LY1Bk1JB5anGFnrmWWcvF7bKqzArSz1SdqR/KRr+71pP29hYnAYjvwdkg9kndbpOxuH4sndZ+zJ33u+1+zZuvDxqI3MPpOYBPLPQn0bYfU983AcxYrpn5HXCxO+cFOh9MmfmnAPwUEf0UM796G23eCeeX8DwAH1LbTwP49zvqZUJCQkJCQkLCwwxMBmx6GK/Pmyfp3cc8xvQ6Zv4kgLcT0ZPi/cz84bZ6zPyPRPRRAF/LzG8+d11NSEhISEhISHgYgUxPxjQ9mALADwJ4Bdo1QRnA13RV9A60B4lowMyTs+zjrsAysOU9rWt5jVmTfGySbMtDXbfZDNBp2y779LbYGNMeKKX2d3jKNwOlmtsXZVSJs6B0BTsIxFTnJESUOU0FREnAgGXGMGv60GiTXbhWpu6L9EfLPsUmezHlZX6fmOy0+b/iZp4k5sikp65F1ebi0NMsl1Es99QfZ/ciLOd6Nm3UiAOc9Pe+2E4mqdnRX8/F7SA2+Z2NawCzk2mL+9DmrhOvC23rhG630d4i3R80gxzbinednsz5eE3Q4yQEKHbkkHcyQTQTGFlynVVn3jkEN6Moy1LtjlMHNekxM4yuvD7HIZvWc9am2VgCrmtuzBsaXXJtre43He3E67j+fS7ytHfJvAF6rPBcSbjZ8meH7bj7tCG+LuIStpPl7Vy4LzxgeCj19QHAPFO+CLd+XZzbnohGPdq+BcB7iehGqLSmZ6tjmpCQkJCQkJDwsACRE9BPCOgTlf+3AGJTftu2GHf6P4Na2/S8QdN5vRtdQU1tb5iLHM2lyqxI9Wzb3Qxn9/Fdf5v55YFZ6Sbdh1gAX/bpPlXqRxdDEqvWTCsbyXVMw7c6GMrnKw79bPalyAwq60TIHWPaz+E/Po5ra1ZoO2aJ5dht7IKWssoMGsL+wGxQFqmINndc2a76p3iAsL/XmUmdfqXnBeVsFzt9sT8XQV1tuecX7ZtXZx76BmfsBLG1hKLPLsTBJ0C/dcAds/k5r43QP3ZWhLb887FlBECwgOjjdDGD8fYqKjRvndHrRWZopm5XOyIzFctQNZIURG0VkbJ+EdGjsSSRIQTrjV53JRBzvtB/1HZYc9xvYbA14mkSS8e1TddzxSR2/a/rkhlsK9O2nsdxh1qKUAexbRdtQW/nA5gI3MOUzxcQqzrPx/QSuPRVYyJ6IuoxvgqXlnQulJ7pHveT186+uwkJCQkJCQkJDxNQBvQJfrqAMO9qPAfA/wWXPUCb30/DyUjNBRFdD+AtAA743/cC+NfM/LGddvZcwjKwOVec2pdrTe8225auZ2FnUkzqN/FYsDpmNmPmQYtOu/0c2tOi1mVlAxsgzJ+1HNKGSp2NSRV+T8p6X2UZ637fpLKh/ESlMZ2UVWAp5FN8dSflbB1hAaS8/i0Y5AaD3GBts8QgN1jfLEGKPRi0pI7T25YGmd+WYZAb7Bs7EWc5RmYIw9wgM4SVUR62V5axMsob/RxkpsHoGkOBHRUfVsAxJ5khJeBNgS2J06EWxiAz7hgG7o3fEGCJ65Sm5N78mqzrzpi6nfg3dpEIi/zgFrEP8fyJt/duZw5TOK+tnZAMDLc2xJaL3vV51sdb+ikyTgBamUigaVFpYySlbW1h0Ewi4CwWss3aWvw+MJ1qXZD1QOZv/AcgzKeNaeXL1WVLv47InC9LC2sZ5dS1m+UmJA6QY9uqluljZuSFQVUyyABsEepWVeSHDoAMhe3SLlt3nrlfCzQTZ0sLMgTyc3W0XIAMIcsMcr8ubE0qLKm1QNYLQWYIg9yJtg885TnIDXK/DrT97V8aBPav8OuKrCFi/Skyo747q87Qr2163XC/KYjm63VEehknEhH0SbE9b/51sdeM2ro2z8e9Zte7983vS72BYm3FbWA7PtoPKHrLRZ0PnX1gMM/H9M0A3kxE3+w1rraLNwL4QWb+SwAgoq8C8KsAnr6TjiYkJCQkJCQkPLzQz5R/IWEhf8zM7yCir4fLADVS21+zoOqyPJT68n9FRMs77uk5hmXGWmAO622xz0vMXkj52EdGp+drlGVhPXhmm7VRGcVuVMwNZq+NxQCaLIcwF1JXmA3NeJaWG4zpwDMDG5MKleXAPDAzqtLCVu53lpnAZgCO0SBDKKeVi36vLNgyqsqCiGA8Q5FlBvkgg7XsthGhGGaYbJbIC+PYD5u545cWk0kF628IGcLBvSMsDTJkxmBjUmI8qFkNzcKOiyywHOPAoNash3wvjAlMaGA3CcgVcyE+rbOsaK0OIL9jFrQtMnie/2icyrXBTrBLwdHGEfTxFQTafZXnsaAS3TzPd3HRMes+Nne2CaB3qUG0oc2vceYY58CBzDJjfWp7K1bE64L20ZZ5HzOabesBgLAmyPbAktq6jUnVtHLIGhBbP0q1XogFZFLWc3/L12ub+2wZVem+W79P5rd8AkBV1qykDfUsmBnFMA9sZVVaZJ4JlOMYQxiMi8a1HS0XzZS2lgPbOVoukBdZzab68zWGkBdZuHaZt8BkhoI1BZA1oN4nzKesG/ovlPF9FktKRjX7WVtUKLCfQJs1BTP+pcJuxmuHgStDjTIOXcoTXbDqs+lv3MJSov+aUrffHKt96y1CX7WCnRxjJxaQXUdfxvS8oHcfGCx8MCWiX4HzKf1qAL8Gl1/1Az3avpmI/iOcOR8Avh3A53fYz4SEhISEhISEhxd6pyS9cNCHP346M/9rACd8QNM/A3BZj3ovB3AYwO8B+H3//WU77WhCQkJCQkJCwsMJ7E35i/6Sj2kTG/5znYgeAeA+AFcuqsTMJwB8/1n0bVcxqSxuP7XVamYHanPHtOKG6U6b1ARN03nT5C7b1idVMP0581kZTPLr3pQm5uxyWoEtWs1oYiZjixBgYEtb77MVbDmBnU7C96p038m/lbGtwLZCPhgjG4wBAGQyVJMNmHyAyfpJTM+cBFsLMgbVZBPWVhjvvxjFaAXlZAN2OsFo72GwrVBONtyxphMU4xWYfIBsMAZlGbLBuBH8kBcZBuMCWU6oSm/eNwjmf2sZg2EOy+7z3hMbwSXAWkaWG4wHWTDRixluUlqMBxkGmcFWaZErcxxQB1hVuTP/F2xgib35jWAkAgmMTAl/wyrHfuuCD0Lic+vKsw9AcHI0PqBDnPS5XeYFQKvwdV8Teq862wgYahbsbrvLPD8PcR1b+bot7guLJLy0iVwCemIT+bxj98FGafHRY6d9H1tM95FZfd68L33AUHN/t8ld/7HMbx8sVPl5bn1wkawD5aQK89/4wKDp5ibYVqi2NmDLCaaba+CqQjXZAFu3Tkw31sIa8WChWN6LYrSMarKJbDCCyQdgW8HkA9hygmw4BlcVhnsONNYvWbdkXRvuWW2YukfLA2Q5Nbblgwx5kQW3pCw3yDKDoXL9GQYTfhZchMS8r9eU2Nyv3YTaAp20mR+QMnWAk9vXNPcXpk4mIGOv1V1nwZyMpeza6kmdraoK7kqNNufMo53Mse1ikeuOnvax7KB2pxOIe815AUP9dEwvnOfSXg+mf0xE+wD8DIAPw/3b+rVFlYjoWgD/N4Ar9HGYuTNjVEJCQkJCQkLChYO+UfkXDvoEP/1n//UdRPTHAEbMfLJH228H8CtwD7HVzru4O5hUjNtOboSgAB1U1MZeaGYjriMBRjqYQBz8bWVRlexZ0Jr1tBXDZIRyahuMZzl1rIZAGA+2FapyAjIZsnwQGJBy80xgQEMdz5YKm2CKAbJ8gHJrA1kxCOW2AJh8gGJ5FflgDGtF3mWAbO9hVOUE1Zbri5CE0gdTDEK/jMlA+QAYjN2+fIDBssupQIbAljEYFyEQIss92znOG7JQwmZo5EUGUkEIQFPOJZZxEWZDQ0tUTUon/F/59KcDf8+FydDyUBLcoOWjgDpASr7H+9qOfbboEiqPywh02T512zBPuPxsoK/JNKJ3tMVCB4a1lSvVttiK4bbtrP8bkwr/cHu9xMm81hYPCSxcn1RBKqlSgT/lxIZAoelWCZMbTDZKdz6KDZUAHgnokTlVbqwFK0blLSDl5hnYcoJyayPs0/P+oYjpGWedAYDhngOw5RRkMthyimwwAlcVKMswWT+JXK0vsraRyZCPVwIzKkGXLggLyHIgywyMZ0cB79JnmmyqjMky/A9wiagnlUXGhMwSKl9Gy965sl46z1tjptaN3cKqQEkVqOUYyaqxjgiEYe2DOHCyT/nYMijoEsWfVhZFZhr79XFvPen/P5CS0ssoBLfF26eVSzagz1UsH8OuzAMd/dTnoLfroGLZp4OU28o8qEhyUTOYJ7D/gjn7wMy/t6DtkpnfsOOeJSQkJCQkJCQ8nEEZuJfAfnowBYBvmLOP4YKa5uGPiOh74QKftkJF5uP9u7d72JxW+IhiRZxkSsTKeN/QYW4agu1aTFpki9gytjbKwJIIOypMSDlxcinWcpBWGY5zlNMKWWbAU+c/aQyhNEuBSeTRkq/j/MDE90qQDccwnkUQNqHcdGzL0sGLAyMzWh4gy0xDsNrkpiE+DdSC1fmgZhjk7dKochrFMA/nbPw5iBSUHFMzGrlnP1dGeYPdrOVaat/QsE2xC/KZG0JpWQnsmxkGIq4j9y98N3ZuWZ3yUEtUAWgw7G3MqGwf5RnOTEqMi/6Rl/JmH/t69UEsedZkSji0Kd93cqxFbM2itIdT5Wc5yrOQKlKzRcZf01hCSZgP3V/NZi5KU7kIhhASL4ikGlCPm9IyJpmTZRvkWZBhEl/nrcjnVATn7YoIz9drBICGzFKW7wFbxmTrQGBVxfoikDVFoGWYAGelmG5uBmuLLSew3rJRTjZQjFYwOXMSSwePgrIs+J6Wkw1Mz5xENdl0fumerbTTCcb7LwZb5+tZLO1FubmGYnmvO/5gHNYXOb6sAVVlUQxzJ30k8ys3YT0I7KUReTUK9z1vkXFqCtp7y4b4eVKznOyLP/Vf277GtpAWtGkZCWNFrxVqPMbMpy5ng5wYw9j2eTLjl+0ZyJlyHeN8u0zgIpm2jAjv//zxxrzS659A7kVlGSvDHCc3pmG7Xjf1minrosh76X2xH++ktGE+SpuFMWE9ie9X17nGa9+Di75yUbvfk3MJIjoI4CcAfDncM+PfAHgNM9+3qO48gf2zjaB/qf/8D7pZAFedZbsJCQkJCQkJCQ99EM6ZRikRPRfAL8J53/0aM78u2j8E8JsAngwXyP4tzPwFv+/VAL4TzvXy+5n5z8+yO28F8B4A3+x/vwTA7wB41qKKu5aglZnnRu4T0bOZ+Z27dfyEhISEhISEhPMb58bHlIgyAP8NwLMB3A7gg0R0IzN/XBX7Tjjpz0cR0bcCeD2AbyGixwL4VrhESo8A8C4iupaZz8aJ/YCKUQKAnySib+xTcdceTHvg9QAetAfTIjN45MElALVpQb7HWGS+KKNtOlDCmf1dgERpOZifY2kZoM5kYisLkxnYyjZMNYNhrn5fCmZumMj3LBUzpkyRUQKctJJkTnL9tCEDzDAKLhrkWeN323fptzbFaDN7XEebcrQ5Jm63bfu8IKLKcjjHRhs930LF1K3NP9phPsuUA7+p94XvebsUi8nJm+0Yy4O84Xwf91+fY5eLQFxOb5u3ve33PMTZxdrQFvzR1udFbUiwYNxm3Eac7UyXiYMWzxalZaxtlp3nlBsfCBMyWRHGg9yX4+D6AwBrm2WQI5K+D4a1yT2Y8y03MvnUQVFN1yCpIwE9QJ0dCaiDekRWSraLS0AbxNVmOC6CKxLggobc+Hcm+SwzyHIT3HTYMowKWBFTs+zLO+Z42/iI143Pff4ENs9MQYYwHOfBTUDcj/JBhtFSEdbDwSBDWVrkXhZuaZDVJuVRgY1JicwY3L8+URni8uACsDTIcPfprYYZeujbEvNx7MqzaE2S9XDenGib4/NcUe46uYk9wxwroxy33LeOj3zqHgDA0284gn1LRaOdPoj/t807p31Rlq4+c34pWpf1GvZXH/kihmP3/+j+e864QGDvvrK8OkRVWuw7vIzxKA9SXkCdwUvkvKQ9mXdLXk4wvlfxOnG2Lj/nCkznLCXp0wB8lplvBgAieiuA5wPQD6bPhzOvA8DvAvhlcg8RzwfwVmbeAvB5Ivqsb+99Z9Gfv/QPv2/zv18I4H/1qfhgahQ8xDwmEhISEhISEhLOIciATbb4jwhE9Aoiukn9vUK1dBTAber37X4b2sowcwngJICDPetuF98N4LcATPzfWwH8IBGdJqJT8yr2SUm6BOCHAFzOzP+GiK4B8Ghm/uOz7PSD+qpy38lNvPWdnwERYWnPECZzTvf7947Cm/I8JkvYT4HOQd/2djbdKlGVjHzQfBcoJxb5wDTkZfIig8kAkxmQqRkL8m/g5bRCrt4UAaAsLdY2y8Ce6ICJra0SWWZwGgCZyQxzooObhD3JcrOQGWhjuDRToH/nhrBV2pk36GYbJrC4mSF84a7TuPfO08iLDPsOL+HeO53oeZYZFMMsCIwPxjmmW2Vgj7PcoBi6bVlmcPUV+3DzrSfDPgAohhnKicWhg2OcXnfMjLCuQQ7I5/fWeb51n4VN0Q7/sv++ExsYDHNUlcWe5QHWN0scWh1ifVJh31KB05sl9i0NMCkrbJUWe0ZNNmI7qKwN1665fT77L31tK1cuYBJiSa771ib45Ps+BTIZNk/dg3wwxpl7bsPmyXtw8FFPwuTMSWycOIZycw3j/Zdg+fBluPfTH8S+K66HMRmGew9j7YufxyXX3YDxngHu+vQtGO8/hCNX7sfnbvokTt/1ORy89qmTnFx/AAAgAElEQVTIBwWq0mI4LlBOK6zsG2F5dYSrLl3152PCNdkpG3JqbYJPHzuNe+/bwJVH90TXSwKh3Fy/6/gGjCEsjXKsb5ZBEH84LoJ0lEt8gTD3y4kNyTMAzDCiAMJ4FukpHVDk7k8F+GO1BcWUU4tyUgVWVRJaAAiJLPLChPbZOhF/6VNemCDYb8WSU1qUU8Jkqw6UDAGSzDNSbzFiVlcsPsxOOs+16ayay6tDjFcGjcCuEDyVmfq7X+tKxQ5PSos7bzuJu7/wRVz+uMtx7x2nQiCmBHref9c9uPpJV+LYrSdx9OoDOObXh6uvPYg77jiFo0dX8cUvriHLDS65aBmf++x9yAsn0M+WcemlqyH5x749Q9x3YgMXeQucDtCJ58l2IdYs/f/m7lObANxcvuSIG5+33HcGN9/DMwyoRhuzWakxCCCw3HpflzWrC21BovE6kxnCoYNj3H7bSRy7+S4c++h7cPBRT8J9n/0wDl37VHzurz6Iix775Th9Yj+KYe6SrdxyOx7/jOtx123uXh24eAV5brBvqZhZr8QyGV9/KRcHxz2YYHQnSYkLMvMbAbyxo0TbycQtd5XpU3dbYOY9i0u1ow9j+ia4qPp/5n/fDuAnd3rA3QIRPZeIPkVEnyWiVz3Y/UlISEhISEhImAdmBJeveX89nhNvRzNd/KUA7uwqQ0Q5gL0Ajvesu20Q0QuI6OeJ6Of6+pcC/XxMr2bmbyGifwUAzLxBdE5CyL5wDtoA0Nvpt4EDe4d40TMf1YtVid/8gk9oVFfLycgbmfY/1XIYsu30lpMR0m1p36a4Pd0mgJnj6O1bIiav3nzb3uC1FJYcv+saaLT58Mzzc1zkTzpR/c0M4ZEHl5HdcKRu7/pLZvowr13dj+uOrDb6FLMBbUzCZ46dxqc/dxwXHdmDi1ZHuO7Inka9937mXuxbKnDL7aewvDrEcJDhqsMrOLJv1EjaG/s+6nEU35/YN01vj31PYyZfj01glh3oYkFjdiMcJ5KWAmq/3UE0Ri7ZO8YNL/7SmfH1hp95E07d9TlMz5zE0sFHYLz/Ylz+xCfh6//5FViffEXEXDyhrvi0eo18xvWXoLLPCP37vT/9FDZOn8Gp2z+FPU/9Mnz54y5uXDPpfzyu+2J1ZYBrL96Day92L/xjNWflnq1PKie+bpxs0cowV6lHLfaOByFVcXwfnb8jhVTEAr2uaCarqiyWvH+fMPPyOY8BF+a/bZx0sVp9/Sa7xi3QZAm1//qituWc5jFt7n7kjf319auCb/ylB5aQfckl7hpdvm+2nSe4deUKf48vPbAU+njw0YeRGcJFq6NQfJ9ahwQHV4ahzpF949An15em9SK+Zl3XwH3awMyvjNr9T8Ui0Lbm6lgGAI3vbcdr2962Li76HyTl4zWszcIo+69/9GE85pqDwHOu93u+zH8+FQDwR7/xByCT4dA1T8CBy47iotURLnqcuy96Dsix3v2nH8Gxj74Ho72H8YJXfEsoF+N88S8FPGN6bpr6IIBriOhKAHfABTN9W1TmRjjFpPfB+Xz+b2ZmIroRwG8R0c/DBT9dA+ADZ9MZIvp/ATwKwG/7Td/jg95fuahunwfTCRGN4a8dEV0NpUs6p1MvAvBnzHyaiH4UwJMA/CQzfxgAmLlTwH8H6OP0m5CQkJCQkJBw3oC53wv0ohLMXBLR9wH4czi5qF9n5o8R0WsA3MTMNwL4HwDe4oObjsM9vMKXexvcM1MJ4JVnGZEPAM8AcD37qE4iejOAf+pTsc+D6U8A+DMAlxHR/4QTS+2jcfofmfntRPTPATwHwM8CeAOAL+3TsW2izXF35jjeUfgVALD3okfsQjcSEhIeitBrw57Ds+xYQkJCwm7AmfLPVVv8JwD+JNr2Y+r7JoAXddR9LYDXnpueAAA+BeByALf435cB+EifigsfTJn5L4joQ3AcOwH4AWa+t0fb8rT99QDewMx/SEQ/0adTO0Avx13tOHz5dV/CK6O801w0D9rkpM2ybdli2qDNPSteCgOozQvyu4/zelu7XeXnmePbzEIa+lx1/+edZ1sb87a33YPtOKfPa2cneMqVB/DER+4Pptx4nDzrcRcDAJ5+zaFeJrr4tw62ivd3BSnEaAsqiLdrs5qYdmP3iRh6e5ubxqAlSCI+PgC86sdfMbNfxrjMvxiL3Cxe9s1i9ntKZ7ntjgG9Nhy55noee8kZCWyL25U14NL945lxJ/MinscSHNkVoKJdEOL7El+DRUE1kn2qbTzMQ5uJvu34ur99zP9da0vX+htv0/XFNaCMr90wnzE99wniazMzt/UhRuw2ocdBbE5fhLYgHclyFfdh5ryj/sTXtG0ticesuO3EbhR9Me9aVbaZqS0293edCwC8/N9+60xb8Tnp833+Nz4J2QuePNOOIO95bx9I9DXlnx+93RYOAvgEEYlLwFMBvM+7DYCZn9dVsU9U/ruZ+ZlQ+lNq2zzcQUT/HU7l//U+48BuyVPtiuNuQkJCQkJCQsJugdGTMX3oPZn+2OIi7eh8MCWiEYAlAIeIaD9qVnIVzjl2EV4M4LkAfpaZ7yeiI2imJz2X6OP028C0YtxxfANA/Va1VdpWR25dRt6Gu94ou9584zdo7RwfS4tsl/lrc3aP982rO+/tuM25PjMuiGp9Us1l1fQ5tL25xn3b6mDvdPDOTuRXuhz1+9brurZ96wDtzJAwCTF0UEvMusXXc5CZRhttATG6fNt41p91O3UARvxbf6+Z2DrwRBAzjfH5x8Eubf2LkyR05bjOiBrBEGeTA3urrHDzPWsY5I41HUQySPra3b9e5wLfmFaN+xJf47WtEkAtNdXFpOugrTiQpK0P8ruNvYvRxqZpq4+WPYvbbTvuomPE7FzMbneNvy4WtWu/tt50XbN55xT/7jrPNga4rcy8/YvQZp3qQpv0n8iBAWgkYZmpq+aIlu/S0FJkXdJkQDNZRNvvuGwbuv6HLBoLi5j7tu3bYYN3G8zN5BoPFzDzX++07jzG9LsB/Du4h9APoX4wPQUXAb+oU+tEdDeAfw7gM3AOtZ/ZaUcXHKvV6Xc3jpWQkJCQkJCQcC7AAKoez6UPtUdXInoBXIbPi+CeHwkAM/PqorqdD6bM/IsAfpGI/i0z/9IOOvXjcE5gj4bTQi0A/H9wwVPnHG1Ov/MwzA2uvXhl5g1Qi823Qe+3llEx4LWhw/e2fQIZgJKeMiOX7jKjep+0Ma04bNftSPvyeez0Fn76tb8B8iwWmQwbJ45htPcQNk/eC5MPwLbCYHkvTF5g6/QJZMUA2WCEpYNHsXX6OCZrJzA5cxL5eAXlxhqywRiHHv1U3P2x9+LIE58FthXO3HMrLrr6Opy443YsH7oEF122FyurQzz+sn2BZTi8OsRykaHwLJP2LYp/C6tVKGZuai1Ob5X4hTd9EHsOrOC7nv8Y7BsVjXShcv2a17V72tqON3e9GOh7aJkxqbrF6hcxSDELJAxKm89hZRnrk6qxryJGZep0teMiA4yUd/0a5FnYr1nLLc/Eu1S4Lh1tZiiI+a97P8c26RftA9nGXEhaRp0SVPrQxo4sKR9S/cmWsTTKGwkpxoMMw9zg9GbZOPZ4kCE31NgemMWyTjqxb6lAZiic/9Azf1uRbE8fEDkJqEFuAvMZ+6bFjFxmXEpEkUcS/2Et+7ZH+aB3WRdiC0sMOUfxP2xj12JWr429a/NfbWPn4n7+15/6VQDAkRu+AmvHbkM+WsHFVx3FYFzgEZesYN/SABuTEvevT/HIQ8sYFxl++Sd+Hoev+zLYcoL7PvthrFx8BVYuuRL3fOL9WL7oMlzy6Otx9Kr9OLJvjAPLgxkLSWkZ73zvLXjCDRfj8J5awim+Pm0sWGwFk3a7roVuW5fTvpgxJqVV174pJSjH10L5bSyx3MvYqqb7pue6MNvrmyWs5WYa68qteTo5CFtGMWz+u4+TsQyVj+6ktCinFXT4hiRgkUQKQ+973+UrL9ukz1uTCrlK7Rqz8zp1tkCsMLE8lkiGTcoKbclF3DVtlynTa/H5AMvnLvjpPMNPA/gGZv7Ediv2CX76JSK6HsBjAYzU9t9cUPWbADwRgMhD3UlEO84EkJCQkJCQkJDwcMPD0ZQP4NhOHkqBfsFPPw7gq+AeTP8EwNcB+BsAix5MJ164lX07yzvpYEJCQkJCQkLCwxEMoI9d5yH46HoTEf0OgD+A0r5n5t9bVLGPjukLATwewN8z88uI6GIAv9aj3tt8VP4+Ivo3AF4O4Fd71HtAYAxh1ecnt8zBVJwRnGm9h3N0ZTnUnarv0iZQm5FzlVM6dhfQJvtC2ext1j0UTeHKffe//28Y778YkzMnUU02GmXW73PCBLacAAA21P5ys1kGQMhV7Pav4Yv/+JcAgPs+/UFsnrwHAHDyVvcCdO+na3GyTz35OTh4ZC8A4EVfczVGeYYlf24r3hSjr0tslpdrLdsPLQ3wyz/0VfV+VXyRewTQNCmFbdGl1Pdnaus+Ta2FtYChDNMW81A4pjK3ye8uE76YaIHaxFxaxj2nN1FZxunNEgdXhsFcJWa/rYaJsDbbGUPIlbk4MxTcAsrSoqosqtKinFocn1YwRLh/3wjWMsppBbZAlhOMjMnKenOgC36oKovpVonR0gBZ7nKLT7cqEBGKYYbMSz3JseUaaPcS7QqjTd8bkwrDQYZBbrA0yIK51rkJ1AFDB5aHrfnGS8vYmNa6zxL0JOZSMZdL3+T6/WHnnZyFIWDvuAgZ2LrMfvrcAYSyXYEvk9J2mnIBZybWgVZt2dwqZeIXNwU59zjbkPRJl9V9l7oA8LY/+gRu+7v/hT5YPnwZbn3fH4ffd/s0Jh+aU+eeT74fALB66bU4dfunsXnyXrCtcOr2T2OwtBeffvfC/1X41Dt7da+Bo0/9F7j74+/F9MxJ7L38MTh56ydw+Lovw72f/iDG+y/GlzznmfjcTZ/E8qFLsHXGuTCNlgd44hOP4K7jG9hcn6KcVphsuLm3sm+E9VNbIAMsr46weWYCMm6ODP3/k6qy2Dwzwcq+EfIiw2CQYd9SgUFusHeQO9ccNKWaAGCPN6XHGcEGuQljPnbfGeQGa5slgAxlaZHlbvyXUzdf8yLD2M8JcXeRcail4+T7xqRCWbr1gKiey2LCl/Vh6N0CVkZ5WNOkr2Janxnfo7wxL+IgM21iHw/yENA2LrKZekPlEtAVOCeuR3GArrR7vgRAMbu/xQV3vSvnGqsA1gF8rdrGAM7Jg+kGM1siKoloFcDdAK5aVImZf5aIng0XLPVoAD/GzDtYWhISEhISEhISHn6QeJNFeOg9l8LA6d7fDwBe3enn+lTs82B6ExHtg2M7PwRgDf1zqH4aLgrrXUS0RER7mPl0z7q7ipwIB3z+aYG8jRma74ws+9ukUBbJe8RBOwACYzetbAgaEvzEW/8BWWZwx6duBdsKey66GOOVAe699RiOffQ9AICNE1+sz2u0gmu/+rn45DtvxNEnPxuHL92LvQfG+MIn7sGJ22/GeP8lqLY2sHLoEA4e2YPNMxPcc9s9uPoJj8T995zB0cdeg2M334XhnlWMlgZ41HWHMCktvvoxF+GWe9eRGcKRfSMMcoODSy4f+KGlAQwR1iYlVgZ5YEXlXDUbrQO82iIR265PI2DMMmyLM7ub3HXbup7U1X3SAVGFbs8YWGIUADKVkK0y3e3W/WzPXR0HC8nfkg8eWJ9UDaYvPjc9tmLZqiywjTTDpmyVFsfPOLZ877jApKoDCPaOCyz5wCjZJoFRws4cXB6E4Cn57Orbsr/vGpoZ12PBMqMw1GBV2wLiJAhQIw5kk/16jOnjt42nRVgZ5njKI/ejyOrAxLZzis9t3n5DhC3PTHeNH6AZXKMZ6DZLQV2n/h5bF+b1VfqbEfDqlz8F1ctcwoJ/uv0k3vcPd2J9bQJbWqzsG+GUl9Y7cPEKRssFbvnEMVRbGzh42UU4fud9AIDHP/1RuOuOU9h7cAl3fO64Z9pLLK+OMBjnYMuoSot9z3w61k5uhoC5qrS4+FFXYHl1hHJaIcsNrGWs7huhLC2uvmQPbrn3TGCkD64MsTLMcXBl0AgA+8yxNewdF9gzyrEyyjEeZDi+NsF7P3MEV120gn3jAoP8GxwLN3hmCEwbf8WV4drr+euYSOBPP3wHplslVlZHyDKDw5euYvPMFI+6bK+bF+SC7+5fn2KQG/z1Tbdj9cAYRw8v48DyEEveQgB0y0/J98pyCJKalBYVOwuBZhjFUuLqOOvK+qQCBhmWBplnz7PAgApTKgGTe5dyH7BlgySa9Ov24+sYqsA9waS02LdUhH66BBlFYH8FEpSnEzzobQCwNJiVldPs7YaXIawsY2XUTJogZQa5mVkzgHodWdsqsTLMG/OxLUj5fADjYRv8dIM8lAIAM58goif2qdgn+Ol7/ddfIaI/A7DKzAvTSnnz/SsAHABwNVza0F8BsEiYPyEhISEhISHh4Y++pvyHHgwR7WfmEwBARAfQjwztV4iIjgJ4pJQnoq9k5vcsqPZKAE8D8HcAwMyfIaKL+hzvgcCksrj15MbMdpFvEtQ+is2RI8zN1NbsT5sskcgPAVjIIsb7LDO+8+se7XZ+7TWqTQZwHYBnhD7r88oMIXveY5t9fuIj4FyF2/Doum3LqOyjWtnfRx5aapS7e835M9+/MQ3bZs4/8iUStIlud7XRJs0T9nmx9TZmclG7bewF0PQb1Z/zGENhM9ukerRPpG7//vVJaGNjswwC15liQMeK1dyYVEHiRWRghD2IfVzLaYXpVoXSs6DC2pEhlNMKw3GBwSgP45bZsVkAUE6d/BNbxmCcYzDMg/yMXIOVFikofY3kc6iYotKzQYPcMUgbkzLIwcT1tK/lPCkk2R8npzgb3L8+xZ9+9K7QXlsfu1K5hjqq/5V1pjqR+5L7H0tCxT6lXeNz3tjW/nVdiMdzLFNUWcZlj9zXaDO/+kCjn4eefkX4fcVV9b5LL9uLzBD2Pf6SRl/jYx5YHc6cB9AuAbW2OQ3sKODmz/FyEny0dbvHzzBObkwb68uRfWNsTKqGD66bL7JedCeOyAzhyiOrwJHVxv7JaoVJWQWJtrtOboSkI3Lt1icV1ifrjbUpPjd978L9LS2YGeXE1ZG5WU4r5+fpz03LPYkPqMxz5yfu5v8tlZNVW1oZAEBYPwAgH2SOzd+cIi8y50tugM0z7jeA4HNeeAaynFaoKotimCMvMueHLuuW75/zZWcYNQ6tl3fTAvuyzpAhFMM8SFGRrzYcFw0pulytQXECDz3uZd2ZJ5d23viYArA9DPX80DPm/xyAvyWi34U7zRcDeG2fin2i8l8P4FsAfByA/IdlAIseTLeYeSKZJIgox0PSTSIhISEhISEh4dzDuQX2KPgQe3pi5t8kopsAfA2cIO4LmPnjfer2YUy/EcCjmXlrYckm/pqI/h8AYx8E9b0A/mibbewaTm1O8a6PHwMQi003RXnn+Y7KG3T89qXfytrYJADBN0dHx+q3uzjit+3tros56epvG5Oo67VBszri96SjqeP9+rvuo94+7GBzuljUecxU7LcZM2lt5x+fe/w2LVGrQB3x3HbddJ2K62hPVJ7J9UxZfB+FqTnt01m6KN6pE4vPDMpphbzIwMxY92yIsArlxCLLPWPCjBLAZEKwlUVVsmpvAlsxJlslbBDLBvIiC2zHwEfWlpMq+AMK2wE45mb1wBJMRkFnj8hZB475lZTtrN+nZjiqymIwzMMx9H7NnrBl5AM/9zzrkhfZDLuiP8d7BiGVYs201Pe+j893G6alxW3H1pAXGYzvY1Xa4JOWe1/HtjGqhe9lbZAUpPevTxvjVJ+XMF+SMCCGXoe60lAKyBC2JlVnCsm28tKPrmQUItKu92u2PbTliYh5qStn2p4z19uuRTxfZZtbZ2xnva76g1zKmgYrOlCsm5vbzWh6fc/lt/h4trH6ul4bgwr4e+DnsmNNK5jcoKrEmuHWhs31KYphBp5yUNQojVPcANyctsyBkdw4fQbTrRFGSwOwdeuCa3+KfFCgKi1sOQEZf45bG6gmG5hurgEA7HQCthXIZGBboZpsIh8twxQDFKOVUC8bjsFVBVMMMPUJW2SftAvA13MWOOPXvMEwb2VUZS0AgKH3Vc6LrFXhJa4v45CIQAawFYfx35Wq9YEG42Fryod/EO31MKrRJ/3BzXBZm7aLHwZwD4B/gktv+icAfnQH7SQkJCQkJCQkPOzAYNgefw/TZ9dW9GFM1wH8AxG9G02R1O/vqkBEBsBHmPl6nEfapQkJCQkJCQkJ5w0eoOAnH3z0OwCuAPAFAC+WwKSo3EtRk4g/ycxv9tv/CsARABKc87XMfPdu9LXPg+mN/q83vO7pPxLR5cx86866trsYDzLccNm+mUABMb1oGQwJWpL86bGZRud6FxmKLDITxAFV0qbOHT9PamYRtEzMZmXxybtO48DKAJfvGzfMam055+fJ6ljLyL1TvZatieVrJMgrDvCSbUXWlL2RPsWmwXib3q73ScKCOMd9nLyg0U4P+SCpr4PWJIhMy5NI0FVcXssLTf2+jWk1Y1qclBaPPOiSoYlpN87hLZJSWjpG6gq0WVBMxiL9NCktJj74SYT1i2HWCKwgg2D+m26VjXtXBziYcE0lH3c5nRXVt6UN9bW52QU2NCVixNyWF1kwN5rcYODL6bze2qQqn5kh7FsahPOVALCVYT5jagWAv0B/GEMYjosZiaxmDm/TCIoKffPJOZZU8gO5P3vHgxCo1+YaotuI+6/R5rKj15FFmFSxa4kT9pfx1eUGBKAh6xMH3OmAPX0ecRv6PGoT/KxbkIz/ecGHUk4E1+MxssiVoy14UBDncm+97upTZI/0/NR57/U9knsQX3cX5FiishxciKTddS9fRYYw3jMI7iuSOANwpmqTEcqpcz0pJxXKaYWl1WFwx6gqi2KUoSoZ5bQ2jQOFD2Yy2NoYoZyuYrq5FyZ384xthWprA7acwOQDLB/YH1wLJJgqy00Q9x8tq2DZyroAqT3NBJAy75kZew6MASCY7dmfl/H9Loa5X4NoxhXFSZE59weTUThXk5ngjhPfW/35YIJ5VsZtl/AqAO9m5tcR0av87x/WBfzD648DeAqcl8GHiOhG9QD7Ema+abc72kcu6s07bPsIgI8R0QcAnFHtPW+H7SUkJCQkJCQkPGxQMWPaJjoc4Rw8uz4fLr08ALwZwF8hejAF8BwA72Tm4wBARO8E8FwAv33WR98GOh9MiehtzPxiIvontMSDMfMNC9r+T2fbud3Emc0Kf/mJu/ENT3wEAOAzX1zDzfes4ZuedBQA5rKYsVAvMMvQrW2V+MAXTuCrrjnUsp8aou4x+/iRO0/hvrUJLlod4u5TW/hK3wYAvOuTd+PS/WOsbZbYu1Tg6kP1G6gwgiuZEwifJ3gOdL+lNcp5YfmMCBURjDBqmJW8amN3NYtYEWFIdcrXyjLQJNIcstm24vJFxJgCNUMZX4+ZFKiK8Y3rVJYbaUx1GS3jVRhqsKoxG6yF1IN0iWdZAWCa10xIzDy1SU7pv62sXc5qPHDTWZjTQW4w8UySiIUDPqBgSIFFBVwgFRkK2mXClhrj0pEOx3kjGMn4gAthMIQ5FvYTQCif5S6VoUjIAE6mBgAGoxzMjrHRiQI0k6HZR81arW264LHSM2siIB4Ybdsvo0oMIgS2dJhreZpMfTfBqqLZurY/gb4HGl3Bem3QY0UH8XQF5+l68fHaWMK4ra4Annntxwx3fNx5QaFxm7EwfVuwp7C0cV/j8dJ2roPcNFjLRn/VutE1juI5CCDM6XjuakwUG6r3b/kASpGYEhF83Z6TWvMWAp+YQ+SwqtLCVjZYOfKBDxLyx5XgoMCw+hTGgAQICftoMd3cRLmxFgKe2FYoJxsoN9aQDcegzI3/Mh+ArQ+uHAwdg7vhgqYoy8BVBcoymHyA6RZCWfk0+QD5oMDWhpsf8in9K6cVBuMiBCAWwzysKVVlg6XGEGEwzp0UnkoNrP+Eka/H6IPPmFruHl8aDICIXgGnDy94IzO/seehLmbmuwCAme/qkO88CuA29ft2v03wJiKqALwDzsy/K1TvPMb0B/znv9xJw8z81zupl5CQkJCQkJBwIYDBPU35DP8Q2vkgSkTvAnBJy64f6dmdtrdE6dxLmPkOItoD92D6HQB+s2e720Lng6l6sr5lJw0T0WnMMq0nAdwE4IeY+eadtHuusG+5wIuecikARxI99hGreOwjVmdSIRaGZnwTu3w+NYu3d5jjm244EtoXBIaVugV+n3H1wZCiLH7T/qYbjuC3broN1x1Zxd2ntrxoN+P2E+v4+i85gjtPbeLk+hSX7B3hY3ecwpF9I9x1/yb2jHKsT+rUdkPlYzPIZ0WLV7yPX2EonNfQpwqsL4T7WJtUITFBRoyLVoaBET7tZUsAYBilh1sZZLAMTCuLpSJrTWygoRlQ0S93x/T+nswQ97lswYtwZV2ZynanhbTs0s+KmaXIKKSiLTLdV3cOrkxT9FlSpWbUHDdTy9gSn9AO5rXuT/3dMmNa2WaaVpVgQFgV/d0xLFVDDkv88zamFQaZwaSyYbvru8V4UKcDzIiCvysAnNyYNsbmxqSsfWEV6ybpEMXnNWaPDq7UfqJtskGZMdg7Lhpshy4Ts2Ix+9glyzMPcp9iBk73Q+aMZgfb+19vH7eketRlG9taLDZd6UTjVLxtPu7xuWloq0IfK0ubv7yuG6ebjeWp+q6n+pzic5Rt+piyTc+12CLS1t+h+Gp2rDl6nyRU0X2K68VzWMpNrQ3/X9Y9Y1l4tlYnbJlUFhuTOimHWFbWNsswJkXSTtZx8UfVaYelXGWb807P0/WNaWAi8yILUmjrmyUmWyUmG6XzD1VMqq3cp/ZzZb/WZZmTtppsLIEMgvC+WFrKSQVmDpYawCcUsBxk8IYjJ/plYpgAACAASURBVAK0tTmFMWJ18fNBzndjiiwzMLlBMXRWl5XVIYB6nuk1o7k2mJl14sGEtf10TPs8uzLzs7r2EdExIjri2dIjANoCl25Hbe4HgEvhTP5g5jv852ki+i24BEoP7INpx4NlADOvLmj75wHcCeC34J7CvxXuSf5TAH4dzZNPSEhISEhISLig0J8xPWvcCOClAF7nP/+wpcyfA/gvRLTf//5aAK/2CZL2MfO9RFTAWdLftVsdnceY7gEAInoNgC8CeAvcA+ZLAOzp0fZzmflL1e83EtH7mfk1Xng/ISEhISEhIeGCRcWzzH4bzsGj6+sAvI2IvhPArQBeBABE9BQA38PM38XMx4noPwP4oK/zGr9tGcCf+4fSDO6hdNekQPvIRT0nesB8AxH9HYCfXlDPEtGLAfyu//1Cte8BeT2YB0OE/eOiEeAyzEwwxbaZiDTaJJOkrvHBQl0mr8zUElNtJrQus5rrB+OVX3GV6geF7RkRrtg3Dm0/7ajOd63asN2m7nhfZRHM1lpK6MSGCzyZehOR7Ns7yrFZWqwMckytxd5RjvVphT3eNeD0Vok9wxwGhJNbro2V5QHkUjGLmas20etrKddO+mjZbTMgJ0LcMbK6TCU6RzGzC3yJ5TukbpERiGazRVUW2Kqc6W2YZZ0uAkVGKIxpuB00jsM8Mw5CIJatx9DUZ46K3T100JaGNvdulVUwgU4rnpH40tJYehyK5JeU1XWlTSkrrgUAMMqz0F9tVpfvErwRyw7pbWPv5hEHGi754CMtEdaVuWg72DPK8ZwvuQQjP8hkXuuAxTwzjbkPNE3SOnitvma2UbbNjKgDCuM2Y8T1Zd1ZXK9zF4D568O8dk9sTFFkBvtHzXwset3oOn6XlFvb8drmqC6nq3StBzKPxRUI6M5XLmtLG6T9uJtta4jl2gVI3INqlwOLzM9tGSax29K04oabkUbs3hPvk2OJa1Hpt61Pq/B/TLshTSuLTe/eI25BtSydDYFXsUlc3IikbBwIp92F9PZYgkvqx646KyMnB3dyfdoIahrkJvRH/m/I/8HG/17lpid4sIXWmWeD49rLnfVx7gPwzJbtNwH4LvX71+Gs2rrMGQBPPrse9EefkLSKiF5CRBkRGSJ6CYBqYS3HrH4HnB/DMf/924loDOD7dtzjhISEhISEhISHAax/iVn0dyGhD2P6bQB+0f8xgPf6bXPhg5u+oWP33/Tt4K6BGWuTqhFQY4hhuRmQopkaoGY6ppVjQ1yAjH/rnVahfMyIxG+JhmyD7dSIt8e/JSinDRkRtlC/IdfHbJarpu3b3U7ps9tv2YTju74wloqsEQAk5S0zhkMnUZKRu07DLAOze+NfKtz3yrfhzocBdR2XfB5kACjQZO7qN3PHUsh1cGxj861SmBX5riHbNRsi5YncdtlmCOF8gOiN23imymSobJ13OzMAc80uGs9AxvdaWFJ9r+rr3tS3q7hd/iiMM2FlzGySg3CdpdtEKDLneC/JCsrKogA1Ak2mSnLJWoRXWWFGXTsmCGy7eoQsc+c6tbYhyh73WViNUSbnWLcfpMF8AJ4OEgHceNLyXFqiKw482Q4sO/mdKnfjTcuF6euq2ZeuhBqa5d0qbQgMMjTffNe29rQx4V0MplzfrkAjqTsb+NdsP0Y301vLoq1Nysaxmv1Cg9aYx842jtnSVte6CTjrhLaSdEvZAZRLX2aDJw0RLHFjn96v2U1ZD/W2GJulbcjGaYhlQepOLcMQA3AWonj9aIj/K4ZWttcWPBUABAIqC+vv4dBbNHTQr7UMQ3WShEFunAVlRGE+A5iR8tLf25IdyDog5eIyWjorlsuTY0pQWKmktoSFFcmwwLzmzesxLlyw7Qzd/CCD0W+dOr96vbuY+2BKRBmAVzLz87fbMBFdC+ANcNpZ1xPRDQCex8w/uZOOEtHPwD3oTgB8DsDLmPl+IroCwCfggqoA4P3M/D07OUZCQkJCQkJCwgOFyjbdfLqwS5Kh5yXmPpgyc0VEO/Ur+FUA/wHAf/dtfcRLDOzowRTAOwG8mplLIno9gFejzlrwOWZ+wnYayzODo6sjz4a5N36dWjT2CRXWSyP2nWqwKab2z2xjQBf5gPX1A+0Skdc/Tas0WbMss/OxMqCGv6dmJeO2u9qN/bGk3Dif7VujnNreUKVS2wnd/mTSZ1e/viaxz5lmUuvjzZ/0jFlWTEPure5fSM8Z9V1vt5w1+h0jvpZtjHD7+bScA9ftaR+4+HpqlrmtXJtkUOwX1+yLYjkVKxTPD6DJgsWsr2az4nGvfXE19PH6YpgbPHL/EgolR1X4tLwxG9WFooVVnFpuTc6h0Sv9sGKTgHbxfNdWS93IX9vVd5+LfDzluksbsX907N/q5NX6pVQWzKw9fj2SdTqGHqu6jL498XiOj6XX50Z7ymoi47KtvmzLiKL5NdtX3U9msYzU+7WffM2a+zGOZh8a8yqi3OZZ4bR/u2Qd0vPQEGGrsg2/VddGLZelt0+rWuB+6uMNtDVDoNM36xgNYwhDmV9c+7/GaaH1OUj7U1vvXyqywPy2QRj9RmKcbYzN3QJfgKb6Rehjyv97IroRwNvRTC36ewvqLTHzB6h549tTn/QAM+t01+9HM5gqISEhISEhIeEhBYtkyo/R58H0AID7AHyN2sYAFj2Y3ktEV/uyIKIXArhrJ51swcsB/I76fSUR/T2AUwB+lJn/zzk6TkJCQkJCQkLCriAxprNY+GDKzC/bYduvhEuddR0R3QHg8wC+fV6Feem0mPkPfZkfgWNe/6ffdxeAy5n5Pu928AdE9DhmPtXSfsgze8nRS7FUNM1xDfOUrc1dEigiiM2FOitIMLEFB38Da2rTiSHCFDzf4b+qzfVdmVcsU8O8AXDDvNkwZXWY4usCqn2wC0TyZixmhCRlsUkctFiaRbsGdAVsiStFfSYt7gNw16LpoiD9kr4yQO4NtAjmr6idYL5DY3+bW8Ksqa6j/wAyUAg8CtuIgilc9725vW4jNlcyN/tlwQ2zN5G7MMyAJW6Y9ePrZ/2+cG+pNu9p6S3XcH18S7V7hzZtNvpIhMqP6SwKVqts5NqiZdLUnBK5nLq/KtjENE2PgEEVRKlrU158vsBs5rQu6LXh0CVHvTnRhCAUMTMCbhyIRJaYJG0UmLUyzBsyXk1JrvbgpnBdIszIQvm1aaraD6i62wntUXtwZpvZvQ6iAqYWGOWmNbBOn6esS1NZA023i8DMP2Su98n4y6K5GeZMNN7dGG2HjF9LbX3x14BnzfsmzAXfX1/fgIIZvvIuUDL+Kyvzpu6nC4ZsHlPWCPJz1wIwXPcxnp/k1/x4HdH9rNtvziWReqtl3twCPq0YhZl1u7BMAAyWTDPgqvBfh+oeaDk6wIa5F8svalnBIjMNFxnAXbsCQBUFb4r7gLiwTC3PmPsL47IZtv2/1NnAMkMw9vx6EGRGL5m786jLu46FD6ZEdCmAXwLw5XD/Bf4GwA8w8+3z6vmo/Gd5YVbDzKcXHWteOi3fl5fCZRx4JntPYGbeArDlv3+IiD4H4Fq41Kdx+yHP7GNueMIFdJsTEhLmQa8NVz32hrQ2JCQkPCCo/MvvIvAFZMzvY8p/E1xa0Rf539/utz27rTAR/WDHdgAAM//8tnvp6j8XLtjpGcy8rrYfBnDcB2pdBeAaADcvaq9iYH06GxgRi5XLG58ONoidwgNj2uIsHueABxAxqg5tbKJ0LxbRb/M20Sype8tsvvV3iVHrc9BBEZpltXaWuXMNocFl1E759e/McM2ExtStakv26UAsdwgKTKE7/7r/cgkpEsm3zOAFAUgVapFtvV/KxBsZegyj2VeulwxhXaSMk3zx11dfQ/8mr9+CLZrnrs/J1UFgJg2oESwR1rWIQdESWlK2Qs26uHHd5JmEedXX04BCvTj4IiQKsEKNN7cLy6kDGTQkIENY0sw4WZ36WlGQA3PX1O0TybaYiXH7akZlu2AAm5XFCM40k2fGsabW5Xwvq5r5rPtYB4VkNLuOCPMq/Y5lp4T5kQCNrsQerpL62sGMdjFCDek10AyjPCtdpmXx+h1DyyFpQflYXi7ujzCw2sJgQOG42qIgy6CMVcvOSiKWA5lr1o9Z+S3ricGsZFNjm+oqoT3AUPqEiNGVvgVLUXRtZB6G8/JMroG34HC9nShup7kGyfnGwbD62kJZrQY5YVLqfW6ejIL0k9+cA0ULgy5zdGptqDM1hM3SBUAVXuqvYjeG9wyzUN7VV5JShR/jfozJ/0+T1edQGMII9TwockLB7phafN/NndoEo5MKAI6ZlWuTebpaxtqDDcuza+KFjj4PpoeZ+U3q928Q0b+bU17SlT4awFPh8rMCTurpPdvvYsAvAxgCeKd/QBBZqK8E8BoiKuGeVb6HmY+fxXESEhISEhISEnYdHLkBdZd7ADpznqDPg+m9RPTtAH7b//5XcMFQrWDm/wQARPQXAJ4kJnwi+gm4yP4dgZkf1bH9HQDesd32ciLsHxXhTVPY0JgNamMktDRHmxSO9kEdeb+X2KdUGAHNvgH1G32j7AK5J6nfkFVS3zV7MA+xD6EwFLNEhzCrzR0N9i/yq3Ttt/bc9y3eX2+X9KTSJ+mjZvY0KkvqWpBnDdnXo+CPBgCV9k9FzYq2+Wi2+QW7atSQqQnMB4BBC0ss/aosKx9XNM63bRFqu6Yi4g/Msr4c6tVbWfVT2FRPfMyUr5hBlsBcS/Y0GVPX3iBr3gsZN5VhyL0TdldYKc3Yis+kZcYwa86Vwhg3r6q6h3t8ulu5WiYjZCTpQ11bm5Gv4HaQG8KhpUFDwia2ODhJHNuQnhFWxiUEkHOaZU+DxI33sRN2xzJjZZB7n0ADQ1CWAppZR9r8NLt80uVaxLJOfVIV6zZznxxAxk5jfqu5CUTrVjNL6Yy8U2dbLecU+zhrRtH6MV6vWbKmkdKBlLWFYKAsIYZhUV+rWL7O1a9ZcWGSmzKAswxY5X0k6zWuzXJEM/97EJ17m7WCQSDUjGJGbpZIAhJ9LeU8JJkFEVD55CnCztZWGDNzrYFZGSzm2uIhkooir1hkhIEfUNLupFz8dCXpneX8C2Ma10Rfby1/pRO2tKV31uU7fZwfBPSNyr+Q0Ccl6csBvBjAF/3fC/22RbgcTgxfMAFwxTb7l5CQkJCQkJDwsIS4Sy36u5CeXftE5d8K4Hk7aPstAD5ARL8P9xL3TQDevIN2dgfk/G30C5NEKwOzb/1a3FgijEM9xUAUxmBKFlveR26Ym/BGB9THpOg4XWj17Yy2Ey1O69eFLtYxHCe8dW+feYohjAG1tGWYW9lKCaJtMEVhZ8eBTPONi5QfWHx8YziwlI220WRZMmrvdx3BHjGyipzpythBWXP8NRmR1hqtmxwbUUOzr0Z9yrYYbeUBN8arlkMa09W/poJBofz59LFz5SeXEaEydRmZW0tFbVUYsnHpPD0NVhiDig2GWa1uIelghZEtjPdD3YHAPpET/BYfOmA2HbCwQ1p03/WNan899qoLyhfOEGGY+TSnLVYUiUAWH1OnCEIzSTXmMcHaJ12rIGTG3RP5LQgMkmkqe7RZXYKFqePw8brUZnnQbKi0w2qbvh7OP3QWYS76+dWYd9Fx6/Norr2xtUrv18e0oZ+ejUVdhghBNaBWCXHR9YLC0MJ1Xs/7eLnQ6w5D1kmZQ359QtTnaL3Us0C3nzEayUOsZ4UZrauNTwrSbMdZFAiFqa/lIHNjpZlchuZa/8T3tshybJUWhiikeI5jEORT/LULU6eDrqwb523pZeUcxeq5E4vKuUZlLSYp81MDCx9niOhSIvp9IrqbiI4R0Tt8pP5cMPNr4ZjVEwDuh0sh+lNn3+WEhISEhISEhIc+xN1n0d+FhN2Iyv8wMz8JcPJNAD40r0xCQkJCQkJCwoUI5n4PnhfSo+luROU/hog+Mmc/Adjbq3e7iIwIY2Wq0/I6DrVZ2ZlXapN++D5jZjbeX8SAB25LngFGEdPawVwLJMs+oCmrFAe6hP4rrlsHCHQFbbnj1uaQus2maSs2Y4mJLEYcDNQMfHK90kFGgm6KXp+zMl0tCEpqbYnR6g4g9XUTTDRTvtEbqsWo5h1a5KnENNkoG12E0F6bvcybJrtMpW2wUSOx6a5x7JbVrSvAwZiGBn5oG6r9tmPNjgUZj03zMSBO//U8yA1QGSCzxouPu/aG3kzfMLt2rF4VA7nJ/HHjM1gMQy6QYpSbECxUm/LdZ2GArcq6ADZTB1MUGQX3HQnq2lK5xCVgsMgoyF2JXJSY70e5abgtuD7VAVBxEg1jfXIHZfLXAU/anUK7i+hrGX+2BTLJmqWDltrmo2xqTRYQmdhnzdb19xm3G2q6AuhKOgCqrR2BjY4fr0e25Xza6hu1bzZws33da3Ot0e2yPzcXCMWta69F8/qHdVG5QsnvtnOwiK9N83+CgRtL8WXQMlQSYCXydsBsAgEiN/akbO0mwS3/a6XPbnG2YIwK0zCzu+P5/5nhIADldQBopgYBM+CXgDBfciOBcYQQOHkemPJ1gOQ8XECW/HMflQ/guh5tVouLJCQkJCQkJCQ8fFFaxqTcfR9TIjoAl8r9CgBfAPBiZj7RUu7PAHwZgL9h5n+ptl8J4K1waeo/DOA7mHkS1z8X6PNg+nI4DdFfgHtx+VvMicpn5lvOTdceGMzKktRO0SEIAIwKs0zDTDpBEMg4R+9J5ZkWC5TMyDMfoJFRw2Fes5XCWM68bXuWTwjTyiLIAUm/6z7NvgHqgJQYFSS1HavAryZjEgcCGMwGA0nMoAQKdAU5xefVhpjR1Nv023b85q3lrfQ+fd5G9TuwsS19iVnbRecSM7tdjKdeXLpa5JZjtQucoxloBTWeu9YwivqgrkX4HoT0qcGYhuNFTFdcRh8jNyawjbNC40BVeXbY97sw7piNRArsxOD1WGfWyQua55/BBRHV7Mj2kBFh3zhHYVw7YtnQ571ZOoHxqbUojAlBSgAwzg0sGGXlhcgrE2RqhpkSAfdpWA0RtqoKS0WGgZeJiqHHuJuT9bURyKm61K81w9lgQH1ZPTxisqZt7LrrTi3MIM38w5RtXdaWNjSCoqjdeiN9axuzbWtB6I+qH0+Ltu51Bf50IS7fNvXi/XH7UqfNYoeZfS19iBjUtmcYq8oGy110vWoZMGpZJ+rrHpKBcDNlrB5fWWApXfnKsvvty8USSfoc4qDcirlhedSJWdzYoWAdyGaC3OpkDXUAsWkNznsw0NeUfw7wKgDvZubXEdGr/O8fbin3MwCWAHx3tP31AH6Bmd9KRL8C4DsBvGE3Orow+ImZb2Xm5zHzYWa+iJm/8aH28JmQkJCQkJCQcL7B2n7BT+fg0fX5qJWR3gzgG9sKMfO7ATRSyJN7M/kaAL+7qP65wELGlIjeDOAHmPl+/3s/gJ9j5j5apuctSstYm1RKksRxkFNrgz+KsBGTkrE+rRq+XSIXU/j0aVqWZX1aBdmbu89sYf+4wJ5BjvVphb2j+pJPK9fuMDdBXkqnMBU2pshqlmhtUqIwBqPCKFZhVsAfqN+GJ5Vjd2L/slA/0gTSfkDaz6/eX0ulyFu1fhuX9Izz3LU1m6KZOKBd2qiPGpZmambfxuvtRtGJIpw948Mas0D+t2Y7WpmRFqoiZkPiawbMstJtsjZdiBlDva0WZ9ci4aq/JGyEYty4uRDK+ZbW+YAaaqYIbZwrS33nXw3MCrcHmRnrmEctoVYo0XJhBdenVfCfLLKaGdGnIvIvg9xJM61Pqx37j00qi3vOTLAk6RV9SkWRsJlaxm0nN8L6cGRliGGeISPX1yN7hlifWqxPK6xtlTDG+ZOe3Jri8r1jVH7tWZuU2DvMsTLMcWJjioNLA+wZZP4Y9dzX8jbaj3RacUN8f6uymFYWS0UWfFhFdFxfP6CWzGmTjdLrDVCvMUSxbBuBiBv3ypWXNJm1RWLRvHHHV9Yh1GvPLHjGl1TGvTBPbWztIp/W7aDLj9ugZgLntd023xeRZl2WDmlDr8ltfZO1Gah9RuM5LmmSiTjUAdy91GsKAJQVGvPQMmOQmRBDMcgIpqrXitJyY02L09SuT6uQUEP/T638WNX/d8O14+YciM9P6hfGNGQeT26Vzpf7PKBMY8m5Lngm+xUAXqE2v5GZ39jzUBcz812uLb6LiC7aRjcPArifmUv/+3YAR7dRf1voY8q/QR5KAYCZTxDRE3erQwkJCQkJCQkJFwK2Y8r3D6GdD6JE9C4Al7Ts+pGd9a5uuq07Z9lmJ/o8mBoi2i9Ost6Btk+9hISEhISEhISEDpSWg8V0HvqkT2XmZ3Xt8zr0RzxbegTA3dvo5r0A9hFR7lnTSwHcuY3620KfB8yfA/C3RPS7cE/ILwbw2t3q0AOFYUY4umfQui82hzpziUv2rLMXtTn91+Xd7+sOjXfcxziAwJm6iplyXY70ncE1c+oKFlk42oKB2kxNfdEpBdMDzZfNroCLpoM+z9nXF/OuY1eQBTd+NSHnv+jluSvoq62MbrsvFkV/trkOLCrTavaPynff+7wz+KsRtKVMmBkNwrbtYnmQ4fEXL3furyzjaY9YaWxrBAxiO+fWHdgGbH8+aLO5Np/3wbwsTdvFdud/n/5odPXtrPrcsq3VXSfat2juLzrmdkdo11zukmFq27+obBe65tOi9aerXGgXAPn/sX261NZO1xyqJau2f74PBPrKRZ0D3AjgpQBe5z//sG9FZmYi+ku4lPRv3W797aJP8NNvAvhmAMcA3APgBcz8lt3qUEJCQkJCQkLChQDxk130t4N37BivA/BsIvoMXIKk1wEAET2FiH5NChHR/wHwdgDPJKLbieg5ftcPA/hBIvosnM/p/zjrHnWgl0memT8O4OO71YkHAy7QYt5+L3PBmPFir982mzmF9Xb5rVmwRcLUMXQ7bQyt9DPGInmjvszmvD7GzIxvrLUc2spilmnYjqj8TuvFiQji7dtFV0KDRdvbIOfR93x0uUV1tnON2uSq9H3sI1kfl2mrcy5IglhipimrRDtazAlAbprWj/oYDGqZGLXU0Wy9LJq/cRl9bzTLs222dJtjuC15hb4nsczazPGknba+dB2zY/t2Z1/XeJ6R8OuY73qf7O9aA7rmbL3uz85xHXzThrZj9THVAmc/19vWjd73UPVb14nnd9fY6Fo7tsviyv+4+H9dPO9cl2mm7vkEfoAYU2a+D8AzW7bfBOC71O+v6Kh/M4Cn7VoHFZKvaEJCQkJCQkLCg4DeUfkXUFLSC/bBtLTA8c2qk8EkOOmM0tYpCeWtbpDVkjZaskkEeyuL8F0E3tenTu5CS92IfMkgcxI0cXq4SeVkl0SiBwA2KxvkoSzXaQwtu/SGIgmiUxeGcyIEGSCCiBL7Y3nxY4H40WoWpfRltMg6EVBW3Ei3B9TC5jFbHEszaQmX+E0/Tt2nWae2lJhGlQNmGSF3TF+fm/tNhyK99F3SRurtdZtAzA1UVs6zlt6SbbFfJFEtTTaTqrBlW8yex9cilqIRMNfXuFLf43tXRX74XSLfXcx8c17Mnk8op8YigDB+3TnWfXbHrRlo+d52x6TvuXH743Ppg9ICxzdKlwYxus+VdfNSZOVqqblaSol8ObmnMhf0/BEJKklRalBLRIksU7ymTH1nCuO2l9atSXJcYYz1vNIpSXVqUgsngyXrWUaETX+xtHi/9N2lhG2XOJOxJPtE8ov9mgQ0GbGp5XAOlZ31E3bXkBryPtKWXne0rJys0Xqb/h5LlnWlBpVjt7FqcXxBPfZlbNbMV7wmxX3UPsmV5ZnrOm8et2GeT14fWavS/8j8vZPzEeh1Opa908eJ1/22dUqO33VOcg11Mo2wT1swMCtDFs9XCvWiY3iJszaZxQcalbWYlIuTYZ5nRO+u4oJ9ME1ISEhISEhIeDDRN/gpPZgmJCQkJCQkJCTsKqztq2N64TyZXrAPpoZcTmtBW67mytvhxRwlgyfP5HfTDBWb1DJTv+UMslm5Dm3+ApomHG1+ypRpaZjX7uPMdZCGNmPVBgxxDaBWk7GYkyrrzGQ64EP2iUtD7aJAIWhMzmOC2ozTlqO6aW6hxv44IKzNoV33Sb81umtMM5M6M3K9tBtDmwN8fX3apFQ0CGjkn4+DYuLMM1lGM/srf35iQtXnMyCDyta530N73HTil3ulg35q09f/396dR0tSlncc/z59752NVWaBESYwIJuAZxhGwlFAjyyiJ2RACSEew6AoIYHEHCURQqJowjmIUczikQwuIC4gECIRgwHEqKwOyjI44LAeRkaGAYadO3O7nvxRVd1vV1cvd+7trrrTv885fW531VtVT1dXv/ft5616KxNzpnu0Gh4vkTeVr3XRZT7fsFhjl5g1xBt+xnnDRaXHWnZ4p/AUjLzTL8L3EM+r1JYNu3XT7wzE3dMQd7uPV8Vgq5FKU/dfWi9srDpDFkeddn2m3edh1232tITwfcbfw6GGuqIaDTGW1jGV5mHPNkVeO/UnjCk1ZK1PCUm1OrVjqGLM8kpDV6lnjr0hi0/5GQrqhlrZvG15/vExZNTumT6tAumc5JOvvzfCY7Fxm3nHenwsNJ8SAMldhzLLtRriKHtf+LB8eIFr+h0Ol48qwelGQb2W1lVhjKmhoA5MayWn+aK5dPubosbTnhxq96QPdXPBbW1eGktSKFs3h9JJ6T5Ipd/t8IKq7DFQqx+D0z1q+6FSP0Uu3i+N9UH8na/fJS6U/f6n7zdbN2QvsNrcocUmU+TUvvftDE6zdIAbpiIiIiJFGosiNnYxwL668geAGcwczs/s1GSvxhmqn9gNEFXgqAt/xvDIEHvt/gZWrnoGgCfvu5eFSxaz7on1zNpua2bvtA2vvPg6hxz4Ru57+FmuP/MQlvztDXzkjw5g9dMv8/Y3zeaJZ19l5rQhbl29njPfsUftAoHF87dmpAIvjDo3PvIsb563ZQ7UKwAAFhdJREFUNbNnjTCtYmw3faiWHRzJDO6RzT7VLjDyxvdgFmdK44u8akvX5gFU0l+wQ9bwa38kuQDLDKZZ/dd29ldpmuWDeuYiLJc+r11sFWQrhivx/e3zLrLJbi/VKpuZxpRuo9OwWmH5ME5oPpk+u70wi9uQTXRveK/pT/961s0aDrvhTHi1e50H2cpwP2SzJGlM6boqwc7PZmfzrv/KrqvSJpudnRZuPy3T+JXK2/etPo8wS1g/npsy3EON2xzq8PnmqRhMH660zN7OHG58b9llW2WCQmnmLJsRMqtw3CW/YNd5W7Puxdd58tHnmT5zmF133Z67b3ucXffdkX/4w/04//pVHHvQznz4wPn89qUxdpg5xLTh/IxcGFt4AV663fT4TDNcrZYN3084LXtBXJgNCzPKobx15GWvqskFXiOV5t6U7LLpdzL9fofzh4L6qZ4l9IbvXW3ZbA8OzT0MedlSIxnMPejZqM1LYhgLvp/pwO9pj1TY+9NQb2XWN22oMY6aIJ50n6XbaSqbfg6Z9WT37RDNn02r5N5w5jPNKxuWiefl1wHZ+fHr/AtHWwmPv/R105Y2o36YbN0OF6WGqYiIiIj0lIaLajZlGqZmdh7wUeK7TwH8nbv/MJl3DnAqUAX+yt1/1HGFHp+rE97GsNXQNnnD9UB8Lsz1Zx1WP8/t2H2T5Q5vua6ho/dkY9W5/YJjcrIlxqkH7dw0JFLVYdZIhaX7zG2YtzFyRmjOWMTrrE8Lh0JKhyZJM0lDybyN1cbhotLl6pmU9Bdo/ZwoD7JDY5lsRXheVJpxSKOon6NUfx15ksHIZDLTLEh4/mW6vLX4CRm+jfS8pDATEv6tkO7PxmxDmPUM3081s454HzZuL1vGMq89id2DrEtt/3h+RjkVZo/TfV9bb4dsbuT1lYZxZuN1ggyvNU5PFm5ad/hZpJ9nKj3+LNlmXqYtq9W5X/Fn4w1ZkPD7Uz8/2psyl90Kj9dwe7UMVxB4ONyMEVdA4fuvGEQ5H0j6WdfLpfFGXPmhg+q9B+F3+/37x9sx43sfXoK7s7HqzNtquHa8puvNYyTD31Vo2G7eAP+1GJPl0mO1mry59Hsefq9r2/H68ZU+3xTVM5bhOgiyX1GQHYN6trShfmjznU0/oyjcfnpuote/h9m6KbvO9BgK90XesTpkmaGuaIw7u84q1rCuaub7mz6JHHCnSuYceveGY8JpP4h8WG9l91dW7RBN65+gngjfQ6t9kQoz1+3KelAuG1VD/UO9TPb7GG/PG8pmt9dqaLm056DVMIH9FHnfbkk6ZUyZhmniInf/53CCmb0ZOAnYD3gjcJOZ7eXunQcGExERESlK5Hg3DdMBartOtYZpnqXAFe4+CjyW3Mf1YOD2YsMSERERaS1yp9rFnUAGqF065RqmZ5rZycAK4BPu/jywM3BHUGZNMq2JmZ0GnAawYMECthkxWl9s0Y2ku8Os1pWZ3mf82K+u4Kdf+3qt5NuXncJtl1+OR1VGttqOQz9wAi+/OMqGda+wz/7zADh877nMGB5im2lDvG+f2dzyxIvM32Y6O241wnUPrWdTFPHBA3Zk9XOjHDB3RtuYOsWcNSt7lc241p1/Avvms8xf6v17HnyBrRK/ti5v35ENqcNYISMNV+p0935GshfMdbu9zR63pN/LlU3jseJWyZzi0d37zNYNs4YcS441zx5fDTf87tW/i3i9C5d9g8rwNHZYsDNXfeIwLluxhhtue4K99pzN7+8xG4AzFs9jkw0z4mO8zjAzGGP9xgqzp8PaVyMeef51DntjUl/kfFWy78+8+Z9kXMaZ3vAfwxv2hXlUK1ff7Znn0LwOSIaga9yXIx2/1pl9PxRMa7P99odEWj5v3R3KJvsxtw5Iz/eq/U3rrbyyDYN6tb7BfDaWUBqXtStTqW1retM22u3HLUB4rBTNu82YliTePijBDbnqzOwmM1uZ81gKfAXYA1gErAW+kC6Ws6rcT9Ddl7v7EndfMnfOnJ68BxGZelQ3iEgRIoco8o6PwWmWlixj6u5HdlPOzC4BfpC8XAMsCGbvAjzVcVvApsxFH9B6UOF0XqheLlwgfn7Nhw6CDx3UuMBH39o2pvCikNEI3rZg29r0DxwwrzZvr9kzGI3yY0rLZKenJ4/naXWieTh9PD+WKx2HYPKmMnnTctlQ0+uul91ChfeRz06bbJ3W2u44ayXv+zfeBHK6TBQ13zhgvBzYRKX7TPwkyu6LBy89tWH+2e9cyNnvXNgw7XXiDMNGG47/Msy202ETMGdWhTmztmZjm2027S6rNH2GXe3SDvsr7/jstq4Iy3e7bDcmc11tpfVW9m+7shmdvtOV2kWR3jQ9b1q4rYnUF+Pvn2heLl12Mmqt7HeoXbkyDLBPlEmSS7kypu2Y2fzg5fHAyuT5dcBJZjbdzBYCewJ39Ts+ERERkfFwHPfOj0FKmZYqY9rBhWa2iPjjeRz4MwB3f8DMvgf8GhgDzujminynebBpaD3UTjjPzJh76Bm16Xsf9X4euvGa8b4fjv/Y6Vz7LxcDsP1u+/PBU47myituY+7CXVj1o2u57b8+z+MbXqXqcOltj7PNjGH2mb8tr22scsbbdmWHmfm/rGuDJdOY7cxmRsNp3T6P1z+xn5mDnN1MhVnedhnf8WQy2pUNs+GdynS3rfzpDcPZ5AyHVtuWN3/3gKYhrMYjb9nNG0DbNmtg/omKvD50069+9yrHnnYRH/7Lk/ino9/EIxtGOenzP+XlDS9x5NH78m9L9+WBZ17j0z9cxdXLFjetKz2dMU/61rLz2y2TnT/R3dNp/6anYqblKrWbfjQ+72Yd7d5TP+ui8PuZt92J9vy06znplGnOy6p2O38yznLfnOxpt5nRVtr1jvaTR061mzs/TXA7ZrYDcCWwG3Eb6sTkOp1suRuAQ4Cfu/sfBNMvBd4BvJBMOsXd75lgWLmmTMPU3f+0zbzzgfP7GI6IiIjIhHhEvy5+Ohu42d0vMLOzk9efzCn3eWAWSfIv42/c/eqJBtKJbc4A1FuCgxYv9ltvvbXoMESkD2bOmnW3uy/ppqzqBpHBMZ66YbKZ2ckLjjn9sh0POb5j2V//xxm88tTqzU6pm9lDwDvdfW1yauRP3H3vFmXfCZyVkzH9QT8aplPmHFMRERGRLYl7nDHt9JgEO7r72nibvhaYtxnrON/M7jOzi8xs+mQElWfKdOWLiIiIbEm8GnV3jqk3jrecWO7uy9MXZnYTsFPO4udOOFA4B/gdMA1YTnwawGcnYb1NBrZhapUKM2bOLDoMESkZ1Q0i0i8OTReBtiqZNEKXtyzRZshNM3vazOYHXfnrxhVnkm0FRs3sG8BZ41l+PNSVLyIiIlIETy+Aav+YhOGirgOWJc+XAd8fz8LpkJ0WD3VyHPUhOyedGqYiIiIiBYi8812fJunOTxcAR5nZauCo5DVmtsTMvpoWMrOfAVcBR5jZGjN7dzLr22Z2P3A/MAf4p4mHlG9gu/JFRERECuXdDhc1wc24PwsckTN9BfCR4PVhLZZ/18Qi6J4apiIiIiIFiCKnWu39APtTiRqmIiIiIkXwLoeDGqAx5we2YepRxOuvvVZ0GCJSMqobRKRfvNuG6QAZ2IapiIiISJE8irvzpU4NUxEREZECeDw+aedyA9R2VcNUREREpAAeeVd3fhqky5/UMBUREREpgEcRHlW7KNj7WMpCDVMRERGRAsQXP3VumE7KEPtThBqmIiIiIkVwZUyz1DAVERERKYBXq0SbNnZRsJvzULcMapiKiIiIFMC7zZgOEDVMRURERIrQZcNU55iKiIiISE91e/HTALVL1TAVERERKUTXXfmD0zKdMg1TM7sS2Dt5uT2wwd0XmdluwCrgoWTeHe5+ev8jFBEREeleFFWpjnW++Kmbu0NtKaZMw9Td/zh9bmZfAF4IZj/i7ov6H5WIiIjI5ul6gP0ByphWig5gvMzMgBOB7xYdi4iIiMhm8wivVjs+JtouNbMdzOxGM1ud/H1DTplFZna7mT1gZveZWZgQXGhmdybLX2lm0yYWUWtTrmEKHAY87e6rg2kLzexXZvZ/ZnZYqwXN7DQzW2FmK55Zv773kYrIlKC6QUSKkA4X1ekxCRnTs4Gb3X1P4ObkddarwMnuvh9wDPAlM9s+mfc54KJk+eeBUycaUCulapia2U1mtjLnsTQo9ic0ZkvXAr/n7gcCHwe+Y2bb5q3f3Ze7+xJ3XzJ3zpzevRERmVJUN4hIIZKr8js2TCfek78UuCx5fhlwXHMo/ps06efuTwHrgLlJT/W7gKvbLT9ZSnWOqbsf2W6+mQ0D7wMOCpYZBUaT53eb2SPAXsCKHoYqIiIiMiFRtUo0tqljOXfHzE4DTgsmL3f35V1uakd3X5usa62ZzWtX2MwOBqYBjwCziS84H0tmrwF27nK741aqhmkXjgQedPc16QQzmws85+5VM9sd2BN4tKgARURERLoyjuGikkZoy4aomd0E7JQz69zxhGRm84HLgWXuHiUZ0+aAemSqNUxPovmip8OBz5rZGFAFTnf35/oemYiIiMg4dD3AfhftwHa9zmb2tJnNT7Kl84m76fPKbQtcD/y9u9+RTF4PbG9mw0nWdBfgqS6C3ixTqmHq7qfkTLsGuKb/0YiIiIhsPveIqJtbkk48P3kdsAy4IPn7/WyB5Er7a4FvuvtV9W27m9ktwAnAFa2WnyyluvhJREREZFB4dYxo08aOj0lomV4AHGVmq4GjkteY2RIz+2pS5kTiXuhTzOye5JGOEf9J4ONm9jDxOadfm2hArUypjKmIiIjIlmIyu/I7bOdZ4Iic6SuAjyTPvwV8q8XyjwIHTyiILqlhKiIiIlKEbi9+0i1JRURERKSHfhu9+iyVDg1THxvFB6hhqnNMRURERPrvx4y+gI++1LZQtH4VlTl79ymk4qlhKiIiItJn7u6VeW+huu6+1mXGRok2PE605vbpfQytUGqYioiIiBSg+thNFV7f0DJrGmdL98HdN/Y5tMKoYSoiIiJSgHZZ00HMloIapiIiIiKFaZU1HcRsKahhKiIiIlKYvKzpoGZLQQ1TERERkUJls6aDmi0FNUxFREREChVmTQc5WwoDPMC+VSrMmDmz6DBEpGRUN4hIEaqP3VSxreZF1ad+QWXOPlSfvG3gsqWgjKmIiIhI4dKsqb+8dmCzpQA2SLe5CpnZM8ATRccBzAHWFx0E5YkDyhNLWeKA8sRSljhgfLHs6u5zuymouiFXWWIpSxxQnljKEgeUJ5ae1A3SHwPbMC0LM1vh7ksUR11ZYilLHFCeWMoSB5Qrll4o0/srSyxliQPKE0tZ4oDyxFKWOGTzqCtfREREREpBDVMRERERKQU1TIu3vOgAEmWJA8oTS1nigPLEUpY4oFyx9EKZ3l9ZYilLHFCeWMoSB5QnlrLEIZtB55iKiIiISCkoYyoiIiIipaCGqYiIiIiUghqmfWRmj5vZ/WZ2j5mtSKbtYGY3mtnq5O8berTtr5vZOjNbGUzL3bbF/tXMHjaz+8xscR9iOc/Mfpvsm3vM7L3BvHOSWB4ys3dPYhwLzOwWM1tlZg+Y2ceS6X3dL23iKGKfzDCzu8zs3iSWzyTTF5rZnck+udLMpiXTpyevH07m79bjOC41s8eCfbIomd7TY7YfiqofVDfkxqG6oTkW1Q3SH+6uR58ewOPAnMy0C4Gzk+dnA5/r0bYPBxYDKzttG3gv8D+AAYcAd/YhlvOAs3LKvhm4F5gOLAQeAYYmKY75wOLk+TbAb5Lt9XW/tImjiH1iwNbJ8xHgzuS9fg84KZl+MfDnyfO/AC5Onp8EXNnjOC4FTsgp39Njth+PouoH1Q25cahuaF636gY9+vJQxrR4S4HLkueXAcf1YiPu/lPguS63vRT4psfuALY3s/k9jqWVpcAV7j7q7o8BDwMHT1Ica939l8nzl4BVwM70eb+0iaOVXu4Td/eXk5cjycOBdwFXJ9Oz+yTdV1cDR5iZ9TCOVnp6zBao5/WD6obcOFQ3NMeiukH6Qg3T/nLgf83sbjM7LZm2o7uvhbgSAub1MZ5W294ZeDIot4b2leFkOTPpavl60GXZl1iSbqYDiX99F7ZfMnFAAfvEzIbM7B5gHXAjcdZlg7uP5WyvFksy/wVgdi/icPd0n5yf7JOLzCy9n3RRx+xkKlP9oLohobqhIQbVDdJzapj219vdfTHwHuAMMzu86IBayPtV2+txxb4C7AEsAtYCX+hXLGa2NXAN8Nfu/mK7or2MJSeOQvaJu1fdfRGwC3G2Zd822+tZLNk4zGx/4BxgH+CtwA7AJ3sdRx9NhfpBdUOLor2MRXVD+zgGoG4YKGqY9pG7P5X8XQdcS/zFfjrtVkj+rutjSK22vQZYEJTbBXiql4G4+9NJZRMBl1DvfuppLGY2Qlzhf9vd/zOZ3Pf9khdHUfsk5e4bgJ8Qn5e1vZkN52yvFksyfzu674odbxzHJF2b7u6jwDfo8z7ppZLVD6obVDe0pLpBekkN0z4xs63MbJv0OXA0sBK4DliWFFsGfL+PYbXa9nXAycnVjIcAL6TdV72SOefneOJ9k8ZyUnKF50JgT+CuSdqmAV8DVrn7F4NZfd0vreIoaJ/MNbPtk+czgSOJz2u7BTghKZbdJ+m+OgH4sbtPOBvRIo4Hg0aBEZ/LFu6Tvh6zk6mE9YPqBtUN2VhUN0h/eAmuwBqEB7A78dWS9wIPAOcm02cDNwOrk7879Gj73yXu8tlE/Avy1FbbJu76+DLx+UP3A0v6EMvlybbuI65I5gflz01ieQh4zyTGcShxl859wD3J47393i9t4ihin7wF+FWyzZXAp4Lj9y7iiymuAqYn02ckrx9O5u/e4zh+nOyTlcC3qF+d29NjttePIusH1Q25cahuaI5FdYMefXnolqQiIiIiUgrqyhcRERGRUlDDVERERERKQQ1TERERESkFNUxFREREpBTUMBURERGRUlDDVLYIZlY1s3vM7AEzu9fMPm5mlWD+oWZ2l5k9mDxOS8a1+7mZvScod6KZ3VDMuxCRyaa6QWRq0XBRskUws5fdfevk+TzgO8Ct7v5pM9uJeBy949z9l2Y2B/gR8CngCeKx9g4EhojHCTzG3R8p4n2IyORS3SAytahhKluE8J9P8np34BfAHOCzgLv7p4L5RwDnufthZnYh8AqwFfCSu/9jf6MXkV5R3SAytQx3LiIy9bj7o0l33TxgP+CyTJEVyXSAzwC/BDYCS/oWpIj0neoGkXJTw1S2ZBb8zesacAB3f8XMrgRedvfRfgUnIoVR3SBSUrr4SbZISXddFVhHfO/xbLbjIODXwesoeYjIFkx1g0i5qWEqWxwzmwtcDPy7xydRfxk4xcwWJfNnA58DLiwuShHpN9UNIuWnrnzZUsw0s3uAEWAMuBz4IoC7rzWzDwKXmNk2xN13X3L3/y4sWhHpF9UNIlOIrsoXERERkVJQV76IiIiIlIIapiIiIiJSCmqYioiIiEgpqGEqIiIiIqWghqmIiIiIlIIapiIiIiJSCmqYioiIiEgp/D8apfGf7MZwfAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "simple = (CAScn[var[v]]- CASc[var[v]]).mean(dim='lon').plot(x='DOY', y='lat',col='year',col_wrap=2, figsize=[10,4],robust=True);#vmax=5e-3,vmin=-5e-3);" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "var = 'NEP'\n", + "Neff_mim = MIMcnANN[var]-MIMcANN[var]\n", + "Neff_cas = CAScnANN[var]-CAScANN[var]\n", + "Neff_mim = Neff_mim.isel(time=slice(-20,None)).mean(dim='time') - Neff_mim.isel(time=slice(0,20)).mean(dim='time')\n", + "Neff_cas = Neff_cas.isel(time=slice(-20,None)).mean(dim='time') - Neff_cas.isel(time=slice(0,20)).mean(dim='time')\n", + "model = xr.DataArray(['MIMICS','CASA'], dims='model', name='model') # or can use np.arange\n", + "t = xr.concat([Neff_mim,Neff_cas],dim=model)\n", + "t = t*365 #convert from gC/m2/d to gC/m2/y\n", + "#t = t-t.isel(time=slice(0,20)).mean(dim='time')\n", + "simple = t.plot(x='lon', y='lat',col='model',col_wrap=2, figsize=[12,4],robust=True);#vmax=5e-3,vmin=-5e-3);\n" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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google_dirdata_filecurator_PersonNamecurator_organizationcurator_emailmodification_dateauthor_PersonNameauthor_emailauthor_orcid_idaddit_contact_person...frc_ocfrc_n_totfrc_c_to_nbd_methods_noteslayer_thick_calclyr_soc_stock_calclyr_n_stock_calccontrol_samplemodification_date_datetimetx_start_datetime
0AND_10YR_CNAND_DIRT_10YR_CN_rawDerek PiersonOregon State Universitypiersond@oregonstate.edu2018-03-07Derek Piersonpiersond@oregonstate.edu0000-0003-3413-1693Kate Lajtha...NaNNaNNaNNaN10.03315.26154.98False2018-03-071997-01-01
1AND_10YR_CNAND_DIRT_10YR_CN_rawDerek PiersonOregon State Universitypiersond@oregonstate.edu2018-03-07Derek Piersonpiersond@oregonstate.edu0000-0003-3413-1693Kate Lajtha...NaNNaNNaNNaN10.05399.70183.68False2018-03-071997-01-01
2AND_10YR_CNAND_DIRT_10YR_CN_rawDerek PiersonOregon State Universitypiersond@oregonstate.edu2018-03-07Derek Piersonpiersond@oregonstate.edu0000-0003-3413-1693Kate Lajtha...NaNNaNNaNNaN10.02964.30127.10False2018-03-071997-01-01
3AND_10YR_CNAND_DIRT_10YR_CN_rawDerek PiersonOregon State Universitypiersond@oregonstate.edu2018-03-07Derek Piersonpiersond@oregonstate.edu0000-0003-3413-1693Kate Lajtha...NaNNaNNaNNaN10.04702.70201.72False2018-03-071997-01-01
4AND_10YR_CNAND_DIRT_10YR_CN_rawDerek PiersonOregon State Universitypiersond@oregonstate.edu2018-03-07Derek Piersonpiersond@oregonstate.edu0000-0003-3413-1693Kate Lajtha...NaNNaNNaNNaN10.06266.44138.58False2018-03-071997-01-01
..................................................................
293587Wisconsin DIRTWisconsin DIRT soilDerek PiersonOregon State Universitypiersond@oregonstate.edu2019-09-22Kate Lajtha, Kim Townsendlajthak@science.oregonstate.eduNaNChristy Lowney...NaNNaNNaNNaN10.0NaNNaNFalse2019-09-221956-01-01
293588Wisconsin DIRTWisconsin DIRT soilDerek PiersonOregon State Universitypiersond@oregonstate.edu2019-09-22Kate Lajtha, Kim Townsendlajthak@science.oregonstate.eduNaNChristy Lowney...NaNNaNNaNNaN10.0NaNNaNFalse2019-09-221956-01-01
293589Wisconsin DIRTWisconsin DIRT soilDerek PiersonOregon State Universitypiersond@oregonstate.edu2019-09-22Kate Lajtha, Kim Townsendlajthak@science.oregonstate.eduNaNChristy Lowney...NaNNaNNaNNaN10.0NaNNaNFalse2019-09-221956-01-01
293590Wisconsin DIRTWisconsin DIRT soilDerek PiersonOregon State Universitypiersond@oregonstate.edu2019-09-22Kate Lajtha, Kim Townsendlajthak@science.oregonstate.eduNaNChristy Lowney...NaNNaNNaNNaN10.0NaNNaNFalse2019-09-221956-01-01
293591Wisconsin DIRTWisconsin DIRT soilDerek PiersonOregon State Universitypiersond@oregonstate.edu2019-09-22Kate Lajtha, Kim Townsendlajthak@science.oregonstate.eduNaNChristy Lowney...NaNNaNNaNNaN10.0NaNNaNFalse2019-09-221956-01-01
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293592 rows × 159 columns

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" + ], + "text/plain": [ + " google_dir data_file curator_PersonName \\\n", + "0 AND_10YR_CN AND_DIRT_10YR_CN_raw Derek Pierson \n", + "1 AND_10YR_CN AND_DIRT_10YR_CN_raw Derek Pierson \n", + "2 AND_10YR_CN AND_DIRT_10YR_CN_raw Derek Pierson \n", + "3 AND_10YR_CN AND_DIRT_10YR_CN_raw Derek Pierson \n", + "4 AND_10YR_CN AND_DIRT_10YR_CN_raw Derek Pierson \n", + "... ... ... ... \n", + "293587 Wisconsin DIRT Wisconsin DIRT soil Derek Pierson \n", + "293588 Wisconsin DIRT Wisconsin DIRT soil Derek Pierson \n", + "293589 Wisconsin DIRT Wisconsin DIRT soil Derek Pierson \n", + "293590 Wisconsin DIRT Wisconsin DIRT soil Derek Pierson \n", + "293591 Wisconsin DIRT Wisconsin DIRT soil Derek Pierson \n", + "\n", + " curator_organization curator_email modification_date \\\n", + "0 Oregon State University piersond@oregonstate.edu 2018-03-07 \n", + "1 Oregon State University piersond@oregonstate.edu 2018-03-07 \n", + "2 Oregon State University piersond@oregonstate.edu 2018-03-07 \n", + "3 Oregon State University piersond@oregonstate.edu 2018-03-07 \n", + "4 Oregon State University piersond@oregonstate.edu 2018-03-07 \n", + "... ... ... ... \n", + "293587 Oregon State University piersond@oregonstate.edu 2019-09-22 \n", + "293588 Oregon State University piersond@oregonstate.edu 2019-09-22 \n", + "293589 Oregon State University piersond@oregonstate.edu 2019-09-22 \n", + "293590 Oregon State University piersond@oregonstate.edu 2019-09-22 \n", + "293591 Oregon State University piersond@oregonstate.edu 2019-09-22 \n", + "\n", + " author_PersonName author_email \\\n", + "0 Derek Pierson piersond@oregonstate.edu \n", + "1 Derek Pierson piersond@oregonstate.edu \n", + "2 Derek Pierson piersond@oregonstate.edu \n", + "3 Derek Pierson piersond@oregonstate.edu \n", + "4 Derek Pierson piersond@oregonstate.edu \n", + "... ... ... \n", + "293587 Kate Lajtha, Kim Townsend lajthak@science.oregonstate.edu \n", + "293588 Kate Lajtha, Kim Townsend lajthak@science.oregonstate.edu \n", + "293589 Kate Lajtha, Kim Townsend lajthak@science.oregonstate.edu \n", + "293590 Kate Lajtha, Kim Townsend lajthak@science.oregonstate.edu \n", + "293591 Kate Lajtha, Kim Townsend lajthak@science.oregonstate.edu \n", + "\n", + " author_orcid_id addit_contact_person ... frc_oc frc_n_tot \\\n", + "0 0000-0003-3413-1693 Kate Lajtha ... NaN NaN \n", + "1 0000-0003-3413-1693 Kate Lajtha ... NaN NaN \n", + "2 0000-0003-3413-1693 Kate Lajtha ... NaN NaN \n", + "3 0000-0003-3413-1693 Kate Lajtha ... NaN NaN \n", + "4 0000-0003-3413-1693 Kate Lajtha ... NaN NaN \n", + "... ... ... ... ... ... \n", + "293587 NaN Christy Lowney ... NaN NaN \n", + "293588 NaN Christy Lowney ... NaN NaN \n", + "293589 NaN Christy Lowney ... NaN NaN \n", + "293590 NaN Christy Lowney ... NaN NaN \n", + "293591 NaN Christy Lowney ... NaN NaN \n", + "\n", + " frc_c_to_n bd_methods_notes layer_thick_calc lyr_soc_stock_calc \\\n", + "0 NaN NaN 10.0 3315.26 \n", + "1 NaN NaN 10.0 5399.70 \n", + "2 NaN NaN 10.0 2964.30 \n", + "3 NaN NaN 10.0 4702.70 \n", + "4 NaN NaN 10.0 6266.44 \n", + "... ... ... ... ... \n", + "293587 NaN NaN 10.0 NaN \n", + "293588 NaN NaN 10.0 NaN \n", + "293589 NaN NaN 10.0 NaN \n", + "293590 NaN NaN 10.0 NaN \n", + "293591 NaN NaN 10.0 NaN \n", + "\n", + " lyr_n_stock_calc control_sample modification_date_datetime \\\n", + "0 154.98 False 2018-03-07 \n", + "1 183.68 False 2018-03-07 \n", + "2 127.10 False 2018-03-07 \n", + "3 201.72 False 2018-03-07 \n", + "4 138.58 False 2018-03-07 \n", + "... ... ... ... \n", + "293587 NaN False 2019-09-22 \n", + "293588 NaN False 2019-09-22 \n", + "293589 NaN False 2019-09-22 \n", + "293590 NaN False 2019-09-22 \n", + "293591 NaN False 2019-09-22 \n", + "\n", + " tx_start_datetime \n", + "0 1997-01-01 \n", + "1 1997-01-01 \n", + "2 1997-01-01 \n", + "3 1997-01-01 \n", + "4 1997-01-01 \n", + "... ... \n", + "293587 1956-01-01 \n", + "293588 1956-01-01 \n", + "293589 1956-01-01 \n", + "293590 1956-01-01 \n", + "293591 1956-01-01 \n", + "\n", + "[293592 rows x 159 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python (conda-analysis)", + "language": "python", + "name": "analysis" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/analysis_code/MIMICScn_SSP370.ipynb b/analysis_code/MIMICScn_SSP370.ipynb new file mode 100644 index 00000000..eed8d2ea --- /dev/null +++ b/analysis_code/MIMICScn_SSP370.ipynb @@ -0,0 +1,2245 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# MIMICScn_SSP370\n", + "- Reads in MIMICS results and checks for change in soil and veg C pool & fluxes\n", + "- **Switched to updated CLM5-GSWP3 inputs (created with ctsm_dev110 tag)**\n", + " - Reduced HR biases in mid- and high lats\n", + "- Data are here /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/*/OUTPUT_CN/SPIN\n", + "\n", + "### Notable parameter changes\n", + "- Increased MIMICS leaching (function of total DIN pool) \n", + "- Removed density dependent turnover, beta function from Emily's paper\n", + "- Introduces flexible microbial C:N, as a function of `fmet` to increase MIC C:N\n", + "- Increases FI from inputs to SOMc to increase C:N of total pools\n", + "- Decreases KO from 6 to 4, reduces SOMc stocks\n", + "- MIMICS and CASA simulation in CN mode and C only.\n", + "- **`MIMICS_mod5_GSWP3_KO4`** + `MIMICS_mod5_Conly_KO4`\n", + "- `CASACNP_mod4_GSWP3` + `CASACNP_mod4_Conly`\n", + "- `MIMICS_mod5_GSWP3_KO4_SOMp4a`, increase fraction of soilC in SOMp" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "xarray version 0.16.1\n" + ] + } + ], + "source": [ + "import xarray as xr\n", + "import numpy as np\n", + "import pandas as pd\n", + "import utils\n", + "import warnings\n", + "warnings.simplefilter(\"ignore\", category=RuntimeWarning)\n", + "\n", + "# some resources for plotting\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.colors as colors\n", + "import matplotlib.lines as mlines\n", + "import cartopy\n", + "import cartopy.crs as ccrs\n", + "import cartopy.feature as cfeature\n", + "from cartopy.util import add_cyclic_point\n", + "\n", + "print('xarray version ' + xr.__version__)\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['MIMICS_mod5_GSWP3_KO4_SOMp4a', 'MIMICS_mod5_GSWP3_KO4', 'MIMICS_mod5_Conly_KO4', 'CASACNP_mod4_GSWP3', 'CASACNP_mod4_Conly']\n" + ] + } + ], + "source": [ + "path= '/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/'\n", + "sim = ['MIMICS_mod5_GSWP3_KO4_SOMp4a', \n", + " 'MIMICS_mod5_GSWP3_KO4',\n", + " 'MIMICS_mod5_Conly_KO4',\n", + " 'CASACNP_mod4_GSWP3', \n", + " 'CASACNP_mod4_Conly']\n", + "fin = [path + i for i in sim]\n", + "\n", + "CNtype = ['CN','CN','C','CN','C']\n", + "suffix = ['/OUTPUT_'+j+'/SSP370/' for j in CNtype]\n", + "\n", + "fin = [i + j for i, j in zip(fin, suffix)]\n", + "file = ['ann_mimics_pool_flux_1901_2100.nc','ann_casaclm_pool_flux_1901_2100.nc']\n", + "nsim =len(sim)\n", + "print(sim)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Open datasets and combine MIMICS output into one file" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4_SOMp4a/OUTPUT_CN/SSP370/ann_mimics_pool_flux_1901_2100.nc'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "files_mim = [i + file[0] for i in fin[0:3]]\n", + "files_mim[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- read in MIMICS data ---\n", + "--- read in CASA data ---\n" + ] + } + ], + "source": [ + "files_mim = [i + file[0] for i in fin[0:3]]\n", + "sim_mim = ['MIMcn*', 'MIMcn', 'MIMc']\n", + "simdim_mim = xr.DataArray(sim_mim, dims='sim', name='sim')\n", + "dims_mim = [simdim_mim]\n", + "tmp_mim = xr.open_mfdataset(files_mim,combine='nested',concat_dim=dims_mim)\n", + "print('--- read in MIMICS data ---')\n", + "\n", + "files_cas = [i + file[1] for i in fin]\n", + "sim_cas = ['MIMcn*', 'MIMcn', 'MIMc','CAScn','CASc']\n", + "simdim_cas = xr.DataArray(sim_cas, dims='sim', name='sim')\n", + "dims_cas = [simdim_cas]\n", + "tmp_cas = xr.open_mfdataset(files_cas,combine='nested',concat_dim=dims_cas)\n", + "print('--- read in CASA data ---')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# still need to be careful for non-zero variables\n", + "tmp_cas.cgpp.isel(time=0).plot(x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],col_wrap=nsim) ;\n", + "#print(tmp_cas.var)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ds = xr.combine_by_coords([tmp_mim,tmp_cas],compat='override',combine_attrs='drop')\n", + "ds.cnpp.isel(time=0).plot(x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],col_wrap=nsim) ;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Sum soil C & N pools" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# unsure how to subset simulations to run utilities a different way...\n", + "# -- Xarray notes: We would love to be able to do indexing with labeled dimension names inside brackets, \n", + "# but unfortunately, Python does yet not support indexing with keyword arguments --\n", + "ds = ds.transpose('sim','lat','lon','time')\n", + "test0 = utils.sum_pools_combined(ds.isel(sim=0),'cas',CN='False')\n", + "test1 = utils.sum_pools_combined(ds.isel(sim=1),'cas',CN='True')\n", + "test2 = utils.sum_pools_combined(ds.isel(sim=2),'mim',CN='False')\n", + "test3 = utils.sum_pools_combined(ds.isel(sim=3),'mim',CN='True')\n", + "test4 = utils.sum_pools_combined(ds.isel(sim=4),'mim',CN='True')\n", + "ds= xr.concat([test0,test1,test2,test3,test4],'sim')\n", + "#ds2\n", + "ds.cTOT.isel(time=0).plot(x=\"lon\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[15,4],col_wrap=nsim) ;\n", + "\n", + "# lists to identify simulations later\n", + "CNsim = [1,3,4] \n", + "MIMsim = [2,3,4]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# check for correct fluxes (from utilities)\n", + "ds.cresp.isel(time=0).plot(x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],col_wrap=nsim) ;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Mask out low productivity grids (where NPP<10 gC/m2/y)\n", + "- Use mean of first 20 years from MIMICScn run to ensure same mask for all simulations" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "minNPP = 10/365 # npp given in gC/m2/d\n", + "initNPP = ds.cnpp.isel(sim=4,time=slice(0,20)).mean(dim='time')\n", + "#print(initNPP) \n", + "ds = ds.where(initNPP>minNPP)\n", + "ds.nTOT.isel(time=0, sim=CNsim).plot(\n", + " x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],\n", + " col_wrap=len(CNsim)) ;" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# QUICK LOOK AT MEAN NEP, 1901-1920, converted to gC/m2/y\n", + "(ds.NEP.isel(time=slice(0,20)).mean(dim='time')*365).plot(\n", + " x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],\n", + " col_wrap=nsim) ;" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mean MICc:SOMc 0.8686009\n" + ] + }, + { + "data": { + "image/png": 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mjSIzblIspexEF8WWlPKSkTp+1dxbcPwCiqiqJq8F75Iglw7uHPzx0pM9r5gNhOnfJa2O4eTBKY9lXBlmkgAAi7+yGsgffLvnX7sGgp8wNXEWCaB9Mv2vBub+o1QoVGDdD+UPCQA77hr4qq9KJ+NkDbdqh+mjHbN+6yxNLWMkPWVdg6fNuZ3T1LCSZtv9q8wV1PfOtspdvOFyUFru9FD17rhrlakZLEv6feqa1di/Kn3t7yk3UB3vPjDwazd1jfVCHMgxTzaqZtFkpfaCEgBA7u4I3IdoEICEWpmyJhJrDwzdx37ag6sROMhaYBV4pqz38mOZxV9ePSSpp6xPPM08efNQbVGOG6Oe1+zqBFqn0EBcLRTGkyYLg0ndop4fJb+FBBLKR5vvi5PjNnSWWQuWKbLjW6nHVVY3ySmutqxeZaa+Wczy4wMvXQOgfEDtnXfzmpTjT0j6Tb2T9n4jveuwgAMxblk9OG2bGlAna5nGIysLL0d48TQAgKuVXhi2kDWJTP5ct+U73fYfKDPvpvvmYxs8c8GrMvPGHsuX3Q1MGvyKYXK8Am8DTcBd7XEcW0b2bYKfwfLnyXyvYSENDkOFQLjUmrBXXzVwP/6LllD6tISPHkZHO2kfDA8JEFskDsH9oHUBxYlRMiGUbykl3v5Z6vOnUivFWP7tvGMVKn9DY4+fLbPK/WL3e7BiAIsld777Efo85Ul86OWv8dYpAIA5f/0WAGDHx+5Iu77KX5M8q/7iwAOgTf1e0thD50UedgwIxGTfii89KdYMmXQGG/ZO63+VsiBKcW9Sgtwk2CbZcFPX9NTRC83VmjR543G40tTk7iehe+S9brRXUhdRE77saioc5mUJw5Fkosjvytqz+LsEKp+iutqm0OxRrcQqE+9wvrDayBPMGPfKrGPW5DY5kuR44cWdMwAAZ8/cb37uLqIFmcONtAoeyKHVgShftCxvBJ2vFfZY38EP8Cg8SYHzxmP0oli58HYAQPPCPBS8K/Gfx60XiBrQa8Y+u2/pX3YEqum5CufRA+s/IswJmor2bMkEKiMF4GpnDTFbhISoK8IwAA/Lo8BBEgZHz6OHur3SyfUA+TsoqE7TbBqcRtntQy0IhYqA5rksDPhNOuVJ6t+t02ifuFeY8i3mo/YYSUFt1SKVitLeVmFLOZ/xxFs7K3HK9CMAgFNmHME/z/0B5hXeCQCoa/LBnUP3Ix6jC+phM0hsyOlW18EqdV9SJ0QbfnstVs6/FQDQspBeCvk7pGmdsuBaLTsyiXRcDPJ3GOgspucq51167yT20MPcMj8CGaPfvIdZ+8rjk5J6eqhdbXHE/JzPnANmeeuo77l3HgUAHLpkKgIF1J/Uuz/nHQod03RWqTmOUIFAbVxP6xlktSDtQO7z+wAA8em0LZxH7crezTmSczwITqB+rWSQckWb+jeSO/Wn+lJcMMYLV6ynOLW3XfAkAGB9cDq+VvkcAKB4Gg0G57roJvyujaJSfy57J37YtKjH+s47fwtePTwlZZuyaDnjSzRxbT1NYhNyKer0OVRGTYg1YxPSFPc3Kc6sRTQ9Ke4HlZJCrZgPJNXmsk88CHuYRmPBUutSGy6rk7z98CpzFTLEc5lQmQEZoKU+xzCnMdAAS9bdgsZtdLGTB8sjoYlQGhg7v8yRvoXXoJjyv/fCjV78M7+0Gh0TqS9OTrO+C5+na/Ts+TpSeDqsXHg72mbRSKv7VKNvqipXAS4XjIB1/9Zv/BZWnmpF/ly36dtYsfhOxPKoTKiQBqKRXH5RTRt82zU9M+0h6vvJC+QjYQFx5iWr0VnELiYRAMNo6joYlnx+NYITBLp7b/bMOc9QHINXl/fuxqGxqJpOlmbRSaT9c/ZVuOu+c2+B4WZNYmekxzJrd92HFYvvpDJtNAlsWVxsTh5TzAM0w8L5z12H/QfIUsiVbc2293zqthN+7HM//AD9o4afM07s8L/yJw9i/vyef5v2xN2YVKiypqbX0f6y7zQAwMenvTMMrdMMB1ICRj8+xZmGnhQPkI5Z+aamxNtEM6oI58pT5njuNglhDI/RQCyfJsc2ToOSvYs+O8qtCZ3StKp2OXgVNe6H5TfMmtlojvXdf4SDSbA5kKovWMYTccuKzzSxscU5yA2P0w2XNE2TlTZaTeg91S40z6LGOYP0mwqAoyoufiuIprlZXIa25e2mE2kvp3b46iTapqb6MZrnk2tpitT+CV50UOaQUlja8+yz6jEYwtOoTeEEDxj4fjjaqWJXK8zAZ4Vb6fz9W2hlW/rpYjUuzkdnSaoAUQHHkgfYagVVkZx7Vk2mbcV0csEaur7+I1RvMDeAWC79ZpRSm8UCWqrPddOSe/iVAtP/TxGcQmYGPaW6UCbTakI8UKQj0wxoThARuh8l/zxI3xMJwM4d06UeIu4IRvo+432RvV+YpnT+o3T/1QKdh/352icJ0+XAz6aSUT9riLk5IgE42XzSGSRB4T9Cn/aIAbVYbIultlvtHyoGHBuo83aWcf5tdglJlh+JLM6je5A2Ns/x8jGpbDQbEPwSLv7Ra1TmS2cDoOe+7CV+oPi4WYeBpzd8E7PuomfIEQSiATabZlmoZJKLx2ihIrvZbjNYoQoqc1oz4rtzMVA65tEAWMapYlvYBkc7B8dr4EPYqV0lb0bh2U4Bg+JH6bPtv8/uVqezg//pMiY5+CXLzHDuLUma2nMB+4t00s4iwKihaxzg2ETqeigNfrw0CqePNXgu7kSvUaFk+RGqpB16kh3KZFpNiAdDwqPlBwCI3Bx4D3KEqxZWvzrpHsocXiExADFMeUGV2bSSH9nV7Btc6YKvjp59pTH2s1VX4VYbwvmsBVauIKbLE3331obh30UvS9lLzICy10MIF7r4+FxBGz/bKDX91tXYp+EUNi3md3Dpq+2IziaXAcPNPsk8Tqg7k/pr4U9fQ9Z5p1P7D1HbnDsOUyE3FS6rBg5fTBrO4k0kv92H6B4kcnwo3shWFvWcWipMFyuSS+bThhOAj2TalElJQRMGwNELaPClxgruVpKftpgKBhaG8zCNNXK2UJnEjt30G9fhmDgBwdNSXSiyjvP9OW5tq74kdeyx5PPWwETFIWieSX1OjRcL3qXr8sf8KgRLqXzLHDrn2iC1/Wh7DnKzaPBW15ya57i9gt817u7vPGUyrSbEA8XIH4cmhiNIAjZEZd9xP9LRFAshfgXggwDqpJSn9FLmPADfA60PNkgp3zvQ9qaDnhSPMosuW5NpEctPWhZ/xdJ+vvULawI4/f41I+aHuXLBbeiYTi/t9go1kx+ZY/fGgztW8H/zzG1KiwGb9dJcu3tkNUAXXnAvhT9knn3hFpy/wmrD8+sHPxAfq1SVfRUosUIqVFWuAgoHqoMeXyy4ds3ATHwGwew71pgLC4AlP2bcy5PSEZIfVXNuRucUOtm2Kc6BmycMM99+98P83xxz29kXP4TcDWQmqxaF1u59YETbVTWDBtuxCdYCR8JtDe5UdP6TGS07xg6nXW0tXr3zE8uEffmyu4Flwxh5tQ9W+D8PMZ1sxmqWkQwZbTtFo2Ym/2eZxbznoyQrlBUmALywbmSf1xVZl0JMtWxk1m2925QpALB2z/gw+5YQMPo1n06LRwH8CMDjPf0ohMgF8BMAK6WUh4QQxQNp50DQk+J+UH5rjjD74eXaYItLvPnra01B5m5jDQqnCpE2QNqEGbkTsFLfSLsVlEGh/OCUb7Cr3YaOCo7cyCkBghPZZ2aGxL7r0tfY9RbkaP51axDLorrDCV7tbOIAEm30mb3fbmqHWiup4wdLeRWY5ZGz3fIJVm3NqaYy9lDMDD4W99L+iSBrfKNUb93iLASO0PG8NbTaqgJKxFhblXDBfLLyd1LZ+tPoGDl7JXL20Qpk21SlVaLG1VTyCrHHAAyOePsmOUL6G61rtPl7q1iT1Pvj6/DQTbPvyuJzQ8p18NVKZB2nVcm2yXRDjUU0EnY30XZvQwKe5p5XQKQA/HtbevzN1UZtTGbKD8ms33ucrmtcWdgmVa98u0LH+YVSRqp0x1ktaInwau8e+u342ZYo2Htjz35lK0p2AAD+cvf74EJNj2V6omDz+F31kQ4bcl6tpi9x68FfW/swqkqvtgpGuve9tYe/DwBWOcEWEE0sKDidiK2xDe4gazHIhdScGLmbwgiV0nNhOAVe/tvAgv8t/a+HzP9f+yPJs+VLKYiPiFPnt4UiEB38QPAkZ/Lf2fokQZ9Hluei/gzWKPIz41LPAr9Ti96Ow3u4lcrw+XTOoXdf3McWGW1WYKqmrywFYAW+8daGEQ/Qs9c0h4SS0g4py5L8nXHUn0Z9ffI/6DqKKN2X1nnUvsCBTjTOJ/Wxkm3K19B4OQ/+JB/Dzd9bZQbh6wsba0E8e6lB9pB1HSauIw1SrIiOGZzoQYK1Oq4pdP65O9jaYzu/h0qyTNnq7KD2u463dTuuuxV458fW86w0t1N++BCyDttSzrGrFZyM2ZA4Tn0nNoFUcOJMUlc1hDnWxD4vjp9pyY7dt/UsO5aX7QQArL/73B5/74vCd8ap/IhQR3Md5JdVJAKEgLVHf4iqSf9D26JURoRTpy/Jg/Kqiq9bP9iVCQQH7qxl8wiWLbmvHQF83pQyhs+qe/3Gb6Xd/AvPu8f8PznFV1X5NZBhetfLIMkNIxJO2dcZjcGZwxpFZUXjsCKnt/P4KJJHbaz8B+3v2lvD9XZCsmbZVUSLiGVvkuAQ+fQw116+FCVP7gUAxGvpGTS8dO51n5oFACh5tQmFHEjV8cImAMDhVWcCAMp/thWeTXTc2HkLAQDubRT/I/sgLTaECgTifmprzT56pnNbzbPE5u+vShmj9YTSwufsJNMQW4TPo51lbjwOGSMZIF2sMS8nP2qjie5v/FgNvM00vjBOpYlm1h42rWvrgNFiNiqFaEBg049Sn+nKnz4IAJi0nr4nfNZikrIqUBZ0wRdpvBU+tROfmkNmz035NObY2UqyLVxpCdTqL/Q8uf1oFrV11suXorTHEj2T83bSc3HpAHbUpIUE0shTnEY9Ur4khKjso8hnAfxFSnmIyw/O7CIN9KS4C+/5GD3whook7e/5hp/21f4HQmdf/JBVT/qZidJCDcS6RiTVnJwsunwN8nZ2wtHKg4evDNyEM12m/PZeHPjczf0X1HRjZfYXAQCigFWT+YEey1WVXGUORHsjZdI8jCSn10nOOas5OVny+dXI2UOTWnsrD6SvzD8hx6p8nCw1qi89+TWtw0032dELVSVXAa6+dXjmpBnoV84MFBWUcd3mu4a1Xs3Y5OzPPoSczU3AYfaz+O68vncYAlP+914c+G/9TsoUEtKGWH/m01JACHE5gMuTNj8ipXxkAIeaCcAphHgBQADA96WUPWqVh4qeFKdJqJB9weJJfnaG+lSOu1xYWj6sCqX1TE6xocqolfpk/1+lRTG6+LQNFE9Dzy/EcJEVFVJN3A3W8iTYN9oZlHB20EkWbKdPlUew4F1qUNMcn3kenhb2y+lgjXNTGM1zaVKg0jm4W6lM1jGa3DWe4jN9sRsWshaWtWZKg945QcJw0baj5wsc+Np1ZnqVhEug9gwyL1LtiObQP8q3OmHYkHCnXsBwQWpqlb7SrCRrTqetplVd/6HU9Fv2qETLDGqw0rgov0w3K4A99WHYW9iXioOgKF9eV2sc0RLSFCmNebCMrkdPkbenPMWrxexvdfh9pCp2NwJ2zgOLemqP8hE0GulYQT/tk2w5MPdvdwIAQh1udOX6OetTvv9i3hr4D1uT8n+/dGv3BiaRbIo+nPQ0oRtrJtO2o/WAh66pZJ9iYfoRu6xUKoYKENCDL7EqrzQ4DraAyKJ6Ez4n7CFaohfs0+s9SloSEY3D7Uo/129X1HOajNJ8ODpZOyFdEGHqj7XvI+uIog3U6W3HyYe/4td1kCGuiwfpkTNJG+PooH1toZipIUY7aUW8h6lfq/pht5n71y0jLYSSV40LsrrJjlAZa7v4+T96gQ0BCkqLSIGH9+fc62wN1DHJh6wa5RtI184WZb83vpTJJo59LUzuuTn1N5XmpuIfzea97phFE1R3E2lMvA0xRHJT/fbA/rq2VhJqvlAM0sGaXg7EFi2l59tTRzImWJadkq4pmSlPxTIw1ScAACAASURBVLrJDi+HW1Dp7rz1DoQ5+KNtK8mmWICjkwPYdz091zP/jyZH0WD3ido3T3kq5fvv59L5+w9ak/JnXus7yNCbvxp++ZER5o3KskRNapMsTUy5wT7FSqsMw+g+CVbPnT/JDJe1rvEJpNE0YwHEk+ID1JP2MDJ5cAuwvcZV8bgh+Fx6HdbkBJA4SP69UtXDPsrO4zWY2EaaWXs7+/KG2GeftcOJjg44SkgTKfnaKPljcL3FTzQDufTMdH6ctL/+A7R/djXJm1BFtvnsRZafjhf/9Q0sP4fTXVWUASyDPQdJIyvZpDZnJw2uXBOy4GnmcZWru3sF0HeQvmdesd6ty5fdTefayo7TbCkEr8e0yBFBtrYr5dRMLEdtCQNGJ+1n20T+xlK9V5wO2PLoHssjpGkPHKXrEvd2Hz/O+dYBKsvX9fBllNO48N0Y/Mc43gTPnw+toP1L/+7FvzacY9axZY0lF2f+meRHLNJ9OmIr3Z3y3em8E8FSy5T67Z/2rRTqamE3XKwPdp+PZYRMGWZkWtGnAZ4AD2QS3BUHgEUALgTgBfC6EGKDlHJ337sN7kAajUaj0Wg0Go1Go9H0iwGBRD95iocpaNIRUHCtIICgEOIlAAsB6EnxiWT5Od8Bigef4H2kWHiNFThmyRdIc/nGo9Zqo8oN6egEYMXkwYJr11haaR1fI21m3bUG7ib+km7+kZMAlXomwRHQVTBR94CSg4wPqmbd1H+hMcBFS74N+K37t+K0OwAA698hX8GLzqZVe+VnC6+l/VPpW5DvPfENPUlQbi7lL7D69aLxc+2mf3eNmT1BmLJDDzl64kS5Sgw3VZWrgByyGqiaSVY5yQEWVy64zdSsosDSTFfNvcXSWNsHb7ky3rjgwvvgPsx+38WjHHFzBDnzUhp7BEtpQqWyn9h7SfGkGR0MKfo3nx6eQz0J4EdCCAco/tuZAPr3YR0E+g3VhXCuZSYNAAk3B7OJWaYap1+pAmxxSpKwSkDPpn+GhOGhjtJWSbNQNShwhGCmE1AplOxdLBQNp5UKJM6WIt5akbKPMwh4G/rvbipNUdfFHHskKU3RYWqcg6P5iRh/DyUQy6YBtL2TtsWyqGGuFjKdKdzSAYPNM+2dZHKkUotIhw0FL5MdTd2FFPiho4KO2TifXpiBgxJ2tvxSAcs8DWxOmeBgY/UAIPCfx62JvzK/UUEq9q+61gpYwQtTDg7q5TtGGzf/YOimNM5WNv1kizJfHbU563gUziBdm6wDZDqlzBtV2onaMwOY8FcKmqJMy3yHOM+CAYQqaLDh3nqIysyfQefBpuf2N7ZDAlgf/l9UTeFrwQE2SgM0W28vd0CypalKsaLMr6O5VrTGA1+zgsABwPaP3pn2NYiUxPo1mR6viFIOisjm0LKIVq/Wbb3bLKN88kQ0DgRVxDaR+qnMI30+Kz0TR/pWwVQEB1xxRONWFHA+rgqOI/1u0w9d5S21s7myiKWR9onbYe+ImP1YmTsnWBYkvHbYfFR30aNvp+6excIuGjNNNiWb8ble207t4EGyTCQg2RxUqOA61RSlOHIGmVrXn+Y23RO8jdw2Npl2tRlm2pDs/XRuwXIrAt2G36aaKapFHwDYd921OOdTFFRMOiyzaU8jp5cD8OI/v4GhMunfdC8aFuWiYBOZp/p30YpbpJweWPeBRrh4MUK5WdQtJYFT+pcGqzI23bS3cB/KI5kqqknmOmcGYOOAhvjPVgBAAsAziSfI55SDNE3wUMqZNg5eZON3TyTPet9ECnuXHbs/cXva5x8piaP68huA9HcZN4gScgcwzaSzrEmlis5tLr4pNwtVNqHSHyWNCdRv7G6BWBxw8s2Nsuw4zDbzySbXXn5mOC2R5ygHpGvnYGvBcErWgd5QLh22YJc8yU4HJPtN21TwQH53JjrI3De+v7rvyl/fTOV7+Vk4nGbwLPv82QCAY+9jk2LeqeyxbYgfIvniV7EftlHgLV8taRNkkM55XfMvzLqfeZXM/ZUZ9TOv3mbGaZB8PrFsTntXF4a70dpnKDiO0tghUcrXrpODrNU0AHw9ZR3JB1sDr+KXU07kIx8sxIT7KYWd6cYToHMWTqcZgC3BgbnMMQyfj0rx9IzxJ6wsZNdQNt8ufocDwjWFzLaGS6jvTniR6j32ASrTNd0kAOz+ZPrCILE1p1+Tac3IYaRlPp1WSqbfAzgPQKEQ4giAO8Cp2aWUP5VS7hBCrAOwBYAB4BdSyneH1vqe0ZPiAXDGF3kQ5R570TDP+NJqtE6ndo19XffgUBpwFUE1mTm3rwFOTOyYMcd7P/QARiZJQ++ccsMaM3+xpn/GenCaC8+nQd3JrMNR5/js89190S88/16gcLQTkIwMVaVXW76oo8D860iOb31Iy490qarka+XuHvNhtKmae4s5eYJ97I2NhgOVgrCn1GErFt0B5Jyso65UVmRdCuEd3XN974cewIt/H1gWBc2JQULA6Nd8Oo16pLw4jTIPADjhufv0pDiJcJHb1J46WQscZ42vmUAelsZYpVlKOAXeeOxaU4Pcen4nsjaQ4Cj4EOVImZNLydWLXe1Yfw+lpVBpjnL30rHaJtN3w2mlErHxImtWLafiyOPABa8HESqhY0RyUzulMpEWCcBXyxorlYmBV/cqrtqD/b+m0PydRfRj3i7W0MYNs6z3sNJk0raEXyWOp+XWuN8FOyest9XQ6mR8EofhL3aj9WzSfkbY3NvBMSLAC9s5e8MQfGmPvYfTISzh1Auc4slwAs4O9Mj+VdfShBiAu0lgx13DP9DadfsqLP00aZFaXSrKGn2ECzitVYGnx8l6V6r+xfkxS3iVVgXQ6YzB2UbXsePsqQCswGWRHNYQLpiFSAlr3lhDrII4+apJ6+Q97kTcT51HpbFpnKeC9gxMeLla6NyibLbg4ABezu6ZX8Y9ifyslO9KO2J4XGYKDYWaGFfNvQXw+7B2+z04r4qCdBy6hO7r1J9R2fDtLZidS6v/hS56CF6/lYLCONuo3pjfAUeQ+4NNBehji5doAuGppIEMFlN/KNpIfSVaTEsr0YAdnkYVuE1Zi9DzHZ1Az68scJt9Pu+GgwCA5gcop2UsywZ/NWkJ5EKyblCaJ1sjP7ixGGSAjqfkS5w1m7bNe2gXj9tM0aLkTfgcym/bOIf6sDMIuNrpmcney3WzLKk9KwBbjK01jtH18NWyNiXe3apGpbZTk2VPQ7THCfNQUEG4Vs4nywp1zjkHIoirgXSOJ+0o4FV/5/Q6bicka97NFC1Rumex+aT5dTfF4d1LfUfOnU5l6tkUMxwxNYHeXaRR8xyntsWzOYCb14H6BfwiGqDsAABXK0yTJwdbQ2nZ0Qset6Xl5cjS0sNyu9V6+a3ddR+A1OjSaw9/n9wiAHSW+5DFwaIirK1TKQIBoOQFGodIt7I2Ual8OBhUtte0cHLWcbA+fkcpDaX9YC0QILlgaqEVUpqWLMqCzMbBOZWlSKw4YNZtlFIkNxWQz5GUDipen2QV0QW7n1OmdfQ8MJDxGIzzTgcAHDqPnrPsarbOquVzjsVg42sdKSb57Q2RTEMnySFRVmxq1bvyzKu30YQYgKM1PKB0Veny3LM3YWX+ZdQWTlFlV9p9hdOJtdvv6bprN1b+jC1z2FrATOMUi0FyQC57LpvAHaBxq7o+BgAbp6tS2mTHBAqq6NnN6Rl9XsQK+Toepgc9MYPqm/gUTzXSTIvkbiFZJgX1IecBuneOpNzEmtEnIW2I9mM+bQyPT/GIoSfFw8SFz1+LceVwOkao/PFD8A53vitNWlxw4X3Yd7ElEA9+ZWyv3vaUc3cscO6zN8CGotFuxrhDpd8bH/rhsceK0+7Azq/S5Gasyw4Apnn9q38aO7IDILnmH+1GjEOqyr4KTCgc7WaMS6qm34AdN5SY36uvuH4UW9M/yTED1tb8ZBRbMrxICBgn2fhbT4qTePlv1otZBbByhiwNQ1eftIIvk8YkmqCJQdXVLwMAOhJuOGfTita2Vko1brAjXF00gKpbXkyppz5KK4Av/HYxAMAVtlKKFG1hjRObJTV/mH0zlglMeoQ1tHx8R5g1iqwtksLSEDfPYq30Hjqfd16dAccE+i3rOH3uv5T2y9nIq7UC6JhMWoOpfyYVr8Ga0mPvpRVBEQdiHP/BW0uv5sARalfzTIfpZa9SeSh1U+5u+n7kQq/pIwgAu28buKY3UjhMrvx98NoTqQOhU/8faacHajmiwvYrq4LiP/LqbUEeXI2kwXPm0wUNTaTrqawU7A1tCM2lbe0fIm2QutaeI7TSa7gdcDbRvUq4qayLqkXHlDR8SJPorKQVcnuQfT45LY0tDhRuifS633jk6ddT/aJUwCokJAy3E0+/8c1u+0R/HEbMoGu7+L6NAIDZcXrwnWtIfmxvLUGCH5DaCMmJZXe/TlXzy6gpmoV915PPrS3MqTmcnDonIc1UPzWfpTpbLyAN1NQfWGm9lFVBLJBqmK+sOBrnOVD4LvW1Xc9OAwA46JDw1UnsuYzanbuR6lbPRUcFyYkZjzeZ/rFHVmbzcalM7KJTAQDeWqD0yf1U5mKyllDyI1hO/wQOCuS+RL51x1bQgDSSlDFm8w8GPmGJ5J94U+Jkn3KAgpYprfxAWHvoewCAcz75IAJPb6ON+XQB7M30oNv4uy3Ph8hk8o10b6kGAATPpnsXzbYj7wXapnzWRQdpx5yd9Gw7vC4Uc1CLAx8b+DUKTo2ZssOIs+UCK91KX24ZcH0nM2urrZgxKxeQ/6mZhsztNjXEirazKDiHenc2nM4+sRLoLOb0OqZ1mLXfsSqaSCjFv4pdUrqB0/XEDIBjiqCF1fqsIUQOfYYWVsC7izTOyhfVfIW3hyDYv1kdNjyXBhru46wddtnMmAc2TqlkTKJ22Y6xdjiRMDWR8WM0QFFaS1tZCVk6AHBwDAdZQ9YOSnNsDwRge2MnAKA4+xQAQOtUOtmCv5FlSnjZXLgbqM+76zux/q07MVDEgWMD3megrGv6ecr3qpKr+OAD08CpepRVkuvZTVSNy2mlCWQ/dHUdbUn5sJVm2TGZlT9dLBsAmPErlM95YAdZD4YGmNbr6LnUHhVLx9XGY9MDcXj2925BoBlZZBrRp+WJH54PK3pS3IXp99PLqS/31HOeoaiL2WPPvWfcUPmzB/m/kTXNOPVrJyTg3YijcgMCAwt00RdV5dcAANYe+cGw1JeJzLiP+seUPsosWXcLACCg5ceocNbneMFzFI6tzKjhztwI7ivn3Yo9t1vuAvs+c8uQ61QD/bW1Dw+5rkzl/IsoinNfYuH0K0i+jJ8Y5mMPFXV7pFEBrkQGR++umnUTjq2wNLzDEfwUgGli3nUBQXNiSaQVfVqbT58UNM0R2Htj3w+s0hDnu2m1sZMdgb32GBqipKWr7aAV3DgvzdqExPrjlOw8EaX9RSv74JzCmjlvHA4nrd67/k1aniMX0TTdsYn9jWzAsWXUjkg+rcxWrGM/Xy9HEvTYEGBfv6xjShNEx5rxk+NoP51WcG0xTk7/LtXtYLe+ojea0HIKax1Cyq+GBnMdM+i7OzuCwj+Rdslwsn9tHh3L3Wz5N7s4anP2fsllaXv2AYk3f9V78vr+cLXSue6+ZYSDtghg0w8Hf0zll744TgN0/9G46WtpD7E/jYOumVptNfL9ZqTdaIB+ay+n+xn3kPbN0ZkAcujiKu2fg/eZtJ4+414bGj/RfxsPfpn8n1XaHunhfuq0wbmHVshn/ppW8x0H69I+99EiWDZyZj4HPuLHnpv67h8xw448JTs40rqbw94r+VHf4Ueiiz/nCzUUC0Aq7VurA8Z/sy+wl61HnPR95reCOFJFptnOd7gCru7wcvqMFBiY/E/aTz3DCTcVyt5JGr3y43bE2Ad2yiMUHT24iLRVtqiBnHdIdqgI8vlvkt9b+xzSVIpYwtQOdcygY9mzSbbNvJn9XKNRU8NQ/keywlF+rwc+S/2s+M0gOqeTTMrdF8dLTw7e7NZTZ4X9H47osANBRGLdtMcD4dU/X2/5lbIGJz6FrpGN02lJu4B7D/v7FfH7I0iyJWtHPWQB+ZqLEIf/Zz9KFdlYhJ1w82+zv8dxJtzpG5sf/PI3zABzKnK5wf6mtiOkaZz1Swfs+0+8tm04CJaOjPyIlAbw/NPpTbzC+co6zNqmrDuUVl69g6UDyN3DG5X2hi3Qorl8XwXgbGdtYQNZZNinVtJnK/UPTygGyWmZEn6q3LaJohPbcrJNbaNkX1z3hl1Udzm/K17YBNtE+h+chSE2ifyVY+Xk0+t/fT8kW0yBNcUGR0sPzy1FwkMnnLV+a8qxbG6SUTISgWANpn/TMf7kc2ZLCu/ehh4DZ6WNzQbh9WDt0R8Ovo5BIBMJrGt4ZND7v7CW3usqg0X80FHYlJ8xP/tdfbaF3Q4Z56wDR0mmKN9kWzGbkIfCECrrAvsoK99zz4Y6iOL0Tc33XU9tM7Xiyoc9HIHRTO+kOXeRtYDsDHXbf8zhOjmddGQa0aczDT0p7oOZ99Cq7O5bVuHUf9LLvbk2gHLtOqw5iVj28QdhOKzVPOVve97K/jUXPaFMh7uaFI8Wc2+l5zhZN6fM108kM79Dx/AspElfay0tkJWUn/BDazQjhgryBCDFTeCC5fcN2F9bmQ6v2/Kd4WjasDDv5lT5obS1J5IVZ1DQpvVv3mEGkix7LQJM1+YlmpOHlad+E4bHmoY8vYHkhwpgNtDpVlXF100Xk7FAT1YFVRVfH4WWnBgo+nTfmmCtKc5wElm00uVs6/1xDMXo9dgcJCOmfW3k17KngFbCsj2WBqKpjgbCrU20Um84pbmS6+JjqBzG9hr6Hi6xo3guraTHOP+cr552Uv0vmiPg7KBtRZt4tdXPq/F8V5tnCbR9klZtO9uozTMeodXWQ5+ZhIo/0wps/bnk9xw4onIRWzlTc7eRn5qo4fx3PtIKF/yH8g47wg5T62vmNI3R/p0lQLiItjk7aJtKxj5UP2B7O1+7gbnJDpmhaId74q1f0Iroez76ALw7SdsamsX+VZxjtH4p9auEW6D5DI6m20432cnXwc0uetFsOxwhuo+BnZyrkM2tWueQZijuESh9nFbUkyfDvWFkcQRK9ie3d8bMqKGKpvMrAQA5e4P91jdaxPzA9rtXndAJccLHOb77kB9hjpDcHnLjUDtdx+p8es797mhK2dZ6P4JN7CPoUn7C7GfFz5QwAPtxOl6ohCNMzyFNbbQku5vsiOTw/u1KfhiIcl5NacoOqq/5M7Qh1OrBrB+S3+GhS8jft+J3pM1tWTYJOdUkZ5SViIpg69/DWuDmVtjZD3D2j0jjEJ5AslF6OZd7Z6cZobb2/ZXUVnZFm/SsClsPhHOHZj7YMoPO31s38ibMQ9EOd2Xt4e8DAC5yfgYA4GAtj1T5aedOtgqzNnn/59i6oL3E7KPTfkGaf1ObkWza3cSCJZuj5bMmaOYN9H4yCnNNLXBPKOsAFYlY+RzKCRxYTkpEFlA7XbW9pBgYI8T8gLvpxNUf99H98B3t7LWMGiuECtmSo5qepbbJdM8Mp+Wrn7ebNGi2kIpMD0i7cibmD4fK8ED3J55lN33dVSRiFQVb+bAaLgeEetcrn+BTyFc9nhSNOlRMz7W3hso4DrBv8JzpSOygfMB29k91b6M+6OZ6ZTQGsDWBnfPpJtrJJ9m3vQYQfB4sN+NHOTCKZE3lklMQKaTjZ21l/2fWNMcnFGAoqMjd8tAJ7Aw9MBTtcE+sPUBWaitzvmReW4XpP1zEY4+mZjgK+Lpx7nnZRs9r4ghp4oXbDcHZMEyfZJYXSBgA+32X/YZ9gidP6L+RbDmU4DzS9pqYFTW7kPpnLJfGr679Y9hazePG2t33n1QTYoCiT8dk39PIDHMpHr+T4u2HanH6VWvw9sOrTE1SpED2GIp02urVCMwa4QaOI86+2IoK/Prvx1Zkz/HIcOUBvPD8e4c9xc1AmPYgvfTdw7xSuf1graktCvM4IZrHol8rckaUhdesQeCItTL2yl/GdhTSkx1lkqkG3INFaZ97ClA3Ukz/Lqf6G+Z692w7ipXzbsW6bXebQY+UOXBXLrzgXuCc8ZEDdzSommrJi7X7H+yjpGYkqCq/ZsgxSapm3QQA3YLTjSTvO5cWPzM3ckR6SACJfsdXWlN8QhFCVANoB5AAEJdSLhZC5AN4AkAlgGoA/yWlbB5M/dmVtDLesZMT6/K7aloe+dfsAzApm8ps3q/sIDky9HHygYkW2tHJkZh9h2nltLOcfTWCNmQdpfJxDvTqP0wD6tZprME4akN9K/ncTHDQ6qavhlaEDfb18zYBUb/SlioNEtXnYLchby3QPIEO4smj1doQ5y7M252A9NHrPprNkf32UZnmObQSGJySDf9bh6nMbDrX2jPot7y9dLCm2Xa4OEil8nN18aJj2eshtE2hF3oHLwqq/MuzzqwGABz8+xQMZi0pZ6/1oCn/3Ezm5b/dgHM/Qv5Njg72J6+hCxvLor4YeG4Xms+gfKMFm+n83a0c6ZMjVLdW2pHHea8NlVN6F63C+/Lo3rVOdaNtMj36djZq8DUkUuoBAO8hFbaaI4+X8DMhJQwfifv2Sm/KfvWnUb/P32FZS4w2MX/f34cT72TOEbqTtPKwSUzJI43CAS4zKYfkx7YDE839Wll2RApIuxOupec067DdlB2OIPvRKfmhgsLuN9A0m387wrKIrVd8jgi8dd1lB5AkPwxAsG+fTfUHdkVtnEjtcOeFzVyehVtYwLDGIFRg5SnuKKMy0VJa2Xe/S/IjPn0ias5k2bOXVvqbZlEfdJeTNiLmL4SnibXXnEu5YwrV0zTXyu8b+ALl0Gz46+D8WAKcr7RjohNv/nrw8QzGCk/H/gDA0hjb2B9QvLIJUuUdbSVZIiVd6/zNAu5W6led8+hd0zKDnumCraTRd7aGIY5Sh0hMp75q41zIkiMR29ojsLWydYhMjabtPtAIBDmqcZElOwCYkcjtbWErp7d3bK4oJcsLW7T3ckOldQo9D64WHkpzFolQBT0vhwJu0xJl4nMcm8NFZXx1dF/aJtuRs19lDaDGhiZyUDRp+QvH/azt5NdoqJDGKYHDUTOnt1HBkar5XhluKmMPx2Gw9ZHk90Dcy/FRpDXBVxZxhoe1x3nsw94RhnDTvT72QRoYTPi/airDmkYRjiB+lDSQdtYGG+eeRsfccgBxzsXdMYneccIgWZC9i/q5eHsXskqor0crySrBVUuyuW4JXY/SV/j9NkAS23ab/z9j/GlQdYwl1rX+CitzvkRflGa2lSPZc7Iv5WsMAEYB+3rn0acZw8DrhNy2DwBMrXK8kcbNjpJiGCp9FVscCI5TY2/oHole7KExi+R+Jvj4RkEORBH1IxWfwFlP8ideUQRHfXvXqkaVeFEg5bvM4++HR6ExJwAyn+4n+vQItWW4yFQP6fOllKdKKRfz95sAPCulnAHgWf6u0Wg0Go1Go9FoNJphhMyn7X3+yX58jscamTop7spHADzG/z8G4KPp7jj7jpMjxY5GM5ws/srQzB81Gs34Zfmy4fOdPllZfs7YCSam0YwVlPmzZuyj8hT39ZdpCJlhmZWFEAcANIO08j+TUj4ihGiRUuYmlWmWUub1sO/lAC4HgIqKikXeL5DTe7SA05nEBBLZygaZr0ucVjlsWWTqUZDXgYa9ZBoi/WxKpgLf1Fsmqco0GjY2beZ6nEGg4F0yN3G1stkJB7uI5LD5VHvCDICk0iUpE2lFJN9pBtRytXGb2dwqximZHBHDNMWt/giZOWVV028F26Owh+m3aC7/tp9MZoJTyTylrcIBL5sz5m2kwD0155NZZvZhTv0SNSD5uO4GMqGsX0xmNXm7wmicS+ZN0WzVVvoMsyVNdrVEON9aSdqyOvNNoQfLso+TT5PqF5E8usHZ28gEqeGsIjO9kqeR09rwPYxlUdlIvgMNCzitzgQOatNKNuvT/kRmisFyD2JeNrurp3qUObUtBtg5wJf/CKfUaKR6YpyYu2WGG95GembaJnHwrSSzwk0/WoUzL6VJ9X8eH7vmqUKIjUnWJv2VTZEdBw8exJzb11AcAgC2KJs0s/yQnBJJxG0QLDvy8snMq2UPBd1L+ONW0Kz6VHN2JT+kDeAsTXCwlWrRVg6C0qHSKNnMIHuq7ygTRltMmkFxwNatkXw2h0yWHz3IDgBwN3JgvhU+eKgbIm9nlNvKfS/HiazdZJPdOZ3Ora2CKvc0Uz25b9Sg8Rwy0/XVURuVybZaSHbXd6J5PsmenD1kdts8m9O9sZmot8FAB6fW8tVT3XGPJT9OBnPowbLc9ikAgHCwaXJ+LuJ1JLcdMygQkkq7FJ4zAfYIp/Dz0b0K51MfalhA1zdeFjXTBU7/A6c9Ua8hvuSxgNPsB8os0hZj9w2XDc5Guo+JAAf2c3LdnC7O1Rw1g3cBFH22asY3zO9r93x34BdihBiK/JhZTnlVExx51xY3YDiUOxQHi+JrpbbXnuFE2eskw5W5shpzulpIxsR9DjPNkkp3ZI4vsu3wsSuFq5HuZ9zvSjmWPRhHPED9x8b9Q/UTZfoeKvMhoZ7HepIFtii1OVTshpvbogIfqcBWKq2jMAwksthUnuUOXqN8SSqwk1FRChHj1GC1JHhiM8jU2nmgDgYHWVJ9J7F1J9Vz9kKqZ+9RJCZz2ie+HrY2diGbTDLGt7seiSIemGDsZEsYDZTsUKmYBKdAih8nPxrHjGmQdRQgS5TRGFAF2JNsci09DsTZnF71OSXbPa/vgpzJgf/U+yihXCnYLL85KcBchPo5nOxKwOmfEtkeCO6Pooe5i0gyxR6qb/KJZCCyY6wihPjQe66c9dR7r57TZ7lffuYFHNvWnDHq4ozzKQZwjpTymBCiGMAzQoid6e4opXwEwCMA4J40SU45US3UaDQArIn+WAqANPPugVuHJMsOT/kkOf27/N0U7QAAIABJREFUa076IBoazWizct6tAIB128aG5lmlWRsoyfIjO1AuodOyaTQnlKpKUrCsrR471qAnm3VIeimZMouMmxRLKY/xZ50Q4q8AlgCoFUKUSSmPCyHKAKQVm11FEjecvGLlT6jFbggnrUZ5cjlYRS0FZ6hvzQcCpOnw5rAmbjOtNjpZC2qPAYKjzsfdvGLGsSayaqS5qqtWZ49fTatiRb+20hk4OlkLE0i9RQm3ZY6gtMgqVY5aNfY2UJujOU60TaGV4Om/pRD58QB9F1LCEaR2tE6nVfxILml5Ct6gxreXF5nHqD+HglW42+i7q5GDo3jskHzR2qfS6mLOfjp+y3SPGQwowQE0fftoZdd/jOo5soK2V18xdiZNo4WaOC75PGlZvU3UBxIc1MbdZiDmS9W0qNV8Ryf1SWcwDmHQKny9pIuu0oyptCiutgTyNlrpJNbuuBcXXEiRGmPZDnPVXwVKaTiN+ndWLR3DfzyO9okcJKnNEnkqvRQA2MMyJWjXyYjhtGSHkcUaYlN+8HOSG0K0ju5fcwsHjPHTdXTnRmDfRM+Mk7PRKI27KT881nOdVcPpnpI0xABw/MoIih/lNBm8Qu8IsfzwW/JDyQ7VRqWBNly2HmUHADTPpnorn2pDPCs1NYuSH21TPIicQfIh/xUKjtM6mQIzqfQwDe8pM60cnK10DBWAR8mPYGUAgYMkV1pm+bjNqfLTFjOQt4etXz6o5KVE9Vd11HoV9EdpfeBwwDGBtGWSn/14CWl5El6bGTTLzil7/IdZw9dO74jjS12IZ6UGz4r7qQ949lMHddQCsQmcGoX7mp37oIhLM+0Wumh1OosdvA+167Unku6fUwWByhjlwoBJsHbeUFpd2ExntgQHEDKc9Js9TPeg7PUIYln2lG12tuhQMttuN7pp6ZQ21tWeMLX6kUJ6rqfcRTqFXQ+cAgBwC2HWFS5yp9SjUi8KwwrqGedn2GB54QwmEGerpZaLKgAAxa+QtYKyUpABn9nGmrPoOS9xnU71vfA2AKC1aoYZXNSj0j+p1FIOu6WltNOxHFMr6bdqTr+UlWVqkQ0XtU1EqT7fXtI8G3l+iLiB9W/egfGOkh0rvJcAAISS8dNIdWT43DDm0f9mMCunCq7G1oydUTg56JYKyhhnyyORkw3Jqb7MwHygiN8qN7kR8JjaY9FI45M4p5VTQeNsoRiCU2g84m6yzNP+/RItnqmJsGZkkBBInDReuERGnY0QIksIEVD/A7gIwLsAngLweS72eQBPjk4LNZrMo6rkqtFugkaj0Wg0mnGEGfVak5EYUiAu7X3+yQxLyZRRPsVCiKkA/spfHQB+J6W8WwhRAOCPACoAHALwKSlln5nV3ZMmydJvfS1lm6vOiYSHNT8eXiHPYv83TpPgPW5D5yReJvXRp/sQraxnHaXNnmYjxQf41T9fj1O/RiYcjpBEwSZSKccDVgqK5Hyuy5fdjYTb0hoDlv+do4VTZARcpj+S8j9uWEBtDE3gthdFMOVn9G/TXFoZVlpcZ0ccklepHa1cp4/OQ4XYjxR64WStlNIkGV1WBw2HDdFs2hbJpUJN86isd2obJuSQn3L4e+QPdOxiOn7+OmpP/VLW+lw29Ly4JxvnX3Q/AMD12nYAQHzJbLNfeN+mBD9xTpXiOEqr3zI3gNY55DNVfyr7Xs6l7GQlAVrh9djjiH2V02Owv5ZKxWBMKES0kFbv28upP5naYLViH5OmhiOR5M/5+u8yS1s3WL8eT/kkWf4/qxDLS5jadOUTrORHws0/BOKwNSnZwRrRCn4+fQl4DrI/v5IdLaylT5IfwVK6544wbcvfwvLDbyVVf/aFWwBYAY6U9QiQ5BvYRpoag/35TPnhtqN+AdXVOYGPW0IyYcoj9LV5jhe5e0mLa2cttCk/WkKmj2Cy7AAAZ3vMLKtSuqhzU76SSn5Es21omkvHc02jvlqaw6mEvksazurPSpT/jdp9ZLl5iqi+SluadKWqchWMen6+Z5OWR/lp4kgtjJmUxsZeQ/JB5pJWN1hJn7VLHLDPoetflE2mDF7O92e7nKxQZF0DYOe+NoHuUayAtETBiW4z3oV6TpQW0pIftO9Ycq9Il8HKj0BOuVyy6KsArGfAs/UQ4KB+HZ1eygegjwjH/LDFpZlSyUxtxdc+rjTIESNJ+wy8+K9vmLmQASvuR6TAyn38wrobzf/PW3m/mbpN1aMsflwtUT6WE3Ffapnj7+H6JwbNZ9bxbbI8O342yQL/UarH3ZaAuyGSck1sYe5X7TwWKfCb7zrlo67kjUhI00pGxUPxv00CNHgavQ9jPpupzc556zj9Np9STGXt4WydrDleu/cBaFJR1iY2L6deKyuB9LL/+QFKiWdjv2NwGXhciBbTthhbDkRyWLYHBDxNHF/iFU631EYyXuRzOCCXC4af3iOdFSSDvEeT/IwB2Js7zLGKsjwAgLWHvz+U0x1xThaf4jOvmPfU2Vee0me53332adRub8qYmXFGmU9LKfcDWNjD9kYAF458i4aXFX5Wdp86c3QbotFoMgpl9oZFs0e3IRqNJuOoKr+G/jllYt8FNRqNhpES/foUZxoZNSkeTly+GESMVpzcdazBMIBYQEXGE6j+6nWofJgCBUnWHHeWS9giHKG1mfbLOsaVCuDth3v2aeigRXk4QgLZB6xV2uee7SH8/OtbYJeWL9czxp9w7kdoNfP4UlpVm3jva6i9aSkAyzcwtIBXzhpotW3Sbx2oP41W7BKslK67kspM/kYI8b376beux+eVP8/0yab/oEqUbvoVKj8SA3AGqa3NM9m/yM2aKZuBGdnkT7QVpCme9Cjt30mLtih+1Y43Hh2/EWP7woxmz9FInRv3wFVM0TklJ7N3sA9VYiL5dNoiMQjuOm4OxBiN0b3rjNFKb9ywofznNeZxfnPmL8yAWADQOpXuY+AQVaSi0Zr+svyI7Lp9FRZeM3aCWIwUDl8chQvqUbO/AB6WHSqys5IfwgAOfO06TPnRQ6bVSWe58hFkDWuTEz5SYkDagLd/1rPsmHEfXWN7iPbL3t9dQ2xOijmKa7JfTOwiWpCuOZs0eKWrXwMA1H2d5IcA0LGANDe2Jqq74jfUZxoWWpGqD36F+tzMW6ljxfdXA+giP5TsmEb+hKYFgsdhyQ67dY0AwMkR8lum22G42e+Mo/bPyCbf1T2StJDTfmUgmku/TVoPvPw3bWHSKw6HGYEYu6oBACKPtTJ2O+z76MWVmEKy2RZhrT77oHrrgNBM1sjF2aqAhUDZr1v5IE7Uf7vSPOQL627E/Gupv+btjaNxHvsHqw6ZZJi2/Z5VOPfD409LF80W5nWwsZ9lfEoZQqXWuOCVv1xvangdISoTybNDDdlUfADlUwwALz3V87OgtLoAYOeYIvaogWefu7lbWc9b+8z3DQCsa/4FFl1O9/PwRVTPzJu24OC9CwAAwqD+cPqivQCAd2tK4bmGBhv7P8txDvjwCz+5GQBQ/f+mwbaXtI1C8I/K2sBD+xpOm/meURYtcfY/d3QkzIjY3mMqmjr5zkfY6iTuEXB2sobZS3Vm7WSriVjcPL+1+633nsZCRbAXdvbdrmuAKKdrLHLJysxooOtpy6PviCeQYB9zdR9UlgspgGiA7nHdykrzOBt/vgrnrbzf/O7dTwaezjbqO6GJZLWm4vAYHjrWv1+6FSvO+NawnKtm8BigPMV9kWnm0+N2UpwOlT9/ADjBN7RqKpmN9SWcq2beCMwpPKHtGAuc/5xlfvv8BQ+NYks0JxML/yd14h4eoUep8uEHIUZIfmiAc5+lScFLF46/idZY4ZxPPghU9D1IyjRO+yrJD2kDwgUjc8zTr1iD7P6LDYmqCkpJufbQ93ots3zpd4BTsk5wS0af951rRTdXQZs0mqGycj73JVYuJbK9o9ia4ScdTXE6DrpCiF8B+CCAOillr/bYQogzAGwA8Gkp5Z8H0tZ0GbeT4ljQaWqIAdJ6JUMTYgAOmeLvOvMea4Ct+kIojUH23m9Q/fNuXoOD76fV2pk/PpZSZn3HYwCSoocCcEyfCgCI+lmrzdq/w3csRcVa8smwdZKvT3A3raJl7WN3agNwdtALTUUareugMscvysGm3fd3O56KQmhuP4ut1VUu0S4+SdIu0DpV+TwhpWxZdhte/t0iAECeoSLmil5XtDWpuDhKry2bfXdcLiBC21QeQdlOvn62MG9vbEXLDPLl6pxA97ySfby8TlptzXZGUBMKpByr/nPku1PwRJapwQuWsr+al/1kfZYGofpqmoxt/sH4i/YYDzrQ9FYx3AmSAbu+2f0amBYmdonqK+lazbordXIuRXqD7D03sey4kfY/+H56sc746VGzzPrQbwCkPssARWXtZA2Lu5nu4+HbSUNcsd6SH3l7SC54q1mbwre6uJ1W6kXCQH2I+lzNRT688xPrnNUxu8kOAGLxfL4ONrg433XUlB1Utm0yy4+YpVUqzaY++8ZjpwIA8uMRsx6tHU6T9g7Ycvg5d7lSf/P7LNnBGmKV47NlBcmPUIlEaQ6V8TlJvvj5s5b7AgAc+xLtX/JHuq82Nh0IljjMfNvK1x4A9t5gWQaNx3eBpymR4vP//PobU34//Qp6ztsqnCnWI8uXfgexbI7y3EbXXH3vi1f+j+RP1dxbINniSzS1pZRROV1T5Ae/+2Pq9dNMbd7147mY+jjnsD/AmSpKSIs4tbYV6KR3ydQ/KSsaEiYvhelZxgpg54ZHuh0vWX5UFV2JziU09lGRqp2tSbmY+fI5eFwTyVXRzJXfMZC7jawZRMSKUqz9h9PDxhp7oSzTsjxWivIsfieESZ7H8+i742AdmuaQnInyio4aE9rDMGWBPZx6rLbJtE/erhDihQHej63j2qiC1mlW/B2V5UJHDR99KCVTf/Ga01IMPArgRwAe77UWIewA7gewPt32DYZxOykeCFPXUIqc/avSM/M989LVcLeSsFYPdeM8No0K9LbX2GC57VNwzJg22s3QjCAL/v5NaFFw4pj24Grsuz492XHW50jWuJtJbrhaY2hYwKOJTJAd03T2d41muFh0GU2QN/48vcXHFYvuMNMVKfN4o4J8lcZ6qpHltk/BeC+lZnL1U1ZzcjD/2jXof1lHM1ZJSIFYP5PidGI5SylfEkJU9lPsawD+D8AZ6bVucIzbkbCzXWLCK9Fuq7QKpR1WE2KFoxOw8cKjWkF1BpE2Wccl3ByI7fgHeg9qYc9hv42fk4Yk9lvqeCUvkyYnNDnHNMloXkgr+3mbWUPM20VnJ5yHQlh7IPUcutItvyXT8emzkLODVlsN5dfDPkkqD6rhsqH5DLogMsE+j0V0QfLdnWh+H/kUh98HvLHynj7boU2mU1EWAJKjZAoA8PLiCvtiKZ8fNPJ9Ks1H0WaaUB1kH9b6DuqoBX66L8GYCwmD9m8P0wpspJ0+Gz8dhO9Zmn3FeXHWd0yt9NmxdXXmaYYLt7CGMof6cMG71Hd3D7I+V7tE+Qv0XD73TA8xAWBFQ572oPXs2dnl386BV2P+gckO/3F6u3hZmVuzsnf5YfPRRPr49z1wP0H3uvAtirqaVcfL+CwnWk/JQ+4mjl6uIry2kYbQ0dbRb2TPZ4w/dZMdoY+dSW3eRxopAw4kOMetyqmtLG0a+RUn4jb4Sui4uW66Zy3vJ01U6/uBjVWWiWNPaLPpVGQ4ArB8MNfqWQMEu92SHXX03jBKSStUtJnkzoEPO9DYTpZGBmvgOqIcuZzlR0fYhXiQ3gn1n6EOnr2W9km4hekzD4gU64JMonAzaT4j+S4UvGv5o+4aQp2upnCvmi6lHVYTYkW42G0+n50l9Cy5OlLzSPdJPAHppf1al03qtZjK+fvZx/4BALj30U8DAMqfo2eyY5IbCTddh/rzyR+96DV6zyeKsyFilrn1+o19+332NvY4csksFL/DkajZf1rlW3Y3hc13Y+s8yv2ecHHsEx7RetolDD5XeJ14+vXb+2yHNpnuAud2RojVul4XJEdHB+c8V/7gjt3kH46cAIo30rPSNIfePxEOYWA4AMm7K7lvi/Gx+PY2zfOi+A3OrOBSPvP0rs7bGcIzr2TePRJBetkbefRM2NvDfRXPONLTFANCiMsBXJ606REp5SPpHkcIMRHAxwBcAD0p1mg0Go1Go9FoNBrNWEBKkYZPsQBPgNOeBPfA9wDcKKVMCHFi47SkNSkWQkwGMENK+W8hhBeAQ0rZfkJblqFctOTbwGx//wVHmeSVWaVVGi2W/pelIX7tj5mV61ajGS5WLL4TmH2iw+sMna5aHZXLcrRQkfkB4KUnx5+PqkYDACvn3Qp4xr6eIyVmSkX5KLYEqJplWfqs3XXfKLZEo8k8DAjE+zOfHp5DLQbwB54QFwJ4vxAiLqX82/BUb9GvBBVCXAZSe+cDmAagHMBPkeF5gWfNKO3VdDqZrn7E27+zyoxG6QwC7/x4lRkYo/AdWifIf/lISloDACg7ymZrza0Ah7DvnN5zlB1H+US0LaGXhfd2Mr/IyiNzpcPvp30qnqoH2MQx+z9bAACicrJZx2BSDThmTQcAGH4y0c19ux5GgP6PZVP7Yxy0J5xPD0JbpYD7sFVH14BlH3jpmgG3Q0PECjiAxW4OMhSOwKYS13PwEmVOLZvJfNrWkYWonyZWnloOlFXPKROWkq3uoaPJkeFIZOW+RSaQ0u5CjNdIPE2WOHvrl5mbNqt5Jl2j4lfIFNfIcvdVvF9mzizt1Wy6K8m+xNvvoWfj9Cst+WGL0TUu2ExmY3mvsimacsQxJEpr2JStldchWX6EpuZ3O56jmFJzBZeQb2/xXSFEClh2rKTyFX8nU0clP/4/e+cdHkd19eH3blHv7pKL3Dum9+6AbUpCCSRAIEDoCSGUBGISWkI3EFI+iHFICAmBEEpoxjj0DsZg3G1sy7Zsy5aLelnt7v3+OHd2JVvSrqRdrbS+7/Po0c7szOzd2Zkz995zzu9kfboFTOdUAXNLOl5ma3fbkb3EnOssYzfyUvFnGtuRb2zHcFP6p5n9WHb5bS2OO/Xt3nvdJZrA5JHwsTwbHOEclxMyXd8AGTKZESyT68FlxPt8OWI/0stceNaaRPZpEha5ZZNcQ87lqVyaPh/J9ald8t8fsh9ioz75Z++e6Nw1Ts5Tv7nrCA7c857rKKPHF0YlErR7HvH7L/6co06X53pqVZD3X7iBw86VCeVckzqlGvy4akx+hrETzrLeuQsyRRArdaef1nBPGsvWw6SPMfvnZwKQLiaFtWfIM2L0kzW4y0WULXW+5C37jpwSOsabn9wS8bvt8bmTpb66Z6vYuMJ3G/D1lQvJESWrHiKfn7das2uCEZps5jTa/Rnl9MssHccR2PKvWA2AJzUVzNynMulcwWK5llgi5biUDhIY2de8lrcytsmL6mJFpnm0OeVBHUG+3LVhIbRgqqfF/tqt+N+7M2P3xbqZ6v0GApD9hYhi6pzkUnIXT3H81Qq01iGxEqXU34BX4jEghug8xT8GDgY+NY1brZTqH4/GWGLHjFHiMdldbXHG4PgOUif9XB5ES+7vnfljFsveTltl4mYM+nHcP3vy9Q+x+AFrOyyW3srU4+7mzbf3rIE8fZ9fxfVznYgzG21msXQPmsglmYj0PqCU+hdwLNBXKVUK3Aqiwaa1frSLzewQ0QyKG7XWPieOWynlIWYe8d7Jl39q2WlzhDGmHn83AKopm4ZCmRFK32AEkIx3SvfPwVMus6EZ3+xo/QNciuxvxHOkaiUxf/UPZQZu9N9FzKRuZD7p643QgdnNXyiiE56yiojfwZWaRrBRjh00JRRcxrvtzzSF29M9eEtFnMdRgwykyfeqKlZmHwiYN1N37vk55XWRQ8kdz5GlJW++JR0LZ4KD2jrIEy+O3iqeOOVErhoPsi7fQeYm8e6ooHjtKkaZmfbnRRQlH/DWyC0cNE5IRxDDUw85JU75rOT4XZz785ALwqJXn/79OpRKTEmHhY/uOej71jEiQueI1DQOlPsmdXNVyHYEi+T+9paZEltrW7nhjEcwY43YAOUPsP5iuUhG/kvu97qRcpyQ/QgECAwSD5h7a2XE9rtMeZ+gT2b4g/X1IdsRSBdrFEyR9nu2SDtSlEK7pB1V+4m30hFaCdmPXXt+1q76yKkd9QXJVRc3Vsz/4OZQLVrMb4Up0aS3bQ+JbykjqqPL5XmUWSq/ncufTpWpORx4SubBndlwT70p05aq8GW3XJdbYjxJ7vjmfnUXTgkYxyv78VMy6FLqjm5vy/svtKxL7rRl2kEiaOWqaaB+uNzfqVvlue7Pl+eAGpCNp1JsQOqONgR/tCZ/pfQx3A3yHFBXS38l7RFRsa4Yn0WuEVty58q1Ulcg11DqziYi4RlcFBJw0ib6RfeTB5BTFswVyCTFCbbziJ1K2ybXU+3gDIKmTJPjpHKiEpqTUhu5mxrM6FrUULIyd5k8j2YMl2tfZ6WFSi9515tIIxMu4jJ9kmB1Dd5KiUrIKjW/VaE8D/p96cdTJ7+RMvsFTP+iyUQQpVT7cVfJtRcwEYq9Hacc2pFnhCeYP3j+BpRqXzSytxDUsQmf1lqfE+1naq0vjHbbzhDNoPhdpdRMIF0pdQJwFfByPBvVHaxeUsqMIdfIQpbc7NoMLF5f2v0X7PR9byHw9XIgtnk207J+CICrb9fDvmLJiN/JAGXY3CYotgUYLL2H1UtKmTHmRmhoDNuOZuIPibAfTp5eLG3HjOJrCZqBkqsgP2bH7SojHxTbUfyyCRMtth1bS+9h9dJNTJ8iasgBk17gapQB6LwFt3V7e6YedzeudxcC4J44JibHPOHw3+LZLgPeYKYZlMfkyF1n6nHivEjZWg2ptiCQxdJZRH06ktBW7yKaQfFNwI+AxcDlwGvAnHg2qrfiePaaM2OC5EO4qxpCs2+OV8i7zcyS7maY/RtKmV8ipQpOTDkXgPG/Nx0/U9Tcsz1cNgWv/IyuBctkOd+4/dL27CwGCk0x9uIB+PJlMJq2WY6jffJgrhkqD7HGXEVqsXh3yg8wBzBXuFOWKuDSeOrkpmjKhpW3tPSC+QKRvTi5JW2XxrKA3iEuND1qCK5d8lup5rmBAG5ToikrM1RqpyHPzLCbgAQnf1UFofEsOab7VZksyVsjCT7uhiC1A+V6yvzB5nh9pYTgfP+eSFt5UzPG/xJ3ZT1zl98dWheyH+Xmvm3mkfNvKA2VOQE4wf09xv3J2BdjO7zbZFFVm3pQXi/qyxXyOs/kn7diO4LGdgSHSy5ZyH6U1aKNV6lmiNgOX7Zce+mFYj/KDgu30WXGsk5umUccWjRlwYrbW9qPJn9k+5FT0thquKYFdIV4/vXIoQC4TOk25XZDnakRZp4fKkuiFLQpfdOY4yKlWu4Zt89J8pN/FefIsyvzvznkrhXvoLtBbEjdQDPJeVF5PL5SwnBFdoImjNZylE84UibnXL5gqJzNMSfdB0hZI4BAesu+R2DpKt409mNGvysASLlDrh0VMOVlPAr3LrlpnT5IxlIpcOcaP4pAVutevsaBElIQHJYb8vBmLtggL9ZJziVG9FOnuNGpcu/XDpZ1df3DtsApveStkwvSl6NCHn2HpvTIw3BXY1OoX2bZE0dvwDd6EqlbTX8zaDzExqtLpvw+rrwc/MaxVN9PfqC0XY53GIKmtFbpMfI7Dn5bnhnpZXItumsbaSiUa2TTMcnlKPHUd6B0Wi9C6yjCp3sZEQfFWusg8Jj5s1japfgxyWF26jxbLIlm2oG3yYvR2eF1JoLC0rMofnQWJVfcEHlDi6WbmL6vEY4aLRNG09LOS2BrLG0x5WeiZ7Lod1aTwNIzCOXRF4WrSnSHNkd3EZ36dO8aNLc5KFZKLaYdz7fWep+4tKi7aGrCvynsCWvuXYkljnpfczxfyjo93Ci+1vv22MbhDd9TQDg80p1nvMBao4eKx2bjSeLt67NMljPeFo+xyspETxgJQNCoFbsazXR3YxMpZsbPny0um+ph8tBvzDWe3yxwN8rrYK5pY73JMcsyHoSMJhp3GZdPyp6zYV+d/JtWv9fan5lZ3Z+1+dUthtd3hQMzTjxMzmeTUXlM+1pm2pXH3Mr1DfjT5TdqcsaA5i7O2uLk8ig8L8k1o8w1UGtm4d1NYuA+fzz5VH9zl0gOrl5X2rUDNfkJbi4L5eLHy3YA+Fd+s8c69cEiAPQ4UXxWvkCb+88PPBO2HVkmv99EEjj2Z9O38ilYJvnm6R+Kx9jxGjJ+BABBrVFNJprARJSEdAYyU6gdKw99X5bJEzMf5WqSz/Ln+lENxnZkGjuRIccJVJicVu+ej5vF3759j3VrrjPXZvJdojHn9aq/tlh2Bnj+nFS8q+X5F7IdDeIJDGTIsj9docyl5W6U38zxImc/J7+30mGvkAqGuxOf/CP5fpycJdsJrtvQ9QMFggQWrwgtxs1+fPTVHqvS3l0iTThgLACuxrZtx9xy0bcJpWY41S1ciqZC6YeUniXPoSH/M9nmy0rQk4oB8BXJNq4mE6FSJdeX8gdxbRIPZLBavI+uXDNoCEh7VL0Pneuktck1l2J0MOr6KhpNAYXgjrC2ye7srt7tYKNKomde/ZOh1986WiIPfMXyW2UuNSFHRpMAXxNNufJUcPqQji5J5tZASG9p4CdB856sqBkm0UQqKP8/eib5hNLSS4xgRkVVYhsSY6KpU9zb4qfb8xSfYv470xrO3XEeUBe3FvVwnAdEpAdZMs0GWSyWrtO8Pmck+zE9/5J4N8disfQiou57FFtPqcViiT/RqE/3sjFx24NirfV6AKXUEVrrI5q9dZNS6kOgVelFpVQ0ik5BrXVkieQ4Mnq/4cxfED8Pj4NnQH/mbvlTi3XO7P20zAsAUINE1dGV0bbSqvMgbN6xJqsYgEzjAdxkcjX6Z0ySt5/5BPd4Ec4I1ZbLMbNyDf5Q/T+3mS1Oq5D/TZlyWWQ98edYAAAgAElEQVRt1uycKB/lcrw5HuMhzhfPccDnhmyjUlkZTYq6pSu4N0mCcDDFzMwbL49vpFxDKdtqQrk7jqpv3Wj57dN2hn8fRzHW7RODVnGwzOL/4uB5Zovk8fS4tksepX9D2EM8P/gsSv29U8cbvV8x8xY8EZO2RcKdm9siUgDE+wvNPDj9++FKT99j39D2rdkOgEyTE7xDs+VIub/7ZcoNn/HcJ/L5zexHc9sBoI0CrKshQEql2A7HU+zUp9w5QbbxVHgIpjghC3I9ap/YK50l+7qs/Yg7aot46HTekD1sh7dccswD5rkQSIWKyfJbD5nbUu3X8QS5mmDn4fIsuOqgd5p9UvLYD1Uh+dOO/XDuJ6We6tTxRu8zpHv6HkMH71FzfF6t2LwTvd8HwD2iWN4oKmzzOK3ZD//ogwDI2CrL33xP8ojHPFGE+kA81J59xsubxvurU4z2ydZd4ESuOXnsjcaLbGplE9SU72vUjo2KdGql7NMw3o3b6BIEzTPOtde6aboPp+pBY0HfFuurx0mXP2NzHb4cEw1kggerRstvl/a2CtmO+r5O9QF5r2ao2JL8w7bGr/GJwuRY+1euDK2Svsf/JapFMSWoFf7gXhI+3YxMpdSRWusPAJRShwPtVaDebP7aOxNuYGjUrbRYLBaLxWKxWCwWS+LRCr23CW0hytOPK6WMLCkVwMXtbL9ca71fewdUSn0ZZfsShqP6DOG83kg0n0n1DOjfzpYdO1Y8cxYtlmRl2gGiyJqIassdvX9jeb/v7hG29sNi6TiJsh/Tc8Pdq9crH49qH8fzC+AuGtSlz7d9D4ula0w9XqpFJHvBr6iEtnpZ/HQ06tNfAFOUUjmA0lpXRtjlsCg+N5pteiTRPiR2D5luDSeUyWHGGClL5P9mbcTPnzH8OkoPEYf9ol88AsDwVy4FYMsxZubm2EMY+ppckembJDROmbIsyh/A5ZPXNUMkTCl3YRkA9QXyUPWnKwKDRC7ftU3iYYJGDCcvV463Y2Meygjm6Bx/xO9s6RqBQglVqu8ncWOVI0X8pO8n2+X9nDQCRsBi4ilSJmPBOgnK2P6tAOvOa19kJFgWXSesNxHsk8O8L/YUbOpuOtLB3D1kOtLxZhRdDYB/S1nE7R29g+b2Y/irksO85SgJbQsedwgAw14VG5G2ta6F7QBwGYGv2qEZ5Hwhok0NfUS8y59mxPoGSWitu9yLdhvbkSexjhUbzDxrphwnYO1H3NEDJfSxKddL5TSxHf3eF8GcQL48B9wN8jsPPGM9levlWVD6HSi5oP2yeTs2/yEubU40vc1+7B4y3RpvND3dYnn6RCnZFFi+KuLnzxhxA6UHSXd/6VXS9xj9zoUArLgyg9ylhwNQ9C8jEpgv97naKWHoNPrAiGdhBLb0+o2yTar0M5pGDqRuoNlkjfz3mxJL2g2pTvKd6XCrtvXCLDHCVyi/oz9DBkGbTpWQ+6LXJOy5YVh+KCR62KnrAFi6cggApTMiVySZs+qo2Dc6wTQVpLdaqjVZ0Jq9z1OslLplt2UAtNat5hRrrRuabesGBjT/HK31hubbWCwWi8VisVgsFould6CJQn06CXOKa5u9TkNUqZdH2kkpdTVwK7AVcGr1aKDTpZyUUkOAvwMDzTFna60fVkrdBlwKlJtNZ2qtX+vs50D0IdPN6WqoUXMPcaRjlZ4+hO//6E0ARrzxIwDWnSKlpKfcfyUAjQVQf4WckhoT4pA/S7xDyp9KYx+ZlT3j9jcAeHrWNAAKlslPXjkqk8yvRUCjoZ+ZkjVe4Z07RBAjd5mH1ArxLmWvbww30JaBjQtvfCJzVMecdB8A/nT5XYOpMnPf2C89tK5kzmgA+pKcJZYikUjvTkdtQZdtRzMPcaRjbf2OlHIqPl3szeinrmDduVJ+Zb+7jO3Il213Xl4d2q//g2IL3Gny2GgskOWTbn+Hl+45HoC85bJ95RixD9mLJaKhoS8EjEe4wtiOgq+N3SgV2+KtNGXf2kvOsXSJ1xdJSbfjTryX7A2mzJJHfgdfnokGMkJb+s5BDAfefqN9D3Gykij7EW3IdHN29/x2lOYe4kj2Y/O3izj01K8BGPH8ZQCsPWM2AJN+fyW1hXI/b39cPIvbNktppgn3SUk8ssT7DrDlVrkG82fvC0DKawsA8PTJpeh9sTP1/bzmv1yXKZWQsdVEsOyU/oh3V7O+hyUuvPnOTACOOn0WAHlr5dwHs+U50JjvIZAqA6DK30l02mDgg+ejqzt/SPq6WDY3oSSzd7g5WisCEYW2ehfRhE8/0HxZKTULeCmKY18DjNVa7+hk21rDD1yvtV6olMoGvlBKzTfvPaS1nhXDz7JYLBaLxWKxWCwWSzMkfDrSRt3SlJjRmRoYGcCIKLbbCETKP+4QWustwBbzuloptRwoiuVnJJKOeItSapotNMhMzeSHxcuTZcqhKK3YuVxyyAL5MqtXf3U9AEcNWcvGOpnBfWmzOO8rxpo8wEzx5GSWBakzlRpchZIHmOox3oVgOCSiKUNe7xyfxpf/Z2skdgfvvvaLFsv7Xy55ZH2W1OJPk9I5lYM6LhHjGth2Tpml59IR2+H2iX0YnyPe5cWpxaHokqxykzdsZn/rloiN8OUHqL9Ksl4OGSb5f2V1Utfrtc0T2eXYjizxAGVuEXtTV2jSbQY14DW2IxgwnkhjQoKmtFNjn1TefyE6r4KlazT3/h508YMA5K2SZ0NjgXj3q4d2TCamT2Fp5I0sPZKO2A9XE4zPFNvxdtZYAMbPFvuRXg1Bo2lRvrYPAO588eJumiXX1ciCahYtEDuRM0+2rTK1SNLOPhiA7JI6aork+qvrZ2yI6a0GU8I5xAGn/ODAdN57qf2cVUts2N1G73+l9D1y1vlCXv2aQneHjzt5iLUfvQ2NiG0lE9HkFC8mPNZ3A/2A37SzvROnuRZ4Ryn1KhCKbdFaP9jp1rb8nGJgP+BT4AjgJ0qpC4AFiDd5Vyv7XAZcBjB0qK0IZbFYosPaDovF0lms/bBYLMlGdOHTvWvQHI2n+JRmr/3AVq11ezKh2eb/BvOXYv4gRo50pVQW8BzwM611lVLqEWSgrs3/B2glM01rPRuYDXDggQf2Mqd+S76YfS3HnCo/Q9pFMsOf/a7kC1cVy0Xqy4XMjWYm1uSZDnxE8j9qf5PC1n8VA5BSLaeiwGNOiflXO8hFWrE4+4vy5H+NT/LO3C7x+ni/LTKQbx/fIsre0s0s/LN46Kcedzc5SyVjwZfVN5FNSiqSyXY4+eVHnXY/AJ5z68l+T6ILqoYZ2yEOYtJNqnJTtmLon+VxUXO72ICqv4vSdGplkD5pYg9cxgtd10+29RRLjvGg3CpqffIYMFqNeE8XmxIEPjzh3th+SUvUONfDjNESfeLe5XiI8xLUouQjmezHl3+6lsPOkft90EWiWVL/2QAAqos1gT7SL0lfZ3KBM8QWpLwl11O/K9bT5ys5lsconbtMj9LdKMt1henUDRBDUb+P9G+CDeHu6uZh4VNYcuHemfPeU1j4iPQ9ZkyYSUqF6V8OzkhkkyzdhKb3lVyKRDSD4t9qrc9vvkIp9eTu6xy01rebbc7SWj+7235ntbZPR1BKeZEB8T+11s+bz9za7P3HgFe6+jkWi8VisVgsFovFYtkNrfa+kkzAxOYLSikPcEAU+/0S2D1RpbV1UaOkHtRfgOXNw7CVUoNMvjHA6cCSzn5Gb8KfJl6djDfEOd9oyn76csz7uQGC5ZLbkVEq/0tOlQu45LNx5Jq0j/zL1gOw+fniFsdxNcHFYz8G4NNdkkbueIrzU+tD7Xj5qOSsT9kb2XBiGkXvyQ9bfpgt3mhpGyeXN3d+Jo3GZvjMvd+UIx6b1O3GxmxyUXKqCfhZMIK1P7uOA56QXDLPj8uof1qkHXymtqgJJOGCsZ8B8MnO4SFPcX56XagN8475Xey/mKVTrD9bahL3/0JUwDdMT67OjiV21PcRu1D/qXiIlaQPE+jfREFfiQ7ZVSMS9u4d0s3cOVU0Cf63eiy5RofktBveAuC5P0yV/U2OsMsPx58lStRvlEjesiutCYCsNMnG+3zGXfH4apZOsu7sfgz8VH6jTccnuDGWbiEYTfh0L/MktzkoVkr9EpgJpCulqpzVgA8TBtTGfjOAk4AipdTvm72Vg4Rfd4UjgPOBxUopE4DDTOAcpdS+iDe/BLi8i59jsSQ14257KPR6xW1WHM1isUTPxF+G7cfSu639sFgs0THmzrDtWHWztR29nVgMepVSjyOputu01pNaef88wMmTqAGu1Fov6von70mbg2Kt9d3A3Uqpu7XWHSm6tRkRu/o28EWz9dVAl+4ArfUHtF4Juks1iXsrHz57fYtlR0U0tcKoNbpd+E1qR0NxU2i7kotaKhef+dFVAPhMNnjGNvlfMU7z+D+mh7Zbdqc1YD2dgmWahgLxFHvy6iNsbdmb+fA/YRXRQ843tmOn2A5Xk8z++kWmgLphMp+5/pKwwusXj4k9+M4HP2GHsR3pO+QJWTFGjvPMX6aGtv/6QWs/ejJ9lspvHDARSCq3qb3NLXsxX/2x5b086edmoFPnpmJVAQA6xeiOjKgNbbfijFvkxTny75lvngKg0dEwKBf7UT1M8e4/DgQgFWs7egMFy4P4M4ynP8+X4NZYugMpyRSTiKK/AX8E/t7G++uAY7TWu4zjdTZwSCw+eHfa8xSP01qvAJ5VSu2/+/ta64Wt7ae1XqSUWgKcqLV+InZNtVgsFovFYrFYLBZLItEoghEGxdGoT2ut3zMVhdp6/6Nmi58Ag6NrYcdpL6f4OqSEQGuywhpoM2tAax1QSvVRSqVorXv8lNH0/EsA2H7mBAAWzLmuvc07xAGXhUNFvph9LdOn/BqA1xe1WdXKYok5h5/9AOfe8SoAV+WVAlcmtkFx4vk1+wHwyA+/S1NW2Ly983p8FEqnZV4AQO20fULrPng+drV2Dz9bzO9H/76eGRNmhtbPXWbz6SzdwyHnP8hZM+cBcF3+OrM2+ezHnUul0MZ7Fx4EgD8rJfTem293JFgueqZl/RCA2mmTAfjgudjbDhD7Me2g2wGY9/mtMfsMiyUSB1/4IJfNfIGLcxw93OSzHQBPrj5U/p93Ev7csO14a/5NiWpS/InGU6xblqQzzDaK/J3hR8DcTu4bkfbCp50vMENr3dD8PaVUWhTHXg98qJR6CQjFz8SqTrFlTzLKRVipqlh+1lOmfs6LX8ogAQ3rL/5Fq/vleCXMtmGs/MyN/eSG/u1J/6bUV9BsSxvC1NP59MnwhM7IB+RWG/Dpnkkfwck13dYmS88nbaeEzlYVSxmVQ04SrcJ3F40DQGkoufTnre6b5W2kerzs79situems54DsPajF/H+iy1/3zG/fYj8la0njNUWWxE/S5i0nXKd1EwIMmf6YwBc8rEM+H2NHtaeM7PV/bxK7EbtBBHPqt8pfY9HvvMYs7ccG88mW2LMR8+E0/lGPCR9j76tZH02DuiqtJClRxFFTnHzknRdQSl1HDIoPrKrx2qLaNSnPwJ2D59ubd3ubDZ/LsK1i3sOTUsIlo0xC0dHvduEF28j64Wc0PJnT+zpVZ4xYSb+PJPMOymzK63sUdyx5NsA3DLppQS3xGLpGOF7PQYY29Gk/XTENg/7y30ADHo7bHY/+UdL+zFjlAxMAgXGZBYnj/24+eszuHOf5xPdDIulw8TDfgiHRb1b8V/vo89H3tCyk9PfnBnDr8NfaCaiitK70soexaHzxFP/ybS7E9wSi6VjxNR29DC0VgSD3VOlQCm1DzAHcdTuiNfntJdTPBAoQtSn9yMscJUDRKzM3axecbYs6h7rmnpt+XvmlfM/duHT3tpgi+V4hk1XGg+xP1Ombr6p7sekUaW8evTv29uNWUXz5UXRfPoUlobCQDY35TE2TSpdLaobGqdWW+LFmuvlOh5zl4Tw//75U1k181qG//EBxu2zIZFNixunZUpQypePLOD2fkvj/nlz13xiXn3SbG3sQiADaeEHTjxDpquHSGfbEdZaXy3lVIpHbOWdqbPa3ffOolegCIoHb+HPK48Bwh7iUWkSMre0rigezbbEkVW/upaJN4nt+OsT01l6z7Wh6JNBk7clsmlx4Zd9VgGwbbZMSD006Iv2No8Jc7/52Lxy/sfOdjTmtiyVEs+w6episVOeTB8L64sBuGrfd7lh/Lx293Ps9WknPo5r4KrQAKJeN3LCiP8BcPiiM+PUaku8WHut9D3G/kbsx/3PnMG9Zj4nb9LORDUrrpyXLd9r8WOLuWdAXISRexzRCG3FoiKTUmoo8DxwvtZ6VQwO2SbteYqnARciCc3NQ56rkTJI7aKUmgQ8CRSY5e3ABVrr+PdUu0iwbAzTVpwMwLxxr+727rktlva//CFSauVn/2jWo2btd1s9rpPjk7UhrMb4xie3dL3BFksXKCkdxJmLLw4tfzHjzgS2pvcTLBvDfgu+B8CXBz7T7J1L9tj2sHPEJnz40J/Nmu+0eszDv2dyi5+5nhMPC0+svfHxr7veYIulC0x48bbQ62Wn3dbmdpbIBMvGcNTi0wF4f/ILu73b0n7s+5OHSKmRvscn9zh9j1NaPe7BF0oXLnNzWFH87Tfio7NgsUTLtV99n/8uD+txtBVmb+mpKIgipzjiUZT6F3As0FcpVQrcCngBtNaPArcAfYD/U0oB+LXWB3a+3W3TXk7xE8ATSqkztdbPdeLYs4HrtNZvAyiljgUeAw7vTENjzYamcFjib7dL3tyv+q6IuN+SQ5/i8HSZufQ937/VbXwDsnH5JOdq1ziZre2zONjqtrFkyvmSB/jFs1Lma8WWAVHt16ewtMXyorphAOR7amkIyvTeXxeFw7xu2aOKmKUns2pmyzC7dT+5nvEviOjK3IMebW2XXs+K6oEc+EdJi3AFxCoH3WK8F9z+SJeOvb4pi8tKD2f24I+4d+coAG4s+CbifutOngPAfgNkwJzyXD6e3VIzmwpNbRIx/NQUKnLXxd92jLxAJl9XPSOemvVb+kS9b/HgLaHXi2qHAJDvqQOgSUt5sH8skOiTO/fB0otYek9L2+FEn4z4l0QtvHLkn/juF5d2e7viyQdlIwA45PciuOU240gV0M0mrzrPJn84rPmxykEAXJq7pa3NQ6ydMYcZI04CYOuzw1rdpmbKIAKp0ueoGinr8lfEwlfTPhec8SYAT7w4le3jos+Wcw1s6fTZFpCAwr7ucDBi2YYCLL2Tlb/eM8R/+D8lBP60icnpTQ3iYswTIiaWWiHr0rbL/89/07W+R49Dg45B90RrfU6E9y+hNa9CHIiYU6y1fk4pdTIwEUhrtv6OCLtmOgNis/07SqnkSZCzWCyWbuawcx/ogQINFovFYrFY9iaiq1PcPTnHsSLioFgp9SiSQ3wckuT8XeCzKI69Vin1aySEGuAHSAHmHoFXhV00r98heXCnzPqKJ3YcAUBeiigx7/OAzPgoM9naf0E9eRXy3rozZN2Cy8TbNu27orYYzHRRVZwKQHaJ7OhpkOmUmkIPDQXZLHw09kqsTxz8FwBGvmei3Tems+aGjudHz5oiIZ+LNgxhcorMaqcd1jwMND7lKSzdx/LTnfwy+V/xQXKU+Dnwdrlfx/5wOY/MlFz6yx76KQBuEThlxsqTzNYPd+ozglrRGBDTOfeXxwEw4aHNADy1VTyiA7OrATj0pitozJOHQr+F4j0dVCFq7xu+rVjyE7Ed008/H4BAthy3boBEaGRvDIZsR1OmeICqh2fw8VNhpc9Y8OzhMoM95h3JAfNuSNsjwiAa/m//fwDw6frhAByUKt8j7ehnzRatK+BbehfhMMeZ1L19b0LbEisO+rXYjrxzNwJw3i9FFO4PD0tkmLsBJn/aPH3q9k59TqoKq+8+8ofTALj0V4/w8K5iAPbvI5FbU+6X9tSbgK+cNZBVJvvWHSLrFl4s9uPIay4HIJil2DFJ7E3BUul7uBtN50VBY76nhUpwrLh54isAzP7kPv71+cGs/1Hn7vOBRWJHm4sT/fLoV5pt0boCvqX3sO68lv3H/y5Pjr7HqGeuAOCG6S+z+ALpe0z4z08AaMyXZ/dZa79ltl7d7e2LG/EPROlWolGfPlxrvY9S6mut9e1KqQeQhOdIXIw8NZ5HpgreAy7qfFOTDyefEODjf8X+QWWxxAKng3JZqWQ+PFwkASCZg9YnrE0Waz8sPR/HdvxwvaQy/KLw9dB7k4eUtrqPJf4ceElYJmbBnNgJi1ossWT3vsfswR8Be4bdWxKEVuhI6tO9bNAczaC43vyvU0oVAjuA4ZF20lrvAn7ahbbFlR2V2Yx/TGZii3aIC+l7/7wWx4F85ZlSG/rrHLkpG/vIG4HUdNJ2ivf08BlftzzmJMmD8dZpdpwo3uQ+b0jEueNpTqmOf37gWSd+1Gyp8w+8KUM38vya/ULLZ4z8sgutsvRkDhyWHGrUCx8R7+boZ3/Lha+K+Wkcbjwm9WK8d67qmhJybWUan78+kYmBiRRWinm88UmJEnGZ/MODvi35/aWDFA195fMDXrEPqZXyf+S0taFjVo0wtsOo1W89XjxCg+a7cdfLOl+2u0vtjoZvTY+N4u4hwyQo6InVYQmJH47+qK3NLb2Y4YOTQ4naKXFU/IR4vh943WiHSJo8Lp/Ct6HryQtl9TmMfudCALJMD2z4q5fgqpP7++cnimf05dHS5+gzbBcAO4uyqCiXCLRbT36W5uwaK54oTw2oUZKX61kg/RSPsR+1A6Pp7nWNXx/1snnVtYiQ5krUl+ZusYOgJOaQ4SWJbkJMWHuN9LXHPV/DrI1ZAOgCHwCuQukYlNUmY/JTzwmPVkr9AFBa6yd3W38pUKu1firSMaKxkq8opfKA+4GFyLh/ThSNG4PUFyhu/jla6+Oj+Myk54BLHyKl2fIRZxkV2meTx+Nz2QIZKMw+8IkEt8QSD6a88muOHyxhQC8s3je0vuT8mxLVpL2G3e3HUafdz/svJk9o4SULLgy9nnPg3xLWDkv8GP3sb9m3aBOfLx4ZWldyeexKEllaZ8o1D+FttnzkmVJy7YPnkufcn/epiL/985DHEtwSSzy46POLOKlAnFI3f3VaaP2qM201hm5FA/H383WE64GjW1n/NPAO0PVBsdbaqf/xnFLqFSBNa10ZReOeBR5FBtCBCNt2OyotQGN/adbWA2X2NWVCJfUlOQDMeWIGAGni8CUwVl7UZXvQWeJZvmqAhJE+W9MPgBpTyjdvJWBmdF0mfahymJxqt49QOIEKtvwfK+7Z5z8xO5b1Du8dPHNYZBVqjwmjmLHsbCrr0yJsnVi8Xj+NeXKjpVTITKYvR5aHvCbLnQ3+1mlBmsbWE6jyUr6/eGN8o8Vj7N4gywufFon2lEaoHSezxDVZ4gmqyRCjcHPhB6E8worR4unJNw4Rz3Zpo6tJUzVMhr+eBmm/39QudvtkWQViF5/k5ATHCusdTn7ePv6BiNvUBeQaPv9ryaCqrUuNa5u6gidd7temXGmzV+QB8GfC0DfCD+uSTh4/1esPReZ8Vj4agCHDtrNluyjP3/c/KavkMr2mMfnlAKxzBaGvrPtu1iYAqoLSnvrh0uaM1V6C60TP1N0kB3BqkKMhYMy2t263fOMYccmY92N2LOsd3jv416GzI26T55Xn65lrTiAvpS7eTeoSA3Or2LhOPMWqUu4986im6uOBiWpWfNCxKckUQ9xa6+o9mqB1tVLK29oOu9PmoFgpdUY776G1jpRX7NdaJ5n+uMVisVgsFovFYrHsvWhEgboH4VVKZWqta5uvVEplQ4vgujZpz1N8ajvvaSKLbb2slLoKeAFoDO2o9c5oGmaxWHonTg3TsEKtxWKxRKb4b5LPW3LhjQluicVi6W0UP3mPTd/qTjQQSWire/kL8B+l1JVa6xIApVQx8CfzXkTaHBRrrbuqFP1D8795opsGRnTxuDFBa4WrXkIWayeaMfuudNJ3yA8cNHMKlSMk1DF9iYQkpQShYYKELJ33+Y8AyMuU0A7fIAlhqt/uJZgt++36jhy76DE5YPVgL956mVrZOc4Vas+K22NfoinRzBz4RqKbYIkBUz6Tuuo1VRJ7N2HoFrwmtu/1deMBcO0ykSn9Gvc8QAJYdtptHDRXBuXbNuUDoNxy31X9yETXvNjJg2tFwOfCs8tD1XgnP0Lu7/QKWXTsR8XwIJnLzIK53WtGi/247sPvkZ4t56t+sLEz28Qk+3Pk/G45w8fIP8r2OyeIDXLCqHeODQtvLbsruezHjdZ2JAXjPpRSY74qCZceOlRCgdM8cr0v3DAEd7XcGIG+TQlo4Z58c/avAJj439sAqC0VcRx3vWLrRfXhDV/Zfc/o0Bq+2lIIQN9ROwAor8rCs8oIY5ntGgbL+fh4oSlP5ILMQSKidcTCCwA4dGAJAAMLRYxra01fdK6c2/Xfkb7MuEeq5L1Dc/DWiu3YNaZZ3+O25LIdAA8MfjXRTbDEgJH/kVJj+Uvkej3tJ2+T7ZZUxhs/EyE8vV1si87rGfbjnamzOMhn+h5bJCXCkyrP8xGnrQFgSeSMk16B0mER4Z6A1nqWUqoGeFcplWVW1wD3RBu5HDc5Qq11uwrVSqkTtNbz4/X5lq7zbok8jI8pbju3Z8Z717C5Kie0vOiU37S5rWXvYsx/5FoozA9LELwzdVaimmPpRuatmxB6PW34sla3OWK+eAO3V2eG1q0845b4NszSKxj2l/twpUlHsl8fmcT6bHpy1DO1RObXi08H4DeTX2j1/RnvXQPAio3hHM3d699a9k6Kn7gXtxmEDupbEVr/wbfuS1STkptIg+JuHjRrrR8FHjWDYtVajnF7xF+jv23uBRI2KJ6UP4gFP2tZrmjk03dRP8p4uhrEC5NeKqfIEbJIyWlEb5HyKVTJ7NUuMyGRNlbOfdDr5fsHfAbAiy8cIZsOk10qxmkyNvQv/m4AACAASURBVMt+7p7hVIsbxYO3JLoJlhjww9GfAPDipikApLgDbKgQ72tTk/FW9pWLOeg3HggNeBOrr/f5DOlET3klrEjZfNJG8dtOHXdyn4EsuKBliJYT9lkzSp4AThRKxiYXtRNMWQZzPjxl4nH3Vim0MoJ8o2T2258m9mbQ8O0A1L0ygJph4imuHCPHztwoHiBPM6dVsjF68OZEN8ESA3447lMAni2R0n5OhElZjUykBv0KbTzEoXqXPcTzsPQ7twEw5rmwzVjRbNJGcWunjjsmewgLdpv8OWjuTLaPlGgbXSs2IHWLLHsnyaRifmYdpd/0B8BTKXZ33lrxRA0cKx54FVCMK5Z7Z8NrxQDs2EeOVz1Mk7lJzrG3plNN7zUMLLL2IxkIpsmzL/UMub5rAqnM3SwTroE6ua5VijEYPSiM1+l77PtquO/x1cnN+x5/6vY2xQWtojjv3fe7KKX2qEGrVPjztdYP7v7+7iRyUNxzrmALAEe/GY50f2/q/e1u68zUWpKXxRsHm1cTE9oOS8/HCVWHcIegLQ57QyYUXPYJkNR8vqEYmJToZlh6AWd+dFXo9XOH/1+72x795s/JjEpH1tJbWbTBFAfnpwlthyUCmh4ziWnociHoiINipVQGUvtpqNb6UqXUaGCs1rqTGTUhetapBNZ8f2YopG/zCpmRbSww3pkCkYGv2ZGBSpHZK9c4ETjLTBcvWfVCqZfQODjIu2WjAMhdI/tvOyj8dWv2C7uIe3LIT7arIeI2a8r70ie7NuJ2lt7Lo4uPAmBiYRkAa3cVkJkq3s+AmSWsq5AQWFedeDC0R+OvkJ7L+oZEzr11T0i/IwzkeKVrVogn3ZcHyiP2IlglucXOzLZvbANp6XIeU7/KBaCuSN6r3iL7F20OsH0fOacec5s1OZky9Nxc4mhsx+Zt4uXKyo68raV3MudLiZQqLpTIh0275DdPN/YjGFAEdpmSY3UmtzhD7hdVI3Zja0M4dz4RdEft089n3BWalN68oLDFe3XVEk1Ssz0DV5PYW/8AOX+Obdn14QAAgoUBVpdJici+G+W97VPCkWm+3PBxe3Iu8Y8LPm33/eVLZNBUNLq8O5pjSRDuGrn3R+WK/fiofDgFadIX35UvEZuNm6XvEfQqXLXGVvik77Gxtm93NncPmnuHk5YeNJLTWt/e1WNE01v9K/AFcJhZLkVqEHd1UBxTlFLTgYcBNzBHa31PgpvUq9n/tV8xp5VJ/pu/dip1DdnzTYvFstcz4cXbmLPfnusvWXCheZVktRotFkvMOPj1mbw0ec/1Vy88z7wq3PNNi8XS/WhQkcKnu3HQrJT6fXvva60jhh5EMygeqbX+nlLqHHPQetU8SLvzlMTgGAAopdyI5PYJyKD9c6XUS1rr1hVe2qGiThQgHQVHV6r8T/XK/2B+PQ21MrPta5TTFwjITKzHODzcDS7U+zJbu/VkyZdKMyqzv5z8OgA/HP1RR5sWd5yQ6f1fE/XN2eXHAPDo0D23rWiQ86SUxhdI7Ey+JT7csVGqsmVlyrVbYvKI071+3C7xQjQ2yL3grpZrIJAu6931LoLGI6qr955Yt7p68er48yR3UqUESEsXG9BkvDr+WjkfqslNfUC2zwjlB4tpLfxAzufG6eDKkTeDTeH7rOSCnlWyxgmZnvDibQA8sGl66L3Dh7XctrbReMxdcn34Ay4sycddG08mNUOu/c0V4qJM8Zj7wvQg/A0evDXGQ5wu14OnVpaDHll21+4dz5eyXZJn3dSvpYpuujmH/pQAfrexpUZJX5u8yhQjJaO3uRn8jJyvdZeI3XaUbwNNbgJIRFxPwwmZPvh1adudW48D4A9Fe25b7/NCpnyn+qa959myN3HxbyQ1NPs7UsF1YZmkcmWm+qhENDkaN2W22Ec1uHCbaBPMs8WJXLPEiZ4XPn0FsAT4N7CZTqTpRjMo9iml0jFfXSk1kmZ1h9tCKXUW8LrWulop9Stgf+C3WuuFAFrrM9o9QMc4GPhGa73WfPbTwHeADg+KLfHl2DdvCL22SsQ9k2nv/gyAnDj0N5xjzzvmd7E/uCXpcXKXI+UtWxLHcW9dD0BeamyP6+Sif3yiDQKzdJx9Xg6Lm3196h0JbImlLcK55aNjfuzTP/wxAC8ckSQiV5bWGAScBXwP8APPAM9prXdFe4BoBsW3Aa8DQ5RS/wSOAKKpYfxrrfWzSqkjgWnALOAR4JBoG9cBioCNzZZLW/scpdRlwGUAQ4e24v5EcoZl25brHW+Gxx1E18tp8+TJ3IDfZ2ajMsLbB1LlAP3ekZFFZpks/5XTeGfuL6L7Vgli4UmiynvovD3znRu1fJ80j8xe56SLe9x2UpOPz1ZIVbXCwTtbrHe7glTVy2ytyy3ez5B3o0HuE3+eH1e93Bduo8Q86oANcW9zvIjGdgA07ZDz4nG8X/2DBE14kdvJLXY8XwU+tLEdTc3kIVb96loO/54UMuz/kQrpEoCf+R/cHJPvEy+WnXYbAJNf2lOZtzEgdjPNRN00pYU9YstP75ySr6Xn8uXi4eQOrmyxzm08ODUmokK5NE195XpQjXLPNOWYnOKAUVmvddF3/63d0uZ4EY39cPoRTl6ky9R8d5moHLcHglWmy2bU/rXJnVSyCWk7oDFP1g14Wc6fbhaI8ck/r4/F14kbTtmt5pPnDh5XOMqgoF+4yorTX7EkD5UiycPkfOl7VPnEXjT4vdQ0yuu0wSKh7vPJPeGv9dJkotMc2+E2USf7HLKmexq+l6G0ihw+3Y1orXcATkmmIuAcYKlS6kat9ZPRHCNi3JrW+g3gDOBC4F/AgVrrt6M4tlOP5WTgEa31f4GUaBrVCVr7VfZw6mutZ2utD9RaH9ivX784NcVisSQb1nZYLJbOYu2HxWJJSnQUf92MUmp/4GfAD4C5iC5WVESjPv2m1noq8Gor69pjk1Lqz8C3gHuVUqlEMQjvJKW0VH4ajMSTW2JAsGwMAK6Bq9rdzgmbA3j7+AciHvfoN39Ovc9LUzCc97FXqPVZOPJ/4WiJD751XwJb0vOYeOND5EberNfg2A84ut3tOhIave+rv8Zncqz9zTQNukMp2JJYRvz+AQaMC6sO23Dq5CXavsf4F8Kis9FEnUx+6VaU0jT5w7bDRqvsHcxZdVTo9SVj3k9gS5KAGA16lVKPA6cA27TWe0j8Gh2rh4GTgDrgQicVd7ftbjfHWQ48DfxSa+3vSFvaHBQrpdKQgOC+Sql8wt7YHKKT/zsbmA7M0lpXKKUGAT+PsE9n+RwYrZQaDmwCvg+c25kDrb9YOuvFj5h813T52lU7JKnfvd0LWSZkdJdJmnJEQ4ZIKHHG0jR2jZeV+Svkiqnv5+HTv+9RV7pHMyiriudGzm+xbtaUZ4DmHV2H6MKnB2RIyMuWui6XE7PEiRVrzO1twmJ2F1LTfg++JjEd6WmmtIrZ9s3j/wjAce/+FN3YUkBn5XqjOlzrYfDobfH7Agmk5AoJ+xtz10OAhMv46iScMWWjCRnNFvuhd6aE0jR8Q+U8Zi6VYJqqYXLuMrdoqoan8+mTvct2DMypAmDeuNBcKk8eMgdozXYARNchLcioY2uNtR09mXVrzH0eJDTo0LplMFfATGh40/z4gnKtvzpddAZmzL8GAGVEcgIZQTZv6AMQFtJJQtaeK5NCo+4V2xE0IdGOjdDLs1HGlurtYktcPnmz1pRyS92h2Dlezlv+SidYDz78z57hyD2Z7JRG/jt6Xot1D+37NNCa/YgufHq4CcVdu7NPl9tniQ9fbRRlNZ0q1/OOBslJbGrWB3FsSlaapBBUGduy8qS/MvZdyewMOCK4So7zdan0afw1Xk7u93Vcv8NehQ6nbnSRvwF/BP7exvszkETz0UhqbFupuL8G1gJTzN9dRhdaAVprvU+khrTnKb4ccT8XIq5n56lWhSg9t4vWuk4ptQ04EliNJD2vjrRfZ9Ba+5VSPwHmISWZHtdaL43HZ1niy/6v/YqMFF9o2XoRk59g2RhGvHhZaNkZWFosHcWpEw3dU5/akniCZWPY7+4rAVj0cM+tvWvp2Yx9/g6y0sMasl/MuDOBrbF0B8GyMUz6w5Wh5WV3WvvRYWLgKdZav6eUKm5nk+8Af9daa+ATpVSeUmqQ1nrLbtsN72pb2hwUa60fBh5WSl2ttf5DRw+slLoVOBAYi9Q69gL/QIS6Yo7W+jXgtVgdb9BIKRb+yqR/AJDvCqtojXnvAiA8260rxRM0+i8iHLPqYg8Z640nrbxDnvsexQtH/KkNr07r4UzRhEw/c9ijLZaPffMGdtVLeSdHhMWSWPIWyfVcOcGUvWiUZa8pp6K1CtnBmmoRlgqamdljX5UQele9C51qBHP8Mp/204PeAuCVskms29IXgG+O/1scv0nimHjMNwBcVzSPySnS0aoIii049iWTZpARAOMNG/sHiTJZfa6c6+z1cs4ytrYsz9JbmH+s8XaVvbrHe22FQkYTNt1ctXzfV2UA7DeeA2XtR48g/0uxBRXjgzQa2+HxGtthIkq08S74qlND4nynvCDREN76lt5gVxNc8a3/AfDfTTLRv6lUvH1rZ8yJ19dIGMdOXQTAjQPfAGCkJwuA4CFBRv33CgDS+tUBUF8h9nf038ROfHN+CtnLjRBofWxcOIng5aP+0KG+RzShz/898o8tlo+YfyObNhcAkJodsaCKpRvIfUv62ZVjxJZXNcj1nZPWEFp2Ge9vRY3xIjfI9T7ytctCInWOB8+JpHj0BOnHz6vah2e3HADA3LExGy7stSgtfxG3aSY0aJittZ7dgY9qTUy5CGgxKNZar+/AMVslYk6x1voPSqlJwAQwBcJkfVtubofTgf0ApwTTZqWUjXvrxVRtFtXMnMLeqyJs6fmMnPUgAGtu6F0hw5b22bypkMIiK/VgiR/7XCeTMV8/aD0+yUS0ucUWS1eY8jOxH4t+Z+1HVGhCaXbtbiYD4I4MgncnKjFlpVR1s/Wq2XZO+HROpA+KRmjrVuBYZFD8GhLb/QFtx347+LTWWinl1DfOjLB9j8IR79j3JwMAuOVa+br7ppbhb2i9gOv2fWXM76rTuIyDJ3vmxla37S04DyFnQBxr3pk6i0sWXAjAhxsl8iGoI99klvjx5S8fAWD8YxJW5MsXM+HktjU2egiaEmXeNPF+NpgyZSpNPELBdD+eMsl7C2SIx+KdHdKxmT/+FUas/5Fsh/FmGC+fu6pl/nJvxamFuO/VD3HuleLxmZRubIHXlI3wBNEu+b7l+4utdhuHhTLpgLXXtSxp09tw7MfmTdHIUHQMR5Tv1PevBmDZ5oHUW9uRcL64RezHpD9eSV2eKS9k7m9/o4muMvbDleonWCd2ImjyCIPpYlNSy8SmNGVr3t4utuP9yS8AMHLl5QCU+KU0jwpAMF61LbqZOQf+DRDbAfCDq14H4PjM5WDOTU6GeM5STHmz8v3zAXDVaoJG6iTl57tHFvYuHNvRlse4q3x4wr2c/+klAHy6cRgAO8qt3yaRLLhdbMdBt0jfo26E2ACfx+QIB1yhnGKvU9qv1pQl8wbRudKfCPU90mX5qe2HAvCXIR8yo2JQyw81QyhvXcy/zl5BJE9xjIhKTFlr3eUbOBrViu8CU4EyrfVFSPJyahT7/duoT+cppS4F/gc81umWWvZKDpo7M6RKa7FYLNEy/oXbW6jSWiwWS7QU//1eiv9+b6KbYbH0XLqvHNNLwAVKOBSobCWfuAVKqSOVUheZ132NEHNEInqKgXqtdVAp5VdK5QDbgBGRdtJaz1JKnYAIc40FbtFaz4+wW48jpVp+1ZFeyTEu8eegTY6kMrlQ7gIRhtq5n5mqTg8w9ZivAKhoyiAZiGfItDMzfmRFyzI9djCcGJwZ+vwVkiO+a6LMttZWmewJDS6vrGusaemeSckyatQBRVMfM+dmvHfXDX4jtN3a6X8BYPQ/rwIga6ts4+9V8SSR8dZqxqdtAmCjz6ieOvZjeyo6V2a7d06Rt3SanNeDjxNNwp2NyWE/4hk2/fJRInnh5Bh/dfJv7GA4gTj2o+/X97NxvDw/fdXGTphOkvLIi0CdN5QLrjIlvMpRqm7sE/b6Xz3kzRafsea7fwZg3Bx5ZhRUaDI3J1deaGqlnJdjMlcC8Hn9cLRfbOq2tZILS4YJKdlX7K4OKPIm7gCgb1ptN7Y2fsQzZNpRxJ/ReE1o3dyjH7aD4QTh/NZ5q+8GYNdx4gUuN9oEwYDCkyLXvM/omCiPPDPdKYFQNJs/Q7bXbrmHZhU5Q4+MUC7xqLcuBCBHgk3IXdM79TsSiYpGfTqKgbFS6l9IRHJfpVQpUo7CC6C1fhSJUj4J+AYpyXRRhOPtrmmVQpSaVtEMihcopfIQL+8XQA3wWRT7AaxC4rj/p5TKUEpla62ro9zXYrFYLBaLxWKxWCw9jdioT58T4X0N/LgDh+y0plU0QltXmZePKqVeB3K01hELfZmQ6cuAAmAkohT2KBKK3Wtw++QXP/tvIvoz6wd/xV1j8qQajcenStSTnVzB9DVuXt5xkGxT1CxR4eDuaHHvZffyS9Go0VriR/UQ8Uo0lhlvpUn3ddW70P2MV8bkCDoK0/4N4uq9evrrPLr8SAACxrvxzE65AS56b3+yRlYAkFkq+zX0k8Oddcr7zVrQ+8UuvLWaG/8ik5qXny9KzJ4ak0/pU6gqMwNuZArSV8v5/LR8gqwfWt+dze3VODnGEJ0arSW+7BrlQW0zz0rjGXY3GDvRVyIkXPUulBFqcZdKJMrF3xavzmNfif0I+l28uEMUY3/61r4A6GHyXM0uk8/aOV6x7aTkUh/31ooL5uLfixfz+xe9ibvSKEvXyjlzlZscbROUk7oTtm6XOtE7RidZ2E0cmXv0wy2WSy64MUEtsQCUHie2wCtFHGgyucLuBhf+Ismn17Vm+GIiS/TWVG46VTQH7l9yAhDue1QHxbt86IcXcOjQEgBcm+QzKkyVjZzTyuP1dZKXKNSnE0SnNa2i8RSjlCoChjnbK6WO1lq/F2G3HyPDwE8BtNarlVL9o21YMnLQxaKq+/nje6+q7v+tPA6A6ZkrQutGDJbUgJFPhwfBa75vQ6ctFocDfyS2Y8Ff9l7bAXD1wvM4OHtNaPn80Z+EXg/7i0yqrf/RL/bYz2LZmxl/i4h2Lb+j9080dpaX10o5r8kp4cFPsel7jH3+jtC6lWfc0r0Ns1h6Mz1sUKyUUsAru2laXUyUmlbRqE/fC3wPWAaYBBY0EGlQ3Ki19ikT5K+U8tDjTl9kGnOMt2yQzGyfnNHANcZLFiyTmaYsk+7dYHKgakb5KX5Bvmp9X/GyBVsXrLZYeixL75EO1AGXSodqx+GScxPwBvGYPJ5ghtwXTp7PwUOlTNzvvzgOT6qsc5Rn3eb2zxuzkwX7/xuAiZ+LyqSj1v7cC0ex4tbk6bg1ZSoa+sv3Pit7GQAP9ZdZbE9ZCtkm1bbeTBfWFMu2xa9IjmB931SaMqyisqX3sfjBaznkApnM2XqYUZ/ONF0At9gPnQXa2JLhg7cB8OjHxwKiJuvgMolr6eMkwmTRwf8CYPKXYj+81eD9Oj1ks5KBoFvu+9rBcs7Oy/2C2TlHA5BSKR2KzN3sR/WIIENfF7tbWSrRgo353dViiyU2rLxF7uOjv30/ADsmylCloY/GZexFiqnV3dQk0RIjx23n7i+nA+E+R0qK9E/6uUXT4MyxX3FXfwl0HYNEY3krZf8tnxey+qbksR/dQTR1irt71Gc8xKcBN9IJTatoPMWnAWO11h1VsXhXKTUTSDeCW1cBL3fwGBaLxWKxWCwWi8Vi6SloIJLQVmL4GKjQWv+8oztGMyhei6iAdXRQfCNwCbAYuBxRD5vTwWNYkoSrF54HwHib5mSxWDrIjPckr3JUVoIbYrFYehW/Xnw6AAfbvofFEnMieYoTFOd2HHC5Umo9EJLh11rvE2nHaAbFdcBXSqk3aTYw1lr/tK0dlFIu4Gut9SR6eW3igNHQSslvCK3Lzhbxm6EmH6Vkk1Soytoo7zfUedgsGiF4q8z+NfFva2/AySW+Zt13Q+teHiz/9bZoyl9buhsn/G7MI3IPbDoum8Ah8npg310AbNgqJULGZm4FYMSU7ZTUSQmiPK/cLyuqJMZv185w7yRgfnJ/Vq/LrIgKf5oimCuh0E5ReE+6xIoPP6SMbZuHApBZat6rkUfI5iPkxKRUQmpFcp6bznDzgLe5ev13Qsvnjw6/l1Juc1R6GjWD5Hoe+7j0SzYdmwNA/QFyT+TlVrOjLBeAw/uuA+CgPlL+b11tXwByvfWsrBTbUV2R3uL4fkcDMLmqMQHQmCsWI5gr9qLA5SWjQGzpiNFiMEqfk9KbqWKGUX4XW44wQn5JeE66wskZ8sy624i2Adxs+h6NlWmJaJIlAlsOlyHKqIdFcUsX5LH6Frnp9x0kpQ4/Xi3975MGLKGgsGVH221GbH/aJaHSz63cNxQ+HUyV97wVNj2p08S2FnEsmdHZHaMZFL9k/qLG1DVepJQaqrWOX4HbODLxJsmjjEqJrJPs9+OHQq+//FPy5TJMe/dnbP7vMACO/UHH9v3ForMAuG/Ks7FulsUSd6b8TO5tV4TtusL+l4ftx8I/J5f9cGoO6/ky2VJ4RvT7XrbghwDMPvCJmLfLYok3426T+zqejs1xt4Ztx4rbk8t2AJz10ZUsf3EMAKef37F9b1j0PQBmTXkm1s2yWJKKWNUpjjVa6/Wd3Teakkyd7VkMApYqpT6jpfv62508XkK44cdiGEubpHM2/qMf4DKzT/8dPQ+AUUVXABDMk6T+/u968NTJNrUDzWyvGxb9PvkePtGyaFchAEvzpPbO6vJ+e2wTzJHzd/Z+C7qvYZaILLlPrtsTDxaFzsL7P2L1Hw8BoClbbu1U4/385/OiLn7OGe+Q6RFXxbX93wLgjC2XADBp2Gam3CcCOcFBcp9klSTnbO05P3mDb+rEy3XoWxJco4wIyBOjn+GYgZLy4s+SJ8uAT+U8eOpkuXqIG1+OYtHDe6/tANiwS8IV5tUVs6x8QKvb+Pr6mbbvku5sliUCS++V63b65JsBGPTARwCsnXUYAE2ZDbhSxe4//08RkTrtXCnLlu0Vz96P+7/FuZt+BMDYYVKDab97xH4gwSikbY/nt0gM19/4NABf1Uo0yb7vXIE3zZyr0a8AMGHITwAI9BP7m704hdxvxL7UFIVt6vLf7L32491towBYk/8pAO+Uh8NLbjb/8/pXA/Ctwau6tW2W9nGEr459514AUt78ktSvpe+xwCX3hdsI8v3puZNZfPEfAHinQTz/R6ZJ/2TqmuMByMuqY/xsI+6ZLvdJMtqObqVneoo7TZuDYqXUv7XWZyulFtPK144iNvv2rjYuWdn/CjNL605sO+LFqe9fbV5F9wWn/NScj/3j0x6LJZk48BJR9MWdfBMJp3/4Y/OqIKrtRzz8ILmrzHnYLz5tsliShQk3m2dtPEPgEogTJQIZUW0/9g45H+kHRNjQYrHsSc+tU9xp2jON15j/p3TmwFrrdzuzX0+hYIXMyP7+7rMB+PSuRwG48fBv9tj2m3PkvVFPi8c4vdxPQ4Gc2rRdmk+fbL22aLKXSmiYVUTTgfJ68w7JG+szSnI+MuZJuYhdk4I4mcTZBSKxP/fvh4eOcd8D3dNWS2Te+EzqN84YexNjr18EwOq7ZSQSzJQyIOly2/Dvb/Zj6tDVAFxbciYAA7JkNj7FHaB6vNmwSQY0TVnJNUPUZ6l4yZ+ddULIdjD4YwBWN8k9kOvysvKiRwAY97jMXqftEI9PY76cj4zyIB8/dX2rn9GYF5+29wSy54i92GYGuk21KaH3cp4W27H10JaTApl9a/nsiX3DKw6Mbxst0fP64jsBmDFKIiNG3fwlAGvu2A+1W47B08tlhDJ1pHjtbio5g/7ZYjvS3GI3Ksebcm91snNDv+SZIMpfJZ6v+373fQAW/kpsxD0DFjXbSvoXq38gtmXsX8V+DPisju1TZECYWgFf/aF1D3FqRcyb3aMomTOaRuMQLquQPPYVPslRL/+PeBgr9vGH+h5DcuSEzP/roeGD/K5bmmqJgndevxGAbx1zF0N+J7Zj8xXycKgZLveLJwgXlJwIwK2DpdDNGaskDa8ouxKA8vpMygeKDfHukHvIKWdm6QTRqE/3skFzm4NirfUW879TsdlKqWr2PB2VwALgeq312s4c12KxWCwWi8VisVgsiUGxF3mK2xjUhtBa50Q49oPAZuAp5Nx9HxgIrAQeB47tYFu7lfdflBltJ1Rx+CuXAnDsPitId4ty5m0D3wSgv1vqhAx5U2avt08WFdSl97Q+S5u2S6ZWaoviKcOTOJaWDpIXJ7hwm2xyXSqz1xdwMQCByXIOhr/QRGO+XIZHDFsGwLvlh3Vjay0dZe7Ke5ieL/nBQ+fJrGv5FKP8e5jMyB4z5Bu2NYpHb1LOZgAWVgwBwB90MXh4OQClayW3vH6In5LLOlxSrsfy1vybADjoogcZ8dzlABxzkFzfVU2S73Rp4btMTxdbMugD8RBvOyCsoLzst214eSqNXkFh8njHHL4uFe0BfYxR0JXTg94hPp3bF5yCa195b+QzYlzqCuV87lO4kZK10YVNWhLD3G/uBwjZj8FvNrFzgkQBuKbuBOCwAVLGobxRnqvjcraypEKeKb6gRFAMLN4BQNkaSSquK4SSq27ojq8Qd5zIECetaMTrkk/9/f0/pzEoz8qr+0ogXrFHbOyQtyQypewQuf6X3N+67fCKw52U6iTryRo+KBU17roDNC4xqQS3i2L5jV+LWl/DaPnuxc8HqSmS14f3WQPAztJh3dlcSwf537szmTFGvMb530jfw58p98TAY0u5pvANAB4pPxYQ2wFQ1iCRR2UVOahM2U9tN8MfF6yauffm3HeJnqs+3Wna8xRnAyil7gDKgCeRwe15BMCyVgAAIABJREFUQHYUx56utT6k2fJspdQnWus7lFIzu9DmXkOwTNQPXQOTV7zhoIsexJcjnXPnIcRRsTv+oT+QSYlP/tF6CLrFkqwku/049DzJjXBKz7gbNZwYu+Mfc6oMwN59OXkmWyyWaEh223HApTJh0GR6op4688b02H3GEd+dBcCH/0mOyRaLJeZEoz7dy4hGbmHaboPbR5RSnwL3RdgvqJQ6G/iPWf5us/d6zdxC3iqpCxh0ywzsr6bPZaQny7wr/0e/cyEA3otk22WH/6PdY95495MA/OKrDtQZ6UWoTeK5SduhQnVotREF8jcYT5hRmvZU+3A3iof9o9vlMktrkPcaC5JUDSQZUC1zgbM2yy196NCVAPz3swP45bGS15PtFhXZD2+UfK01lzQSDMj+RcOTW/qxYEk1gRQJqrnm1PkA9HPL7FGRO5sRc8Vj5r1IXKIrj5oT8Zin32Fmw78+OubtTTSudWJnHUVQXygeSQbO/hovwWyxF+46OWfZ38j/Db8aQ0qdnFtffjgH2dIDCZic4IAme6P0qsYbD/GbH08G4GcnzAUg09XIlzdJ/uDai4wWgRb7MXDkjm5rcnfTZ7l4f7VHHqJ3Tf+62bsyGhz19oUA5F8nLuCv93u83WPO/OlTANz41tkxbGnPoWGdGIyMHQqfGTA7fY+GOrEJwYL/b+/O4+Sq6vz/v97dnX0lC4FsJIREQIYBZBEVhi87/MZB54sKLojOdxgcHZevOOroKOA4ooJ8x59+caKDuIwbICM/RnZZFAgQICwBAgkJEBJIQhbI2unuz++Pc7pTabq7qteq6no/H4/76Fu3bt37qVvVn7rnnnPPSfliyOtN7PF0yhc3fT6NmjC0MX0vG8cMrj4uBpMYns4h6xrTOceY59Pf90x7mPffkVplnXXYgwCMy1dLHrkw9eLadFw9w9fn78Obtg9c0INZsdJc1ZT2klLa7zZL+oCkekl1kj4ANJfwug8AHwLWAK/k+Q9KGgF8oruBSvq2pKclPSbpOknj8/JZkrZJWpSnH3R321b53vHXl5Y7BDOrQse8+1KOebfzh5l1n889zDqmEqdqUkpV3PuBf8tTAPfkZV3KHWm9s5On/1RqgAVuBb4YEU2Svgl8Efh8fm5ZRBzS+Ut77ra700h2bzkvNdc55eoL+MY7fwnA5ctOBOCzh6YaoEtv6uzt7u7iS9KwAaOBh+ZX970Mwza1MDTfp7TxQ6lX3eZXRgGwI+ppmZauxunlVHs87qF0tbYhVaqz5Lw6Drws3Us2aku6ghtD0lXaxvFpO/Xbq+xSUw1Qff6MPppqapojXV/73YLUc+yoqZsZWZdqOtY3pc9x7fnpqu2cPTYAcOOx/zZwAZfJzQ9+te0WgLN/kv7XL/3AjwH46AsncPQBqTf7+xfsv9vrdsTOtvkR7bb5m0tOAdIQrQ/8pHpvKxj5cnqPI9amn83lZ4uGtakWYGf6yrBjRlpnyCtp+YSHG1Iza+DZD6but+d99wUAhrGrVqh5SqpdG2xNuwaNoenzXPfJrTS3pNzRWkM8dFq6V3xMXfrtWN88ipfPS7lk3wkb2jZx63GXD1i45dDaL8GhH0/vc841f8fd+eLOp59/NwDv3P9xAG688cj0oiLDkn37krMBmAQs/FH15o5Rr+QWA+mWUVZ/KH0/WtakbLlzlGB2+h7F2rRs1CPpb0OuIHz2w/UccFluadB6ilGXaxEnplNjn3tUHu1In/0LJ6fPaPrBqwH41t2nM2rP9Jkv3pT6IFiyJnUt3fK2tO6QzdAyFJb8c3Wfd1eMQdh8usuaYkn1wMcj4oyImBQRkyPiXRGxotiGJc2TdLukJ/LjgyV9uaeBRsQtEZEzIQuA6T3dlpmZmZmZmfVAlDBVmS4LxRHRDPR0WPMfkmpzd+ZtPUbqgbovfBS4seDxbEmPSLpLUh9282SVZO43LmfuNwZ37YCZ9Y95X7+ceV93/jCz7tn/wsvZ/0LnDrM36INCsaRTJS2RtFTSFzp4fqakO3I57zFJp/dZ/O2U0nz6EUnXA1cDW1oXRsRvi7xuZEQ8IO3Woryps5UBJN1GGrapvS9FxO/yOl/K2/nP/NxqYGZEvCrpLcB/SXpzRLzWwfbPA84DmDlzZpHwdzdsY2oj0DIy+Nr81Hp8257pE/8/D/4VACNS62H2v+dDADzzP/+5w21Ve5PpQq/tU8+wjek41P0xdXs/Nt9x/vqcFsbdl5osbc2f6pZp6e/Yg3KzpdVjYXtq+lSXvyvbpqTOdjbNStds9rluDUvP8QjrlSQaU1P3rXelIZWUP/PP/M1/A3Dnq2/inxe8Ky074jYA3jn7ibbXX3LwNVST3uSOoa+lg7NzbGpy/uXvfgRI/xMvpq8+I3NmnXvXh9tet+x9X+pwe9XcZLrQxrmpifOwTSm3TlhQ13aZ9rVZ6e8eD6Zmtm35Yyo0zk4HrX517sVvW75FY8tQds7YA4BNs9Oxnn5t6rxp2f+a0W/vw7ovcs7njj1oyGcF552fbkO6c23qOfmiu88A4B/efht/OWdx22sv/fNfD1ygfaR3+SOfWY5v5KQf/iMAjePSsiWr0m/muFfT43l3nwPA0vd23CivmptMF3r1gHTqOjy3ph++ID/Op5uv79fMqIfSPRgtU/MQdvukPDN5v3TuES+Nh63pPq76Eem2rq37pN65Ns5JiWjWf77E8nOm9edbse7akXLH2GXpw97wUhrG753vX8jDr6YGpE/duy8ATblTxmGNu17uptN9R6U0ny5SMM4tkr8PnASsBB6UdH1EPFmw2peB30TEFZIOBH4PzOpp3F0ppVA8AXgVOL5gWQDFCsXrJM3J6yLpTFIBtlMRcWJXz0v6MPCXwAkREfk1O4Adef4hScuAecDCDrY/H5gPcPjhh1dhxb5Z+Z1U9x7qx5QyKtvg4dxh1nsn1b0HgLqRtTWetPOHWe+dVPceGmb6zsmKEalg3EtHAktzP1RI+hVwBlBYKA6gdSyKccCqXu+1E0ULxRHxkR5u++OkH4H9Jb0ELAc+2MNtIelUUsdafxERWwuWTwbWR0SzpH2BucBzPd1PZ0asTZeaZtw0hNVvS9+CpvHpKtS+V6XnVh+dfugPmPJKX+++Yk1c3MjWvVq7yE/LtqfKQ4ZsrKPxhE1pvV+nQlTrmKSTL0qd42z5wqE8e36qxZn7gxfzVlON8973pqu4jVPGMOT1fn0b1k3b3pE6hhpyTOokbeOK1OnR6sb0d+mrkxg6MnWS9NSW1OnFxCFb2m+mJgxfm2oyZ1+Xai+fPy21nmga08ysn6fn1hyZajUOnt5vub7ijFueEkZrpzZ1zcHWSenq/7BcA/T6cek7M/m/8jEbJsZ/9WEAVn3ubQC8+JE3ATDjJ88QmgDAlAfST0TTtIkAjFjTr2/Fumn7sW8GoPkvNrHjmXSu8/KOlPeffzV9hhqWfl8Xb57KxKFbO9hKbRi5JuXR6dc08MJfpmp1DU3VMzOuSPl37TFTAJg8fnMZIhx4459L73/r5Ny0JNcQb5mWzs3qN9cx/fTnAVj7y30AaBqZVtrj8ysBWP/VySz9+CwA9vv3dO7RUp++i1MeTLlp54wJjHqpH9+Iddu6/5HOFzcekT6j+nXp/POZ1yezem3KIQzPJbX8vVCXbVStV0ooFBe2lMnm5wuFANOAFwueWwkUDgMMcCFwi6R/AEYBXVag9kbRQrGk6cD/C7yd9Pb/BHwqIlZ29bpc6j9R0iigLiJ6W6z5HqmD0Vtzk+wFEXE+cCxwsaQm0lBR50fE+l7uy8zMzMzMzNoptfl0YUuZjjbT8at2czZwVURcJulo4GeSDoqIPu/7upTm0z8GfgG8Jz/+YF52UkcrS+rwppXWe4sj4jvdjjK9br9Oll8LXNuTbXZH3Y501Xrkiu3M/cxGAFZdOys9tyVdnW0cl2qKn7pzDs98uTbuW2gaVd92z2Tj6PR1Gp2v+WyeAdteTDXEW49J3/Hpt+f7K996IACz/vVhnr0kjSOx/h2pWUzDtvQ9H/FCqmXeOWlUaSNq24CoGzGCtYemq7NNi1KtTt3o9Pn+5onDAGjZWc8Rc1cAsOz1Sekvkwb9MCodqduWanrqN6WWD5MOSdcHt924J/Wv59YQY1NN8dM378dTF9dG7mgelv6pG7al707j6DpGrE3PvZ4qd4gXUk595a0F+ePoPwdg6rfvBeD5r6Ua49eOmdO27TFPpWPcMjYNBdd2X6aVVd2IVOP/6ptT/mheNI661ICC3z2eR1Xckb4Xf35Aqulb/tpEljORO0+o0fFi81d3+NodfPDI1Eri2mtzf6L16Vi1DkXWeM2UQdVnSaci1wjn4dkax6X3PzLfY715TjNLnk8dEQw5IbU22eO/Uy7ZftxBAMy56BGe/m6aX3NSqn2s25m2N2p5zh8jhuwa/snKrmGfGWw4IH3GQ1al+8Dr8uiFS56cTv2W9P/Q2opz2Jp0TtoyDJ75pxr4vxhofdPD9EqgsNOP6byxefTfAKcCRMR9koaTRpbr8zZgpRQ1JkfEjyOiKU9XAZO7WH9Mng4HPkaqGp8GnA8c2Mt4zczMzMzMrFxyTXGXU/GtPAjMlTRb0lDSKEXXt1vnBeAEAEkHAMOBtX36XrJSaorXSfog8Mv8+GxSx1sdioiLACTdAhzW2mxa0oWkHqyr0q33pt4cTz76a7R8Jt03OWFSuqdhx16plmfqPTu588Z/LE+AZfLH6y7g1D9LveQ2jUy1hi0N+d6dp4NhG9IVO7Wky0nDV6UrsI1TRqfXHHUAc65OtWUNK9K92NsPTL09RkO6ZtM8oqGtd2OrAM3NbJmVrp4PezmlkKhLn+/kCanVxLqnJ7HopfQ5njrnqTIEWTluWnQxAKcc+lUAxn8utzqZsoPGvVJLir3v28Efbn3DSASD2t3Xfw6gLX80D51A5FrDKQvT96lha/7Hz1ejh72ymZ0TU42P3pFqFmf9LuWU+udXs+PgfXbbR/OI9P3cNrmEn2brf/l3YPOs1Bpo+Lo6msakZRMnpwEjXns0tSx5/MXUq+zxc58Z6Cgryh23fB6A/3HKN1nw6SMAmDApHb/m8el/YeLjm7nlvo5HuxiM7rnmAgBOeUvKqWuPTOdkLfmMdtLCOoZsHZLXTn9HvZT6b9g+KdUwbjvxz5h9dW6VtjRVTG3+s3RvtprS71vL8OGEW6lVjJY164h9Uj8RIxek7/7OdCqJmsXolSnPN61LX4TN83YOfJA1RICid1XFEdEk6RPAzUA9cGVELJZ0MbAwIq4HPgv8UNJnSGcD57Z2ttzXSikUf5R0P29ru8d78rJiZgIFHaHTSD91oW1mZmZmZmYDoJTm0yUUXSPi96RhlgqXfaVg/klSv1b9rpTep18A/qoH2/4Z8ICk60iH5d3AT3qwnYrSMqSOGJ7uU9s6ZUjb8vt/OjjG/+uJHVNTj43j7073gDF0aNtzNz7X8X1gJ739X4B8L1SuPWiekVrlD38qXbXd9LY0nmPTcDFqVQya8VmrnUaPYuxTKXVsmZnvwXoxXU7fsFceaiVg7wnpnvBHN0zl7hO+PfCBVpjmMUN3e7xtcsof9/3is+UIp2I07plqy8fd+8Juy2988d86XP/kt6aa92ioz3/Td69l5l4My7njtbem3NEyNNUcjFnZUvPHuRJoVLqneMyy9JltnRaMfTZ9RhunpBZXyjVzUyammuPF6/fivpMvGeBIK0/zsDp2jkrf+e0T6vLf0Tz8g9q9V7J5VMqpU27KHZloV7VuZ+ceJ/7Fv6bXDqunZUj67m3fN7VOGP1I6mr6tSNS/ybD1zUydFMTt9/xxb4P3rpNI4bTsCSdYzTlU40xL6RzkJahddTn4c+bUpph9LNDWPyN2v3/6HeldLRVZYo2DJE0XdJ1ktZIekXStblH6i5FxNdJNcobgI3ARyLiG70P2czMzMzMzMohNZ/ueqo2/dH79MMRcRhARDwEPNTVOmZmZmZmZlYl+qb36YpSSqF4ckT8uODxVZI+3cX6B0h6rIvnBYwrKboKdNvdXyp3CBXnjps/3+3X3HrPl9vmTzg+NyDI/1xN8/YGYMuU1iFbehef9a3m9RvYmVrMs/eBqXO0l8amzi/Ylm8pGNXMC8v2ZMV5nytDhJXJuaNjf7i9ex2M3bLgK7s9PuG41BwyGkTT3JQ7tk5JzUwbtg6yX+wq17x+A0Bb/hh3wHrWj02nA7E1nY5obOpcbfVzk1hx/gUDH2SFau2YznbpSU697a5/aps//oTULL9tSKt99wSgOd/p0jS6lFNkGyjN6zewY0rKD+Onp9uzXr8/dfBavwPqGlO+H7EGFv6Hb7frdyWOU1xN+rz3aWD/ErbpvoTNqsys/5vu0Zpb5jjMrLrM/t5lAOxX5jjMrPq0Vpy4I/DK0tp8utg61aS7vU8HcC9d9D4dEc/3TWhWK14+KnVcNm5ZuuT0+vSU+oa9tuu/beGPfNWvUjRMnsTsn68GYMMzaQiLMXvlzo5yRtkxqcouD1rVevmo1KvK+GXNvD4j1RAPX7/r++cO+ipHw56pM8XZv3gZgE1P7sm4qbvnju2TyhKa1aCdY9OXbtRzqdZxx15pfJ897n+5bZ0bl7qTyEpRf8A85v3HVgBen5OG4WoYlYfv2xY0Da+2IliVi0jTINKfvU+bVYwjb9rVZOqBU/+1jJGYWbWZd83X2uafObN2xoM1s945+v2Xtc27B3wbVGqx+bSknwCfioiN+fEewGURUcpYxWZFucv86jB8TaqFo66OnXun+wDHLtsCwPjHdw1JftNj/zLgsVntWvxN549KN2xtbvioVJOzc690U/HoFVsY+9SOtvVuevzrAx6b1a4/Xud71qvBkEXPpZlpe7JlZhqLaeTL6Zyj4bXtbevd/NBFAx5bLdMgHJKplObTB7cWiAEiYoOkQ/sxJjMzMzMzM6tUVVYTXEwpheI6SXtExAYASRNKfJ1ZxXCT6d7bPrUJgJYNGxnycrr3qmVMuh88htT7Kq0NWm4y3Tvb9059a7ZsSNfXh7wyJj0ePYwY2uDcYYOWm0z3gRl7AaBVaxkxYRQALUNT65OdE0bwh1u7N4KB9ZEAtRQpFVdZobmUwu1lwL2SriG9vfcCbuNk/e7YM3Z1cHH373o+HMX+F10OwNNfdTNLs1rwF6d/q23+rt//Y4+38+YvXN42v/gS5w+zWnDquF13B9606coeb+e0N6XC2o1LLul1TGaVRlG89+lqU0pHWz+VtBA4ntS79l9HxJP9HpmZVZQ3XbEZgGgJ2PRaWphris3MOnPApWk887bbz1rzx+jJZYnHzKpH8+NPA9AwcSIN61I/Jo1Tx5QzJGtVa4VigFwIdkHYqsoRH/1OmtnH3fSbWemOOifnjqnOHWbWPafNzsPADR1a3kDM+lNE0ebTqrIhm3xvsFWs3jSZLjTm+eDBKz1WaW9p2QsARLQQO9P9xVq+ipvW/7CcYZm9QW+aTBcavSq4/6fOHb3V9NwKANQwBIBoyvnj+dXctG5+ucIy61BvmkzvprGRG5d/p2+2ZURzM8rnHsOe38CNz3yzzBHVtppsPm1mZmZmZmbWxoViM6slpxyReoZ1Q1Iz647T9uub1j5mVntOHnJWuUOwrrSAmmuv92mzquQm031s1jQA9OzzkJs/mg1GbjLdtxr2TkOqtKxPQzKx0/nDBi83me4fGjYUGhvLHYYVqrJCbzF15Q6gVJIulPSSpEV5Or3guS9KWippiaRTyhmnmZmZmZnZYKXc0VZXU7WptpriyyPi0sIFkg4EzgLeDEwFbpM0LyKayxGg2WCjJSvyTG5AHS2Er9aaWREtL72cZup2v/kiduwoQzRmVk2iud1pfIRbmVSSPupoS9KpwL8B9cCPIuINA3tLei9wYdorj0bE+3u/5zeqtkJxR84AfhURO4DlkpYCRwL3lTcsMzMzMzOzQahYobjI85Lqge8DJwErgQclXZ+HAm5dZy7wReDtEbFB0p69irkL1VYo/oSkc4CFwGcjYgMwDVhQsM7KvOwNJJ0HnAcwc+bMfg7VbJAYmodR2bIt/c1NYm5p/EXZQhpozh1m3deyYzsAdcOGA7vX/Dh/mFkp2vJH405gp4eBrBAqoaOtEjpoPRJYGhHPAUj6Famy88mCdf4W+H4u8xERa3oWcXEVdU+xpNskPdHBdAZwBTAHOARYDVzW+rIONtXhpxQR8yPi8Ig4fPLkyf3yHsxs8HHuMLOecv4ws8En0n3FXUyQLgpKWlgwnVewkWnAiwWPO6rYnAfMk3SPpAW5uXW/qKia4og4sZT1JP0QuCE/XAnMKHh6OrCqj0Mzq1k3rZsPwHGnfQuAEU+8VM5wzKxK3NpyNQDHn5BuERu2xD/NZlaa1vxxyqhzAGjeuLGc4Vh7QUnNpyNiPjC/kzVKqdhsAOYCx5HKeH+UdFBE9PkXoqJqirsiae+Ch+8Gnsjz1wNnSRomaTbpwD0w0PGZ1ZrDPnY5h33s8nKHYWZV6KgPfYejPuSha8yse0478J847cB/KncYNU9BCb1PF+2Jq5SKzZXA7yJiZ0QsB5aQynp9rqJqiov4lqRDSEd4BfB3ABGxWNJvSO3Pm4CPu+dps7434uHlAOzcfwbrDxxR5mjMrFrU3/EQAM1HHQzApv1GlTMcM6siLdtSfyZqGEL9frPKG4wViNQjeO88CMzNlZovkUYTat+z9H8BZwNXSZpEak79XG933JGqKRRHxIe6eO7rwNcHMBwzMzMzM7PaE6mzrWLrdPl0RJOkTwA3k4ZkujJXdl4MLIyI6/NzJ0t6EmgGPhcRr/Y6/g5UTaHYzMrrxleuKHcIZlaFWu8NNDPrLuePChVAS+8HKo6I3wO/b7fsKwXzAfzvPPUrF4rNzMzMzMysJIU9TA8WLhSbmZmZmZlZ6VwoNjMzMzMzs5rUEqi560JxtdUku1BsZmZmZmZmpauyQm8xLhSbmZmZmZlZaaJPhmSqKC4Um5mZmZmZWUkUFG0+XWxIpkrjQrGZmZmZmZmVxjXFZmZmZmZmVtOKFoqrq9DsQrGZmZmZmZmVpiXAzafNzMzMzMysVlXbkEvFuFBsZmZmZmZmpfE9xWZmZmZmZlazIqC5pfg6VcSFYjMzMzMzMytNUHWF3mJcKDYzMzMzM7PSlFRTPDCh9BUXis3MzMzMzKw0ERBFCsVVVip2odjMzMzMzMxK5I62zMzMzMzMrFa1DL7m03XlDsDMzMzMzMyqSOuwTJ1NJZB0qqQlkpZK+kIX650pKSQd3mfxt+NCsZmZmZmZmZWmWIE4gmJVxZLqge8DpwEHAmdLOrCD9cYAnwTu7/s3skvVFIol/VrSojytkLQoL58laVvBcz8od6xmZmZmZmaDUgQ0N3c9Fa8sPhJYGhHPRUQj8CvgjA7W+xrwLWB7n76HdqrmnuKIeF/rvKTLgE0FTy+LiEMGPiozMzMzM7MaUmITaUnnAecVLJofEfPz/DTgxYLnVgJHtXv9ocCMiLhB0gW9C7prVVMobiVJwHuB48sdi5mZmZmZWU0JUmdbRVbKBeD5naygTracnpTqgMuBc3sSYndVTfPpAscAr0TEswXLZkt6RNJdko7p7IWSzpO0UNLCtWvX9n+kZjYoOHeYWU85f5jZoBMtRHNzl1MJzadXAjMKHk8HVhU8HgMcBNwpaQXwVuD6/upsq6IKxZJuk/REB1Nh+/KzgV8WPF4NzIyIQ4H/DfxC0tiOth8R8yPi8Ig4fPLkyf33RsxsUHHuMLOecv4ws0En6Ivepx8E5kqaLWkocBZwfdsuIjZFxKSImBURs4AFwF9FxMJ+eEeV1Xw6Ik7s6nlJDcBfA28peM0OYEeef0jSMmAe0C8HzMzMzMzMrGZFQEuxcYq7LhhHRJOkTwA3A/XAlRGxWNLFwMKIuL7LDfSxiioUl+BE4OmIWNm6QNJkYH1ENEvaF5gLPFeuAM3MzMzMzAaryM2ne7+d+D3w+3bLvtLJusf1eoddqLZC8Vns3nQa4FjgYklNQDNwfkSsH/DIzMzMzMzMBrvW5tNFV6oeVVUojohzO1h2LXDtwEdjZmZmZmZWYyKK9z5dXWXi6ioUm5mZmZmZWRlFFG0+XWVlYheKzczMzMzMrEQREL3raKvSuFBsZmZmZmZmpYiWaCaKNJ8OihSaK0xFjVNsZmZmZmZmFetP61hNS0tTqi3uYNrUso4RjCp3nN3iQrGZmZmZmZkVFREbJzOVVazodJ3lPMVaVh02cFH1ngvFZmZmZmZmVpLlPLXHSpbR0sF9xZtiPUJExCNlCK3HXCg2MzMzMzOzknRVW1yNtcTgQrGZmZmZmZl1Q0e1xdVaSwwuFJuZmZmZmVk3dFRbXK21xOBCsZmZmZmZmXVTYW1xNdcSg8cpNjMzMzMzs26KiI376kBWsYJ1rGYdq6uylhhcKDYzMzMzM7MeWM5Te4xg1IbRjKvaWmIARUS5YygLSWuBLcC6cseSTaJyYgHHU0wlxVNJsUD1xLNPREzu7sYqMHdA9RzzcqikWMDxFFNJ8XQVy2DJH5V0vMHxFFNJ8VRSLFA98fQod1Q6Se8EnomIJeWOpadqtlAMIGlhRBxe7jigsmIBx1NMJcVTSbFAbcRTC++xNyopnkqKBRxPMZUUT3/FUgvvsaccT9cqKZ5KigUcj/WeO9oyMzMzMzOzmuVCsZmZmZmZmdWsWi8Uzy93AAUqKRZwPMVUUjyVFAvURjy18B57o5LiqaRYwPEUU0nx9FcstfAee8rxdK2S4qmkWMDxWC/V9D3FZmZmZmZmVttqvabYzMzMzMzMapgLxWZmZmZmZlazarJQLOlUSUskLZX0hTLFsELS45IWSVqYl02QdKukZ/PfPfpx/1dKWiPpiYJlHe5fyXfz8XpM0mEDFM+Fkl7Kx2iRpNMLnvtijmeJpFP6OJYZku6Q9JSkxZJV4QCoAAANrklEQVQ+lZeX5fh0Ec+AHx9JwyU9IOnRHMtFeflsSffnY/NrSUPz8mH58dL8/Ky+iqVIPFdJWl5wbA7Jy3v9WZU7fzh3lBSPc0fX8ZTr+NR0/ih37sgxOH8Uj8f5o+t4fO5RhnMPGwARUVMTUA8sA/YFhgKPAgeWIY4VwKR2y74FfCHPfwH4Zj/u/1jgMOCJYvsHTgduBAS8Fbh/gOK5ELigg3UPzJ/bMGB2/jzr+zCWvYHD8vwY4Jm8z7Icny7iGfDjk9/j6Dw/BLg/v+ffAGfl5T8APpbn/x74QZ4/C/h1Hx+bzuK5Cjizg/V79VlVQv5w7igpHueOruMp1/Gp2fxRCbkjx+H8UTwe54+u4xnw41PLucPTwE21WFN8JLA0Ip6LiEbgV8AZZY6p1RnAT/L8T4B39deOIuJuYH2J+z8D+GkkC4DxkvYegHg6cwbwq4jYERHLgaWkz7WvYlkdEQ/n+deBp4BplOn4dBFPZ/rt+OT3uDk/HJKnAI4HrsnL2x+b1mN2DXCCJPVFLEXi6UxvP6tKzR/OHaVx7ihT7sgx1HL+qNTcAc4fzh/di6czPvfoXL9/l633arFQPA14seDxSrr+J+8vAdwi6SFJ5+VlUyJiNaRkBOw5wDF1tv9yHrNP5KYmVxY06RqweHKTm0NJVwHLfnzaxQNlOD6S6iUtAtYAt5KuBm+MiKYO9tcWS35+EzCxr2LpKJ6IaD02X8/H5nJJw9rH00GspaiE/OHcURrnjs7jgTIdnxrOH5WQO8D5o1TOH53HAz73GOhzDxsAtVgo7uhKUTnGpXp7RBwGnAZ8XNKxZYihVOU6ZlcAc4BDgNXAZQMZj6TRwLXApyPita5WLVM8ZTk+EdEcEYcA00lXgQ/oYn/9fmzaxyPpIOCLwP7AEcAE4PN9FE8l5A/njuKcO7qOp2zHp4bzRyXkDnD+KIXzR9fx+Nyjg3j6+dzDBkAtFopXAjMKHk8HVg10EBGxKv9dA1xH+gd/pbU5Rf67ZoDD6mz/ZTlmEfFKTjotwA/Z1Qyn3+ORNIT0I/CfEfHbvLhsx6ejeMp5fPL+NwJ3ku6PGS+poYP9tcWSnx9H6U3VehrPqbnZV0TEDuDH9N2xKXv+cO4ozrmj63jKnTtyDLWWP8qeO8D5oxTOH13HU+78UYO5wwZILRaKHwTmKvVYN5R0A/71AxmApFGSxrTOAycDT+Q4PpxX+zDwu4GMq4v9Xw+ck3vPeyuwqbUpT39qd7/Fu0nHqDWes5R6F5wNzAUe6MP9CvgP4KmI+E7BU2U5Pp3FU47jI2mypPF5fgRwIuk+ozuAM/Nq7Y9N6zE7E/hDRPTZ1dFO4nm64ARCpHuMCo9Nbz6rsuYP547SOHd0HU8Zj08t5w+fe3TO+QPnjyKx1HLusIESFdDb10BPpF7gniHdj/ClMux/X1IPfY8Ci1tjIN3vcDvwbP47oR9j+CWp2ctO0hWsv+ls/6RmH9/Px+tx4PABiudneX+PkRLK3gXrfynHswQ4rY9jeQepWctjwKI8nV6u49NFPAN+fICDgUfyPp8AvlLwnX6A1LHG1cCwvHx4frw0P79vHx+bzuL5Qz42TwA/Z1cvkb3+rMqZP5w7So7HuaPreMp1fGo6f5QzdxQcZ+eP4vE4f3Qdj889ynDu4an/J+UPy8zMzMzMzKzm1GLzaTMzMzMzMzPAhWIzMzMzMzOrYS4Um5mZmZmZWc1yodjMzMzMzMxqlgvFZmZmZmZmVrNcKLaKI2lz/jtV0jW92M6nJY3s5muuknRm8TW7Hcu9+e8sSe/vwevPlfS9vo7LbDBx7ujw9c4dZiVw/ujw9c4fVjNcKLayktTQ2XMRsSoievMj8WmgWz9M/SUi3pZnZwHd/mEys905d5hZTzl/mFl7LhRbt0g6R9Jjkh6V9LO8bB9Jt+flt0uaWWT5VZK+I+kO4JuSZku6T9KDkr5WsK9Zkp7I8+dK+q2kmyQ9K+lbBetdIWmhpMWSLsrLPglMBe7I+0HSyXk/D0u6WtLoIu/1BEmPSHpc0pWShuXlKyRdlLfzuKT98/LJkm7Ny/9d0vOSJuXnNufNXgIcI2mRpM+0vwor6QZJx+X5j0h6RtJdwNsL1pks6dp8vB6U1PacWaVy7nDuMOsp5w/nD7N+FxGePJU0AW8GlgCT8uMJ+e//B3w4z38U+K8iy68CbgDq8+PrgXPy/MeBzXl+FvBEnj8XeA4YBwwHngdmtIujHrgTODg/XlEQ6yTgbmBUfvx54CsdvMergDPzPl4E5uXlPwU+XbDdf8jzfw/8KM9/D/hinj8ViIL9t76n44AbCvZ3LvC9gsc35HX2Bl4AJgNDgXta1wN+Abwjz88Enir3d8OTp64m5w7nDk+eejo5fzh/ePI0EJNriq07jgeuiYh1ABGxPi8/mpQsAX4GvKPIcoCrI6I5z78d+GXBep25PSI2RcR24Elgn7z8vZIeBh4h/Xge2MFr35qX3yNpEfDhgtd35E3A8oh4Jj/+CXBswfO/zX8fIv2AQnp/vwKIiJuADV1sv5ijgDsjYm1ENAK/LnjuROB7+X1cD4yVNKYX+zLrb84duzh3mHWP88cuzh9m/aTTeyrMOiDSFchiOluncPmWEl9TaEfBfDPQIGk2cAFwRERskHQV6UprewJujYizS9hP6/qlxNLMrv+jYq/pSBO738ZQGHtnx6QOODoitvVgf2bl4NzxxlicO8xK4/zxxlicP8z6mGuKrTtuJ10ZnQggaUJefi9wVp7/APCnIsvbu6fdet0xlvQjt0nSFOC0gudeB1qvYi4A3i5pvxz7SEnzutju08Cs1vWBDwF3FYnlT8B78/ZPBvboYJ3CmCA1hzpEUp2kGcCRefn9wHGSJkoaAryn4DW3AJ9ofSDpkCJxmZWbc0fXnDvMOuf80TXnD7M+4EKxlSwiFgNfB+6S9CjwnfzUJ4GPSHqMlMA/VWR5e58CPi7pQdJ9O92J6VFS06XFwJWkH7lW84EbJd0REWtJ99D8MsezANi/i+1uBz4CXC3pcaAF+EGRcC4CTs7NqU4DVpN+iAo9BjQpdRbymRzvcuBx4FLg4bz/1cCFwH3Aba3Ls08Chyt1IvIkcH6RuMzKyrnDucOsp5w/nD/MBoIiSmk5YmbFKPUQ2RwRTZKOBq6ICF9JNbMuOXeYWU85f5j1Dd9TbNZ3ZgK/kVQHNAJ/W+Z4zKw6OHeYWU85f5j1AdcUm5mZmZmZWc3yPcVmZmZmZmZWs1woNjMzMzMzs5rlQrENCEmzJG3Lg763f+5CSReUI66BJukQSacXPH6fpKWSbihnXGaVzPkjcf4w6x7njsS5w6w4F4ptIC3rzx4RJdX317b70CFA2w9TRPwa+F/lC8esajh/OH+Y9YRzh3OHWVEuFFtZSPqSpCWSbgPeVLB8jqSbJD0k6Y+S9i9YvkDSg5IulrQ5Lz9O0h2SfgE8Lqle0rfzeo9J+ruCbX+uYPlFedkoSf+dx+57QtL7uoj5LZLuyrHdLGnvvPxv83YflXStpJF5+XvyNh+VdLekocDFwPskLepqX2bWOecP5w+znnDucO4w61REePLU7xMwC3giz7+FNGD8SGAssBS4ID93OzA3zx8F/CHP3wCcnefPBzbn+eOALcDs/Pg84Mt5fhiwEJgNnAzMB0S6GHQDcCzwP4EfFsQ5rpP4hwD3ApPz4/cBV+b5iQXr/QvwD3n+cWBanh+f/54LfK/dto8Dbij3Z+TJU6VOzh/OH5489WRy7nDu8OSp1MnjFFs5HANcFxFbASRdn/+OBt4GXC2pdd1h+e/RwLvy/C+ASwu290BELM/zJwMHSzozPx4HzM3LTwYeyctH5+V/BC6V9E3Sj8MfO4n5TcBBwK05tnpgdX7uIEn/AozP2705L78HuErSb4DfFjkmZlYa5w8z6wnnDjPrlAvFVi4dDZBdB2yM7t/7s6VgXqSrpTcXriDpFOAbEfHv7V8s6S2ke22+IemWiLi4g30IWBwRR3fw3FXAuyLiUUnnkq6+EhHnSzoK+H+ARZL67Z4msxrj/GFmPeHcYWYd8j3FVg53A++WNELSGOCdABHxGrBc0nsAlPx5fs0CUnMjgLO62PbNwMckDcnbmCdpVF7+0XxFGEnTJO0paSqwNSJ+TroCfFgn210CTJZ0dH79EElvzs+NAVbnfX6g9QWS5kTE/RHxFWAdMAN4Pa9vZj3j/GFmPeHcYWadck2xDbiIeFjSr4FFwPOkZkStPgBcIenLpHtpfgU8Cnwa+LmkzwL/DWzqZPM/It1D9LBSW6O1pCupt0g6ALgvN0HaDHwQ2A/4tqQWYCfwsU5ibszNor4raRzpf+f/AIuBfwbuz+/lcXb98Hxb0lzSld7b8/t4AfiC0vAQ34jUA6SZlcj5w/nDrCecO5w7zLqiiI5akpj1LUmzSPfNHNTD148EtkVESDqL1PHFGX0YYtlIOo7U2cdfljsWs0rk/NE55w+zzjl3dM65w2x3bj5tA6UZGJevUvbEW0j3xjwG/D3w2T6LrIyUhkb4v8CGcsdiVsGcPzrg/GFWlHNHB5w7zN7INcVm7Ui6jjSUQqHPt+9Aw8ysPecPM+sJ5w6z8nKh2MzMzMzMzGqWm0+bmZmZmZlZzXKh2MzMzMzMzGqWC8VmZmZmZmZWs1woNjMzMzMzs5r1/wNk12o/0EaGWwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "(ds.relMIC.isel(time=slice(0,20),sim=MIMsim).mean(dim='time')).plot(\n", + " x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],\n", + " col_wrap=len(MIMsim));\n", + "print('mean MICc:SOMc '+str(\n", + " (ds.relMIC.isel(time=0)*ds.landarea/ds.landarea.sum()).sum().values))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculate zonal means" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "zon_mean = ds.mean(dim='lon') \n", + "\n", + "# strings for labeling panels\n", + "panel = ['(a)','(b)','(c)','(d)','(e)','(f)','(g)','(h)','(i)','(j)','(k)','(l)'] " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read observations:\n", + "- Microbial C and C:N, Xu et al. 2013 https://doi-org.cuucar.idm.oclc.org/10.1111/geb.12029, avail @ https://doi.org/10.3334/ORNLDAAC/1264\n", + "- Soil C:N_GSDE, Shangguan et al. 2014, doi:10.1002/2013MS000293, avail @ http://globalchange.bnu.edu.cn/research/soilwd.jsp, \n", + "- Soil C HWSD and NCSCD\n", + "- HR Hashimoto et al Biogeosciences 12: 4121-4132. doi:10.5194/bg-12-4121-2015, downloaded from http://cse.ffpri.affrc.go.jp/shojih/data/index.html" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "max soil C:N 5353.0\n", + "\n", + "-- read in observed data -- \n" + ] + } + ], + "source": [ + "obsIn = \"/project/tss/wwieder/soilCN/global_run/\"\n", + "\n", + "xuMic = obsIn+'GLOBAL_MICROBIAL_BIOMASS_C_N_P_1264/data/Global_Soil_Microbial_BiomassCN.nc'\n", + "dsXu = xr.open_mfdataset(xuMic, decode_times=True,combine='by_coords')\n", + "#dsXu.CN100cm.plot(robust=True);\n", + "\n", + "GSDE = obsIn+'GSDE/'\n", + "GSDEoc = xr.open_mfdataset(GSDE+'OC5min.nc', decode_times=True,combine='by_coords')\n", + "GSDEtn = xr.open_mfdataset(GSDE+'TN5min.nc', decode_times=True,combine='by_coords')\n", + "GSDEoc['CN'] = GSDEoc.OC / GSDEtn.TN.where(GSDEtn.TN>0)\n", + "GSDEoc['CNmean'] = GSDEoc.CN.where(GSDEoc.depth<=100).mean(dim='depth')\n", + "print('max soil C:N '+str(GSDEoc['CNmean'].max().values))\n", + "#mask out silly values\n", + "GSDEoc['CNmean2'] = GSDEoc['CNmean'].where(GSDEoc['CNmean']<150)\n", + "\n", + "HWSD = obsIn+'input_data/Soil_obs.nc'\n", + "dsOBS = xr.open_mfdataset(HWSD, decode_times=True,combine='by_coords')\n", + "\n", + "NCSCD = obsIn+'input_data/NCSCD_Circumarctic_100cmSOCC_025deg.nc'\n", + "dsNCSCD = xr.open_mfdataset(NCSCD, decode_times=True,combine='by_coords')\n", + "\n", + "dsHR = xr.open_mfdataset((obsIn+'RH_yr_Hashimoto2015.nc'), decode_times=False,combine='by_coords' )\n", + "#dims = time, lev, lat, lon gC/m2/y\n", + "\n", + "dsOBS['HWSD_SOCall'] = dsOBS.HWSD_SOC.sum(dim='nlevsoi').where(dsOBS.HWSD_SOC.isel(nlevsoi=0)>0)\n", + "dsOBS['HWSD_SOCall'].attrs = dsOBS.HWSD_SOC.attrs\n", + "#dsOBS.HWSD_SOCall.plot();\n", + "zon_meanOBS = dsOBS.mean(dim='lon') * 1000 #gC/m2\n", + "zon_stdOBS = dsOBS.std(dim='lon') * 1000 #gC/m2\n", + "print('')\n", + "print('-- read in observed data -- ')\n", + "#dsNCSCD.NCSCD_SOC" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "GSDEoc['CNmean'].plot(vmax=200);\n", + "#CNtemp = xr.concat([GSDEoc['CNmean'],GSDEoc['CNmean2']],'soilCN')\n", + "#print(CNtemp)\n", + "#simple = CNtemp.plot(col=\"soilCN\", col_wrap=2,robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "zon_mean.cTOT.isel(time=0).plot(hue='sim',y='lat') ;" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "#[simLabs[i] for i in [1,3,4]]+['Hashimoto']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot zonal means for models and observations" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "tPlot = 0 #time period to plot\n", + "fig, (ax1, ax2, ax3, ax4, ax5) = plt.subplots(1, 5, sharey=True, figsize=[20,8])\n", + "# Remove space between axes\n", + "fig.subplots_adjust(hspace=0, wspace=0.05)\n", + "\n", + "simLabs = ds['sim'].values.tolist()\n", + "color = ['tab:orange','tab:orange','tab:blue','tab:blue','tab:red'] \n", + "linestyle= ['--', '-','--', '-', '-'] \n", + "\n", + "# SOC\n", + "v = 'cTOT'\n", + "labels = simLabs+['NCSCD','HWSD']\n", + "for i in range(nsim):\n", + " ax1.plot(zon_mean.get(v).isel(time=tPlot,sim=i), \n", + " zon_mean.lat,lw=4,color=color[i],linestyle=linestyle[i])\n", + "ax1.plot((dsNCSCD.NCSCD_SOC.mean(dim='lon')*1e2), dsNCSCD.lat,lw=3, color='k') #convert kgC to gC/m2\n", + "ax1.plot(zon_meanOBS.get('HWSD_SOCall'), zon_meanOBS.lat,lw=2, color='k',linestyle='--')\n", + "ax1.fill_betweenx(zon_meanOBS.lat,\n", + " zon_meanOBS.get('HWSD_SOCall') + zon_stdOBS.get('HWSD_SOCall'), \n", + " zon_meanOBS.get('HWSD_SOCall') - zon_stdOBS.get('HWSD_SOCall'),\n", + " alpha=0.2, color='k')\n", + "\n", + "ax1.set_xlabel('Soil C stock (gC $\\mathregular{m^{-2}}$)', fontsize='x-large')\n", + "ax1.set_ylabel('Latitude', fontsize='x-large');\n", + "ax1.legend(labels=labels, frameon = False, fontsize='medium',loc=4)\n", + "ax1.set_ylim(-50, 85)\n", + "\n", + "# MICc\n", + "v = 'cMICtot' # 'cnTOT' 'nMineral' 'cSOMc' 'MICrK' 'cnMIC' 'relMIC' 'specRESP'\n", + "labels = simLabs[2:5]+['Xu et al.']\n", + "for i in range(2,5):\n", + " ax2.plot(zon_mean.get(v).isel(time=tPlot,sim=i), \n", + " zon_mean.lat,lw=4,color=color[i],linestyle=linestyle[i])\n", + "ax2.plot(dsXu.SMC100cm.mean(dim='lon'), dsXu.lat,lw=3, color='k')\n", + "ax2.fill_betweenx(dsXu.lat, #add SD by lat\n", + " dsXu.SMC100cm.mean(dim='lon') + dsXu.SMC100cm.std(dim='lon'), \n", + " dsXu.SMC100cm.mean(dim='lon') - dsXu.SMC100cm.std(dim='lon'),\n", + " alpha=0.2, color='k')\n", + "ax2.set_xlabel('Microbial C (gC $\\mathregular{m^{-2}}$)', fontsize='x-large');\n", + "ax2.legend(labels=labels,frameon = False, fontsize='medium',loc=4)\n", + "\n", + "# HR\n", + "v = 'cresp' # 'cnTOT' 'nMineral' 'cSOMc' 'MICrK' 'cnMIC' 'relMIC' 'specRESP'\n", + "labels = simLabs+['Hashimoto']\n", + "for i in range(len(simLabs)):\n", + " # fluxes gC/m2/d\n", + " ax3.plot(zon_mean.get(v).isel(time=tPlot,sim=i)*365, \n", + " zon_mean.lat,lw=4,color=color[i],linestyle=linestyle[i])\n", + "ax3.plot(dsHR.co2.isel(time=-1,lev=0).mean(dim='lon'), dsHR.lat,lw=3, color='k')\n", + "ax3.fill_betweenx(dsHR.lat, #add SD by lat\n", + " dsHR.co2.isel(time=-1,lev=0).mean(dim='lon') + dsHR.co2.isel(time=-1,lev=0).std(dim='lon'), \n", + " dsHR.co2.isel(time=-1,lev=0).mean(dim='lon') - dsHR.co2.isel(time=-1,lev=0).std(dim='lon'),\n", + " alpha=0.2, color='k')\n", + "ax3.set_xlabel('HR (gC $\\mathregular{m^{-2 } y^{-1}}$)', fontsize='x-large')\n", + "ax3.legend(labels=labels, frameon = False, fontsize='medium',loc=1)\n", + "\n", + "# Soil C:N\n", + "v = 'cnTOT' # 'cnTOT' 'nMineral' 'cSOMc' 'MICrK' 'cnMIC' 'relMIC' 'specRESP'\n", + "labels = [simLabs[i] for i in CNsim]+['GSDE']\n", + "for i in CNsim:\n", + " # fluxes gC/m2/d\n", + " ax4.plot(zon_mean.get(v).isel(time=tPlot,sim=i), \n", + " zon_mean.lat,lw=4,color=color[i],linestyle=linestyle[i])\n", + "ax4.plot(GSDEoc['CNmean2'].mean(dim='lon'), GSDEoc.lat,lw=2, color='k')\n", + "#ax4.plot(GSDEoc['CNmean'].mean(dim='lon'), GSDEoc.lat,lw=2, color='r')\n", + "ax4.fill_betweenx(GSDEoc.lat, #add SD by lat\n", + " GSDEoc['CNmean2'].mean(dim='lon') + GSDEoc['CNmean2'].std(dim='lon'), \n", + " GSDEoc['CNmean2'].mean(dim='lon') - GSDEoc['CNmean2'].std(dim='lon'),\n", + " alpha=0.2, color='k')\n", + "ax4.set_xlabel('Total SOM C:N', fontsize='x-large');\n", + "ax4.legend(labels=labels, frameon = False, fontsize='medium',loc=0)\n", + "\n", + "# MIC C:N\n", + "v = 'cnMIC' # 'cnTOT' 'nMineral' 'cSOMc' 'MICrK' 'cnMIC' 'relMIC' 'specRESP'\n", + "labels = [simLabs[i] for i in [3,4]]+['Xu et al.']\n", + "for i in [3,4]:\n", + " # fluxes gC/m2/d\n", + " ax5.plot(zon_mean.get(v).isel(time=tPlot,sim=i), \n", + " zon_mean.lat,lw=4,color=color[i],linestyle=linestyle[i])\n", + "ax5.plot(dsXu.CN100cm.mean(dim='lon'), dsXu.lat,lw=2, color='k')\n", + "ax5.fill_betweenx(dsXu.lat, #add SD by lat\n", + " dsXu.CN100cm.mean(dim='lon') + dsXu.CN100cm.std(dim='lon'), \n", + " dsXu.CN100cm.mean(dim='lon') - dsXu.CN100cm.std(dim='lon'),\n", + " alpha=0.2, color='k')\n", + "ax5.set_xlabel('Microbial C:N', fontsize='x-large');\n", + "ax5.legend(labels=labels, frameon = False, fontsize='medium',loc=0);\n", + "\n", + "# add panel labels\n", + "ax1.annotate(panel[0], xy=(0.07, 0.97), xycoords=ax1.transAxes, ha='center', va='center',fontsize=16) \n", + "ax2.annotate(panel[1], xy=(0.07, 0.97), xycoords=ax2.transAxes, ha='center', va='center',fontsize=16) \n", + "ax3.annotate(panel[2], xy=(0.07, 0.97), xycoords=ax3.transAxes, ha='center', va='center',fontsize=16) \n", + "ax4.annotate(panel[3], xy=(0.07, 0.97), xycoords=ax4.transAxes, ha='center', va='center',fontsize=16) \n", + "ax5.annotate(panel[4], xy=(0.07, 0.97), xycoords=ax5.transAxes, ha='center', va='center',fontsize=16); \n", + "\n", + "#plt.savefig(path+MIMsimCN+'/figs/'+MIMsimCN_p+'_Fig_1_ZonalSOM.pdf')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure 1.** Zonal mean plots for MIMICS and CASA simulations (blue and orange lines, respectively) with coupled CN biogeochemistry and C-only configuration (solid and dashed lines, respectively) and relevant observations, (black lines with grey shading showing +/- 1 sigma of mean). Panels show (a) initial soil C stocks (gC m-2, 0-100 cm depth), (b) soil microbial biomass C stocks (gC m-2, 0-100 cm depth), (c) soil heterotrophic respiration fluxes (gC m-2 y-1), (d) soil organic matter C:N ratio, and (e) microbial biomass C:N ratios. See text for references of observations used in this analysis.\n", + "\n", + "- Models show good agreement of stocks & fluxes \n", + "- MIMICS-cn shows weak latitudal variation in soil and microbial C:N. CASA captures is because it uses a pft defined soil C:N" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Code below to write out table of global means?\n", + "- Table 1: Initial stocks & fluxes (1901-1920 means)\n", + "- Table 2: Change in global stocks and fluxes (mean 2000-2014)\n", + "GPP, NPP, HR, Soil C, microbial biomass, MIC:SOM, SOM C:N, microbial C:N" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[42. 38.9 42. 37.6 37.5]\n" + ] + } + ], + "source": [ + "def globalSum ( varIn, area=ds.landarea.isel(sim=4) *1e6, timeC=1, conversion=1e-15, \n", + " units=None, pt=False):\n", + " \"Global weighted sum of fluxes & states\"\n", + " temp = varIn * area \n", + " temp = temp.sum(dim=('lat','lon')) * conversion * timeC\n", + " if pt==True:\n", + " print(varIn.attrs['long_name']+' '+str(np.round(temp.values,1))+' Pg C')\n", + " return(temp)\n", + "\n", + "def globalMean ( varIn, area=ds.landarea.isel(sim=4) *1e6, timeC=1, conversion=1, \n", + " units=None, pt=False):\n", + " \"Global weighted mean\"\n", + " temp = varIn * area / area.sum()\n", + " temp = temp.sum(dim=('lat','lon')) * conversion * timeC\n", + " if pt==True:\n", + " print(varIn.attrs['long_name']+' '+str(np.round(temp.values,1))+' Pg C')\n", + " return(temp)\n", + "\n", + "d2y = 365\n", + "#MIMcnANN['cgpp'].isel(time=slice(0,20)).mean('time')\n", + "print(np.round(globalSum(ds['cnpp'].isel(time=slice(0,20)).mean('time'),\n", + " timeC=d2y, pt=False),1).values)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Table of global means & change over time" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "initial state\n", + " CASc CAScn MIMc MIMcn MIMcn*\n", + "cgpp 106.1 106.1 106.100 106.100 106.100\n", + "cnpp 42.0 38.9 42.000 37.600 37.500\n", + "cresp 42.0 38.9 42.000 37.600 37.500\n", + "cTOT 997.0 885.0 1582.000 1493.000 1761.000\n", + "cMICtot 0.0 0.0 14.800 13.100 13.100\n", + "relMIC 0.0 0.0 0.925 0.877 0.836\n", + "nNetMineralization 0.0 887.0 0.000 857.000 857.000\n", + "cnTOT 0.0 18.9 0.000 11.900 9.400\n", + "cnMIC 0.0 0.0 0.000 6.800 6.800\n", + " -- \n", + "Change by 2100.5015\n", + " CASc CAScn MIMc MIMcn MIMcn*\n", + "cgpp 51.5 51.5 51.500 51.500 51.500\n", + "cnpp 14.0 12.3 14.000 13.200 12.500\n", + "cresp 14.2 12.7 15.900 14.700 13.600\n", + "cTOT -1.0 -4.0 -137.000 -105.000 -50.000\n", + "cMICtot 0.0 0.0 2.900 2.900 2.200\n", + "relMIC 0.0 0.0 0.272 0.265 0.195\n", + "nNetMineralization 0.0 327.0 0.000 371.000 421.000\n", + "cnTOT 0.0 -0.1 0.000 -0.500 -0.100\n", + "cnMIC 0.0 0.0 0.000 0.000 0.000\n" + ] + }, + { + "data": { + "text/html": [ + "
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CAScCAScnMIMcMIMcnMIMcn*
cgpp48.53911448.53911448.53911448.53911448.539114
cnpp33.33333331.61953733.33333335.10638333.333333
cresp33.80952432.64781537.85714339.09574536.266667
cTOT-0.100301-0.451977-8.659924-7.032820-2.839296
cMICtotNaNNaN19.59459522.13740516.793893
relMICNaNNaN29.40540530.21664823.325359
nNetMineralizationNaN36.865840NaN43.29054849.124854
cnTOTNaN-0.529101NaN-4.201681-1.063830
cnMICNaNNaNNaN0.0000000.000000
\n", + "
" + ], + "text/plain": [ + " CASc CAScn MIMc MIMcn MIMcn*\n", + "cgpp 48.539114 48.539114 48.539114 48.539114 48.539114\n", + "cnpp 33.333333 31.619537 33.333333 35.106383 33.333333\n", + "cresp 33.809524 32.647815 37.857143 39.095745 36.266667\n", + "cTOT -0.100301 -0.451977 -8.659924 -7.032820 -2.839296\n", + "cMICtot NaN NaN 19.594595 22.137405 16.793893\n", + "relMIC NaN NaN 29.405405 30.216648 23.325359\n", + "nNetMineralization NaN 36.865840 NaN 43.290548 49.124854\n", + "cnTOT NaN -0.529101 NaN -4.201681 -1.063830\n", + "cnMIC NaN NaN NaN 0.000000 0.000000" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "row_names = ['cgpp','cnpp','cresp','cTOT',\n", + " 'cMICtot','relMIC','nNetMineralization',\n", + " 'cnTOT','cnMIC']\n", + "col_names = simLabs\n", + "nrow = len(row_names)\n", + "ncol = len(col_names)\n", + "init_table = np.empty((nrow,ncol))\n", + "fin_table = np.empty((nrow,ncol))\n", + "\n", + "for i in range(ncol):\n", + " for j in range(nrow):\n", + " din = ds.isel(sim=i,time=slice(0,20)).mean('time') \n", + " din2 = ds.isel(sim=i,time=slice(-20,None)).mean('time') \n", + " #convert fluxes appropriately\n", + " if j <=2:\n", + " init_table[j,i] = np.round(globalSum(\n", + " din[row_names[j]],timeC=d2y, pt=False),1).values\n", + " fin_table[j,i] = np.round(globalSum(\n", + " din2[row_names[j]],timeC=d2y, pt=False),1).values \n", + " # soil C stocks\n", + " if j == 3:\n", + " init_table[j,i] = np.round(globalSum(\n", + " din[row_names[j]],pt=False),0).values\n", + " fin_table[j,i] = np.round(globalSum(\n", + " din2[row_names[j]],pt=False),0).values\n", + " # MIC C stocks, Pg C\n", + " if j == 4 :\n", + " init_table[j,i] = np.round(globalSum(\n", + " din[row_names[j]],pt=False),1).values\n", + " fin_table[j,i] = np.round(globalSum(\n", + " din2[row_names[j]],pt=False),1).values\n", + " if j == 5 :\n", + " init_table[j,i] = np.round(globalMean(\n", + " din[row_names[j]],pt=False),3).values\n", + " fin_table[j,i] = np.round(globalMean(\n", + " din2[row_names[j]],pt=False),3).values\n", + "\n", + " # net Mineraliztion, Tg N / year\n", + " if j == 6 :\n", + " init_table[j,i] = np.round(globalSum(\n", + " din[row_names[j]],timeC=d2y, conversion=1e-12, pt=False),0).values\n", + " fin_table[j,i] = np.round(globalSum(\n", + " din2[row_names[j]],timeC=d2y, conversion=1e-12, pt=False),0).values\n", + "\n", + " # soil C:N\n", + " if j == 7 :\n", + " init_table[j,i] = np.round(globalMean(\n", + " din[row_names[j]],pt=False),1).values\n", + " fin_table[j,i] = np.round(globalMean(\n", + " din2[row_names[j]],pt=False),1).values\n", + "\n", + " # MIC C:N\n", + " if j == 8 :\n", + " init_table[j,i] = np.round(globalMean(din[row_names[j]],pt=False),1).values\n", + " fin_table[j,i] = np.round(globalMean(din2[row_names[j]],pt=False),1).values\n", + "\n", + "change_table = fin_table - init_table\n", + "percent_table = 100* fin_table / init_table - 100\n", + "print('initial state')\n", + "print(pd.DataFrame(init_table, index=row_names, columns=col_names))\n", + "print(' -- ')\n", + "print('Change by '+str(ds.time.isel(time=-1).values) )\n", + "print(pd.DataFrame(change_table, index=row_names, columns=col_names))\n", + "pd.DataFrame(percent_table, index=row_names, columns=col_names)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "pd.DataFrame(init_table, index=row_names, columns=col_names).to_excel(\"ssp370_Table1.xlsx\") \n", + "pd.DataFrame(change_table, index=row_names, columns=col_names).to_excel(\"ssp370_Table2.xlsx\") " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Look at changes over historical period" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ds['Nlimit'] = ds['cnpp'].isel(sim=0) - ds['cnpp']\n", + "ds['Nlimit'].attrs['long_name'] = 'N limitation of NPP'\n", + "ds['Nlimit'].attrs['units'] = ds['cnpp'].attrs['units']\n", + "ds['Nlimit'].isel(time=0).plot(x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],col_wrap=5)\n", + "\n", + "ds['relNlimit'] = ds['cnpp']/ ds['cnpp'].isel(sim=0)\n", + "ds['relNlimit'].attrs['long_name'] = 'relative N limitation of NPP'\n", + "ds['relNlimit'].attrs['units'] = 'fraction'\n", + "ds['relNlimit'].isel(time=0).plot(x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],col_wrap=5); " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot global time series" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "model = simLabs\n", + "var = ['cgpp','cnpp','cresp','cTOT','Nlimit',\n", + " 'nNetMineralization','nMineral','NEP']\n", + "nvar = len(var)\n", + "timeC = [365,365,365,1,365,\n", + " 365,1,365]\n", + "conversion = [1e-15,1e-15,1e-15,1e-15,1e-15,\n", + " 1e-12,1e-12,1e-15]\n", + "units = ['(Pg C/y)','(Pg C/y)','(Pg C/y)','(Pg C)','(Pg C/y)',\n", + " '(Tg N/y)','(Tg N)','(Pg C/y)']\n", + "\n", + "fig = plt.figure(figsize=[18,15])\n", + " \n", + "for i in range(nvar):\n", + " ax = fig.add_subplot(3, 3, (i+1))\n", + " ax.yaxis.set_ticks_position('both')\n", + " ax.set_ylabel(ds[var[i]].attrs['long_name']+' '+units[i])\n", + " for j in range(len(model)):\n", + " temp = globalSum(ds[var[i]].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])\n", + " ## zero out N fluxes for C-only runs\n", + " if j == 2 or j == 0:\n", + " if i == 4 or i == 5 or i == 6:\n", + " temp = temp*np.nan\n", + " ax.plot(ds.time, temp, lw=3,color=color[j],linestyle=linestyle[j]) \n", + " if i<2:\n", + " ax.legend(labels=model, frameon = False, fontsize='medium')\n", + "\n", + "ax = fig.add_subplot(3, 3, 9)\n", + "i = 7 \n", + "ax.yaxis.set_ticks_position('both')\n", + "ax.set_ylabel('Cumulative '+var[i]+' (Pg C)')\n", + "for j in range(len(model)):\n", + " ax.plot(ds.time, np.cumsum(globalSum(ds[var[i]].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])), \n", + " lw=3,color=color[j],linestyle=linestyle[j]) \n", + "ax.legend(labels=model, frameon = False, fontsize='medium');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure X** trends in ecosystem C & N fluxes and pools over the historical period simulated by MIMICS and CASA (blue and orange lines, respectively), with coupled C-N biogeochemistry and C-only configuration (solid and dashed lines, respectively).\n", + "- **MIMICS seems to show evidence of priming in second half of simulation, increasing HR and Nmin rates faster than CASA?**\n", + "- Both N models have a higher cumulative NEP, but changes w/ MIMICS-CN are greater.\n", + "- Implies longer MRT of soil C pools in CN models, relative to their C-only counterparts \n", + "- **OR** larger increases in NPP from regions experiencing N limitation (relative to the C only model). \n", + "- From change time series below, seems like the biggest differences are in HR (not NPP)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "cumNEP = ds['NEP'].cumsum(dim='time').isel(time=-1)\n", + "cumNEP.plot(x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],\n", + " col_wrap=nsim);" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Differences in NEP \n", + "MIMcn_p_MIMcn= cumNEP.isel(sim=4)-cumNEP.isel(sim=3)\n", + "MIMcn_CAScn = cumNEP.isel(sim=3)-cumNEP.isel(sim=1)\n", + "MIMcn_MIMc = cumNEP.isel(sim=3)-cumNEP.isel(sim=2)\n", + "CAScn_CASc = cumNEP.isel(sim=1)-cumNEP.isel(sim=0)\n", + "\n", + "cn_c = xr.concat([MIMcn_p_MIMcn,MIMcn_CAScn,MIMcn_MIMc,CAScn_CASc], 'cumNEP_diff')\n", + "cn_c['cumNEP_diff'] = ['MIMcn*-MIMcn','MIMcn-CAScn','MIMcn-MIMc','CAScn-CASc']\n", + "\n", + "g_simple = cn_c.plot(x=\"lon\", y=\"lat\", col=\"cumNEP_diff\", robust=True,\n", + " col_wrap=4,figsize=[16,4],cmap=\"RdBu_r\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure y** N effects on cumulative NEP (1901-2014) \n", + "- MIMICS with less net land uptake than CASA (left) \n", + "- Biggest differences in cumulative NEP in MIMICS across arctic and boreal forests (middle), \n", + "- CASA effects of N limitation on cumulative land C uptake are weaker (right) \n", + "\n", + "Are changes really just reflecting the degree of initial N limitation in CN models?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Changes from initial conditions" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['NEP']\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "model = simLabs\n", + "fig = plt.figure(figsize=[18,15]);\n", + "t = 20\n", + " \n", + "for i in range(nvar):\n", + " ax = fig.add_subplot(3, 3, (i+1))\n", + " ax.yaxis.set_ticks_position('both')\n", + " ax.set_ylabel('Change '+ds[var[i]].attrs['long_name']+' '+units[i])\n", + " for j in range(len(model)):\n", + " temp = globalSum(ds[var[i]].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])\n", + " ## zero out N fluxes for C-only runs\n", + " if j == 2 or j == 0:\n", + " if i == 4 or i == 5 or i == 6:\n", + " temp = temp*np.nan\n", + " \n", + " ax.plot(ds.time, (temp - temp.isel(time=slice(0,t)).mean()), \n", + " lw=3,color=color[j],linestyle=linestyle[j]) \n", + " if i==0:\n", + " ax.legend(labels=model, frameon = False, fontsize='medium')\n", + "\n", + "ax = fig.add_subplot(3, 3, 9)\n", + "i = 7 \n", + "print([var[i]])\n", + "ax.yaxis.set_ticks_position('both')\n", + "ax.set_ylabel('Cumulative '+var[i]+' (Pg C)')\n", + "for j in range(nsim):\n", + " ax.plot(ds.time, np.cumsum(globalSum(ds[var[i]].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])), \n", + " lw=3,color=color[j],linestyle=linestyle[j]) \n", + "ax.legend(labels=model, frameon = False, fontsize='medium');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure X** Changes in ecosystem C & N fluxes and pools, relative to initial conditions, over the historical period \n", + "simulated by MIMICS and CASA (blue and orange lines, respectively), with coupled C-N biogeochemistry and C-only \n", + "configuration (solid and dashed lines, respectively).\n", + "- **MIMICS seems to show evidence of priming in second half of simulation, increasing HR and Nmin rates faster than CASA?**\n", + "- Does this influence N limitation in regions where SOM turnover is accelerating?\n", + "- Greater IAV of C&N fluxes from MIMICS, it would be interesting to see the source & driver of this variability (temp, moisture, productivity)." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Initial N limitation \n", + "(ds['Nlimit'].isel(time=slice(0,20),sim=CNsim).mean(dim='time')*365).plot(\n", + " x=\"lon\", y=\"lat\", col=\"sim\", robust=True,figsize=[15,4],\n", + " col_wrap=len(CNsim)) ;" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# look at spatial maps of changes in N limitation 2080:2100 mean - 1901:1920 mean\n", + "\n", + "temp = ((ds.isel(time=slice(-20,None)).mean(dim='time') -\n", + " ds.isel(time=slice(0,20)).mean(dim='time')) )\n", + "plotVar = ['nNetMineralization','Nlimit','cnpp','cTOT']\n", + " \n", + "(temp['Nlimit']*365).isel(sim=CNsim).plot(\n", + " x=\"lon\",y=\"lat\",col=\"sim\",robust=True,figsize=[15,4],\n", + " col_wrap=len(CNsim)) ;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Changes in N limitation for each model look pretty different, esp at high lats\n", + "- look at zonal mean plots" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "'nNetMineralization'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m~/.conda/envs/analysis/lib/python3.7/site-packages/xarray/core/dataarray.py\u001b[0m in \u001b[0;36m_getitem_coord\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 627\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 628\u001b[0;31m \u001b[0mvar\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_coords\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 629\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: 'nNetMineralization'", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_subplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mj\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mCNsim\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m#loop over simulations\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m 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"\u001b[0;32m~/.conda/envs/analysis/lib/python3.7/site-packages/xarray/core/dataarray.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 637\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mAny\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;34m\"DataArray\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 638\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 639\u001b[0;31m \u001b[0;32mreturn\u001b[0m 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+ { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#dHist.mean(dim='lon').isel(deltaHist=i)\n", + "fig = plt.figure(figsize=[8,8]);\n", + "t = 20\n", + "model = ['CAScn','MIMcn','MIMcn*'] \n", + "#color = ['tab:red','tab:blue','tab:orange']\n", + "for i in range(len(plotVar)):\n", + " ax = fig.add_subplot(2, 2, (i+1))\n", + " for j in CNsim: #loop over simulations\n", + " x = temp[plotVar[i]].mean(dim='lon').isel(sim=j)\n", + " #convert daily to annual flux\n", + " if i < 3: x = x*365\n", + " ax.plot(x, temp.lat, \n", + " lw=3,color=color[j],linestyle=linestyle[j])\n", + " \n", + " ax.set_xlabel(\"change \"+plotVar[i])\n", + " ax.yaxis.set_ticks_position('both')\n", + " if i==0:\n", + " ax.legend(labels=model, frameon = False, fontsize='medium')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "## Is there any overflow respiration?\n", + "((ds.cOverflow_r + ds.cOverflow_r)*365).isel(sim=4,time=-1).plot() ;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### changes in total pools" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "var = ['cVEG','cECO','clitcwd','cTOT','cSOMc','cSOMp']\n", + "timeC = [1,1,1,1,1,1]\n", + "conversion = [1e-15,1e-15,1e-15,1e-15,1e-15,1e-15]\n", + "units = ['(Pg C)','(Pg C)','(Pg C)','(Pg C)','(Pg C)','(Pg C)']\n", + "model = simLabs\n", + "\n", + "fig = plt.figure(figsize=[18,10]);\n", + "\n", + "# loop over variables \n", + "for i in range(len(var)):\n", + " ax = fig.add_subplot(2, 3, (i+1))\n", + " ax.yaxis.set_ticks_position('both')\n", + " ax.set_ylabel('Change '+ds[var[i]].attrs['long_name']+' '+units[i])\n", + "\n", + " # loop over simulations\n", + " for j in range(nsim): \n", + " temp = globalSum(ds[var[i]].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])\n", + " ## changes in passive pool for CASA-only runs\n", + " if j < 2 :\n", + " if i == 4:\n", + " temp = globalSum(ds['csoilslow'].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])\n", + " if i == 5:\n", + " temp = globalSum(ds['csoilpass'].isel(sim=j),\n", + " timeC=timeC[i],conversion=conversion[i])\n", + " \n", + " ax.plot(ds.time, (temp - temp.isel(time=slice(0,t)).mean()), \n", + " lw=3,color=color[j],linestyle=linestyle[j]) \n", + " \n", + " if i==0:\n", + " ax.legend(labels=model, frameon = False, fontsize='medium')\n", + "\n", + "\n", + " plt.legend(labels=model, frameon = False, fontsize='medium');" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [], + "source": [ + "# ratio of respiration:mineralization over time\n", + "var = ['cresp','nNetMineralization']\n", + "ds['HR:Min'] = (ds[var[0]]/ds[var[1]])" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "# Zonal mean of changes by end of simulation\n", + "dsZon = (ds - ds.isel(time=slice(0,20)).mean(dim='time')).mean(dim='lon')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## plot zonal mean over time" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib import cm\n", + "\n", + "dsZon['cTOT'].plot(x=\"time\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[12,8],col_wrap=1, \n", + " cmap=cm.get_cmap('BrBG', 11) ) ; " + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "temp = xr.concat([dsZon.isel(sim=0)['csoilslow'], dsZon.isel(sim=0)['csoilpass'],\n", + " dsZon.isel(sim=1)['csoilslow'], dsZon.isel(sim=1)['csoilpass'],\n", + " dsZon.isel(sim=2)['cSOMc'], dsZon.isel(sim=2)['cSOMp'],\n", + " dsZon.isel(sim=3)['cSOMc'], dsZon.isel(sim=3)['cSOMp'],\n", + " dsZon.isel(sim=4)['cSOMc'], dsZon.isel(sim=4)['cSOMp']],\n", + " '-')\n", + "temp['-'] = ['CASAc-Slow' ,'CASAc-Pass','CASAcn-Slow','CASAcn-Pass',\n", + " 'MIMc-SOMc' ,'MIMc-SOMp' ,'MIMcn-SOMc' ,'MIMcn-SOMp',\n", + " 'MIMcn*-SOMc','MIMcn*-SOMp'\n", + " ] \n", + "temp.plot(\n", + " x=\"time\", y=\"lat\", col=\"-\", robust=True,figsize=[12,8],col_wrap=2,\n", + " cmap=cm.get_cmap('BrBG', 11) ) ; " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot maps of where fluxes are changing" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "var = ['cresp','tsoilC','nNetMineralization','cSOMp','cTOT','fW']\n", + "tempMIM = (ds[var[3]].isel(time=slice(-10,None)).mean(dim='time')-\n", + " ds[var[3]].isel(time=slice( 0,10 )).mean(dim='time'))\n", + "tempMIM.plot(x=\"lon\",y=\"lat\",col=\"sim\",robust=True,figsize=[15,4],\n", + " col_wrap=nsim) ;" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "var = ['cresp','tsoilC','nNetMineralization','csoilpass','cTOT','fW']\n", + "tempCAS = (ds[var[3]].isel(time=slice(-10,None)).mean(dim='time')-\n", + " ds[var[3]].isel(time=slice( 0,10 )).mean(dim='time'))\n", + "tempCAS.plot(x=\"lon\",y=\"lat\",col=\"sim\",robust=True,figsize=[15,4],\n", + " col_wrap=nsim) ;" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "(tempMIM.isel(sim=4) - tempMIM.isel(sim=3)).plot(robust=True);\n", + "# not sure what a meaningful way to look at these changes may be?" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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A+HL37bTI3T0AcOihh6bdGVyWc647vbLl90Mu55j/uR0AULfEDwBIZaKzirJLAb/f/W3CPyqmf4tnBHhZ5eY7ByzroG8sx5t3X5bC2qU/h17A5yXY4CCnit27rT2NAADV1JJ0OcmEhSzL/hLIpx+7BIMhYSSJEOIqdf2nOqb38W7zrk2YXg0OA+mvjPsA3JeySo0i49Y2Z38JALCy9f5hlVMx89s8Yafelb18ydXu9Iq1N3v7LL24y3oDCSKbchLLmAhUlF7sehA6bW08Mx6HiscHVc5J/jPd6b40KBJDRyy/1zRa2fHHQe1r/JJauyyMT9t8wL9+6E6/ffKNwyormRCPoXLYl7328Op7L3enFzx8I/5xhBcKsm9Zdb/lTNSwj1Rdm4HCQvraz0Q73wMxXv3sUxnuUQHgDaVULQCY/wBARL8B8K8U7ivjiQWBxoU5AIA8H7/4lY+g9HSgrRMA4BRkw9qt4+iMK2A0xv/9SEkIiNGhOOgby4dd1rjE5xPhy1GERYCkMZxCxDYni+nsDXKIHZlQO8vyOhWNHSYCLOo6LwGVAtftyp13d+noELpCFonw5SghdnlEENucQj774GW4/4xfAACsPxUDAObWRhHaxra4Zt4+AIBgbTuw3/D2ZZW+P6KdKOMB6UgYHZIVNXYy0MMtlZ0UX0CCyxoRTVVK7dQ/Pw3g3RTuK22omHEJT5iRnewstM9j4xgPa38JpUb11V6+lBu1vd2OFQuu5CqF/KCOKM80I4ifmMzb738NVJAb61YLC3hOdEHNipKLvNE7i6A6Ot1lvXnYlE/6KgAvq4cRwOuL8nweLFnReG8qqpvxiLtwSpmYtnnud3lCOa4QptsJoZwunkyjwbJDr4fV2tnn8vIDvBFIUzflt7s8CeUHXgtE+Vgowva78oPbU17XTCLRS6I7vXVgmPXNsv62N8ulI4QRu5xyJqRtPvgiHhDL2h3HrCs2AAAemPXsmNXnk89dgg013P61emmsH3LhcjQsYJuct4mfAX+rwsu3eevMu205PlfxAv754VJ33vpPXzdylc4A+uvE6ctrInF+f9tPVA+W3lAAnCSaM2nlcpUkKemkIKIsACcC+FrC7NuJ6EDweanqtixjsCb1GhI4aIL1/LE/+S32fPDXt8Nq150ExhvCttzRN6VDNKgt4mbxMD0dKjebJ/w2ooWsZNw5idcP13bCbmS3WFVcAADYdPqkpOo4aV0H/HWtQzi6zOa137KrX6KSvunMoaww0BlJqhwTsmE6KHrDyskGsrT6tP7IUC0T75z3h1LiVpwqxrVtzs1JTUG+hNeg8X5wOySN0VW9i2Oazg/TqRAMeEpPeltlWYDdbdv8PMQLs5Kqngrrd0FsvDp09k1lzf+5Hbjk82FF471YFjp7gK16kkyHBNk9gzAHG1YynhG7nFrGq21eVvbeiJT7TAfb0J9XnwAAeHPdbBRMawIAZAe4jZa3pB5feYNDtOMLef26/QJwgiW83lwO433z8D/C0ob6lPfLu+xncWktFvmzk6rTj+v4Q/l3/zp+aAeVwXT3JBmqZ4npZBCvlKGjktVoG4W6pJqUdFIopdoAFHWbd04qyhYEYWKhAERTqtoycRHbLAhCKhC7nFrENguCkAocRYgm0YGcidmZUp2CdNRZdtiPAABOkA/Fbu6A2ril13WHK7BWvv81AOCGQsDJrAjNk468cchNjGUHXQeKsRYGdcaACPdcdywoBQA4PkJ4C/dSU1s7AOCDi1mLcPa/2IvkP89eNej9fuL4W93pxn2Cel+ApZ1QQg08uhhojMHu4PrtPtgboXz7rq4ioMcfx2ErLWVc1iv3X46TDr8BgCdmWjHjEs/bIQmM8J4ywm4JlE/66qD0LMrzzh+SiKZxbTeiqZmNjNiNB5YdxK6uTtgP355mAICq7V2JfrhhTm7YXVY4I9OBlu9/zZDrXb7kapDx5LAJpENKnHxvNJC0RwA1sBBwdM5k+Gua3OWVGzw7mwzLDuFrG8sL8b4CCc+rHq6xO3mfvvpW1wvEyQq4q618/UddyqxY/IMuPquVG271rqvZb4KQdTKcFOBsw2T1PLfLQmcnLYppynki8qdB7T9RIHUgcdT0R+zyeGHun24BACiHcNp+bwMA1l60L8+zLVgmFBg9n9PB4tQsQE2c7c5jLfP13NOGVeZocv27pwI4dkjbHvz4NaivzUPhav5maJ3G89+74JfuOgseuAgAYM1txXsffaBHGYMNZ3i2ij0Szn36AgDAporf9linzmlFkdW7t0j3/fXm4dCb18RgPSFMaEdf5SR73EMN+xhIsDOTSF6TIvPI+E6KkaZy613utOmkSETl5wLw4oNBhPAWFrpU2t2XYnE4WfxR7I/yB7zVHvVchfc2uuWRLg9a82DdDTNQ9CobuMkvcq5n0jHJ0fxsfHg+7yMrj18CbTU5gOJ92ZO4jAU/rEG8iF2jq+/gZS2bCgDSDULduzbjyTiUj9cLbtnLi0J+qF7cYMcl2VnueUdbOyq3/y83Mn18/JTNHRdOSQGgG91WXWPPcroL7IFDSABgWfgc714BsGKv9wJJzA4ykRGBNiEZBvzoc7N1WECYP6ZNOF3iM2ieb8QdwNGvcf1RrxoSbHNeHk8oXicyq9gVzgxUJ9gBbS+bFuTrDQErxjbB8bF9t6IKuW/u4OJyuVO1bVYe4gEd7qfDQxw/IW8j23bzoU+6jirkz8xWxyAhfe0cExbn84HIhOHoE0CWa59NGJ3T0VP/o7eQDhMKcqL9ebczQ8UTQkR0B8VER+yykAy3H/DXAdeZfvYmAMA7785C3b+5c2Sxn//v+4mNeHvLdABA+aJ1AICvFT+Lu3ecAgDoiPNniy+/E80tbBsao2xD818JYe3VugPgSP53/LpTUP0SD5hdsXglALihHgDw2IIVPJHwrXzs2lMBAJ+Ywh+vq2/wOhV64wfn8noL7v86YlPZ7kwqSj4znNA7fYWQSIhIVzjcY2DbrDJQUygjOykqyi7lidxsIDuY9HYmZR0AWNOnAgAq37/N1R8AAKeaNYtoblmXbVXQn4GXN71YdtB1sDrYA8N04Ix0Sr0jz7oDAJBVk5yuxEhQXnzhoNY/+lM/AQA89+j3RqI6GUE8A93SBKBi9mWexkNucpoLgBaO1Z17NJmFhys3/gQV869w1zFeGGY54vGuehLCkCkvvhAUCnXtWN32sxHd57JDrwfgdbqPxRM/2A4IY8tX7LlnJKqT9ohdzlwW/3A5So/brn8V9btuIicccwviIRu1X29356077XrMvo9VI6vOuxIf+SKn8zzxyudxXC53LBwZ5DZXkPwpqP3Epb+P9JHeX5PTjjwrea/iwXLF26fj1ikD1yMZJrKQJgtnJqNJMfA6RHQvgJMB7FJK9ZkDh4gOA/AygM8rpR5OurKDJONbeLShCgBgm8ZVgsAZJcj0pkQAy3hGdPJIDXVEobSHRDyX/8eyA/A3sDF3wuzaSrE4KK4b4PojHbG4N9JnBOBiMW8kX4/uTXnWh9pjeH8dRfximfUwZ6naelIYwRx2oz5s2jYuYqqFl6tmc53quU4q6EPVybyPn+/HoQf+pXF8/zrWZPK38mhU4xwfpj1Rz9tkeZ0/m6/m2ySym0cBfU024lm8jd1hRvyAore5fvmbOLxj1uN8LMoi+Bo6+jyt/VG3X9B1kSM9aOZvAUre5HMSy+bz5G/odBu7U5/mfUULw2ib1rUTK5bF6+dWeS/cJ1691p02oRsGNaUItEengNUhIFZrJ9Cke8l1CIyKREEFeuTUhH3EHSjVbajTtvp0617R9Du3g2KwxKYWDGm7dCTZXmEhvaEqzi/vK54Etae+67Ic7Woaj0O1D802dMGkCo1EvJABY19DQcDYXd2prUJ+T4jSrO84nmCmHql3n2kiT+DYLFNATIc5tC1g2xfe1IDmeXnucgCIhQiRXH7ms2u5/HiA3DpHSnoKgAYb2K74myLonMSjhSacLp7rNRo7i7WXQdCIdLKXBgDEwrqeDhCsZ3sZ1G7c/p2NbsjeUIR7I8VdO6AcHx+frzUGXyPb/egkrifFlXuOrTa9T5/lhU0moHxdPR0qt/+vO90lQ5K5fxp0yEo4BGixaSN0bIf1vto7vGU6fbfTyz3XW0gI4IV4DLazGQBQmD/4bdIUscvjh2kPc9s0/I9X8NwFRwEAnEN4Wck9r8AqZnsWXTB92PtaG23DAp/2eIiz3fjnfPZoWDu7DUv8PO+jaz4DALiq7N8IlGk7qT+qnm+bj0icbUPM4XvQ2piN/A/YrhgPtPbJPff/5L6PYd/nvw4AODu3vucKvVCzl234tUvW91hWHec293Q715236LdcfrAZCNYFsfa2y7p+ZFf0va/3z/lVUnVKlo/zqe41zMPwWMscFPm4DbuugxvY/6ldhFWL+8542648z7RsdO0M+PxLF3n7L+T5G9p4IPja0mdwwaZPAwDWvsgpYGP5cZzxkVeSPaQ+EY8KJtlwjySFM+8D8AsAfeojEJEN4DYAK5MrcuhkfCeFIAjjD0dinwVBENIKscuCIAjphaMsRNXAn/PJ2G+l1HNENHuA1b4F4G8ADkuiesNiwndSlBdeACpJ3vVNSC0Vsy/zUqzCE35cciXn0R7pG7T8wGvRNot7xLPfqxvhvfXPCcfcAuR7o4vleefDaW93R26BwQu3DRXXzV6PHldu+ikqpn/LXV5Z/fMR2zf3CktjeKJTMfUb3oi5MOqUF14A0t4eRlMHAI4tv21UQjMq5nBqaNXII5cUDPS3+ojhagUFPNt8onU6TyTY5lXxB0elPhULvw8keIJUbr3LDYEdyRAdscuCoWLBlcBVnNr+6FN/AuROEN2yJBnpkX2nZgFWa4/uI2ZtHrX99r2fT4zKfgeuhzevi+fH1N6TKaSSBbfwN0v+QZ44+OqKW7DwBp6/4drLet0uFSQvnEkAcDIRJSrs36OUSjp+kYimA/g0+KJLJ0Wv+LmxoLbv7NJwWLHnHm5YJYZ+aMi2u2RNKM873xU4M67IZNuwTOjF3ma9oRbSmlLoiqrFc7Q/VU4Iq17sKabZG+VLrvbqqXUYTEYGGLdXvy/B3Zj3W/TCThQ9weEDu06ZBwCoPY6DuGK5Dub/mI9xew4vC1TtxgK1h8vQH/+t+01B6Svs5vqDbV8FALRNBfL1+THhHpPWx9GyiDtsJn2nCgDwztZp8BHXKbiHy1v/1V+i/FNf5Grqc+IEfVA+bsB0FHNjMqua660sC1aDPp+xhPhje+AGT+s0YPp/dUiFuawWEP4vu+FFD2a16M4pYfhaYnoFfVx721Gwi13aTN385t5wHPf6dyEc6qJ0v+LtG3HoVzjesuQlPq/KJqCYwytIC2cS4IZ+uPedbYF0pZV2Mya/H1Cqi2BmIllVWoBPu8oni/3Oh4NaP51RIIl9zlQSOhypeJI3rQWBzQenETdEdhgUCqKyarm7bnnxhfycAF74m1Je6IV5zhwFlatD6nSol3kfVK67JekqV8zztF8qN/Oz7tpmYyMs6hGm5d/ZCL+2f837s01uXVDoLs97rdqtOwL6A9sIc1oWOmbz+fG18rmI5tqwdaiGX4dMUDSOYD3Pi07md1Mkn1/b8aAFZaqnT2csRChYp21SJObuy9g/J0+HYLRH3fckmWvm8DmsrFqO8sIL+jpdvKoO7wju5o9lUz7IExMOuO8GPyzdoHbXUwpWU7t3fgAgFvOuezRB2FSjOiM9MiUZXQurvsW7PqYzw9wnPp8rmKn0fZcooGlCQcnH+17Z3lNhH4AbltSbIGdfONt2JL1uuiN2ObNpnxqH74StAAAftrrzJ/32RQBA/Vc47EMdvh9iL3HGD6rdhVUOC2GecDS3W01WoMW3NaB1AdswK8LP8CMPHI2Hco7mcj/CYckWKTywmD3HP5f3FubO2Onue2lC/V4qNVNe++ui172MrI99nAdGZv2/27luMyKo121nv46+jQeBhb/j0Iuyp/g5PfXn/8FPzuk7Y9pBt/D6MR1FZ8WBnE/wgNXzui8w1+rAgQFu9yeGedxWz+3us057BgBwbXHP8JBE5j/L2YnKivdi2VTW7miJcbk3Tn4Xv2nkEImv5vM5mvcXDqMINAlzZl0AACAASURBVPJz9951lw26I+KdSLv7AXvl7CMAAD+tehlLA3zAp2RtBABcWLAG857ibEThbA6VO2vea/hBEYdUnPEBi4m6QqMJ/HnOU31mBTl/aznm5/KH+6VnrAIA3LalAtODLM7/t1Y+n5/Nbh7wWFKpNzF31Zfd6aoMT/yrksy8pN+0/1JKfXcYu7sLwJVKqTiNQia1jOmkKM87H0o3eqzJJb2uU1FyUa/z3TImfdVVY08VFQu/704PNo2bkJ4cfepPXK8KFfQBh00aYIvBY+7Vyt2pjUccL4iKfGZQMZtHB5TWaHE7EgZbzsxvex/wKSJRELny/dtSWrYwNlSUXcodGFlaE2NSTz2P4WI8J4aSCnq8I3Y5czDePtZBnDUDX8ntZ+2+qSi7FLGyEsCXurbzrHtvd6e3fPmKftYUMgXTKfGPVvZ+PG0EnCAnsjhmf3DmpdQIZybBoQD+ojsoigH8DxHFlFL/SEXh3cmYTopEVBP35FI45I1Q65ERCvhdka4uooVOV8kQygr3HEm3bVdMLHF0BwCsLTWumKWvIUHwS6dHG5Cdu3oehxZxMwJuymcDAd7Hzk+wgv20x6pdBfvJ/+a0TfDz7ylP2K4XRqAmQRDIiI9pT4XsD+rdbBpZesDdyQuhaS439IyoZ+tUP/I28+jWBytY4CZgA/H9WFhNLWrFB6dfg498USHXx14Scb3/eNCCpcsJ1vE5jOlRTv+edu9c2zYqNw4sDrn2Ns816iNrOENHwWPvumXEDuQebP9erq+/vg1OFu/PiK85YT8owOfK8fM8u5HXp86I6zIbCusc1guLepWYL3yPjzUyRb/kCbDb9MjgTN1hpoDtx7NVnv1nPXqmy08MjaiYcznQ0tbrMf/n2avc6WU55+p98XUbKMwj1Q3qyg9u7zlvBEM8ElEKSfUKC2mIRa7AsIvjuN5vVKDTeMb7s81ZXTzkeCZ5NtmU7zigZv0stelR+dwhfLT2JtwZ6hpaoHyWa2vrDmYvqqJX6kDaMyx3Ta1XT22fu3hPJHhQmPVC29njwKQbzW7pdI+xvYzPU6imFfEQl2d18r4CDbxOR0nQHRpRBLz40Hdw3Em3uWlJnbB+vziO51VhRj5sAmLm4Bx3mfEk6cvTCwCeWeF1/pz40ZsAAL5NenQ0FHTfidSmvUHijpfGGaZufk/g2giY+n2ewKnxtMkKgyZpUeDOnhmazLZOfrbr1UdaHNSEClFBHhzt/Wjp9yRpb4jETuLy4gu9/SbQ3baeFDgLKkGHu78wj5Utv+9z2VDpbTBkpDOxAGKXM52Fl78Jayq7K8R21gAAfNOmuvaq5GXjgWuBZs/i6QSPprap/Az5CnQ7yya0F/H9UPwqP1fZ1SHYzdqe/p3X23Kdjc/c5nVEvDWIZsTGyxd7P57lf3ZYG67dIVjRrg22eUdVYe+vZ/IxhtnmPPyDcrRM4+kb2tlg7vpYDNNW8bxgoGvK+PYSoGMNexR/eR0PJvlbCSef9jIAoCXGx3Xz1Kdx5ST2Qlj0Ag/F9+VJ8UIH26YFU/k7oDjYiq8XvAMAbvaMXfEW14Pi5w18DMFZnnfB+k9fB8D7QD+il/0kfrybD/orl56IeDOXs3IHe8g80FyGD6P8zjwtm9v3hVYWcnL52pXk8KDD5ZPWYs7j7GlCUb7W897gc7LxzP4H2L5fewAA4OSit/DpbH7XmdSvxy58vMf636k5GPURr2fj94f/vy7H0Rt9eW8AQJiC/XZmVJ3z/T6XDYX3r+o9nGMkwzwMo5mCVCk1x0wT0X1gz4wR6aAAMqCTwozUZQIVU/hhrqzlnMoVMy7hBd0aVxUlF3FjriD1o0DjhaM+zx0Tee81APuNn8wVvVGxr+6ciESh6vaObWXSAAVCVEmMa7pjNAPSkUQvCgComP6trp2FfXhuuMeUbOfzBKR8/2tA7fqdNjlvbCszwlRM/QZUZ0KWkAmM2OXMYP6tHDo3e2yr0Sf7fW85kND3cNj5d2L177x3ycIbl6P0JZ2FKGG7pd/RIYGHjEIlMxSnZgFu2MMn99riMa7MCDLRs3l0h23zwJ/zyXRkENGfARwLoJiItgO4DvpRVEqNuut32ndSGCgc8rQmfF61V5gOAS0cBaXc3l9CwgvV5IMz8arxuNdI9SeYwkA3cS4z8uVPWM+kmMzK8kbwIj1HebrUvxf9AzK6F9ns0eDke+kypz2ihV4Sw1PM8UfNqFgcaNf7Tyw/1jWNHmIxIJf30byQY6bjQUJnHpeXs43LK3y3zU0bN/0p7l1tmxYC1obwwsNeCNPLf7gci37kxZC/d91lOP64HyOu0+D59Knw7/JS2yXjPdEX+evYc8Z4T9ivb+AUegCcAu55teqaYZu49D38oa8mF/GIIQBLj1Aq7TVBialq9Xa+9jh8LdpDQnu0QClYb3/A+zXneNY0t24mjd7eJbmIFPA+PrjQW77xiq6dbGakciDI7+93NHO8IwJtmYUb5qFH5SrX/9hdVjH/ip56Lcb2RuOePdcpfnsN++jieaGfc5/t2edJwZ7rGTvYmaSGQGJ8pUkxrOvk5IXc5cX/TfCa6F7XuMN2OXH/iTZcJYzaGX0eMzrtxF2701nA/8NbY/DXaU2ekElpzfsMNPE6T6/0OmSefuJKt4MXAF588DsoP/BaKO1RZlKAmn0PNwzGt1frDk3WIXFV1SCddlMVsOcZNTQDEd6fqud3gkUWoL1qVEjb5I6od22NJ43Pdm2s+w6Nat2RTT91tTMsn8/TODLvcP1bZYeg9LVzSr3QvZWrr+tyLCv2JKcdRrY9agLG6YbY5QziqAMBAI7xVDtkMRwAq17wdNSO/MIdaC3V3hBr2E42zg2iU0vrTFnNHXOxsO2mRTYeXXX7hV0dh22fZM8DKwLkbtO6N3q/oVU2Sh+r4vXOnA0AKHqVn2G7s/+kiO0l/Cz72hPs7C6ddrkgCmWzXYvpAfi9v57p6uVEc3Sq0ohC9k6us/H2nfsXhYh5ZbVpO+xo+0LkeqPZ5ewh8trBD7m7P2fLMQCAZieOM9//JADgxgMeBQDMe+o8fGKBN3r/20PvAwB8XP/+d8j7uH5Hm+I5Pj7Hk+0cXLVrf3f5rfs/jEsX9X1uBmLZe1y3S958Er/4LKcAPX4de2jsbMhHNMrHGz2EB8GvXXMK1h/1BwDApTtYD/GMjSfj2ZO4rf98O3vX3LquHABw3e4l+FHJ2i77NJoaX1v4LH5xInt8vYZD8NkH7h2wvneUvgGgp3dEb94Qg/GumAgolZxekOr/cdPrqC8kv191XrLrDhV54wiCkFYoEByV3J8gCIIw8gzGLidrm4monIg2ENFGIurhf01ERxPRG0QUI6LPJcw/kIheIqK1RLSGiD6fwkMVBEHIGBxwB/JAfynSpBhVMsaToi8qyi4dlXjMweCGeYwjTjr8BgDAE69e2/uybH+P+cLwKN+fRzxWrLlpjGsy+siIXWZjwi3SSbCy/MBrQXsa+Ed33YwMpmLxDwB09V5xly38PhAem9SdI43rPTkW+576jS5pWScKqbTLRGQDuBvAiQC2A1hNRI8qpdYlrLYVwHkAuqvRtwH4klLqAyKaBuB1IlqplGpIWQXHKUedwZ5WLz70nTGuicf8v96EWA17YATG0bv/ja3suXDwzK0DrDm+OOnwG4D8sXnvODULJqA3BcFJKruHdFKknsTwi7gn8AWgi++K6aiomH0Z4LNRWbXczbyx88QpmPo4p4Or+uJ0LsIBdOYfzFrBLqu+HXsRm8Z+br4a/a5L1JPQ7qORxWXu/v27taikFjcDkSvO5dbTZ8MpLdb71SKZloWqz7DWQtkq3n80x494WAtcJrged5RwRf3NWiQ0QWjO0m609k7ep1Ocz+nYANfNWGVnI1rE4R7BBh0KE1MI7+J92a18jG1lOcjaplX6O3hfOZGYK7qZyHvXcRiD6bywW6N48umeHRhD5cUH+QVaMf8KkHYht4yo2ky+hr01yrtTMfPbAADSYT5OTthdFi9iTRAjtAkHsKtYUCq2D4ds2O9tARbO5vU2VHFZ22qAGZxy0NrL52vS6xFQnF0eG+cO4kABxAq1Uj0RrHwtZhqN97PF+EYBSRlcYYwJeeFpbgga0DXkAizC2j0Lkvlde9wUTHmKn7nqk1nUTVlAXNvmGU9wSJzd2Oamz7QadBhZQsiWsVEqJ+QKUdp1Ov1wiZcWtAvarjgmLCEWc8vbcTw/y1Ne5X3FsxJfldpuWARHh2cYOwzlhWOQfj9ZLR2uqK/Vwi7VKugDtOsxGbFGv8/df64WMIZlAaY8bf8sLQxpN7b1mq3KtZ36HFN7BCtSmHlqxZqbvLStbsiKfieVTgaQXKYr1zYbcb4EHRCVxfeWE/S7/p62Tm3qTCmEVau1e8r0PbO91hUAJRM+1Jkg3Fk6xAxNfr/brDPvkInKCNjlwwFsVEptAgAi+guAUwG4nRRKqSq9rItRUUq9nzC9g4h2ASgBMOE7KUib4vbJ/Ax1Fug25e44ouGu1++lP38HR3yJQ1Bbpwfwyv2XY/ZvfgLS4pQ7ffxM5h2zC/Utup2iH/WCnN2IPs3C4ZNP3A4AqH55BrLZnMM22aMtoOwRviztjdwOJx1+vaWmCLa/6/siHlJQfn7qqo/neVZBDMEQ28TDSllc8pX35yAwje3zKftw2MHD1uHwtfK2Hz+OhSlf2zkTnVG2CfNLOBXm+upSTP07z9t6Mu8jfy1vl7XLQd1nuE3+XkKYhyHbZju87NWvu+ERR7zJTj6HzN6Gw3I3cz3Dm3tsaz6eG3aUYZYPKJi2rcvyW0t7bDIorNL3cd9KHhgI53EYybfWngt8TV+093NRdVH3/r6rAQCfnwcA3IZ/7JGfAgBmL6jBz/ZweMtb9dzuXlDM5/Df25agtpND9lbfy6FFi760HnWXzAAANF/OYdoFN2fjqO+y2OaLP5VsdiNBssKZyWQASTfSv5NiiOz3veUoG+tKjGNOOvLGsa7ChOGYUzw9j2cf+94Y1qRvPvo5fqklapcMHXLzegvjjyU/WI6ZY12JcUxih5AwclTM/a6b8QVIrtN8tDnyC54+yUt/Hu7Iecrt8nQAiV9p29F70oJ+IaLDAQQAfJiiek1Y5t51JzACqSMFRgQfR4fu5zkdPSvm3ebp+m28cngJIpwkRY0zMUQ67TspEt2FXcX2RA+KbqkSq86ZCVuLcG86e4o7f/OXuBcwqAdgOgsBS/c4b6ngHmJfexb82glh2j90OiY3ZZuF6FRW2rG1l8GWihwEmnh0b9rTDW7d4jO6yuoq24LVydtE9ai53RbFlNV6Xq6XxrP2ML7RQrtz9Dwgrgf/pz+jxX+0cFHTPlmuV0V0Ka9vxRSKn+de4N3HeN2yLWV8HKUv86hVuLoBTUuK9FJ9/G0OVr7+IwwGKxIbeKVhkHh93cZ3L6OHfW6/9S4AXqeKXaNFNbPCsGv1NdOCqM70AnTuy11bPp1iNHLQXFCMz3FAiwOqtnagmlNJOWa0LhBAnh7prVs6uLe8E+RrHsn3w7F59MOMBudtaBxUWeMB8aTIDBI/ysqXXO0tsCysWHtzl3U3n8W22LXNX+Tf5ACbz2Y7ZWxzPAhXuGzrJ7WXQzzX3bbsL3pFx0nwhtDpJqNxVJ/AHmqBJt52ygtexhzXNjtwRXVNes5oSQ6sDrathRv1vDyT1piwZ1/eV7BJP6MWXOG4ya/xKJ+vJYLWWZ6nBQD4OrIQC2oPifVcbsP+k+Dot29cjxqWrN7rCjwauxqZzMf11KohdDzER84bq7sQspuhyB6Cbf6I9sarrvNS1dbzKJwdDCBewqN1sVnspUGxuDdtPAnzcoBW7X2iPTPc9OREsFrZTscLPE+6pMgOQ1nanus01k7IB3tX0+DKGQcMwS4XE9FrCb/vUUolqpP2drMkIe2WUADRVAAPADhXdck5P3F5/5quHzxLv8sfQ9FsNjhv/bzr8t0HdysgYkHpTAFtM/j5attYDGuS9gJz+LLt7swFyviUV7/Mo+eRGZ3YPVd7C+9kL4wpS2qxuYU9mXY1s20MBfSzaQHxmPaCs3VbdlIcWz9rLqX2lKsLItbMz+7Le7UwJwG2xeutb+T3yaQ5ezElh73vPmhkL4/W1iByc9k21LTyO8EXiOPeO7kD75ptp/L6a/jDtvGMZsTa2O6vaufzcGI4hoNv4ux9b1zDYv1z31mCuZUXoOr8K7C6AoNih/Y2HIm8dVXnds1stej65a5nYtJlfJ0Hm2bf8xNEtaDoRydvAgA8sZ3VPJuawvgwzN8QwVO5PfzS2wsw51b2dDkkX8875GAYP6hDbuRzWLqqBrFivhYP/PX/ALBwqDA0WDhTwj0EQRBGBfGkEARBSC8GaZf3KKUO7Wf5dqCLw+sMADuSLZyI8gD8G8A1SqmXB1MxQRCE8YJCcqEcg+oBThMyppPigEuXY1o/y5d8X7vOiH7jiDPaoR6uBw1l3ofrAZd4Ll1v/+/wXLoAb8S6+0j1eEKp5ESAhLFn8bV8f8/qZ51F1y2XPFKjRMW873VNRz3ClC9le5R5lhk4ttzz0nxmxZX9rJkcFTMuQeX2/x12OenKCNjl1QDmE9EcANUAzgRwVjIbElEAwCMA7ldK/TWVlRovGA+K/ph/63JgkKPswuAZizAPt+05RDmesWLRdcux7uu/dH+nIlRjvItpKiTpSSHhHiPLjopSvP2z/j/0yAEcrefmXjMLsLQnqEmFbEU812PjCqVsng8AteUzu5Th+IFpK2oBAHuOYlfTvM0KJgxo5zHsuGVFgdxt3UIgiJD9IYcW+Gu1K2rIh6zNPC8yWbugtcVR+jL3dZn80f6mCFqna8E4LabYWcwHGMkjtE7nm26fe/UARIL4Wsnzu9wqRD7J7nDB3RwK0jk1D8H6KJ56cmjxy1Z71J1e8dYNQypj0Cg15GwBT7z0QwBARenFPCMn7AnmGYG7qAMyQnBG1C6mENiu3cW1sBv5fa5QIBmxN78Pvq0sKDTv1i3ufnd+cd8B6/bkU6zOf/xxP4aviW/KiBY6pbZOWBF2Nw5uT18X48781H6FJmNwk4WIygH8DIAN4LdKqVu7LT8awF0A9gdwplLqYT3/QAC/BJAHIA7gZqXUgymr2Dhiy2eLsf6Gvm2zeTfGtfagubyJNtddZgOkIxXsdm99v9bLrDnZ6xIx5Rhh5IYjpiJ3m3me+f+eQz2n2qzdXHDcT3B0mEXee/xc+evaoHxcYHgruzabcAvqUCjWcn6+Fn727dYoIkX8/FsR9meN5odc2xEPaCG2D/dCBfSrVocMFKypd+u068gifdwEJ+T1sq964RoMBVcI2GePWmemsgkr3hnavp54mcXaypde7WZdMSEWFI97ITBaMJQiMcSNiGq7dkHPzQLpUBG08I1CWTq0IxQE6fV8zVrouqUV0cPnDVi3yvU/xrJDruN9Nbbp8nKBCN+08ckcimJv3zPYwx4VOgrT1y4rpWJE9E0AK8G2+V6l1FoiugHAa0qpR4noMHBnRCGAU4joR0qpJQDOAHA0gCIiOk8XeZ5S6q2UVXAc8c5P+7bNVoSfr3hY++RbCtAhHVbUu95qD7c77TaeFy2OgnJ0WJqlBYQb/IgH9XjtJH5eC0LtqG7kUNlIhO3gnEls/6bnNmJLAwsbN7by8+uv88OXYPcNkUKuX7CG14tlK7R1cIjA2ma2w0XFzfhwF4f0HTmzCgBQuzcPxdn83P9tIfdn5VlhHHwz63uZd02wWdf7yXzoVwOuKTwNAHDhjgIsOp3bdRUb/gcrj7kLVef3ejr75cDVZ7rTa04ZnXZzsH7oA2RVF34PJ1qnAwD+cdNRAIDOyXzN/Xmd2FTNITW+IJ/EfRbswM5GtomND3IIkGUDnfoV3HkA29CWslIE9Stw2e18Hab9cys2n5ucWpXpcPjp+mUAgMsLWaT05w0zUZ7NL+q3OjnE//Sc9AyZtqIDr5MsyWpSZGLWvIzqpADYowIA3v7ZZdjviuWurgQmtvC2kAGUF17gTq/Y+1t3+pj/Yd2NwTyMJ33kBrdxP5Yc9A1+Ho15PPy8O4ddpkrS4CaDpLkbPZZcyfeCMomOjCRCsPf1BSFdKJ/0VXd6Rf1v3OkTjrkFg7FERjcpmewmI83+ly3vUndjq4dKKu2yW6ZSjwN4vNu8axOmV4PDQLpv9wcAf0hpZcYxC2/kax8L6w7cWOaNqAoTk0U/8uyWySr4hZcvBAAckp98OQ07OLKse0aVsWDBLV1t8b5XD982J9MBIZoUI4gVgys01uty3SsVt71RO5MCyQnA9Udt11qavnavMe3TAyT+VriCbXaEjbnpyW0rJTQt5R7arF0mFSgQy+IVcrdxi9zXHIUTsHSduYz2yUHUH8w+V5FcLWD5XD12fZTLm/IsezzE88MIaVHMmBbThALCu/hA/NvqAADRXBaaK318G9oWa3FMI5Jm264nRdsCHqFrn2Rj2ioe6THp8fxq6NFJnZOCyDIp8kaBoXpP9FpWDYv0lBdfCJqmxdd26S7dedO9ETF9DrdcMgs5W6cC8O6FaQ9v8lyqTbo7nw1Vzx4X7gieZWHag9zjqyIDd5vGgxYoh7/oAtrjJTo1H3Y7329KpzFUgxCnGy3iIYK/NTURbyzQlrJjlDR3I4jxRuvvctkRIKo1sYzNNXZW2Z5dN//tNs8bTmd7g90JBJq7ekg4PkKL9iRrPsiIb8ags9u5dji0Jw5fsx75ztGjdY5CRwnvpP5APcqXSyh9gS/t7sPZXpe8wjbXyQrAbo12KQM2IbCXT4ARUozvU4yc9bxNrCRXH2PPkxPPC7uij5Nf3OOeE19bpMe6gyFekgd79+h5XA3Ve6KvstzUpjpVNDW3gbL5Oll1+rhCQVQfzZ5moTr+r3xA6UrtTZijhS7NOy4eB1r0Sz5bl1uQj/CbVbxatH/x51iuHkHWXjD2nmY4OqWpmyo6L6dH6t10IB4E1iy/bNgdFEDK7bIwwhh7GutHx1tZcL0WrIhu4FhwvSGsKF/v6YdVoyPGdq92N4+UU9wCNfFO8uey3YzHLURj2qvCiFpumAHK0m2YCC/bVKfbpi1BNwWp3WzSOQPRXG3jA7odTkCwnuvXOYvbw1kbgmibpj0+bC6jqSWMaAM/r5sL+Rm13stG3cG8zfHXX87/v/Ei8rZwndqLdFtO39oXfvNRXJTPnnlz/84fw+HdNo48omdK0WR5oYPrd9CU6iGXMVhSEV4MAKsc9j4xHhVVN7NHxdRHgR1f5POa87S+ydZZmHUDe5y/fxy3V+MRGzMf5mvXXsP2d+9CoOAkFtjc/SK3r7ed7iU9mPu3r3G5W6x+s838bdtBXf7fv+/9uKOW89ZauiFQF6/GWbkbh3TsI4oFvH/VZcPuoAD4VZdMKN4wPvvGjIzppBAEYeIwCLe0gRTkJc2dIAhCCshEd2FBEITxjEoyPbR4UgyT9VW1OPxcdheP5PHJNN4Q3QUxD7h0ubgRp4BPHH8r/A2eV8RgU5AKQ6Oi5CIAQOXuXw25jOM/wSkgjabFaGJEuUbCgCjQYEbsBlKQlzR3KWD9lloc8tXleP03HGYH6BTOafUGGV+ceNRNsLVnxajp/giomMJp8iprfznAmn2z7CDWsVj55ui/T/e9amRs8yDtsjBKvLuzFgtuXo73r74Mi65b7rWZhRHj1P9+E29/wPoJVedfMca1mTjMu41t22HHDL2MVZsXAwBOnLM+FVUaFPNu122nESg7KU+KidxJQURVAJrBAnMxpdShRDQJwIMAZgOoAnCGUmpvX2X0h+Pz3O2NU7bj99yM3VDJhM8PEwJiReB+qmQ169UIsPVy40ZMcaDwDXbVjUxjV924n3cabLSQU9XC6xkXT8eBE+aeEiO45mtoA9rZZ0lpl9WsSBwoY7fU9mIvprPkdXZfVUHugbHao2jZh12Pg/We269/N4v+dM7j8IS6Jbx+R9EMBJqN37TOMV2ah0g+Lw/VcOdDoM5CPJ/3bzfxvB3HFKDk7aG9zeyIg87peXhq1dBEN9OBFXvucTsKzHenb2OCK14u+6cr27vfsnZpcbx9SlG/L5/PyS/oMJq4Amk3Y5WnRd+a2zyxzYAWTYlGe7gFh6v5pqRIDEoLxxkxT2pwQHVa+Ceke+WIECkrHMbRp45YgjK4SmH2FSd1ZnxCp7kbabsc17ekqw3kAH5tY33adTOaA0TYQ9i100Ys098CkLbDoYQa2HV8//vatbuvDyh4i21z2xwtUhxT8Ldygdlb9DMUc9xQLaXd8xURbC16aOvQOZWfA18LV6J5H7b1bVMISodxFb3T3KUM6owjnsvPsN2iBRyVgqXtaWQmuxY3zA0iNEmLiWkX3+yaBkSncZ3jYX7l+pqj7ntE6ZAxchzsOZjdoAs2tGEoOAEbzvRC/OfZq4a0/VhTufEnADxtB8TisLdqAWgjUqzfrwDgb+P7I1QfQ3Q628SG+VpE7022m1ZbxBU6RlDfsPE4kK/d1rUIZmK5bvk1TV4opbFvRLCa9bqtRkwzCAT4vesE0yPFWCzLm45m9b3eYEihXZ7wjLRtpu7d6QqYeTC3cfbJY1v64vbZUK9zm9OnHwNleyLG0SJ+blojAeQE2XbuN4tfn9XN+agntp17a/l/9iY/OhaYghL2Xc8FBhv4/mmL60HIrChMt79TxNs50SBiBVqccY9f10khoJtB8VouK5IP+Ju4vIdP4Q7F71d9BlU+tsV1LdwOcxa1Yk4Bh/S+eyI//w+tOQRZS9nuts3mfeWVss3/2UOfwksnrQUAlB/xNgBg1dMHYUs7l1vf2U/8QR9cvOZsd/qdT2XmQGD3sA/r4CUIvsH3TskbfO5ab2zFJH0j7V/mtaffPmEuAMAp5GW5bwexvZrfdeGl/B00f/IurHuKxYyL3ubr2joV6JjD2/h2esKDuT4dAm+zbc4PsD2+GOPy7gAAIABJREFUZNPpyNH7f+PF+QCAlTgYv6rm++2OSxKdbMeQhGcjFTI/jkpOLyiZNKXpRqrfOMcppQ5MGNn8PoAnlVLzATypfwuCoHEb44KLUkBcUVJ/SeCmudNp684E8GgyG46jNHcps8v7XjP8+ElByATc1NcCgMHZ5SRts5BC2zz/x2KbBWEiYlKQDvSXiZ5wI+2seyqAY/X07wE8A6DPN//i2VPw6u8vx9LvLkeUO2bdFHRAQs9wQi9URKe2CWhNLUWAT6eqM6JrvnYFJ9D14vjaFEJ7uRcu+wMtnNgZBWK6B3cv9+AGG3RhnRF3GfzeSIldwz3Srhd4OAzk6pH0vc36GCLIbdECaxE92rO0EIVP6vB2nfYSBXnI+ZC7i2P5PBrUOiOMcJB7yILbeVl+QbE+5hhCVdzJ7hRzj2bnpIAr2Ol6fNiEeIDLcIq4bqWvtIL0iL6bHi9JMtmDIhFzzciIYBJ510KPqi24YzNaD2W3vvBW9qSJFYQQruNta4/ma6EIyK3W99NGPfCRIGIancnXx78zIR2S9ppwwnw/kWUB2iOH9AhtdEouAuY6mroBCGz1UhiOBf2lNKO7Lx92+akyppLmrlcGZZcBYPGsKWjTosPtk7WXQxu5HmqmE58coF3bbuNJEQt5tth4UBix4kCTguMjva1Ou9ymXA+xrA1aVDIadb3FQjoFndXYhpARpE0UDrZ0pUwqSsAbQc/WqX131YO0Z1KeERNuyUGb9njLfWETH5cunwryQRG2/44WcmydmY1wLdvOwA5+rnOzfLCjOlVelX5GA35E87UXRltc/494nkf6mY8HAyhcr731dJ3i2YNLW5WpHhQ9sPX4SU6WZ/fadGMgOwuzfs/Xp/kITkcb2tGKeB5fl6xdvP6uI3TjgIDsnTwv9z19TSIR1/7GJ/M72W5u9/ZlvHFCfkALAZr0sRSJIZ6vBTizeJ+k778Va25C+f5DSx2bKtbd0tM2v/sTnkc/HZ5tzsRGboYxaNu839QpaDTDjeQJZVK824oE7HiBE6U0HsL3r/NmPuLay8Z4w8WDQDxbtw0tLT64NwcNfl4x0qiFbMMxKC22GdR2sHVOFNTGz0mgTj83itOFAuz9DLAHBQA4ERuBHH4pUEjb1zkxhLUQZuBd3qBpgYPA8dyuatrBbakDF27F25v4eD7zEnvFlhXvRWeHfj/oMoiAjjjXL6rTnNrhGD72aX6N/+f9hQCAIp2mdPOsbGxpYZtwVAmLZdLMNjy7cb57PADgr03eYypTvSf6Ze2HmJq1CADQtA/fdNm3+PHaZ9jj2+rUqW2zHagcvhmLivj9Vr/QhtLpbdt3sNfyOkWI7sM2vsnP9+f0w6pR8xynEu0o1Z6HfoW9Eb4X4w6XUd3M90TLG0WYftR2AEDOdt6/aWu8fs9l+OjnvIfixIdTcRIGx8Yretpmk7qdbhy6bVZIzksiA3UzU9pJoQA8QUQKwK+1eN0UpdROAFBK7SSiyd03IqILAVwIAL78Qiy8YblkExWEQVAxm41cZdXYjqSYWOjhwrHPqXPymuBp7oZkl4FutrmwEPNHq8aCME6oWHBlSrNTDZVUjLKn2i4LKbLN+YWYPUoVFoTxwmFfvhOr7x3+gNpwSUl2D+1Jkcx6mUYqOyk+qtP0TQawiojeS2YjbZjvAYDQ9DIFcCxlJE+P1vl17Fq7N1pnrkV4t6c7YTr4nSwgd3vX/iJXtwGA45ZB8Dfpjd2RmjaoTj3UV6dHXHK8+DNHj8xBj/jBtnj0G/BGXtAOtOsRHx0HS34f0KTTJr3Dy8IFuW4aS6eB3UAoEgFmcDoenxazzN++F/DxepEZPDKUtYOX+XY3uyP+lomnnZGN0A7urWyfyT2UwT2d7qidv7Fdrx/FjpNK3GN7+67UpCvKJFbs4fg0o02B3Cx39NWMsiEUhL+R7xOrja9hoLkNgSq+Z3KKOK65aX4uOvN4m2y9bWxyPnw6HaB/ZyMqP7gdJx1+g+fh4o5+6DRanVHEg+xBEy3VQfwEtM/0kkE/s4IHVUzHxHglGaViISmGZJeBrrY5WFamTBrRWIEZ0bDha+XrZNLdKdsbuTB22o4AUW1GdWY32J1sQwMtjptS1PXKICCwV9thR9vu9g4o7clG9ToDbNgTRHGMNoBS7vPk2mYAytjsTq3DE4mCjBZEPT+jWa0dUGHdRW7seRuXqyIRWNM4zandqEfld9a5OjGxyfy8Bvd0wN7d4NbZLcth2+2vZ/vbXpaLUA2X7QS5HnZzh+utUXu0923yxq/H97PeG5XrbgEAlC+9GsqkIDWeFESc8hNAqC6il3XCaubz6df3WGiX1hqZloVoDt8Lrk5JOBdWvfZ03N2Ays13ovyAHwLd9CQUEayojpUP8XWKF2S56W0R9ppQRsCYOvWQdCbmexsAscspJSW2OTStTJl2MFRCOmjT1jWh6g6QVcOTLW+yHoAKwxteNRl7ww6sDu3lmcP3suVzEAhoTwf9LMU7bNht2pNCN5cLN/iw50Cejuaz7c7ZbCHQxJUyOinRmJfuNFpj0ghrT7qiDgT8vC+jeZW/3kZ9Dj/zeSXcRtvZkofJk9l25wbZ1ub4I1haxpoZb73HXlaz5uzC9ga2v6VT2TaX5TYgrN37LB/Xc1MVuwqSpdDYzjtesY1FFi1bIdbItsFoV2BJB9acMvEEjRO1KSydRru1VGvydfgR0LojHdP4prSbfXAcvv7mvgs6AC3h89hRx14TkR3ZKJnHnunxQr7GzZEgij7GN231DtYE8YViaIrq9OEtXT0q/EsbsXk7vzv9H2116/zB6ezdFg9Sl//jBaWSEzVWGegJl7JOCqXUDv1/FxE9AuBwALVENFX3CE8FsCtV+xMEYXyikJluxUQUBPBZsOiZa1uVUmPWkhG7LAhCKshUuwwARHQUetrl+8esQhDbLAhCanAgwpn9QkTZRCzzS0TZAE4C8C5YoO5cvdq5AP6Ziv0JQiZSMWfsXcsyA3YrTuYvzfgnOKY4BqA14W9MELssCMlRMfPbY12FDCB5u5xOtpmIHgDwUwAfA3CY/usvbfVo1ElssyAIKcOBNeDfRA73mALgEWIXWR+APymlVhDRagAPEdFXAGwFcHp/hZDDrsJt0x1YUS160qIr2uG5DEd1KEi0jZBVy9PNs7R7rgV0FPB01m5247JiynM9doDn/vk9HPLV5bCj7Nob2KpFgmIxwLbcMAAAWJbD7wuyLC/MwxCLQVG3l3Ek6gm3GbfjSNQTbmvmA1J76l0vO8pmdyfV2g7aUcvzTLpJ24baq91Y61k4yBV6tCwvLEGnP4tmW2hayK7HcR0qU78wG9OfZDe3tjJ2mQvXtHdJHzmRqdz9KwBARdmlbgiOKuDzRA0t8L/xAa84hcNjVH0DyAjwafdsO+IJANZ+jN3SOguAWX/X36gd7GZu19S7ZZub0jHimsXZoLhOuWgbN3rLc4dPrPMY60/0hhFsox8PrzNGKSCaRo3cQTBDKVU+1pVIICV2GWARtugkHW7RqV189xD82j4bAePOIgfBvbw8q4bv28Z9PIFNExYS3qPT/rY7Xdzin1lxJQ4/705AKxPlaPdk2DbItlFZ/XN33fK886FMOIhJ66scL7TDSnghmzSTPu+V5y41Io0NTVA7dHiHsd06dbCKRKBqeFCTTJiJZcHZwTbZ2qnttt/fZR8AgFAQjrbFzfPZNisfULeIp6c/zaKbbbPzENqpBXNzIQBY8c7NKF96Nf8wQsM5QVh72a763mFhO5QUeaF6+vpY7VG3HBPmWXO0Z5tnP6RDf3RYDtU1QuUbxW7dnsgKIB40SoR6no/ce8sInCZSueHWoR7uiPHBD7RtvmoY4myZa5cPBbCvUmkVf5My2wwLiJu2nAKcoBapzGZXfKtFC77GgYbFJlSZ/9utlitI3zmdn5dgTicibTq0Id9Trm9t5Z3Em7T4ZIuN2f/y0tibcKcFN3HbJJanQwFmeaF/ubPY1nXs1SEeMYIKaZHkLTo988ZsxPQz1zaTy6AoQUX5ODrf4ZfN1z/3KJ6tZ9HLTQ38XO9uyUFHJ9fv/hN+AwDYL9CGev2euOiDMwEAM7L24tkdnO6ydBKHjFRrUXs7EEfjTh1uq4VB4Xeg9DlrakhRPt8MZ5XzV5QfyNJeJhS0fqGNgNaNn/wGn7vaQwnT/stth/pFOgXtVCC2h797fA183Z2Qg90f6DCkfL4XfaEYWnQ4ji/M82IdPmzYwqGX2flsu9tbTPpnguXX4ZjZPVNKv/zH7wz7uFPNupu1bb5lOMKZyWVUSisLmCQp6aRQSm0CcEAv8+sAHJ+KfYw2y0I6r3H3BqcgCCNOOo3EDYIXiWipUuqdsa4IMD7tMgCc5OeGphUOj3FNBGFikaF2+V0ApQB2jnVFDOPVNv96wzEAThvragjChEKp5ELxJrInRWpQ/EdxQtaOroJsHdxRivevuQwLbuae2mgu0KpHNIxwkNXqpbvrzLfwxq96Fx1rnAd0FnDPbPaHuhs6J4QVa27qWiWdgs50QD0R+RNOCpwFACCLANVzJIVsHn0zo+2xOaXwfbBdV9Cowyk3bZ6jBTxVPA6K6QPRQnCUmFLPYDwpAn5X/A06PVSoLgbl16l9ini9WEJbPud97uaMFWRh2nOtWPXi2KZLSyscx70mRkxPtbVDaQFU7OJ0iBQKuqOvZiQte2srdh/Mve8m9ZfdDmz5rCeAt+6my7Ds0OsBACtfux5HnXEHACD3Q95Xe0kOYkEjxOpVK29DQtrSCQCryGeeMQW7E59HRJsBdIKvolJK7T+21Ro+pADEtYdatSd61jnJW2fDDy/DPnfcic5CdysA7AXn08Jqob06tWaQ8NKfex/VqN+XEKxju5a9SXuUZQV72Ganvb3L7yeif8FJ/jNdTzOV4PlGZuRbL6OcbDilXHlruw77DgUBVyhTp8gzqU2V4wkh6/26Hm28A15NRbx5xkYEAwg0GSE43qZ9ss9NFWiGN7I2NiBWxHZ8yqtt+M9zV/d6fiYapAUxTQpwa3cjlPaaUMZDpmYXyIhcG+9GPXqatbMdLdN4qM+0JygObPriFHcfG354GZYddB0AYOWbP8Lh594JACh8txHt0822nrcmALzw/9k78zA5qqr/f071MvtMZrKTELIBIez7KutLAr6goiKKr6KogLhg2GSRXdmTqAgiIiroKyoiP3g1JIAsssi+LwkhmZCQfZ196e77++Pcqu7JbD1Mz3TX5H6eZ56prr5Vdbur6vStc8/5nvvOZ8ZB245wXojt8gjgHRF5AbXLABhjPpW/LuWODqdE6FRnMFWepPZbF7Dj9XMxfsXmYrVryRKgQu+rA6fWBtv8+eDbOx1n4m036yHs70Aqbljy2ThLv9vRju9/7DsAfG7ES8G6cx/VSb/6WhUBNyW2TPPqKFFrxlNWszhZBGWHrQMg8qhGr5avSrFub715/XKmwyJN/GnSvwBoNnpaP7voJNqSamN/vvK/AKjdUk1Ti+68tFjtRW3jcLbU68C4Iaq/MSZpBc83pMVzPb9iZdIj0ph20PmRSds6aw/UH/ugfG1JOqpyu6dsmOX+VWycpt9pywiC9jH7G5+KWRHtTV5QotY02t99imgdm/5NrT3th+xy+Vyat7NROq1q86XE/r626D5rv3oRe/4gI9r4k/3/rIVMtpWXtmnhTIfD4cgVYRT4AY7PdwccDodjoAipXb4y3x1wOByOgSJFdql4YbTfoXNS7HrRXBjAfN3j9vhRpxm7TGaWfXXgDp5n/Frqzks88Mzc/yqYVJ7vbvQb31sdbYS2ql4aZ0lYVeSNMctEZE/gE3bVv40xr+ezT4PJ9EvmwvCB2/+2apv9yEGARZc62zzQzDjoatg5/LZ59/PmEvMlkWp6bpsNIbbLT4rIaFQwE+AFY8w2VTVj0i2zieZGJ7/LfQMs/V7h5fsPNBN/fVOwXPutC/LYk22DKTfPIR7CB+2tmfzTOUG0tNeSg89jXCTFoCEGKmr1i3z9px0HZLtepIO1WD28fb2+N/1H6XUAbZXQmsWnWvzDWUy9Qbf98EQdWU94aEPw/vyWPwLp/GdIi6h1wIb8ejuMB8BEPdqHawhSfLGqvkVXbkoLZwZCb8kOx8k81oL2ezusC8KKgzBm3YckU2AF2Zon6ygk0pqiqVq/gOYR+t64p1oC0a9UaZz5L13Z7feyTZNKYZo09tD4aR/xeCBs6ovzpbbUIX4KSJUNBY5F0qFq/vUnEGnqeIg1B1Ux+nlN7yhZr2FsqRK9rhLFHrGGZND2yX9cmLOPFjbCmPssIucA3wLut6v+ICJ3GGNu6WGz0FCxOJ3e8ObsjrZ5+iVqS4s2SCCgusvlui5ep3YZoKWm9/O6+MK0bV7+SbXN2/8zbZt9+3hs5JRgnecLDZNO85CY3oje+O0wRTZUuFrTKWIfrsfbbJ/g/G0TyXS6lycdbPOx3slgUkGNeP/4QfpIZvUv3z4X6X3dMnkEnk0La63RfjSOFbXLEAhCmtK4S/HoioRNi7Si0xgTiJd6FdaZkEqR2qji0N4wK05apb/DxpNA2M230ckigjBzn1VHDWPMszqQKFlnw4cri0mU+EKwaZHAR5+8BIAF/7k8F58wNITULn8BuAl4An00uEVELjDG3JfXjuUIMemQeYAlszoK8PlOhERZKnAkTPqFrjOegUa1SZvbelZSrz37fAAm/krTPkwshdfYsezhmTs/yWdXjgNguKf33073nAWl2j9vlBWpXaVjqsTkZto2Wftr005K3o9T96KmeYi9bzdM92gfnhbCXXb6hcC5pFbvpNtIEd6YRcwfS7Bu8oLT/W8Iiaj9bdqox92wugqsIKNZqesi/ldoNJUFCFIcwU3edUWzzWZu2VnPa6y2mOp3bTGDKTqbPOrlZCDOWr1QF1YeHiNZou1KVvkp8BC3pzidMgqxlfo76l/jXhsUrbMiqqP0t2HmLu8E7W/f9x6g8/PjUMYgWUVJhFA3s/CcFNmy+7l2dikLod39vjGHeL2enuYR+iPbVgUMG6DO9ZNMx4hj6LDrD+cS672Zw4Q29/kbwIHGmEYAEbkBeA4YEk6KbNntwrm8dWN2A4QDTptDUZ0dQI7QgUfTGKBAJ7IzHSOOocPO18ylqPdm2zbhtcuXAvv70RMiMhJ4FBgSToq+MGXOHD44t/cqApP+eB0AsSLrrGuPwGrrxCjQ4ha/eO9oqiJNfNlVRnJsYxjIrrpHCKNQCspJEWtMMeY/OvXc1YySHz0ROCiAYjvB5pdplKQEXrveGPa+bhNt1v+b9uw5JjIQUPQRD5m4vS5bocvEDiOJv7UMyBB2szPw85vv6XH/vvBbb3hWkJNoFFOjs0abdlJvY/EmQ2uVjZqwTu6VhxUDxbx7Tc8PDtu8pziRTJc0tLOxpiU9exbMzFYPA3+2zr63YY+yYLbYFxGSJESsZ7jdnrJECaw4RhuOekUjKdoqdb/xOvUKPzEvPBEU1Qv1A0rSEKvXz/NWP/dpCGfuHDpLl8x4nYRwfpCtiTWkGP1i92KOfvTEbhembXORFcuMtKZtkSS23rJrhi2yJfKsZtamvbqwzSaVFklMpr/2ILohwzYnRuvINfaBRreZuvogWgpgfuPdPfbnkdRfu3RQBIKc1jZIUVFQDtq3zRt2i1O0yTrJR6YFoVcd5M9cFgffX1ds8ykeia0ummQS02gj3iJqnyUWw6uxsw6+gKZl5WFlJKz99aPcknGDbDWoSxTD8mP1Ohnzgl54rTUx4lvsg1pJhCce/mFOPtJgMPyd9iCCJ/qafp53+7G/ENtlb6v0jg0wQLkPecBETSCO2RV+9MSUOXOCdZKw5zECsY36VSysHZt+P9rDIFqsba6Pkop3budHUPyxXm12xVJh08F6/SVtaVOJ2vFVXRxTpPuY+Fftx+bJdJjyff3n3ds/b8wiQB0UPg0pG6Fm7++RT8ZYd6AeI9JiyxhHDRErsug/L8TqbCn4SoOp1HveoGKN3bGtp3j4BQtko40GLjfUTbbf+2v6xbaXemyaputaR+uJLV4FJWt0nS+mWbQpHREfr9N2jWOFhI3C8YO4msalguvXLws779U9WPbN8JyLVGky6HuqpP82NWvhzH4fafApKCeFw+FwQDhzn4HfAs+LyN/t688Av8ljfxwOhyNnhNQuPywi84E/2denAP/MY38cDocjZxgDiWyEM0Nov4e8k+KomTfA+MIMsvejJoIc6kikp+YDxjFHXxcsP/avi/PSB4fDJ8QCbXNE5Am0FKkAXzfGvJrfXhUuxxx9HWxfmEH2QdSELTGdb9vs7LIj34TYLl8gIp8DDkXt8h3GmL/3spmjQHnlwwkA7BUv5rzV+wAwpWc5jQFh4u2qzVF71vmDf3CHI4Nsy0O7dI9+stPOY7MSDntzTufwrwO/qqFskTYThG+VrNNYpJELloEVMauyoaMtO48hVqchaJFaDQFu3H9i54PZcGLxJO1M8HxZVkkLKFpRzcjzb5PKGND2Fkbc6XB2P95IFYxLrUsLxvliYX7aSdtuO7B5qg7yS9enw+5e+0XHnMNpV87F0TvN+02m5D29FlKr1uhK8YJQ7iDdp6kZqdSw4MQwFV0qXZek+j29ntbtretaq9Ph6r79GPdUM6m4rcddqteJH04M8Njj4XoYMVH9YCWL15McnhshAYOQSIUnGldEKo0xdSJSA9TaP/+9GmPMxnz1LVdka5sztShe+4UuH3DaHErWwwu/P5eDv6SCbaVr9MYY/uhSsPdXubWvLdPGEqvTMP7I8nUANO47odOxJBIJ7HOQuiEe+CkYGbY58uJ7AKQi6euqr7bZF+f0hmsYc2rDxkCQWIrSzpbWaSoct3G6riveqJ/rhd91tMs7XevscjY07T8JgNK3VgGQ/Gh1R6FSbFqefy7s72R7jdrh8pUmGAusOsT+vnqC2EsmaR9wxv+rhUSJ7tgXyyzapNuF0UlkokLR+zp+SNb0P1E/bHY5E2PM34C/5bsfA8HuI8bwUhZpB5laFEt+oMsTb51NW3WK2u+cx8Tf3QBApCQ9HimK27HmuhIosWNMO5aJbxJaRnc+zjeWHwrA+hYdD3zrnAf52dtHAdC6yorZ+kKfCWH4a3rPbZ5kd2B6TvHoipuf+KQulCa4fItOShav12u1YTxUvqfHqJuqnyFW53VIC986pW7qjc42Z0OrzcL0WvWi2PewRTz/+lQAVhyt64rXCaU6rCYyXdPiU6sqSVg9+rjqHSNJ2LKjLvsCx/EtYCL+su6vrdpgbLqQ1+yFt6qM/1CQA8evMdmJGoexukc4f3FCxMySrzCz5Cud1s+InzpgxzzgtDm9N3I4CpiUVSvu7a9A+F/7/2XgpYw//7WjAJlZ/OVO62bEvjhgwsX7nDmXfc50g19HeMnWLheCbRaRp+3/ehGpy/irF5G6fPfP0T1+RZJMDl5wEQcvuGhAjjftirlMu8LZZkdY0UiK3v6cJkUeef7uzorFR5yoNYyb9hofiK7EN+kMXrS+Ha/JloAcp+WOyp5f0mkfkeoqbdPYhBh7isX3gBnMmnW2oa8M56VF3KRnH1AQQmyFiPzQYoDUcBVdk8oyzJLluhyzgmwjtT5Pw/ZxElYjLBXTY/lVTDJJ9hJRbSL5H1AUAk/Mu5CZe1+hL/xICk8gam8TK6ppEgmkThV+osV6TkqbEyRLtd2Y/2ipPBPxgvPiteu2ibIoyWI7S7fBhlmkwmg6lCcf0hmco2boLMzjC36IyBX926kJV1ixMeYE+39Sb223RV74fdo2P/cnnfU48ji9Xpr23D6IxinaoNET0aYE+Pq1YzWirOyFpZ32Gxk2LBAn9m2pSSYRv6SnjUKTaDSIrugkwtgNQbQcftnndKCkX9pSKspg+UpdGbXtRtVQN1Fn630h3WRciDV0PkairPf73tnmtI2Zud+VuuKj1cF7wXk3BtOm9lSaVTgvvl5LzEaaE7RXqp3e/jG9XlJxD0nYyEhrf9vLo7RV6v5K1moEhdeaqYMbLp586ILALkMObHP47PJh9r+r99ANtd9Jz0LXfk0FIqfcey3JVr0P6uvUllGeILJGl0tX6zVQPzlJ8drOaXCPv7CbLpSprW3/ThWtZ6ty7Zjn7Lbj7Lgowxy3Drf/a3pWvn+zdTwAt6/dkRNrNJtywdID9ZBHbWRDXCM4zGadqm8rN7SM9MtX6vG9dDXTIKIqE6+txy4o4R225YzFF2oEyo7XqYNnj8oVfDhZBYwjnp7HFeXDqV6oY+OGxTYCuSZFfJNeA34p6GRxWmy7caJu24ZHtFHPWdRWDPdaPVrGZFkdoUCpPeOCIF0INGVIzvr4wp/Zihq7dI9+8v7bH3HcrpdiapcHofWRqsrg/Xnrbh+UfswsPw3TplbMd1L0l4GMnPg4TLl5DlP/tEVf2LBYh6MQCGvus4g8Zow5prd1YeT9tz5iZvlpAGnbOFydpfNW3Tpo/Tiu6nRSTRoyGhnW/xrSM+KndnAO55sd7roRgJ1vtwr1VfE89sbhSBNiu3yPMeYrva0LK29tWsVB/6PRs6uPbaf6+bTNePW2wasMtP/pc5h25jvALjnZ38RbZzPjwDcAeHPj2F5aDzx+5ap23+U1In99cTgySZnsUvHCOB9aUE6KXOPPwGTiD7QBHm74PQDHb39OsC5lS4n6JDdtYUGbRnP74cGZ+ccBdubN7LUTkaU2d3ajJlulZ+XSiCdBpIVXYssyVZSDnQVstY6DZNwjXqGJWmv21hk8v5yapDLSmWwOV0uN8Mbcjj9MifKeB+Gxjc3Mf/mqHttsK4gfBWO1QUxbW5DjHJzj5pZ05Iy/XXuSRJm289r0+07FPZYfo+smzNfrKr6hGWPPcaJCj7Hks4Up7NoXUrHcDl7DNBgWkWK0evwIEakmXXa0Etgubx0rYLoq5Xhc5deD5Yfrfgu9QQcQAAAgAElEQVRk2OZIBNPQ2KF9cvNmFrTfC2TY5pKSIJLNtNvyuEVxUnvuBEDUt80bNnXZr04CmfZ1pLIiWE5Uqm1ur4wTq9Ll1QepbW6vSpdZ9aP3JAqtw+DtGzra5WRF71Ed0S1tLHjh8l7bbRPYSEaJRYNJDK9Enxg6XBt+pKOvUZFIkSjTcxdt1mtDkoYPvqB2d/L9uq/4pjaijTYKx0bAvf/NcDuJUtHCtssichzwMzRk6U5jzPVbvX848FNgD+CLxpj7Mt47DfiRffljY8zvuznMrlvtMwrsm5tPMPT44IuXdFq36w/1AT3Thk29cS7FNpA41pR++vnEfu9yz4F3Bq+nL5pLzJrbVUerTR4+RrNton+uYf1e+l7E6hpQ04bZ3Pm+W/W+Rjz/JqKaF5MqNvL9574EgOyp0/EjY22sbbfjq7H2vl4XDfZtMoKXMyOM379oK2dOFonwResjLLxsGy8PbfG11/6waH8mD9cIxnVNGtGyZOZvmL702wAki21J5CYJIij80VIqDs3bqX0u/8BGyEXS78dtedLNOxuiDUNAqSDHQ9ysbHMWbUTkLuAEYK0xZrcu3v8y4A/gGoBvG2Ne70tf+8KQdlI4HI7wka1ScQFxJvAD1CHxMumfnzpg8MIMHA6HY4DItV0WkQhqH48FVgAvisiDxph3Mpp9CHwNOH+rbWuAK4D90CCPl+22mzLaXAxcApRkaFAI0AbckbMP4nA4HHkk++oeWfE74BdAd8riS4EjjDGbROR41JYemN2u+84QcEc5tmbXi50AkGNwmHHA1cw44Or06xylNRkjWf0VAsaYn1k9ivONMZONMZPs357GmF/ku3+OwmDalXNdpSXHoHHcXh0jcHIhCJutXc7SNh8ALDbGLDHGtAH3Ap/ueDxTa4x5g0ClJmAm8IgxZqN1TDwCHLfVttdZPYqbjDGV9q/CGDPcGBO+ci2OAWPH6+ey4/XONjsGhyMf61i29vll/ZMz8zUpevvLRpPCGPMU0G1FOmPMsxnO4P8A4/vV+V4oqEgK09pG6v2lQY6wH8qbU7oQTkutt+fDk7QQVxebzm/5I5D+sZdIJBBV9E99y8hiYiXbAxB9XtXSUi2teLbMXgcxTb9Uni1plxg7jLZhGubml6lMRYX2Mg0prptqxX+s6E/RRglC1iI2hbmra7CrEj0fnH/uVnMTDoCH3/hxh9czy75KyqbteCNsvaVkCtNkBfsqbdlNSVG80oYcW7G76Pp6JsxXTRVfONOr908URLY0MW9hh+jW0FLyUQOpdxbnbH+FoA7fV4wxt4jIbsB0oDhjfd9qXRYgprWVVFs6Fe6R1F9zfgxfBLPDunXrdSESCcozd4Vvm4+NnBLYcL90MMkUrSPVUCbKtZRp/Jl6Ui0q1NmpPQSpAl6N6m6YmkrahmueXbJIbXOy2KOtQm1z/TT9XTEeFK21JYv9S7ibS3nZ6Rd2v+70bj/qNktmSqKf3pOyaR5eRTmmVWOOTYu1se02tSMWoXi9vue16brIhgYm36/nVpL6uxppaCHaklbUm7coLToZVkqWq+5U6r0PcrK/PtrlESKSWd3oDmNMZgTDOGB5xusVZD8j19W247pqaIy52Kbh7UhHu/xUlscqaHYr38CzN6f12rzTFuX8GG/O+qVdSqc37HLwEpZsmAxAsS0juXvFR522fefaWfz+/UMAuPGdGQC0tKmNHL26nXVBiXdbsnJhMfEDdEz+6DN7AlBeK5TbrNgNyzWDcsthxXxqumpWvLpRn5PWNZRD0i9Bbf+nMoQw7fA7UUpQgrSryo2LLumcxpFZXtvRkfeuSH83v1p4BAB/uOhEAA468/PBb2DZcv2yW0YaylbZ5xn7SFY3UZCENvTLQkeb0udn4wFp27zoB51/O8NG0UgdT92972/7vS+TtSZFzsfV3wDm5XqnmRSUk+LjkDlz62tHdMXMsq8ORnccDkc/MSFTkfcRlc4/EnVS/BM4Hnia7sPmhjRdaUz01s7hcBQmH8MurzfG7NfD+13tLFtpt6y3FZFvAuegM36vAQcBzwFHZ3msIcex3snBck8O56OP1UmUR+8Z8C45HI6PSbaixtZAniAiN2es3tp5nBUichTqpDisr9v2hYJyUuy0zyQWvNS9oyEnRCLMb+z4zDC/WS3wzOIvY6z8aVdilz5+hMeM2BcDuVTxy0pubGPVITrjVlO+OwCl/16IsbN2QfRENIoU6+xeariKf0Ua2/DKrLvY872Mho076mmK22IcCVuMIxVVT2MmJetCKN9awKRaWvF84UxfkC2ZDITbWGtnercbxYZ9tBLMyMdtWUJPiK22qbBW9O2D08bSNiK8Ze22xntPS0P6s+AL2u9F5E/93m8uUzkGSZwN4PPAnsCrxpivi8ho4M4e2oeGnfadzCMv5T56IhOvpKSTMyOIXoufmra1W4tbZvBI8s8cGzlF2/lCt8lkUHp61cHWNpfuTtmTC/V93zZLOpIusM0j9Z6WRApJ2qk3Gw0XaUmxcW+119HNVqytLBWMBCJ2twiUr3B2OZekfOFM/1qIRsFGUmDfkzobyVgxnPW764/m2Pmrgn0UrbA/qPa8vnPhCGKVrQwZlq4gmSEo+kjyz4j8uV+7zHGK3Qpg+4zX44GVfdj2yK22faKbtucA+wP/McYcJSLTgKGjFB7bDW/MS7236wf/9ZXT+dcjF3VY99AnbmHnJzRFImmHrXc+oJESF07vuP1pOz5rlzSi4vYrPgeooLBvLxNlVnC8GMyLGrVaYYPKoy3QYK+UZLFu0LipjAfW7g1A1Ui91xvWlyIRfb9offp3ImnHzIGYccYQzN+fIzfcuUSFTdcfY39/a2vY/lW1yeVvrAEgOaqS9Xvqc0+9Pa+SIhDE9CPE26oMFct0P6Xvh19g3mf9/HH8/XtpP8H07T+iP0qa2TqQrf3+P2NMv+LoRWQPdGx7vDFmQ3/21RsF5aRwOBwOEJJZhK5ltacBFmfbimZjTEpEEiJSCawFJufkgzgcDkdeyZ1dtrwI7Cgik4CPgC8C2YoazQeutWkcADOA7nQmWowxLSKCiBQZY94TkZ371XOHw+EoGAZPo01EJgD3A18xxuQ+t2wrQuWkyBR+ykavIjMVpEO+cV+Pm2VKicOxrTCzREvM9+e+6o5sQ9eyJBBnAxARX5wtcFIYY2rte92Ks9n3fXG27kJFXhKRYcCv0SofDcALufoghUy24cM+vqaAHynxcXG22eHoiH9PBBGAOSLHdhljTEJEvos6HCLAXcaYt0XkauAlY8yDIrI/8HegGjhRRK4yxuxqjNkoItegjg6Aq3073QUrrF1+AHhERDaRfcRG6Emt3ilY9sb0/kxxxCdvBODJf378vP9nl03m7Ju+F7x+7RdOz8Hh+N/FvuRO/0WMM/GFM7Np1xuiodBHoppCK9CJuhiAMeZ24HJgOHCbaHR5ope0vn4RKidFV2Q7MN06xaPLNhkD5pnlpwFg2tq7a86C9nuDhzUmqmZTZFMTI97UsKR1e+n/5TN2YcpfNYw0+sYSQNM9KNUYNGnTUKjGyVWULdEQ1OYJKriYjAuJMj2E2AwDP1QtXp8OX2u18wmJsvDl8hcy4kkgtmo267mR0SMxKzRsOGVDijectAtiUzrWHb0dL915brf7nHjr7IHs8qBi2hNBulTudhpkx2RDQYizARhjzraLt4vIw0ClVabfJulJh6Kv7TLtvK8vlGpp7TL145GkhrT7Npyxo4it17D3kW+oTV67d4zlx00DYMc/qG2OvL0UItagFmm8qdekKQQNO9dQvkgDaJI7DAMgUeoFqXe+TZYUxGw9d3/M0DLSsGmXXj+i42Ng2qxYZkMjMmakLq/UkGJjU9DqppZj7Ehn5X+P5fWfdv/ANPH34RfL9Ek1twT3Qk7om13ObpfG/BPV78lcd3nG8ot0ox5vjLkLuCuLY5xkF68UkceBKgZY7K3QyVb4eOsUj61ZeFnHe2n6A1dy597dj7X9tI9ft2io+4qTEpCyhrJRbXkqIrSO0PmClik69iqqjdO6vd7rsTIdk0+o2cKyZXrPezY9OlKSIFVvxeftPe8lCJ7OMsUyfQH6+GY3Zs4l0Yh+yR98/lcAHPb9M9m4i57bsqd0DG1ql5H8kf7+Rp6pCbZ9/+LubfNOPx461VcuOeNem+KRG4zJLsotu5QQ86Ve3v8m8M2sO9dPXAlSh8NRcGRTTsl6jtcbY/bL+NtaAGhQxNkAROQxEfkkpEvniUifBYkcDoejEMnWLhdSdSYR+Y2I7AVgjHnSGPMgcGmeu+VwOBw5I2Wk1z9CKEgfqkiKvpYk7U/4r2lNC2j1dFyJWzGX5avtCiFWpdNrlbXqPYw2eSz5rA29/KwqCk18sA3PlkgzUfUVNZ2xifiNWtLSa1NvpBGPqK3M55fl8QXZUlGofl89zWVv6uwRxbZM3xV9+bSO7ljQfm8gxOd79KSuPjjvYqfoRs1TAcl5K37e6z6L14ffN5jz6IkMDDkVaBsscTaAScAPRWR/Y4wvzDZgYXCFRF9LkvYnzcMvHQo923jx9D4ztcsxVvS2OK73a9WwKqLNap8Xn6KG1Xi7MOW+jqUqU0XaZvxF77P2ko61zCNtJrDF7bYScaTJw9jgjpr3dB8V96/HFGX81HauCO3oI36EgG+bSaXAlor2RU99oeOqhfVULYT5L/b+oxj/qPsyt2FhoNKecmyXB5OZwL4iMjdD+PhTwJX569LgkU2KRyb9SfPYZdRaZn90HH875DZe+0X37Vadoobz/x18O7vHdbz8jeUquPj4S7sitowoW9RuJsoNxkZctNlIiQ/Xj6Z0lRrbui3Vwb5NlRXOTep7XltaiNEfxKUiUGo1dFvTE/mOHPDcDNUl3/eM0QDU3PcsK2/T4FUzWQNRoytijPrUe8E22YwfhoLA6alTnx+Q/RqTnSZFGL/Bfj8ticj2IvK4iLwrIm+LyDl2/ZUi8pGIvGb/Ptn/7jocjqFP7x7hwDPcO4E4m4jE0WTAB7PsyHxghohUW4G2GXZdd2wGjgFGi8hDIlKV5XEGBGebHQ5H7sjeLhdYCem1wOHA50XkVhGJ0h8p/RzgbLPD4cgVvl5Qb3+mgCLcsiUXkRQJ4DxjzCsiUoEq4D9i35trjLm5h20dDoejE7nKfR5EcTYAMcYkgLNF5GvA03af+cLZZofDkTNyrUkxSIgxpg617VcCT6K6FPnE2WaHw5EzsrLNIbTf/XZSGGNWAavscr2IvEsP4nJhIevUEntl+OH/qe1G0TrSiq6163vFGw3RJvVg+Skba/YronFXDS2uGaFKa58Ys4TXyvcBIFanqj5eW4r2ChvyFtR61v2aiNBeaoNhjFUEam5h3tI5ffqsjp7ZWnzs+HHfQ+z3bpo0Fyc1Ovtn0feucErXvZHLsOLBEGez3J6x3e9E5E3gO33ucI4YqrY5azFAG+4vRUXI6BEAtA4v1XVJKFujNrNkvbZrLxPW7K8Guu0AFcQ9fOJCAD5Z/TpzhqlKfqxB0zgiLUmSJX44cmZhGLUNgW0GpDXBvIXXZ/8hHVmReS0cP8mKFSdtqmRTEwCJsljW+1t0ibPNPRHSdI8gcs4Yc6UVWu5e2XoQGKq2+W+H3JZVu+JX1A7/YOQX2KNasy8TKU3PkISQqtbxb0WVjq8aG4oQm+YR36Dt4pvTaRzRZr0uY3XQWKJ2N1lix+YpCeJmkvH0uliTLsea4MW78no5DElevsPa0jtmceBX9Zlkw15aEMDbtRKY2qf9fXC+O0fdYYyQNFkIZ4YwkiKnyfEiMhHYG/ATb74rIm+IyF0Z9ay33uYMEXlJRF5at25dLrvjcDhCiDHpHLve/goBEam0i38VkRr/D1gKnJ/HrgU42+xwOPpDX+xyodhmAGPMFVu9/j9jzNH56s/WONvscDj6Q7bpHttkJIWPiJQDfwN+YIypE5FfAtegX8s1wGzg9K23s2r8dwDst99+ofsK/fJ5x1V+HYAt0yuJaIAELdXWo1uULhHqU7wemjfqDM+I29RDvLBpCsVFOvsjrepJbtmugpYJNqrCigil4jpTlCyFVYfr/lYdvh213y6I56Ehz7yPbuH4MWd3WCfJ0F26BU2B5TT3xv8CJwAvo/Yus/MGmJyPTvlss7Z5iwbAHFf5deqnDwcgYWfZ2sokmIXzy1OmIlCk2os0rtKZvmVzdbbnjvrxlJbprJ7XqKJvrWMqSE3V0qamTncWKW0nUanHWL+D2un1/13JB1+8ZEA+oyONH0F4/EQ7g5fy6w6GypYUNGGyyyLytDHmMBGpp+PwXABjjKnsZtNBY1u1zW/foPfotCvmsn5fVR1ue11LOzMsBXU6Ni4frQY5kfRoTqhdTfhRrCK0V2tUW2yTRlc0b5eCEhvpZiMukLTYvC/I6bVDwzjh3Wtc5NRg8PzdGgVxxIk3AdBaFaF4fXs+uzTkyCbdI3SGghw5KUQkhhraPxpj7gcwxqzJeP/XwP/l4lgOh2PoE6bcZ2PMCfb/pN7aDjbONjscjlwRMrt8mP1fke++dIWzzQ6HIyeYLFPxQuRk9um3k0JEBPgN8K4xZk7G+rE27w7gJOCt/h6rkGk8WkuLpqKC76/yS9G1jNAcaEiXqgMo2ii8e/UsZv5RqxUu/FY1O9+52W5r8+42tlJWozNyjREVpYiusfoX9uwtmeVytQYbM9KGxthZus27Dctjb4YWBiGVCk+ZVhHZp6f3jTGvDFZfMnG2WWk4dlcSxVYTyMoTtA5L22fPTui0V0BCAygoWu/x3lWzmHHP1QAs+mY1O925qcN+4xub2XW79QC8Fx0FQNtHZUi1htKlEsLS/7l4oD6WoxvadxgJQKRBJ8q3TCnqqbkjS0Jol3ssLtmLCPKA4myzkiiD1jrVAYrZ56fyZR6N+2rU2sYGNcjGCDSkI4lrzz6fibfOxtio4nZ7piPDWqFF20Wb7TGK03puxRmZMW/OcVEUg020UcvDrt0ryuYdw1/uuVAwDN0SpLmIpDgU+Arwpoi8ZtddAnxJRPZCv5da4MwcHMvhcGwDhMyYzu7hPQPkK//Z2WaHw5EzQmaXu0q/88l3Gp6zzQ6HIycYA8lUFk6KkBlwyE11j6fp+kfgn12sczi2KWbundbsmv/qVXnsSYjINnStQDDGHJXvPnSFs80OR/fM3O/KYHn+S1d2285hCZ9dLrj0Ox9nmx2O7pl649xgefGFLuIlG7KKpAiR/fbJmXDmts6/H7ggWD7sc1riOlGsbqtRLydZs78NVYvputbqdJrG/Bf1QXaPhy6n3ZbIizRoDLIYw8hfaqzaSOCJh384wJ/EkQ2y3irsVWj+TtGWZB57MwQJoccXQER2A6YDxf46Y8zd+euR4+m/pQWFD/ofjawu3gjlH6mNXXWI5oC01eg9XHt2uv2CF7RS7ZR7ryVRrbY5ulHFMkkatvxkAgBjgSfmXThwH8KRNbGPbFqOp6kJJevLe2jt6BPhtcvVwI50tMtP5a9HDuj4ADr9R/pg2ri9IWVFMls3WZvb6BEFFl+QTm2u/c557HTfNQAkk9r+pGlv8ODi3QBoHpN+vFn63fMG7kM4ssfaj7Yq07WLzvGxyDbdI4wUrJNiRuyLuiDpHMgFbf/b7/0eGzklWBar+5CrfTscxx7yY9ZdqlLSZfE2ytNjotAzs/jLAJhUx5HqQNw7YTS4InIFcCTqpPgncDzwNDCknBSZNhTgkeSfc7Nf7+RgOVJVFSw/vOnOnOzfsW1z7GE/ofR6TfevaysiTkHqKX4sZpZ9FYl3zvHO9b0TUrv8TeAcYDzwGnAQ8Bz5S8MbMCbdMpsPTv5V8Nobsygn+02t3inYX6adfiT115zs37FtM/WmOUSbhFarvxchPNo3vXHUzBuIPvJSp/W5vndC6j/ulYJ1UoSZ+GYVh2kr10HDysOiIHoJeYmO3uBMjBHay/WUmIgOBmI/Wk111JXqKTTmrbq1w+sjj7+R2Ja2Tu0S1UPHSTGYhDF3Dvg8sCfwqjHm6yIyGnBP2AVEtFkHQamox6rDbARFla7DCLXf6XrGraKimbYqW7HQ6OzeuJuXMK18VUYrF0lRCMxbfFOH14d99mZK1rZ2apeocIKafSWkdvkcYH/gP8aYo0RkGuByLwuM0lV6cTVtlwKbXx/fmJ5IXPSjzmH/7autsKaNUJ6/bBqpJWUAFNeFz6E21Hns8bSQ9G4XauRMy8jORiVRnRi0Pg0JskzFMyEMX3FOCofDUVAYwjljBzQbY1IikhCRSmAt+RVnczgcjpwQYrvcYoxpERFEpMgY856I7JzvTjkcDkcuMAZMFsKZ+Qy3EJEyY0xjX7crKCfF+68uZWbZVyGV/Tc5I34qABJLf5T5jR2jq4+NnILXRShkGDn2CfUmP3Lk3F5aOhyDw/HjvgeJBKYtRxE/hlDWcwZeEpFhwK9RZfkG4IX8dik3vP9qrdrmPuCnhfi2d37zPZ3beCd3SOkLM3PfnQHArF0W5LknDody/OhvA2BaOkeS9Jnw2uUV1i4/ADwiIpuAlXnuU85458M1HHn8jfrik5GeG1t+8vYJALyyRTV1/nbIbR3eP+Ol0wC4ffxzOeplftnj3Lm84UqOOgqIiberdmGuHAfZRLnlIxJORA5BI4rLgQkisidwpjHm7Gy2LygnRSZeqQ3jSg6cIOFA6VA0j9IwYs92vWgjgPD29T0bycaGIhq/2M6SUy9hl79rNGLzW9sTH9MEwA7D81bW29ELT8y7kOP2UpG9MZcKD792Nft/fQ5Sncpzz3KHN2aULjQ2Q4lNYxmg+zNsYcW27v11xpjNwO0i8jBQaYx5I89dyzmRSs3lN22d05v6g1eUTo0aKB2K+nE6iI/XG6INui7a4PHOtT3b5qbmOE1fbWHR5y9jj4f0Pl/yn+k8PVoDZb67x5MD0l9H/3n6/vM5fvolALSdUcm8d65l3zPmEh8zhGzz8BpMk44TxIo5k0xBaw6cExmEzS4DGGNOsotXisjjQBXwcB67NGBULvaY9I9vBq+XfSM3+5253Z4APJIaOB0Kf7wcrY8E5RTbh6V6FL2Udgn+L5l1LpNumY0ZpZMl7cP1vaq3YgPSX0f/eOtG/c095vF0+vuyF7YHwKsbGhMXAEtPiiAnHARA8Vr9XNFGgFyOnbMVzsyLk3kuMBN4EMAY87qIHJ7txgXrpOiK46qt8RX7RXtdf+FBu14eoI4fczbzVt/GcVWnB+se3nJXv/vpcHTFztfMZfSLmmv31IMX9NJ6Gydkg2FjjBGRB4B97eva/PZo8Dh+zNmkGjSKzysrTdvnrTiu5lvpB6mSkh73eVzV6Ty85S5nmx2DwvRL51K9UMcLz9x3fi+tt2FCZpdFxAPeMMbsBmCM2aa8ibufO5fdvvAuAMvm7kwqprb5xIs7tvOFMQEOnXUmu3fjF8gU0JwyWyslfXBe1xprDkcumHZFOmr8vatcNEyXZBvllif7bYxZLh3HhVl7aArLSeFF8MrLNDTRVt7wiq24VcpgEp3FVCI7jNcF/71EEtPQMe0lUl2F1FQD0DplOAAlr9bmvv+W1Yfq//GP6UxN6ZrsvIJLTr0kWG5vt2F7Fe1BBEXzLePSjY/sdzcdOebh167u8PrF357L3mergW0am48e5RZTptFNEkvPTJgSm0a1cm16Bm9zf48k2eXXFR7/EZH9jTEv5rsjOUckXT0govbMq+i5tGN01AhdKIpj6hq6bBMZNgyp1P00TxsDQPFzC3PQ4a6pP6gZgFH/KCLWkP01tujzlwXLnqe/9KniFGOG6ee677IZwfuz7stFTx25ZN4713Z4/fIds9jz+2qb24dCkY+yEsxIrYiTLFL7HGloQawtFhv9RF1/DhI+u2w1gl4XkQnGmA/z3Z+BQKoSrD7InvMWKFtil5u73+bi4Vr1Y+obh7D4qN91en/BK1rG8+spfURYdMc0lp7w6xz2ujMN2+m1VbwBZF2WY+ZZHR0ksXqP5Eh9/kkldH8NE7NLgXHkh8eOmpN+cZT+mzJH10V2aIQ3Ql5CujjJhH/Ycti1+iy38Mwapv1yCwBrD6kBYFk/DqF6Qdm1ywPLbcqHEZE48H3g3Ww3LiwnhcPhcGSpVFyAHAWcJSK1QCMaW2eMMXvktVcOh8PRX8Jrl8cCb4vIC6hdBsAY86n8dcnhcDhyhMnSgZwf+30W8DNgHLACWAB8J9uNt3knxcziLyNFrhSZw1FQhCys2HJ8vjswlJgRPxWvxJXwdTgKhnDaZVduNMfsO+9SYHi+u+FwOHwK1DYbY9YDX/642xeWkyIagZphtG1XRWyzxqq1jNQQ8/jGViJbmjo0T1UUk4ppKJex+S7RDQ1IkYYl1+8xGoDWKo/izZp60VahYTdF24+GNzXkzbS2Mr/ljzn7GL7Qz27L0rlUb93Ut1yqxV/4EQBnvfwVHl+2IwD7XLAoRz10DBav3tbxvAcq3CFk8946KElFINakFjFRrPdd2ehyoluskOLyXBwtfDN2xphlInIYsKMx5rciMhJVNA4/sSht+00FIL5WJyMTFcVE6lsA8Ko11NzEIhhrk1PF6bSgqE0VkYimgKTK1DHsNbbSNElT8ZpH6c9RycjhJD/8SNs1t+RU4NhPqdt5sdrmhZf3Pcf1tf++BoCfvfdf3Pr2EQCc95OHMlo4TYMw8PrPO577o2bekKee9J8NB4zERuYTa1bbnIyVUr5CzU+k2abDLu7vkUJpl58UkR1Qu/yoiJQCQyYHINkYpc0KdHtjmjl68vsAvL1J0+eef34aAGXjhLpdVVRyp3vOAsCUmEBos+I9tddvzP1lsO+9X7IVmprT6Rf7v3oyAMOmb+Dl43+Ss8/hixdP/5Ha5nd+3HfbvOiSWez0E90+OULTPkqyTLd2FA4fnJtO45nYeH0ee9J/vE0xPrIykXKIjn8kYXjvO5UAFBxRuEQAACAASURBVK3JzXGyiXLLU3WP3wPnWFF5RKQamG2MOb3nLZXCclLkGb/E3tYlTB2OwWCH39xI0TBVY59yWTqhdOt86m2CAvUK94SIXAHsB+wM/BaIAX8ADs1nv4YCzjY78sVOP9aHnpK9NJ94u3PVGTtvUXidGh+bcNrlbwFnADXAFDTs+HbgmHz2ayjg3xsAi37kRA0dg8s3X/oaAI8/pRm18Un1ALx70hX56lJ+MBSybd7Dd1AAGGM2icje2W5cUE6KZEmULbuPwEsamsbqzJwk9ZtvL49gvDIAWmpsNERduoRYrNFGSgyLE2to77Dfoi0p6iao4zzalD5WbHjNwH0YoGGnzkKffeX2fe9hymL1Vr+wbAc+OOXSfu/TkT9MiJ36//mDercPPXk25bUqGNgySqs0tA6L0TrMzpznQjaycA1uT5wE7A28AmCMWSkiQ0GWj2RJlLZK/bloHjkMAEkA2HSMDCe+ryDvu+0jrYbICI2cSEWkQ3tJlrF5iu43Zm1zYswwoluJH+ea9h17UJXLknOmPcpt76hY7py3j2HhZy/v9z4d+SOccgvKC78/l4O/NBtI33/xhlS6HHp7joZ6ObbLInIcmq8cAe40xly/1ftFwN1o1aQNwCnGmFoRiQF3Avug49i7jTHXdXOY7wAHAM8DGGPeF5FRuf0k+cPEDKmoFfNtirHgrekAeFv03Bsr9Hvwqa/z6LP6MJcs0XWxOg9Tr4OSmkU6Xp3y1zNJlWkUQmyDXjdeBCY/cAYAFdvVD+jnSfYz+3rRpeosmfxzvR9aRqdY8v3uy5g6CpwQ22VQcdcpN6sQ6NTrtCL9sh/sQVtKn0lbR+aqFGnBflGeiFQbYzYBiEgNffA9FJSTIp9klro7boQa44fX35Gv7uSEm9+dGSyfv8v8PPbE0R/2+q7OVox6IT04WPDCEH4gyracUuHRZkuRGgARKct3h4YCx1V+PVieWaypjblMz8sHjyzdBYBjJ2Utcu0oMA742hyaR6id2u4xnSia/+oQlj/IsV0WkQhwK3AsKqj2oog8aIx5J6PZN4BNxpipIvJF4AbgFOBkoMgYs7tN33hHRP7UTennVmNMm18CT0SihNUNXsBklicNM350iIsMCS97PHQ5ba9oGml8n00AvHHi1T1tEm4MkOq1Vb6s3mzgWRHx656dDGSdJ1ZQTgpJGSJtKWKNSZqHqzu1eJN+q17CBBEUUZtz2VbmEW/wtSbUKxWvT9I43s7u2RMSaU2fmeJN6rVqq44Ts6JsZt0G2wFBinMnoln7rQtysh8XPTF0ePIfF3b73uG7LWLpDZo/uubwwpUy2DLRo3685tNVfqj3U3ltA/WTctfnfOTO5YC/iMivgGE2xPh0YGDrtg0SkjJEmtXWtlTrz0bxplTwzNJenrbNrZW6snSttk+UetCky+1l2k4ybLNnA9+iVuekZUSc8jV6LZk169KdSOZqxgGWfOmS3htlgYueGDo88fAPu1x/yqef0vcvOwSA1f8VDTR5ConGMXpvGau2UL5SKNqos+Mtw3Mz1MuxXT4AWGyMWQIgIvcCnwYynRSfBq60y/cBvxD1NhigzDocSoA2ui+w+qSIXAKUiMixwNnAQ920DR8eFG3Qk95SlEJstKbXonY4MUYN7L+XT8ZrtQZ7Bw1bS7SXEqvXdav3txFt9UCd7qR1tF4/FYuiNE7Qdi3vaCQdUxpJTtGItK7KmH5cFl6WG+eAi54YGtR+5aJu33vy0T0BSI7Wa7xlRTkVE7cMSr/6QmqMpnEvump3AKKNMP5xHc+sOCIX8jiSnQM5D5N/xpi7ReRltPqdAJ/dyhHdIwXlpHA4HA4glPNcxpib7SC4DtWluNwY80ieu+VwOBy5oW92eYSIvJTx+g5jTGZ46jg6yiyvAA7cah9BG2NMQkS2oGUl7kMdGKuAUmCWMWZjN/24CI3IeBM4E/gnmiricDgcocdQ8BN77wGbsD4HEZlgjPkwmw2dk8LhCCGHf+omnnowN5E6BUluw4oHI+9Zu61OCeeYcDi2QQ79/M0APHPfEK3w0je7vN4Ys18P73e1s62H2t21OQBIAtsB1cC/ReRRPyqjQ2NjUmhE25CIanM4HH1n2lWaxvPeFUMwjSdb4cz8VPf4HnAFsAa12X4k3B7ZbF9QTgrjCckij9aqCOUf2fAdG6bYNioaiA4Gv5MeeEl90TpM/7eXRoMUED/NIxUTolYnbfNUDa2Z8OA6aNSQtyDFoz0BKcPDG4fGb9lHrdX57oKjDyy5eRfaK/Q69sWjYg2G0nU2zH6silTmO8rgrZtmsduFavAbxur9FKsvRlI56pgBySa/LgsGMe8ZEfms3XYUaogFMMaYytx8mvxhIkLTGLXFZSttCPmIKK1VNs/bnq/WSiHeYMvTlqrBThQLiWI/HU8bxmz6R2tVBM/qC2/5tIqx7nA9mE1WDDpiQyFTKYhGmd/w+wH6hINLmdea7y44suTR6w4DoN3qT7RVAlbfoOJDa5vHl5Moyq+OzhtzdfC9y2XWNm/n0VqlpX+rF7b0/wA5tMuWFcD2Ga/HAyu7abPCpnZUARuBU4GHjTHtwFoReQatrNTJSSEih6IpIzugY17fLk/O6afJFwmhvUJtrqQE2u0YolRPlrFj5OZ1pex+0FIA3l4xFoCxu63how9G6n58MeOydmLLNBU6ukXt73b/bqBhQikAs679AwDP1u/I7DGvBN0IuxaFT7y7pCFHwWEiet1H16pIbLQZ2jboc0+iTN9rXltOyYpY1zsYJJb+z8UATL1RbbOkoGS5asxd8xnVC/xyP+YcBXvvFybnADsbYzZ8nI0Lyknh6MxtC48C4OydH+/y/SNOvAmAZCx9gT59/xCdxXF04IgTbwJb/cYfYPSkeREessyvy47BynsGuBE40Rjj1BC3AXoTijvkC6oun7QPr8/fc26X7RxDj0985ibEQDKeLuf0zF/DniOfU7sMWgdqRxGZBHwEfBF1PmTyIHAa8BzweeBfVpz4Q+BoEfkDmu5xEPDTbo7zG2AW8DI6k+cYwuxxbros6htzup413/WHczs43N66aQjOrju6ZMrsOUhSKMp4ZH77hpCf/wKOpEDT9T62UEhBOSmmTR7Ns3/u+EO+7xlqcIwHJeutSGZ5+off/80c/rbWLl+/a5xUrKPAZioqjHpyjTZstTNYRUWYFrucyu30QKEwd697890FRx9IfnM9zY90rIxWtjZjTGUjFSRpMLH81jJ960Y16od9TsOb2ysiQYizSA7SULI3poWS9wywZqg6KKZNGs2Ld3V8yN7nzLkkdaKWstVqQ5tHeiSK1Sj7ERIVH7axaZo29B/a2kv9WWlh3EM6eWqe0dk7aWkn1bzVzG8ORTMLgUN26DTh6yhQdj9Xy8Y99dBeukKgfKFej350ZyoCsQZdlyzOr21+9xq1zYeerE6yTOeI6kf2gxwOcq2t/S4wH03Fu8sY87aIXA28ZIx5EHUw3CMii9EIii/azW8Ffgu8hbrof2uMeaObQ20xxszLXc8Li91Hj+alH6Rt88Rb9bxHG/Q69Ocxitd4vLvJBo8U6cqPNhZBhRpqqdPHAVMXCyKPY7upT95rTrFKA4oYE9HnjVQ4K3D1ij+2cRQ+8U16DaYyAiWStm5CrM6OQ9pjtNgyn5Hm/NrmxRfqtTXpltks/EYVS793HqBVR77c3xKiWd2PeblnlwBPiMg/gCCE1BgzJ5uNC8pJ4XA4HEBfBsMFkfdseUlE/gw8QEdjfH8P/XM4HI5wkOOZOGPMP1Ehy8x1l2cst6Bpd1tv19DV+m54XERuAu6no11+pftNHA6HI0QUbiTFh/Yvbv/6hHNSFBhHHndDsNxdSTSfT5x0M/n1CzpywcS7VcdxzOg8d6SQyJ0xHZS8Z0sl0ATMyFhn0MGxI+T4UUMAT/+t+5S6g7+kM5lDc55x2+LEf38PXwrIQd71kD4mfuRcpjPbAEfnoS+OAWCPWekUj54Mr6/X4sbN4Wafs+z5rslvPwqGbNM98oAx5ioAESkzxjT2dfuCd1K8fIeGxxxx4k0kbBilL6qZigtiT0wqopapqjZJ0oYbN9i64UVbDPjhw2U64kgtX4nE1akjJcXB8eatvm0AP03feX6Lhued3V0DmwIQbRqaKSvbEtFfDaemVa9tP19SUoZkkf1Jjep1HWlLkbThbdFmDWNLxfPzs9vTw9rHxpDL3OfBynvGGPP1XHU6DLzyq1kdHtwBqpYkSMY7nrtksUfZKr2gU1Y7p2Gs/o83EIgQUvsRAMbzkCJVjpV4Oo6z0Gzz2qQKfY7p5n1fi6KobmilqmxrvPsTrW0/0mhYfCoqpKwt9s1UtN0Etth4VkzWgOQxlTTnGhi5tcuDhjHmqHz3YTCp/Y6e92lX6INc+zi9blvbY3hWVDPaZK/RpGC26Dg4UWLTST2hvUz3NewB1Xz+58O3M+MLpwHwVb4NaOj8PzggCGEvFIo29/60VrbGUL99+K5lR0eaJum1Hdugj7KlqyGyWt9rGaH/20YkKB6h+Ust9TquKHsvTqJscPuaiaZ55BKBbIQz81Pd42A0ba8cmCAiewJnGmO6fazNZMCdFL2V/3N0z1EzbmDCjzuv93NNnTfYMVSRHBnTwch7FpELjTE3isgtdPEzYIz5fm4+TW5xtvnjc9jnbua+n3def8Bpc4gMfnccjkEhV3Z5MBCR/zHG/EFEulSszTYnerBxdjn37HqRnXnPb5EHh2NgMNnZ5qzaiNwFnACsNcbs1sX7gtqnT6KRw1/rJXXup8BMdDIQY8zrInJ47z1RBtRJkWX5v+z21Z7C2JJ2wRctQsqOCP0Hdi9pgqzDmvfVy7Zx5yh1B2rEd+Xra/VNY5BhVcH+5y3pOCOYL/wUj6NmaNrH0h9P0zce7NzWa00FoW2JUjc0Diu7T9IZ5M2pCcEjrj9hZSISzEwXbdHrORnzgpk8XyTWjyQaMuRWoG2g8559scyXemxVQOTKNnvteqIirTpj3F4WCexz5jUsvnqb/cWpWqrt6yZGWHe4xiIMf11L3HnLVgcRbwDzajNCefOIHzXkR4987hx99nnmvo7t/O/Ej4bKFHp2hIsTRr3BPd4OAKQiW40/SEfLxOsNbVX6BOTb5kh7iJ7osyVcH8mfK63Iay/6QC7HzCmb/X36Ps8A8Je7j6J5tBWTj+v/WL0X2OmiTenooBY/+mKYGuwjzvoWxU+/oA3P2AeAZHW6tGK+8cvv7vPtuT1GSESb9H9LtYTK4eboiB/p4zXoc0/pKn1tPGj373b/ul4TJbFZV0qJ/igni6B92BCLPs/d9fw74BfA3d28fzywo/07EPglncXoO3bNmOUiHe7LrMNLBzqSIpvyfw6HwxFajDEP2f+/z3df+oCzzQ6HY8hijPmV/X9VvvvSB5xddjgcecMY85SITOyhyaeBu40xBviPiAwTkbHGmFXdtF8uIocARkTiwPdJT+z1ykA7KXot/yciZwBnAEyYMGGAu+M4+ph05OC/Hrsojz1xTJmt0abTD8jdPo848SYAnnwoB2VA80iYZjlEpIs4pzTGmE8NVl/6gLPNBcYhp2ga39ZluB2Dz8Rfqx29OOug1N45/NO6z6f+X3htc8jschcJWWkKNA0vm5LZzjYPMod8wdrmvzjbnG92uXxuzh9cp8zRsfgH53aZGVb4ZJnuYaMtThCRzNSBO4wxd/ThaF3ZqHFAd06Ks9D0kHG27QLgO9kebKCdFL2W/7Nfzh0A++23X7dfc6yunWiThqAlymJ2XYLW6o4fwUg6zHZZ8GiQoGy1hgUt/4yGFo9fUIQBHn7t6r58nkHj8QWa9uE/dGbitesHNNH01+slDE89GN7Bz7ZM/bWaiuR5BmzahiT0VjCSFkUNUjpEr30gENX0EoZU0RAKKw+XQNvBqNH+E/A84SjskBPbHKvzRYzVvkZa0iGU7eW6zms3GJuNFmnT/+PPWwzAnw++nX3O1HSO97+sIm0736YxufPev7Fvn2iQ8NM+Dv185xTBSJshZdOzvDabCpOEZ+4bAIFZx4Dzh4tODO6UYBBoDJ4NVo01WjudIabp3wOpuATXgImFwSRkQbjs8lmontBf0IpOYeh8NiWzs7LNYq/Rv9ytuqGN26coWq9jhLbhukmyyCBJPWTS6sePeC0F73o8+5fz2PVitc1NI6N8d1Gt3XMtp0x9sc8fbDB45ZezggoemRg7NPLv4Tb9qeG9qwpL9NORHf61Gt+s166f/hFphYRmjXYwVRFbNyFepxdCsgiiDXa5OESe157IRjhTzcv/GWP6MyDJykZBkL72U2PMlz/uwQbaSZFN+T9HFty56BMAfHOnf/fYri+zNccceS2QfsCAtHPEEW6OPP5Gpl6jEaJ37ve7/HamrxggXOmCY9Ac4i+hlUP+AfzJGPN2XnvVMwVhm/f/+hyIh+HZoXuaV00CoGTs0m7b+GVJAZ77U8+zcYeePDtwRPuVT/79d+fkGCp84jM38clrHwfg4un/7KV1ARE+uzwW1RQ6BUgAfwb+ZozZlNde9UxB2GWAqTfOpSgfB84hu/7QOix6kGwLRDWBt6/v2Wmx99lzA8dkS43aZl8PwxF+drw+fS28f1GIzmu2JUhz44/J2kYZY5IiMlJE4saYto9zsIF2UmRT/i8rHnn2Rxx5nIpJ1u2gkRTlKxNE7ExFINYWAYydwapXyzTyFYi06rr2cjUsSz9bzcLLC/8iXHFEhIs/9fcO6/79gDog7lp02Fate3dM+DPvkjJEXGW8vBJptUJV1sufLPJIlFiRzM16ciSl50qX9f/G7zUwfLa6i+MXaoRV8prRyFYPNmEmTGHFxpgk8DDwsIgUoc6KJ0TkamPMLfntXbfkxDY/9sQlABz+KXWO1o+PUlmr0RWxZjujHJVg5jllf3FeX7UdoIp2RfXaLtKqN8Lib4wNxQDho5mGd0/oWBb1uT+dx5vLxwNQLOknuq9ekF2YsITrIXDoUqQXbKI4Fthnv7RotAX80Z7nR7x5MP2SNwF4/5LpAIy5bAlrrtYS4sYfn4Q82C1kdnkDcDtwu4iMQ+3y2yLyQ2PMPfntXbfkbMzsj293+nH6wattZy3FmGrQMXS0JUqyVI2Ot1kvzvZyYdM0vdZbqwn+X3r/qQVXbrQrgvLtifS6d67t+F301c42j/TCJho7ZCldDQmrq+2LZLaM1JNTslqC8+SPgmOb09s2j0nb61hDugyvTyqk1V+ELCt35OZwDwLftXo5BwJbetCjAKgFnrFp0Y3+ymyrKw2ok6K78n8DeUxH/zjiv9Mh1k/+48I89sSRK/Z46HK2Oy1tQx7e+Os89iZLQjYgsM6J/0YHwhOBnwP357NPPeFsc7j4xGduwmRU8PFTThzh5vinzoGvpUfGhVJlrFtCZpcBRGQf1C4fC8wDXs5vj7rH2eXwMf3Sjukl7/yk8B05jt7Z+Zq5TLjiWQAeSf01z73JghxFUojIn4AjgREisgK4Alu81xhzO1op75PAYrQE6dd72eVK++fxMSotDXQkRZfl//qLX+KtcXSUihU6a+fPUDRMiFGxQl2oY56z7cZ4xBr0/epF4fqV/eD8c7nw9ee6fO/0nZ7utK63NI8n/5l2PPgimr6WQTAT7xgUKj/w80L1+zcRCUra+SUbMz3+vk7F8NmlgbFJXTVK38PQMmsLAOs2l+u6S3Zhw/caCSUhuk1F5PfAbugA+CpjzFt57lJW5NI2+9eml4D6CfrQVbFcbbPXatgyWddVfqi2ueZeTSKt316I1+k1P/zNcNmf2m9dwJ8X/yV4fYr9v/v2Kzq1fe5Pve8vUzDTdxYnSr106odj0Iit1EB3SaWC8Uai1GqNJEwQGuHPXkm7YdFluwJg7KhqzdWTA92ofa/W5+K1rTpGm3fRUZSd3/k6KXjCZZevAk5AleTvBS42xiR63ir/5HrMnKiw12pCYK0m80fst5CoTAYpPG2jdeWGSo9IU8coz0R1wX9tAb6TYOdrOmtTLPpRZwdCbykeAK/emm7j63Ro1PbH7KTjY1P1QSsrjlL77F+zFNtQzdVFRFp10Y+KSEXRx2OgaH1a1y1qdSqStl28AVqG23Vhy3PKNt0jm10Z86Ve3jf0QfjSr64kImXGmD4/kAy4k8LhcDj6gmSrVFw4fAUNY9sJ+H5GPWhBbXplvjrmcDgcuSCEdvkyYAmwp/271tpm3y7vkce+ORwOR86QbIQz82C/ReRg4DdAOTBBRPYEzjTGnJ3N9iHPkNz2mHb/1Uy7vzArkjjCwXHV38x3F3rHSHZ/BYAxxjPGVNi/yoy/Cueg2HY46ZnvcNIzWU8wOBydOH7HAk+xzNYuF4ZtngQcg0ZTnACcaP/8Zcc2wm4XdI6qcDiy5VjvZI71Ts53N7rH9OFv8PkpMBPYAGCMeR3Iurh3qCIpnnhYK0/sMUsNTrQJGsfoR2iptuW/2qHBrvPDjZNxj4pNGg7UMC5UHxmAG/fUfKhcOyf+9dhFQFr0LtJuSAylMpYFzsinVgPQtNMIXeFJEIJWvFqjohJVxSSLrTS1P+4zHcvPAhgR6ls0Ri0a02t99UGltNTq9S7x9dqu9WMJ7A4+4ZqxA0BE7jHGfKW3dUMRP41s93PnBmVG68drHGXrMIg12XXb6/Xoi2smSzxKapO2fQ8S7AWKX4ov184JXw/o0JNnB0K4qUhBPPhtE0z9/VoAGnauCdI9/CiCaFOSVLzj72QHQUwrsJmS9PqUfWj/YLPa+tUnGVioAqu7FNtiE+0hCKkPkV02xiwDEJEbjDEdypaJyA3ANlHKbMk55wIw6ZbZRJptaq8vmt7opYUzG6z99dKikylbntFrDJ9tXniZpmjk2kHx9nW6310um0uJDqtoGZHTQzh6YO2+RaTiuuz7QkuW6Nh3u6cb2birppI2jtP3Yq3g2RSQzFKlfppHzCYgNIyHmnf0Xli/l32erKkmubGQiwGlGUThzD5jjFkuHQX9sy7b4J5IHd3yic/cxCc+c1O+u+HYBvFDi3v7KzB2zXwhIlFg3zz1xTGEOfjU2Rx86uzeGzocOSRbu1xgtvnYLtYdP+i9cGwT7Hahi9pw5IHCjKIAWC4ihwBGROIicj6qE5QV4QsrAOL11rvbni5p58/UIWmxweUz7Cxy0tA8Rj3BZR8NZk9zy3ufvXxA9vvUgyq2edSMG4g0p3h8wQ+dc2IQmPe+iuMdt+ulADRNHUbSztC1jFXxS4zJKK+bUSrJLidK9bqONqcYXq4u4RVrtG6YDDOMesHO6m2p130kQ1J3trAGuT0iIhcDlwAlIlJH2mHdBtyRt47lgVhjuixjykb7xBvSMx7+DN2Hx+l1a6JJmnRCmbJlg9rVnPL3Q28dkP0+89fzAlscaTP8+4ELnHNiEJj37nUAHD/yLBoOmwqkS5AmSrzOJQyj6dJ3/t2fKPaCEumb27VktB/tRqtH+RI7O93WbrcLQaRMuOzyt4Gzgcki8kbGWxXAs/npVf6QpGA8W4LRjpuNgNdm5yqDUrsG/yKO1UuH98LIWzcNTLWNd6+ZFTgkvDZ468ZZzkExCLx14yxSq3cCYOpfzgSgZbSOa5fPKAui1/xoIUlC0o+8sO+11kDUFlNoGmt3LLBpmjYY9aIa+DBFUWTlGM6P/T4L+BkwDlgBLKAPwpuhdFI4HI4hTOHNxPWIMeY64DoRuc4Yc3G+++NwOBw5J2R2GfhftOLSdcBFGevrjTEb89Mlh8PhyDGGoEpPr+0GiYw0u6OMMV/+uPsJsX/U4XAMWVJZ/hUWl4rI/4jIZQAisr2IHJDvTjkcDkdOyNYuF4BtNsZsMcbU2pJ62wNHW50KT0Qm5bl7DofDkTOySsMb3C59UkRiQL8m7kIZSRFtTocT+yGYQWhPyuDZ5bIP02KapWv1V7N5RAhCKvPE4wvSOlL/fuCCPPZkG2PNOgBkYhXRlF6nReubAWgdUQJGr/dIk8bKJ4ujTLr2PQA++P/t3XecZFWd///Xpzr3RJhEGIaZgRkERMmiGFFg0HURFMWIYUXXnBBMCCj+QAlr4OuKKwYMYABhV6KyuiIgDDnLzDDAODBMjp2q6vP745zqrunpnq6evl11b/X7+XjUo6tu3br3U6E/devccz7n6/sBodvmP1dNBmDKH8Nc6Gv3MSw+dsuxYba1rknZKICVsTN2JZcQDs+PAr4GbIrLDqtlUNXUtMV7h+D1NoE75OKPllI3+fbl4c5cF7SvjJ/R6dWLM0v65+Lbf/nZGkUy9hS3bOm9nusJH97GjiKFWGC6lKeaV3dRaA0f/BMvuQmAK884rvfz/tDqXcJj/zQpbOulHeTybQAs+9fdwrIU/LAfShbzspl9FTgU2Af4MdAM/Bw4spZxVZ1BsSUOle4Ox8G5vPUeO3tjaRh1rnc4SLHUdT4DNV1r4aFvfnq7t2V0Na0PH9B8W/jszliYZ/nL4jD/+NndsF++twdB67Phvu5JRQqt4X+gcXMc2rQe2laFFQst8XfiES9m1YHjRv151KkbgFXAuLJh0KWxZF7pzHeZbKRIykEfvZh7LxlbSeXlJ14AhMYc2PoA+Ih3XQTAHT//TPUDE8m+l7j7wWZ2L4C7rzWz5loHlUUvPO3iURtLnFYvP/GCrU513Pq7zwFw2Psu6l1214+Vm0WG6QTgIOAeAHdfbmYTahtSNu37lVBz4dGvja3cPOd7F/Y27AAs/kzIw/PO66tB8cQZY+s1kZRJX02KL7v7aWZ2jbsfv6MbyWQjRWNnPLPcUWDjHnEemdhq1tABudjq21tM06FpU2gu3jJt6zMgIrV2w6pQW/GYI86hY9dQYK1zejjLZkV6E0v35FL1H1h0buhBUTr7lss7hY7w77zykFgcqy3P5unh/2NcrBiUyzt3/CIDZ2Kz+f/ZY2YNxOjNbBqp6PhcPQ3dTuuakGs37Bk+HFssqwAAIABJREFUe/k2aN4Q7i8V1WzoimfyeqB5Y8zN08Pn1zUIUVLixs0/Y8GBoWD1xr3DiZ/ywpm57nCle+cWKITP9pVnhIkjcgWw+HlfszoUQs69LPSQ84KxaY9w37hlpSlm4cELU/5DJ5t5udvd3cxKeXlMnhrNdVnvlKIeO1S2rIXu2FxjhZiTu6EQ67v2FiG0sFwkDXK7/AOAXV8WGvKfuS/0Rlt+ZGNvjsqPi1NHd+Z6P8ed08sKxxfD571nUuwhtynHun3CsikPhsduntlG26oit/065cfM6awXdDtwMLBhJBvJZCOFiNSxdCbcSnwHuBqYbmbnAm8BvlzbkEREEpDdvPxrM/sBMNnMPgi8H/hhjWMSEUlOygpnAs1mdgrwMjM7cZtQ3K+qZCNqpBgjXr3g/HClPRs1CWSMy+DBsLv/wszuBl5L6Lj/JneveD5oGZtec2zMzeOUmyXlspmXLzCzowln9PYBznT3m2sclmTAnv8Vpn/OaY4BSbGKpyCtrg8D7wQmA2/sd58D9dtIUZp7PN+eoxhHezRtid0q9zWmPljqUhyLoLQa+fjjvHVdfGxLNSNOj5Z1YU72hi092963VtWRain36FJaG/cCYMVhYdjHTo/34I2l4rDhs/vcqV20t4a+lxs3hyKZ+e6G3u5rvYpGT6jTxpopGfuSTV/CrYi7PwY8Vus4aqWh23tzbam+QmMnrHlRaOaf/Gj4HDaGXu/kW6F7YsNWy6pdgjotmjfmadi8bQ5uW10YYG2pmiXPADCubS4Aqw8Yz7jnwvtUKtxN0dntzEUA5Ivh8/zslgms2RTyeK4rHKgUe8Lnv9jVQC4WKtz4wgx97yacl81sAfBtoAH4L3c/r9/9LcDPgEOA1cDb3H1pvO9FwA+AiYTziIe5e+eAYYdGibHdMGHe2+3dW0NOKTY0kouHgi1xUtaeSfQuKxXVbN4IXZOrGGvKWN4G/OwXWjJ6oFInli4KBYltRhcA06ZtYNX9oQJ3cVz48Daua6D92ZCnu8sq0RRa4994uFJshvyE8JiOaWFhQ2eGDkZSVpPC3W8FbjWzhe7+ox3dTqYaKY5pOjlcWXDIqGz/sPeHAmV3XVYfxclefdw3AWh74Bk4YGbFj3vhaaEY0FgrXCfpYKSyVXhQZraRvvRvZdcbgWZ3z1Se3RHHtsZpsI87aFS2f8gHQ066+4f1kZNeefy3GHf/8nBjn10qftz+Z4TX4eHz6uN1kOxIOi/H+j2XAEcDy4C7zOxad3+kbLUPAGvdfW8zOxk4H3ibmTUSZuh4t7vfb2ZTgJ5+23+SwQ/L3d33Su7ZpNeCqaeGK6e/IPFtz/2PvqK+Sz5VH8fN+5xzMeOfiTdeUvnj5n7nQgCWfCLl9QukLlWSm6vZ5GJmR7n7LcDaMTfcI9cVzsrlGnJMeipOy9gcXv5p9xnFpq3fip0e72TjHqHrRL617757fjB2DvTanlwLQGHnUDMqt2XbKkgN3UWeP3CMdjFJgRvWX8Yxze8AYPdlMwDYst+uFFrD6Y+mzaGVd+Z/NPD8aWFZc3P4/PesaoV4Zo72sF7DhkZaVodF3Vk7C5KhRgp336pSfKwc/xHgQ4QaFWNGrrtIoTmchWhbFfJ0odmYcn/Iu72F2OLsQjsvzbNp91gws2y0w33fHTu5ufXpdQB07zKRXPe2Z9VLxRdXvaipqnFJcMOGHwN9J0mmL53C5sNmA9A9IfYC6iqy8vN7ArDhi5sByBdzbNkQCiC3jg9n+vKlI0mDxpXh/Zy89+rRfxJJSTYvHw4scvclAGZ2BXA8UN5IcTxwVrz+W+B7ZmbAMcAD7n4/gLsP9CIe2u92Dngr8Dng3oSeQ2Y0dFrvdIuNm2OPniZojAXme+KEgN0TndZV8cxzXJYPHYJYdPrYycsAjRvC/3f7MhvwF17p9cxPHFP1sVNj6YdC4cx9rz4bgAOnLuPmhmkANK4JxxVNm2HDvHBMnOsuHYA4jZvC9bbnSgU0YcLieOwSp0Wf/NjGKjyLBDhprEnxSuAWwlCP3qlHy/7WbyNF0g79QGgNzlDHnu06bk5s0X7B0Gfojtv94zAxVB5n5qRRjEqkQgmPr6tWl2Izmwx8CngP8Mu4boZ+gaTPwR8OPQfqJjfv+4VwZf7OQ6875zP4hHaYWdF04iKja/h5eaqZLSy7fam7X1p2e3fgmbLby9j23HXvOu6eN7P1wBRgPuBmdiMwDbjC3b+5Vbgx95pZDng3cBpwH/CGfr01ZAfs/a2LoI7aTV/y7tgrZN7Q3zaHv/ciNs00aB3loEQqUHEvt+o2Umw0s88AD9HXODHsKDLZSNGyMIz9bJ08CR8Xe0iUegh05emZFJZ1TglPr2NaM80bQzNT80a49arPDbzhDJ29rUTbPU8C4B2dWKF0dj22DLY0Q8/WZ+0a13cz9cF6+TmQTTd1/xLoO2vX3tHJ88fPB6DtufDbePUB42i5KpyhW3lU7BHjYF2hZdg9fNaLbQU2zgktw3sdVH4smAEJnZgY7S7FcR9Tgc8CbwMuAw5y9/XJPINs8Ngzov2Bf+JTQmNnfmJfr6xCW8jFPbE4ZM/48FntnNLYO66/oQvuvnTgM3Xm9ZWcx925FPJxwHf827xpS98KjX3dSppinYoJz6iwZi3d1HMFAEfnTmLc7eE9e+Z9+wCwyx2drH5hrD/xu/B33Ws6yDXGMc5rQr5uaA/pw/M5emaE61PHba7SM0jA8PLyKnfv35uh3EAHG/3/0QdbpxF4OXAYsAX4k5nd7e5/6n2gWRNhJo9PA7cCx7v74mHEXx92D70y517+HN0zQ5fKYlPIv0++OceMW0Ne6ZgSewW0W28Pip0f7Xs77vzJtsM5rA47EDRtgmm3rQKg2DwVCLWTthwWiiZNuaGvZaJtZfjbXn408YmqhCllHj3hqwAUn5vP3rvuC8CE20PO3bIr5OKxscWfPMXWvh5EXVPC34Yu2LJLrGMYe+avOGJ8NcIfOSeNv19LL94+hDx9DSGfvxH4v0o3kslGChGpbwn2pBjtLsUATwErgR8TDpg/EB4euPtFgzxORCQzEq4VtAzYo+z2TGD5IOssi43Gk4A1cflf3H0VgJldBxwM/KnssU8CeeA/gKeBF5vZi0t3VjomWkQk9VLWk8LdzwYws5uAg919Y7x9FvCbSrejRgoRSZ/Kk2lNuxRH3yqLeMIA94uIZF+yB7l3AfPMbA7wT+Bk4B391rkWOAW4HXgLcIu7l3Ly582sHegGXgVc3O+xf4wRvzheylU8JlpEJNUqHIpXo37yswg5uqQbmF3pgzPVSFHqbnnsuPeEBavXYI2hSErTyk296xXaw0C58U+F7lkb5rZTaDb+fvnA1YcbO8O7u2F2xqZpHERx5QAnfDviMPqG2GW4qxtiF2pfvyHctesM2jZ2bPtYqbrez/r4U5h21aNAGLYD0DL7xax5S+wivCl0qW/cnCM/LY5E8JiKOnLQEN7jxQ/MzE7V6eF1Xatpl2IAdz+r4mjrVGmY0oKJ78OKoQ9wo4euxdZToLE5fNUU9whtOK1LQ55Zu087+OCzdpSmll5XwTjhLPDlK7ZdWOibYtSa4ldy/E6y7h4aWmKBxYcHLIUiVXZz8Tcc2/ZuAPb48eNhYXMTzXvOAWD9CeFYpNGN7tWha7jFnNw2LhyrbV7fVvr65ZFFu/PU+z9frfB3XMJdimOD8MeAGwn1gi5z94fN7BxgobtfC/wIuNzMFhF6UJwcH7vWzC4iNHQ4cJ27/6Hf9t+bXLTZdcP9XwPgyJMuZPx/3wPA6neFGfKsy9kydevcWmxymteHZRtmG4+dNXBu9gbIddVHXgZ6jwImLi2y7sBQM6g0BevmPZwZ15aGL4Z/gt2/cTv+8gMBWH1AezUjlUHkdvkHu047HYD1rWG4x55fvo0lF7wUgEJ7HPa/tm/oZHFmOBZpfqiN0oegEB5Ky5ocj38lG8ViKxp6VZshIZcDd5rZ1TGCE4CfVvrgTDVSjNTRR34dgJv/9uUaR5Kc0mwQ5aw5mWpGx+33RQCuf+QbiWxPpFIJdise7S7FfTGbTQM+SGgl7s2t7v7+JJ5IPTvq6FDL9Jabz6hxJMkp5WbLGVgcE5tQbl7w4q8AfT9ARKoh6amh3f064Lp+y84su94JnDTIY39OqBm0XbEw8pvZNi+fs0NBjzEHfDZ0UHnwwmz8WKvEiz5zMZMXhwIFrc/Hxt954xLZ9n5fvJhHvlE/r5VkQDprUgDg7uea2fXAK+Ki97l7xbMrZbKRwrvD2QhrbITOMLUX42LTV9FpfmZtXDG8a+ObG8h1F/pvptekx0MxyQ1z6mt2C8uV9QzJ9TtIbmwk/+yKuF4smLT4SRomhDOdtvvQM4NIFeTzWFucP3S36QCs3i/HzleFmjTPvTJ8rnt2KtD6dDMAXVPjZ73RYfK2U81mQnIJd7S7FJe7BvgroZvx4AmnjhU2b6FxXDirZKvC1Jr5PWfQsD6crWhfHHNzLBY5YVwTufzgpwAmLinrcVEHPB8rd5n15efSKXUzvNSrojv2iuruxp4M33HWEs7k+dSszSdcf4rxGCS3024AeFszG/cM36MTrw25efVxHeTGh/exuDHk5lzZr/y2yRnsGZPSA+EhXAOsB+4GumocS82sfedGJt69KwD5E0IenvutNpa/Ihw7N8ea6rluozF21Nze2dnxS42O6aMWbtWVjqWssUjr0vD/2r1zeAHe+urbOeZNDwLw/819Ue9j7Nb7ANjlH6FH91Pvn1e1eGVgfz0gzPr+6u9+EIBF3z6Clt1D7zZbHHJzrhvy8SfjpFvDFc/BptJXa9KtsdWQspoUW+3W/R7gnh15bCYbKUSkviX1HTHaXYr7aXf305OJXEQkXbJ47A7MdPcFtQ5CRGQ0GJXVm8ji4KwRFWEws2+Z2WNm9oCZXW1mk+Py2WbWYWb3xct/JhOu1MKxh55V6xBkrPEKL5Vsyv06d5/v7nu5+7lx2ZmxgQJ373T3k9x9b3c/vDQTSLzv5+6+v7u/0N2HGjj+P2b2+uE90dGh3Dw2lIYwilRFpXk5XY0Zt5nZAbUOokS5uf7tf/rF7H/69jpdiiQsWzm5YiPtSXEz8IV4tvJ84AtA6UziYnc/cITbH1BvUcHWd+Kr1wCQy8XJbs0oTgmTPG+cG4YutK3sZuOcwbsLd+wexqJNfTDP/11z2miEPGpKQzVK3YStoQGPXYVLn0lrbtpqmAcA+TwNk8LrVNy4sfexhU2hn19jLNJYei2lRizH0vfNBvrm5J5xd4HOyaF9sXnn8D71dDbSNS18FlpmbOl9+OMn9g7vzY7sJtRPAl80sy6gh9Bw7e5ei3+imuTmmwtXcmzrO7da1pjPw86hH2V+SuhuuWFO6GI54elO1u7TNuj2OqaHIQ7T7y5w61WfG42QR50XHcvFftPlg4Cam7dduRDXiwWOvbML4hARK9W16AhDDfLTNJFMreRigdPFp4RhkY1bYMrD4c3dPD28d3NnrGJ9Z/hsN0wN7+v09ljge+fVXPPy71Uz5JHLbl5+OfBeM3uSMNyjlJdftP2HjZqa5OZH3nQWL/5z+OH8yXm/A+DoXyzmpNPDMe/m6eH4oaEbNu0XjiHbFw1eQ2fTrFiU+3MDF6RPs02HdjB5cXhua18Qjv9n/SH8j3bu1MTmMCqGXfd9HoBvTH+A1cVwbPzEj0Od7nnv65tULP98ODhr2jyPfOvoxy+De9n9bwZgzREhR096HNY1h99/TfnwGc/1hM85QGNH+Bx3TDVaV8JD38pgPRFPdeHMERlRI4W731R28w7CeG6pQ8ce8lUAbrz77BpHIvWu0q5raePuqfnVqNw8dhzz0lA886bbv1LjSKSeZTUvA8fVOoByys1jR6k3xcPnZ/CHr2RLimtSjESSNSneD1xZdnuOmd0LbAC+7O5/HehBZnYqcCrArFmzhrVDLzq5tnA2ytfH3gCTJ7Ju361PXG7erRncueMXA0/BmLXeE+W8sHV9vnDWrt+hhHvvWTjf3HeW3WKvCi/2fXKtNEVpPMtn/3gKnze890US5EV2uzX0lmjoCGdUF711HNNiCZqZ3w9nA1Z8opP2KRt7H3bXcRmfkSWDyTTFqpqbe3t1lQo9dvdgsVDm6v3DGY3GrvAGr9+rlVzeueuygc/GZbX3BJS9DjnDi7EXRCm/5gyPU7X2LivP5aVlXgTb+mva43de47PrKMyor2LPWTPzlljUtFBk0XvC+zTttvBed39rV17ytfsBmNzU9737tVjYLZMymJfd/alax7AdVc3NpUKXf10fCjx+45oTadyr7+wyQL7daXkmHFcUWuDxMwf+gZ3FHhQl+858jsJToXffU28M5xZ2uyX837asL1JoDvm3KRdy8r63vav3sXP2eH7wDTvs9q3bAFh+2ssSj1uGtvLBUMS0OCF8v/ZMyNH+THg/i6WOQQZNG8LVnvHh89/YCfd9N6ONSV5ZvaAsNjIP2UhhZn8EBprq4Uvufk1c50tAHvhFvO9ZYJa7rzazQ4Dfm9n+7r6h/0bc/VLgUoBDDz00g1+BIpK0irqujXHKzSJSTcrLlVFuFpGqGqs9Kdz9ddu738xOAf4FeK17mEvN3buIUz25+91mthiYDywcdEMi0uuYppOBsrOsY00Gk2m1KTeLVN/RuZPIDVRPZCxQXq6IcrNI9RWfmw98uNZhVJ1V2JMii0Y03MPMFhAK/rzK3beULZ8GrHH3gpnNBeYBSwbZzI7zIt7REfbZHgtjtrXSui500eqcHH7gFZqz2MmlMqUfsaUhG9bUCMWtP62lYR0AxC7Gns/3Xi8voNk7VGTNuvDYKTtBXqdPasZyrDgkVGKacVf4rDd0Gi0bwtCPQmvoorh5bRuTd++oTYxJy3DCNbMGYAZludXdn65BHDXLzb25KBZ8pLUFGkOeatkQckkpJxcb6jc3l4orenHgD3Mpd/cOu+vuxrvC8IHScA9rbu4dNtI7fGRtHNbV3IQpN9dE6T199sgwpGm3WzvJbQnvWfOGcF+xybhrZeiK/8aZD9YgyoRlOC+nSS1z87+fcD0AP7gilOloBDr2CHl60iMhD3U2QqHOiz8+dudsWl4fvnsee8N3ANh/48cBmHqfsSUWzlz7SLjStD7HvFc+CcBx0x8C4L47Z/HU4Zu32u6MOzfy9JlhmEfzNv1fpBpOWfBnAH5x9WsA6NrZady09XFGz3hoKr11dZLTVDhzYN8DWoCbzQzgDnf/MPBK4BwzyxPqmX/Y3deMcF8iMlZkMJma2ceBrwIrgNJXhgO1qCKv3CwiycpmXj4ROB+YTl/9z1rNugTKzSKSpOzOvDSkkc7usfcgy38H/G4k296BYMLfnjwtK8MZ5Q2z+ort33tJRguiDGX/8BbYw4vC7UKB3IT4vOPZS+/pwbvDfDteOrsJvWftSgXucu3tva9jYX1oBm6YuhPF9jHatTUFrLmJqQ/GuZLCAQ273pHHesL79NxLQyWghtYOnls9icUnf7EmcSYto2fsPgns4+6rax1IGnJzsSfkmlxnFxavT1wUpmBceUj4fXDPf9ZpXgaKh+wLgN31SCiACVhr2VTYsWdEMfYG7J1+FHrzNS0tfT0uSr3mtsSTrxOm0TOxZbTCl0Hkmpux8WHawhl3xu9VM3a5Ld5fCMlr2WtzzG0O37G3PD+fP73mouoHm7CM5uVvAm9090drHQjUNjdPaAi55pF//z4AV2zaiS/efgIAG14c84+FFval7zl9oE3UhXH/NI54530APJkP/8MLXhWqkX/v7Xfy11CrnD9u3B+Ay+99CeObwnofmbwMgFM3zeLJK14MwN7nhv/zwp0P4m8IPSkauqrwRGQrC2YdyoaTDgGg68jw/drQmaMxfsV67FDR0AHFspHUD15YB8chY7UmhYhI1WUwmQLPAOtrHYSIyKjIZl5ekZYGChGR0TBmZ/dIs5t6ruCY5ncAfVNrNowfx/r5oahy80bn7z/L7jRJlbjx7rMBOG7fLwDgy1f09qDYSqmnifV9TK00zWj8611dfb0q4jjpwoQ2eiaqJ0W1WWPoIeH5PJt3Ddfz7XEcfyNMeSg00zeGE9N0bWjadiMZltEzdkuAP5vZH4gF0ADcPfunUIfh5kKYUa83N3f3QGd4OTbsHXJzy/oit/9q4Cmh68XNf/syEHJz8el/AqFXW4nlcls/oCHXe6qnt2Cul/0jNJZqWIQcXZjYSn7cGC2sW0Ol70iADXuG78auybBlZjgTvdtfwn0NncbS56dUPb7RlNG8vNDMrgR+z9Z5+arahVQb/zY/zGi697fCV1JDp8Ge4SXJNfdNgbzk7fXRI3MwD1z8aWb/4AIAPnrcLQB8b7c7e+8vxJ9zv37iIACan2nhzjht6xt6wv//H+Zfz37/HXpSrDos9JCbtnk2+bbwT9I5JYs/CbMt19bK5P8ONUPW7B9G2TathymPhp6cW6aF78uedqOznlJzpcM9KmnICDVzvg00AP/l7uf1u38W8FNgclznDHe/bpgRVyzTjRQiUoeyO77u6XhpjhcRkfqQ3bw8EdgCHFO2zIEx10ghIvXHABukQPdWhlglFn6/BDgaWAbcZWbXuvsjZat9Gfi1u3/fzPYDrgNm70jclVAjhYikTwYPht397FrHICIyarKZl99X6xhEREZNhTMvVdC353BgkbsvATCzK4DjgfJGCic0/AJMApYPK9ZhynwjRW7ieAA8diemqYmdb13O9UsuqGFU1VeY0AZAw8QJodtwdP3Siwdc/9jDzoae2L3v2ZVA7MY6dScAOuaGvw2dRSzv3PKnM0YrdBlAbsbUcCVf6B3mMeWhUP1n+SvaKDaH9zgf6rfR8lwjj59ZB8V/iK3CGTwYNrObgZPcfV28vRNwhbsfW9vIaqNh9h4A+IqVFHYLn+cJizdz051n1jKsqsvvPI7GjZPDjda+oQLXL/rWNusuODC8NtYVhoX48hW9w/GIQ/B65s4AYMuMsK3bfl3fw2bSxib2FeQuxlF2E58psjnMNoqXpvEuGra0nUWnKy/Xkpn9FPhkv7x8obu/v7aR1c6c028HYP27X8qUn/bVeR4oJ9Wr1mdD1//j//xRAMY90pebHz4v/M8+Prtv/f1+fxYA7Y0hN/9hSyudc0IxzWv+7dsAnPehY1l30S7xEV73QxrT5vFL5tH0VJg/t2diGH63x01drJsXfh+VptbdvFv4+8QX6iM3A0k1IO9OqK1Wsgx4Sb91zgJuirPZjQNel8ieB5EbehURkeqyold0SZlppQNhAHdfS5j2TkQk8yrNyynLzS8aIC8fVMN4REQSZT70JTZk/IuZLSy7nFq+mQE23T+Zvx34ibvPBF4PXG5mo9aWkPmeFDesurTWIaTCcM9O3njXV3uvv/bV3wAg11MkPy6cGlq3d/i786PdCUUow9IR5sDy7h6aN4QcseKQ0BrsOVg7P7w/ravh/m/XUWswZHnsc8HMZrn70wBmtidZfSYJuP4f59c6hFQoFdCsxA33nbPV7WMPOxu6Q9Gv/OTw/79+bjgdNGlxR0IRyrD09PROF9u2Jvx99uUOE8L79OwrSkWMizz58To6k5rdvJwzs51i4wRmtjN1cOw7EjcXf1PrEGrusbOGd9z0yJvO2ur2R+55F58+4mYA3vXQewGYPm4TTf/2XBLhyQ5ofrKVSYtDklr5uvDbpWdSE21r4nSk3eG+SUvhL/99Wk1iHBXDy83/4+6fG+S+ZcAeZbdnsu1wjg8ACwDc/XYzawWmAs9XHMEwjOlELSLplMVuxcCXgFvNLNb355XAqdtZX0QkMzKaly8EbjOz38bbJwHn1jAeEZHEmIMVK1tvCHcB88xsDvBP4GTgHf3WeRp4LfATM9sXaAVWDi/iyqmRQiRF9vlaqCEyt8Zx1FwGD4bd/QYzOxg4gtBt7tPuvqrGYYlIAva6IEzbOL/GcdRUNvPyz8xsIXBUXHRiv2r1IpJh878ejpvH8qSvFTUgD7GOu+fN7GPAjYTpRS9z94fN7BxgobtfC3wW+KGZfTpu8b3uPmrfDGqkEFYeFLoRt690Nu0a/s0nLw7do3rGN3DrVYP1DJLRUly/IVxpbKR9RSjU1DMuFNArtENHnVc6yNIZu9gwUa7UPW5WHP5xT7Vjkvqw/JUTaVsV/hm2TI+5eUnIzZ3TWrj1d8rN1VZcvxFiccz2Z0OX4nFPtbJlZljmDRlKXsOUsbzcDvS4e4+7P2JmBcIY6hewdbV6kWG74daDuLE7/M8XxoXT2KvyUwDqa5hXhuR64PmXhveioTEkq/VzGsnFUes942sVWRVU1E4w9Drufh1hWtHyZWeWXX8EOHK44e0oNVLIqNv7m6GVc9Hn66x2goyeDB0MAwuBh+nr8lbeoO/0ncETSY3ZP+ibAWvph9TYIRXIVl6+gTB++gkz2xu4HfgFoXDc4e6uKcsklfb7Ut+sfI+cq+Nm2b7ewpgVrJc1aqQQHrhYSTAtuvaMU+nG6QYpFGn5Z+hVMWNZX4a5/pFvVDu06qkw4abIZ4E3Ax3AFcDV7r6ptiFJPXjwQuXmtGifvz5cyRnE2Suanwu5eY/rwr/7DQ/WcamD7OXlndz9iXj9FOBX7v5xM2sG7gbUSCE7bMkn1FsiLXKhZjEd87pgSzh2LvSECSe2xBlhnzijjr9LHaxQ2XpZoylIRSR9vMJLCrj7xe7+cuBjhMrIfzKzX5vZgTUOTUQkOZXm5Qpzs5ktMLPHzWyRmW3TaGBmLWZ2Zbz/72Y2u9/9s8xsk5kN1BWoPIqjgJsB3L0bqKDMnIhIRmTkeHm41JNCRFLFyNwZOwDc/UkzuwZoA95NqLF3X22jEhEZuaTzspk1AJcARxOmvrvLzK7tV9TyA8Bad9/bzE4GzgfeVnb/xcD1g+ziATO7gFClfm/gprjfyck9CxGR2kuicGYaqZFxRPHtAAAXPklEQVRCRp1qUVQu19jvBI8X4ZlQh9GBGzb8uPpB1UKCxYLNbAHwbUK14v9y9/P63d8C/Aw4BFgNvM3dl5bdP4tQaO0sd7+AfsxsLmGqpuOBZwhDPs51987EnoRIwlSHYni68w3hihl46Fvry1f03n/D+stqEVZ1JVvE/XBgkbsvATCzKwg5tLyR4njgrHj9t8D3zMzc3c3sTcASYPMg2/8g8ElgNnCMu2+Jy/cDtsnjImmhOhTD0zO+Ly+1/TPkaW9o6F322Ffr/PV0Tzo3p4YaKWRAh59yUe/1O3/6mR3axkEf6Sv+c+//q/MkIcmpcM7nSlThbB3AIuAB4BpgAzAL+IhZrPbvftHgDxUZnoM/1JdX7/nBjuXV/U8P23j4fOVlqdDw8/LUOPVnyaXufmnZ7d0Jjboly4CX9NtG7zpxerz1wBQz6wBOJ+T1AVvb3L0DOG+Au56hitXpZezY98yQVx89Z8fy6gGf68vtD16g3CyVqbSXWxZ7KKuRQiRF5p/fAWSyV1aikmqkYPTP1gGcQ99bVs+TXImMWXt8Ox4ulZ+xqtOzV4MZZl5e5e6Hbm9zAyzr/4IOts7ZwMXuvqnUGLw9ZjYVOAl4O6Hh4+ohHyQimbD7X0PPtrUf6KC7qQWAQkstI6qyShuQM/h1pUYKEUmfypNpTc/WxcecVXG0IiJZlexB7jJCoeGSmcDyQdZZZmaNwCRgDSGHv8XMvglMBopm1unu3ys90MwmACcA7yDUB7oamOvuMxN9FiIitVZRg3n2WinUSCGJe9Ubvhmu7NlU20Aks4bRLa3mZ+vM7DvbC9DdP7G9+0Wq5ciTLgxX5mpiLxm+hLsL3wXMM7M5hOKWJxMaFMpdS5g+9HbgLcAt7u7AK3pjMjsL2FTeQBE9D9wJfBm4NfaMOyHRZyCSkP1Pv1jTLcqOqXB6aA33kLqxo3Uoyk18qoe//OHzCUQzhhRDny3Lha8rtxzek+fGjstrGVV1OUl2ox7Vs3XR3UkFKzKUHa1DUW7ykiJ/+81nE4hm7Mh15MOVsgZL7+7mxs5f1CiiKks2L5d6rX0MuJFQ1Pgyd3/YzM4BFrr7tcCPgMvNbBEhJ588jF18Ma7/feCXZnZlYsGLDGBHa1GUFBtUJ2hHbJ4efspuXDaBhva+HLX4syP/HZMZGWyAqIQaKURSYsGLvlzrEFIjwRbf0T5bh7v/NLFoRSRVjn7Z14GBu1uNNUmfiXP364Dr+i07s+x6J6GWxPa2cdYgyy8GLo6zL70d+D2wm5mdDlzt7v8YWfQiUktHvCvWJG8b29k56emh00SNFJI49Z7YcbYpFM4sFpOrHJlJCSXcKpytw8yuHSKGf92x6EWSpd4TO65hzUYAioUi2BjtmJ3BA+FYNPlc4FwzO4DQYHE9sFdNAxMpox4UO27jnPC3dZctdD7XXttgasGBQgXJOYM/K9RIISKpknSr8GierYteSii8+Svg7+ikq4jUmaydrTOzvYEZ7v630jJ3f9DMdgIuq11kIiIJqrQmxehHkrgRnQ4ws7PM7J9mdl+8vL7svi+Y2SIze9zMjh15qCL1zTq6IV8IF/cxN71dr9Jzr+SSDrsQxj+/EPg2YTaQVe7+F3f/Sy0CUm4WSUbj6k00rt4EXd3hAuDFvstYMZy8nI7c/B/AxgGWbwEurnIsvZSbRZKxZl9jzb5Gz8QiPROLdKxtJbdTd+9l7MhUXh6WJHpSXOzuF5QvMLP9CF2m9wd2A/5oZvPdvZDA/kSkzmXpjF3MazcAN5hZC6E78Z/N7Bx3/24NQ1NuFpHEZCkvA7Pd/YH+C919oZnNrn44W1FuFpHEZCw3V2y0BlYeD1zh7l3u/iSwCDh8lPYlIvXGK7ykhJm1mNmJwM+BjwLfAa6qbVQDUm4WkR1TaV5OR25u3c59bVWLonLKzSIyfNnKy8OSRE+Kj5nZe4CFwGfdfS2wO3BH2TrL4rJtmNmpwKkAs2bNSiAckYwqFPFNm8P10jR3DcaNm8bY5BEOVkkRoJQws58ShnpcD5zt7g/VOKQS5WaRkYpdZL0jFDUmZ0ADN27+We1iqoWM5WXgLjP7oLv/sHyhmX2A2k8brdwsMkJNG8LfthXhfPv6FxYpbmxi6amn1TCq6rMKc3MWe1sM2ZPCzP5oZg8NcDmeMP/0XsCBwLPAhaWHDbCpAV8ed7/U3Q9190OnTZu2g09DROpKtlqF3w3MBz4J3GZmG+Jlo5ltGK2dKjeLSFVl64zdp4D3mdmfzezCePkL8G+EXD1qlJtFpJrMfchLFg3Zk8LdX1fJhszsh8D/xJvLgD3K7p4JLB92dCJjyPVLLuB1r/oGAI2rNtc4mtrKUouvu9dkPkLlZpHRd/0/zgfozc1Nzw9Ui3FsyFheXgG8zMxeQ+jpBvAHd7+lCvtWbhYZZaVpW2f/v1jepXUMFTIuV2nDcIbyd8lIZ/fYtezmCUCpm/O1wMlxnPYcYB5w50j2JSJjSJ1WKq4W5WYRSVy2ZvcAwN3/192/Gy+j3kAxFOVmEUlWpTk5PXm5UiOtSfFNMzuQ8MyXAh8CcPeHzezXwCNAHvioKhSL7JijXnset/zpjFqHUVVZOmOXUsrNIqPoqKPPA+CWm8dOblZeToRys8go2uuiiwBY/JnP1DiS6jAqy81ZzN8jaqRw93dv575zgXNHsn2Rsabp6VUA5HfdGYBCWxK1bTMmmw2+qaLcLJKspmfXA1CYMp78+KYaR1MDysuJUG4WSdbERQ0AbDigSMPasXnMXFFR4wzm7zH4bopImoVW4QxmUxGROqW8LCKSQpUOsctg/lYjhUiKXP/kRbUOIR3GaP0jEUmnUgHNMU15WURS5oGLPl3rEGove+0PFVEjhYikjs7YiYiki/KyiEj61GtuViOFiKSLxj6LiKSL8rKISPo4Gu4hIlIdjhWzl0xFROqX8rKISNqYe0WFM8fc7B4iIqMigy2+IiJ1TXlZRCR91JNCRKQKHEwF2kRE0kN5WUQkfSod7pFBaqQQkfSp04QrIpJZyssiIulTSQNyBtO3GilEJH0ymExFROqa8rKISLq4a3YPEZFqqdeEKyKSVcrLIiIpVKygK0UG87caKUQkfTKYTEVE6prysohIurircKaISFU4lY2vExGR6lBeFhFJpzqtSZGrdQAiIuWMML6ukouIiIy+4eTlSnOzmS0ws8fNbJGZnTHA/S1mdmW8/+9mNjsuP9rM7jazB+PfoxJ9siIiWeFUlpcr2NRQOTmu81Yze8TMHjazXyb8bLaiRgoRSZ9S97WhLhXQgbCISAIqzcsV5GYzawAuAY4D9gPebmb79VvtA8Bad98buBg4Py5fBbzR3Q8ATgEuT+gZiohkizsUikNfhsjLleRkM5sHfAE40t33Bz41Ok8qUCOFiKSLAwWv7DIEHQiLiCRgOHm5gtwMHA4scvcl7t4NXAEc32+d44Gfxuu/BV5rZubu97r78rj8YaDVzFpG/iRFRDIomcbjSnLyB4FL3H1t2K0/n/hzKaNGChFJnQS7FOtAWEQkAcMc7jHVzBaWXU7tt7ndgWfKbi+LywZcx93zwHpgSr913gzc6+5dST1PEZHMGF4Dxb9sJy9XkpPnA/PN7G9mdoeZLRi9J6bCmSKSRpXXm5hqZgvLbl/q7peW3R4o6b6k3za2OhA2s9KB8KqydXQgLCJj2/DqAK1y90O3c/9AQ6T772C765jZ/oSeb8cMJzARkbpS+ewe/+PunxtkjUpyciMwD3g1MBP4q5m90N3XVRrqcKiRQkRSpvJ6E+hAWESkCoaVlyuxDNij7PZMYPkg6ywzs0ZgErAGwMxmAlcD73H3xUkGJiKSGQ4UK2mkGHKNSnPyHe7eAzxpZo8TGi3uqizY4dFwDxFJFyfJwpnDORBGB8IiIgMYTl6uLDffBcwzszlm1gycDFzbb51rCfWAAN4C3OLubmaTgT8AX3D3vyXzBEVEssihWBj6MnReriQn/x54DYCZTSUM/1iS8BPqpUYKEUmfYoWXoelAWEQkCZXm5Qpyc6wx8THgRuBR4Nfu/rCZnWNm/xpX+xEwxcwWAZ8BSrMzfQzYG/iKmd0XL9MTeY4iIlniHnpSDHUZopGiwpx8I7DazB4B/hc4zd1Xj9ZT03APEUmdCotiDinWmCgl3QbgslLSBRa6+7WEA+HL44HwGkJDBmx9IPyVuOyY0a5mLCKSRknl5RJ3vw64rt+yM8uudwInDfC4rwNfTzQYEZGsSu6Yeaic7IQG488kssMhqJFCRNInwYNhHQiLiCQg4UYKEREZodJQvIpWzBY1UohIulRaBEhERKpDeVlEJIUqrAOUwfQ9okYKM7sS2CfenAysc/cDzWw2YTzL4/G+O9z9wyPZl4iMFYlXkR9zlJtFJFnKy0lQbhaRRLlDoVDZehkzokYKd39b6bqZXQisL7t7sbsfOJLti8gYlcFkmibKzSKSOOXlEVNuFpFEVTrcI4P5O5HhHmZmwFuBo5LYnoiMYQ4UKpu6Q7ZPuVlEEqG8nCjlZhFJhlc2FC97bRSJTUH6CmCFuz9RtmyOmd1rZn8xs1cM9kAzO9XMFprZwpUrVyYUjohkl4MXK7vIUJSbRSQBw8jLys2VUG4WkZFzcC8OfclgK8WQPSnM7I/ALgPc9SV3vyZefzvwq7L7ngVmuftqMzsE+L2Z7e/uG/pvxN0vBS4FOPTQQ7P3CopI8jLYLa3alJtFpKqUlyui3Cwi1VNpT4rspYohGync/XXbu9/MGoETgUPKHtMFdMXrd5vZYmA+sHBE0YpI/VMV+YooN4tI1SgvV0y5WUSqpo4LZyYx3ON1wGPuvqy0wMymmVlDvD4XmAcsSWBfIjIWuFd2ke1RbhaR5FSal5Wbh6LcLCLJKBXOHPJS60CHL4nCmSezdZc1gFcC55hZHigAH3b3NQnsS0TGAh3kJkG5WUSSo7ycFOVmEUmGO16soA5QBvP3iBsp3P29Ayz7HfC7kW5bRMYinYlLgnKziCRHeTkpys0ikqiKcnP28nciU5CKiCTGgUpahUVEpDqUl0VE0sfrdwpSNVKISProjJ2ISLooL4uIpIq74xUUzvQMTg2tRgoRSR8dDIuIpIvysohI+lTSAJHB/K1GChFJlwpbhUVEpEqUl0VE0scd13APEZEqqSThiohI9Sgvi4ikyYrNbMCLBcxs0JXcnY2sBXi6apElIFfrAEREtlHRnM86YBYRqZpK87Jys4jIqHP3NTsxjRUs2+56a1lJC224+5IqhZYI9aQQkXRxVxV5EZE0UV4WEUmdp3li1wns9OwMnzlgbwp350keZS0r961BeCOinhQikj46Wyciki7qSSEikiru/txOTB20N0VZL4rHqhzaiKknhYikjuuMnYhIqigvi4ikz2C9KbLciwLUk0JEUkdn60RE0mUYeVm5WUSkagbrTZHlXhSgnhQikjaOqsiLiKSJ8rKISGr1702R9V4UoJ4UIpJGXqzsIiIi1VFpXlZuFhGpqv69KbLeiwLUk0JEUsYB1xk7EZHUUF4WEUm38t4UWe9FAWqkEJG0cccLhVpHISIiJcrLIiKp5u7P7WnzeYx7M9+LAtRIISJppO7CIiLporwsIpJqT/PEro00PZunJ9O9KADMU1SF2cxWApuBVbWOBZhK7eNIQwygONIWA6Q7jj3dfdqObtDMbojbrcQqd1+wo/uSyig3pzIGUBxpiwHSEcdgMexwbh5mXgbl5qpIUW5Ow+ceFEfaYgDFUUkMIzpurlepaqQAMLOF7n6o4khHDIojfTEoDqmFtLzXaYgjDTEojvTFkJY40hCDVE8a3u80xKA40heD4khfDFmi2T1EREREREREJBXUSCEiIiIiIiIiqZDGRopLax1AlIY40hADKI5yaYgBFIdUX1re6zTEkYYYQHGUS0MMkI440hCDVE8a3u80xACKo1waYgDFUS4NMWRG6mpSiIiIiIiIiMjYlMaeFCIiIiIiIiIyBqmRQkRERERERERSIVWNFGa2wMweN7NFZnZGFfe71MweNLP7zGxhXLazmd1sZk/EvzuNwn4vM7PnzeyhsmUD7teC78TX5gEzO3iU4zjLzP4ZX5P7zOz1Zfd9IcbxuJkdm1AMe5jZ/5rZo2b2sJl9Mi6v6uuxnTiq9nqYWauZ3Wlm98cYzo7L55jZ3+NrcaWZNcflLfH2onj/7JHGMEQcPzGzJ8teiwPj8lH7jErt1Covx30rNys3pyIvx20qN0tqKDf3Lqv2cWLN83LcrnJz3zaVm+uRu6fiAjQAi4G5QDNwP7Bflfa9FJjab9k3gTPi9TOA80dhv68EDgYeGmq/wOuB6wEDjgD+PspxnAV8boB194vvTQswJ75nDQnEsCtwcLw+AfhH3FdVX4/txFG11yM+p/HxehPw9/gcfw2cHJf/J/Dv8fpHgP+M108GrkzotRgsjp8Abxlg/VH7jOpSm0st83Lcv3KzcnMq8nLcrnKzLqm4KDfXLjenIS/HbSs3921XubkOL2nqSXE4sMjdl7h7N3AFcHwN4zke+Gm8/lPgTUnvwN3/D1hT4X6PB37mwR3AZDPbdRTjGMzxwBXu3uXuTwKLCO/dSGN41t3vidc3Ao8Cu1Pl12M7cQwm8dcjPqdN8WZTvDhwFPDbuLz/a1F6jX4LvNbMbCQxDBHHYEbtMyo1k7a8DMrNg6nb3JyGvBz3rdwsaaHcPPR+R+s4seZ5Ocah3NwXh3JzHUpTI8XuwDNlt5ex/Q96khy4yczuNrNT47IZ7v4shH9CYHqVYhlsv7V4fT4Wux9dVtZtb9TjiN2uDiK0QNbs9egXB1Tx9TCzBjO7D3geuJnQ2rzO3fMD7Kc3hnj/emDKSGMYKA53L70W58bX4mIza+kfxwAxSjbV+j1Vbh7YmM3NtczLcf/KzZIGtX5PlZu3VZO8DMrNcf/KzXUmTY0UA7VgVWt+1CPd/WDgOOCjZvbKKu13OKr9+nwf2As4EHgWuLAacZjZeOB3wKfcfcP2Vq1yHFV9Pdy94O4HAjMJrcz7bmc/o/Za9I/DzF4IfAF4AXAYsDNw+mjHITVT6/dUuXlbYzY31zovg3KzpEat31Pl5q3VJC+DcnPvRpSb606aGimWAXuU3Z4JLK/Gjt19efz7PHA14cO9otTlJv59vhqxbGe/VX193H1F/EcrAj+krzvWqMVhZk2EJPcLd78qLq766zFQHLV4PeJ+1wF/JoxVm2xmjQPspzeGeP8kKu+KONw4FsTufe7uXcCPqdJrITVR0/dUuXlbYzU3pykvx30rN0stKTf3qXlurlUuUm7elnJz/UhTI8VdwDwLlVibCYVMrh3tnZrZODObULoOHAM8FPd9SlztFOCa0Y4lGmy/1wLviZVgjwDWl7pzjYZ+Y6JOILwmpThOtlAZdw4wD7gzgf0Z8CPgUXe/qOyuqr4eg8VRzdfDzKaZ2eR4vQ14HWGc3/8Cb4mr9X8tSq/RW4Bb3H3ELbGDxPFY2ZefEcb3lb8WVfuMSlXUJC+DcvNgxmJuTkNejvtTbpa0UG7uU/PcXO1cFPep3Ny3P+XmeuQpqN5ZuhCqnP6DMI7oS1Xa51xCpdn7gYdL+yWMTfoT8ET8u/Mo7PtXhG5QPYTWtA8Mtl9Cl6BL4mvzIHDoKMdxedzPA4R/ol3L1v9SjONx4LiEYng5oYvTA8B98fL6ar8e24mjaq8H8CLg3rivh4Azyz6rdxIKDf0GaInLW+PtRfH+uQm9FoPFcUt8LR4Cfk5fJeNR+4zqUrtLLfJy3K9ys3LzUDFU+7VQbtYlNRfl5trk5jTk5bhd5ea+bSo31+HF4oskIiIiIiIiIlJTaRruISIiIiIiIiJjmBopRERERERERCQV1EghIiIiIiIiIqmgRgoRERERERERSQU1UoiIiIiIiIhIKqiRQkRERERERERSQY0UIiIiIiIiIpIK/z9isJrJK9+mGwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "ncols = 3\n", + "nrows = 1\n", + "# lists of variables, titles & labels\n", + "plotVars = ['nNetMineralization']\n", + "plotTitle = ['nNetMineralization']\n", + "plotLable = ['nNetMineralization']\n", + "\n", + "# create the plots\n", + "fig = plt.figure(figsize=(15,4))\n", + "axes = [ fig.add_subplot(nrows, ncols, 1+ r * ncols + c) for r in range(0, nrows) for c in range(0, ncols) ]\n", + "\n", + "# add some data\n", + "i = 0\n", + "j=0 \n", + "for ax in axes:\n", + " if i == 0:\n", + " ds[plotVars[j]].isel(time=-1,sim=3).plot(ax=ax, cbar_kwargs={'label': 'MIMcn '+plotLable[j]})\n", + " if i == 1:\n", + " ds[plotVars[j]].isel(time=-1,sim=1).plot(ax=ax, cbar_kwargs={'label': 'CAScn '+plotLable[j]})\n", + " if i == 2:\n", + " (ds[plotVars[j]].isel(time=-1,sim=3)/ \\\n", + " ds[plotVars[j]]).isel(time=-1,sim=1).plot(\n", + " ax=ax, vmax=1.5,vmin=0.5, cbar_kwargs={'label': 'difference'})\n", + " ax.set_xlabel('')\n", + " ax.set_ylabel('')\n", + " ax.set_title(plotTitle[j])\n", + " i = i+1\n", + "\n", + "plt.tight_layout()\n", + "\n", + "#MIMcnANN['HR:Min'].isel(time=0).plot(robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#changes in mineralization over time in both models\n", + "var2 = ['cnpp','cresp','NEP','cTOT','nNetMineralization','HR:Min','cnTOT']\n", + "\n", + "dsZon[var2[6]].isel(sim=CNsim).plot(x=\"time\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[12,6],col_wrap=1, \n", + " cmap=cm.get_cmap('BrBG', 13) ) ; \n" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Basically show the C:N of microbial spilling\n", + "dsZon['HR:Min'].isel(sim=CNsim).plot(x=\"time\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[12,6],col_wrap=1, \n", + " cmap=cm.get_cmap('seismic', 15) ) ; " + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#changes, relative to the C-only model\n", + "var2 = ['cnpp','cresp','NEP','cTOT']\n", + "ds2 = ds[var2].copy('deep')\n", + "\n", + "dMIMcn_P = (ds2.isel(sim=4)-ds2.isel(sim=(4-1))).mean(dim='lon')\n", + "dMIMcn = (ds2.isel(sim=3)-ds2.isel(sim=(3-1))).mean(dim='lon')\n", + "dCAScn = (ds2.isel(sim=1)-ds2.isel(sim=(1-1))).mean(dim='lon') \n", + "\n", + "model = xr.DataArray(['MIMICS-cn*''MIMICS-cn','CASA-cn'], dims='model', name='model') # or can use np.arange\n", + "t = xr.concat([dMIMcn_P, dMIMcn,dCAScn],dim=model)\n", + "\n", + "#t = t-t.isel(time=slice(0,20)).mean(dim='time')\n", + "simple = t[var2[0]].plot(x='time', y='lat',col='model',col_wrap=3, figsize=[12,4],robust=True);#vmax=5e-3,vmin=-5e-3);\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure X.** Zonal mean changes in rates simulated by MIMICS-cn " + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Mimics specifics rsults\n", + "# var = ['specRESP','cMICtot','MICrK','cnMIC']\n", + "dsZon['cMICtot'].isel(sim=MIMsim).plot(x=\"time\", y=\"lat\", col=\"sim\", \n", + " robust=True,figsize=[12,6],col_wrap=1, \n", + " cmap=cm.get_cmap('seismic', 15) ) ; " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# look a some MIM specific results\n", + "var = ['specRESP','cMICtot','MICrK','cnMIC']\n", + "(MIMcnANN[var[0]]-MIMcnANN[var[0]].isel(time=slice(0,10)).mean(dim='time')).mean(dim='lon').plot(x='time',y='lat',robust=True);\n", + "#MIMcnANN" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Look at environmental controls over soil C:N in MIMICS" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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gXlX3y2w7ALgZCGKKLXxdVf89VG2wDA2BQE5tn1X/dHYaAQBCpCFCUTLOe+2VLF5sOpy5c2H//eHPfzbr115r3A8XL4b1641nSmWlGaF++cvWLNAbWX9+MLOyMWNyg+pAINfhl5SAJpOkoinGeCNABWD2Z204iURWCCitET9NkXGkXYGYOX/sWMl4DU1EUyla6hPUtfmJRoXq8iSVpWk8viBdEUAdUuEyCtvfp0jb6YiXGtuqCOnSSiKeBIVETfjsSC9DZmcCg8IdwI3A77tt+2/gWlV9JFNq8r/JFVaw5BE76v6DQXA0jYtDYfMGiLhc+v1K3n7bHNvQAG+8YQaAy5bBf/6n6bw2bzaj2qVLzai2vBxuuAFmz4YvfCErXPK3WPmepqbGfGd+vxEIofZ3zZceFygJQThMeXkuJqCqKpMZtAWamxTFjOrBqJemTs391m++2MnyjSbH9NSpQmOzlwlj0riRNtCMQUgBHFLqIZ2CotI00YQHcSCBj7goDS1eUmkHp9kI/xFrJx7J6qpBZCjLSz6bKaKw3WagOLNeAmwZqvtb9ixeL9QUdvL+U+/wt7fHEC+tprHR7MtkJNj2TKkaL5aDD865N6oqxcXGRfHtt4W1a42QuOcec87FF8MBBwzPZxtpOI4x4kajRnB276tEdjAOZw022fXMy4QJ21+ztExoaJRMQZichG9vz9l73mssxlUHQYlElDH+VtRThBv0EYpFiBMkGU3SmCqhU0NUlCQoLHDwBSGRhGBQ2Lo1QCIzE0kkTSzZmDFD9EXtDvnixTQI9OlTisjHgaMyb59R1X8M8H6XAo+JyP9g3FMP6+We5wPnA0yaNGmAt7PsUUpL+cE/Dsl4qsi2tAMeT/eOKpt2wGxvbc26JAqqytZal64uD5EI/POfubQFS5ZYIdAdv79vSS6ZNs18yeFwr37vHo+ZfaVS8NprOW2N6+aKyEyeIqxcqfh9MH680Bop4/XlUFIiNDR4KSqCcFBwCeKIS6CjCarHEfBBIGMK8Ply18u+H5FYdVAOEbkOOAT4Y2bTN0XkMFW9egD3uxC4TFX/KiJnYPJsH9/Tgap6K3ArwIIFC0a4AnF08fTTcP31cNhh8OlPw+rV8OSTJulYMinbHD+qqkynsmWLefV4svlmlLFjhYICM2odO9a4nH760+DvauOJpWWIIxxyCDzxhOmQjj12WD9y/uL3m2jdPuL1mkIyra1sUxtlC8zX1AjTp0NHh9LSopkUE0LtFpe6ekEE5k6LUxxOEXS7CPnjH7h+dbX5rROJnAfTiMUKgW2cAhygquYnF7kTeB0YiBD4EnBJZv1e4H8HcA3LMHPhheZBfvNNuP9+04mrwjvvGHfwYNC893pNH1RWBmvWmHwzM2bAF7/gsnadGe0HAjBnjhLww6cOfZ/JvlrmHvYhioqFQw+FT33K3HOUzMxHBAUFuawOjmNsDNnykoWFEA6bDr/WVMglHU8BPhyUrlSQinQT5SUuVE2go8MY/gsKjH3BcfLEvmNnAh+gFMj4I7A7P+EW4GjgaeBYYPVuXGtEEY0qN9wQIRgULr44hM+XZ+X0+kFVldFHZ2vPZnPOQ07tI2KO8fmU8nLjj15WJvj9Snu7ERTxuPEI+uhHhf2mdhLscqFyX04I55TctvMfXiIR86pqRu/Z2sHjxxvhTleEtL+OFVpJQSCFv6iMeLAUiqIgxrYTjxsvptJSc77rbm8jGpFk/Z9HAX15xK4DXheRpzDFEY6iD7MAEbkb4/lTKSKbgWuArwK/EBEvECOj898b+P73O7npphgikEop3/rWCE+Q1QuNjUYdMHnyB3W2ra3GSPvss8ajp7oa5swxKqFQyCxG5W9UPqpCZ6fiutkUwzB1YpK469DZBQVhlw/NSyP1LdtXOrGMCEIhk1E0u96dcBgIhSEV4uCCJjoLxpLwQIk3RjTtw9uVwOMxXYxmSgtkvb2SSTODHLHYmUAOVb1bRJ4GDsYIgW+r6tY+nHfmTnZ9qF8tzBM6OnJR8Z2dw92agdPSAo88YtbXrIGTT87tU4WzzjKBYqowcaIZLFVU5LxN1q83nz8UErxecF01mQJEUcxosGaCQ+UY85xt2uTQvKWTirDf9Db19aTGT+app4zA2X9/k9bAMgTU1hqJP3mymar1QDBo3E6z6r0PIAI1NYgLgQSEJU00GsLFIa65QYHPt/3If6SHCQBWCIjIbFVdJSIHZTZtzryOE5Fxqvra0Dcvf1i8uIBk0lRfuuqqPCmk3QNZ/W8qZdwD6+pMX1FSYtw36+vNdN7ng3nz4F//yhkT6+vB61UqKoSiIqWtTQBhyhSlri5TolCgtt5H5RhwHKGqSvEkMRfMhLbW1+eqXq1caYXAkNDVBcuXmx+zoaFXy3tf+kLHMQIDPERiCmpmft2zQ5SVZdJJpPMgGNDOBAC4HKOu+WkP+xSj07dkKC93+N3veh5N5RPjx5uBYWMjHHIIbNpktjc3G3/uyy6Du+6Ck06C6dONEFizJlOnttCM9L/2NaWyUti6VXnsMWHaNNP5NzdDIKAUFkIiDsGQmhKGjp9Sf6uRPD7fNt2xxzPCVQbDzZYtpiOfM8dMywZKRgWXSOS8SXcno0NBgYk38HqFoiJjGwoEjJzvh6PS8GKFAKhqVl//EVWNdd8nIsEhbZVl2HAcOPLI3PvWVqPLzdrJzjzTLGC8gRzHTPlnzzbvRTKje4+JBk6llHffFcaNMy7r7e3CW2/BypXKjBlmNtBOkIkljilGUl1NOAgf/agZrJaVDc/3MOJJpeAPfzDK9ddfh0suyQ7F+0ZBgZnKZdVBmHTUyaQR1lOnDjydvte7vRAZ6SmCesQGi23Hi8BBfdhm2QuZPduM8sPhDz4Ts2bBLbcYX/6SEqMOmjoVHnoIjjpK2bIlV64wGs3ZfbMeIsa7SCkOJpEx1dsZhXesh2vZgWzS/+z6QJTsY8eaJZWCjRtxU+MBM/rNXrpfJBJmVLA3dJ7WOwhEZCwwHgiJyIEYozCYtA/5q/S29AuPZ/siX+k0rF1r1qdPN6PHWMyMILMziHQaHnssm6FSSCaNICkrM/1EKmVcQ/1ujKm+OirmTbZeQf3F54PPfMaE986f/0HXnf6wYQO0tjLR6aKxeBoFZYF+XS6VgngkhZOIE4y0IGPH7h0d6GhXBwEnAecAE4CfddveAXx3CNtkGcGsXWs8gMCMFrODvoIC88wUF5vKU5s3C45jtnd06LYApIICwXGU8eMFny9IaPKU3PDC0j+mTzfL7pKZSYTcCBOL26G8f1bbWAxUvLj+QqJeH6FYHMl3IWBtAqCqdwJ3isjpqvrXPdgmywime06ZFSuMuujQQ02cQHYw7zhCSQm0tuq2CNFs1SpQkkmIdClV1cbmEInkkcFwb2Ty5Fx4d2Vlbns8bqZzwWCvkV0mWFBBQL0BEl4/3TV5sZix7/j9xj6QF5M+KwRyZPL8nALsi6kDkN3+o6FsmGVkMn26cRutqzMP94oVcMYZufxAJkcQNDYq6bRQUqIEg5BICD6fSR4XiSizatoJBo03VTZJnGWY8PlM4qfuJJO5KLFkstdcD+EwxGKm/rAA0tWJNrYjmeCRrLtvNGrkyYhNGrcjVggYRORmjA3gGEyun08DthBMPpE1HA5CnL7Xm0sA5jhmoJhMmoe7rg7WrjVFSBIJM9xrazMPfSCgdHQYQ3BhgdKuRdApFBZaA/CIpB+GZhHz+6eSCuk0nsIgdLYYIVJQsO1/AiM8VUR3RpFhuC8/yWGqejbQoqrXAh8GdsMp2bJHaWqCj3/cpPy8+Wa49174zneMg/8Aqa7OefmAecCPPRbefdfczufLdSBerzlo6lRh3jwTmDpmrJBKO7S0mFFkRcVufULLYNHdy8jnyw3b++DjKQJej+KVTNHJTGIpVdOXejzmt86bwXXWRXRXy15AXz5FNkYgIiLjgCZg6tA1yTKoPPusyQWRTsMdd5g8DCKmzmNTk/EM2WcfOO20PitrFywwo/f33zfRvFn39IoKc7mVK4VFi5T2diEcNumCS0o008eYugEi5hojPpHYaCGb0Adybp7hfjoBOo65RkuL+VOEw7jpXL3jbFlLaxMYWfRFCPxDREqB64HXMNHCvx3SVlkGjwMPzPWy2Tm5CO01M+nanKIyCb4VK0x48Lhxu7xc9iGeP98sWTo64DOfdlm3TqmsEgoLhY4OAKWsVAl7E4R8KcKzhbc3BAkEHfbbT/KjQxgNdFf/JBJmwHDyyR8sQdYLki1r1q1IgOPkssx6PHkiALJYIQAi4gBPqmor8FcReQgIqmrbHmmdZfeZMgX+/neT+nPtWtiyhei0fXn3pG+A46GxvZ55L9/WJ8X8c8+ZzKETJpg8/9lnZMsWuO02M8r/2MeEUEgIBhWvl23J47pSAaJpP+PGdrKxAYqKXIqLPfnVKezNZH8IVXjhBVPWbelSo0LczcsWFRlvsrzqU0fRTKDXiXimkMxPu72PWwGQZ7z1Ftx9t/HFdBwoLCQ1djwCqMdLKlhohMMVV5j0oa+8stNw0aVLTR9RWwsNm2PmmrEY69ebU0IhwXVNqghV2VZWMhJ1AMFVobnNyz7jI+xfsgFpqDcuIwMKT7UMKtlUn42NcOedZlt25ribZLVLeSXws0JgV8teQF/UQf8UkdOB+1XzIgGsJUtTE5x6qlHGVlXBpEkweTKF7VsYs+Y5OiqmMuGtR+Hxx+GGG0wP39xMqqmVREE5gcD2//OJE82o3+9XygIRcIFIhMKCAF6vCQLbsMFkIkgkTOH4aNR4CpWWGpXRe40mFLUzFGdGuScXQjyi6wyOEkRMBsHzzoM33jAOBaOVUeQd1BchcDlQAKREJIaJ71RV7TVlpojcDpwK1Kvqft22fwO4GEgB/6eqVw208ZZd0NFhRtnJpEkX/Pvfw6OPItEoE95+0iT7KSoyPf3GjTBzJml/kMZUGdpmNncP4vrUp8xlSksgkKk4hQjRWDZlhEkhHYvl4o86Okxpya4uQF3M5FOoT5RS3h5ja7OPcVUpyqwMGDksWmSW0c5eMtLfFbv0y1DVIlV1VNWvqsWZ933JmXwHcHL3DSJyDHAaMF9V9wX+ZyCNtvSRKVPge9+DAw6A3/zGeAoVFEBFBfGksHKNkFy9zij0//lP+PWvcesb0Uweh3R6e3uh45h00oGgoMUlRL2FJMMlTJxojg8GYd5+cMjBmsk9Y+IA9tvPGJEnTc7+3ZSycuW1dwrYXB9g6dvhwdI8WCyDwyCqg0TkdhGpF5Hl3baVi8jjIrI68zps+XKHzDlPVZ8lV5c4y4XAYlWNZ46pH6r7WzJccIHp4I8/fluPnkwL+9/2WQ547nsc8PwPUK/PFAVYtgzvD67elgeopCSnx21/4w3WLF5M+4oVADS3eWju8FPf6FBZaWYChyxw8aTjSHsbdHXiiHEFDQbMUlkJBx1kXEkjMS85+ZJPyuJBIJEwtppodLhbYtkZg2sTuIMdBsTAdzBONzOAJzPvh4U97aE9EzhSRF4WkWdE5OCdHSgi54vIUhFZ2tDQsAebOIJ57DHTmV9/fd/PSaeN2sfvJzV9Fk+9Ucay1xOsbisnqV5Wto/h6bb9wO9HQ2FiB3yYdNqogbJu4q3vrGPJx07nnauv5rl582h48kkSiVxsUSqVERaxGJJK4fi8eDRNKpbcln4mGstppkwZTqG4WKipMYJhlMy8zRd2/PFw3HHw4Q8bgWAZmQxSsNhOBsSnARkLPHcCnxi8hvePPR3y5gXKgIWYmsX3iMi0ngzOqnorcCvAggULrEEa4KtfNQl7Vq82VVf23bf341VNGbC6Oigq4sO3X8C69SZYS6nDmGV83PqXQo556inWPbeZ5kkHIO+ZWgEFBcqy/7wJTvgK1fe+SdMVpxN74VEanniCaYcfR3NzLrA0lYJozEvASeH3uniCfjTphTTEExAOm5TSjmNcR5NJpaZGsvVMRg+dncbo6rqmbFttLaPvS8gDHKevhuFKEVna7f2tmb5rV4xR1VoAVa0VkWFLobinZwKbyXgZqeq/Mf4llbs4x5Klujr3xywv/8BuVeWds87ihWCQNRdfbHrm99/fVjB43XrJ1PkViovLECkGCqh9t0bhd/4AACAASURBVIuOV1YxviyCOIKI4roQ3bCBWKAaJxiCQIjgUafiKS5m4pe+RDBoYsuqqkwcQFNDms64j6ZoiLTHj4RDFBU7BIPZuIHMzMGFmmqXGe4qJvpq9+z3NxIoKsqVZjvuOOOxlc+owqOPGjfkvS0TYN/UQY2quqDb0hcBMOiIyEEi8k0R+Ua3uvB9YqdCQEQ6RKQ9s3R0ex8RkdQA2/o3MrWJRWQm4AcaB3it0cdDD8E118A//gE1NR/YHd+0icb77kPjcbbefDOpaBTmz2etO5XvN12CiEndEIlAZ2eAoqJiSkoCNMVLOP0XR1LvrWFuaB0HVmykKFZPYMwYXv7LG/z3dQlWvNbFAd+9gJNaWymaPXv7Gzc3G8cfIOhNoY7R7WTrCYRC28oH44l14ETaaaueSW262iQd6+oyMQepgf6t8oybbzaZ9e65J8+c53vgb3+Dc8+Fyy+H739/cK7Z2mrK1Q2nGnjo4wTqRKTG3EpqgAHbR0XkPzAqpQrMoPp3ItLnH6O3egLbOe2JSBHwdeBrwAN9aNjdwCLMdGkzcA1wO3B7xkqeAL5kYw/6wdixRiW0E/xjx+I/4kTkguuomjWWlngRwUUf49bnleZWYcyYNJs2aUafn6C9vYtw2EcsHqSx2cNbawr4aOEWKKqCjg7aVjdx7eofE1vh8OgjDp+Z8hKy6LAPdlyqlHVsIFU+hnCBIK5AyrstZ3AqZbRYAIGSEG31CfB5UJRoV4qG94X6tmKqSuJM33fvSMq1S/aWhEkbN+ZyiK9bZwR6KtVr6uleSafNTKm93cx6H35496qmDZShjxj+O/AlYHHm9cHduNaZwIHZWvAishiT4ucnfTm5L6mkS4FLgbOBPwEHq2rTrs5T1TN3suusvjTM0n8cv5/CXzyAiodAuYnaffFFSKVMcffVq52M26eL6xo7VSQSp7XVobTUy5yaFmNvqKiAVIq0yjYPHjetuH+5F5zUB33Iy8sJpFIE0u2gxR+oedtdzKvHR0G1j+ZmxeMonnSS2tYQINS1BpmYGDUxOnsH55wDL79sIo2/+12TogSMW/KcOTs/b906U6Juxozt8xMlEmYGkPUiuPJKIxSOOGIoP0XPDJIQ2MmAeDHGJvoVYCPwmd24xXpMrZdsss8AsLavJ/emDqoUkeswEiWFkTTf74sAsAwfoQIP6TS4rhCLwSuvKC++CMuXK36/ZPL5JE2yL8yAp6LCTzoNRZtWmA3xOJSWUlmc4K4fvccJY57n3vMeIrjfPsaw+dJL8PTTud7dccwsZfFik0/63XdNaHEGn88sXq9JUVRfby4TaUviL/AT8BuDsc+/12TnHT2UlMCf/mTckL1e03mn02aGsDNiMXj1VdPZL1myvRowFIKLLjIDkfZ2k/r8zDON+mxPMojqIFU9U1VrVNWnqhNU9TZVbVLV41R1RuZ1R++h/hAHVojIHSLyO2A50CkivxSRX+7q5N4euQ1AA/A7IAJ8RbqpAVT1Zzs5zzJEtLcrgQAEAjvXI0+aZDL5btpkPHAcB95+W3Ec2ZYeJplMMX16OW1tUYqKgpSV+YjHlSV10zhl7GakoQH8ftY9+CBFN97In664gsKJE0ErTO/9ve+Zm1188fbqKVXjvuo48POfb9ucLToCpo8w7vFCEh/RxnamTS3GVaGktBctSVOTOXHcuL1HlbK3MWUKvPOOGc3Pm7fz47KpRbPrO/6e554Ln/2scVHLsqe1xtmHJT94gO1V9E/35+TehMD1sE0bYIP6h4lVq1zefEO58rIYm2rjOE6KW28t5Ctf6TnXe/Z5SiYVED78YZg9W1m50qiHQiEoKvKxYYPL2LHFhEKQTLgEPC5jO9eQfv0dvMk4sc+dg3v6lfDGZpx4HM1YdqW21swUVGHlyu1vfu218OKL5uGtqjKdQSxmJEBGx+M4UFpqbH8hf5rarmK0y7iPuipUVfVgK62rg2eeMetTp8LBOw0vsQwnhYVw+um7Ps7vh2OOMe6xEyb0LNTDYeNx9Ic/mPqlpaWD395dkSeDjUw9+AHTm2H4h7tzYcvu88MfRvnJT0xUqaoXiOO68NXz2pjR+gJHXnYckvmjajrN8ksvpfWVV6j4xn/BjGNAoLBQmTtX6OwEj0cZO1ZIJPy0tAgNDUprq/Krc5ZScdhsCuadwZp0kimP3szytolENIhzwQ0kHv8fwqtXk04k8Jx/vkk1nEjAJZds3+CyMjjlFDINNtN9VZNAqKZm20M1YYLJUxaP+9i0CSJdZoZgktP18Ly3tZnruK6Z5ljyn/LyHt2ct+OII4bHFgBmJJInQkBETgV+DEzG9Ol9yu+WpU+fMnOTnb63DA133BHPVunDlHYwKClOunIyG6/87rZtdQ8/zKbf/Y7Yyy/T9M0z0Q2rkFSC15/v5PHHlbY2U/QjV+HJuIt2dSnVk31Mn18EjoN6vSSPP5mK0hQiCv4gaV+QdG0tUl8PP/6xKTjy97/DlCmsv/VWnt1vPzZ973u54sOwvXG4h6l8trJYcXEfvCSnTjUzi6Ii+NCHdvNbtVj6SP6kkr4B42FU0c/8bkDfg8V2nH/b+fguSL3yCp0XX0zyqacGdH46DTNmBDOdpXDBBUEKCwow8XUtxIjxg3unbDs+WFMDqjjA5kO/ybIX20n9+HKWvWX+qKpKNAqRiLJmDSSTLomEce5f/OA8mhrSgFIeilEwoZzJ1TGmVUfwiMuWWcfSGJ6KU1dnRve//jU8/jjxJ59k+cUX07ZiBW9cdx3Js8+Gyy4zAWqOY0Z6fv9Oa0iKmIR0c6bFqPS3M66kq2fPQp/PFDE+9VRbkDgfSKfzPy9SftUT2AQsH6i7fZ98MVT1mt7eDwfqukSfeALP2LEEutc5HAFoMknbMcdAVxfx22+nbONGnMr+BUY//zzU1/vweuPEYi6PPx7G63Mx4RWGp+pmsnL+fKbdey+lCxZwyEMPsfzHd1C36Epcb4BXph7MtJZOKiuFri6lrMwIgkmTYPZsobkZysqE8ePhxcfb+NjnS/B6lXjCIeB3GVcRZ8UaP43h/Vl32ByOaqml1NtldPT33IPHdfGIkBbB4/HgZOvULltm9D3hMCm/yRDqJHdeWMT/7gomxWLQ4UDVvD4VNrf0k+ZmE8zl8cBPfjJwP/5dsWWLsdk0NcEvfgFf+9rQ3GdPMHI6+V1xFfCwiDyD8RQC+u68s1MhICJnAaKqd+2w/atAl6r+aWDtHRyaLr+cjv/9X3Bdxj72GCGT0H5koJqryuS6A6qcVVoKW7ZESKdTeL0FvPvuBoynbgDwAWk+m/wDsbfeYssPfsCUK6+k+G9/Y+L6VSzzehEBr0/Y/5giYh6TzTMRV/7vYcHrFYqLobRUttUM7tAi4gl4d3MB6hZQWpBg7pQorgrq8SLJGImqcVDubvPj9no8HPH1r1P/3HOMqajAM326MQLvv3+PX8OOX882x5Add1oGn+uvN+kdRIw7b9bDa7B57DGjFkyljIdYvgqBvucOGgn8J9CJiRXod6N7mwlcARzVw/Y/Y1yQhlUIxF56Ce3qgkCAxLJlI0oIiN9P8SOPEPv1rwmcdRZO9QdzQ0VfeIHmH/2Igo98hNJLL/3A/j//GUQCGBtPEiMAAOI4zhhcV5jMViQQoPOBB9h4771UAOXAYc/+B52nX8CCwnfYuqkQkUNRFXx+2GcfYe1aSCYFv98UgCkshInjXdIp8DgO6ggtXX7cVCcfqljHqsQ+hNatoKR1DYTHmU7kkUegq4uiiy6i6HOfM5GirmuEwC6Kk0ejOeFQUADO3LnGp7W42FYYGyoqKnIuj7syyO4ORx9t7hMIwBe/OHT32RPkz0ygXFVPHOjJvQkBj6p27LhRVTtEZNgdaCt/+lPqPv95vOPHU/iFLwx3cz6Ab9EifL1UZ3r/lFOItrXR8sQT+ObPp+DYY7fbv3UrBIN+Zs8eSyyWZN26FlQVny9AcXGQ9qYUY71R2uJxijwexpaUgCqrKvZj9T4fZ2IiQpEnSpv4EckOsIW2NuPq39mpTJ0qfPKTsOL1BONTm/Akx+J6woBSGKmDv9xP8Ze+yiE+BxYeAocUo14P8q9/GQNwOm3yGL3wghkBvvcenHDCts+QrdDnutu7hncvIOO64BQUwI75iCyDyyWXmASEXq/xwR8okUxJuXDPLspMm2YigVtbTT3SfCW/Cs0/ISInquo/B3Jyb0LAJyIFqtrVfWMmh9Cwz5OCRxzB5N6iEkc40a4uFGPbaPnTn7YJgUgE/v1v40b9zDOQTHopL/cC0+nqilBXV0dz0/ucyT8Y73uZWArmhsMEPR5cn49lFz1ExFtGa2eSSf5aSrQBVTM49/th9Wpl3ToAYexYGDdOqanxEQhOQYMCKRBVJqx/Aeloh3gso8wH77jxMLYavfhi45oaCpnc+CJw8o41Mww9PUuBgAk1cJx8es7yHJ8Pzj57967xwgu5OIC//hUOP3z7/Y8+Ci+/jH7ykzB+fH6XChLJp/D1i4CrRCSBMRr2y0W0t095G3CfiFyoqusBRGQKcFNmn2UAqCqt//Vf+FMpEphoPE83o/GVV8KqVbB8OYBSVATvv680NHgoKjBGYQWWevbnUJ+PTtcl4LqoKnLJJRRWhklHleJiL2vry6n17EtLC8yda/7TJ5wAtbWm7OMpp0A0atI8t3c6BEJQVqIUtG+hPF6LdHbiu+wi3Bt+hRSEkUcfhUQCffBBYlddha+mBu/HPtbv78Dvzyd1q2Ubf/xjLhPgH/+4vRBYuRIuvBCNx9GbbiLR3o7vvvvwnJrH3uR5MkLZMdlnf9mpi6iq/g8ms90zItIkIo3AM8BDqtqP0lZ7H6pmttvY2P8U6tFHHqH1uuvwYaw43spKqq6+etv+jRvhzTeNij2RMOqbWAzOOkvpihaQ/ckKnCAer5ficNh0zNEocZ+Pjx3ZzJgqF69XaBkzmyderWTLFmHLFkillOJi5bzzlFNOUVpalPZ2JRZT0ikIOEk8XiFU4MCkSehrr+E0NOB5/FGkpRku/SZ4vXSl07RecQWNn/88qexsrKUFXnsNWyx4L+aMM4zNJxhEDz8cXbgQPfFEtLHRqAdFEM1UqI7HSf/+98Pd4oGT1WXuahkBiOEsEflB5v1EETmkr+f3Giegqjer6mRMJNpUVZ2sqr/ZvSbnPyYfv+mcG/tZDUEKCowU8XgIHnggszdvxtvNXe+SS4yWxecz6hLXNc/XSScJHo8PmITIZAIFZagqadel1XVpSyZ55Wc30NEao6zExZNOgNdHebngOMpLLymRiNDaKsTj2Ym68Q4qb17LgfHnKS4CRGgJ1qAfOQX939txp0whcc89EAwgmzdDczNdLS1GSgGJRx8l+ac/ofPmwYkn7p6+2TKyWbTITFNXrYIHHoBXXjGJBH/5S5M19PvfRxcuJBGNQjCIJ189gyDf4gR+DXwY+HzmfSdGY9Mn+hon0Nn/du29dPdo7O/AN3T00VTddhuJN9+k+BvfwAkEttt/wgnw+utw6KG5DAnhEDzykDJzpofVq13CQWViRTPXlv2GmfX3Mj64germNyj91YMEpkxh/hShbksKt6OVOWeHeGtVgDFjBFA2bTLlJT0eEzgWCipHzqzHs249jWWHEkumQTK+m5WVcOCB8NBDxO69l/BXvwqFhZTccgvtV12Fb+ZM4pdeStpxKMyGIj/99G59t7ukttYEpAH87GcmoZxlz5HN6TFnjrEBAMycaV6//GXky1/GH4+D6yLDUQdgsMgvw/ChqnqQiLwOoKotItLnaUreWD5GEuGwcYVWNSP2rK99Xyn83Ofgc5/7wPZkfT1tH/kIvkSCtx56kP0/Po2mJiHtQsuDT7JejqaoyIffD3U1R7AuAq/vezoVJUlOf/7TTKyeRMYmRAW1NJ5xJN5/vMX++wdRVTo6hOoqJbq5gZlzHCbOLKCoEIjMRMuKqaoWc3p7K6SLoLkJVEkVFeE/4IBt7QydcQahM84g/stfEn32WdKRCOnKSvNnuuqq3ftyd8Vvf5tLXHfLLSZpnWXP88Mfwvz5xr94B6cA2WFgk7fkjxBIioiHTMJPEanCpBboE0OWIUlEbheR+kwVsR33XSkiKiJ5WV/Y4zEu7cGgEQLx+K7P6QuNn/wkha+9Rmj5cvS0k5k0yXjS+P3KQ12LaOsQGhtTVFaaAu3FxcJrb6T5y9/SXCM30/W9c9n86nrqnniOTYsOovBzZxIuD6GquK7Q1WUG+aet+SlzXrqDws46UBe57TYYU414vQiKrF+L/vIG9IH7ERGCixbh6+oyOrBu+L74RTyHHIIzbZopfdne3ichEHvgAZr224+O73yHZG0tyQ0b+v4lzZhBJp92bgRq2eOIx4N85jPIRz6yrTbFXkV+qYN+iUklXS0i/wk8D1zX15N7ixj+VG8nqur9u7j2HcCNwHbWIRGZCJyAqaaTtwzJbDEzglIAn49584zhubjYuOGnUuae8+aZqNqOjhSbNxsJ9NrGEjZG2hh74lQCGOmugQCVFcLGzcaO4bpKyJdCJk5EPB7c99aQCPgIvPEG8vzz6NGLoLODVGkVqQuvQBrrCd5/N56OdpPkZ9267fLEO2VlFD37bL8/ZvtZZ0EkQnTNGupuuIG0CGN+8xtKzzln1yd/7nPG/1x1+DJMWkYHI6eT7xVV/aOIvAoch5nLf0JV3+7r+b3NBO4Dvg+cmlk+1m3Zpd+Xqj4L9FQt5+eYXBd5nR8ga7z1+7f13duIxUz6nI0PLzd60x7SRqQeeIDIN79J/Mc/RjOGhaoHHqDrpJOIHXUUoSef5LLLjG3g1luFWbOEggLh+OM9JBKwZIny+uu5PEKq8Pi0xYyZMIlxRx1H2TevQsdNI7VqBdWFEWprlS1boDhohIam0+jSpejMmeiCBdDWivzjQZw1q0mNmQAiaEkZbmHxttQX8USCJTNm8ExBAQ0PdiuJqtqvhGGeiRPNF+i6pONxNBaj4y9/2fWJb7wBd90FkyfDkUfmf5F2y8jFcXIzzt6WEYCI3KWqq1T1JlW9UVXfFpG7dn2moTebwOnAZ4H5GFfRu1V1zW429uPA+6r6xq6mkCJyPnA+wKRJk3bntkOC45iUBz3xz39C/dY0kpzOKQ8sZuyqVdAtNUR6yxbePOcckpEIpTNmMGXiRALnnIOnuJiKrLEN8NdCQYFy1lmwfr0XUJYtg1hMaWsTXFcwuYRcwMO62EzKn11hPI98PhyPENm0js3/eAGdeAIgvLOxgH09AbxNdbi/+AW+SARdsQI5/HBwXXTjRpzok7iHHQGOgxOPGs+Po46i4e67iW3ahMbjrL/mGqpOO81Yxk85BZ57zgQS9cEtsOy554jffz86Zgyt554LsRjll1/e+0mNjXDjjWZqtGQJ3HSTFQKWoSVPZgLAvt3fZOwDfc653lucwAOq+jngaEzR4p+KyPMicvRAWikiYeB7wH/05XhVvVVVF6jqgqqqqoHcco/w3e92cfjhUf78y/dIZ3Tm0Si4eBBV4qFSE1hzV04wR957j1Q0iqZStL7zDjgOqd//nnggQHzWLLSpiXTaeN41N8PabiWjW1uhudlMokxuIQAfoaDDZyc8b94GQ+B4EI9DYNJE/HP2Q0RwHKgZB1FCtPziF7iZwB/3kUfQpiZzs3ffxXPaySQP/xCeB+5GLr4IPvEJKC+n5LDDEI8HJxymIhsktmGDKTSuaqJIu7YLMO8Rp6qK0Ne+RvgTn2BGUxMzOzsp6JZuoke6z6YGkJDPYukXeWATEJGrRaQDmC8i7ZmlA6jHDNz7RF8MwzGgDWgHCjAxTgNhOjAVeENE1gMTgNdEZOwArzfsPPJIlPvuC9HUFOI/bpzCkln7k2pv57jjYHxVgn03P8qkLUvY1qNnKFiwgGDGqFm+cCH+s84ide21kEyimzfjPvwwb71lAsdUhVmzwOtRQInF0ng8Dh4PBINCaamfQw5yOe7IFHM3PkLi9X/jtjYjW9biJ0bR2mXMlXeYPjnBEUcos2eD/4zTKNu0CV9hofElSqe3BT6o30/smGNoXruGVt/2E8WiAw/k0Hfe4aAXXmDqj34EQNzrJaJKGkjNm7fznDI7QRwH6cvDVF0NX/mK0Y9961t2FmAZWvJACKjqdZlo4eszxWSyBWUqVPXqXV4gw06FgIgcIyK3Aq8CxwC/UNUDVfWxATb4LVWtVtUpqjoF2AwcpKpbB3K94cB1jTbCdU36h5dfTpBI5EKGa+NjiK5aRWUlnPJJP4defRxSVGj035mi2eq6sGED+y1ZwiHRKDNeeAFxHDwf/7jpQB0HWbiQ6mrjhlpbq8wZ08TCGbV0dXXiuhFcN0E6rdSEmzmwegNlVX7SHh+PJvZh+enH0fqjb1L+/irCLz1J40svUuK082HvUiaOdykvg0B5IRIMIqefjoTDSHs7K//+dzoaGkCE8OGHE/7859n6wgu8fu65dKxYse0zBidMoOiAA7Z5hLz/hz/wQmcnL8ZivF5YmOucUymTafTee3t1n3LXrKHrmGOInHmmyQrbGwsXwoUXwvTpA/wFLZZ+MMKFQJb+dPg90ZtN4EngTYy7UQA4W0S2ZaBS1W/2dmERuRtYBFSKyGbgGlXN25xDqsbDJpvu/vrrW7j++jYSCWXq1AqOONTLtPVBCrr501NSAvfdB+++a4KugNjnP0/q739HSkooWLnS+JkC3p/9DM+55yI1Nby8toq/3gof/ahJ/XxYSR0nfbm8W1uSTNINnMtdLOEMUp1NFHtbmb/xZhQYe9hheIJB0okELUuW4EyfTtnsuXi8jhFC6hgfgl/9Cr7+dTw1NUzv6iLw2mvIsmUIUD19OgVtbTx1yy00/utfnLATN87iD30I/H7ijkNN93TeDzxgylB2dJiC4ffe2+NDE73oItLPPAN+P4mFCwnsWLfYYhkO8itYbLfoTQicuzsXVtUzd7F/yu5cfzjoXu/kiSeixGKaqf/bxVXfHcPcff/1wZMqK6Gyks5rriF2883Q0IBHFY3H4dvfpvDWWwFT/1fmz6e9HX76U6NaX7kSLr8cVq0LsKmjjGxVMREfvz31Lr699moSThhfe5zfHfkfbGkvZfK8s2l8+mkKJ00i0dJC6zvvMDkQIPn0U/iOO97UEQ6HEMSM5ufOBSBUVmaiQTduNLYBIFxcvK1tO6PypJM49KWXSLW0UHZ0N3PRmjVGAICpMrV1q6k2tgPOpEmkg0EQwelhv8UyLIjgeoY9Y/4eYadCQFXvzK6LSKHZpLu2+u2lZAujJxImG+d//Vc5J5+8lXhc2bgxwd//0cncfXsu2ZeurSVy3XVIMoliSsSI65K47TZCl1+Op1sufa83l4pCVdn0VhvvNgUpKfFmNC0ewiGXmzw/RgOKpBTx+nhz/Bc58Z7LSC5ZQuJHPyK6bBnNoRALfvpTHMdBi4vouuxSkq+/Rtmrr/b8IQsL4TOfgTvvhHicrvJyJp53HtN34blTGAoRO/VUIvE4wYcfxrNgAXzyk/DUU8ZftqLCxBn0QPDGG/EcfDBSXY33tNN6/xEslj2EKrg6su1OItJrdSBV7clF/wP0mjZCRC4ErsYYhBGRTuD/qeqv+9jOvQq/33gqLl8OY8eGmDOnmDff7ETVDHTb2nou3eqUlprEca2tQO5LT7kuG84+G7xeJvz5z/gnTSIcNkG3t9yiFHkjvNdUzF/vL6auThg/3sHnS1Fe7mfNGmX+zAh1bSFKipV3/u8dFgVf5LnFi4k3N+OIcNwTT+Ck02Yk7zj43DRb58/Hu2IFxd2Cvrajuho+8hGoq6PowAM54OKLASOQ3jjvPLb+7W/s8+1vM+6Tn2Tzz39O8WGHUfbqq7ibN6NA/LLLCD/3nCkSc++9puj8zJk7zc0ugQD+88/fzV/GYhl88iAh7quYeKuepJUC0/pykd4Mw9/HBIYtylibKzAG4o9k9o06GhvhuOPg61832T5vuqmcE04o4eCDS/n3vx1mzdrALbe0bHfOxo1J1mz2UL58OcGLLsK7337b9kVEiL72GtGXX6ahWw6chQvhd7fDogUR0q5Dba2JCYhEhIkTfKSTxkVy3JQQU2oSTIi9ywnv/DdvXnEFsYYGNJ0mLUKsuhqKitBUClIpml54gXfvuYfnFy4kumlTj5+x4+mnST3/PLp+PW63mIXOVat4/+67STY38/bVV/PWRz/Klptv5t2vfY342LHbIv/SL7+M/va3cOqpRq81a1Y+FeewWIBcHexdLcPbRp2qqtMyrzsufRIA0LuL6BeBT6nqe91u+h5wBrCbJYrykzffNI4u0SisXm109scfX8jkyQW89NIm6uq6uPjiWl5/3XjDPPFEhNmzN7L//pu46/Eiim68Ef9dd9F8wAFEZ82i6FvfQgIBJBgkMGfO9jcTYeHEzYS9CcJhEFEcBz5zBlx49Eo+fbpSWe0wbU6AAxcGcVpWUYmxxO8H+FUpLChAKivRMWPoiEZZtnEjVYEAx+6zD87VV/PsgQfySGkpm7oFeG3+kykdrUAiM3MBCI4fjycUwlNYSOHs2RkDs1KQTNL229/mOnqPx8wAYjF49VVTcnKgZN2xLJZhYKQLARGZnXk9qKelr9fpdYimqrEetkVFZNRF60QisHixUfd4PCaj8a9/neatt+pwXcVozNKkUjEOPriVL3+5AJEY0agZIz9w02rOOW0aq44/nlRTE63BIPPPO4/QkUei6TRFH//4B+457n+u4JxpR7DuxGvYWu9QVia0tSmLjqogWSe0t5uZ4BbPFNaqchRmXlgBfPiGG5DOTmhvxxGhaP/9mZBMMmvWLAJ+P9H6FoIbN9HW1saKyy9nYqb0YOGRR7LsppsonTyZki98YVtQiK+4mEUrVtC2dCkVRx9NfPNmNv7oR4TvvRd37VravV7KzjoL/7nnIg88YPIMBQJQUzOwLzwWg2wt47lztPYRcwAAIABJREFUbbI4yx4lW8djhHM5JqvCT3vYp8CxPWz/AL0Jgc0icpyqPtl9o4gcC9T2tZV7C6tWGdf3MWOMkbi4GN57T/j/7J13eFVVuv8/a+/Tk5OeEFIoCb0piFRpFwv2Mtaxl1H86ejo2EZl1LnXsZfR0avoFR0VdXSsiAULKEgxhk4oQgik93b62Xv9/lgnhR40NHM+z3MecvbZnXPWu9da7/v9hsPt19IBB4ah8eabfp54Io6EhEZ8vjCNejx/v/InJphW2ucchFNTacjPx1FXhy1JzfNI0yT85ptYGhuRpWXoWaK1La2rE2wPdeOck728+b4LIxAm5uevCUtJMxArBBrgPO20NitAVAVzcm4uZiDAltufxzNwFPr2zXDB0cS0y7vPvuwyEocORSxeTExy8g462Y70dBwRu0DLwIEMePVVtn/+OdLjIRQKUb5iBT2PPloJuxUUQK9earL5l1BVpW64lKo3EQ0CUQ4yh/pJf19IKa+N/Dvl1+xnb8NBNwEvCiFeFUL8UQhxoxDiNWAmcOOvOeiRSHy8+lK0z5ZMSGh7I4RKubTZbAhhMmSIhdmzPfz+9wkYhmT+Uhv3ftyPh0csw/zd9Xx05jw+my/5YcoU1t56K0tOOql1X/777kO/4QYYM4bMSX0Yn1NKTIxqBzMyJP2yfKQnh7nuDyYXX6pxSq98dKuV/NhYxK234hw2TD2Nu1zI5ma2hjNZWZNJ8QPvsDIhieZhxyGtNvTMXjizc+l51VUY7QTgYj/7jJh58+Dpp5V71G6Qzc1gs9E9Lw8jORk/ENy8mcb331cz6EcdtftZ8o6SkqIEmoRQgnFRohxEjoQ5gRaEEFYhxE1CiPcirxuFEB3Ob91biuhaIcQQlGXZYNRIw3fAdbsbJvotk58P77yj0ugbG1XbpHoAgv79uyOlpLi4Fq/XTzAo0XWDvDwvpin5/nsTTVOxVkoorrRyfdW9rFsXwvKhyWNiID39+fi2bEGaJuKnn7B88w3+P91F6Iprsa/5iUtjNnD68Aw0HQI+SeLGFbBGoA88hqQUB41X3krm0BPpMyodV2YGLFtGsx5H3VYvKbWN1OZmghBYevanNiBI9ZXisafjqi+nV3Y31vz5z5T8+9+M/TrS6WtoaNOtbmzc5X40XXopwTffRB89mvjvv8d1wQUEX34ZpMR57LGdc9OdTpWlFAq1FtRFiXKwaAkCRwj/C1hRNpOg5nP/F7imIxt3ZE7gFQAhRDIwERUQ9pBo/ttkwQI1Rtivn7J8nD+/ZZRD4HAIAgHwetvHRYnNZsXvDwEaCQlOgsEwqSk2nnw8gSsuKCQcdmE3AnQbPQHXshX08nhovuwy3Fu2oMe6Cd12B7EuHZk4luqiRpw2gaYJrBawCAmGiWxqorrJzosv2hDiGIabcO654D9qNAWrQVoN6tKSifeW0eBIxawpR1YX07txDXz1LJq3iabu6RR4PDSsXNl2+jffrFy70tNh0o56gTIUIvjGGwAYK1dibNhAt6eeIu6CC7B0746tV6/Ou/GHUWl+lK7HERQEjpVSHtXu/TdCiJV7XHsn9mYqMwe4S0q5RgjRHcgH8oBcIcRMKeXTv/iUjzAyMqC0VP09bJiaMFq1qm1oKBgEu91GIKBmkhISErFYdAKBagQmw/tK3jj5M7oN7Ub998t5L6uQGeb5TIxdyzkso87pBI+H4JdfQt++CJ8Pm0NT+xdQa00nySdwOiVmSQmYkkXbs/lhSQqakJjBMIawsXEj1L70Eg3zf0Je9xTS7iSoOxn8wd8JxaUQzsnGtmoFus0GeXlIDMpqarBnZDD4ySeVvEVFBYwbt0fbRmG1Yj3pJELz56NlZ6P36YMQAtfYsQfhfyJKlIODlOw033dYYwghcqWUmwGEEDlAh0PY3noCvaWULdaQVwLzpJSXCSHcwCKgywQB01RDQKDmWvv2hdWr2z4PhyUxMam4XAHsdiu6riMEJCbGo4sQr2fdSpJ7KKX33EP99u0cO3AgX/T/HzAMAmMnoQf8GKtX45oxA8aPh08/xe+XOF2AENgaK6nR0nHHCQxLNxzN6/ixPBsQhA0QFitaMMC4bmtYPP3/IXSdjPGnofUfRU9PAfqUKegej8rUiUw+c/fdCKB/5MWqVXD55epCp02DGTP2eD/cc+dibt2KlpWFsHXYzzpKlCMGKY+I7KAWbge+FUJsQQ3b92Q/ZH/2FgTaJ2hPBV4CkFI2dbUU0WOOgQ0bVPdw6FA1WtLiLyylREr1yG6xOFqN53UdYmNj8ftN0q+7GOO2PxNevx4PsHHTJhwxMRTX1xMzeDDD8/N3PODwEWhbKxAltTSIRGr0buARSAQJCRbMlFRyY8rZ2JQBmiAlVWCpLqYxbyl+GYszUI/vhbsZ9cgjaMlx4HOqdM3mZvV4s7virZ8jfkE+H7RTDd0dQtPQc9pqUYJFRZROn44lLY2M559H25PbTpQoRwidOScghJgG/AOVPviylPLhztmzQkr5tRCiL+p5TgDrpZQddj7fW3bQ9khW0NnACOBzACGEE+gaykoR+vWDG26Aa66B3r3VnKWS35eEw6BpEqsVnE7B8KMk554VprZWUFsLvTKCCNNAP/NMug8ZghNoamhgbWkpDV4vqZMmKdOWfv1aTdoFEmd6PGavHOqsaUihIaWaIxUCtIQ4TuuxinP6r8ZpM9CFwdyvHdy1YDoP9vgZI6k3R0+YgPb88/gXL261r6SmBrZvVxFtzhzq89dQV9pIyTeLCU+cCEOGqHmA22/HW1hI8ezZBGv3LT9SduONeL78ksZ33qH2xRcP4P9ElCgHj87IDoq4fD0HnAwMAi4SQgzqzPMUQpwH2KSUq1AqD291VrHY1cDfgOOBC6SULeWjY4BZv/B8j1hSU5X0T36+ko5YsADi4wVutxoiMk3JmDGQYNRyRs5aNh43Ab8f/vtCNc4uLBasU6fSf/NmGgMBsnSdmPvvJ66kRCl3xsaqFKS77lJP6jYbIWkjrRt4fWCETLKSgzhjLFi31YLDTm+9nuuOWkqtx8rzdccQNjSEM4ke/96E86/K+cv29dd4DIOY5GREiyPXM89AOIz+0LNgtREzaBhVyxbS/aWXAAjW1rKgd2+kYWDv3p2pmzbt9d5YMjLUsJCmYdmDUFyUKEcSndgTGAX83KK8IIR4GzgTWNcpe1fMkFK+K4Q4DjgJeByVHTS6IxvvLUW0Epi+m+XfAt/+snM9svn3v6G4GNxuyfXXq2XffCMYMEAyapRAE5Khjlr6BOt4+4q5yORU3HEasgBEOIwoLcV2wgmknHQSTJ+uvmlPPKEe76VUgSAuTk3OJiQidLBaBX36SMwfl2PfvI1KZ0+02BhSRRNCmuiaydrmnowdCz/8YDI0u4EhSc3Qpw9y2zZCTU1Y7XYEYMTGIeoaVPdPSsT2IsJp3ZFGGGf3tsY7UF6OGQph+nx4CwtV6qq2505j93/8A8ewYViSk4m74IID+n8QJcrBooMupilCiLx272dKKWe2e58JtBfqKqaDjfN+0BKuTgX+V0r5kRDi/o5ufMCUvYQQrwCnAZVSyiGRZY+huitBlG/xle16GIc9KhtIeQi43WC3C84+Wy03DAibkpqYVOICcaS5/chgLUJLQ2ZlwSefIL1eNmVn45k3j/6Zmbj+3/9TO74oYr1wxx2qF2C1IivK0dyJWLZuQbrdaMMHUFQ6jLJKHZCYUqN7/XrerT2exnAskyaE+Z9zV5LlrIGtOkybhkhNRaSkYPv6a7y9B9E8aBSYJokXXoL1x8U4LEFqCvKxJyeQMLzNDCd24EB6Xncd5e+/T5977tlrAKC2Fk3TSL7hhgN126NEOehIuaN/yF6ollKO3Mvne1L47ExKhBAvokZtHhHKfLwj1sHAAQwCwKvAP4F/tVs2D/iLlDIshHgEJVN95wE8h07lggvgg9mN4HCTlKQRChp4vTrBIGzZIgn5DOaUxSPMiTx59nckxwZUo56crNQ8QyHqP/qIuooKQkuXklRbS3k4TL+CAmz338+a3/0OzWZjyNNPY1ZUIEpKiOvRA5GehtB1AmENU2gIaRL0GUiPh2PEChZzDGkuD90tldDoQSQmqpnrFSuwjxsHiYn4u/UE3QKECQ4egXXCWCxAt8G7XqcQgiFPPcWQp55SE8mGsft8/U2bIC/yEHTccZCdfSBvf5QoB41OzA4qBtr/MLKA0k7ZcxvnA9OAx6WU9ZGU/ts7unGHo8X+IqX8DqjdadmXUsqW7NslqBtyxBAXB7+7yEGWuxr8HurrVDKNYUC/vlBSbiEQVNaNpYFkRHJya8iXffoQSk+nsakJTdeRTicbAgHqDIO8r79m8QknULdwITXffMOiCRMIbt1KU1mZStmsqkKaJr1SPcQ3bSOpoZCMejWk2Ld6MZdWPckJjgXo9bVK5rSkhMBbbyHDYeSiReB0Yvn+CzDC4PVgFG3o2AXX1ysNoHXrwOslWFLCusGDWZ2ZiWfZMqWi1zJDVlFxYG56lCiHiE6SjfgR6CuE6C2EsAEXAh935nlKKb1SyvellJsi78uklF92dPt9BgEhRJYQ4gMhRJUQokII8R8hRGc03lcBn3XCfg4eoRCx117G1ObPOGZIUDX4qHY6OQWmTg4TF2swNLmUQQMlUko1FxAIEMzJwZaXR/+0NBJ0Ha28nHgh1IRxWhpau7RNaRgkFhSQMmAQZt8BmJk9MGobsL31GkO2fUF/3wosDgvExiKzsvAHg1QvW4YRDtOUexRl2UNYX16FEQwiTBO5di3ubz6jdkwuW4Z2x7dscceut7a2rV/c2EjN//0f/g0bCJWWUnrvvSqbyOGgVdhoX2zf3mqsEyXK4UxnaQdFHnpvBL4ACoB/Syn3noN9kOnIcNAsYDZwXuT9JZFlJ/zSgwoh7gHCwJt7WedalEwqPXr0+KWH6ly++QYqK5GnnMq8r+MxpQoAOb0kMbYAk/o3cNlJYcRnX8BygRw2DCKWktaqKsTgwXTbsoXGujoCjY3YNI1ev/89OX/7G4bHw5pbb8X0+Rj46KPoJSXoTQ2YABYL2qoV6luXmIjQ9bZBxVg39lGjSPb5KC6qwDE5B81qw3XlTZR99BpZAwYg6uogNZXsAQMIJCSQdN55e7zEHUhKUmbHQkB8PDGjR6ssICFwT5miPj/33I7t61//Ui9Ng5kzlcJolCiHKZ1ZJyClnAvM7Zy9dT4dGQ5KlVLOklKGI69XgdRfekAhxOWoCeOLpdzz1IuUcqaUcqSUcmRq6i8+XOfSpw+UlGAYkoZGgWEITBOGDQpxTFoxTqMJ4fcrvZ2NG1sN2gWoAipNw5qTw6DJkzk6PZ14mw3jvfcILF2Ke9AgRr7zDsGqKn4YPx5TCEQ4jL56BfqalWg/b4KyMmQohFTu9ohgEGqqCQw+BsJhPMXbkaaJNA0cVh0bYDY3I7OykAMG4LXb0Ww2rEl7tSZtIyFBafkPGgROJ3EnncSApUvp++WXdLvrrv27d19/rQZZTRNWrNi/baNEOQQcKSqiv5aO9ASqhRCXAG9F3l8E1PySg0Uq5+4EJkkpvb9kH4eU3FyYMwfLquWMGDKJNRts9M6BhDiJaBJtQyfV1ZCZiTSMttSA/v1h2zZEcXGrRHKi1UqZ30+goICiESOo3bwZXzCINAxkMIgsKkKMGQMWC9JuJxwIYElMhGAQgfIdQNORMbE05q+k8ulH8JdX0v3U08mo3Irerx8yNhY0DWkYNDc24ttHNTBAsKKCcHU1zkGDEDtNCDv35E28Ly69FB58UE2sjB//y/YRJcpB4giTjfhVdCQIXIXK8nkKldr0Q2TZXhFCvIVyO0wRQhQD96GygezAvMhT8hIp5S61CIc1/fpBjx6M9HoYOcADDgcyfznmpp9hxAjEtiKorlaNp2EgI42oaLFJTEqCxYvB5cKXmUlcVhbWmBga163DFgggNQ3N6aTmrbdItdkQkcwcIxDA4vMhrFa1X9PESEkjOPQYxPYiit94DRvgeHsWvm8+RVx/PdLrhbIyRHo61NaStHkzDbGxlP3jH3S/+ebdXp533TpWjlKppN1vuYVeDz7YOfft+ONhypQ2j4AoUQ5jjjAp6V/FPoOAlHIbsKv34b63u2g3i/9vf/dzWNKuikQGAsgTTsBcsRocDrTycthegoh1webNiEiPQC5bpip2a2pgxQqEptEzEiB8ixdTq2l4rFbie/cm99FHSRs5EnPwYMxu3fD16cPKxx5jzP33o40YAXV1yEAQLbcPjrmf0rxiOZlnnklNXh7hvDyClZUUv/MO2RMnIqREFhYiNm8mLjOTITU15N92G6lXXoklLm6XS2tcuFANKfl81H7wQecFAYjKQkc5YogGAUAIcYeU8lEhxLPsprhBSnnTAT2zwxmHAxmxPpSAHH8cZGSiF6zGcMcjJk5EhgLIhgY1NORwqEyahQvVfIF1R+kl59ixxL38Mhuvvhpz40YKbruNUG4uvoYGEurrWX3rrSrwXHih2pfLhViwAD7/DBYtIm74cOjbl6S+fakcMwbfwoUkXnYZorkZWVSkztPtRqSkoGdmEmcYhOrrqZwzh+QpU7C38wFOOvNMih9+mGBJCdl//euu115YCG+9BcceCyf84tyAKFEOe7p8EEClM4HyEIjSjlBDI4auZER1q47+8MOIwp/xOpLwpPYCIHHrCixer5JniGgBcfrpMDpSMf7jj/DDD3DSSTBgALacHFWZq2lgmvgWLCAMrH/jDWxDhhBYs4ZgdTWOlgbb50M0NamBy4jshBCCblOnwuTJap2mJsTcuerbnJXVqoed88ILLDzmGEyfDz0mhknbt6NFJKFt3boxcssWld66u2Gb6dNVTcBHH6kMn759D9h9jhLlUHGE+Qn8KvaYHSSl/CTyp1dK+Vr7F3DkTep2ImV33oUMhRG6jhE2YfhwNZHkTgFNByEIOuMI19Qg7XY8tgRkbCzSZoPvv4fZs+GMM5RMxJgx8PjjJMbGMmzmTHpdfz2j5szBkp5Oja7TCDRu2EDmrbfi6NkT1qxRIkYFBcgBA9R+y8pUZXJcnHq1VPna7dDUhHQ4VKaPaSJOOQWOOopwQwOGx0Oorg7D49nlGncbAEDtt2UCvKs8KkXpchxJHsO/lo6kiP6lg8u6DM2fz8Wfn4fp92MWbabyz7eycexojI/fBmkikBD0YZk4ka2JIyjSczEjt9q0WpHl5eppfdIk1Ti/8gpcdBFZ8+cz1GolJi2NXj/9RMLvf4+maQjDwPr55wjDQNxzD+Kmm+Dxx5X66AMPIG68ETl1qhpy0jQl5VBTA599hkxOhowMlSbarx+MG4etWzdyZ8zAkZ1Nn7/9DWtiYscv/rnn4JRT4O67YcCAA3ODo0Q5xLRkB+3r9Vtgb3MCJwOnAJlCiGfafRSHKvT6zSINg7L338eWkkLKlCm7fJ49axZlt99KzHHHkfH00xS/8w7S6yW0fiUJVQU0pw5AZvSAxnJqQt2oC7mI0b24tADrgr3ITLHSJ/FnSEyEpibVYAMsX47UdYKDByMrK0k76ihqrFYG2Gykbd6MOWMG2ujRaihJ01QgaWpCbtgAAweqb67fr4aZvvsOdB0hBLK4WAUCh0NlFwG5M2aQuxf3sD3Svz889NCvuLttyGCQ8BtvIJKT0VNTEfPmqWGryy/fvfFNlCgHia7U0d3bL60UNR9wBjsayzcBtxzIkzrUrL39drZFzFFGzJ5N+plnAspFLPT661iLi+k7fz4ikl1jTUnBMWIE6Q88AJqGPVRDrRaPS0BuQhUeLZ7MJBvVTXH4t9vZljCMPtpbYJqEc3PxWyzEZmVBcTFmQwOyvh6kxL1iBRqQElAmQfLJJ5EpKQhQVcMNDVBQoLKOqqth7Fg1FHTGGaogq6oK6fOpeoWiIlVcdvvtyrcAdputIz0ezCVL0IYPR3S0qOwXErzlFsKzZoEQ2E89FUu/flBSAkVFqiYjSpRDSJcPAlLKlcBKIcRsKWVoT+v9FmleuxbD60XYbDSuWkXpO++glZXR55RTMGbMgHAYIy+PmPffByDxssvUeH0ohAiHIT+fZJsdBg4gyfSR6LYghCA1IciJiZXUbqpWGTuGQcmKFZQWFnL0yy/j3LwZrbkZbr4ZWVtLrWFgahoGqIlbu131AGw26NlT1RCYJhJVlSxLShATJsCpp6rJ4uJiGv/6V/T584k1jIgtmQYjRihT+Ycegj/9qfW6pZT4jz0WuX07xMbi3LwZ4XJ12n2VUmI2NqLFxakeSmGh6rlYrciW69I0SEvrtGNGifJLiPYEdqSXEOIhlDWao2WhlDJnz5sc2Qx+8knyL74YW2oqofp6LG+/TZKUlMyfTxWQDtg//BD/v/9N8jnnED9+vErh3LoVqqpU4+x0qEZXiNaCL4RACEjumwxxcRR+9RVla9eixcQQKC3FOXEi4sknsV95JfK883BVVZG7Zg36tGmI/HzElCmIyko1sWyxwPffI1esQJx8MjI5WdlI2u0Ir1e53yQn437xRarvuIOYBQvAalWFYwsWqPN99NEdggB+P3L9+tbUCFlWhuikJ3IpJcXnnEPzxx/jHDeOnvPnY3vmGQJXX41IS8PywgtKXC4lRZnrRIlyiIkGgTZmoap9nwKmoFzsf9Mln+7Bg5kU0bcpuPdeYiISR5tQBRP1gEtKku+6i+SzzlJZN5Ene+l2I+rrISLaJoUAj0dVELvdSE1DVFWBYZB1zjnUNzcTN3Ei8ZMmwbPPwpw5arjH7Sb5L38h+cQT1UkNitiSZmSo4ZyWJ/vmZuTs2YhjjoErrlD/McuWqWGhkhK00aNJe+qpViVQPB7VEzBNNWzUDuF0YrnrLsLPPot+zjmInM6L89Ljofmjj0BK/D/+SKioCFufPjgXLGhbKSGh044XJcqvwTSVKntXoCNBwBlxsxdSyiLgfiHE96jA8JtH6DolQHsdUwnYhcASF0fFK6/g+eYbel13HZrVqmQi4uLUNygxUbnDe71I06S6Fvy6k4y5X6AbBraUFEYUFLTtODZW9RharCZ3e0JCGdN/9RUMGoQ491zMTz9FTJkC8fFqLiCiUrr9hx/okZuLLSamVQmU+HhlNF9autvsHtvf/47t73/vzFuIlBLsdlyTJ+NdtAjbgAFYDxdl2ChR9kC0J9CGXwihAZuEEDcCJUCXGbRNnTqVzY89Rj2Qe/PN1H/1FaG8POxSEli5ki033ICjTx+MSCFWa8GXlMhgUDXo2dmsWSPZXheLEAJj7Pn0evxG5PvvI664oq2C+LLLVEWwYajq4D0xZox6RfBqGjEuF9Lvh7o6hK5jc7kIvvQS+StWMGbZsh23bwkGRBpoKfduIfkrMDwelo8Zg3ftWnrcdx99Zs3CkpmpCuiiRDlM6UpzAh355f8JcAE3AccAlwKXHciTOpxInjiR/9q4keMWL6bHxRcjV69GufwqNCDn8SfQevYidNSxBI89jlC/QciUFGU75vFARQXVHhcglOG7ZkHW1Khx9/YNtNUKF1+sgkGkgndfVH7+OYtHj2bF0KFsv+ACqK1Fmia+RYuwA45Nm/a4rayqQubmIm02zFmzftkN2gcNixbhLywEKSl58kmsPXvuNQDImhrk+vXsRWU8SpQDTrRYrB1Syh+llM1SymIp5ZUoP8s+B/7UDh+8S5dSMGoUa8aNU+P1qEIJE+h+6+3Yp5xIuHtPsNlBCMyUbmpDw0BIifB6GRH/M8n2ZrLi6sme9zKMHInpdmPk5+9/g/f++8jjj4e//pWG5csxItLTtQUFFL/+Ov7Vq2n68kuw2eh+014knj79VElAGIaSeT4AuNPS0H0+NCA5a++GdPLnnzF798YcMQLzL126HjHKYUCXDwJCiDghxF+EEP8UQpwoFDcCP6MCQZeh7OmnkcEgpsdDwvHHt+rshIG4U05DWCNP7aZK2RQNEVvGpib1LxBnCzBay2Nw01JszQ2g6zSnp/PzzTdTfOqpuw0ERkMD2//wB7b/4Q8YDQ1qYTis8v7PPRdj7lyyR40i5phjaMrIIPmOO+j+/PM46upIO/FEet19N90eeGDPF3bccWoOwunsuEPYfmLdsIERQjAUyNmwQclb7wG5cKH6Zfl88N57B+R8okTpCF2pJ7C3gdnXgTpgMXANyr3eBpwlpexS1lBpV19N87JlCKuV7Pvvx5qWRv0HH2Crr6f+H0/iHDUGwmGs235Wnr6VFQifT5m+ZGWB260mZn0+RE0N0mIBlwvrMccQ29hI87x5GBUVWNLTdzhuxQMPUPevfwGgu91k9O6t3M1GjVIqplu3EggGmbB0adtGa9eqYxkG+j7SG0SfPkoVtKpKVQJ3MrK+nnBBAZph4AI1V1JYCIMH73Z9Y9gwzKQkLMEg4p57Ov18okTpKFFTGUWOlHIogBDiZaAa6CGlbDooZ3YYkXbFFSScfDKaw0HJXXdR+dpreO12ki+9FHPkSMSib7DY7YiIi5fZrTuyeDt6wK+cvdxuVcyVlaVSN6+5BpYswRkMktm7N8Xvvou+c4FUOIwzFCImMRFvQwMWm02lhl57baupTGFFBT3HjlXrV1aq4R27nZDdjtnYSG1sLOl7UgONIJKTITn5gNw3/znnYC5ahK7r6KaJ+K//ggEDVK/HNFtdy0yvl+3nnYf388+x6zoJ995L0pVXtt6HqIRElINNV5oY3tuvq7VKWEppCCEK9ycACCFeQXkJV0oph0SWJQHvAL2ArcD5Usq6X3DeBx1bNzXOXzFrFjWmCT4fxa+/TvHs2RTYbIy85x7Spk4lmJWDEZ8EvQdi9TWgexrQWryGNU1V91ZVKfE4KZHFxWRdfvmublvPP09CcTEJI0dSP2wY8ffco2Snn3sOCgsxU1Lo9cwzWNxutf5776m0T01j6Wuv4SkrQ3M6sU6aREpODvTooYZ9DiKyrAyCQYyYGPTXX8eetb32AAAgAElEQVRy9tkYjY2sHzSIUEkJaX/8IxmPPEL5pEk05uVhAiHThL/9DUtqKu7ycsTbb+MPhwlOn07cHXcc1POP0rXpKkFgbxPDRwkhGiOvJmBYy99CiMYO7PtVYNpOy+4CvpZS9gW+jrw/onCfcsoO73XDIM002fbmm1BTg+mIAd0CuoYZn4TZPRvp8UBDg5JjAKTbDbqOtFph5EglB7GzePnWrYhAAGGxkDh2rDKqv+MONdn86adYMjJaA4AZDpP36qt88dRTFK1cie5wtHoH6A89pDSFjjoKmpsP/A1qh/3NN9EmTsRy9dVYIoVpDW+/TaikBICqZ58lfMstBPPyMIAGVCFetWny8403It5+GwCbpuG57z5kV6neiXLIafET2Nfrt8DetIN+lReglPI7IUSvnRafifIdBngNmI8ynj9iGPCf/8Bdd7H9jTcIlJYyNi4Od0IC+p13QkIC1pJCgr0HgEVDQ4I0kduLwWFXT+K1tYiyMlVI5vOpfH1Na9XQaeX66+GJJyA1FaZOVcvOOENVDhtG2xj++vXw8MMMycrih4IC1n71Ff+1bh3bXniBuOHDSbz6ajV8VFOD94svcEybhh4Tc1DulT5ixI4VwYDz6KPV0BhgAMtnziSJHa3rAoBFSpr8fmLsdkzTxExP73DabJQov5bocNCBo5uUsgxASlkmhNhj0ZkQ4lrgWoAeh0F1qRkMotlsCCEY+Mgj9Ln7br5ISCBO19GPPx6Zm4sA9OYGnGt/hPgETAmirhYRH4eorVUNndOppKOXLUPk5Sn7x8mTlRzEaadRu3gx+RddhCMjg1Fz5mDbWcmzz47ZufLDD9GCQex2Oz3696fc4WDzM89Q+MwzpE6bRrc//AHxwgus0XWqLrkES0ICY9et2z8PgU7EOWoUubNnU/rgg9QXFIBpUofKtGoJDrF9+iBKSykMBBgwcybhujrSTzppr3MbUaJ0Nl0lCByYMtFOQEo5U0o5Uko5MjU19VCeBz+efTaf2u0sO/NMpJSsvPZavkhNxSYEmzwegps3t21gtSLsdvD70IwQIjdHZQhlZgIo2WeLRX3DBg9WFo2gHL+AdX/+M76iIhry8yl+/fXdnlPtvHl8l5DAktxcmt5+W2UKCUHy9OmMmjuXLU89hQyHqf76a5qvuQbq66nyeDD9fozmZppWrjyg92xfxF50ERkvv4zmcCAsFlp+axZUVWKPW2+l7/z5DN64Edu0abguugj9AMtaR4nSnq5kKnOwg0CFEKI7QOTfyoN8/P0mWFVFxZw5AFTOnUvTunVsnzULGQoRlJLyYJAfFiyg+N13VUpoy+QvqIbeYlG5+KmpqlLWYmkd+pBA3XvvUfmnP2GUlgKQOHasGq7RdeKGDdvtOW2ZMQOjoQH/tm1sXbuWpV98wQ8ff4zPYsEWF0fCqFHoMTHYkpJw9uoFNhs9/vQnEAJnbi7xLT7Hh5D6OXMQNhsxY8aoORFdRxcCB1B5++2YNTV4Fy1qrZ8IVlby06BBLE5MpO7LLw/tyUf5zdOV6gQOdhD4GLg88vflwEcH+fj7jS0lBffQoWgOB+4hQ2hau1aN4VssOHr2JHHUKASw7ZlnCDQ0KP19TVMm7x9/rFIhI0bw2O1KRRSUXk84TOL06QD4H3kEgEGPPcbI997juIULd3A1C27dyvYzzqD8+utJOuEENJcLYbViWCw0Nzbi83goi9QUjP/uO8Z+/TVTCgqwRPwA+jz4IP8VCDB6+XL0A5wlZDQ3Y+6lKMxobKT04Ycx6utpXrhQ9QCys7FYLDQDTYEA2845h+3nn0/tM8rUrvqdd/Bv2YJRX0/R3Xcf0POPEiUaBDoBIcRbqEKz/kKIYiHE1cDDwAlCiE3ACZH3hzVC05iwdCkTly9n3IIF5F90UaswXOyAAXiWL8cJ6EDDBx8gg0GE14v85hul7//990onv7oampuVG5mmISsqVEqnENh69sQ2fHjr8dKmTSM+8r6F8uuuwzNnDg2vvUZC9+4MX7CAUWvX0nfJEixxcQibjR63KMM3zWYjcfTotvTRCJrV+ovG1RuWL+fL9HTmZWbS1F71dDc0fvkla1JSWJ2Sgmfx4l0+N8vKaOjfnx6Ggd6SwRQIQHk5YcMgFnCGwwR8PrxeLw3ffguAe/RohK6juVwktMhrR4lyAOkqQeCATQxLKS/aw0dTD9QxDxTNGzbw45lnEmpsVELjAIZB1RdfoAmBTQhcUlL5+eekJCai6brqDbhcmBlZiKZmRG0NIjL+L2Ni1H68XigowH3TTVguuGC3x5aGgf/000n66issQtAkBJaUFOJGjmxdZ+KKFYiPPkKEQmq/nawIuvnxxwlWVACw9Z//ZOhzz+1x3ZqXXmpN5ax9801iWorZIvhvvRV7eTk2IDUyKWwDhN+PA6XHJIEg4AG8n39O7KmnEjNuHMNXrSJcXU3sqFGden1RouxMV8oOOmwnhg8nll96Kd4tWwhVV7cucwBWQEhJSEpCffrQ68MPqYvkwGMYGMefhDx2NOagochx45XXgK4j3G5l+B4bC4EAekIC0m7f7bHN1asxFyxAmCZxUpL+4ou4zzsPgODq1VSeeSbyuecQ69crx7G77ur0GavUE09EczrRnE5sDgcF06ZR+/HHu103+corEXY7wukkcTdy2Fp2duuciEHkHkbetyxvEeiTETnuxrlzaf7739HWrlU9gmiWUJQDTLROIMoOOLKyaIw4jWmaRrLVSoyu45swgdr585GmiT01leCaNWgejxrvB0hIjFQCS6QQiEBAPaVv26Zy90FNGhcWKr/fe+/dpXJYy81t1R7Sjz6a2Esuaf2saNIkfHV1xJx3Hi7TVP7GW7cqZ7Hjjuu068++/HLiR4zAbG5mw+TJqmH+9ltG1tSg72R+E3fKKQwuL0doGnpc3C77qvr8c3Rdx28Y1KO+gDba0kNNwAuEhcDRuzdaYSEhoNnvJ7ET/Y6jRNkXLZ3+3zrRINABRr73HqumT8dfXMyghx5ClJXhHD4ca1aWyhhavRrrli0U33ADIhzGZpo4bTb8992L44WXwG5DbN0M27YRssdgzc8HlwtRVITMzlam6+Ew1NbuouMj3G5c69djrl+PNmJE63LT58NXpxQ3Cj/+mIGXXoreojQaSUftTOKGDsVoakJYLGrew2rdoy+AZSebSDMUYtN559G4YAEOnw+XYRA5U8Ko+RQdVSSmoYJCGOh+/PH4Xn0VgkHCFgu244/v9OsC8K1eTeEVV2DLyqL3m2/uEtiidD260nBQNAh0AN1uZ3g705WmggJW3XknSWPH0vvGG0k75RQ2HnUU0udDCsGGTz/FBDQhOHr0KGRyNzyjJ6Jl98efmk1i3hI000RmZytpaNNU6aVO527Nm0VCAno7JzEA4XBgy8khsG0bQasV+fDDsGkTpKe31h50+n1wuxm0YAG1H35I8u9+h+ZwdGi7pu++o/6LL5B+Px5g599WOLJMp21oyCklDTNn4oosC0Xu0Z4c0Go/+ogtv/891vR0Bi5ahG0nRda9se2GG/Dl5+Nft46aWbNI++MfO7xtlN8uXSUIdPk5ASMQoG7pUsJNu2rjbZ05k2WTJ7MkKYm106Zh+v0A/HjWWZTOnk3BnXdS8/33BH/8EfvGjWpow+Eg7fbbsaOkDzY89xzUVROOTyWU2RNL6VY1HyCEGts2TcJr11L60ENKcG0PhLdto2rKFKpPPhmjuhohBDlLl1KZnEyZYbDkjDOU5WT7APDKK0pe4pprOu0bHTtyJD3+53+I2Sl7aW84+vVrnadoaeR3/uLtHPy0yDI/qoDM4nDsKrLXjtL778f0egmWlFC3n14EjgEDVMqtpmHPzd2vbaP8NommiHYRpJQsGj+exVOn8u3gwRg+X+tntT/8wLpbbiGwYAFGXR0N8+dTN28eAKHIMIwZCqFZraBpWDSNBCFI7N6d+OOOQ3O50AB/YSFNpoHbLYl1QUzv7mCaatJTSsTKlVikJNbrRduLQFrjPfcQ/O47Al99RfNjjwEQqK4mVFOD5vPR8MMPmDtPCN93H9TVKVP6FYfOAsKenU3ioEE4UEM9sKNWkEHbfEDLq719p7BYcJx0EpWRSujdkXDGGWhOJ0LXiR0/fofPzEAA39q1VL3yCr7163fZtsdzz9HjxRfJ/eQT4ncSCIzSNTlYQUAIcZ4QYq0QwhRCjNzps78IIX4WQmwQQpz064+2e7r0cJAZDNKQnw9SYoZCrP/rX8n9859xpKe3DjuEURksMhDAv307vuJiQpGxdxkOI6Vk/mmnIW02evXvT8LNNxMzZQp6bCxhrxcbUPP887hvulU9ydpsaqioshI2bEDabDTW1VEdE0Ncr157jMqW3FxwOJQ+Ue/eANhTUtAj30RN0zB8vlbXMwCGDFECc5qmpKQPEeHycoyNG7GjGnhPZPnuFAoFEI8KAiHANWIEodhYqj75BD79FGmxkL4by8zM++8n6ZxzsKSkYGs3JxKqqGDjsGH4KiuRFgua3c6wLVuwtvNvEFYrye0m3KNEOYimMmuAc4AX2y8UQgwCLgQGAxnAV0KIflLKTu9/dOmegG630+uPf1STneEwW55+miUnnABA4pgx9H/wQZqBZpTMMVYr1oQEdJcL3eXC3q0bhc88Q6C8nGB9PRtXreKn66+n/MorsUuJrmloQHDLFmoe/G/M5ma8H3/Exn/+k+X//CfhFStg7lz4/HOMYJBQYaEqLJszRzmEtcM9YwaJL71E4r/+Rcx116nzd7mUxISmocfE7BgAAP7zH5g5UxWsdaL+UvWsWaxMSmLTtGmYgQBGUxPFV1zBtnPPJVRevsv6wu0mZBgEaPNm3vnpw0A1+hZUdlAosq4nFCLcsyemYRD0+9n6pz+RFxtL6U6eyEIIXEcdtUMAAPB8/z2mx6N6FpH5l1DlYa9WEuUw4GD0BKSUBVLKDbv56EzgbSllQEpZiLL1PSAFMl26JwAw9B//IPP881ly4okYXi/BqqrWz8KNyjahxV0n+bTTsMTGMmn5cmrmz8dlGJS/9hqa3a6GYgwDt99P8D//AdSTbtK995KUlER40yZ+zkrHevLJ+IDsG2/E+uyz4PMRr2k0jBuHbcAAmDEDSkqU5tD990N2NgBC13H9/vc7nLvucjF60SIqP/mEtDPO2FUOwuWCSFDrTEpuuw2jrg7PwoU0z5+Pf9kyGt56CwwDzeEg6403AAgUFBDcsgXP+vWYkV+MiaqxgB0niE3aJoZF5DMbYJ8wgbQHHsCzZg3Ny5eDlIQ9HkpmzKD7XXe1upPtidhJk9Dj4tC9XkRSEinXXINzD/aWUaK00FIn0AFShBB57d7PlFLO7IRTyASWtHtfHFnW6XT5IACQOG4cubffTvU33zDg739vXZ48aVKr4qd76FDyzz+flIkT6ffggwTsdkovvRSbYZATG0vcq6+Sf/HFSNOkNLK9Q9fpl5OD0DS0kSPpsWkTobPOovcLL2CJjYUPP4SiIuSkSfSYO1dt1NSkEpSFAI9n15PdCfewYbj3IDR3oIgZM4bmBQtA03AMGkRo82bVGGsaekoKAP5Vq9g6diwIgdZSKc2OXU8N1fi3ZAaFYQdxPeFw0P3ZZwnX1mIfMgTPmjXIUAjNZsPZv/8+AwCAJTWVgUVFGM3NWA6RfHaUI4/9SBGtllKO3NsKQoivgN2lq90jpdyTftrusiDkbpb9aqJBADWU0P/+++l///07LE+ZNInJK1YQqK5m2Smn0OT1UrNwId716zE//ZSwYVAMmM3NDG5uxuJy4WtupsWyJYCaS8BqBSmxahreJ5+k6C9/QZsyhaSbbkIEg7ivvbbtoDfdBO++q7J6DoD5e2eQ88EHNH/3HY7+/bFlZ5M0fbrqDXk8JEaGqgJr1gAgPR6Ex4MlJ4fwli1AW2GYQDX+sbRJRTTT1kPo/vLLCE1jw+9+R/OiRQiLhR6PPkrMUUcRO348la+/TuOiRWTeeivOfv32eL7Cao0GgCj7TWdl/0gpf0mBSzGQ3e59FrQ+X3YqokWq93Bm5MiRMi8vb98rHkA+czoJR1JEha6TpusEg0FaEkutbjdD/+//2HjNNcjGRgSQBsTGx5N86qnYAwH1eKFpmIZB8fz5xMfEEJ+VpYJEv36ImTM7XffnUGF6PGw/80yCBQWkPvYYZVddhT8YRI9839r3AJy0pYP6I9sLp5ORDQ0ES0pY2acP0jAQuk7u7Nkkn38+TXl5rJk4EdPvx5GTwzE//3woLjPKYYgQ4qd9PZ3vC6dzpMzJ2Xebs27drz8WgBBiPnCblDIv8n4wMBs1D5CBsuPtG50YPkQYPh+pEeVKC+AWgm633AI9erQOSViamth0/vnISL2BRIXtFQ0NbF26FLmTv69T04jr1g2RmalsE1etwly+vNPOObBmDd7Fi9l8ySWszM2lLuKJcLDQYmLo+dVXJP33f7Pt8svxBAI0SkkQ9aXTUU/ocZddRuxZZ+HTNHy0zQng87F28GCaFy9WWkSA5nSSdO656gAtQ2ZSqkK7KFE6kYNlKiOEOFsIUQyMBT4VQnyhji/XAv8G1gGfAzcciAAA0eGgDrH58cep+OILNF2nh2mi6TreF16g3utVctERLKjag8E2G5oQ5AWDmFKS1q0bCKEqZhsaaKirI8HrRYwejYyPVw3a0qWErr4ay3ff7VZzZ2/IQAD/22+j9+yJbfJkmj/5hNILLiBkmngjImyF11xD4m4ydw4kgaIiiq6+GlBP/UHapCHiAHsoRP2//oV0uwma5g6DoAIIlpRg69kTZ9+++AoK6PHkk62pu+5Ro8h59lkav/+ezDvuOKjXFeW3z8GSjZBSfgB8sIfPHgQe3N1nnUk0CHQAYbMpAbeWb0UgoDwF2lWwNqMart4WC7ER45i+Fgv5oRDx8fFouo4ZDuOqqsLl9SrtIE1DRvbRXFGBr6AAy403khQxh+kojVddReDDD0FKYkaNonrJEmQgoBrViAa/c8CAzrgV+0Vg06bWp/X2U7gmKuU2MfI37aq1W3oCEnAOHEjMyJEM2UOhW7errqLbVVftsCzs8RAoK8OVmxtVG43yq/itVATvi+hwUAfIveUWet90EyEhaECljFrtduLaNTKSSCCIjHkbQJNpYgMq1q1TdQD19Wg+H5oQhKREfvklbN2KsXYtvg0qVTg8ezb7O09jbNyovAkMA8/ChZiRymOL3U6fN9+k10sv0e/TT3/1fdhf3JMm4Z42TWVYAS1i2YJIr6nduhanEw1138I2G5lPPcWAH3/ctfZhLwSrq5mfk8P3Q4ey+g9/6JyLiNIl6UqyEYekJyCEuAW4BtUOrAaulFL6977VoUOz2Rj0yCNgmhS/8QauHj2oWbaMIGpsu+W7YAIbDQMLUCslxaaJFagrKqK+qAiLrpORkoIDCMfEYB04EK2sDG3NGvX0q2lYxo/f7ydY94sv0nTNNWgJCciFCxGGgU3TiL3wQhL3YFZzMBBWK30jqa+mz4c3P5+wptG0ZAlmfj7177xDKBxGT0rCPmCAygAC1aMZOXK/70NDXh6G14vp91P+3nsMe/nlzr+oKF2C/agTOOI56EFACJEJ3AQMklL6hBD/RpVHv3qwz2VvSCkJNTZSOWcO3q1b6X7WWcQffTQlL71E3bp1+Nkx770lEMQC9YZBReR9iDYxtErDIL6ighAQf+GFaC4XMj4eUV5OTCjE+vp6uk2cuN/nah0xgqT8fHUeixahvfoqMieHuN3IKxwqNKezVdMnIeI2lnb77YSKinCffDLB0lK233EHZjhM99tvxz169H4fI3H8eByZmXg2bqTXzTd36vlH6VocRNmIQ86hmhOwAE4hRAglEnlA8l9/KdI0WTx1KjULFoAQ2E2TbTNmYESyWwB0IRAWC5phEGOaNKOKnSqBRsCNGv4IR95nAE26jhExkzEaGxFWK1IIGisqCDQ14Qfq5s7FNXUqiZMn/6Jz9waDlOblEWOzEX+ADeV/Lc5hw3BGCt3sPXrQ5+23f9X+LG43EwsKMAMB9A7KXEeJsju6kp/AQZ8TkFKWAI8D24AyoEFK+eXO6wkhrhVC5Akh8qraSTn8UirnzmXLE08QrK3d57q+4mJqf/hBOYS1ZK3sPLkpJRIImyYSle0SAySgIpwfNVRkR/UYagGXEJTbbDQCtV9+SdPixXjnziW+qYlUTSPVYqFx1Sq2TZnCul69CNfVEXj6aXzTp2MWF3foOrdecgm+FSuofe01mr7+usP357eCECIaAKJ0CtE5gQOEECIRJY7UG6gH3hVCXCKlfKP9ehH9jZmgisV+zTFrFy4k/7zzkOEwlZ9+yphvvtnr+s7MTNyDBtG0bh3WuDhkbS2Y5g5aNxIwQiF01JBPi1+uFvnXS1sxFESKocJhgkAR0D0cpunnn4kXAn/EjjKg69gNAw+gb9tG3S23YH/3XfD7MdeuJeb77/d5rbaePQnX1SGlxJqRsT+3KUqUKBG6Uk/gUAwHHQ8USimrAIQQ7wPjgDf2utWvIBgxYTGDQYIVFftcX+g6E378Ef/27aycPp3qL1VHRaOt69S+PCkcecXSJvhhonLiW9Qx7bT1DHyoQOFG9ShiIwVnNsOgtmXfUuIrLGT39vM74lu3jsC33xK/ciW506dT5/PhOvroqFBalCi/gmgQOHBsA8YIIVyo9nAqcEA1IbqdfjrZ115L44oVDHryyb2uG/Z6qV24kPiRI3H17k3ckCHULVqE6fcjIt+KFt2blglfCdjcbjxNTVhRjb0DqKYtaMSgbnbL+u7I37G6jiNSAJUIVBmGCgK6ztbSUmzZ2QwcPRpnO2G79nhXrmTDuHFKjVRKct56i9Qff4RDUBcQJcpvBSnBNA9/SZ3O4KAHASnlUiHEe0A+6gF6OZFhnwOF0PV9Nv4AZjjM1717E6ysBE1jyvr1DHr0URLHjsUSF8dPZ56pLCZ1nRHvvMPyiy9GixRlGU1NrXnvLSPSsdCqLdRMm4F6HKqXYKdtbgFUREwBQuPG0RgMUp+fj9A0Sk8/nQEZGfg++wzT48F1zjmtlbP+tWuRqGwmL2BIyao778TX0MDQF17AHQ0GUaL8Igyja8iRHJLsICnlfcB9h+LYeyNUW6sCAIBpUv7++/S5804yIno1UtMwUfnv+RddhIzMCbQ04u1tEaGtt9AyNNRioWhHuWvFOJ24YmMhGKTC46HKMEgBElatQuo6jTYbQtNwJSRQPmECwcWLkaaJZfJksr79FoCEs84idtYs/KtWkT10KNt79KD07bcxfT5WXXst47/77sDetChRfpO0/Fp/+0QrhtthS00lIZKfLqxWukca/2BtLWtvu42MCy8k7uijsaWmIkPKaqZlUrjFeCYYeRmoIGBHRdoQarLYhvp6pQFulwtN18Fux2e1EkbNlBc3N+NsaKDfiBEMe+017PPmEfzhh1ahNN+CBYQjPseay0W/efMYVlFB/Fdf4Tj7bIQQaA4Hzuz2SrRRokTZP4wOvI58okGgHUIIJixZwqQ1a3Dl5PDdyJFUzZvHD5Mns+WJJ9j+6qtIi4XA9u07bGfSNiEsUUM+FtTkb6zVSjIqGFgjy1uy9wMeD1JKDCnxR4aVPKhag81A/IgRdD/3XMKFhWqQMnIs6XDge/fd3cpLpJ9+OiPeeovBTzzBsJde6tT7EyVK16GlJ7Cv15FPVEBuN1TPm4dv61bMQIB1d95JU8QgBdOkaSdfA2GxoMXEYDQ0tA4Ntc/osUekD3RUEDBRNQNJAH4/ZX5/q/eujjJZb00vra1FGgbGtm2tx7L264dl40bqb7kFPTER13nn7XL+6Wec0Ul3IkqUrsxvo5HfF9GewG5IHDsWoevoLhdpJ52EZt9LoqamIYTAicr4iUP1CkwiVcXhMALVuINq4BuBH1EpUeWoSeMYVHaQLgQOoLumkXD66QhdxzFhAprLhSUjA2u3bkp6WkrM5mb+f3t3Hx1Vfedx/P2ZPBPAwCbIs5D4BMWtluBDlyoqFj1YFGWlp6ursq6lVrDbdQW3u93SHmk9enzCXT1WXctKBY+otR6PXbRU6/GBB0UEnypSFYk8VMmGJAYm890/7p0wCRNIYDKTmfm+zslh5s6de393fiHfub/7u99v84YNfHT55XzezcyjzrkDyZ8zAQ8CSQw45RTOeOstTlu5kuMXLmyXyXLAxIkUV1UxZOZMykaPhliMaH09RYRpkAsKOPK736W4upovw4In8SGixHRo8cIq8SIrjYAVFbEjvHEsGovROGQIsZYWdhPkI9JFF0FJCXsrK2kuLmbbwoV8ePbZfLF4MZ/Mnk1TJymXnXPdFf9fe7Cf7OdBoBPl1dUMOPnkIJNlOB0zUlbGSQ89xJTt26ldupSqyWHpUKktoVxhZSWjFi5k+Pz5tBJ8628kCADFBNNGIbguEL9oXEA4g2jv3rZi603AtnvuYcPRR7PrpZdoaGlh8x138Nmzz7Jn+3Zi9fXs/eADIvX1bW2OZ920aJT3pk5lTXk5W2++uUc/J+dyV35cGPZrAl1w2ooVbL7rLgZ961uU19S0LT9+4UKiDQ0g0ae6mtKhQxk1ezaKRNjx8MNE2Pd9IX6toLCggK9dey0fLFoEsRgl7CukUkRwZlBEMCy0fflyiqJRWtk39TQ+w0hArKiIlsGDibW2UnXJJRSOGsWWBQtoWLmS3atWYc3NfPrjHzN03rw0fVLO5Yr8mSLqQaALKmprOSnJmHtJZSXjH3kk6XuKTzgBJczRj/9xbzbjk48/bqtKFiW4SBwBPiHMSTRgANbQwN5otK34SnzKqRHciTx8yhS+jEbZ/fzzGNB4221sWbSIosJCrLk5qChWXk557WHXwHYuT+VHEPDhoB4y+MoraSgpCb7BS0TKyviiTx92x2L85bnniMQzXUo0APVFRewpLCRaXMzQ2bNhyBCiBHcR7yAYVvzFTKEAAAvFSURBVGogOBOIAowbR1ltbbub0ywaDSphFBRQPmECxz7zDKMffJDNc+bw0dy5bJ03j5b330/fh+BcVsuPC8N+JpAirS0t7Fyxgr5jxlBeU0PF+PGc/vrrfPHqq6i5mYpvfIPVF19MdNMmBs+cycDjjmP3a68x4Jxz+OLeeyk//XTKBg1CZoy86ip2LVnSbsQxMTGdARVnnUX/M89ky223EQtvXFP//oz42c/Yu20bg+fOpWjQIDZOnEjDK6+0DT3tWryYsXV16f1wnMs68QvDuc+DQIqsnj6dz8PhnzPWr6e8upp+Y8fSb+zYtnXGTZ1K/S9/SWTJEvrcdBNDli1DkQhVV1/dto61tvLO0UdTum0bhUBLaSmRL79s942/oKyM1j17aPnoI6KRSJA7CJi4dSsFffq0a5clpEI0INbUlPqDdy7nxAdhc58PB6VI/dq1tDY2ArD73XeTrrNn3TrU1IQ1N/OX+fP57Dvf2e+u39aGBvZs2YK1tFBYXEztpk2cs3Mnk3fu5KhZsyiVKB02jIpJkyirrqaspgZKShg4Zcp+AQDgmGXLqLriCipnzKBi6lRGZ6DgvHPZKT+Gg5Qs9UBvU1tba2vW9Gi26cP26bJlbLzuOo6YMIEJy5e3u7cg7svXX6du2jRa6+r4PBZjF1A+ZgynrF5NYXl523pbb7iBnffdx8DLLmP4okXtthFraUHFxW3TQWPRKC2ffkrpiBFtmUUBWnfvpu6HPyTW2MjQO++ksLKyZw7cuV5G0lozO6wZEdIJBo93Yc1jD3tfmeZBIM1ijY3UnXkmb69ejQEFffty0m9/y8BDrCkMQRrpz269laY332TYggWU1tTw2U9+wo6f/xyLxRhw2WWMePDBlB2Dc71ZaoLAuC4GgeOyPgj4cFCaRcrLGbZqFYMvvZRISQmF/fvT78QTD2ub9c88w9YFC/j8179mU5hLqOCII6CgIEh/MWBAKpruXJ6xLvxkv4xcGJZUAdwPjCP4JGeZ2SuZaEumjFu8mJqf/pSWl1+m7pJLqPje9+g/ffohbUvFxUGW0UgEhXmOKufMQSUlxJqaqLz22lQ23bk8YOxLEJ/bMjU76E7gWTObIakY2P+KZo6TRElFBR/PmoXt2UPTCy9QvnMnBf36dXtb/SdPZuSiRTRv2MDg668Ptl9YSOU116S62c7lkdy48HswaQ8CkvoDpwNXAJhZvA5L3lFRERQWwp49UFSECg+tOyRRNWtWilvnXD7ztBE9qZrgJtj/lvRVYC1wnZk1ZqAtGRXp25ejXnyRhiefpP/FFxMpKzv4m5xzaeJBoCf3+TVgTlh0/k5gPvDviStJuhq4GmDkyJFpb2S6lI0fT9n48ZluhnOuHb9ZrCdtAbaY2Wvh88cIgkI7ZnafmdWaWW1VVVVaG+icc/lys1jag4CZfQZ8Ium4cNHZwNvpbodzznUuf4rKZGp20BxgSTgz6EPgygy1wznnOpEb3/QPJiNBwMzWAVl9l51zLpflz+wgv2PYOeeS6vnykpJukfSupPWSnghvpI2/dqOkDyS9J2nKYe+sEx4EnHNuP/EzgR6/MLwCGGdmfw28D9wIIGks8G3gK8C5wH9JKkjFDjvyIOCcc0n1/IVhM/tfM4tv6FVgePj4AmCpmbWY2WbgA+Dkw95hEllRVGbt2rW7Jb2X6XakSSVBGeF84cebuzJ1rEcd/ib+9Ds4ryv510slJaY4vs/M7jvEnc4CloWPhxEEhbgt4bKUy4ogALyX7elau0rSmnw5VvDjzWXZfKxmdm6qtiXpOWBwkpd+ZGa/Cdf5EcGpxZL425I1K1VtSpQtQcA557KSmU0+0OuSLgfOB862fQVetgAjElYbDmztifb5NQHnnMsQSecC84BpZpZYAPwp4NuSSiSNBo4BVvVEG7LlTOBQx9iyUT4dK/jx5rJ8OtZDdTdQAqwIS8a+amazzWyjpEcJsilEge+bWY8kM8qK8pLOOed6hg8HOedcHvMg4JxzeaxXBQFJIyStlPSOpI2SrguXD5S0QtKfwn9zqnK6pAJJb0h6Onw+WtJr4fEuCxPtZT1JFZIeC2+Tf0fSabnct5L+Kfw93iDpEUmludS3kh6UtF3ShoRlSftTgbvCNAjrJe2XPt5lRq8KAgQXQP7ZzMYApwLfD2+fng88b2bHAM+Hz3PJdcA7Cc9vBm4Pj/cL4B8y0qrUi9eWPh74KsEx52TfShoGzAVqzWwcUECQBiCX+vYhgpQGiTrrz/MIZrgcQ1As6p40tdEdRK8KAmZWZ2avh48bCP5IDCO4hfpX4Wq/Ai7MTAtTT9JwYCpwf/hcwFkExXYgR443obb0AxDUljazXeRw3xLMviuTVAj0AerIob41sxeBzzss7qw/LwAWW+BVoELSkPS01B1IrwoCiSSNAk4CXgOONLM6CAIFMChzLUu5O4Ab2JeN6q+AXQn5RHrsdvE0S6wt/Yak+yWVk6N9a2afArcCHxP88a8nqKedi32bqLP+HAZ8krBeLh57VuqVQUBSX2A58AMz+79Mt6enSDof2G5maxMXJ1k1F+bxxmtL32NmJwGN5MjQTzLhWPgFwGhgKFBOMCTSUS70bVfk6u911ut1QUBSEUEAWGJmj4eLt8VPHcN/t2eqfSn2N8A0SX8GlhIMFdxBcKocv5Gvx24XT7POakvnat9OBjab2Q4z2ws8Dnyd3OzbRJ31Z9rSILju6VVBIBwPfwB4x8xuS3jpKeDy8PHlwG/S3baeYGY3mtlwMxtFcNHw92b2d8BKYEa4Wk4c7wFqS+dk3xIMA50qqU/4ex0/3pzr2w4668+ngL8PZwmdCtTHh41cZvWqO4YlTQT+CLzFvjHyfyW4LvAoMJLgP9ffmlnHC1JZTdIk4HozO19SNcGZwUDgDeBSM2vJZPtSQdKJBBfAE2tLR8jRvpW0AJhJMOvtDeAqgnHwnOhbSY8AkwhSRm8D/gN4kiT9GQbCuwlmEzUBV5rZmmTbdenVq4KAc8659OpVw0HOOefSy4OAc87lMQ8CzjmXxzwIOOdcHvMg4JxzecyDgDsoSYMlLZW0SdLbkp6RdGyS9f4saXnC8xmSHkqy3qSEjKnTJM0PH18YJgyMr3eFpKGH2fa27adSx7Y6l608CLgDCud3PwH8wcxqzGwswb0bR3byllpJX+nq9s3sKTP7Rfj0QiDxD+sVBCkXutPediVTO2w/lTq21bms5EHAHcyZwF4zuze+wMzWmdkfO1n/VoIg0SXht/27JX0dmAbcImmdpHlALbAkfF4mabykFyStlfS7hPQEf5C0UNILBGm599t++PihMKf9y5I+lDQjXD5J0ouSngjPdO6VFAlf252wrRnhNjq2tUbS3PC96yUt7erxO5dp2VJo3mXOOILsl0lJWmdmJyYsehS4RtLR3dmJmb0s6SngaTN7LNz2eQR3Ua8Jc0otAi4wsx2SZgI3AbPCTVSY2Rld2NUQYCJwPEEqg3ha55MJvtl/BDwLXJTwWlfaOh8YbWYtkiq6c+zOZZKfCbjD0iEAALQCtwA3pnhXxxEEpBWS1gH/RpCELG5ZF7fzpJnFzOxt2g9prTKzD82sFXiEIFB0x3qCs5ZLCdJEOJcVPAi4g9kIjO/me/6HoIDMyBS2Q8BGMzsx/DnBzL6Z8HpjF7eTmKcnMb1xx/wplmR56QG2OxX4T4LPam3HaxPO9VYeBNzB/B4okfSP8QWSJkjqdOglTJ18O/CDbu6rAejXyfP3gCpJp4VtKOrOBeguOFlB/d8IQdK3l8Ll2ySNCZdPT9a28LURZraSoEBQBdA3hW1zrsd4EHAHZEGGwenAOeEU0Y3ATwhzwYdDM8k8QPevOS0F/iWsPFZDUMP23nAfBQQpmG+W9CawjiA/f6q8AvwC2ABsJpgRBUHhm6cJgmFi6uO2thLUzX1Y0lsEmUFvD0tnOtfreRZRl/cS03hnui3OpZufCTjnXB7zMwHnnMtjfibgnHN5zIOAc87lMQ8CzjmXxzwIOOdcHvMg4Jxzeez/AR8GTmgl257rAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for i in [1,3,4]:\n", + " ds_1 = ds.isel(time=0, sim=i)\n", + " if i == 1:\n", + " ds_1['cnLIT'] = (ds_1.cLitInptMet + ds_1.cLitInptStruc) / \\\n", + " (ds_1.nLitInptMet + ds_1.nLitInptStruc)\n", + " else:\n", + " ds_1['cnLIT'] = (ds_1.cLitInput_metb + ds_1.cLitInput_struc) / \\\n", + " (ds_1.nLitInput_metb + ds_1.nLitInput_struc)\n", + " ds_1['cnLIT'].attrs['long_name'] = 'C:N litter inputs'\n", + "\n", + " color_by = ds_1.tsoilC\n", + " label = 'soil temp' # Need to rename if 'color_by' is changed\n", + "\n", + " fig, ax = plt.subplots()\n", + " s = ax.scatter(ds_1['cnLIT'], ds_1['cnTOT'],\n", + " c=color_by,\n", + " s=5,\n", + " marker='o', # Plot circles\n", + " # alpha = 0.2,\n", + " cmap = utils.truncate_colormap(\n", + " cmapIn='seismic', minval=.15, maxval=.9),#coolwarm\n", + " vmin = -20, # Min value\n", + " vmax = 30) # Max value\n", + "\n", + " # Mappable 'maps' the values of s to an array of RGB colors \n", + " # defined by a color palette\n", + " cbar = plt.colorbar(mappable = s, ax = ax) \n", + " cbar.set_label(label)\n", + " plt.xlabel(ds_1['cnLIT'].attrs['long_name'])\n", + " plt.ylabel(ds_1['cnTOT'].attrs['long_name'])\n", + " plt.title(model[i],loc='left', fontsize='large', \n", + " fontweight='bold')\n", + " ax.set_xlim(20, 110)\n", + " plt.show();\n", + "\n", + " color_by = ds_1['cnLIT'] \n", + " label = 'Litter C:N' \n", + " #fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16,6), constrained_layout=True)\n", + " fig, ax = plt.subplots()\n", + " s = ax.scatter(ds_1.tsoilC, ds_1['cnTOT'],\n", + " c=color_by,\n", + " s=5,\n", + " marker='o', # Plot circles\n", + " #alpha = 0.2,\n", + " #cmap = truncate_colormap(cmapIn='seismic', minval=.15, maxval=.9),#plt.cm.seismic, # Color pallete coolwarm\n", + " vmin = 20, # Min value\n", + " vmax = 65) # Max value\n", + "\n", + " # Mappable 'maps' the values of s to an array of RGB colors defined by a color palette\n", + " cbar = plt.colorbar(mappable = s, ax = ax) \n", + " cbar.set_label(label)\n", + " plt.xlabel(ds_1['tsoilC'].attrs['long_name'])\n", + " plt.ylabel(ds_1['cnTOT'].attrs['long_name'])\n", + " ax.set_xlim(-20, 35)\n", + " plt.show();\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure 3** Temperature and litter stoichiometry interact to determine the soil C:N ratios that are simulated by MIMICS-CN. Points represent the gridcell mean annual stoichiometry of litterfall C:N fluxes that are simulated by the CASA-CNP vegetation model and resulting soil C:N ratios that are simulated by MIMICS. The color of each point indicates mean annual soil temperature simulated by over the spin-up period (1901-1920). \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Annual cycle of fluxes, not enabled for SSP simulations yet\n", + "This can be done for grid cells, or zonally" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "var = ['cMICtot','nMineral','cresp','nNetMineralization','MICrK','cnMIC','cnpp']\n", + "v = 2\n", + "ds.isel(year=-1)[var[v]].mean(dim='lon').plot(x='DOY', robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Differences betweeen models (MIMICS-CASA)\n", + "v = 2\n", + "(MIMcn.isel(year=0)[var[v]] - CAScn.isel(year=0)[var[v]]).mean(dim='lon').plot(x='DOY', robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "v = 2\n", + "(MIMcn.isel(year=1)[var[v]] - MIMcn.isel(year=0)[var[v]]).mean(dim='lon').plot(\n", + " x='DOY', cmap='RdBu_r');#, vmax=1e-2,vmin=-1e-2);" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# how N limited are arctic systems at end of simulation in each model?\n", + "v = 6\n", + "simple = (MIMcn[var[v]]- MIMc[var[v]]).mean(dim='lon').plot(x='DOY', y='lat',col='year',col_wrap=2, figsize=[10,4],robust=True);#vmax=5e-3,vmin=-5e-3);" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "simple = (CAScn[var[v]]- CASc[var[v]]).mean(dim='lon').plot(x='DOY', y='lat',col='year',col_wrap=2, figsize=[10,4],robust=True);#vmax=5e-3,vmin=-5e-3);" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "var = 'NEP'\n", + "Neff_mim = MIMcnANN[var]-MIMcANN[var]\n", + "Neff_cas = CAScnANN[var]-CAScANN[var]\n", + "Neff_mim = Neff_mim.isel(time=slice(-20,None)).mean(dim='time') - Neff_mim.isel(time=slice(0,20)).mean(dim='time')\n", + "Neff_cas = Neff_cas.isel(time=slice(-20,None)).mean(dim='time') - Neff_cas.isel(time=slice(0,20)).mean(dim='time')\n", + "model = xr.DataArray(['MIMICS','CASA'], dims='model', name='model') # or can use np.arange\n", + "t = xr.concat([Neff_mim,Neff_cas],dim=model)\n", + "t = t*365 #convert from gC/m2/d to gC/m2/y\n", + "#t = t-t.isel(time=slice(0,20)).mean(dim='time')\n", + "simple = t.plot(x='lon', y='lat',col='model',col_wrap=2, figsize=[12,4],robust=True);#vmax=5e-3,vmin=-5e-3);\n" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dsOBS['HWSD_SOCall'].plot(vmax=20,vmin=1);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python (conda-analysis)", + "language": "python", + "name": "analysis" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/analysis_code/MIMICScn_hist.ipynb b/analysis_code/MIMICScn_hist.ipynb new file mode 100644 index 00000000..851bb1d4 --- /dev/null +++ b/analysis_code/MIMICScn_hist.ipynb @@ -0,0 +1,2462 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# MIMICScn_hist\n", + "- Reads in MIMICS results and checks for change in soil and veg C pool & fluxes\n", + "- **Switched to updated CLM5-GSWP3 inputs (created with ctsm_dev110 tag)**\n", + " - Reduced HR biases in mid- and high lats\n", + "- Data are here /project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/*/OUTPUT_CN/SPIN\n", + "\n", + "### Notable parameter changes\n", + "- Increased MIMICS leaching (function of total DIN pool) \n", + "- Removed density dependent turnover, beta function from Emily's paper\n", + "- Introduces flexible microbial C:N, as a function of `fmet` to increase MIC C:N\n", + "- Increases FI from inputs to SOMc to increase C:N of total pools\n", + "- Decreases KO from 6 to 4, reduces SOMc stocks\n", + "- MIMICS and CASA simulation in CN mode and C only.\n", + "- **`MIMICS_mod5_GSWP3_KO4`** + `MIMICS_mod5_Conly_KO4`\n", + "- `CASACNP_mod4_GSWP3` + `CASACNP_mod4_Conly`\n", + "- `MIMICS_mod5_GSWP3_KO4_SOMp4a`, increase fraction of soilC in SOMp" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "xarray version 0.16.1\n" + ] + } + ], + "source": [ + "import xarray as xr\n", + "import numpy as np\n", + "import pandas as pd\n", + "import utils\n", + "import warnings\n", + "warnings.simplefilter(\"ignore\", category=RuntimeWarning)\n", + "\n", + "# some resources for plotting\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.colors as colors\n", + "import matplotlib.lines as mlines\n", + "import cartopy\n", + "import cartopy.crs as ccrs\n", + "import cartopy.feature as cfeature\n", + "from cartopy.util import add_cyclic_point\n", + "\n", + "print('xarray version ' + xr.__version__)\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4_SOMp4a/OUTPUT_CN/HIST/mimics_pool_flux_1901_daily.nc', '/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4_SOMp4a/OUTPUT_CN/HIST/mimics_pool_flux_2014_daily.nc']\n", + "/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4_SOMp4a/OUTPUT_CN/HIST/ann_mimics_pool_flux_1901_2014.nc\n", + "/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/MIMICS_mod5_GSWP3_KO4_SOMp4a/OUTPUT_CN/HIST/ann_casaclm_pool_flux_1901_2014.nc\n" + ] + } + ], + "source": [ + "#import pandas.util.testing as tm\n", + "path = '/project/tss/wwieder/biogeochem_testbed_1.1/GRID_CN/'\n", + "outCN = '/OUTPUT_CN/HIST/'\n", + "outC = '/OUTPUT_C/HIST/'\n", + "year = [1901,2014] # for first and last year of simulations \n", + "# CASA CN\n", + "CASsimCN = 'CASACNP_mod4_GSWP3'\n", + "pathCAScn = [path+CASsimCN+outCN+'casaclm_pool_flux_'+str(i)+'_daily.nc' for i in year] \n", + "pathCAScnANN = path+CASsimCN+outCN+'ann_casaclm_pool_flux_1901_2014.nc' \n", + "\n", + "# CASA C only\n", + "CASsimC = 'CASACNP_mod4_Conly'\n", + "pathCASc = [path+CASsimC+outC+'casaclm_pool_flux_'+str(i)+'_daily.nc' for i in year] \n", + "pathCAScANN = path+CASsimC+outC+'ann_casaclm_pool_flux_1901_2014.nc' \n", + "\n", + "\n", + "# MIMICS CN\n", + "MIMsimCN = 'MIMICS_mod5_GSWP3_KO4_SOMp4a'\n", + "pathMIMcn = [path+MIMsimCN+outCN+'mimics_pool_flux_'+str(i)+'_daily.nc' for i in year] \n", + "pathMIMcn2= [path+MIMsimCN+outCN+'casaclm_pool_flux_'+str(i)+'_daily.nc' for i in year] \n", + "pathMIMcnANN = path+MIMsimCN+outCN+'ann_mimics_pool_flux_1901_2014.nc' \n", + "pathMIMcn2ANN= path+MIMsimCN+outCN+'ann_casaclm_pool_flux_1901_2014.nc' \n", + "# try looking at runs from updated restart files \n", + "#pathMIMcn = [path+MIMsimCN+'/OUTPUT_CN/HIST3/mimics_pool_flux_'+str(i)+'_daily.nc' for i in year] \n", + "#pathMIMcn2= [path+MIMsimCN+'/OUTPUT_CN/HIST3/casaclm_pool_flux_'+str(i)+'_daily.nc' for i in year] \n", + "#pathMIMcnANN = path+MIMsimCN+'/OUTPUT_CN/HIST3/ann_mimics_pool_flux_1901_2014.nc' \n", + "#pathMIMcn2ANN= path+MIMsimCN+'/OUTPUT_CN/HIST3/ann_casaclm_pool_flux_1901_2014.nc' \n", + "\n", + "print(pathMIMcn)\n", + "print(pathMIMcnANN)\n", + "print(pathMIMcn2ANN)\n", + "\n", + "# MIMICS C only\n", + "MIMsimC = 'MIMICS_mod5_Conly_KO4'\n", + "pathMIMc = [path+MIMsimC+outC+'mimics_pool_flux_'+str(i)+'_daily.nc' for i in year] \n", + "pathMIMc2= [path+MIMsimC+outC+'casaclm_pool_flux_'+str(i)+'_daily.nc' for i in year] \n", + "pathMIMcANN = path+MIMsimC+outC+'ann_mimics_pool_flux_1901_2014.nc' \n", + "pathMIMc2ANN= path+MIMsimC+outC+'ann_casaclm_pool_flux_1901_2014.nc' " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Open datasets and combine MIMICS output into one file" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-- read in annual dataset -- \n" + ] + } + ], + "source": [ + "# Read in annual data\n", + "# CASAcn\n", + "CAScnANN = xr.open_mfdataset(pathCAScnANN, decode_times=True, combine='by_coords')\n", + "\n", + "#CASAc only\n", + "CAScANN = xr.open_mfdataset(pathCAScANN, decode_times=True, combine='by_coords')\n", + "\n", + "# MIMICScn\n", + "MIMcn1ANN = xr.open_mfdataset(pathMIMcnANN, decode_times=True, combine='by_coords')\n", + "MIMcn2ANN = xr.open_mfdataset(pathMIMcn2ANN, decode_times=True, combine='by_coords')\n", + "MIMcnANN = xr.combine_by_coords([MIMcn1ANN, MIMcn2ANN], compat='override',\n", + " data_vars='all',combine_attrs='override')\n", + "\n", + "# MIMICSc only\n", + "MIMc1ANN = xr.open_mfdataset(pathMIMcANN, decode_times=True, combine='by_coords')\n", + "MIMc2ANN = xr.open_mfdataset(pathMIMc2ANN, decode_times=True, combine='by_coords')\n", + "MIMcANN = xr.combine_by_coords([MIMc1ANN, MIMc2ANN], compat='override',\n", + " data_vars='all',combine_attrs='override')\n", + "\n", + "print('-- read in annual dataset -- ')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-- read in daily dataset -- \n" + ] + } + ], + "source": [ + "# Read in daily data\n", + "MIMcn1 = [xr.open_mfdataset(p, decode_times=True, combine='by_coords') for p in pathMIMcn]\n", + "MIMcn2 = [xr.open_mfdataset(p, decode_times=True, combine='by_coords') for p in pathMIMcn2]\n", + "MIMc1 = [xr.open_mfdataset(p, decode_times=True, combine='by_coords') for p in pathMIMc]\n", + "MIMc2 = [xr.open_mfdataset(p, decode_times=True, combine='by_coords') for p in pathMIMc2]\n", + "CAScn = [xr.open_mfdataset(p, decode_times=True, combine='by_coords') for p in pathCAScn]\n", + "CASc = [xr.open_mfdataset(p, decode_times=True, combine='by_coords') for p in pathCASc]\n", + "\n", + "yeardim = xr.DataArray(year, dims='year', name='year') # or can use np.arange\n", + "yeardim\n", + "\n", + "def reshapeDataset(ds):\n", + " # convert decimal year to day of year\n", + " ds[0]['time'] = np.round(((ds[0]['time'] - 1901)*365), 0)\n", + " ds[1]['time'] = ds[0]['time'] \n", + " ds = xr.concat(ds, dim=yeardim)\n", + " ds = ds.rename({'time':'DOY'})\n", + " return(ds)\n", + " \n", + "MIMcn1 = reshapeDataset(MIMcn1)\n", + "MIMcn2 = reshapeDataset(MIMcn2)\n", + "MIMc1 = reshapeDataset(MIMc1)\n", + "MIMc2 = reshapeDataset(MIMc2)\n", + "CAScn = reshapeDataset(CAScn)\n", + "CASc = reshapeDataset(CASc)\n", + "\n", + "MIMcn = xr.combine_by_coords([MIMcn1,MIMcn2], compat='override',data_vars='all',combine_attrs='override')\n", + "MIMc = xr.combine_by_coords([MIMc1, MIMc2] , compat='override',data_vars='all',combine_attrs='override')\n", + "print('-- read in daily dataset -- ')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "#MIMcn" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Sum soil C & N pools" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Single annual cycle:\n", + "CAScn = utils.sum_pools(CAScn,'cas',CN='True')\n", + "CASc = utils.sum_pools(CASc, 'cas',CN='False')\n", + "MIMcn = utils.sum_pools(MIMcn,'mim',CN='True')\n", + "MIMc = utils.sum_pools(MIMc, 'mim',CN='False')\n", + "\n", + "# Full transient time series (annual mean) \n", + "CAScnANN = utils.sum_pools(CAScnANN,'cas',CN='True')\n", + "CAScANN = utils.sum_pools(CAScANN, 'cas',CN='False')\n", + "MIMcnANN = utils.sum_pools(MIMcnANN,'mim',CN='True')\n", + "MIMcANN = utils.sum_pools(MIMcANN, 'mim',CN='False')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Mask out low productivity grids (where NPP<10 gC/m2/y)\n", + "- Use mean of first 20 years from MIMICScn run to ensure same mask for all simulations" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "minNPP = 10/365 # npp given in gC/m2/d\n", + "initNPP = MIMcnANN.cnpp.isel(time=slice(0,20)).mean(dim='time')\n", + "#print(initNPP) \n", + "MIMcnANN = MIMcnANN.where(initNPP>minNPP)\n", + "CAScnANN = CAScnANN.where(initNPP>minNPP)\n", + "CAScANN = CAScANN.where(initNPP>minNPP)\n", + "MIMcANN = MIMcANN.where(initNPP>minNPP)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mean MICc:SOMc 0.82326907\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# QUICK LOOK AT MEAN NEP, 1901-1920, converted to gC/m2/y\n", + "(MIMcnANN.relMIC.isel(time=slice(0,20)).mean(dim='time')).plot(robust=True);\n", + "print('mean MICc:SOMc '+str(\n", + " (MIMcnANN.relMIC.isel(time=0)*MIMcnANN.landarea/MIMcnANN.landarea.sum()).sum().values))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculate zonal means" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "zon_meanCNmim = MIMcnANN.mean(dim='lon') \n", + "zon_meanCNcas = CAScnANN.mean(dim='lon')\n", + "zon_meanCcas = CAScANN.mean(dim='lon') \n", + "zon_meanCmim = MIMcANN.mean(dim='lon') \n", + "\n", + "# strings for labeling panels\n", + "panel = ['(a)','(b)','(c)','(d)','(e)','(f)','(g)','(h)','(i)','(j)','(k)','(l)'] " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read observations:\n", + "- Microbial C and C:N, Xu et al. 2013 https://doi-org.cuucar.idm.oclc.org/10.1111/geb.12029, avail @ https://doi.org/10.3334/ORNLDAAC/1264\n", + "- Soil C:N_GSDE, Shangguan et al. 2014, doi:10.1002/2013MS000293, avail @ http://globalchange.bnu.edu.cn/research/soilwd.jsp, \n", + "- Soil C HWSD and NCSCD\n", + "- HR Hashimoto et al Biogeosciences 12: 4121-4132. doi:10.5194/bg-12-4121-2015, downloaded from http://cse.ffpri.affrc.go.jp/shojih/data/index.html" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "max soil C:N 5353.0\n", + "\n", + "-- read in observed data -- \n" + ] + } + ], + "source": [ + "obsIn = \"/project/tss/wwieder/soilCN/global_run/\"\n", + "\n", + "xuMic = obsIn+'GLOBAL_MICROBIAL_BIOMASS_C_N_P_1264/data/Global_Soil_Microbial_BiomassCN.nc'\n", + "dsXu = xr.open_mfdataset(xuMic, decode_times=True,combine='by_coords')\n", + "#dsXu.CN100cm.plot(robust=True);\n", + "\n", + "GSDE = obsIn+'GSDE/'\n", + "GSDEoc = xr.open_mfdataset(GSDE+'OC5min.nc', decode_times=True,combine='by_coords')\n", + "GSDEtn = xr.open_mfdataset(GSDE+'TN5min.nc', decode_times=True,combine='by_coords')\n", + "GSDEoc['CN'] = GSDEoc.OC / GSDEtn.TN.where(GSDEtn.TN>0)\n", + "GSDEoc['CNmean'] = GSDEoc.CN.where(GSDEoc.depth<=100).mean(dim='depth')\n", + "print('max soil C:N '+str(GSDEoc['CNmean'].max().values))\n", + "#mask out silly values\n", + "GSDEoc['CNmean2'] = GSDEoc['CNmean'].where(GSDEoc['CNmean']<150)\n", + "\n", + "HWSD = obsIn+'input_data/Soil_obs.nc'\n", + "dsOBS = xr.open_mfdataset(HWSD, decode_times=True,combine='by_coords')\n", + "\n", + "NCSCD = obsIn+'input_data/NCSCD_Circumarctic_100cmSOCC_025deg.nc'\n", + "dsNCSCD = xr.open_mfdataset(NCSCD, decode_times=True,combine='by_coords')\n", + "\n", + "dsHR = xr.open_mfdataset((obsIn+'RH_yr_Hashimoto2015.nc'), decode_times=False,combine='by_coords' )\n", + "#dims = time, lev, lat, lon gC/m2/y\n", + "\n", + "dsOBS['HWSD_SOCall'] = dsOBS.HWSD_SOC.sum(dim='nlevsoi').where(dsOBS.HWSD_SOC.isel(nlevsoi=0)>0)\n", + "dsOBS['HWSD_SOCall'].attrs = dsOBS.HWSD_SOC.attrs\n", + "#dsOBS.HWSD_SOCall.plot();\n", + "zon_meanOBS = dsOBS.mean(dim='lon') * 1000 #gC/m2\n", + "zon_stdOBS = dsOBS.std(dim='lon') * 1000 #gC/m2\n", + "print('')\n", + "print('-- read in observed data -- ')\n", + "#dsNCSCD.NCSCD_SOC" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "GSDEoc['CNmean'].plot(vmax=200);\n", + "#CNtemp = xr.concat([GSDEoc['CNmean'],GSDEoc['CNmean2']],'soilCN')\n", + "#print(CNtemp)\n", + "#simple = CNtemp.plot(col=\"soilCN\", col_wrap=2,robust=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot zonal means for models and observations" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n", + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/xarray/coding/variables.py:141: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " condition |= data == fv\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "tPlot = 0 #time period to plot\n", + "fig, (ax1, ax2, ax3, ax4, ax5) = plt.subplots(1, 5, sharey=True, figsize=[20,8])\n", + "# Remove space between axes\n", + "fig.subplots_adjust(hspace=0, wspace=0.05)\n", + "color = ['tab:blue','tab:orange'] # for MIM, CAS\n", + "linestyle= ['-', '--'] # for CN, Conly\n", + "\n", + "# SOC\n", + "labels = ['MIMICS-CN','MIMICS-C','CASA-CN','CASA-C','NCSCD','HWSD']\n", + "ax1.plot(zon_meanCNmim.get('cTOT').isel(time=tPlot), zon_meanCNmim.lat,lw=3,color=color[0],linestyle=linestyle[0])\n", + "ax1.plot(zon_meanCmim.get('cTOT').isel(time=tPlot), zon_meanCmim.lat, lw=3,color=color[0],linestyle=linestyle[1])\n", + "ax1.plot(zon_meanCNcas.get('cTOT').isel(time=tPlot), zon_meanCNcas.lat,lw=2,color=color[1],linestyle=linestyle[0])\n", + "ax1.plot(zon_meanCcas.get('cTOT').isel(time=tPlot), zon_meanCcas.lat, lw=2,color=color[1],linestyle=linestyle[1])\n", + "ax1.plot((dsNCSCD.NCSCD_SOC.mean(dim='lon')*1e2), dsNCSCD.lat,lw=3, color='k') #convert kgC to gC/m2\n", + "ax1.plot(zon_meanOBS.get('HWSD_SOCall'), zon_meanOBS.lat,lw=2, color='k',linestyle='--')\n", + "ax1.fill_betweenx(zon_meanOBS.lat,\n", + " zon_meanOBS.get('HWSD_SOCall') + zon_stdOBS.get('HWSD_SOCall'), \n", + " zon_meanOBS.get('HWSD_SOCall') - zon_stdOBS.get('HWSD_SOCall'),\n", + " alpha=0.2, color='k')\n", + "\n", + "ax1.set_xlabel('Soil C stock (gC $\\mathregular{m^{-2}}$)', fontsize='x-large')\n", + "ax1.set_ylabel('Latitude', fontsize='x-large');\n", + "ax1.legend(labels=labels, frameon = False, fontsize='medium',loc=4)\n", + "ax1.set_ylim(-50, 85)\n", + "\n", + "# MICc\n", + "v = 'cMICtot' # 'cnTOT' 'nMineral' 'cSOMc' 'MICrK' 'cnMIC' 'relMIC' 'specRESP'\n", + "ax2.plot(zon_meanCNmim.get(v).isel(time=tPlot), zon_meanCNmim.lat,lw=3,color=color[0],linestyle=linestyle[0])\n", + "ax2.plot(zon_meanCmim.get(v).isel(time=tPlot), zon_meanCmim.lat,lw=3,color=color[0],linestyle=linestyle[1])\n", + "ax2.plot(dsXu.SMC100cm.mean(dim='lon'), dsXu.lat,lw=3, color='k')\n", + "ax2.fill_betweenx(dsXu.lat, #add SD by lat\n", + " dsXu.SMC100cm.mean(dim='lon') + dsXu.SMC100cm.std(dim='lon'), \n", + " dsXu.SMC100cm.mean(dim='lon') - dsXu.SMC100cm.std(dim='lon'),\n", + " alpha=0.2, color='k')\n", + "ax2.set_xlabel('Microbial C (gC $\\mathregular{m^{-2}}$)', fontsize='x-large');\n", + "labels = ['MIMICS-CN','MIMICS-C','Xu et al. 2013']\n", + "ax2.legend(labels=labels, frameon = False, fontsize='medium',loc=4)\n", + "\n", + "# HR\n", + "labels = ['MIMICS-CN','MIMICS-C','CASA-CN','CASA-C','Hashimoto']\n", + "ax3.plot(zon_meanCNmim.get('cresp').isel(time=tPlot)*365, zon_meanCNmim.lat, lw=3,color=color[0],linestyle=linestyle[0])\n", + "ax3.plot(zon_meanCmim.get('cresp').isel(time=tPlot)*365, zon_meanCmim.lat, lw=3,color=color[0],linestyle=linestyle[1])\n", + "ax3.plot(zon_meanCNcas.get('cresp').isel(time=tPlot)*365, zon_meanCNcas.lat, lw=2,color=color[1],linestyle=linestyle[0])\n", + "ax3.plot(zon_meanCcas.get('cresp').isel(time=tPlot)*365, zon_meanCcas.lat, lw=2,color=color[1],linestyle=linestyle[1])\n", + "#ax3.plot(zon_meanCNmim.get('cnpp').isel(time=tPlot)*365, zon_meanCNmim.lat, lw=2,color='red',linestyle=linestyle[0])\n", + "ax3.plot(dsHR.co2.isel(time=-1,lev=0).mean(dim='lon'), dsHR.lat,lw=3, color='k')\n", + "ax3.fill_betweenx(dsHR.lat, #add SD by lat\n", + " dsHR.co2.isel(time=-1,lev=0).mean(dim='lon') + dsHR.co2.isel(time=-1,lev=0).std(dim='lon'), \n", + " dsHR.co2.isel(time=-1,lev=0).mean(dim='lon') - dsHR.co2.isel(time=-1,lev=0).std(dim='lon'),\n", + " alpha=0.2, color='k')\n", + "ax3.set_xlabel('HR (gC $\\mathregular{m^{-2 } y^{-1}}$)', fontsize='x-large')\n", + "ax3.legend(labels=labels, frameon = False, fontsize='medium',loc=1)\n", + "\n", + "# Soil C:N\n", + "labels = ['MIMICS-CN','CASA-CN','GSDE']\n", + "v ='cnTOT' #'nMineral' 'cSOMc' 'MICrK' 'cnMIC' 'relMIC' 'specRESP'\n", + "ax4.plot(zon_meanCNmim.get(v).isel(time=tPlot), zon_meanCNmim.lat,lw=3,color=color[0],linestyle=linestyle[0])\n", + "ax4.plot(zon_meanCNcas.get(v).isel(time=tPlot), zon_meanCmim.lat,lw=3,color=color[1],linestyle=linestyle[0])\n", + "ax4.plot(GSDEoc['CNmean2'].mean(dim='lon'), GSDEoc.lat,lw=2, color='k')\n", + "#ax4.plot(GSDEoc['CNmean'].mean(dim='lon'), GSDEoc.lat,lw=2, color='r')\n", + "ax4.fill_betweenx(GSDEoc.lat, #add SD by lat\n", + " GSDEoc['CNmean2'].mean(dim='lon') + GSDEoc['CNmean2'].std(dim='lon'), \n", + " GSDEoc['CNmean2'].mean(dim='lon') - GSDEoc['CNmean2'].std(dim='lon'),\n", + " alpha=0.2, color='k')\n", + "ax4.set_xlabel('Total SOM C:N', fontsize='x-large');\n", + "ax4.legend(labels=labels, frameon = False, fontsize='medium',loc=0)\n", + "\n", + "# MIC C:N\n", + "v5 = 'cnMIC' # 'cnLIT',cnTOT' 'nMineral' 'cSOMc' 'MICrK' 'cnMIC' 'relMIC' 'specRESP'\n", + "ax5.plot(zon_meanCNmim.get(v5).isel(time=tPlot), zon_meanCNmim.lat, lw=3,color=color[0],linestyle=linestyle[0])\n", + "#ax5.plot(zon_meanCNcas.get(v5).isel(time=tPlot), zon_meanCmim.lat, lw=3,color=color[1],linestyle=linestyle[0])\n", + "ax5.plot(dsXu.CN100cm.mean(dim='lon'), dsXu.lat,lw=2, color='k')\n", + "ax5.fill_betweenx(dsXu.lat, #add SD by lat\n", + " dsXu.CN100cm.mean(dim='lon') + dsXu.CN100cm.std(dim='lon'), \n", + " dsXu.CN100cm.mean(dim='lon') - dsXu.CN100cm.std(dim='lon'),\n", + " alpha=0.2, color='k')\n", + "ax5.set_xlabel('Microbial C:N', fontsize='x-large');\n", + "labels = ['MIMICS-CN','Xu et al. 2013']\n", + "ax5.legend(labels=labels, frameon = False, fontsize='medium',loc=0);\n", + "\n", + "# add panel labels\n", + "ax1.annotate(panel[0], xy=(0.07, 0.97), xycoords=ax1.transAxes, ha='center', va='center',fontsize=16) \n", + "ax2.annotate(panel[1], xy=(0.07, 0.97), xycoords=ax2.transAxes, ha='center', va='center',fontsize=16) \n", + "ax3.annotate(panel[2], xy=(0.07, 0.97), xycoords=ax3.transAxes, ha='center', va='center',fontsize=16) \n", + "ax4.annotate(panel[3], xy=(0.07, 0.97), xycoords=ax4.transAxes, ha='center', va='center',fontsize=16) \n", + "ax5.annotate(panel[4], xy=(0.07, 0.97), xycoords=ax5.transAxes, ha='center', va='center',fontsize=16); \n", + "\n", + "plt.savefig(path+MIMsimCN+'/figs/'+MIMsimCN+'_Fig_1_ZonalSOM.pdf')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure 1.** Zonal mean plots for MIMICS and CASA simulations (blue and orange lines, respectively) with coupled CN biogeochemistry and C-only configuration (solid and dashed lines, respectively) and relevant observations, (black lines with grey shading showing +/- 1 sigma of mean). Panels show (a) initial soil C stocks (gC m-2, 0-100 cm depth), (b) soil microbial biomass C stocks (gC m-2, 0-100 cm depth), (c) soil heterotrophic respiration fluxes (gC m-2 y-1), (d) soil organic matter C:N ratio, and (e) microbial biomass C:N ratios. See text for references of observations used in this analysis.\n", + "\n", + "- Models show good agreement of stocks & fluxes \n", + "- MIMICS-cn shows weak latitudal variation in soil and microbial C:N. CASA captures is because it uses a pft defined soil C:N" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## TODO, used code below to write out table of global means?\n", + "- Table 1: Initial stocks & fluxes (1901-1920 means)\n", + "- Table 2: Change in global stocks and fluxes (mean 2000-2014)\n", + "GPP, NPP, HR, Soil C, microbial biomass, MIC:SOM, SOM C:N, microbial C:N" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "106.1\n" + ] + } + ], + "source": [ + "def globalSum ( varIn, area=MIMcnANN.landarea *1e6, timeC=1, conversion=1e-15, units=None, pt=False):\n", + " \"Global weighted sum of fluxes & states\"\n", + " temp = varIn * area \n", + " temp = temp.sum(dim=('lat','lon')) * conversion * timeC\n", + " if pt==True:\n", + " print(varIn.attrs['long_name']+' '+str(np.round(temp.values,1))+' Pg C')\n", + " return(temp)\n", + "\n", + "def globalMean ( varIn, area=MIMcnANN.landarea *1e6, timeC=1, conversion=1, units=None, pt=False):\n", + " \"Global weighted mean\"\n", + " temp = varIn * area / area.sum()\n", + " temp = temp.sum(dim=('lat','lon')) * conversion * timeC\n", + " if pt==True:\n", + " print(varIn.attrs['long_name']+' '+str(np.round(temp.values,1))+' Pg C')\n", + " return(temp)\n", + "\n", + "d2y = 365\n", + "#MIMcnANN['cgpp'].isel(time=slice(0,20)).mean('time')\n", + "print(np.round(globalSum(MIMcnANN['cgpp'].isel(time=slice(0,20)).mean('time'),timeC=d2y, pt=False),1).values)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "initial state\n", + " MIMcn MIMc CAScn CASc\n", + "cgpp 106.10 106.100 106.1 106.1\n", + "cnpp 37.30 42.000 38.9 42.0\n", + "cresp 37.30 42.000 38.9 42.0\n", + "cTOT 1713.00 1582.000 885.0 997.0\n", + "cMICtot 13.00 14.800 NaN NaN\n", + "relMIC 0.84 0.925 NaN NaN\n", + "nNetMineralization 853.00 NaN 887.0 NaN\n", + "cnTOT 9.40 NaN 18.9 NaN\n", + "cnMIC 6.80 NaN NaN NaN\n", + "Change by 2014\n", + " MIMcn MIMc CAScn CASc\n", + "cgpp 15.500 15.500 15.5 15.5\n", + "cnpp 5.200 5.600 5.1 5.6\n", + "cresp 4.800 5.700 4.5 4.9\n", + "cTOT 1.000 -24.000 6.0 6.0\n", + "cMICtot 0.800 1.200 NaN NaN\n", + "relMIC 0.051 0.077 NaN NaN\n", + "nNetMineralization 108.000 NaN 107.0 NaN\n", + "cnTOT 0.000 NaN -0.1 NaN\n", + "cnMIC 0.000 NaN NaN NaN\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " MIMcn MIMc CAScn CASc\n", + "cgpp 14.608860 14.608860 14.608860 14.608860\n", + "cnpp 13.941019 13.333333 13.110540 13.333333\n", + "cresp 12.868633 13.571429 11.568123 11.666667\n", + "cTOT 0.058377 -1.517067 0.677966 0.601805\n", + "cMICtot 6.153846 8.108108 NaN NaN\n", + "relMIC 6.071429 8.324324 NaN NaN\n", + "nNetMineralization 12.661196 NaN 12.063134 NaN\n", + "cnTOT 0.000000 NaN -0.529101 NaN\n", + "cnMIC 0.000000 NaN NaN NaN" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "row_names = ['cgpp','cnpp','cresp','cTOT','cMICtot','relMIC','nNetMineralization','cnTOT','cnMIC']\n", + "data_in = [MIMcnANN,MIMcANN,CAScnANN,CAScANN]\n", + "col_names = ['MIMcn','MIMc','CAScn','CASc']\n", + "nrow = len(row_names)\n", + "ncol = len(col_names)\n", + "init_table = np.empty((nrow,ncol))\n", + "fin_table = np.empty((nrow,ncol))\n", + "\n", + "for i in range(ncol):\n", + " for j in range(nrow):\n", + " din = data_in[i].isel(time=slice(0,20)).mean('time') \n", + " din2 = data_in[i].isel(time=slice(-20,None)).mean('time') \n", + " #convert fluxes appropriately\n", + " if j <=2:\n", + " init_table[j,i] = np.round(globalSum(din[row_names[j]],timeC=d2y, pt=False),1).values\n", + " fin_table[j,i] = np.round(globalSum(din2[row_names[j]],timeC=d2y, pt=False),1).values \n", + " # soil C stocks\n", + " if j == 3:\n", + " init_table[j,i] = np.round(globalSum(din[row_names[j]],pt=False),0).values\n", + " fin_table[j,i] = np.round(globalSum(din2[row_names[j]],pt=False),0).values\n", + " # MIC C stocks, Pg C\n", + " if j == 4 :\n", + " if i <= 1:\n", + " init_table[j,i] = np.round(globalSum(din[row_names[j]],pt=False),1).values\n", + " fin_table[j,i] = np.round(globalSum(din2[row_names[j]],pt=False),1).values\n", + " else: \n", + " init_table[j,i] = np.nan\n", + " fin_table[j,i] = np.nan \n", + " if j == 5 :\n", + " if i <= 1:\n", + " init_table[j,i] = np.round(globalMean(din[row_names[j]],pt=False),3).values\n", + " fin_table[j,i] = np.round(globalMean(din2[row_names[j]],pt=False),3).values\n", + " else: \n", + " init_table[j,i] = np.nan\n", + " fin_table[j,i] = np.nan \n", + "\n", + " # net Mineraliztion, Tg N / year\n", + " if j == 6 :\n", + " if i == 0 or i == 2 :\n", + " init_table[j,i] = np.round(globalSum(din[row_names[j]],timeC=d2y, conversion=1e-12, pt=False),0).values\n", + " fin_table[j,i] = np.round(globalSum(din2[row_names[j]],timeC=d2y, conversion=1e-12, pt=False),0).values\n", + " else: \n", + " init_table[j,i] = np.nan \n", + " fin_table[j,i] = np.nan \n", + "\n", + " # soil C:N\n", + " if j == 7 :\n", + " if i == 0 or i == 2 :\n", + " init_table[j,i] = np.round(globalMean(din[row_names[j]],pt=False),1).values\n", + " fin_table[j,i] = np.round(globalMean(din2[row_names[j]],pt=False),1).values\n", + " else: \n", + " fin_table[j,i] = np.nan \n", + " init_table[j,i] = np.nan \n", + " # MIC C:N\n", + " if j == 8 :\n", + " if i == 0 :\n", + " init_table[j,i] = np.round(globalMean(din[row_names[j]],pt=False),1).values\n", + " fin_table[j,i] = np.round(globalMean(din2[row_names[j]],pt=False),1).values\n", + " else:\n", + " init_table[j,i] = np.nan \n", + " fin_table[j,i] = np.nan \n", + "\n", + "change_table = fin_table - init_table\n", + "percent_table = 100* fin_table / init_table - 100\n", + "print('initial state')\n", + "print(pd.DataFrame(init_table, index=row_names, columns=col_names))\n", + "print('Change by 2014')\n", + "print(pd.DataFrame(change_table, index=row_names, columns=col_names))\n", + "pd.DataFrame(percent_table, index=row_names, columns=col_names)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "pd.DataFrame(init_table, index=row_names, columns=col_names).to_excel(\"Table1.xlsx\") \n", + "pd.DataFrame(change_table, index=row_names, columns=col_names).to_excel(\"Table2.xlsx\") " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MIMICS cn\n", + "gross primary production 105.1 Pg C\n", + "net primary production 36.0 Pg C\n", + "total soil C 1714.0 Pg C\n", + "total soil C 1713.4 Pg C\n", + "total ecosystem C 2016.0 Pg C\n", + "soil heterotrophic respiration 37.8 Pg C\n", + "soil heterotrophic respiration 37.2 Pg C\n", + "sum of MIC pools 13.0 Pg C\n", + "sum of MIC pools 13.8 Pg C\n", + "MIMICS Conly\n", + "total soil C 1584.1 Pg C\n", + "CASA cn\n", + "total soil C 885.7 Pg C\n", + "CASA Conly\n", + "total soil C 997.6 Pg C\n" + ] + }, + { + "data": { + "text/html": [ + "
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<xarray.DataArray ()>\n",
+       "array(0.39396633)\n",
+       "Coordinates:\n",
+       "    time     float32 2014.5013
" + ], + "text/plain": [ + "\n", + "array(0.39396633)\n", + "Coordinates:\n", + " time float32 2014.5013" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print('MIMICS cn')\n", + "globalSum(MIMcnANN['cgpp'].isel(time=0),timeC=d2y, pt=True)\n", + "globalSum(MIMcnANN['cnpp'].isel(time=0),timeC=d2y, pt=True)\n", + "globalSum(MIMcnANN['cTOT'].isel(time=0), pt=True);\n", + "globalSum(MIMcnANN['cTOT'].isel(time=1), pt=True);\n", + "globalSum(MIMcnANN['cECO'].isel(time=0), pt=True);\n", + "globalSum(MIMcnANN['cresp'].isel(time=0), timeC=d2y, pt=True);\n", + "globalSum(MIMcnANN['cresp'].isel(time=1), timeC=d2y, pt=True);\n", + "globalSum(MIMcnANN['cMICtot'].isel(time=0), pt=True);\n", + "globalSum(MIMcnANN['cMICtot'].isel(time=-1), pt=True);\n", + "#print(MIMcnANN)\n", + "\n", + "print('MIMICS Conly')\n", + "globalSum(MIMcANN['cTOT'].isel(time=0), pt=True);\n", + "\n", + "print('CASA cn')\n", + "globalSum(CAScnANN['cTOT'].isel(time=0), pt=True);\n", + "print('CASA Conly')\n", + "globalSum(CAScANN['cTOT'].isel(time=0), pt=True);\n", + "\n", + "\n", + "globalSum(CAScANN['cnpp'].isel(time=-1),timeC=d2y, pt=False) / \\\n", + " globalSum(CAScANN['cgpp'].isel(time=-1),timeC=d2y, pt=False)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Look at changes over historical period" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "MIMcnANN['Nlimit'] = MIMcANN['cnpp'] - MIMcnANN['cnpp']\n", + "CAScnANN['Nlimit'] = CAScANN['cnpp'] - CAScnANN['cnpp']\n", + "MIMcnANN['relNlimit'] = MIMcnANN['cnpp'] / MIMcANN['cnpp']\n", + "CAScnANN['relNlimit'] = CAScnANN['cnpp'] / CAScANN['cnpp']\n", + "\n", + "MIMcnANN['Nlimit'].attrs['long_name'] = 'N limitation of NPP'\n", + "MIMcnANN['Nlimit'].attrs['units'] = MIMcnANN['cnpp'].attrs['units']\n", + "\n", + "CAScnANN['Nlimit'].attrs['long_name'] = 'N limitation of NPP'\n", + "CAScnANN['Nlimit'].attrs['units'] = CAScnANN['cnpp'].attrs['units']\n", + "\n", + "MIMcnANN['relNlimit'].isel(time=-1).plot(vmax=0.6,vmin=1.);" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "model = ['MIMICS-CN','MIMICS-C','CASA-CN','CASA-C']\n", + "var = ['cgpp','cnpp','cresp','cTOT','Nlimit',\n", + " 'nNetMineralization','nMineral','NEP']\n", + "\n", + "nvar = len(var)\n", + "timeC = [365,365,365,1,365,\n", + " 365,1,365]\n", + "conversion = [1e-15,1e-15,1e-15,1e-15,1e-15,\n", + " 1e-12,1e-12,1e-15]\n", + "units = ['(Pg C/y)','(Pg C/y)','(Pg C/y)','(Pg C)','(Pg C/y)',\n", + " '(Tg N/y)','(Tg N)','(Pg C/y)']\n", + "\n", + "fig = plt.figure(figsize=[18,15])\n", + " \n", + "for i in range(nvar):\n", + " ax = fig.add_subplot(3, 3, (i+1))\n", + " ax.yaxis.set_ticks_position('both')\n", + " ax.set_ylabel(MIMcnANN[var[i]].attrs['long_name']+' '+units[i])\n", + " ax.plot(MIMcnANN.time, globalSum(MIMcnANN[var[i]],timeC=timeC[i],conversion=conversion[i]), \n", + " lw=3,color=color[0],linestyle=linestyle[0])\n", + " if (i<=3) | (i>=7): \n", + " ax.plot(MIMcANN.time, globalSum(MIMcANN[var[i]],timeC=timeC[i],conversion= conversion[i]), \n", + " lw=3,color=color[0],linestyle=linestyle[1])\n", + "\n", + " ax.plot(CAScnANN.time, globalSum(CAScnANN[var[i]],timeC=timeC[i],conversion=conversion[i]), \n", + " lw=3,color=color[1],linestyle=linestyle[0])\n", + " if (i<=3) | (i>=7): \n", + " ax.plot(CAScANN.time, globalSum(CAScANN[var[i]],timeC=timeC[i],conversion= conversion[i]), \n", + " lw=3,color=color[1],linestyle=linestyle[1])\n", + " \n", + " if i<2:\n", + " ax.legend(labels=model, frameon = False, fontsize='medium')\n", + "\n", + "ax = fig.add_subplot(3, 3, 9)\n", + "i = 7 \n", + "print([var[i]])\n", + "ax.yaxis.set_ticks_position('both')\n", + "ax.set_ylabel('Cumulative '+var[i]+' (Pg C)')\n", + "ax.plot(MIMcnANN.time, np.cumsum(globalSum(MIMcnANN[var[i]],timeC=timeC[i],conversion=conversion[i]).values), \n", + " lw=3,color=color[0],linestyle=linestyle[0])\n", + "ax.plot(MIMcANN.time, np.cumsum(globalSum(MIMcANN[var[i]],timeC=timeC[i],conversion=conversion[i]).values), \n", + " lw=3,color=color[0],linestyle=linestyle[1])\n", + "ax.plot(CAScnANN.time, np.cumsum(globalSum(CAScnANN[var[i]],timeC=timeC[i],conversion=conversion[i]).values), \n", + " lw=3,color=color[1],linestyle=linestyle[0])\n", + "ax.plot(CAScANN.time, np.cumsum(globalSum(CAScANN[var[i]],timeC=timeC[i],conversion=conversion[i]).values), \n", + " lw=3,color=color[1],linestyle=linestyle[1])\n", + "ax.legend(labels=model, frameon = False, fontsize='medium');\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure X** trends in ecosystem C & N fluxes and pools over the historical period simulated by MIMICS and CASA (blue and orange lines, respectively), with coupled C-N biogeochemistry and C-only configuration (solid and dashed lines, respectively).\n", + "- **MIMICS seems to show evidence of priming in second half of simulation, increasing HR and Nmin rates faster than CASA?**\n", + "- Both N models have a higher cumulative NEP, but changes w/ MIMICS-CN are greater.\n", + "- Implies longer MRT of soil C pools in CN models, relative to their C-only counterparts \n", + "- **OR** larger increases in NPP from regions experiencing N limitation (relative to the C only model). \n", + "- From change time series below, seems like the biggest differences are in HR (not NPP)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "cumMIMcn = MIMcnANN['NEP'].cumsum(dim='time').isel(time=-1)\n", + "cumCAScn = CAScnANN['NEP'].cumsum(dim='time').isel(time=-1)\n", + "cumMIMc = MIMcANN['NEP'].cumsum(dim='time').isel(time=-1)\n", + "cumCASc = CAScANN['NEP'].cumsum(dim='time').isel(time=-1)\n", + "cumNEP = xr.concat([cumMIMcn,cumCAScn,cumMIMc,cumCASc], 'cumNEP')\n", + "cumNEP['cumNEP'] = ['MIMcn','CAScn','MIMc','CASc']\n", + "g_simple = cumNEP.plot(x=\"lon\", y=\"lat\", col=\"cumNEP\", vmax=6, vmin=-6,figsize=[12,8],col_wrap=2,cmap=\"RdBu_r\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Differences in NEP CN-Conly\n", + "MIMcn_CAScn =(MIMcnANN['NEP'].cumsum(dim='time')-CAScnANN['NEP'].cumsum(dim='time'))\n", + "MIMcn_MIMc = (MIMcnANN['NEP'].cumsum(dim='time')-MIMcANN['NEP'].cumsum(dim='time'))\n", + "CAScn_CASc =(CAScnANN['NEP'].cumsum(dim='time')-CAScANN['NEP'].cumsum(dim='time'))\n", + "\n", + "cn_c = xr.concat([MIMcn_CAScn,MIMcn_MIMc,CAScn_CASc], 'cumNEP_diff')\n", + "cn_c['cumNEP_diff'] = ['MIMcn-CAScn','MIMcn-MIMc','CAScn-CASc']\n", + "g_simple = cn_c.isel(time=-1).plot(x=\"lon\", y=\"lat\", col=\"cumNEP_diff\", vmax=2, vmin=-2,col_wrap=3,figsize=[16,5],cmap=\"RdBu_r\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure y** N effects on cumulative NEP (1901-2014) \n", + "- MIMICS with less net land uptake than CASA (left) \n", + "- Biggest differences in cumulative NEP in MIMICS across arctic and boreal forests (middle), \n", + "- CASA effects of N limitation on cumulative land C uptake are weaker (right) \n", + "\n", + "Are changes really just reflecting the degree of initial N limitation in CN models?" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['NEP']\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=[18,15]);\n", + "t = 20\n", + " \n", + "for i in range(nvar):\n", + " ax = fig.add_subplot(3, 3, (i+1))\n", + " ax.yaxis.set_ticks_position('both')\n", + " daMIMcn = globalSum(MIMcnANN[var[i]],timeC=timeC[i],conversion=conversion[i])\n", + " daCAScn = globalSum(CAScnANN[var[i]],timeC=timeC[i],conversion=conversion[i])\n", + " ax.set_ylabel('Change '+MIMcnANN[var[i]].attrs['long_name']+' '+units[i])\n", + " ax.plot(daMIMcn.time, (daMIMcn-daMIMcn.isel(time=slice(0,t)).mean()),\n", + " lw=3,color=color[0],linestyle=linestyle[0]) \n", + " if (i<=3) | (i==7): \n", + " daMIMc = globalSum(MIMcANN[var[i]],timeC=timeC[i],conversion=conversion[i])\n", + " ax.plot(daMIMc.time, (daMIMc-daMIMc.isel(time=slice(0,t)).mean()), \n", + " lw=3,color=color[0],linestyle=linestyle[1]) \n", + "\n", + " ax.plot(daCAScn.time,(daCAScn-daCAScn.isel(time=slice(0,t)).mean()), \n", + " lw=3,color=color[1],linestyle=linestyle[0]) \n", + " if (i<=3) | (i==7): \n", + " daCASc = globalSum(CAScANN[var[i]],timeC=timeC[i],conversion=conversion[i])\n", + " ax.plot(daCASc.time, (daCASc-daCASc.isel(time=slice(0,t)).mean()), \n", + " lw=3,color=color[1],linestyle=linestyle[1]) \n", + " if i==0:\n", + " ax.legend(labels=model, frameon = False, fontsize='medium')\n", + "\n", + "ax=fig.add_subplot(3, 3, 9)\n", + "i = 7 \n", + "print([var[i]])\n", + "ax.yaxis.set_ticks_position('both')\n", + "ax.set_ylabel('Cumulative '+var[i]+' (Pg C)')\n", + "ax.plot(MIMcnANN.time, np.cumsum(globalSum(MIMcnANN[var[i]],timeC=timeC[i],conversion=conversion[i]).values), \n", + " lw=3,color=color[0],linestyle=linestyle[0])\n", + "ax.plot(MIMcANN.time, np.cumsum(globalSum(MIMcANN[var[i]],timeC=timeC[i],conversion=conversion[i]).values), \n", + " lw=3,color=color[0],linestyle=linestyle[1])\n", + "ax.plot(CAScnANN.time, np.cumsum(globalSum(CAScnANN[var[i]],timeC=timeC[i],conversion=conversion[i]).values), \n", + " lw=3,color=color[1],linestyle=linestyle[0])\n", + "ax.plot(CAScANN.time, np.cumsum(globalSum(CAScANN[var[i]],timeC=timeC[i],conversion=conversion[i]).values), \n", + " lw=3,color=color[1],linestyle=linestyle[1])\n", + "ax.legend(labels=model, frameon = False, fontsize='medium');\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure X** Changes in ecosystem C & N fluxes and pools, relative to initial conditions, over the historical period \n", + "simulated by MIMICS and CASA (blue and orange lines, respectively), with coupled C-N biogeochemistry and C-only \n", + "configuration (solid and dashed lines, respectively).\n", + "- **MIMICS seems to show evidence of priming in second half of simulation, increasing HR and Nmin rates faster than CASA?**\n", + "- Does this influence N limitation in regions where SOM turnover is accelerating?\n", + "- Greater IAV of C&N fluxes from MIMICS, it would be interesting to see the source & driver of this variability (temp, moisture, productivity)." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Initial N limitation \n", + "INIT = xr.concat([MIMcnANN['Nlimit'].isel(time=slice(0,20)).mean(dim='time')*365,\n", + " CAScnANN['Nlimit'].isel(time=slice(0,20)).mean(dim='time')*365], 'INIT')\n", + "INIT['INIT'] = ['MIMcn','CAScn']\n", + "g_simple = INIT.plot(x=\"lon\", y=\"lat\", col=\"INIT\", col_wrap=2,figsize=[10,4],robust=True)\n", + "# vmax=35,vmin=-35);\n", + "#MIMcnANN['Nlimit'].isel(time=-1).plot();" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# look at spatial maps of changes in N limitation 1995:2014 mean - 1901:1920 mean\n", + "deltaMIMcn = MIMcnANN.isel(time=slice(-20,None)).mean(dim='time') - \\\n", + " MIMcnANN.isel(time=slice(0,20)).mean(dim='time') \n", + "deltaCAScn = CAScnANN.isel(time=slice(-20,None)).mean(dim='time') - \\\n", + " CAScnANN.isel(time=slice(0,20)).mean(dim='time') \n", + "# Concat files for simple plotting, \n", + "plotVar = ['nNetMineralization','Nlimit','cnpp','cTOT']\n", + "dHist = xr.concat([deltaMIMcn[plotVar],deltaCAScn[plotVar]], 'deltaHist')\n", + "\n", + "# Convert daily mean difference in fluxes to gC/m2/y\n", + "for i in range(3):\n", + " dHist[plotVar[i]] = dHist[plotVar[i]] * 365\n", + "dHist['deltaHist'] = ['MIMcn','CAScn']\n", + "g_simple = (dHist[plotVar[0]]).plot(x=\"lon\", y=\"lat\", col=\"deltaHist\", col_wrap=2,figsize=[10,4],cmap=\"RdBu_r\", robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "g_simple = dHist[plotVar[1]].plot(x=\"lon\", y=\"lat\", col=\"deltaHist\", col_wrap=2,figsize=[10,4],cmap=\"RdBu_r\", robust=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#dHist.mean(dim='lon').isel(deltaHist=i)\n", + "fig = plt.figure(figsize=[8,8]);\n", + "t = 20\n", + " \n", + "for i in range(len(plotVar)):\n", + " ax = fig.add_subplot(2, 2, (i+1))\n", + " for j in range(2):\n", + " ax.plot(dHist[plotVar[i]].mean(dim='lon').isel(deltaHist=j), dHist.lat, lw=3)#,color=color[0],linestyle=linestyle[0])\n", + " ax.set_xlabel(\"change \"+plotVar[i])\n", + " ax.yaxis.set_ticks_position('both')\n", + " if i==0:\n", + " ax.legend(labels=model, frameon = False, fontsize='medium')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "# changes in total SOMc pools\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['cgpp', 'cnpp', 'cresp', 'cTOT', 'Nlimit', 'nNetMineralization', 'nMineral', 'NEP']\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=[12,5]);\n", + "\n", + "i = 1\n", + "print(var)\n", + "daMIMcn = globalSum(MIMcnANN[var[i]],timeC=timeC[i],conversion=conversion[i])\n", + "daCAScn = globalSum(CAScnANN[var[i]],timeC=timeC[i],conversion=conversion[i])\n", + "daMIMc = globalSum(MIMcANN[var[i]],timeC=timeC[i],conversion=conversion[i])\n", + "daCASc = globalSum(CAScANN[var[i]],timeC=timeC[i],conversion=conversion[i])\n", + "\n", + "nlimMIM = daMIMcn - daMIMc\n", + "nlimCAS = daCAScn - daCASc\n", + "delta_nlimMIM = nlimMIM-nlimMIM.isel(time=slice(0,20)).mean()\n", + "delta_nlimCAS = nlimCAS-nlimCAS.isel(time=slice(0,20)).mean()\n", + "\n", + "plt.subplot(2, 2, 1)\n", + "plt.ylabel('N limitation '+MIMcnANN[var[i]].attrs['long_name']+' Pg C')\n", + "plt.plot(daMIMcn.time, nlimMIM,lw=3,color=color[0],linestyle=linestyle[0]) \n", + "plt.plot(daCAScn.time, nlimCAS,lw=3,color=color[1],linestyle=linestyle[0])\n", + "plt.legend(labels=['MIMICS','CASA'], frameon = False, fontsize='medium')\n", + "\n", + "plt.subplot(2, 2, 2)\n", + "plt.ylabel('Cum difference '+MIMcnANN[var[i]].attrs['long_name']+' Pg C')\n", + "plt.plot(daMIMcn.time, nlimMIM.cumsum(),lw=3,color=color[0],linestyle=linestyle[0]) \n", + "plt.plot(daCAScn.time, nlimCAS.cumsum(),lw=3,color=color[1],linestyle=linestyle[0]); \n", + "plt.legend(labels=['MIMICS','CASA'], frameon = False, fontsize='medium');\n", + "\n", + "plt.subplot(2, 2, 3)\n", + "plt.ylabel('change N limitation '+MIMcnANN[var[i]].attrs['long_name']+' Pg C')\n", + "plt.plot(daMIMcn.time, delta_nlimMIM,lw=3,color=color[0],linestyle=linestyle[0]) \n", + "plt.plot(daCAScn.time, delta_nlimCAS,lw=3,color=color[1],linestyle=linestyle[0])\n", + "plt.legend(labels=['MIMICS','CASA'], frameon = False, fontsize='medium')\n", + "\n", + "plt.subplot(2, 2, 4)\n", + "plt.ylabel('Cum difference change '+MIMcnANN[var[i]].attrs['long_name']+' Pg C')\n", + "plt.plot(daMIMcn.time, delta_nlimMIM.cumsum(),lw=3,color=color[0],linestyle=linestyle[0]) \n", + "plt.plot(daCAScn.time, delta_nlimCAS.cumsum(),lw=3,color=color[1],linestyle=linestyle[0]); \n", + "plt.legend(labels=['MIMICS','CASA'], frameon = False, fontsize='medium');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Fig XX** Cumulative N limitation on NPP sum(CN-Conly). Time range of initial values changes results\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "var = ['cVEG','cTOT','clitcwd','cECO','NEP']\n", + "timeC = [1,1,1,1,365]\n", + "conversion = [1e-15,1e-15,1e-15,1e-15,1e-15]\n", + "units = ['(Pg C)','(Pg C)','(Pg C)','(Pg C)','(Pg C/y)']\n", + "\n", + "fig = plt.figure(figsize=[18,10]);\n", + "\n", + "for i in range(len(var)):\n", + " daMIMcn = globalSum(MIMcnANN[var[i]],timeC=timeC[i],conversion=conversion[i])\n", + " daCAScn = globalSum(CAScnANN[var[i]],timeC=timeC[i],conversion=conversion[i])\n", + " daMIMc = globalSum(MIMcANN[var[i]],timeC=timeC[i],conversion=conversion[i])\n", + " daCASc = globalSum(CAScANN[var[i]],timeC=timeC[i],conversion=conversion[i])\n", + "\n", + " ax = fig.add_subplot(2, 3, (i+1))\n", + " if i<4:\n", + " ax.set_ylabel(MIMcnANN[var[i]].attrs['long_name']+' Pg C')\n", + " ax.plot(daMIMcn.time, (daMIMcn-daMIMcn.isel(time=0)),lw=3,color=color[0],linestyle=linestyle[0]) \n", + " ax.plot(daMIMc.time, (daMIMc-daMIMc.isel(time=0)),lw=3,color=color[0],linestyle=linestyle[1]) \n", + " ax.plot(daCAScn.time, (daCAScn-daCAScn.isel(time=0)),lw=3,color=color[1],linestyle=linestyle[0])\n", + " ax.plot(daCASc.time, (daCASc-daCASc.isel(time=0)),lw=2,color=color[1],linestyle=linestyle[1])\n", + "\n", + " else:\n", + " ax.set_ylabel('Cum sum '+MIMcnANN[var[i]].attrs['long_name']+' Pg C')\n", + " ax.plot(daMIMcn.time, (daMIMcn.cumsum()),lw=3,color=color[0],linestyle=linestyle[0]) \n", + " ax.plot(daMIMc.time, (daMIMc.cumsum()),lw=3,color=color[0],linestyle=linestyle[1]) \n", + " ax.plot(daCAScn.time, (daCAScn.cumsum()),lw=3,color=color[1],linestyle=linestyle[0])\n", + " ax.plot(daCASc.time, (daCASc.cumsum()),lw=2,color=color[1],linestyle=linestyle[1])\n", + " \n", + " ax.yaxis.set_ticks_position('both')\n", + " plt.legend(labels=['MIMICScn','MIMICSc','CASAcn','CASAc'], frameon = False, fontsize='medium');\n", + "\n", + "#Changes in SOMp\n", + "daMIMcn = globalSum(MIMcnANN['cSOMp'],timeC=timeC[i],conversion=conversion[i])\n", + "daMIMc = globalSum(MIMcANN['cSOMp'],timeC=timeC[i],conversion=conversion[i])\n", + "daCAScn = globalSum(CAScnANN['csoilpass'],timeC=timeC[i],conversion=conversion[i])\n", + "daCASc = globalSum(CAScANN['csoilpass'],timeC=timeC[i],conversion=conversion[i])\n", + "ax = fig.add_subplot(2, 3, 6)\n", + "ax.set_ylabel(MIMcnANN['cSOMp'].attrs['long_name']+' Pg C')\n", + "ax.plot(daMIMcn.time, (daMIMcn-daMIMcn.isel(time=0)),lw=3,color=color[0],linestyle=linestyle[0]) \n", + "ax.plot(daMIMc.time, (daMIMc-daMIMc.isel(time=0)),lw=3,color=color[0],linestyle=linestyle[1]) \n", + "ax.plot(daCAScn.time, (daCAScn-daCAScn.isel(time=0)),lw=3,color=color[1],linestyle=linestyle[0])\n", + "ax.plot(daCASc.time, (daCASc-daCASc.isel(time=0)),lw=2,color=color[1],linestyle=linestyle[1]) ;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot maps of where fluxes are changing" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#print(CAScnANN)\n", + "var = ['cresp','tsoilC','nNetMineralization','cSOMp','cTOT','fW']\n", + "tempMIM = (MIMcnANN[var[3]].isel(time=slice(-10,None)).mean(dim='time')-\n", + " MIMcnANN[var[3]].isel(time=slice( 0,10 )).mean(dim='time'))\n", + "tempMIM.plot(robust=True);#vmax=0.2,vmin=-0.2,cmap=\"RdBu_r\");" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "var = ['cresp','tsoilC','nNetMineralization','csoilpass','cTOT','fW']\n", + "tempCAS = (CAScnANN[var[3]].isel(time=slice(-10,None)).mean(dim='time')-\n", + " CAScnANN[var[3]].isel(time=slice( 0,10 )).mean(dim='time'))\n", + "tempCAS.plot(robust=True)#:vmax=0.2,vmin=-0.2,cmap=\"RdBu_r\");" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "(tempMIM - tempCAS).plot(robust=True);\n", + "# not sure what a meaningful way to look at these changes may be?" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# ratio of respiration:mineralization over time\n", + "var = ['cresp','nNetMineralization']\n", + "MIMcnANN['HR:Min'] = (MIMcnANN[var[0]]/MIMcnANN[var[1]])\n", + "CAScnANN['HR:Min'] = (CAScnANN[var[0]]/CAScnANN[var[1]])\n", + "ncols = 3\n", + "nrows = 1\n", + "# lists of variables, titles & labels\n", + "plotVars = ['nNetMineralization']\n", + "plotTitle = ['nNetMineralization']\n", + "plotLable = ['nNetMineralization']\n", + "\n", + "# create the plots\n", + "fig = plt.figure(figsize=(15,4))\n", + "axes = [ fig.add_subplot(nrows, ncols, 1+ r * ncols + c) for r in range(0, nrows) for c in range(0, ncols) ]\n", + "\n", + "# add some data\n", + "i = 0\n", + "j=0 \n", + "for ax in axes:\n", + " if i == 0:\n", + " MIMcnANN[plotVars[j]].isel(time=-1).plot(ax=ax, cbar_kwargs={'label': 'MIMcn '+plotLable[j]})\n", + " if i == 1:\n", + " CAScnANN[plotVars[j]].isel(time=-1).plot(ax=ax, cbar_kwargs={'label': 'CAScn '+plotLable[j]})\n", + " if i == 2:\n", + " (MIMcnANN[plotVars[j]]/CAScnANN[plotVars[j]]).isel(time=-1).plot(\n", + " ax=ax, vmax=1.5,vmin=0.5, cbar_kwargs={'label': 'difference'})\n", + " ax.set_xlabel('')\n", + " ax.set_ylabel('')\n", + " ax.set_title(plotTitle[j])\n", + " i = i+1\n", + "\n", + "plt.tight_layout()\n", + "\n", + "#MIMcnANN['HR:Min'].isel(time=0).plot(robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "#changes in mineralization over time in both models\n", + "var2 = ['cnpp','cresp','NEP','cTOT','nNetMineralization','HR:Min','cnTOT']\n", + "#var2 = ['cnpp','cresp','NEP','cTOT']\n", + "dMIM = MIMcnANN[var2].copy('deep')\n", + "dCAS = CAScnANN[var2].copy('deep')\n", + "#dCASc = CAScANN[var2].copy('deep')\n", + "for i in range(len(var2)):\n", + " dMIM[var2[i]] = (MIMcnANN[var2[i]]-MIMcnANN[var2[i]].isel(time=slice(0,20)).mean(dim='time')).mean(dim='lon')\n", + " dCAS[var2[i]] = (CAScnANN[var2[i]]-CAScnANN[var2[i]].isel(time=slice(0,20)).mean(dim='time')).mean(dim='lon')\n", + " #if i<=4:\n", + " # dCASc[var[i]] = (CAScANN[var[i]]-CAScANN[var[i]].isel(time=slice(0,20)).mean(dim='time')).mean(dim='lon')\n", + "\n", + "model = xr.DataArray(['MIMICS-cn','CASA-cn'], dims='model', name='model') # or can use np.arange\n", + "t = xr.concat([dMIM,dCAS],dim=model)\n", + "\n", + "#model = xr.DataArray(['MIMICS-cn','CASA-cn','CASA-c'], dims='model', name='model') # or can use np.arange\n", + "#t = xr.concat([dMIM,dCAS,dCASc],dim=model)\n", + "##t['lat'] = t.lat.where(t.lat> -50)\n", + "#t" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "simple = t[var2[5]].plot(x='time', y='lat',col='model',col_wrap=2, figsize=[12,4],robust=True);#vmax=5e-3,vmin=-5e-3);" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#changes, relative to the C-only model\n", + "var2 = ['cnpp','cresp','NEP','cTOT']\n", + "dMIM = MIMcnANN[var2].copy('deep')\n", + "dCAS = CAScnANN[var2].copy('deep')\n", + "#dCASc = CAScANN[var2].copy('deep')\n", + "for i in range(len(var2)):\n", + " dMIM[var2[i]] = (MIMcnANN[var2[i]]-MIMcANN[var2[i]]).mean(dim='lon')\n", + " dCAS[var2[i]] = (CAScnANN[var2[i]]-CAScANN[var2[i]]).mean(dim='lon')\n", + " #dMIM[var[i]] = (dMIM[var[i]]-dMIM[var[i]].isel(time=slice(0,20))).mean(dim='lon')\n", + " #dCAS[var[i]] = (dCAS[var[i]]-dCAS[var[i]].isel(time=slice(0,20))).mean(dim='lon')\n", + " #if i<=4:\n", + " # dCASc[var[i]] = (CAScANN[var[i]]-CAScANN[var[i]].isel(time=slice(0,20)).mean(dim='time')).mean(dim='lon')\n", + "\n", + "model = xr.DataArray(['MIMICS-cn','CASA-cn'], dims='model', name='model') # or can use np.arange\n", + "t = xr.concat([dMIM,dCAS],dim=model)\n", + "\n", + "#t = t-t.isel(time=slice(0,20)).mean(dim='time')\n", + "simple = t[var2[0]].plot(x='time', y='lat',col='model',col_wrap=2, figsize=[12,4],robust=True);#vmax=5e-3,vmin=-5e-3);\n", + "#model = xr.DataArray(['MIMICS-cn','CASA-cn','CASA-c'], dims='model', name='model') # or can use np.arange\n", + "#t = xr.concat([dMIM,dCAS,dCASc],dim=model)\n", + "##t['lat'] = t.lat.where(t.lat> -50)\n", + "#t" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure X.** Zonal mean changes in N mineralization rates simulated by MIMICS-cn & CASA-cn" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# look a some MIM specific results\n", + "var = ['specRESP','cMICtot','MICrK','cnMIC']\n", + "(MIMcnANN[var[0]]-MIMcnANN[var[0]].isel(time=slice(0,10)).mean(dim='time')).mean(dim='lon').plot(x='time',y='lat',robust=True);\n", + "#MIMcnANN" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Look at environmental controls over soil C:N in MIMICS" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ds_1 = MIMcnANN.isel(time=0)\n", + "ds_1['cnLIT'] = (ds_1.cLitInput_metb + ds_1.cLitInput_struc) / (ds_1.nLitInput_metb + ds_1.nLitInput_struc)\n", + "ds_1['cnLIT'].attrs['long_name'] = 'C:N litter inputs'\n", + "\n", + "color_by = ds_1.tsoilC\n", + "label = 'soil temp' # Need to rename if 'color_by' is changed\n", + "\n", + "fig, ax = plt.subplots()\n", + "s = ax.scatter(ds_1['cnLIT'], ds_1['cnTOT'],\n", + " c=color_by,\n", + " s=5,\n", + " marker='o', # Plot circles\n", + " # alpha = 0.2,\n", + " cmap = utils.truncate_colormap(cmapIn='seismic', minval=.15, maxval=.9),#plt.cm.seismic, # Color pallete coolwarm\n", + " vmin = -20, # Min value\n", + " vmax = 30) # Max value\n", + "\n", + "# Mappable 'maps' the values of s to an array of RGB colors defined by a color palette\n", + "cbar = plt.colorbar(mappable = s, ax = ax) \n", + "cbar.set_label(label)\n", + "plt.xlabel(ds_1['cnLIT'].attrs['long_name'])\n", + "plt.ylabel(ds_1['cnTOT'].attrs['long_name'])\n", + "ax.set_xlim(20, 110)\n", + "plt.show();\n", + "\n", + "color_by = ds_1['cnLIT'] \n", + "label = 'Litter C:N' \n", + "#fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16,6), constrained_layout=True)\n", + "fig, ax = plt.subplots()\n", + "s = ax.scatter(ds_1.tsoilC, ds_1['cnTOT'],\n", + " c=color_by,\n", + " s=5,\n", + " marker='o', # Plot circles\n", + " # alpha = 0.2,\n", + " #cmap = truncate_colormap(cmapIn='seismic', minval=.15, maxval=.9),#plt.cm.seismic, # Color pallete coolwarm\n", + " vmin = 20, # Min value\n", + " vmax = 65) # Max value\n", + "\n", + "# Mappable 'maps' the values of s to an array of RGB colors defined by a color palette\n", + "cbar = plt.colorbar(mappable = s, ax = ax) \n", + "cbar.set_label(label)\n", + "plt.xlabel(ds_1['tsoilC'].attrs['long_name'])\n", + "plt.ylabel(ds_1['cnTOT'].attrs['long_name'])\n", + "ax.set_xlim(-20, 35)\n", + "plt.show();\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Figure 3** Temperature and litter stoichiometry interact to determine the soil C:N ratios that are simulated by MIMICS-CN. Points represent the gridcell mean annual stoichiometry of litterfall C:N fluxes that are simulated by the CASA-CNP vegetation model and resulting soil C:N ratios that are simulated by MIMICS. The color of each point indicates mean annual soil temperature simulated by over the spin-up period (1901-1920). \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Annual cycle of fluxes\n", + "This can be done for grid cells, or zonally" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "var = ['cMICtot','nMineral','cresp','nNetMineralization','MICrK','cnMIC','cnpp']\n", + "v = 2\n", + "MIMcn.isel(year=-1)[var[v]].mean(dim='lon').plot(x='DOY', robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Differences betweeen models (MIMICS-CASA)\n", + "v = 2\n", + "(MIMcn.isel(year=0)[var[v]] - CAScn.isel(year=0)[var[v]]).mean(dim='lon').plot(x='DOY', robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "v = 2\n", + "(MIMcn.isel(year=1)[var[v]] - MIMcn.isel(year=0)[var[v]]).mean(dim='lon').plot(\n", + " x='DOY', cmap='RdBu_r');#, vmax=1e-2,vmin=-1e-2);" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# how N limited are arctic systems at end of simulation in each model?\n", + "v = 6\n", + "simple = (MIMcn[var[v]]- MIMc[var[v]]).mean(dim='lon').plot(x='DOY', y='lat',col='year',col_wrap=2, figsize=[10,4],robust=True);#vmax=5e-3,vmin=-5e-3);" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "simple = (CAScn[var[v]]- CASc[var[v]]).mean(dim='lon').plot(x='DOY', y='lat',col='year',col_wrap=2, figsize=[10,4],robust=True);#vmax=5e-3,vmin=-5e-3);" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "var = 'NEP'\n", + "Neff_mim = MIMcnANN[var]-MIMcANN[var]\n", + "Neff_cas = CAScnANN[var]-CAScANN[var]\n", + "Neff_mim = Neff_mim.isel(time=slice(-20,None)).mean(dim='time') - Neff_mim.isel(time=slice(0,20)).mean(dim='time')\n", + "Neff_cas = Neff_cas.isel(time=slice(-20,None)).mean(dim='time') - Neff_cas.isel(time=slice(0,20)).mean(dim='time')\n", + "model = xr.DataArray(['MIMICS','CASA'], dims='model', name='model') # or can use np.arange\n", + "t = xr.concat([Neff_mim,Neff_cas],dim=model)\n", + "t = t*365 #convert from gC/m2/d to gC/m2/y\n", + "#t = t-t.isel(time=slice(0,20)).mean(dim='time')\n", + "simple = t.plot(x='lon', y='lat',col='model',col_wrap=2, figsize=[12,4],robust=True);#vmax=5e-3,vmin=-5e-3);\n" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dsOBS['HWSD_SOCall'].plot(vmax=20,vmin=1);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python (conda-analysis)", + "language": "python", + "name": "analysis" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/analysis_code/TestbedPlots.ipynb b/analysis_code/TestbedPlots.ipynb new file mode 100644 index 00000000..99e2e2af --- /dev/null +++ b/analysis_code/TestbedPlots.ipynb @@ -0,0 +1,195 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### TESTBED SOIL C PLOTS\n", + "- reads in MIMICS results from run archived CRU_NCEP CLM4.5 simulations\n", + "- /project/tss/wwieder/CASACLM/GRID/OUTPUT_GRID_CRU_NCEP/MIMICS_HIST\n", + "- plots zonal distributions of fluxes" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import numpy as np\n", + "import pandas as pd\n", + "import cartopy \n", + "import utils\n", + "import warnings\n", + "warnings.simplefilter(\"ignore\", category=RuntimeWarning)\n", + "\n", + "# some resources for plotting\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.colors as colors\n", + "import matplotlib.lines as mlines\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wwieder/.conda/envs/analysis/lib/python3.7/site-packages/dask/dataframe/utils.py:13: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n", + " import pandas.util.testing as tm\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dINmim = '/project/tss/wwieder/CASACLM/GRID/OUTPUT_GRID_CRU_NCEP/MIMICS_HIST/mimics_pool_flux_2010_daily.nc'\n", + "dINcas = '/project/tss/wwieder/CASACLM/GRID/OUTPUT_GRID_CRU_NCEP/CASACNP_HIST/casaclm_pool_flux_2010_daily.nc'\n", + "dsMIM = utils.time_set_mid(xr.open_mfdataset(dINmim, decode_times=True, combine='by_coords'), 'time')\n", + "dsCAS = utils.time_set_mid(xr.open_mfdataset(dINcas, decode_times=True, combine='by_coords'), 'time')\n", + "ds = dsCAS\n", + "\n", + "ds['cHresp'] = dsMIM.cHresp # just bring over MIM HR fluxes\n", + "ds.cHresp.sum(dim='time').plot(robust=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ann_ds = ds.sum(dim='time') #sum over time for annual fluxes\n", + "var = ['cHresp','cresp','cnpp', 'cgpp']\n", + "varLong = ['Rh_mim','Rh_cas','npp', 'gpp']\n", + "for i in range(len(var)):\n", + " ann_ds.get(var[i]).attrs['units'] = 'gC m-2 y-1'\n", + "\n", + "ann_ds.cnpp.plot(robust=True)\n", + "\n", + "# sum up fluxes\n", + "ann_flux = ann_ds * ann_ds.landarea *1e6\n", + "for i in range(len(var)):\n", + " ann_flux.get(var[i]).attrs['units'] = 'gC y-1'" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "56.325317811240964\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print(ann_flux.get(var[0]).values.sum()*1e-15) #convert gC to PgC\n", + "zon_sum = ann_flux.sum(dim='lon')\n", + "zon_sum.cHresp.plot();" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=[8,5])\n", + "#plt.ylabel('Change Global Land C ('+g585y.units+')', fontsize='x-large')\n", + "for i in range(len(var)):\n", + " plt.plot(zon_sum.lat, zon_sum.get(var[i]), lw=3)\n", + "\n", + "plt.legend(labels=(varLong), frameon = False, fontsize='x-large')\n", + "plt.ylabel('Land flux (Pg C y-1)', fontsize='x-large')\n", + "plt.xlabel('Latitude', fontsize='x-large');\n", + "#plt.hlines(y=0, xmin=1850, xmax=2300, linestyles='dashed')\n", + "#plt.title('CESM2-WACCM Land C uptake', fontsize='x-large');\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python (conda-analysis)", + "language": "python", + "name": "analysis" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/analysis_code/__init__.py b/analysis_code/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/analysis_code/setup.py b/analysis_code/setup.py new file mode 100644 index 00000000..e69de29b diff --git a/analysis_code/utils.py b/analysis_code/utils.py new file mode 100644 index 00000000..6064e1b0 --- /dev/null +++ b/analysis_code/utils.py @@ -0,0 +1,335 @@ +"""utility functions""" + +import re +import cftime +import numpy as np +import xarray as xr + +import matplotlib.pyplot as plt +import matplotlib.colors as colors +import matplotlib.lines as mlines + +import cartopy +import cartopy.crs as ccrs +import cartopy.feature as cfeature +from cartopy.util import add_cyclic_point + +#from xr_ds_ex import xr_ds_ex + +# sum of all soil C and N pools for MIMICS & CASA +# Slightly different logic when data sets are combined +def sum_pools_combined(ds_in, mod='MIM', CN='True'): + if CN == 'True': + zeroFxn = 1. + else: + zeroFxn = np.nan + # MIMICS specific pools + if mod == 'mim': + ds_in['cTOT'] = ds_in['cLITm']+ds_in['cLITs']+ds_in['cMICr']+ds_in['cMICk']+ \ + ds_in['cSOMa']+ds_in['cSOMc']+ds_in['cSOMp'] + ds_in['cTOT'].attrs['long_name'] = 'total soil C' + ds_in['cTOT'].attrs['units'] = ds_in['cLITm'].attrs['units'] + + ds_in['nTOT'] = (ds_in['nLITm']+ds_in['nLITs']+ds_in['nMICr']+ds_in['nMICk']+ \ + ds_in['nSOMa']+ds_in['nSOMc']+ds_in['nSOMp']) * zeroFxn + ds_in['nTOT'].attrs['long_name'] = 'total soil N' + ds_in['nTOT'].attrs['units'] = ds_in['nLITm'].attrs['units'] + + # CWD fluxes for MIMICS are in cresp, soilC fluxes in cHresp? + ds_in['cresp'] = ds_in['cHresp'] #+ ds_in['cresp'] + + ds_in['overRESP'] = ds_in['cOverflow_r'] + ds_in['cOverflow_k'] + ds_in['overRESP'].attrs['long_name'] = 'overflow respiration' + ds_in['overRESP'].attrs['units'] = ds_in['cOverflow_r'].attrs['units'] + + # CASA specific pools + if mod == 'cas': + ds_in['cTOT'] = ds_in['clitmetb']+ds_in['clitstr']+ds_in['csoilmic']+ \ + ds_in['csoilslow']+ds_in['csoilpass'] + ds_in['cTOT'].attrs['long_name'] = 'total soil C' + ds_in['cTOT'].attrs['units'] = ds_in['clitmetb'].attrs['units'] + + ds_in['nTOT'] = (ds_in['nlitmetb']+ds_in['nlitstr']+ds_in['nsoilmic']+ \ + ds_in['nsoilslow']+ds_in['nsoilpass'])* zeroFxn + ds_in['nTOT'].attrs['long_name'] = 'total soil N' + ds_in['nTOT'].attrs['units'] = ds_in['nlitmetb'].attrs['units'] + + # output for both models, will be nan for casa or c-only cases + ds_in['cnLIT']= (ds_in['cLitInput_metb'] + ds_in['cLitInput_struc']) * zeroFxn / \ + (ds_in['nLitInput_metb'] + ds_in['nLitInput_struc']) + ds_in['cnLIT'].attrs['long_name'] = 'Litterfall C:N ratio' + ds_in['cnLIT'].attrs['units'] = '' + + ds_in['cMICtot'] = ds_in['cMICr']+ds_in['cMICk'] + ds_in['cMICtot'].attrs['long_name'] = 'sum of MIC pools' + ds_in['cMICtot'].attrs['units'] = ds_in['cMICr'].attrs['units'] + + ds_in['relMIC'] = ds_in['cMICtot']/ds_in['cTOT'] * 100 + ds_in['relMIC'].attrs['long_name'] = 'MIC:SOC' + ds_in['relMIC'].attrs['units'] = '%' + + ds_in['specRESP'] = 1000.* ds_in['cresp'] / ds_in['cMICtot'] + ds_in['specRESP'].attrs['long_name'] = 'specific respiration' + ds_in['specRESP'].attrs['units'] = 'm'+ds_in['cHresp'].attrs['units'] +'/'+ ds_in['cMICk'].attrs['units'] + + ds_in['MICrK'] = ds_in['cMICr']/ds_in['cMICk'] + ds_in['MICrK'].attrs['long_name'] = 'MICr:MICK' + ds_in['MICrK'].attrs['units'] = '' + + ds_in['cnTOT']= ds_in['cTOT'] / ds_in['nTOT'] + ds_in['cnTOT'].attrs['long_name'] = 'Ratio SOM C:N ratio' + ds_in['cnTOT'].attrs['units'] = '' + + ds_in['cnMIC']= (ds_in['cMICr'] + ds_in['cMICk']) * zeroFxn/ \ + (ds_in['nMICr'] + ds_in['nMICk']) + ds_in['cnMIC'].attrs['long_name'] = 'MIMICS microbial C:N ratio' + ds_in['cnMIC'].attrs['units'] = '' + + #ds_in['cnpp'] = ds_in['cnpp'] + #ds_in['cgpp'] = ds_in['cgpp'] + + ds_in['NEP'] = ds_in['cnpp']-ds_in['cresp'] + ds_in['NEP'].attrs['long_name'] = 'net ecosystem production' + ds_in['NEP'].attrs['units'] = ds_in['cnpp'].attrs['units'] + + ds_in['cVEG'] = ds_in['cleaf']+ds_in['cfroot']+ds_in['cwood'] + ds_in['cVEG'].attrs['long_name'] = 'total veg C' + ds_in['cVEG'].attrs['units'] = ds_in['cleaf'].attrs['units'] + + ds_in['cECO'] = ds_in['cTOT']+ds_in['cVEG'] + ds_in['clitcwd'] + ds_in['cECO'].attrs['long_name'] = 'total ecosystem C' + ds_in['cECO'].attrs['units'] = ds_in['cleaf'].attrs['units'] + + ds_in['nVEG'] = (ds_in['nleaf']+ds_in['nfroot']+ds_in['nwood']) * zeroFxn + ds_in['nVEG'].attrs['long_name'] = 'total veg N' + ds_in['nVEG'].attrs['units'] = ds_in['nleaf'].attrs['units'] + + ds_in['nECO'] = (ds_in['nTOT']+ds_in['nVEG'] + ds_in['nlitcwd']) * zeroFxn + ds_in['nECO'].attrs['long_name'] = 'total ecosystem N' + ds_in['nECO'].attrs['units'] = ds_in['cleaf'].attrs['units'] + + ds_in['cnVEG'] = ds_in['cVEG'] / ds_in['nVEG'] * zeroFxn + ds_in['cnVEG'].attrs['long_name'] = 'total veg C:N' + ds_in['cnVEG'].attrs['units'] = '' + + ds_in['cnECO'] = ds_in['cECO'] / ds_in['nECO'] * zeroFxn + ds_in['cnECO'].attrs['long_name'] = 'total ecosystem C:N' + ds_in['cnECO'].attrs['units'] = '' + + return ds_in + + +# sum of all soil C and N pools for MIMICS & CASA +def sum_pools(ds_in, mod='MIM', CN='True'): + if mod == 'mim': + ds_in['cTOT'] = ds_in['cLITm']+ds_in['cLITs']+ds_in['cMICr']+ds_in['cMICk']+ \ + ds_in['cSOMa']+ds_in['cSOMc']+ds_in['cSOMp'] + ds_in['cTOT'].attrs['long_name'] = 'total soil C' + ds_in['cTOT'].attrs['units'] = ds_in['cLITm'].attrs['units'] + + ds_in['cMICtot'] = ds_in['cMICr']+ds_in['cMICk'] + ds_in['cMICtot'].attrs['long_name'] = 'sum of MIC pools' + ds_in['cMICtot'].attrs['units'] = ds_in['cMICr'].attrs['units'] + + ds_in['relMIC'] = ds_in['cMICtot']/ds_in['cTOT'] * 100 + ds_in['relMIC'].attrs['long_name'] = 'MIC:SOC' + ds_in['relMIC'].attrs['units'] = '%' + + # CWD fluxes for MIMICS are in cresp, soilC fluxes in cHresp? + ds_in['cresp'] = ds_in['cHresp'] #+ ds_in['cresp'] + + ds_in['specRESP'] = ds_in['cresp'] / ds_in['cMICtot'] + ds_in['specRESP'].attrs['long_name'] = 'specific respiration' + ds_in['specRESP'].attrs['units'] = ds_in['cHresp'].attrs['units'] +'/'+ ds_in['cMICk'].attrs['units'] + + ds_in['MICrK'] = ds_in['cMICr']/ds_in['cMICk'] + ds_in['MICrK'].attrs['long_name'] = 'MICr:MICK' + ds_in['MICrK'].attrs['units'] = '' + + if CN == 'True': + ds_in['nTOT'] = ds_in['nLITm']+ds_in['nLITs']+ds_in['nMICr']+ds_in['nMICk']+ \ + ds_in['nSOMa']+ds_in['nSOMc']+ds_in['nSOMp'] + ds_in['nTOT'].attrs['long_name'] = 'total soil N' + ds_in['nTOT'].attrs['units'] = ds_in['nLITm'].attrs['units'] + + ds_in['cnTOT']= ds_in['cTOT'] / ds_in['nTOT'] + ds_in['cnTOT'].attrs['long_name'] = 'MIMICS total SOM C:N ratio' + ds_in['cnTOT'].attrs['units'] = '' + + ds_in['cnMIC']= (ds_in['cMICr'] + ds_in['cMICk'])/ \ + (ds_in['nMICr'] + ds_in['nMICk']) + ds_in['cnMIC'].attrs['long_name'] = 'MIMICS microbial C:N ratio' + ds_in['cnMIC'].attrs['units'] = '' + + ds_in['cnLIT']= (ds_in['cLitInput_metb'] + ds_in['cLitInput_struc']) / \ + (ds_in['nLitInput_metb'] + ds_in['nLitInput_struc']) + ds_in['cnLIT'].attrs['long_name'] = 'Litterfall C:N ratio' + ds_in['cnLIT'].attrs['units'] = '' + + + if mod == 'cas': + ds_in['cTOT'] = ds_in['clitmetb']+ds_in['clitstr']+ds_in['csoilmic']+ \ + ds_in['csoilslow']+ds_in['csoilpass'] + ds_in['cTOT'].attrs['long_name'] = 'total soil C' + ds_in['cTOT'].attrs['units'] = ds_in['clitmetb'].attrs['units'] + + if CN == 'True': + ds_in['nTOT'] = ds_in['nlitmetb']+ds_in['nlitstr']+ds_in['nsoilmic']+ \ + ds_in['nsoilslow']+ds_in['nsoilpass'] + ds_in['nTOT'].attrs['long_name'] = 'total soil N' + ds_in['nTOT'].attrs['units'] = ds_in['nlitmetb'].attrs['units'] + + ds_in['cnTOT']= ds_in['cTOT'] / ds_in['nTOT'] + ds_in['cnTOT'].attrs['long_name'] = 'CASA total SOM C:N ratio' + ds_in['cnTOT'].attrs['units'] = '' + + ds_in['NEP'] = ds_in['cnpp']-ds_in['cresp'] + ds_in['NEP'].attrs['long_name'] = 'net ecosystem production' + ds_in['NEP'].attrs['units'] = ds_in['cnpp'].attrs['units'] + + ds_in['cVEG'] = ds_in['cleaf']+ds_in['cfroot']+ds_in['cwood'] + ds_in['cVEG'].attrs['long_name'] = 'total veg C' + ds_in['cVEG'].attrs['units'] = ds_in['cleaf'].attrs['units'] + + ds_in['cECO'] = ds_in['cTOT']+ds_in['cVEG'] + ds_in['clitcwd'] + ds_in['cECO'].attrs['long_name'] = 'total ecosystem C' + ds_in['cECO'].attrs['units'] = ds_in['cleaf'].attrs['units'] + + if CN == 'True': + ds_in['nVEG'] = ds_in['nleaf']+ds_in['nfroot']+ds_in['nwood'] + ds_in['nVEG'].attrs['long_name'] = 'total veg N' + ds_in['nVEG'].attrs['units'] = ds_in['nleaf'].attrs['units'] + + ds_in['nECO'] = ds_in['nTOT']+ds_in['nVEG'] + ds_in['nlitcwd'] + ds_in['nECO'].attrs['long_name'] = 'total ecosystem N' + ds_in['nECO'].attrs['units'] = ds_in['cleaf'].attrs['units'] + + ds_in['cnVEG'] = ds_in['cVEG'] / ds_in['nVEG'] + ds_in['cnVEG'].attrs['long_name'] = 'total veg C:N' + ds_in['cnVEG'].attrs['units'] = '' + + ds_in['cnECO'] = ds_in['cECO'] / ds_in['nECO'] + ds_in['cnECO'].attrs['long_name'] = 'total ecosystem C:N' + ds_in['cnECO'].attrs['units'] = '' + + return ds_in + + +####### Function to calculate global fluxes / stocks ########################### +def globalSum ( dsIn, var, time=-1, conversion=1e-15, units=None, plot=True ): + area = dsIn.landarea *1e6 + temp = dsIn[var] * area + temp = temp.sum(dim=('lat','lon')) * conversion + if plot==True: + plt.figure(figsize=[25,6]); + for i in range(len(var)): + plt.subplot(1, 4, (1+i)) + plt.ylabel('Global '+var[i]+' (Pg C y^-1)') + plt.plot(temp['time'], temp[var[i]]); + + else: + for i in range(len(var)): + print('global '+var[i]+' '+str(np.round(temp[var[i]].isel(time=time).values,1) )+' Pg C') + + +######### Generate a function for making panel plots of maps ############### +def map_function(da, cb=0, panel=None, cmap=None, ax=None, + title=None, vmax=None, vmin=None): + '''a function to make one subplot''' + wrap_data, wrap_lon = add_cyclic_point(da.values, coord=da.lon) + + if ax is None: ax = plt.gca() + im = ax.pcolormesh(wrap_lon,da.lat,wrap_data, + transform=ccrs.PlateCarree(), + vmax=vmax,vmin=vmin,cmap=cmap) + ax.set_title(title) + ax.coastlines() + ax.set_extent([-180,180,-65,80], crs=ccrs.PlateCarree()) + ax.annotate(panel, xy=(0.05, 0.95), xycoords=ax.transAxes, + ha='center', va='center',fontsize=16) + + # allows for different colorbars on each plot + if cb == 1: # here to right of plots + fig.colorbar(im, ax=ax,shrink=0.40, pad=0, fraction = 0.1) + + # allows for different colorbars on each plot + if cb == 2: # here below plots + fig.colorbar(im, ax=ax,shrink=0.9, pad=0, fraction = 1, orientation="horizontal") + +# strings for labeling panels +panel = ['(a)','(b)','(c)','(d)','(e)','(f)','(g)','(h)','(i)','(j)','(k)','(l)'] + +################### Function to truncate color map ################### +def truncate_colormap(cmapIn='jet', minval=0.0, maxval=1.0, n=100): + cmapIn = plt.get_cmap(cmapIn) + + new_cmap = colors.LinearSegmentedColormap.from_list( + 'trunc({n},{a:.2f},{b:.2f})'.format(n=cmapIn.name, a=minval, b=maxval), + cmapIn(np.linspace(minval, maxval, n))) + + arr = np.linspace(0, 50, 100).reshape((10, 10)) + return new_cmap + +# add cyclic point +def cyclic_dataarray(da, coord='lon'): + """ Add a cyclic coordinate point to a DataArray along a specified + named coordinate dimension. + >>> from xray import DataArray + >>> data = DataArray([[1, 2, 3], [4, 5, 6]], + ... coords={'x': [1, 2], 'y': range(3)}, + ... dims=['x', 'y']) + >>> cd = cyclic_dataarray(data, 'y') + >>> print cd.data + array([[1, 2, 3, 1], + [4, 5, 6, 4]]) + """ + assert isinstance(da, xr.DataArray) + + lon_idx = da.dims.index(coord) + cyclic_data, cyclic_coord = add_cyclic_point(da.values, + coord=da.coords[coord], + axis=lon_idx) + + # Copy and add the cyclic coordinate and data + new_coords = dict(da.coords) + new_coords[coord] = cyclic_coord + new_values = cyclic_data + + new_da = xr.DataArray(new_values, dims=da.dims, coords=new_coords) + + # Copy the attributes for the re-constructed data and coords + for att, val in da.attrs.items(): + new_da.attrs[att] = val + for c in da.coords: + for att in da.coords[c].attrs: + new_da.coords[c].attrs[att] = da.coords[c].attrs[att] + + return new_da + +# as above, but for a dataset +# doesn't work because dims are locked in a dataset +''' +def cyclic_dataset(ds, coord='lon'): + assert isinstance(ds, xr.Dataset) + + lon_idx = ds.dims.index(coord) + cyclic_data, cyclic_coord = add_cyclic_point(ds.values, + coord=ds.coords[coord], + axis=lon_idx) + + # Copy and add the cyclic coordinate and data + new_coords = dict(ds.coords) + new_coords[coord] = cyclic_coord + new_values = cyclic_data + + new_ds = xr.DataSet(new_values, dims=ds.dims, coords=new_coords) + + # Copy the attributes for the re-constructed data and coords + for att, val in ds.attrs.items(): + new_ds.attrs[att] = val + for c in ds.coords: + for att in ds.coords[c].attrs: + new_ds.coords[c].attrs[att] = ds.coords[c].attrs[att] + + return new_ds +'''