From fe3b8fbb4757c1119dc51438102fb4814b217599 Mon Sep 17 00:00:00 2001 From: Isaiah Akorita Date: Thu, 4 Jul 2024 15:23:35 +0100 Subject: [PATCH] updates --- nyc_buildings/anaconda-project-lock.yml | 96 ++++++++++++------------ nyc_buildings/anaconda-project.yml | 7 +- nyc_buildings/assets/dashboard.png | Bin 0 -> 105575 bytes nyc_buildings/nyc_buildings.ipynb | 77 +++++-------------- 4 files changed, 70 insertions(+), 110 deletions(-) create mode 100644 nyc_buildings/assets/dashboard.png diff --git a/nyc_buildings/anaconda-project-lock.yml b/nyc_buildings/anaconda-project-lock.yml index 3a1877dd8..bbc8e6e64 100644 --- a/nyc_buildings/anaconda-project-lock.yml +++ b/nyc_buildings/anaconda-project-lock.yml @@ -17,7 +17,7 @@ locking_enabled: true env_specs: default: locked: true - env_spec_hash: e5d1f29feb17844abec1370aa5a1c4d437e98609 + env_spec_hash: d7e871cdb7b454bd2f7471ef980e5aaf75fa32ee platforms: - linux-64 - osx-64 @@ -43,12 +43,10 @@ env_specs: - pure_eval=0.2.2=pyhd3eb1b0_0 - pycparser=2.21=pyhd3eb1b0_0 - python-tzdata=2023.3=pyhd3eb1b0_0 - - retrying=1.3.3=pyhd3eb1b0_2 - six=1.16.0=pyhd3eb1b0_1 - sortedcontainers=2.4.0=pyhd3eb1b0_0 - stack_data=0.2.0=pyhd3eb1b0_0 - tblib=1.7.0=pyhd3eb1b0_0 - - threadpoolctl=2.2.0=pyh0d69192_0 - tzdata=2024a=h04d1e81_0 - wcwidth=0.2.5=pyhd3eb1b0_0 unix: @@ -149,9 +147,9 @@ env_specs: - jsonschema-specifications=2023.7.1=py311h06a4308_0 - jsonschema=4.19.2=py311h06a4308_0 - jupyter_client=7.4.9=py311h06a4308_0 - - jupyter_core=5.5.0=py311h06a4308_0 - - jupyter_events=0.8.0=py311h06a4308_0 - - jupyter_server=2.10.0=py311h06a4308_0 + - jupyter_core=5.7.2=py311h06a4308_0 + - jupyter_events=0.10.0=py311h06a4308_0 + - jupyter_server=2.14.1=py311h06a4308_0 - jupyter_server_terminals=0.4.4=py311h06a4308_1 - jupyterlab_pygments=0.2.2=py311h06a4308_0 - kealib=1.5.0=hd940352_1 @@ -224,7 +222,7 @@ env_specs: - ncurses=6.4=h6a678d5_0 - nest-asyncio=1.6.0=py311h06a4308_0 - netcdf4=1.6.2=py311h0e679e6_0 - - networkx=3.2.1=py311h06a4308_0 + - networkx=3.3=py311h06a4308_0 - notebook-shim=0.2.3=py311h06a4308_0 - notebook=6.5.7=py311h06a4308_0 - nspr=4.35=h6a678d5_0 @@ -233,14 +231,14 @@ env_specs: - numexpr=2.8.7=py311h65dcdc2_0 - numpy-base=1.26.4=py311hf175353_0 - numpy=1.26.4=py311h08b1b3b_0 - - openjpeg=2.4.0=h3ad879b_0 - - openssl=3.0.13=h7f8727e_2 + - openjpeg=2.4.0=h9ca470c_1 + - openssl=3.0.14=h5eee18b_0 - orc=1.7.4=hb3bc3d3_1 - overrides=7.4.0=py311h06a4308_0 - packaging=23.2=py311h06a4308_0 - pandas=2.2.2=py311ha02d727_0 - panel=1.4.4=py311h06a4308_0 - - param=2.1.0=py311h06a4308_0 + - param=2.1.1=py311h06a4308_0 - partd=1.4.1=py311h06a4308_0 - pcre2=10.42=hebb0a14_1 - pillow=10.3.0=py311h5eee18b_0 @@ -265,7 +263,7 @@ env_specs: - python-fastjsonschema=2.16.2=py311h06a4308_0 - python-json-logger=2.0.7=py311h06a4308_0 - python-lmdb=1.4.1=py311h6a678d5_0 - - python=3.11.8=h955ad1f_0 + - python=3.11.9=h955ad1f_0 - pytz=2024.1=py311h06a4308_0 - pyviz_comms=3.0.2=py311h06a4308_0 - pyyaml=6.0.1=py311h5eee18b_0 @@ -288,15 +286,15 @@ env_specs: - snappy=1.1.10=h6a678d5_1 - sniffio=1.3.0=py311h06a4308_0 - soupsieve=2.5=py311h06a4308_0 - - spatialpandas=0.4.10=py311h06a4308_0 - sqlite=3.45.3=h5eee18b_0 - tbb=2021.8.0=hdb19cb5_0 - terminado=0.17.1=py311h06a4308_0 + - threadpoolctl=3.5.0=py311h92b7b1e_0 - tiledb=2.3.3=h77177df_3 - tinycss2=1.2.1=py311h06a4308_0 - tk=8.6.14=h39e8969_0 - toolz=0.12.0=py311h06a4308_0 - - tornado=6.3.3=py311h5eee18b_0 + - tornado=6.4.1=py311h5eee18b_0 - tqdm=4.66.4=py311h92b7b1e_0 - traitlets=5.14.3=py311h06a4308_0 - typing-extensions=4.11.0=py311h06a4308_0 @@ -304,7 +302,7 @@ env_specs: - uc-micro-py=1.0.1=py311h06a4308_0 - unicodedata2=15.1.0=py311h5eee18b_0 - uriparser=0.9.7=h5eee18b_0 - - urllib3=2.2.1=py311h06a4308_0 + - urllib3=2.2.2=py311h06a4308_0 - utf8proc=2.6.1=h5eee18b_1 - webencodings=0.5.1=py311h06a4308_1 - websocket-client=1.8.0=py311h06a4308_0 @@ -410,9 +408,9 @@ env_specs: - jsonschema-specifications=2023.7.1=py311hecd8cb5_0 - jsonschema=4.19.2=py311hecd8cb5_0 - jupyter_client=7.4.9=py311hecd8cb5_0 - - jupyter_core=5.5.0=py311hecd8cb5_0 - - jupyter_events=0.8.0=py311hecd8cb5_0 - - jupyter_server=2.10.0=py311hecd8cb5_0 + - jupyter_core=5.7.2=py311hecd8cb5_0 + - jupyter_events=0.10.0=py311hecd8cb5_0 + - jupyter_server=2.14.1=py311hecd8cb5_0 - jupyter_server_terminals=0.4.4=py311hecd8cb5_1 - jupyterlab_pygments=0.2.2=py311hecd8cb5_0 - kealib=1.5.0=h72c422f_1 @@ -478,7 +476,7 @@ env_specs: - ncurses=6.4=hcec6c5f_0 - nest-asyncio=1.6.0=py311hecd8cb5_0 - netcdf4=1.6.2=py311h42ba51d_0 - - networkx=3.2.1=py311hecd8cb5_0 + - networkx=3.3=py311hecd8cb5_0 - notebook-shim=0.2.3=py311hecd8cb5_0 - notebook=6.5.7=py311hecd8cb5_0 - nspr=4.35=hcec6c5f_0 @@ -487,14 +485,14 @@ env_specs: - numexpr=2.8.7=py311h91b6869_0 - numpy-base=1.26.4=py311hb3ec012_0 - numpy=1.26.4=py311h91b6869_0 - - openjpeg=2.4.0=h66ea3da_0 - - openssl=3.0.13=hca72f7f_2 + - openjpeg=2.4.0=h7231236_1 + - openssl=3.0.14=h46256e1_0 - orc=1.7.4=h995b336_1 - overrides=7.4.0=py311hecd8cb5_0 - packaging=23.2=py311hecd8cb5_0 - pandas=2.2.2=py311he327ffe_0 - panel=1.4.4=py311hecd8cb5_0 - - param=2.1.0=py311hecd8cb5_0 + - param=2.1.1=py311hecd8cb5_0 - partd=1.4.1=py311hecd8cb5_0 - pcre2=10.42=h9b97e30_1 - pillow=10.3.0=py311h6c40b1e_0 @@ -519,7 +517,7 @@ env_specs: - python-fastjsonschema=2.16.2=py311hecd8cb5_0 - python-json-logger=2.0.7=py311hecd8cb5_0 - python-lmdb=1.4.1=py311hcec6c5f_0 - - python=3.11.8=hf27a42d_0 + - python=3.11.9=hf27a42d_0 - pytz=2024.1=py311hecd8cb5_0 - pyviz_comms=3.0.2=py311hecd8cb5_0 - pyyaml=6.0.1=py311h6c40b1e_0 @@ -541,15 +539,15 @@ env_specs: - snappy=1.1.10=hcec6c5f_1 - sniffio=1.3.0=py311hecd8cb5_0 - soupsieve=2.5=py311hecd8cb5_0 - - spatialpandas=0.4.10=py311hecd8cb5_0 - sqlite=3.45.3=h6c40b1e_0 - tbb=2021.8.0=ha357a0b_0 - terminado=0.17.1=py311hecd8cb5_0 + - threadpoolctl=3.5.0=py311h85bffb1_0 - tiledb=2.3.3=h1b93210_3 - tinycss2=1.2.1=py311hecd8cb5_0 - tk=8.6.14=h4d00af3_0 - toolz=0.12.0=py311hecd8cb5_0 - - tornado=6.3.3=py311h6c40b1e_0 + - tornado=6.4.1=py311h46256e1_0 - tqdm=4.66.4=py311h85bffb1_0 - traitlets=5.14.3=py311hecd8cb5_0 - typing-extensions=4.11.0=py311hecd8cb5_0 @@ -557,7 +555,7 @@ env_specs: - uc-micro-py=1.0.1=py311hecd8cb5_0 - unicodedata2=15.1.0=py311h6c40b1e_0 - uriparser=0.9.7=h6c40b1e_0 - - urllib3=2.2.1=py311hecd8cb5_0 + - urllib3=2.2.2=py311hecd8cb5_0 - utf8proc=2.6.1=h6c40b1e_1 - webencodings=0.5.1=py311hecd8cb5_1 - websocket-client=1.8.0=py311hecd8cb5_0 @@ -663,9 +661,9 @@ env_specs: - jsonschema-specifications=2023.7.1=py311hca03da5_0 - jsonschema=4.19.2=py311hca03da5_0 - jupyter_client=7.4.9=py311hca03da5_0 - - jupyter_core=5.5.0=py311hca03da5_0 - - jupyter_events=0.8.0=py311hca03da5_0 - - jupyter_server=2.10.0=py311hca03da5_0 + - jupyter_core=5.7.2=py311hca03da5_0 + - jupyter_events=0.10.0=py311hca03da5_0 + - jupyter_server=2.14.1=py311hca03da5_0 - jupyter_server_terminals=0.4.4=py311hca03da5_1 - jupyterlab_pygments=0.2.2=py311hca03da5_0 - kealib=1.5.0=hba2eb73_1 @@ -731,7 +729,7 @@ env_specs: - ncurses=6.4=h313beb8_0 - nest-asyncio=1.6.0=py311hca03da5_0 - netcdf4=1.6.2=py311h55fefbe_0 - - networkx=3.2.1=py311hca03da5_0 + - networkx=3.3=py311hca03da5_0 - notebook-shim=0.2.3=py311hca03da5_0 - notebook=6.5.7=py311hca03da5_0 - nspr=4.35=h313beb8_0 @@ -740,14 +738,14 @@ env_specs: - numexpr=2.8.7=py311h6dc990b_0 - numpy-base=1.26.4=py311hfbfe69c_0 - numpy=1.26.4=py311he598dae_0 - - openjpeg=2.3.0=h7a6adac_2 - - openssl=3.0.13=h1a28f6b_2 + - openjpeg=2.4.0=h0ed58ac_1 + - openssl=3.0.14=h80987f9_0 - orc=1.7.4=hdca1487_1 - overrides=7.4.0=py311hca03da5_0 - packaging=23.2=py311hca03da5_0 - pandas=2.2.2=py311h7aedaa7_0 - panel=1.4.4=py311hca03da5_0 - - param=2.1.0=py311hca03da5_0 + - param=2.1.1=py311hca03da5_0 - partd=1.4.1=py311hca03da5_0 - pcre2=10.42=hb066dcc_1 - pillow=10.3.0=py311h80987f9_0 @@ -772,7 +770,7 @@ env_specs: - python-fastjsonschema=2.16.2=py311hca03da5_0 - python-json-logger=2.0.7=py311hca03da5_0 - python-lmdb=1.4.1=py311h313beb8_0 - - python=3.11.8=hb885b13_0 + - python=3.11.9=hb885b13_0 - pytz=2024.1=py311hca03da5_0 - pyviz_comms=3.0.2=py311hca03da5_0 - pyyaml=6.0.1=py311h80987f9_0 @@ -794,15 +792,15 @@ env_specs: - snappy=1.1.10=h313beb8_1 - sniffio=1.3.0=py311hca03da5_0 - soupsieve=2.5=py311hca03da5_0 - - spatialpandas=0.4.10=py311hca03da5_0 - sqlite=3.45.3=h80987f9_0 - tbb=2021.8.0=h48ca7d4_0 - terminado=0.17.1=py311hca03da5_0 + - threadpoolctl=3.5.0=py311hb6e6a13_0 - tiledb=2.3.3=hb4a6b97_3 - tinycss2=1.2.1=py311hca03da5_0 - tk=8.6.14=h6ba3021_0 - toolz=0.12.0=py311hca03da5_0 - - tornado=6.3.3=py311h80987f9_0 + - tornado=6.4.1=py311h80987f9_0 - tqdm=4.66.4=py311hb6e6a13_0 - traitlets=5.14.3=py311hca03da5_0 - typing-extensions=4.11.0=py311hca03da5_0 @@ -810,7 +808,7 @@ env_specs: - uc-micro-py=1.0.1=py311hca03da5_0 - unicodedata2=15.1.0=py311h80987f9_0 - uriparser=0.9.7=h80987f9_0 - - urllib3=2.2.1=py311hca03da5_0 + - urllib3=2.2.2=py311hca03da5_0 - utf8proc=2.6.1=h80987f9_1 - webencodings=0.5.1=py311hca03da5_1 - websocket-client=1.8.0=py311hca03da5_0 @@ -914,9 +912,9 @@ env_specs: - jsonschema-specifications=2023.7.1=py311haa95532_0 - jsonschema=4.19.2=py311haa95532_0 - jupyter_client=7.4.9=py311haa95532_0 - - jupyter_core=5.5.0=py311haa95532_0 - - jupyter_events=0.8.0=py311haa95532_0 - - jupyter_server=2.10.0=py311haa95532_0 + - jupyter_core=5.7.2=py311haa95532_0 + - jupyter_events=0.10.0=py311haa95532_0 + - jupyter_server=2.14.1=py311haa95532_0 - jupyter_server_terminals=0.4.4=py311haa95532_1 - jupyterlab_pygments=0.2.2=py311haa95532_0 - kealib=1.5.0=hde4a422_1 @@ -976,21 +974,21 @@ env_specs: - nbformat=5.9.2=py311haa95532_0 - nest-asyncio=1.6.0=py311haa95532_0 - netcdf4=1.6.2=py311hec71f40_0 - - networkx=3.2.1=py311haa95532_0 + - networkx=3.3=py311haa95532_0 - notebook-shim=0.2.3=py311haa95532_0 - notebook=6.5.7=py311haa95532_0 - numba=0.59.1=py311hf62ec03_0 - numexpr=2.8.7=py311h1fcbade_0 - numpy-base=1.26.4=py311hd01c5d8_0 - numpy=1.26.4=py311hdab7c0b_0 - - openjpeg=2.4.0=h4fc8c34_0 - - openssl=3.0.13=h2bbff1b_2 + - openjpeg=2.4.0=h4afccc4_1 + - openssl=3.0.14=h827c3e9_0 - orc=1.7.4=h623e30f_1 - overrides=7.4.0=py311haa95532_0 - packaging=23.2=py311haa95532_0 - pandas=2.2.2=py311hea22821_0 - panel=1.4.4=py311haa95532_0 - - param=2.1.0=py311haa95532_0 + - param=2.1.1=py311haa95532_0 - partd=1.4.1=py311haa95532_0 - pcre2=10.42=h0ff8eda_1 - pillow=10.3.0=py311h2bbff1b_0 @@ -1016,7 +1014,7 @@ env_specs: - python-fastjsonschema=2.16.2=py311haa95532_0 - python-json-logger=2.0.7=py311haa95532_0 - python-lmdb=1.4.1=py311hd77b12b_0 - - python=3.11.8=he1021f5_0 + - python=3.11.9=he1021f5_0 - pytz=2024.1=py311haa95532_0 - pyviz_comms=3.0.2=py311haa95532_0 - pywin32=305=py311h2bbff1b_0 @@ -1039,15 +1037,15 @@ env_specs: - snappy=1.1.10=h6c2663c_1 - sniffio=1.3.0=py311haa95532_0 - soupsieve=2.5=py311haa95532_0 - - spatialpandas=0.4.10=py311haa95532_0 - sqlite=3.45.3=h2bbff1b_0 - tbb=2021.8.0=h59b6b97_0 - terminado=0.17.1=py311haa95532_0 + - threadpoolctl=3.5.0=py311h746a85d_0 - tiledb=2.3.3=hd8964de_3 - tinycss2=1.2.1=py311haa95532_0 - tk=8.6.14=h0416ee5_0 - toolz=0.12.0=py311haa95532_0 - - tornado=6.3.3=py311h2bbff1b_0 + - tornado=6.4.1=py311h827c3e9_0 - tqdm=4.66.4=py311h746a85d_0 - traitlets=5.14.3=py311haa95532_0 - typing-extensions=4.11.0=py311haa95532_0 @@ -1055,10 +1053,10 @@ env_specs: - uc-micro-py=1.0.1=py311haa95532_0 - unicodedata2=15.1.0=py311h2bbff1b_0 - uriparser=0.9.7=h2bbff1b_0 - - urllib3=2.2.1=py311haa95532_0 + - urllib3=2.2.2=py311haa95532_0 - utf8proc=2.6.1=h2bbff1b_1 - - vc=14.2=h2eaa2aa_1 - - vs2015_runtime=14.29.30133=h43f2093_3 + - vc=14.2=h2eaa2aa_4 + - vs2015_runtime=14.29.30133=h43f2093_4 - webencodings=0.5.1=py311haa95532_1 - websocket-client=1.8.0=py311haa95532_0 - wheel=0.43.0=py311haa95532_0 diff --git a/nyc_buildings/anaconda-project.yml b/nyc_buildings/anaconda-project.yml index cf1174024..e4c5cf562 100644 --- a/nyc_buildings/anaconda-project.yml +++ b/nyc_buildings/anaconda-project.yml @@ -8,17 +8,18 @@ examples_config: - philippjfr labels: - datashader + - hvPlot deployments: - command: notebook + - command: dashboard user_fields: [examples_config] channels: [defaults] packages: &pkgs -- python=3.11.8 +- python=3.11 - notebook<7 -- cartopy >=0.21.1 - colorcet>=3.1.0 - dask>=2023.11.0 - datashader>=0.16.0 @@ -26,8 +27,6 @@ packages: &pkgs - geoviews>=1.11.1 - hvplot>=0.9.2 - holoviews>=1.19 -- spatialpandas>=0.4.10 -- pyarrow>=14.0.2 - pandas>=2.2.1 - panel>=1.4.2 - bokeh>=3.4.0 diff --git a/nyc_buildings/assets/dashboard.png b/nyc_buildings/assets/dashboard.png new file mode 100644 index 0000000000000000000000000000000000000000..a69155d2debb91fdcbc9d34a293fc3e220afb747 GIT binary patch literal 105575 zcmY(q1y~zV(>9#oPH~swlpw`ji#xQC0L6n8cXun^7I!Z#?rv=$xEFUx@!~H1=<`0` z`~CmsI@g(OCj3(OMdcxLA}}00012S?P@q005MJZrB)T&zf)eCaBLHinWZo z3;3g6(H6B$~r){|Jon{08zF8l>gcoJoo<= zrRVm~=YM+SeBl2>%t!ja)O z!R}ynHBk#E2QD*9Cvzy5w}bOPFMznW=(FembvL8;cCdGJ6ZMv0_>YC?v;0rZ%|QPj z6L&ia2C%voy_}OPlwOdFhl__n5{sUmUfk8vN>t~K!hhYL*CZHh+})i;xw*Z(ytush zxSU+AxnGNjh;Z}pa`W3tG5!z8|HXL&b+d4_b#}LPa-{!KjVm&)hW?s+!-Ecp(jai726lGY@9@s>Mgz}d)vcS4~_np&K5}hSEk7-XZ zuydh?Nl6ftIBJD|$O5rchrAO}v>Zw5UR(51T>jXhEnkNIb+Db!Y1wUj0k&vYeROI5O(xH0$~6^Z1?uck1{Yp*g3Op#7H|2CkTg+Z%4C_=FIwVmV~{u zxs>|mcD?6typD3R+xEuocaKO%r@@5qjnAt;#1F=Z>5H*(Zgds{e?LDz*v6?DvAJ46 zA%)v*fU7%smWyM0ULIXSLgH{}`Y7LA8ZtC9Cx<2>QFDKCdHIk>Y|BekD9=AZQzH^q zRAiZP&`b39;({q}x|cJBTI1}VsT&_ZasO#*^CyoGRaoPI*l6eZ7xu=6&<>4c2|e7; ziFgTTJeMv~m%{T>)TF2`0D{Z6zjQNpl6qKx=BP`XXMuS&_lY=$&^N6nAI-0EXcXq|t;KX1%u5mG~gfGUY9-^RekRGkPLe&m(S8TrNoIn(bt-N|6t zkyc_a~(U@&#wRWQnaejR+3`08{Oe z14zFKOi5ePPJi4e;?BjR5~{-eyY%-w3f6sY800V?PpHk6`jPf*lx@6-l^ZJ=W6102 zBnnpjcL*KzQCM8))6z9Ep7we$Pd?BQBtKVL z`vBMgnbG1C%u*F}zvV{Ih^qutapUu8r^f>>?Lprt)^qqJzx#&F7zJA=6!)K5K6(PM zf5qs~VYWqp`FDX_sM54ZNps9?Tzz&@*6@n>m!`8I8NF3)h%OFT{af|~!HJ}#V-Lrp z?52E9te^vO1sM??Ptbi>v#RZi+_~#nS6AvCx|WBmXpM2d(Jv2(&R+PP6BJ_~YhKZ^ zAXD90;`0d3PdXJg)M$zjKvEEWeSG?$uG)1b2;t)spgltnSO zvbAk#ujBQ<+Fdy52YxjP{975U1q#LBPP>9>N+zQ6>IdI!FT{ca?DqE3hGZei1|jdx z;46kOx`#nU;7HL%<-M26WUk~ATPdpfJMMf5uLxdxRQ|`^A+-k)Mw;uzOz$v!%4s*K}_j5P;dj_^t;$}8kQb_Lh`sXdr7 zfApkzccGtlN&p+OXHpu#KY6GK1l@JZE_sk(%(e*a?UORho8pl&cyN;^Mo6fi5~vri zp)wy*zKcgwK?K8DEWj6Yc57TZJ+-y@J@HmZE5Y_Sh*rgj6_gT z!OQ_cLb-#J12FQ$rRr06kJiC&9e&tto8Sb zI0!HMie%TY6fzkFOWi&7*V3=Xmo!0egLY=)kt9_-0s;g`mny*_<6EKBxT+MYyq@qh z%ZQG1c#f-fRo`NZ+qrM6ad;jfk)DO-@@9(vy*f$AVf?{dWHVB5a>fY-cLjfuyL4jt z@FquJ0;;s|IEsM21Se2o+NCGqoe&X+8!e|#4OPB`a!wezx{sxnJIaG>(#v4jWXqEG zs)~7m$4SP(#B%Yn3E56r!(-P4s5`9X@Z}$!z??Et!)4@DM@hsYqB*$vW@yvxsNJxM z=$+tRg6^tgMal3*S|5L?w9k9IGr_L?!BId$t#re%A}dtwMY^i*s(G5*?O@=r?)~*C z{PgYiEtCJe&jk~$ESyiMYR;Q3_WCLw;HMIla+ezB``*NaVpcyb)@17zNn*WJ_jqe% z5lU$sgy&y^>P`6~J${P2m$wj9N>GLFqWJgDXTtDZNT#jLgQE@?RARaS2PS%3kd$76xvVU73YB>ZJwATv)8QDb{5bUMyi#O~f^3ghjCbzzaAH539Ca$$-RnCq z$m|{<2dB)B=W6P9DlbTYA*| zjBzN2)g-(aoy3t$ldZm+Ds8jf+Sy!;hbQz6&oYH^sWFn5vf}9_jVCPP5XY;Z?eDZ>l4B4PO!{_1oP~!ymMFcpvvq_3d(5?nu z|Dd>Z>h`gA4-oCRzgi)zcno`N>Emb}CrtXwvm8^d`b}@{Ls?_VV3FxN_Gy#5*(H)7 zA<_kfDMyFyxX=+)lw*93TFR?0)_KvX>9SehOy!XZBSv0zjm*>jFor-Xc5b!nY&)Fy z?k?F5m8E&G-Z2B)zzS2Vt?w)(+iOWf2Vh1ZEj_Fg@v;2J(+63WH-*kXDHY2H9afni zs)I#16-Y8P-5Ra0HZ@PtwJNHr&`_GO_>GX)>&_HzgH2ev@Z{5rdsa4olCGl;RAcRH z8UHB3Na2o*jHO9FIp>k?I})(MG}1Qfh+`fVvjNOlE$>X{E-Fw3zO$LN?D?YB>v{mh zWs!7u5GQHi`kIZ^DmgS1*{Nn;A=M&Ov4TBcQt9t|({?opq?XsfY8Z|=X3rX7TjSgM z{vL14Lao|ZA5Sg$YMSj_E!gaI7Vey>z??3j^<_FZ4{dIO`N7AA0p@|J(^axJJ_09< zOI7b-_^L?Q2|puUT__5j{;ZOPruhU)@EX}PXV=(tQ1@3*3Ejbl&^JQ9#bBe;iaHH@ufl|KE| zfzN<>q^pN8Mx`fp3Ug>~k=9z~fvF3vU0Fv1{v0>y z#D|-YbDa*pM(%fi_a8}-`v5TSJ%scr1iH^Gv1nBfx3RvbPrZ3?=5#D-nhZq!bL5QkEMPC2%U<<<@L{;&Gm$Vx5MG~Zad{dIhehqykPmZ_qawP=dI_nZz z81GN?$f|Qi5@34h(o|vDpoHGL3NNjXrf+7PYBXrVhIX$PXlC$~kO zDRnJX*e;LdW?T}-G~oKs#i`VlUw)i91j7qAJaxUg*OHNg(8|-EWkb9hk0+C%u0P1y zsvcH9x9%ZbjCnBkP*JKqcYXmpGJ`bOPFlux`tY@DN4j$A0fLw1F_l{qJ3t2^%*#jB z^~LWZtHoAZbjz>k@>p3!^SBd_Ivpbz-pNo_S$gOo8e+f|)z>t8JF~e_E37`x$V5OI z!wp~#smqB9?%!n%k;E@LV8fyR(x6FyadX!AHLkF>2V5Wl5d3rM3xCD=D6RM^xu0N{ zZCg3@c;q)lFzx4eCMyw1iTp-OHu@|o=GxgHJamfoOl%-AcMh`^Ret zirt(Ol9SIbj}}4QvoGs+v58?>@P2sGCbaIjqZ2%JF?Y}#5)HVC@z=~xmnCu?%3m;? zPGm?x`IC$gWO*R&1Vz-&lTE3!MZEwDt(D{w#$6=mFCb1p*bVIczE$kvGQY+16xh?m zFlsH&E0XEgq=jpAEUc1?AelQpd7rDVzR>AOV>rFri+drg3P z5vVj{BIJ2#J-SL!6h088sA7hF*-g-tPyxJ8UM>k{F3Vh9exfZMbo$nqover3a`KkH zqwC)_8T=#e7~z~OpD!J!s`NsT!N%c%<5cnI@Q||u{6g4~zkpzQhmh_~21iF`K)ckH zz6uve=B;sr>fW-oyn}t5b;EY`d_KGsaOVP_U=Zs=Q+>wEv^3 zO+!;C*OSC+cH$5#2Q7yBK{st@LB#NQH#uqb`|?Z6l9LAjx_G(GGrim$-uko3FEEuQkY;Y+xid|hqQ{=#(gJ9cSyhF2eyw3 z8N%>k7`CPR=Z^fxR+^77_Ao4L$Ob73kjv@Yx7BM+gISm$l(A!EeC-s$MM_mpF4YzD z7d(WDR%UhA+~if~EQY|Z?ivAQx;jk5U=7!)`oBnrksf_8zlcI)CX`6SN(GB=-)F1t%Ydv(5R|0}p;d0!%S!;toxBFc@9eyRMYR5z-cT)|Ir?xefTcXqu zZGH%-0tuy7_`iFh-|lvLBwA+(vsi+f!)VaTySn|Jdp7-7vHIuZvb+7BY*Zz9* z6$hY{T7|XkHcL8i@)P|y#GW%D;WFEhEHq$2z;od^VIGueMihJ0Jydx-_;pRn5Kj%I z=l55IU;UQTbrA+*FGBW1o(W&4rI>#{1m}?={bet4w6w9t+}8Uiy)P02{d^#03yWF? z0)fIG`j{2Dfyvxo07{p;>=RCocJY|MqZ&;-8v$~+L=TI(o~Np4gpeBjCN8F z{j&2!*K5EDfRZO)dVjz?_QR|zna@WDQV6w*pDCJf4w9<(ODtQ}Jon_fn8@WhRCBfRq(%d_Ur?D}O$;jEtxGiN1 zbo}F=H>>1gWgx%aJS!cT49QT_wX~$)<@hI2LB8aU|X0S8<4LLSSaIkGh97Ek-Wm*;r zuIBa|Zes%*N2Cq+76OBi<>Guijj+?vOw@T2*);#gtv#ESy88-Oi?MOu3ezUCNAXW3 zCy3i&aF}vex)~tprO?z%I(w+o4au-g^7pL`v~x6Hw#+FrKzAdK;R*GLD__zFQpkZ( zletd}I^cAS+;XQ&G7uK+gTdaEqXS+oFL=dMWG9ncce8b#)*xz!S^eU~E$oo)fM|JqZ z7J6!|`*Ar4iL5!>@sceiD9hb19j|0|B()kRmUWaai?ZQWa89CIAS7qpU|#`~n+=kC zy*5SC67?GvOtH8)Rdk}!WlQEj-{t>6+BWkuLXVUlMMGjOW?OR#gu=GNhc?IGcB*L% zzi&eNW(Rz7xsxFB%^0PWV1MDcwsl7Ole=M2y%&pLkd5=iZ4-Z3lhxw)^>4VrP2RL2 zl8RSd(>N1sx&m2Zg2i*cxU=E>W+?0xN6-MX$a*Hna`)r*=$*xFDuUH`_tch1eH3Zu zwt};owEI`tdB4Y=>{$YCI`z2Rm*m$cNw;J>dtdc~YN@?vOj_Pbnt5l?-rWAavY8da zR@-`V@loK_Xk&<@uvT3h2F#(NdDj)Tofy6P%@H(2gptz7|Ap6N_L1h7<0m#!{Z~43 ztbEDHEq%7_Z)FXMJK$$sbq$f#o|N`hb-lUPNw0*EaJE#`*>OLWrY}1!<-J;Z@w-{; zRPK8J$i6)Gi_1&=tx&~SRTuji-BLlrfDAX6>P=51jv=26r{GSVVuHIm(o@ic9+#cd z%N&5H{NY|eEc!tIF(lmnCn|jh;g`rPDdh|wG_QL7_SER`ue2k7M1NQd`5;Mc1;9lI z<6IkADG^yzdo7C;QNiGvr?G9lNvesqjK{@Aa(c(`wBg}eXCf!YS(CwCNAE1&D-(MG z0JTM_s<@t@NH1MoOOi5Pa3bAJw6>_^@b?My2}p!z+Ab)(*8V`~*K}?97J@#}*1J>0 z*#p}a97>h%b{9=cPM#i(3~FST^f(|*gsfF*rIj1SesZffbRBH-T^~M$2XzxhZKK-w zIhP3SpjBEcexzX!7dJP?l7U>_g(v;8!tn<;Fw&oPzk1s`I83{l0%nYb23R8X6aZV- zfU(Y5oluIluhOGKBBixM1&6g-c3*{kTw<+Sk6cbqVwufxqDcmLNAz{IQoS}^v{_M0 z@=1c((hAG?u(6z*lnIt!9LzlP$MgH(R8zq-$p^xGa|U4hc(v;4J#@Z_@rU#hZO`8NL=DVn!OH zdrs^b@r*EoGZUpN5cboY9-Qg@&5MX zsD{m_&h*t9anD&%3vusPe~%v=5#_9HTwZ8!9`#7)*fdvCT2*JM`?swjQ_58dtrZQR z*RjRz2$$#)E8HEH=9G5s+&VIg&+JPK%jKbM>N<;yg=D@bt2>}=-_<>#f@kh^`9_N6 zCSJ&{c4QVwAu>+?d^DzwT67|nBRA@uqqi;6Pgjnrj@l)pgF^Hkv32w23RR0RJi~8L zEp|69fHz^H>3u9WH}Q<^TWh**+@preFBX>_pUNI>9F`UlXBH2FUkASA^^OmpmUf#+ z;dQ*4WTa$dEO~&-g0>^=7R`K1qY&GFWsB3y}jR)H+0^s3pWJxFhccv^idLz z$Wl#2ShZ1N5GL`q5u{a`t*sQ?1{m*WiqK7Wc*9njAdRP@kuaT#ZdV;k|A-N)OZtMJnWJ(g639Y->2iYrTOj+yS=$iv4qoG~w5Y@bM2L8iw#1cIViZXw{b?^%Z#_0L^LZ=o z&RYGb#+%(6x?eC;8Pnya$*mlR{)imY)vdgO|oxN`ya&4SRegx+g4X(GylZEqqF zJ#PRYW~xC{nb%|I>s6yW+K#L8DDfP->0w;EOz}JhfjVOHN?UANNL65nZmT}hO=GB{ z&l^WX!5&+um{%s%7~!`{g<5b+sQ^4_w~23(lHSMnmrb3JI}1R7%2e*yTN=&x+79i~ zrX>f;m1^;pnTVh=H5C+&Zll%j66?gAIvQBf0}G~~;5o-}?&cant2r%}wQ|rjuccvj zQrX+(nRRlb7$~=i-0mLTem-uxS8}h?NpTT)F91 z_Eq<2yfj~`%IFF*FAX0G$!{c32n)HX`pnlR|Ex>qXG>$^=%_D`*<>dA}T=#2;tx%)uJN>`?1xf;!4K zxQL4LM9xo@95M;x4HQe+_N$R_w&r+N)Ha_4cB~H2bB7=B`y&S%UE=Y!M zdKJ3*V}8+^oZc@8`Q!ViZ5rM(iH?cEtL|4Eh!lCUOmHBFkW+FLZ}SV$DNLI!mGonm z*3`9kFN=w*L#&T`IjB(HT5&>4)&0jK;O#NYT%}>;SQIsWJ&Uk?I(K`rLKS^MqtgM8zFLwJg!>{4* zBg=xwXDjm76dnkzOgn6EcBTWgak#BP%#>phv)$Q*o60HosSYLS6qL589q&->CI`&|GbmC0#=bUFFwEKJLatM}-^4$NB&CRKKctQkbkpr9{wHN+s5IeCYGJ08_U zM<~*(`=6K^p>0L-T{B}AQ2lV#pkD32nGaaq1AyD|tfH3ARd;wzT<~wfcBvTtM_ZA5keYu>EbZ)xw(q6I&fMSrT{i6 zJywfWPj-WJRH$&tf;X*JgL4N5(jqn8?-$W}cfyK?YQs$G#MYdC24>CIzeES;WBuq= zozS8Am#&|>Ve%nV>*u2+O=FekO3?yiRxG}+MGYTbO|X@7W|-bI1Z(jYlm%ovEOm8PXmUB_xr_u=KgT$#SjY zZlYl{(I30G9gjp#0`i2aXknD+R--WEuJlTVD>#nLxV-UZN~028E%KsoE&E_SAMAI&l=5<+UyoEF_m@Jj6$$3Ho@n#z^FmBDqcm9)BwHB< zo(S7xzFO+>@~mE=qI@T+(HC+jrPH^7q+pHwy;H$_88wW zsAcHGEqHs9kllT0w?^CbcWXRy?Gc6_wRU?Q$N}S>i~M_y->t72^R&A5c*NnFyBbI% z{CtfT;K>NW2H#D@67hG|T?V1VNA3>#nbK&ZNi-=(*D(yMWQzZ04MKDj+DgDCg-(`6 zUKShC^cNW3O%RK$ld;KUt^LxtO*Ug$gCBH^_+9xT*PPlzaL2zSHU>7khF&0oLHY99 z!>(ABXnTlbI)D}n0x&{)sAtN^Z_STQVW@97nv~`6-u5Z&DLr5pYZq|8drrCUkEjLZ1iUAFzpdkq zj$eq+xzu1#;cu?O@5*(Hr$Yvsr&8a{D=OxEobI3vE@ZwMpuZ3Q<;aLd!ZoavnJsOy0zQY6Jd0olQ$n8O%@}l z{tm(vQ?BoQEHmOHZ%7uR<1kl0KqhJ?mzCR}w9p|kzL5;egJ%lFx7 z_!PRCgQECbeD61Wb3VlD1%D40oFZCbbG{RmIoM+jP{m$1wr_+dKLQ#*)s&vEnp%fR46qk8Af~*<{b`dxxLT!o?o@Ril7*F-KEhfmfkYN{x zRkp2u18DL2F5u!_4eP05(9^`}7qF0OJxwrzJIqBLktdo9dEbaWwX6B0Z9(jTd zb{Kp2dr=nbU)9FoWT&OEGKteyE}Y+G5`D4$Txtq9{@ME|is9K6y;N;C&v?t;-rC5C z@A5#ZiEeHFriVL6x4GruH%ZWTYtGo;$!RhecjvWUr}M#e_h0S(tTArrkYVW=EI9YI zRP{5r^glZp{w2q{GD~Cp`SIe)?)e`%E@u?7^u5Z);z-hqY!F8~-7F1uNlJfc%3s+; zP4?hWFr(48oyYNFzsC%xTj6jsZdE$~ZOLy@EI(jv=SA-y5|U(2>9;TU_H*F7_*y_R zfGm6EOB4(Z679U(UqJ6G1mC_pVMMYugv?^?Oo6E6u*$2O^?iu((EepJ4m#kPS+u9R zM_|i|xH(xrP@9E6b48wttS!x=Up53OkvD>~n9p@)SPJi(2->RJ&X3##`Y6HTRTdA* z`9du|%AygjXtr;z22TZy;xC-5CY{7qTi)p>jxSO^Zpru(nN|`6CqQnma!po)1z)q+ zDd-14&QL$O9QhEha%?f>y)6QnHDr`D+QZdaf@u-okW~hy<4b;DpT7QNXW@4ywD(rr zlkd&D#fD22(x1nc4(qP)9W^bHy}tTttX#^m+R9_aJb!KI)1t{8{iSo^sLGk`F>`BH zGwah#_eCIZRWUCxgUFs2Elbc+Km&F#`pjs-NfZ<(%z$vFM{7($7b6Xr6IAWhlrU(g zQhJMlUpar#+l-J@<97u87tlR>q3r67+ zIv-pey^#7AtRDL)UqO{cWdg$R9MICgFjE0^`4jbdT~EFvY`rh}6E z0P<&IfHnzr635YUpE#^ykDaPQ9TpWo7}np`p3QF>NGC>If8~of5+C!6bqkV01U&6R za`bIPG-FyP1b1Jbe?Kq7d+A}_2Vg?5jVtDyaEJ!J44^HW&p0S6BROGBJkj-)Lp2mB zfR0iXogK2RhN5o%ar)hZWNOY);*qfb<3py1N>tX3)em6TdpQ6aO@-cr$dKV>Q`}2< znJeMQG&Lk*d=}{pjIt+rf9R5HQtjY9q^bJ0Jx#1ioe??eyCV9pQ^5)~_>;GSVBisV zP`#+K!&iUT-j$hzMMQPLedp%2)okeMpqR>PixB(h2}qi@%xMq~Lh@gDX$?+9r@(kmn#t{_U291?q5Oqs2(dCE*R1s4p?Uwx~)K zm+>^au)iRI9d^!|@r&Yw*j98A7Mk04e2p8>rP0X>^3>PNdT0i+(vSjyrt|~s`jY4a z@5)oHx-b727w&HNc_$ri_nGQ(c*nv<-rs{Ys;B4rzAS;ymwRax-D;3#K8Pt8)|<+k zbMffHLiy`-Y0bY~6j)X4kqae>N;vjEjuP>6E)|7QC3Ios@28Kp_=?P_>>D3r0}B^L zQ%fHBaeD*~Yl(bGVa;0&VY>C>+eRhT7!?6@Ff36KpUji;h60-W1CVdjhmjgjLgwx- zxy2cg&qcaKz!Toq3fj?c=)_=4Hv+6#;+)rfY6~1wP)H15H)Dkh+V;@ln*E^omg_^F z{l=?CqKqY-B*VF#s8R^29C=#m#RX|A+Be4JQqZRtZ&Q`uBA`7^63Cn3=l=eO9Y)fO zTz%I+$cOd<@o(~l6!A?jic9QV7CXU?(P8=;A+Oi8)>TnMWEND?8CIXD+yw^MRDID;eVL_bW<*x)zJn$R{Lw+7HuR3-YB0EN9(-nPH5 z0@HeqeMZk2ZdF|s)!Yi)BwsSB)AUW2R^$}B{m&yP)@p*hGQ0~L@bVA+TZc?*xJz70 zj)F3nh51d}&)S~-g0Pubg^z)hAzEE4EMj|;Vw}>bO0|L^dmoZ1XmBUu9dQ<)Y7hXdf}^H1TgHI2D&aC;EYq*WxvS1>llprWoDS z=V{wbmLf;nn1j{;SOqoxx)&t>?3F_Emr43S58j;g+GBAnQ-~9}{QDS0mRZP3zh+ct zM^h3s_2;pP6!T)4rC;q;9m?nr&=+fz7 zpBq=|>2O$7^Xw@ntAGHbQ{dswRm2Q_bJC3HEprl5=)5j(vQ!lYrn49wi0Cr zXUT)$2VcJ~e!kRS;+fW1_K6*7Eazj?M;e z>k-~Txq}L7(l)A+jZYbo!g2Y&5@z`DWvg@9B9$yVVDM#!U&pD__y9x1I-LJ{%V=+? zj1oa#1$&Jd=&t8wNIGE;;!6D#^2b--ephrLy~OPXr_D_WasR>Q_!&)04ADnUUvpp@ z{ndq@LZ5n^660&a_YZ7UhXF+;5ENVXQS(guXrS-dnbviA`p##V zLP)RPetVKA2uJp6!T(0tN_Se)*t>V7ljy~T zBw0`5Q#0K%Zhm07m8CLaF4Z-^Muo+XyywKOP$MF?Qf=MQbH&9GpU*Eh*JVB))!wsx zKVvOP)==S1)k#y|gf@ljiCX&xx@RXP%c{S?;`7%6$;d?SP1O}YvEwv@%Dh9A#;Ku} z*$z_odOLi%vYdFWy~_5tABn`2)R*#>!b4nzLNY+qe<&sE!+Hz^hcR}kP+7~FYZlfO z)_Xm$hRt)Y<@2=O->Ro;^S1ri= zf|4s6)V$tScir;1)S~~k{tU?#gr>5WLvfad?v;Ra->%}3YNRB}E! z`Wl@_Dv{gU=BGQ8F`u9;fv&l6p@-i>tDyC5J;Rvut1PecmDFzMYHJG*N0bXl2Hs#w zweRxz-89PVX|?}76^zP@SB3z4EH?QH*%F&2?ia~lKMA){(JMpAuG2<%T6tJb_4_vt zoO_oa^r7ph3%X9OJh;_T|EiiP7MTC;gl0>)q^W8~mNdqM#9wY}A`DJ;s zP!LaX>cJ%I{`Izz-q#;ak|=avi<6tR-#1{c;N_p zePsWNiG>y>J^}+%{}*>os1w;F)?Z|9jnpn`(J(8XzpZj?fav_V(I4Qb5oBTc*8jRK zi6we0yo)yBkv;afrFCm%NUnaXDOHZ_=7jxPXl);f9QD#pKYkpZ1G;DaHR&pJlk{4`LPfHa~)av8imN% zO256FYxMGPgq|$x`&_%z@^^n~2JDAq9}d%RBc4C;n>`wixH`0(l78UJ;qw?7jl`YX z_>(>cq%MaicH9}rOCOu!q~;;>@BSDj2Q*P%C3LQ;=X6jri2pkWRfk_kc(0i0w#1k* z5+Thi!AeIC@$@NmlgSvrWkIxzp`?3+w0yO=Z!!zDQXjaXM|1N`tu7Mxkn?gDgNohi zYlAoJ>Yy5Tu-ful!-_bmDUYF@m74GsZ=CBL9(=Z!Cl>6#bkcg|V|RRQmtajrC>3!e z^-GwzH38VTI&p>so>;~`5%ZWb0pX{sbPf&{9n)5I{;b^)x6VIj+nd@=r$!<1K!1J! za~0zW{O@W0K$^CHlqg0nvQcgF4_XK8jJc>wA-d#Er=Z(!6?r!)edvh#U{u==kNM(X zyy!Wvry4d2#Iu$Rv=21PUAD+p5Bq;|0hGlq@!$b82@Sgk9stV<7kg6u0FSqTw~u~C z55FP<$pU~1s#YgZ5sTbeLL^lecgHJTs-11UtfR|{c|o}7t&!h>%>Ii&X53>LDz6i{ zx$~WIw-Jb;qpn5J=d8Lfay**BRQ4vmbaZPY*lis(gZFAE{#lW8SgoJJSI;_iu6kB8n`}cg-l_8Ai>-#Xv8szl4T5x%Eqi~sZcF&%8gxsu|=~w=K zYRAa3!~DC?-eV6%`S0}h(NVHa1feCt#9xDc=}M;PTMRFlsIVosrwjKbCcjLdC}`+u zIqP5aXZzG~qNjz2J#VaQ0ltZ6xul!kh_U|dXDu`=YR(>Oy-_9eqR~D{vOBX$%d%HpYuY<7&1Tbqsg%azZTsIQe0JkrZ6w|5$%7 zFOGQTHNzp%Tr~<7>@GiWOr5rSf>+~M(DzGTN9%6MT$)}aYayN(O5$Y+(0-=aHt2N0 zF3JGWu8S*^4S6$7pTzkRz(b_+F+C~t%mMh)TB{zSZZ_+_dGL3abu54S{a1Z03l5Vy zS|0UCe^&K&@(S*v&VX1iKSxcZ{A2>4nm;C{TTOGZ znP&!$B}_DIgBf{1uq_2VPX0%T8P#+BiM&vnlQ7k6lRmN zaEm#=kV8-|*=$!UU>9VrJqS?l8ORp+YH1mq^EUjdZDjq~b^&$18&Ba*YQAgjv!>ys8v zOHU^M%Ol1YwG-(Qf>L#09yR~emd8QCpVA`FLhevQUzrVy!qZt!m!6wBxKI=^?2Enk@#KbUK-haImNoxav!50xUaFLn`*g%>07{8 zWxFgeXR(HvbY!E&OAyfdo#ap^pQ?!?8h^GCZ<=^(UcL4g(Ra+x8C=AH-phkZv?B{l z{#YKv6J9GJq0E3?tkG8$VJ{eV_lG5Dy{?ldQ$kVz>o`P!{*qrF99UtV;xJ7;h}&GS zkp;CK#`~V*3Pz>SCnE|QA;z}u>_NI&Rh%5l6ye-1%EbzgqIU*>pGZH85CF5$V#Uc$ z%Z?kgc?r!xH<91vk&?3Ag2JK>?Jte4+w{b0q}|4QRl2Kll^7@_$nB)X4Jd5tuPMIsKo?7>;w>#@lb?GfRGvn27WhSWXC+RCqd3 zlN&94hB>UnxVnb1o8!MrV<VGmSQ5CjmLhm<$9zPn#T{UoDHNU=Yi}?N2a$tmcR(i^`o@Cb`NbVGn{)8M?O(&|g{NcZl92V0^5IvLS0G~PQdSa-K4U8yhY%|ClscQU zWso&dE{kxAO>&hX?imlk5A_8ld^I0-R@9c1(LX3tq@t`JM&x@s=&geUSz##YHw&sS z@m?4Z!3~zj1F%lT4Y$&By;|S?c_&}k6D^d4U?1uR5EqokmVMj*;Oq|-`16V^Dm1+l zcO8oun~qHr5^9mJOP~;>V*MpD^p$4kh?Zxr`HKmup}-GSInj*cZq454;N%(3=&Jd& z;TDqNt7btBDblpiom)sOa7!L z5nS+i-6ybvPd!yLjruF|_XT%1MR@z7l0F4-z8=+TVzPZw5tbS zM-Rt~vIp(lv~F>^X={jSWrtqkHouCW$kWC3L0^de<4=MBO1?S`I>q6alqc^J)0c=V z`7c3T%(xi{++cnZjc^tzk|Oqk(;~1eK^LAUJnO@Y%%Ab$nfI;|OIe3V>oLn8Rqa!! zy=O)*X3>f|w|DvJkW}X@MnA-4FgCPs+;)DUXj2OG*}>Ct*wQLGvi(k7!cg2a?<92JA)VbhxU&_EU$G4%|3@>_hHp-sQN`TXJu-f!VcFf>_b|p{f^7*)8~IN9JtZ~JS#qe-9ayKk@bH$t1TZc6ai|p9wrM2qgNkVz7PQ-pd+P{ z7nhfUQxt$zmQCUi&gyk*_OOvd_yj;|#|dF4WY&lQ%%i*(Gh_A1hdeE;(f|NJ07*na zR3&3DI3f^X#ty&bz^qf0P`+OHG2?uD>Al7H#CBjr=qfc8x2 zp2_j_0K)s9wU%_igd2D=)0V}^0c;pk(`MZ@1rRKH<+J>2SR&=I9;G>>A=j5fr#X^v z)&`cE07b(To?jLEGaZ`OmxdDsnqobF-P*|)7=Xks<`C{w13)@dm-%Mzq1 zfQZsaIdM86ttuq!-uMqh>0f@5GNim%UAoI`)1VftKR&U-#`{E z0E-nSx%HkUC!wpBKFRQkpi@J0cj?j1y6j`LS0uY|TYD*wJ8apEca*S3w9mG6mx{aBi@S}gGZ zl1H}7MMvCcu>#2P@vjuyF(MZ&ly!QT@wU)47a+u|kX7-NgND{ww2q^vv-HFZp7s-` zCK^&-@mO5|%YVf=o=iQxz(+mY)D{KYiC@Z_?3t%!^JPWRg<3}5Jb(~u7NYDTreO#y5gw`&u@T=YPYZ`tYI4}_awR?BfbD1aCV_@k$rWfAnv@DxK{ltvGK0#p*Zt4jD- zj7M2C&B8EXz8#mv`YQ{kS$z~9i1d62ZdX+GAj~XA$0MAKfa4(P=c1tZbM_nq_cY*T zoUV3XB!9Ef3sHOvqAlggWyPtObQuly(NJs*|oANZ}ZeU~m;0%J3 zM*RzXau1LcpYuIRn)D4|<)kb;I5^3I+e9$-rtB(g)HLGTXHCKJfE5j3>|oFi8(AV` zudJi z{nAl9`B?MF#V#)8c>|(U9{t6KW`!0{3hz?i)S-Bm=YUh0+%`;0vMl4+tvq!qfc&QM z!65xo)=5%In_JL_cGj$WA+plTquMNg0Am3U{w}vMMdcb}bRRe#q<#wlI(1au;^=)K z>ZCozV_~&AwjvbhzWBaed6E_|0;~8tKlT_E=YZC*n+c&hh-Nh&jFeGv>fV0Mz(hxLj9o zL1-d?$gE)VJ1$VtImHe1$MY>qBsEt zN8#AA=o(Prvrsev<>ZBr+OFKolquhOvA8l4x5`aj0QG7*ksh>F4OakSpU}#^Bp2#( zm@*B006o^0wm{=$+N-mW=u!|5ok>>dS+orh(?RJh(3*czq7%)=Wm)S2nxqGQW}r=M z$fFOH$V;&-$eEe!?#Osx@%9oe&YMI_=YPxn>;IxlJ4!nZuQvxK0$^DO5iNis5CFY6 zp)vzZ;3tKC^nC$YlJ*|3te5056D!2gPPMxt&&yQ~AP^J^B_0LJ4gYI@CZTRt3Seli z7NMq)<>Dp2{mPr!`gS{KzX2a0NZ2=DX5u9OSOSl7K!QQ{<@pFb)k(b4pwLxf8pT3C zm0E~(N4*wuuxEwbU&$%cEI|jWI!dWPI)@3b(%(Bd^-&DA(&Tf)L>RbGvY>O7KH zjR7uZ*Fy4hvW?CJP;kdsuFei*3$lJ|wjBuPUMV>~=7Yz0<(~bh4iI&qgq<)fPuHFm zm}IRXzUVyg{3Od|v6m7QG z)vy7X4L^L6ZGoXJZMU;$Tpev^Q{JR-)%{6v`@JSb{nzySb>_fC0Bi(nM%F|Its}&C zTL3}5=2d5%5h04%2c{_!h3dOSC^O5?yFJ{m*}z-?xB@>4>p_H(KvQ7jHn~&EP6@~< z;Wjw$_f{r0!11*RyHH9J3x^VLi{k-T-rfUjrc_!qnmnnx#d;_qM{5tEvA;*QZlzFh zO5p=8fZYy^a#6#V*;t0TiLjPKo-3dA*cFI!8b<m^oE8L@N;vqvO}wJL3@DP5X^aAEL${i#nI40fHiHS)AT|m zW0kF4FVbI9F9}9yuwHlYw zep%0NXBKLo`-GE+tZW@bGJwjBt(m=PJprh{13g+^8iI8CcN^JkBk~`hKK4oPk zjXk}pgU9y9Dx+rK-IUI=QJbQ>Kr=J~Uuz)e0wk{GhlX6%w|L~FKq>dt)o_FLjY4k= z>7@6&+A`^N0NrA1d9spY&Bu}_7shfu?^a)Bm_KFpCLVVm^}vq|p+Sc>9<+nkGIRj$ z&z#n>y0Vz@;k-j6*5ow&;&R{$0Bk)hwwR$Kyw@{+XTKxm0%DT`O^VWRCDvsYtmCl>Y0N!9ek;F-1>?c8d+Ds z*HWLVTN2cGTY%3bP!RF|>)t{bq>wz~WQ~hl6tISL50j&tg4Yzt;HIb?{FO68)Ue*?|AjarQtT z@74ZqW!OsD<)P)>EO3)Gp3AG}gKt{_b;AaIW*7ga;TMww69JGa5IgS6_3LKa0xEHD ze7k3SsV}9#w%&siq~?M)t18;p+~33joPfM++>#?E;-vx)*#U3beJE+s#$GXZzfnXtfoHaAB*BJzA^ zC+}HV^O{fm;=1Z25E{C2lftrCENd~|wivVcqgZqb>NB=lj#UJ#@T}UVGH7`MKJ8Lg zo=&BBuX6b$zV&;+)KO)MeVQE+w*s`?62nj6rxV!QH+GheEBt0Da=)#&+jkg%veS;; zCD+N=P2-&__|e*C^jZT}e#+M|0?cPmb3E5q1T=1E%v0XLlGPaM$3hzi28zH{-s&cN zk;U(Lcq8vjLE|+1Vsl_30FJYS>mp@P-m*MW4*4X&LMd{TEf-}??!3(8!?ld> zWc$^A4oa|~nbp;RBTAmq(OzXn5fAo~t^_`_qWONY=^Y@JXUJcks8z@2dNzw9w}d>( zeC}}l$a0yifn13DmW9azcYP-c`Od=i;d9&T=ACqcU-h`fNuKhz&d@qMrQJ}BA zQW)1>eB*-3D-aDhnPmm)PO>pk(w7Y-^3@^L=m#uFqitGuo$sn*tCw$=wl!HxAeL7E`jUBS{Q3r>>6D+QIg2)QGx#EhkpcRoakmX?o)Cwl?poKd%&r6m?@ z13jUXKHq+?uC{wlc(#vqVF@Tu`zT0+r|*K#@wAa6=uWS3@H|95+5b$B+H8OW8? zKXJJ3m~s;Gum2!pe79DIgB#f=o!dobz6H^2|HGf<1&hVelnx?@wUQU2fBMd>yMg0aNs;6KW^p3HodsoDLYxjDh;i9 zHXCd6*4FZHlxsBm?8Sx8f|lW5o<1A)W^zQ>d;_ae$PiO?2u)SbcoN zF8_dx{P4&OeP6&^dB$?ncE^itnMvwH^(9ym_Q!GhV#%G_c49}jk9s`Q|OT&|=vE7cnxF!l35D3f+ zE3q=FtdK9Sqa!vFaPT)^bdIGm1FUer}VKTGiDVo4DWp_@7c)d%tr_4Y-4Xnr^!E0D|YfO>o|Nvhq~{DRvpKC z?{CHhZdPzb_ea9c*wIbOTOH2mcmEPib#ClskvK0^rrww5UySq8qHP)q$mrQx))6-R?>7QSC4t%8x%zB8i z)4-29k#xb=NVwS=)L9Sjb^%>1L4r+Sfl(<}Pb+;wKd4m1W(h{&0#;pt2z>R{a!p?6 zg4^gI@bA8}KRkV!LGx#;!-M;qnP3R;4ecGR$~c{Mnsbz{<9w3dyqRS+-O)77J%*et7a^VR#a&;pXj}YiNozlPs%wrou=288dt{R^#25Stn;=B9>{arjsnS zn9DXXfI1gu9UnUtnTx0XjbEzX4u1%kCV!pE!fXzNm@!)#{=|m7d5h)LENrw_rQ3z- z)9~V_%g!6uf>IV!{ts{Du!po)x##s{JQoogJq0GY_OtTNBlncw+v_N`m zI6A%_SW}kcn9X;arF@*NhuUAe*LY>(=(MU{DUAC~7J8@!&1g{XqV4=yk5hM2Kr2Ij zDKB}j{Q7t;TF8fGMrZ`g@^gQ2VX2O)Cs)%j<-lbQTmgW3+b9UPFTykzzfe%B)E#Gyo8 z0e#!GaljRh(l0Er^g?6KuFLw?%%moJ`KAs|I<|A82TE!SUush{EM(kj*GrHxuD7^k zM?=cZbgrZ8m46z`4LHc~{de;k$ph9=TO4lYxU8mF8piGxv-@Fh*Q~S21Lyn2id;y? zP=kdz`aN!34G3XhPVf;7(b8XdMOhuSMsh z-{Yxz7H9WzL%r}Bm;k++jHvVv>SKWzT{dHnER~5*47Q=6n7rKTB#@iU?$=0NYU}2f%SZvp#+v4@GH54ZWdqLrQ~|niEHuNcv`LJO#Q?c zu*yWp$;s02`14yOKl?{H&+$0Bbqp_vG$N37)~!Qy%C`sYRkY`ZYtM`yn#d5#r_$!3 zwV$h*VCjL(qQ}7r(%G>i6Zy%jm*3-0zkjhga0LLy>Pr_|t|NDX5Rx3qmoLJ^f~j%A z@K4X%RnIpiCE!9SY|_{t>s5i9S-%xsh}yJ&ECE&@kZtj!d=cOa3gN+sQZmdcEGsY? zM={JM&c~`)T*yv>m*!xbm9`(Zb!m|WCW97AK}ObuI|l(ZWpPE<*NqvmW}3BWJ6ydZ zIKUvZddA(1C1-5Wg5Me=Ezn54GrOFjuYAI}IUtz#AP1x?|D?B@#=o*mQ)UN2J;VHh znzcYtkK=xS_UW~zw7Jcak&o|5L24b$SuWy^fT_nH=V`y!zneP=Sd5dVzO2Czf>sj< zWxZ+TfDQjRpbhgO@I}kGP9~yK7b~yCyY}kWF zeClV@`m{%(bM}bOJ_`JTG6`?eTng@b;5{VsoQ)I%h@X z0?p_(ZVX_}xaV(pI;vQsrg&$+IGX#ybCen~;r5#3KpT3w(U${$Ov97|U&Vom04M>l zV)_N9O5iMZ=JJ^JEq8|C#RBW@&v+ptb;_+=MF#zrlXs{3)bIRZ{Z;Q@f=Zd1#c?68 z+*97t@%cDjDSF5|IB4h0wMiD++8i2cDM@I~ztxpyT^h>-h+OuQEN0%|@m78TvM6C& z)0pwPD0iY&c_uARvK(gbW$GA;opZO6wQV)!lSpVqJK$?zM#)E(bF8So-i(XfPeU>2 zk0C6lM2*5X3njG_YfM0=U1iAz}>40u`@d$L&jpiykFjbIODSoteWkp$|czHaNMa4^t zwvxp*%nU0_Yct2eJbs=-1J(mz%drS8d6|p#cltCmRv!i0FVH2Je0MZOj)Vuw3J0#c-fOlohlSxi|2k?w-}2y>nO=a14iKHl@fU8IY=yW={w>Xn`_eQRE=3WeM<=|U;#`pJhW|r2p zlef{WvyqPF$m(Mi0#ny$6g=s4%7VYxg>F-}q4ve(ra_wW?M5&$MR|DOwgb1n` zVB>Gkw|43S42{v0z)`sTEAY&9Zsr3Z8(>jeZlFc2W=~l|ZBHo+uUSH6rNu?2SdvRa zLF6xQfuj2OWd?C~Cj;F%A-Y_!O3+SIkp`gt_~S3KRAn!KvpM|u(}&rO5_wC}`*X8B>W@GCZ20VptxR(44?q0T{_ve2Jsn=Y$XQyHH~9YL!%wo4;OTJs z;`_rFUw&B~!S{dsX&ul1Ec;~*xV@uy!7pJ%HdSM3k}j9cZZ9D0kk=^xZYeQw^WChts&xKPY=AW>sH^rG5AI$5NH3oXqwiWI zp7yXrg+*Fcd7k+VfJKw0r<*ANW4$&oGK-z9xHZN*7b{u&vT$pMPXKBmr~a&F5hd^< z5FKor)!3Fjp~%jW<%OMUTe89WJ_EnhMf~zg5|?}kTwvgbMsm6mw_Qi%+ize#PJ1Q# z3;2`fYn}IBKv~lw{&XC;s5PU!qB24bTcGqxrzCEWrphL04`IBZVHtsda~;VRp`zOk`5{J|f*6Xk9Tke@zH9$&=L z-j4P8G8SblMr;KBeH;ycs&PhK5rMUO6uxpV@v*tliO`y$VtVGMan}Mf8Rt{^<$lY* zjsKnGfQ4g|OPR<)TQWY&jH|Bq(Y_yjrX$!btMBRamn93zmlv=XN!IWs&6cpV;P!Xva^TW_?WaWQQKSU*a9G6>*m@+o<`UQI`6T>5Fw zM^x669Db|a>(vc;Zn8=Mlz-jZ*0n6%t5bRIYSzE~eB<-{qAW9L#_kMq2*m;zLWW!6t1JVQUHVzq?hz0%e!!Of* zIgvX{jbsNK>0EY`c#1?0%Kx9(v8Ttg9_ zYgfx<{=9>7(DmTXt>In{Tc~xEspmAjz8ttP2B@hh1tB6(WvxULoQNSR*u&Fc*VEzQ!6GanEl~D{!cz0=GILxaaEIjPV`w{ zb^Jcd>~YD5@y}10z z;lZ1G>9igvHkr$t*>ZqH2(G-Y=Oh=eMm5~P^5;do*fZ{H=HC{%*7?4O%svSSU(1-H zmuKO*x+?R}D#&ZZzWR1B?M*Ma3QdY3U%nfM|Ex-#=JRLCfeQfG8;Z-o>tSVhZ>n%R z6CV!qWLdCm=!%(AhonA99Pj&GkFfTE_Ls4UjQN$d!%dNA(s|iYFNZYxcR6sYDT-$- z(3Jp|G!&U-S_Aa?UG83bdSw(rj&e$wZ@l$9C!#D4H!>0OUfz*$BMLnm1=@_2v6$r> z?|$$`*6}Tr%l2hncEmEd9e^^Zew5t{%UM{ve)?#5@hs=#Wy{)w0L=XC&0+0YW;g@3 zU*zxv7M{93&IHOE_ihb$a_}l81a?p2`f|-z?>!!tk6#)R z%>+#_eh}VWMzIZTvYg@4%KS<~D==0;@jR(o+S|**I>g*b*t*r(80=y1Sa5mv)_-^#Gftvl{DAg#0GN<>KTyJCJo6@hWiE!?t(#M%axn282&T-@-!P^cFBY%@Ixa z?`O&2rJXVg&a^*0H^Dms))zKxj;@S+93C;!-_{_FoU! z-Ea`->G1A@yG5UB08z8Oz;5AgI|?7~PfOi!53s zGZZI(OGDPzb4>pH@$luBYr~W6h2ev5=J1BowuhLqb9)c+@~1S$u$V(x!<+&E&w6M; za#0y;aw$N>jaEK)(#wUG^7_-GqvhfM`rXX*FNFGR9h7OBFMF#ESp@t7JEwWJvbdg( z?PPfWt&QQ!XXz}T+#CMUe{pa4t-rZF{Qdv*>F{g6dXg0b>jhA@0h(~pnQg~%Tby4S z?&dWG4>Er0g;sXYJa}`X4lI3|j_1w1gbFJ@f5iRG*lym{yx|Rg;j<1;r)J!liwkJv z>wVKYCKDkyVu|6ZF~e0Beq^qAQjG4L`Reb^L;MlyZ?4_nNS=3dsH(AFoUYSm(%yiv zEbrViTsjS}HwPvIU<68QALiKcn`vn7t5;V7JeFb9pt-OkVE|SeYs+;yavszRYPh%p zE7I{(n>m(>1$i@q>j2CO5u}l9wcq(`$qAvVWi}zA1S>+N41w?wNPuD;*naY#%X4|2 z#ClmyJapQ#dz#Z$SPjjUcia|Bikp;wL2wu$KY*`REE2AveZbqhSyHoYOF(Z#HrYanRWGRml&#K#}s%~fr6 zlTQy$XF1KXp|!Z5OUqBQWGAmCxX#K+8vM`2>Mibd;+66xx75p<-|$vh)tHwVox5nP zvEJ~ktigOQWtfAN_u*#&{O1e9zxA7&!$0^3cGx)L9?i<6989r1{OAAKw}$`jzx|Wp8*klC9a)%`LFFj1bWDrc^|BIvym|k2 zs4x_f@w~KwHvdLhh?eA}q`30hPUov0_7%G}TV1C^Dq za$q6=qLvWoS$%78AVFa?GNJ4NXizW{Cnh2`Vl4{W*&e0mX0cIJGkJim_uwU%$y@&8 zfv}myY`1}v*m!4zn}Et1&5$*Hy}UDdp5Y)>tU}*|Jq*PH|fgGM@JI>GE*< zPL9h8NX>aEQ}U(IjGX-gE^U--IeBFK&+PC~_7<~uYWGXrKI{0FRu6_B{NU#B=9^wV zZubVOsPT#Ai(d5LkwJTtA`V5UncjRCfFxJe&?&`^a+WogCwSuTc*tXoQ4=L!e0d`Z zpQT61*P?CP3kCHqKuwt~J@9BeEMQE&69fL|pGheDs%OG`Oj*p~r~lEv`(pT~|HJz5 z`R8$kGt<71`rG1nupfEIOzqLp%J8rL*9XHt{>M&MJ{bPtKYSA2Wtqzr$ygE7jDfLUA4)5;dFw-*lw?R$~Q z&oit7j925KOvCHVfr$Xvg@$6)zS}e`*HvTpr7?t}UPzs9=LT{?xpmv=^;i{8v*&l6 zE0SKA(6HdzxDAVj6gDLtXAfnSwoaZABLyl|?<)BAQu0cjKV>B*4FKt2y`2L=7Z+Fz zESx61TU#u(45nvHZ8wJ{eERTKT(h0w!Gp|7r;f(d7P1v>d&g@SvrHpgnV&z3MVlGj z`2cM4S%}r5BjA2IzmIh?m+?X6bbgh!S}tV(6~N_ThA{JOR|Ieh2$X`3h7STNmh-Sa zEiA6kmAw6`{AV-Ku=yfr9k9K5(_UO#?9_2I{wdF-SDwYn=qbxIos+RM*O!Ah=+&X% zown{k{l%B-!@vAzH!?%JGyK#4>F)5({o~n5eGO?sOCtbR|nygPsF}?RXa9|<;awoPjIIZDp>?Q(R02tvhn+MQJX(Ft?{R0F` zx&I`ys?uBLaV@Th^;iv@xYVq>rlmEM1LEn`Ra z`yOSfOlG_@(0^^IP57YYIAdlu5T^1NJArmMyL1zKCT@iq#fl!S-B`siA$2R5{ zu**GQ*sQn43zpdB;BbcBECE@_0`C8hy*Gij>?-d&zc<`B-8WD5Y93Xk(uAavgd~uJ zkPw5w*ccl_Fb=Vay==!>ovgMUJDnz3SxKBuoOGOCj;FT4c*KAZQxG5o0?lYDsWjB2 znyX&Dd7fYYetX|j^;DEFt7Gi)TD7b0yZ4@Z&OZC>{q6t$=Dlv+6n#j4GHNNBhCb0M zd-`-!tXhRd6#ZQ>*}XsAO}hje!8HS8F(G~T-nK^(QLeHHtGAZheJ_<`Jt?}Xxaak+ zM+eD0Obj~@N9MC?Mepb&6Ly0emjjIK2eRk+HPNWCA^|XZVe%pTi(l`FH{Vi@TW%kZ z%XSPy3-m!6U$c12VcR44Lw49u+nPmLKiAfc0e~((bd*Jar0)OaLN%{d>=XB)?g6|^ z+M$18yG9NM-)JX+Sx)bKMMgpT^?LP#a;<+Gt~cjv%f(~ge-BjHj#poxI8~2$RfdIk zz;!hc$TUXiHsXYF0-M&#_*x0a)xC;y)5PL>jUn~2Qk>&&infAOO-h&Kq|C&8h90GF z{v~krI=^vDu~P9`&{Hp?|DfQO^6&9o4#vEIp6j*HZ2H{PL^hJ>g=4{Gg|MpXYTPHZ z6%cXI(gLvS%*`g6ljDjxxkx*G76o8=dEwaM*?cXK07PSwXH zTL+@Nb}ELVF*dE9i#OlVPu%Y?ZFFHF3Bn8pnZZUxSM_1bY;4sNU;SDG`a5)E7;KIn zt%}=jn~DGYpH9W-bVK~>f76Q}W@~)qYa3(tbF1JUF>V~k$8buAa~Dxt?LO23toqh@ zbg<~0D+_{ZhQ)dJ6tTrWxMDwRND*{fu^cDx<93d9G3Kvzcb1;?lh?XHxb3EW>~$B* zh1&z?1whBl2{((cm)jgVgcAA`Tw(Haf@^U0XgRdZAr@)87$VX^;+1Pm&dGpN;^e5o zI;>X^RAenm@kzq*v*2qHV_ik%QVfPK+)fIDlCzQv6CC-UxJDopGOz${Z6=1iV@%w3CxZ;W_JKXc*(b z>{MFq<*sbcO3_HrNee`Jn)E2?k54DJB^YW9nVBUWKG|lLi3gs-y~X>^pkK3(><59p z5Nln0&eof{K7p6#`BFD0*KAt^3aj>kms;2zu#W!J|IzgIwb?oj z_{o9g@uqW71NJ|N5_2tumQW!V9r+sXPE1nnX7!SRw(Dz28*j~AE#dm#X9nXv9 z!tDWBt@9K}8GvbGH8gTV5H!0<4^}WIW;Rp+ZVb3Z&c|aCh(*1LFOMaF;2HtW6;*ec zMk62K)SUGaRN@}_>h+3|p6j(nkQhbbcIrKq*F>Q$$yegRBWisG6B}fXZo!Spl4^F;9}xe``XYs z9jxa(cYZQ0ZVimd^b}m#_+0FHvL#+P*b*&`^YOm-!3hp@V|`wZ)oV_3ekp$M_j}R* z&Ept8jQHIc_kFbvM`L2DCm<(w-+S>zBY*nR`0l)HD*o9&!y1nPX%P;$v(rtg$~bjv z6<)+jN@9o+3|Bn6eUl8O^R=KjmLg=J89fqohjP*8QS!BaBdxqx$=`GjoEHF{JWHgSa`Y7Eoal;q7A?7H zV{<+WK)#Zj2 z3<^=CaIlu+^Lj2#FY8Nf;?Bl_dfaqS?HDxp7>hhZ2O{l!tI;TcC^|l>z;ay&hXQ9t zL_w(xhl9vvy>d)GgaGJ*pvan2HL35(BBn&2+nE=Grbcv+V|8##iwRt7$Pn$lR~FrO zbnvbR0QVoRi`A>g5GUD)9MEjX$dMvBxPT@AB)C)Hdc!b$S3R)H+?z>h7pI%#No&8z z3Ch*Epx7st+}DVcNXqkw;EQm`Q@H5}j*CQ*G|>0+OI>l}8%Cp-h?JuvY&Jg%_lQ5` zyMJ^)Ml2M2vyE}X4buQ$eSH4&>!Pb`CILlf7hLvWZpbmL!0xZ&Zhf0KM{L?O32@pL z^=K{@8a_z7g|oMo?4I6n9)-+2^o!~1ZKu+Qz(3FCR5gy@xt*Av=zsl>eIwVYPok;x z(;^J~S-hukskV#_Hl>QD4BZc}@qE;A(bBiEm zem-@Uwkqo)88d(*gJ1UZTX|htAehrN=-yI)q%q)$=xftpb#zR|#!aKKaqDbc{d$r+ zte=a`+lcA_tQTimv zH@<$5kh!|}_{W>#(Z}jB#<&b^YEb7Hh`x>W zaN6w2vgk%qc3!1Ohei6W;@J0kw|CO@c^JOesb_x6qmgO%%)!_ApoC)Is#i_@2rb&b za*oo3v@G|ngyeiFbmXs5-NnNfKo6XywpTSKPjtCHMaaoXvW<+5r;sJz=ivC%H))C0 zQm2?)Myc1z`NnF>xw$%?ujn(_NtluwbdTa{kaT?omjp3ML^6{`Z4^30C%b^;yC9W0 zKfysq=Nj5ZTPmDczGndx8T?e*Gc~+`IsjeU3=kW-w?OJA4noxF4dabFnPq^hUCL>{ zG{Q*O>Yy@Ln->H{At!=Gg7=vd;4lGa0V5|%%9JDE0ANEy=-ALVIRo4170A^YJuygD7OkeX-+Kyb_ElTkG{9_P0IkpLN(X0Eh1hL9>TkI<_v7KX zr~T&w;`L`aO?rj~&Cb-v^Utq}mtSg+#~x{p;UNr9gaZDf4^Jgf`Pd)z#eevXHbgr! z0F^P0oC4&B;qFxWYkUDf;i?~bv=-g#a%|f=A5T41O?IBfc>3v9xGdY8$98;NR~i7D zM2obVv1?#|XW9$rTJ&e?)b!`&4&yu6y9TIzT6vK5tI;X3{=Mm`=Qc-IpuWB3uwf znq^QDQcRkxla-08o=cFFIEo@5IN`Onxstk_p@}zBnk~fRrG@qcb`4Byb%p%MrPR#| zTZqI3v}Uem2_HE2!$tHwwL)nAX#6uGJ)C51wc{d} zf=FxIv}RWvw$o+whyIw>;k^X_#oGh>+v9)#y|W)BXxZPAU@|FDBnGf9DL0p_a)fdA#!0ZI=Zsxu&-!PX=Z=!$tIK*?4l6 z5Ug8blW4^you?H*WPb`q;1cc0vl!R>NjPTM88zB;Ulx`dhQua-!S zEE3zIvqggRURk8_b0%o%IdMWzwrTdO;9RHCY1RS?Rr=)FHgtwYS@=AHbs}!+lM|HW z%WRgO=$mhXvcJ1HIQg6?XE;~xrLIql^y2b#Y*_1LHP>Elo2_*bF{Ri9qU`dLR_Kb) zV?`&G`k3&l8LYNih#T1FL~-3@5Azses;Wr<;J(Ne&`fSGY4W;&ky8-=LijH31h*yV z($VZvLXUEPRz6zuYVdQM3T~etzpEq;k4x1}Thh1+QWTHXX!XWwzkqv_@#xZOx+a~G z|JV<+h~*kwq*=$+#n3*Qfm?S0a?>q2{PPv*Mf$T|)j^DCYO`t+ul-)_KVN+pkNxfT zzk72@+5 zyen1k1J7k$a7A(;o@-mx4K@(9GBt)+sgrUWZ38K3CFkd$_VnCbtP`{Qid3G&S}T2$ z#UJ~^{?YMxe1f_?fqSMsL$nBcQya6Qf<^jp7Urk3Q>%84%QbV10PKnGHC$WcBt->K z$xy>A^*`L4dPF8Hi-OOkqq)V%lSL-}45BT|Q;K$3N)})G*EUc*vxanBCr-4dm;ib} zg}>jQ{m7{}J%ClVXB=ndZghK{jK>lNu&OxOB$u}spZe5>c-`v;X`A3m;tTvNr$`*J zbt@^YwwcMAOf7A5SdVLC|A7YT)orQ<5FF-)WP>55Rx5a0*GaC&*AI2WA^?ASfbcW! zWqh@fI7$x!lDPz5v)IqnC4HU`proth-zY7Ek)EgVZe?+-jBawF)zwHKtfoIXoEAKd zZeCY_+{$b1K)WoKw*CMBKmbWZK~yrm_eYb$g#$R_a+? zGUjGm09go$bJ6-SU(`j)g~?Sxn1G*+lBa3Fe~yy?FAWd^Uk18!d)MPh$HuCz&d}te zUdT?4>0R+i&P@)nk@WXVI4CC$iFTXt6)5E1ICs-V!EbtDD%$Hwp`~c)!&Qp?q{Fff z;d8Q?JcE%d@DR9{U_fG0xzn2WNg!BU$h(|LTbq_!og+~P2og-lYz*NL*C?irV|`tA zL2#;Z55aEHZ9D1vMZhts`e;(t^SQBk15q#2vF8;wjb}rsZ5?pBRcBpFP^Y5v>y4LQ zXpcYslloY{b0)6ZF&U3Pu@+yx*0}oWIl|&<$%rx+mv+{~fB!8~SFuapKl#N)B0Y{% z_k6s-wKPBW@5AcNKFl2*3-S8b563I7w8k~pjPsrSQgDH3Z1mk^0*f*TXR4d$>9(B0H%iF5jKdT$YMe$-$)`Ar9+NOe-Oxs2`j~&vyJ& z3owK3raT7_z-i$6q5BQ|W+KW2#!@x)m{7IEMo2AW3lUh8h{{b~i`4w3_)P#@z|!cR zwi$#Jp(WacS4?C;o0M1X__n}=SQhx56j~_dv@le()iL3j5G%niKdFBe?a^o1t30Re zUcW?qab087bKe;{!uuBO@ru+Aj@95cbGB&E$cC4qznp^&ICC!o!hY6BG(x&6+a@@a6TN})5eiXq zNpgriPp*#t_D5YTMpcBZ@!UMaL;Fh6i{tW-;}m`K8{OuzE{+^AUtbNn!U;Bss*6v3 zx-q`+g}V5}C(7{$f4DZD-7VNv#Y1F_`T1YimXarQbgD8T)jd%`0}sPvFaNa)sVgVkr^J8!_yX%r@N`AlG$HsrW8Qs;Op@0j0|1&}(z|L9VpVBP z=pDXuQ!`qJbMynZOvN|rt5N*q-~#?(##(+CC406PrI)~#!AcC)u+vJigGM48@^x@+ zY4YS~4}IaAw-t{yXS1evq3&IVbk zO%S`XXbo3PQxE6FKU4Uap4Yxa2jybnty0zB?*N4 z$@LXLZG611^DmO;RB-X@-)Rq=7XTG?jqe>{&kF}#U6k*Mv*QZ0Wwf`J(@Lt|#0f6} zBoUa$NrndqEdiAi4gwK?T$PLBT$dA6QND!CxQyF~DWpuNm3+oHH-Q(I2n6~5oX0j1yA=Jnr_?r_?@m%NNmBstz zmjKQf0K^(MbpM&g|FO4c0#TGbF;ov|CgT21_IhPVIK%n|oS1PznM%efVykJ}j0OS3 z`Z3d5jYiyY$3k3xbw7*BT%92+ z!s&rL>(6PA03+9-F3CanRRoBu)HC85I~;dD=#;h`kED{=m*Eg@$y=0Pig+)M*GS8CkWno2mU$q%XhxBHaRvA;*&Qx zP#Yip*K7oJT}@nh!vtV7kv4CCWgk1W?JdQc-f2LsCmwmEDL(kY<#^j&Q&G>x=#$j* z;*-_H2RFsb`&tl{>ylsKJ`5tyK3yHVZY2)ev{>|s&t!{CF}8KvK&;y^jlsnYjz(N*uCZ6rHscXI))7E&X`T5T)BE zJzs8Y>Og5#&d&$1F7INIQVQqi;#mIW;@=Ck2QreJ)4Bv`3~oCc1(|GMoP6jbrom#u zN^I%^1xFJVNH88NUJkr3^P@=`0)bpsnwSuX#eFS4U44wnCl&DwA~&K$qU4QL zS%XC;+WaA}{Qg!HMOZ=DHu*}$>p3ZbDtai}XqzNab%?ghDrk0Ux0A81lyyAm`O>-h zk1@ZCL|4@7w@5_`0Ev0+hQ|m6qz}B0r2s3r-x+j?OZd9g!ZoI6;dxWNHl$MQV>#>8 zc8)9lW>CoIJqS)Ma8rXR*q_GL3(?V`Trk$fy^z zSXT)Vb#}HK$B#9|wY%nG`}QI9i7oNXZ+67!P;>0pJn$0dla-8~C&$+ju{ z1IJ=3;_(mv=;@?_Xe1wCUmsb3hN@$52ri1}>}Kb>S5B8=+cq*I4^;uG#zt4gOOF9I z+<%GCy}G)yS$BNylzyyfJU;k=5kPWP>WkFa+_mYWf6n&8(eBi%g^$IT<+@xG#T~u#*0RYZB-rigPk6 zI^>9uObSv7pVEI^C{Tnuna$iH9Ho0wrwI#+je5Md*A_+x&+#4-eg${9HiMgOu}GAj z=TSL3x0W>F=Hk2}5#lUjsfGlxGPOuhVX|zy6cNXOeYik@$c8!(GQdgb)XnTD5p7^9 z`z9vwAg&&5Ww~XaK|eb<0A3nFmWh^GW`R&la^j?R(|6v};xlUP%_Va#9UU{Y%X`~@ zf?s~7bPkQl?WJG2N2z39#JtalR(PMk1c=WO<|hdH+50*^w(C^|!^z1Ltr#!hpz$lL zshPo=yEgXjt%=)yW-Qi|on_B+h`EPK(XmS3&)V3>HUN)4)*6S8!J)U#r202*T#5%C zXrZT;;)y5gW5X&8F}T6J^PT7jF?eiTRTaPTDoZ=UB{(SM@1hY>SJqi=fx5Kd#U2 z2Iro7@%shR1Lp-m2RKiBh(+RKf+-R^pd)MpDY3XIj3rGjz{L38e4wHOlc?f-Xwppq#**XC1c96&x%{pZ!VD%baHZ-D{KB0@1&) zrxShU3$f`E_Rgj5Ww<9>qG<#~gBt}T6uEHqfO1Kk-~?jA0FwEBoQxtq?ZJWQQ^js( z%T7kxF-y?!0`4bKH5=G%$cPNMGJ*ADE0Rb!`O>qew#!WjQaQl{7pCXVUE`$lT)+`- zL#4YZyX26pLoUTW%Gc^DQw?Wj;?}%K`J3RGxNU)x@80VS=jSN!oV7To&&@TG#GnC# z#R3M35uBRa;=laY_V~qLFyyf&p59#_k3LL>l&j0pPaV(wPE+8r95sa6z31Iy_z1Se z7rxj^0)!c?y|uAv(_C!b1o)uCoP-mcn5&JOZ<>tlM3X2Ij*YD&zPKYUyNr$HpKpvC zZ#I#I{NUM=7aa{ZZf&^&_$#LfemZ;01uOQtb*j(oGg|5!+$Pg;TO@TC#+Y6$u`J|{ zrhS+?SxV#>v|5j|yOAR1x6}u4gq`V94ol9n&VnAT+b~SILoM^tn)ELqC(5?UO3By?`8d%)oP%xv~N)d>%Aw@;CgzmW(>xAac)OkkF!o^N-^)ZRQX^8jDpAl>EbG!E1 zQ*4A(A4eVstWE)}fS8j_=^9K=_pjpEJn_yNC{7(a7>D=m=2>$ZFgf9|(QJV&7KJK~ zIel$o9p{Z8>K#WnI11NydMI;{iSw`_{2!ksBMN)p`n(qVQLZW{lYq7KB>z^rJX_%N z^V&bUXiUQyD}p-#y?%JuEh4k-)N2#q>r7N|dsLQnrP*@tJrd}^{f(36>YLwC|5po z(sM$cY6!Q~*^wqmTYFC|G`F4Q;HXob5>LnZ6)uSVCK57^;U6|LaH(ah{p;mOGvh+;$v6ClR-FY_q#7U@{Z*dU= z4Y9qZ>`xQlN8sfmWQuxYlszJMQUcg#xxczfxgh(0icHT>@9m6d`l%BzT(_14vdy#6 zivQ)|!`;-om_Y5u8_D=G*%(`{#Yq?)-Xl+B0NlKJHcp(>XOTUB+h_3u4D^6=$<3v+ zV=iTkIrvH)?lon&<8}NtMdE~masT~2Y@AdFXNb5;?!!{49RSrK+QxtH;<(Ph^+^YE zZ$6(OX#Y$Sldd@HITq_P@oEV>)d0~YCd$~jaXiyT>POC@-#y=P@b=P}{pgn&7Gp%v?Dl_XWA;LCbKq$xVXM0mP?#|05 z0yyytoSik&gFQwtpsZcXrtm$Bapjf6+^07F@y}dA9|&e=$0|L@Yy9!~QeUk2 zT|jsHNx^WXl%dyv3mn~+61Jv$cqk2F<$k;^xG-1FHRLYo7df65AQlgc_e|r#=X@?7 zQeBQmUex_+9}ALcoD!`_!57Pg-UH|502AA<&IbakjAbGMSITL`gqcM$_(B-T36&>Y z0u0>~mT4Np>*R(~rei2vrL)|i#kS`CGdPLQ(095fT_<3v|Kn8apT$^!@tNns2twk8qAk{! zo}U|OJ#{j9y|1DOe#Vcg!%TBQ@kzZDqP;iJa;^n-9$!0!Wy}?bfAkJkVfQR?Vw%mN z8Vjx|q#Dp&nHtIorg&@D*mu6{bKiYlIXN?RRWsR^*}K?#*xo{H>}bag1u>J>k^nY{ z$E}VAfYotv8-hc}IxtqW#Q*u>F|uCI#FrmvjV>ze>YR$lztf3Nr8yDV|6>o&g(LDM z+vj6Tqk2wtz;OO>y7%1E8y|T8P;9$oCOUD$d8NNP9{yHKTzA7#yydM!q{%PGhdyM2 zSH=$ue3|GTjSH7uHiM&cJDa9=#jaf=@ve6g5rRKpPwybyu}ugIIZzdTgw zZ2kyN9``jtYBLvPmo@viw|6RWV#z0ws-*`@x|V@64VbiG9lmFaE`7^+f}3rU7Sw?| z&UEFx2MUx2EWa}p@nLB`SsR1WpN1QZIl@w;cbePosK3l_UUz za8UEO;$Uo8S*%ZhOPiXfiC|s1_{n}S%S+}oxC?DD;e%~;qb2>z8Ue?08K>#N;W+Zr zi^>0RdWsZVSf!0}$?>UX+F1Yu0V&$YJWu_eGULDr`flGS`sEFG;I_x$y410<)n`pg zE0wuTpHm}19aii*CgBYFz2++Pnj|2w%`7GCc`_T@FF}_G=#P+JaCY}}Tzcs^hOGuB zaNrIz9{1hXjeAJMt#?euAO?|Xth$dp#)k5pGg#9DR~e%ss>$~^N}TUpyzkv3(cE4e zANymtJ^UC=PW$AOZ7CgAGtS?w+|yF@;HN*+6uYP}rnb@kw?40x-Ya*iykC5~Pxs@Tr-4S<*0~qA`TxAP_I@1}{D=})(8zZjR z+<=mf7C+BVq|EO{B+As(bh5CCU}ki-Ncibo2w&im__EGS@ka8NW30I9@Y(MgL7K^M zvTju~A!7}Iu6i{lmN%rBFHZn=4-=0$0W8*S8!b7MDt%;92&i%+a4B#*D*MgOvWN)U z-qjWD>o@WpOEDRcj~=N9Byi#-g+EuprIn)pG{y|YW^Oi1G6r=~PB6F3tR@MA$yD99 z*GcT8^WB#mpklimae@Y(D`kb@H@Vb#B3iTza|xY5b{2GchfYL1{EfOeak??qzMg2F zYILH+5%;n=)O}yAv`W()0Pt{tBjnK8_fUFA9csi{nDxU-9LDah>(ME^q5Hy zstJQ66a{vbq57_pI6r8?{WYwoGCT=@JlWsR9;|R^9B-skV%S7v2idR#p<~Xv2?KkksOn*Es6(%S?12@ zjwE6LTmYwBlOnZ*BcNFnXA{wLKkwtq;{9u}BFl9ZVn_jk>30E7MDk7$s=&)7iBQuj z&t&qL9GtPaL%2<>!=6zPviJ48%$4a(oDCFHi2t@xfX!X}M1Q904&z z+%lUi>2@+t7MUiTeVdy#sMxpD0E3An1iU7E@cM|KCD4{_GL3L4kzmx_+h!3(7gIPG zK4ln&8XB9Jc-8>$ah}g@>Z>LCq6GJ;=xhI0*8tRjpuArlp#0S1Yh(9e5}cyfd+{3$ z7%P_I$(PWPHFm~TJEzFyqAj`{|b;od{nUCN2_v>hTXMFgl_i!!ZdXr#H|HOFw{4YJjVkzyg3DqSd z@xfIi@tw!l(|3T43vG(RIXedStHp6j2~8b8dtFi4{}qloiKU$9cob5Di?ZXLPUMI5 z(Q_D6$2eKv=`;JTFgVHK`CS@I_d|CpEqbj0D4l6=lLIue$Lo@p0u}l>0km|+`JU^w z7eSEDxWLPK0WeJ+=`w`M_nhcx;cp!ZU+uTe<}%1-JV1ycy=Hj7crC# z5SGLshn9g5VuR4UkGeCx@wL7=IkHQOpOVV;cg7FNA^ct!N$y5Ab zQV2q}!Sg*c-51?lHK3KbA%1td@L#9bMm9)lZHDVP*%+&ceDETFcY?WV+?={QB0p?{ zqK?rj=aw3Nucckax2lhGGCL{U_EApBeQ=%VODW+gpzgf^Xyb8xoD#loYu4xkx0E=- zD)f^L4RFKSGVqtHVbL&epIp`gi36%g0;{V~tB8t#Oou2{*At<@0+QI=u?GbW z$6H{To{<~Zz{3K@v*+|!lX1&!FY!E0ahhyEjdhbzO*;h4qBxEztP-%wpq3Y9e@|qP z-We@Hk$N3G@0S;%^tE!_-zk%hTyO<^Cg5Lj6^_7A}O}DQK8GT$-<{AF+h?CN&)zc(HxVvp`L6y^sNRTFqrxq<2z4u#uKAU zaryR$2ftB@9Xpre=1udl?pi|C9*(&8OY7rZcOQt}&QZkH8baA>;`E6!{*Mjl{f1)g zIxM&JPbVR9gQr(fcRhP}n9T*Qv=Kvt;7*G_{Eoc)SFW1cDIq6744AQzmXs z5so`#8 z9}57^5e~&wX{sc!^x5>KoMTH!>t3Yc>I_R*WxaNptt7R|ntopkvLM^ttqAUO0tDR5 zZYcVQxrbW^zLSfLTN)4j+?L}MsqO#Ef9;NKJC4Qvj&|HvX5zrXI<~!Bj{oP6+v3uV zBp`r0>+f&HJ&CN&h^KRl-O=3)xB|-U9sR`mcF>MV`h@t|)*;#_kdZNnWTr;J_>6L4 zb>tjOmQ%Q3!AyX%A4^z+Tj3;M*t0t78mj;Gn6uF6ms+2RF=6-^9|uQpk*<8c zycmsR;nm%x&izfOTWR}EMDt8@m;#hdj+pNj<(h~ zAz`I08Y?1`%4LYzk_eLbw9=*{=^zK3Bz~4qooHF)5bWGZO~UpJxhsjeid5@75$9&h zUQutVBUh6qTuD6?&+6HNpvE1q=Ps|BIK_48ofG6BT>aH$DcV|WLFFmZ_jD}PC0Ou` z{FA$oqgKafAErEbfJ_6atdclS8hpXe{@lB_C$?_pT)4zJtfo#fQ}Y)^u2XJv7W_+K zz|BpF`s}mi_}O1N0i)XzS8kb18x$Qr+!_x)T8{VJfgX~0=C6IDI&QjFuCqQSupZxh z^C6s_Fjd$+j{XPuP1;&Zl2pO5C|R7$ z3lYNz-Q|R;O^x((x6dkgdOY_@2GXqSEf%k|&_E;70gsdDL~fhz^^1q{d-{+$#bTTa z04!RRXsB|YmnE(;jcckTF$XSExl)f^EEi%Aym}d{v`|sN6|M<)mnK$S_X2j{1vuBx zdSc9UOEE5ZT$dLBKoF3?a=I+7npDk2=YoxZ;$+o_PWJ;1Bf6V-Uh$Hc68Gp$t%L9W z=CQ05AQw1SUZ(73vT;UaQ!4fnPC5u0U156jonz6zafz zZsF7% zUeL9K1fm#WR`tq-$Rg1nm43E9OP=6}atZL&L%KinGCBL!#_#^V(I0hj#pa3Fap@2` zNuzicqNjBve&=_{iAUC#U;L+s*bMyyksT9^EfFPC?Eup#?aBrl^`TRf?3psrgoq5+ zw9p+BqkTvTO+0Hx0q^NrhF~0Dz3-Cvvp=~!9)ENVW8ltk4e`(a`RbVD`R0zy#y9^Z zI>tZ4Y5HG19H02bu6Swh`osm6NQyc>-W>a0-axLycE%vr?K3*I(xvzDu@$2)-9bXt z&BmrnI|;jzj!v2~RM39OeN(*CK28+Ok`DSz|K)3wUuCL4-=`39&-SsOa(^fFkBy-u zx~y=7-Y>bz(4M3kx`=?Ok1o_d=j8wskySva7(WMDBZozuGHfY09L}s7 zaYyz)ff=VKMRo2EnX9%CREHWyJ$iblZs?dD8o^w-yGfPuo1;Kh;Fx0H@OTadm><;g}Q3A0MQP`b@%K@^?5Uj z#J+@%&P|Eb@!1X+4*RCKspr^j-a1>0Ga#pl!aZ!OpixV984QoH3V<1#Fe(Jy7MPo2 zR;h2@x^X}=b2?6VIn-PLY}{B*4d7s2I||^Vi)CRMoob11eWxu}t!G=y&$q=JZ#)IK zuqf2c#9w`EP29gY6VjwQm?x?}UUlZczmG0@)ucQ%b0WRiBw zV&phY8!;C3&O|@PljWsWI6g#Ro=uTd3-%X2zd8Q=FEFX|R3G`rxzE1v#Z7VRn-*dd zNmidL-5iU?S?`^Vj!o~0hhFK3E00XX6*~!2qzz3NZMJP2jE5gt6F0pmBbza-3UOm-G1L z1vuR#lh7GX-($tO>344AeOyeHB`%f=y9Zta04o!`LO^nRg44>PRj!(lws{CpA1MJ) zeVp%>3=XV@Scu&?+utk_nff25dkT-6!2eGX)>k4xKtaMRM2>V3f3jXj>H|~-Sl+7; z8zt-nI&ceGP2KN8y^#KK7JmoU(r5qpNQutnCMswvIO&V1#d{GSK7ARrZVGC3h;@tT z4lQzm<|xz$(6$;5IExk94dlI#6T#yqI#FvUpc);*ZYKb}Y6QeQ#Y7sBfFHnYYpIXJ zN1CII@uFt)aC8Bvoq*dcG0Xj@TX{}$5q3?&5vIAECTIbDJ{DT6G+?;DQKeCi6sQTF!TG8b1|iO5?$2(XOA^!NgyagOr{=Mg@JReBMB!+EUFM-Q)N z8%$DYwJ%05`bzf`URt;m7n+9n$@h$rQmcWar}PQ_g{!ZgkFVU1?8-w-;%t5RP;Wf& zKzDrh-p2UJ4^G6}-*GqrNM1BD_(@Az`@P2ExGf<%Phw#4OPO)8&kMtnR(?4?i!|Wk zo4#^+u>eXtE?h2ps(R8Eo%~(^U%Hk$Jw)tEpsiFlBBv%H2oze&l68{FD^WSo)4m5}+z^m-cve()V#_5-V4RYGO>Qi6 zWK<0CR0Ezhyi(l|%L4ldmulfCRuHDdlK_!Rynpf8wgEA|rRya(H#!<;5*f%Zp<1s+ zeULbqw&kQTwtIS->?X~Kwxg5LfG?r#)KAe@vMi#1!`+U`aRDM-d-qr)oNil8tsTW! zpxcg))-z06-Fy%=F_I{$DbmU<`gsy=ZV@g{=EZ$ZmX{_`A1p@`2|H`iZ}}|lMO%*= zU_ND*W}|p^SR=a?2}8LrzbOKDvWuH8HE0)XP+Ao7r1HDZuLvD+0DLy{ivDSJ>fTOv zv&$O$`i{=VPyd6lxbsdxYpgW}$n*F7q%@i1R!KNhBZ@og z<-+X&m$mOIa$g!dB!mP?P?Z3dbKGU{D?mmfX#n`tx6Pn0D~_+M)cWKY6?fl6z|1~?J4Oqjq^7N)-WnX(RxHtO92x8?zy_lXteQoGd_Q5 zbp|L+&@h1rue(Mgge@0TkA6)3Uot}QZ1bd5pYNF>Dnikc@G_z^8c0TJJ#I==4Pd$r zs2t}a1n=r^X}}Fg{bR~e7ff3ByXBveB7$ur`};1=wZ_R~&2a<=)|nv&U2S2g;+hH=tJ4KPNH@!8MzVzj7@hrZRE{3GxA z^qTngH@7g^^)cigxIr~FwWe{WOH)x5am$s)S~wDPCt5{dBjB ze=fuxI4=jNf> zk&wNC&ytJailw#i>Ekz_fwu~$Raq1Gu6Ay?l{N^pfJ*^xwx^zBIT@;p1iX-$qIsX^ z`J2#%Ez(auA8?C{3@QM`X`fErr>WbQm&$OFb?m)?#TO6}D7RiR9K!>u8?c0Ok4XTc znjhy$y6RpR$+wT=`ZHDmctb>M)KsGek3oxRG(7m&(C#{kl`fbOBmsF16yyl z@TjG@a_2Bk*+ighgmar_LE-rYW+P?tqL@+HK1mdn=$LVqrr{c0+ypU=cU~jtB|6Cj z!gweGIId&^0`UATF$KIEedF;I4kv9xxxFw}TQlYR-ozAQYhE1XpzQdk&$~+0-IeCIJaR zz9&%Qi$JJ{eM&8bh$rYthza~EzkAQ*wgN$`3?CiW4-FR!tc_ZhofOvRB+yDL2#w<> zQmSr1=LRv;94);=g!-wwER(Iq^SsV_Y+DVJ$mh@>j25JJd0g?wmEY_xa$*e)`ZEfO z*|miV0M3eUAbnS2@|o_6sRrkw3kRY$esWv48ZS-kG#Q!)ND^9ZHkEq@KvawLw;P4S zT>~zCrr>rVspfH

pZ?kE7)3WX zLP*{)y2UFl4{`yHzyYxb$icoi{_%lm>w>#s4`JJW^eB4D8T{;yFT`zchf|s=AsVlW zw)W}Ruuc(Oa3Dr}su@vP@GZejPvO^yNoV?4{M%pcj;2x{()A!1bnUDc<_FQN|L{7k@}C;Meb( zkAttUVbgF|{P|z?U|BvIn>P)jg3;(AHCW`5UHDws{0bM&I7laQZOJGnmqve<%fv#% z`K_c=9vxLi#g~xF&(K?imJ6UPNIPB2HATF-svuk9Zing={=6OcI2080w};he-(L0r(B|C5NQ7@LMPr!MYg|LZ&5N>st3v|vcDNlHbc(2Qv)MJtmytB@REg@SY$=bHn#8d zeH!sxz&d$qC_2ex)5r$rGh}f-a{M%@(93CGh*@HGTj6NrW&}`;B65djx|ziH(aB>S z2Ir5G*1rY^;>n3FCX%U`1^`2I)A4*pVgPnExDhP_40SX}2XSCD0qivC!OG>?IC-2+ zrvT1*Lc~h=@J&q8msMq)vguE*@i|rc*C8G*%T=<7ERZ&Gi02c1b`P9qvF2Nbi z;g&KmTpv9cP1e3;EY`IHtb;r=n-qNw1>@!o!_iM-f}5^fil6wYLotm}q};-yF+$et zm!FLO^;gFM&b@XQ(H($pCxAGIi_c$v(#1*+wl#k9KcAvMPvX?v#q%$dA8>$va&+0? z90%;`s=4UA=Bnr>MSfj*B=#Lfv>#}V;|BrI=WAkjM{B%X`}VkD6FR%2&qwpn({aPe zh@(wE5na7=BvUYHL~E>DGfU>7MXbSF-~x}*_jPgf^h}&46z{g{@Qd7E6F>L!8{+@? z_2#(w4TEX1vL7^P$o)$@S%lS6%sw+5*E*jP%K}d7t2NB61V8D_Ix;o;ezr)TE6??_ z3tm!{FiyIGrNx+INug_xbTNDitiXbLUH3@;~qE4M2 zWP%PSLX<#XMPN1t!t$P8CqWmYs$y{_KsZ0R#25FFX?bZJeGGezAO@RQVI1r7!0=e& z)W+4#FbTBQnz+>{mZk*@DacXPVSfU|l zF;=a@ZxWs6@niMzi9hdU%gaR;DAfVzUB?LNTdt436aBGa_**`C%$ZM4=;#}~iQ8ejTydtAoG>{nem6mPn9I@ZFWo;+9|H(WOpEhk6g)K~UL%ciC1 zgDYh?5-90WkT$-epItPQqdGKW*xO2HHQtwSUjcSi?8p$59~+hyM6Y9F6RZnWYL7EweBVmq7{W`su)~=5+9i0 z02iyC=UMzsAXKqj0GG%0z86q*C{|pO7>5Q&5&#O80;$)!0OtsfT&Hy?k`~2PSA9!5 z7w%IKTECtNH#fwJYYsk~Z6Qd3&h8T^+i=%0b-KW)RnPo#Zp5?%c#KVqCvI;9pTy!m z9c?WMIHwVlj0Zk=U@e3^A6qwdP|qaRP%@oRSMoQ+_>$BDw7m`sgf28jbO?41q|ZH9 z0rwn%05=Gb>P&9jZsLB?VfL;v)mNE5TS_suj)B~W&uU%rSaL5eJoD(&>d7LLEXv$h z3+%U_SRKFp-#TOd=zOf%fF2St`U_uRBPg7i|7tIOhFEH!f4UB?X)La}<}^_x3-R)v zj=1OEo>+55T|7H=b-X;bIvQv3%`}+;&;2Cl-@%^2ciwpO#QyRx+v5%R?3DpB6CRZ6SR{BiRP90b9;rjL@9V?io3&s9edYin`j(pU z=$Y6ZPq+VAyx6fTMzMxZ4U=A<`&@DfoZsUOv2iU6F|pM{!ws?P8bKI9!RuiDTaU%6 z$@|bb_a%geRivRILQo;=T ~p;k^n1NKIda#XbeCwdLk!S7$+odWN7pZae0l`OK7Ps zzw@sE0FPUrT#@%TtFs%O%gy;&!;CK#+ZK&3rc9UqX4 zQu=zx_?f^dE5#R=uvpKx$FKkD4q|AB5pQc_U=TTbsgng^8jf!QATP!0-cIhnkaiVA zrG#h=uVa`R4{QHuJ$4$VP&r#pGS(%spw!gB4P(*txfHGI>jA$eQ@|KKfm=_Li-3KS z`_s0LjWq$l=svN2CgTf^=K}*BF@lT9=JgTJ4>rVxo>Otzn&DX2OQz>S&}LR zH3uJ3s<33;XF*a;vu14uKo{5qk)otUI_DheEYn-&AO$=pX5#YvojRpa=ZV~&z;{M$ zE9#;;k9*$5^8NRKi^|_Q0A|iF4_q;T5`iG-c>1m(Kq9fRf}tQ&aB@z3S3*}wT>{do z2rH-yO&vsHlT)s<;7VqV~J!Xo14H%}UvaM#NcCQfw<{NQU zQJ3dS0F+y6M;9nDy2r8Eg%!!YpWoHnd5)ZHOEazw5VRax2iMFlG{oWKEwO2B1F58l zmVm3+v3)G*2?geEbXvu|6lrZ&=31$r`fQtN+P#^UbvZiiKk5(7Ggyy_bzwo@Hg&5d zbd+pG3DDg0@k{8>*63S{s4A9H#n3QdQ-e?4vX)85LXcmI!TxSGCT~O>Uye8KngHNx z;)Q*^WQCrMx4z{BR@k<xMD6rFkLcYDhq!hsjtw=%w&Mrlt`D(s`{cTK;FAlne%na&Y{BwewIQBAyd`Q!MxyQ7 z)v@Nza$I){Dg*v4W5r$IWva7<#g+tWc_GQPr21v;+SU17=qfGj^rhe?$YnZ{KA<;# zm&5ZnKl?7dmY{?Dg7z687dL6jlN@t>LLD=WWX1g9@{8sB=z$9c0OhhI0y(}!01Pl% zIVPq+=N-!ci;Gs*FKR0yPo z!W!GugqsVOm~CZfpc`;siZQYNX#Udi-6j_@~YW}n_m};t)nqERE}x#7!Hi}u!z776A>~87rJ8y92fpK>(&C&Jkxic?7)yg3a+hy z9!XcL;Qkw1Yhv%dn)pW_o{XRVnTc2n(0=Z7=s0nr9!6KVz}V~@|7xroc|JLy<;xs zFdVGvoj?S(zZf>Gt#Uhp&L807@{TtR#k+oZEWYzpYdrKsb9A-gAiRcT2%l|;559LG z-hS(e9L-SpE2eGm-)dSxX01FXULJ;7JWCnS1XW~hU{S~!)ZgQ1@C?p6cxCACw zB!EtmKw%u06r(RBoMyyPBQjL_&vOq6NUlyo6Z!biVaek1K({cFd(bo9C|65bM>5bKK7C z7B1U49S?l7H97Zc#eDATi}B09Nw#F70C7N$zdll2Ds3`U4gL%LA7VHg9Sy>j)spUA z%cK0KTUXATAqIejM@{!Fm(lmtBKJ|M;5rqD?GJTA`gx}S06+jqL_t)R3pnStw>NNJ zV|?keUC~Ip=SHcoY9=P07>*a#vkBFPQf%8o{bpAoxv9EJIlw8btxvsN6}Mbh8wd6^ zGg0yLLr>|RC%^kxQ(W;j{P?aLrY$-XM?Ck;+BkBoj!mtm;)R!*33Z!{D=#05C!gwq z%Os?5ygGjSe>BI>{`gFE0fq}ri}BQRM2~FmL3L3RZ-GlZ_!V@k?Hf|)T_a$E<5LW> zEy!(eT4vkJkz}Mca>JL)wKi-7DBkncVj>Y@mU&qdH)A9DVALn_SOJ3gkNtfv=d}XseCsgeK4$gj8|0CmQ$q5izu7Ux zIV(HCV`+yjPE1x#4hVpX75diA!37F@3&e+x42=MIh#XXqh)8Q2qN?sU+#%hy7OSKH z=%Hz@7mS+_M=aK9aWD&AViKF-GF;{ThoqC*dhh4@upFY)hl6?sPU+7+Q6C@t$pQAd zKqSOUypzl*p9O$gsz&3IE6mhViuZnGD2c@f_P3HU3KyD2z>mi6=R493z^#i4R#*1M zKo&;4^||!Z)9Q$?naMy~=aNs`D>x-L;Ir5Oq1WPqlAW$uSmv=@Gm)JzFFesrTZtbg z7IzaNaT{-5j%QD|#}zv;xUgIe;)2rHIOeV3rW;de*n?kcjz=FM`N0HSI&ruy==GlG zp*O>9{pf9@v3X5D;EdNGeuAI=?5cR`$(nf6n`h&7SI$KTza7NCZvV4=@%w*R8&5n@ z7gt`j7*9M>8*46Eh~tQm3)JgK%)tS#!kT;OnwMjFb!YTfvy~?MgRI|P8)L-&9vg%+ zpX$IddXgREu$B|3{1<<@ft}`vb^+wR{AD=XTc+YFIM0?A`V4S={q=+RY}S*yt1fQ8 zoxO%PEyc#`=Ht?v$79DkFO9>aYvS-XBD$}^qP@K>F29}QxZ~8pu{N>4%EnF8aR4j# zv%mH%BK^sz9XJ@Z#0L+P&AQ``t7$KB*jS#k*eW-UfDV|gSwm)PXhtBDMy0(>KNYTz z1=VAo<06}#n&t4cD699YoR1`6%zQR+S4aUi z9oMXChxRkwJ0~o*!MSEzCniW)CgD|%D^;mq_jjXPbjR^~am~vwzZ_3J^%M)x*8Chi zi$LvlKCjpL+4Bp@$vQ0l_NRaPr^It_Pv?$}jitUzKmGv!*x$Cr`~RTJc{#u&dRFc& zmgkAj3Rn~RoY2k)+$iBLxL>s zw}OrsoV`aO&c>MHBu!j7D1VPdzF>Iwfqq70e| zsQ<=;Ed<}=dV<)s8P4htf4?W5-`5lUPqH!i_4SBnxa{^@&hvoJV3r6`=W)dGcPA$!`^6*7uh%DJ?}XU z__vX)bsmx0o#=F`FU8Tla{Me1$4|v<$5_;jb?_a__<#VXG+j(4`W@@A?V>~IkE};7 zCVmEuL{3Sn@Vj)Vlp{?m*=YUE0E5wn%ABNTy!PBPM47Ajo_`Da{SS}tjsLj6KYE+% z;}@Sk99`&^f8w$YsXpt@Z9>&DIT>I4;ujhFMK;gc!UBT}(>?bPlinOR-EZ^k90eK1a*=!*RZ%kj-e*(7{*O|%l)b(jPN1B2u%X*PK)5hIAFZ5>*k3H!ob zWzA|5rA{_sO&rE8r5Y=2Cyv)`gr_mFV4z#k6(Wffw#L31Z3f9_J>cY&Y60DW8rc_j zRXqF5s#x7Oi@~80F|-v6^F%!VU|+oSRCD~yuM9^^A4>m@1t$Cy&nU?2OR0G2xKzhO zSgZt%NjI3y$~DYg`jJR5dabgH##_4zn6~XWQUJGGe8mwxQe_kJ=?N{%siMQUyxHV(dC(LeP z+k9O8V}RNEh)uK?;T+Cu0)tIX&1I&a+in|<8(%*gZ+yde>^o2!k3UuuT{B0cdU|gH z_ND{JqO}jMZFM>R?Z2C2Y-%y?;K*KD7Y&!TG9j1ZKmBHVeDO;}@ic0vV87x=R>v?2 zWCyU0ukCp}W}e4*g^qK%mGorzfxiB|EOvbz^mTYDCA_i-)&r6Bp^6nm=cD zkxm7>OtTew^E)rS1M=3aMjxTZfxdE-i5z6+3av9)ge&u>mfVL0Z6*Tdk5ffzox zQ#x;ectYpxD68cg-tYz@YhIVm739~fS;H7!!ZS?8U3c9@y!ChDg%@5(eIfUFn*B_N zhldj|$`yOedUx*JnZVS~Jv}|?RkSNL@Nf9f-#G`ETmj(IbR;bdAcBzVp?W}r&mBU! zz-lI90e-n3JPyUBA}gP{M+wJ0bp^6kEWybc8mq7yBN>t;u(^+|>CiKIRI2b>RY3`g z$q*1X^qA2d>i+~i2}FP>mrY|&ga(NOYFL>UYKG##p*Ct+jvxKenYi)hLjdj=92`0^ z!o7|hAB!ixvn}p^*KvH|x}uhN+0g|os8}Rdubqg&Q-r+@iKHX3@_Lq8DpOTFG!mjbzEsF{PM1Ky>fh#EAslio*V` zNdNTHPbaQW&d?&Tw-ZyDl0GmuJg2qQg(M&M-Ffc37DzigI}^B$kB_68Xkw9Or$Izv zpG`oz^UgaH0N;QA{Rt4y%*ou?zqfzSF9I{r4x`&$I)090dSE*Htf-sCSw?`#CAXOS zzyYx&PR-SjizNj22-afU-QJeY*ErII9#HPmK`PPVT7J)83Q-`Fljqnbss|94;lAe3 zhjk_0)6no_s^8z_#KsxKjT;x@*M7Z`{c8^qK`|4ZZJhw$6fwbskdb1bUlgAu%~-DMRWYnyQa}8)iaq)VKoJa-Op^hAzuF4+IZ#J8ba3Q z;+{{{lU%if>@LUIS*|6%{m>c!up$2E|7<{fs)?;T(8HET;m{|euBtU!$a~mxI|iMv zKOdLGzG%K`G&bCLUDCUiy8*Oqm&Cyb=HdhNPY2xay`SsAptBrn;W$tAH^#wzWUIlb zL)wLyehJPK6Ue4tAX_yLm7yjPm=b60O6kt>eoLlg0~YrEs_ZEMm=MH`BD z!AucUF3tN1RF6LTXzbauhg^!cBrp>M6?y$lkypU>y5q->Cs9{%+4@>qT2dWr*RF;0 zU!S-;Zz@-)ROa(qkIyOq?%THy>8U>*mm9QrPSLh>;P2@lGCeKdN88`R%LOk1qTyci z$ZujD|Dwc#cstGi*?x93uOLH6iu6SGFA6@YG9bQsKj2xC$Am-Mk!v{f0$4=oT6E& z$FMjHzIy)G;r}-MyDj6JHjQ745QItt?;~l4I=R&OQ1Km9CdEjf8#KZUFWX*oPU;RoQ^%5hEh<^8v5vta-5PP0( zi%namI`3iL-C>88+Rr9O23-%ovNYyA12H^o2v&=h*Lh4_OftD}eb;!Rxt zruR%lPsd!WUUiIq!1;OKhWPb=wJJ94n2c9m>Wn*YCnNMG#9@*%+;aOV`mqsp0XjuE zC9}S0a2X&=&42#Q&baa#!v7GfZ@p;>@39=9O}Dz zPGCGa9zB~&vEg-nX%R={U~F70GBFuV(u)7)uIsLmyv`IQlk7v*F31V0)_ZO#?k%Vb@&f7)y7-*7`H?Tk=U7bN>LPye-Gr|ZZLne8Y+Sx$oL+z{S}v2`iRWmWi{Tg9 zUUChhFQ78UByMgQqfOQ56WvRLBnTU(;*lqtFw!9Y50|2ygacQ-VTv%V+4vfX06uw7 zOYGXU41l3m(`sBdl5|rgMK~frG{77O7|IO`@wqP$wStjk>sms{wlGOfF2$qcjd9&I zGqD;gw3f?ec2HYbCX8?2Y^>U`96dM{Klx;1?7E(8-sBG4zO^6lDkJ*TBrEql_q5SY zcY%wz;fhnScw{_2_L)9*ngisIkH^k!WUko>zBd1a$g~4A zb#e7IL-EEpPNayC=br(b`)DZF3YyOZ*k%zb`~cgBm_vHrGY{hC=_mQOZ&N$_TJL}?Rs12_PLbOmRr{L-U|hi z03j)4-<`yX9Xs(VTV5nv`@W7ei~ir=dG*EESNvzr4<-F%S=Q+>%d#rL7 z88Ca;d~kS_T?bSc&Y|bO9V3t#RF%?%ojzS+4?YyP{vIS4V*OIk*EQ*9up{Q%o8CWf zJ8qk@%ie}`c}b}y>f_9XXUFra)=5*y0OKadnAE|BMo-cb&1#|fai?O0j$!hhqjLUe z@w*29(1z+SOy0WpI?j1c-MV0mp>Y@9#H;S*AMah{!e6l??;f5s<(!SW{)I!_JDsmJ zw(8o4Qw^ZSy+6z#5cQeB7)idh1c@$XtJGh(R% zsdZc!$3Py}E-AVIaU@^_kDTb6ZcZOXm_mc8NT3c;{p_y0VpbW`?q+t`Cdx$O6+U^g z(7I41?|&$Y{R$}rZ|f6JDj1p?7}Evz=>3Wz3)nCIBE@_*g5QVS7m&V1NX*D|ltl*e z4C+|Th7r_h?0TmsZS(ptDR==Ea>73P(K@^78e;#-5xVixo&hRqa3E{fybV8Zos8M32^ z`8m~@%~ki14O-WcMEQf7J3{xOc{anP&v5-&_(|9HB{AjUt#HQbFZ8GeyO8% zuOD>GQs@0Rf48&*h-x8bC+C9yz!ym5m5(DEo+eKJoVS=k8U-?H2K7Z*ABE)RN`lia z1XZ2xk>cW8T(pNn2NM*vfGn zT)vZjll-p`mg}#dAY-A=T32LFzl5(o>maSPlWrH{=#mP%ByVeWY(SHlxnZfE0rV zxfr~_77C+()4 zbGH4O2^%E%dIb(2Re1Y9UtN!F4#|*OzP%Hr*g(w&L3O!`jEwQAlpQ)6vl>#;G)CXN zlgtgWH0r?To5N95QwdPPmIAUYDy<|mit&Eb&Oh64$)SAv*#F2{{f?L&_?o03oIC?v z_RI?{E-$&ZdX^&WaU{qTV>n?OHUyAZDR+q%w-7LbyqXH~h}r07_F2#VQOiY7A$Eyt&$4*uEjSF!{B46~ZAH?mrhFt)S4|CJD5z0_u$spnIXS7m z0-#EfAne9Gmlg^rBUMSODNI{G-o_+>z;qeAUnw4N;@x^iVK8;pvaTPsxCyBT37FqY zNReB=IZZrap1rug(k{F9fURA9*4}jeTHBAB{a1gn#ycNsAoo1gMpbI9^UY;j1hk={DFthMn}B zU0QeoyXtBi+lzKk+hMDB@4!wgyBkIbq;OB&%~=2N0ALjfX9npc@4TWc?o17(uY1RT%r3a33M{hFf4S2^Wm zCy`Pv)mr`1b-h0x(@yhy2Jf}hX>Ns$a2hF1wnOggB*QeN8^d?*i;eJr46V67OC@n*(%mBmeXa(-tqID z)_?b$b)?qX+RI_+PaL!8O^vqhH)^bP?R9qeJMFgrd&+o;+L2@B_QJ6`i#4CK^w}ef zT_JN+WLrK$<_zO_|3B2)&JTgyd}WV440uAMwcFz9JvPgZGji%i%L4L{scx{s@;uvc z_^XyV2Ruw8_Sup*+4l!m+gk%itT}Ly0CO133*A<22kh2uH`r7+7=+j-WpW4*R4$24 zU>BN$8NAp-BNV}kCf#RYQO2=BPobI20l`+?*$Z-Z+zz#$Wu81QuMmL-aAs^?(@KhA z5_|BFquKhJau>QK2U}Hw@nSgl9X{dcE(+Svxt;-NA>URt)!D!>4l7WO1eCF|5yTmf zj76o(HZPsjJ5bN?)Apkqfh8HB7@s6NO|+UX1$v)672sv&#|+DkH|pwfn3ZC8(}W86 zR80Y;^8V&FcRj}(_#Gw_CM+Y1ookZN237nLgAvozt}6o4uC7)<0B@2E12HoPu#kIE z-mAZo?o_YW)q#*F8wnAi$1!99E@X*~85u%tjb|ZnG91W%-MMYj_UtRL-EW;I#%atk zxkO?VCaXMS379-fUdje223}lDIZeKoq^O)=)$fQ#y+CdqtEN7yMyv`QDPC`k;zi?w zHFgQ==@8I`cW5~SS)lvx1xe)}yMu<*=U8YxuX&`a3Pv>k2-boBg)yH|B}hEN}z zK)rZ}HJ;%@n?p@Lv9E-pMMZY|FBjUn^*xpdbiA#r?ouzSw6THD$gd+`op{PtAhwJ){$;YV#}w8I9Tt+$hb zYHPTheBNv1=|vLVyuwyZ&f4)8Gxop#ENj>P{Isq8$a+h55t>t3Vr9)0R*aZv<8-U5sj@Rjgo>#YLizShZT8%Y$8B|UJs=Xrm8ViLnRj@GoUuxAe( zMY1o)L(cqE3I7j3RWKk`THzUflVmAO$N60b zsF%N9ybk>zoFK5USapmOSQdWtKl`uxI`?@08o9sw-zm0M(Hgne({DP~Hv{;`{-nMx z$pD=#kHsrBb8%BGU|;nW$5B~H?XHpv;}C>DxME<72QK$oo@xv;LsFX+=a^S9&wzAewJ6asd8+Vd*rhiHg22(_+XqE zsErzZCWbDChD{S_r9Nzi`NZzAZe6@@P@A^&wPIk%@Pt&bSN>d>$qKUiW>m@v@HNFC$WICmDP zC*|5=>m)X=EM92GI?i!kGu~UWUa%#d>gq$Kt#kJnB9mi3!N}KLZ?+W=bUZe0NBdA= zM@mu8!o>fT0xEjUj-BkYd?dm(Z_dY72rEZAongai1V#CK57yh7W3%N86isQu*Xb{v|wZ#`RT@7s33?*5Y|TX`e-)2Olsinm(J)(uup$V^}dIo6j= zA&G9Y-l>h&+*k;dR?5C{N7#nDsZETedSB*p;s$~1N)6lL`4VKy8sHb|Y&KkC$%A;5 z382rz2_k#3q;}0y3^PVybjE5cs|dddTl?wrj{LN_D}cVXGQszN;xd8d(5=!j%fWUm z03^46Xv{?u%uG=pflMW-w5lyr1w%O6(Z!ssaH_IEJQQs(M%GC=T94khpFYRj2~k|M ztG+DLTsNT?=<~S;p0ZPikK3jzx7&s*w=Q#n$GDdJ(O+x+tACvT*?(R9{c@l6z2XWt zZrtcXYy9JsTin~*i*5WGXX{+N{`}*9QeKyIf(Q&j3`z^wZ&H8riM^9FCzrV%d5~46 zsBf!WU=g`?B7f&vd_P^oyBCfHzz>Rv5ln%?ECyKsSb*xa)z?j0^QwSdc6k!D?+m{Q z{IVD(Qb-J->U2zz21YH7GD2!dannCJGv={9D(E!|l5$vai=e)ZRNET?`(b$@K>@}ltq&VD8tD!q)k(6RU0AdnRq|FR!t>o11Ojjg3~h1E!E)W)%$@Yho@>b=tk3Ctx{RV;c&dwSuvv zwZBkmL!p?}uf}g)LYg5S>056(Z>!b}IuMFTdDzZ&5Y!B&;EwIHq$U!sf>|WUI2IC{ zI252*I%bCep8oRZp0YV`4D)b+th#~BA_XZzqbMKx3yrafq87)Cu^~gRqU2J>t_a*f z#Chg-1X(zyZI z{<)7m_87nt_q*^HB@f(r=bbJ(nG-Y?Af!& ztqG+8Do@U!xY6+GS1(LwS0yPcO=Yg`hnj#G}X-plK)JYuEP<XiOzAm-35zdy6C|rMahAoI=Mm+2J5a|fsz^|shNZTYrw{ z5}+#^1|SG$i95XU<}RBY0H9&@ti5=kg6porzUmcnSNa~EvARm;kDT7Eg#FxeUy*gR z1M6QAp{@qQj}ztQTd;dluzl}9g;mOV)R4B;u@`{mI%ZdY=4z{5Q3}Ilk#a39{&XgR z^h)}iCG5e6OJFofd-89vuSIID8V~s+sh_n=e+Iw=Jls`@DNv(lh=nY$&wdsrQCnu? zhbrv&5&8f#9vBMPop%Eau_}!th-YK2@Q*P+%pu?g+jf#;Jwb|3{U$5kOALRuf_@Ow zw?MP$40K9HM=+Sd5yytd6N^SFQB(C{o+3=x6V?O%?C3LKt~yf5i6O^N4M_YWvGPQ+?C=J9zLQIp62)?QefO;Y#f;hxeWD ze5YefVt)Jg@3*(T?QNt8{xgtcKkuYB-Q&cG6F`r>#lG-`FW84a{9$|QDN2%pD0BGm zVe-A#I3_B91I73$AX@ji?Y7%ozVWG3r=0YsxZv{gazJap3u4c8PTR?OnxE*mOEN$` zkp@ryv?Dqj9+Tz(5MUG<5Cu3p&lkT-{d2?xG3cD-b_NZw;PIvQ77{fdLj4dXo|vZ= zwk{%unA_w@(|37!1xymaoh6D|2m1qn1I2uW@yg2Zt)}~G$5wT+xw!x#Cvl4TU~6Ob zOwY_YZ>2n`QcKlk*%~VV14yIh#<1fZK851}No*R2M|ThEXw^8Spul*Y7@L7f(MN2CiG;#&h;^$XXZOuL^kI_g z5zI|;zR;d4s?K5mQ>_r$rpUph;8IP4@}m_b&bU$qPNSnSRxRNG4kRAejmr~{G~4$c z%Ck$ZrPAB%h@E<>#nx}?v%mf%bvrnBeH(eY#PzML0T;24z9E@DKNBXl5T_91nGR4& zvk~YkF!W+Dtum_J-M|0`7^n$_GGXuB@th8dzdiRi3xidE}M06xq}JU@$E((G_429*f%dzK6ucJ$J32w7Wk=YU1_9RGgc) zgNKmDfz>aDxj*orBsH%!HX_k6)J0{4(R8q>aBk6by|oZDojOMVI9VaZsJ`+7hnXXe za7;>!N&}|x5)*_}X=pY)m*~oUg2A}onHVuGg(oOhw56#Adod;yBz;dHaEEj3!u7DYu{v@_JrNm{A=Eii~dUO z6e>$?ZLMQqlJXP?-PYFTm|;sxi$jT7zkWTr>Z@G7u-4o5?b}_tn_gR6TOFfRPO+pz z0UM~v)+gi_0VxPJOZQMvwNmJmT_O+$lKO|dMME*oWT;4z49H@fjxae!gQ_}J8I{u`Piafda=YFdn|76|6o4|BXZhgQP0b*8EC0f9RL!Db0MKh z;)z7?aZ*@Fa9AZJY!G;;GZ}z5k^Ur&&Mv4&8VhY6rGN_j+OKukU;O173VV~2dprtQ zK(VWV8v-+MXh?vn#QPCmGlM%kNG667_fvD^V*;X}m`sg>Mn~h4M<&cmhw6w)9I@us z9s;SWK#$gf&a;lg)x_x$J6X|#3P#ZLFU;DfKV8H^nX?_2&syh`)Jnm|cDk$39@~$U zL;u#3XMFfP&}ApcQzmupj{h6CbxlcILCjwZ=rp^328nrY4PN>-#vDd5IgHZ*b=i#p!vmdYi!;M4PukYJ`-s zLCJJd$_A1LUBpXJ%k$^#eeVO2`|@!+c06o<|Mw-<(yZKba1PJt8Zp~qPr>MLfPfh- zcq_3ZF*s$h$X4uaaE_YzMU2Y*W!|+(yRY0IpH}@>eW_YANdmStf0B$Of$4YAsop!y z19}j>`GL^d_@v#)hAoDo&yL95U0(gi(LC3D_wRksCVEHg>|KZLeV_QW-Si8$zT#lN zUqW?}YAW;=sjXsW`rOmgL-DCw?8zsebobP~^-uj$U;X~6Z~kwBvr-3ab&2rxmfVvur-{6}d^<^s`!Q4?a= zHst6~b9*7j=+&Dr-n$*wZMmGAbm0eK&XJ*5yRTyMPIjEOlgCdXT`9%JT?(R7Sc9A) z+NC{-vb#^adfLjc=M0X3@=K9hNq)*OkVjbel+js|sZ?uCs3%Fv5yHYD-Yp2au|jHG zp>Y_hh*la<2j*XPfw;9fgsDVF5D@CT zn5iCo8fOl9y6V3kf~M=oAS5|$Seg(PWg>yPS^@rEYwH-!6kweIOL+XTMq9t}91JmVpTuuNF4(2<_aW~#bGyyS{&+QA^zx;C-8<^R@elu?0L1Jvi z`znXj$A4$g2D%9!`uc-bH2k!^H1Vr;%V$b$C z@|j?oO?3)ybR4^(n*Y6jhW}Z%Ix!?MKYe%X*fA#s>K;;S1$H2)E7dJgU;L*2X$|Uo zNpw0+c065A;0FG&3J@2JmH-zdMe15&gi^iL^j_nu>*$(4tfv0x`pb>m>v`WLB|z^6 z-j1h%or2`I0F4&BZ%$ zoQSq4%AytLfXz*@$Yj6{0YN`Ehw6pnLFrp_pri;<~7YBgzeyoo)t#lhIlOtiHMpEu<=D%Je`@2jVJ47)4FB)GF!;N8}AB z;1wc5ae;ZG0;2-PSiC{N6+~^e zgte0-6Pd?YO`XXU9_JW<3_GzM9@;l&XP-qHZ3VubyyhTiF0&BXDAm)B9gJHks&)n8 zE!qqS?y(5jKNzN+l7E9-0_XLt;QaxxXBYI*`#{IY!;v*U$WDl{r+~l?<DWBbf+@noqch%2DPYQ(H&GxROQb>&!bp*2W} zQjH2J3KXE0Mjkdo6(}m;UikzvXECLkDZ^5Qi)N9>$ z4BAXdt;O@tSmw-T>%oKk=C=LTva8M>Io)gp0JL@wM(x&;!)`9WoxdHdMM9^5;M%cc zhSHn@Um&*^gqIa7<}k_^0gnZv9}3!i|68VlIncSY6kH0~&RuEy)TfAi#`br^4JjL% z)MiJVB`JA%Z9bZb(1E=CT#dEQ{5)m@9XN^FQ&+{HG_D>4^EOL?zsi)MbDa&5JLq?* zeY%z>87i3H-|RgT4u`qsX%^l}&^>=pbH{MFHgdgR?i_tD2Bqd7llxik{bT&!bML+Q z_uO;+OSZpSbY3}uv_Wmk_XMNTR& z9TEdfW|CGMDs~WE{$%-mSnAa=U4oe9Gf5(?g~|6-OQ!&7ts;<@7`kbS0v(DHR)TY4 z3TFqA6K)}h0Y}1O+yqc#c(1LSu_&o#lh{NjWf#k#b&;tUZW^gob$7)KC6x%lMm8dO zy4Bp+5n!zVZ8u2n+vWd=A%+M8NvBjpqu!1jEpa%3Xf<~1NZ2|_al0OfuIT{)N5Lq3 z7zU9zUu4f62x8joOi*a`yJ>S0P&Ifi`+o7YDysU*HK2v}hkP3#=V~%GS>4@70K1s>V?|;Vz_k(tWNBx>@ z<#rxB>5gkAi5qOPnjvBx*?}U2^c+Studm05z-OKG&i{V#>vG5G`yX`d;&XozKQGAu-NJ;RWbl_K zNfoR75CBPV%Jk5VC1#|BE&|g0X@{I}u~XREP#^MSi{W@3CquUg^Ob{&dciI%n0dkE z%YLWptLZo~NfBBKW~cXpbkfiIr)$Q5T6du{9Iwm}5uYO?b;-MoyO#UI7s}q4ApWnY z(8~(o@sQHgC)5y(RDEG=I4t^N)Q1e&5iZbm4zv|90z99YjOr^;1c($hd71N(l8Q?} zJHci&iE89o{_cj&1Lz3iUtY)K|L;~%w%JcJwpgc<=C*bPPT4I9Y+J@brZ#-{9FCT^!T3Rx8AXYD=j8MVzD2kjeo zuCOnCajmrhj9@sO>L|rIjVizWvPpaReh_9Tz*JeOv^Bt52ax`u73E(yH5J*Nq${?x zLSHcD5>(Wd*@t1i3H!k91EirvZAB|31{N_84;;3i_g-vUbBf|YJG4VZ-3f;%tv4u2B_*&(=PBB%bS&=`WDLQDS}~Q#s2)5 zKoO5W&#IH)c34#201QtnRmW+uYeyAf$Ofn5p)(dRN$|vZ#pA?YDL9$qFElYuh?fQ7 zBte*n$C&-QiO=vI%vslUFk9FfohKGf9UNnaq4(64gtF^}4rhbP#Tw}b)b z)4!<+;{K2bBRCP#6ERZHRL6IeoKn`hA3lB9bvP4~I_nzPuc3;RoMG(AW#~6-Z?UHGvMLhe9f3`Y0KbTh}kjJ$6(Wz7E1JqatrWYLB++}>GWAO6)* zJ8-DT27_d))L|g6#gM;y-rm1u(!TP~Kw6#2C&OlnFrcsvk@Fm2Q_L{WXO9yzc^Kw= z6}5{iK=a0PdkMIOn$J)CeuW#KGiM6y@y838hqSG13D_f#m0O~J$hO+!Zlfu$J#N#( zm)q&ia{IY=$?K_c_Ci`ThGL{4=2PJ_N{v$!d3k1q1v=9UWa@7`nmgHsJ(bvFj6aa! zxhr4zqtwsTqR^QOzb^AmG|4~LkDqeQWd`Yo^YxMpP+_5jhN;q~}eN zOIKUykH6c=P%MTLVj}ZkNW$h5TCxa224^QVx{3A}mtd*n$cU4nkUm)s_tLN8}n)!zo3G^I=tMfpz>${=sE$Dm-i1PzPFNWFGy68vc% z^*cpz@!r8+OCZe^0%|aheX5VV-+91SD=Uy0DgJ%F4_rV}-e$;@7#bbH-dN_Y5r+8* z`YXe;X@x1~P+2hwWAW6Xj0=}3z@DkpIt3%Ezr|u+jF~b<6i6l4$S2PaW z(V;Rh7zJty$U-+>eZ1?9s{sCt#qEy!NFl^zu)2B5KK02SVkrv=BA0Vx-oA6U?2}pR zI0^jtn~2E-Kd=xCj={)<-zXpaP;IMstLA(BjX*QjZs~0Q))Vf_W zwzlvQVg!HFYIjiO>>;K5F&2yo0-W0*y-iXhCJlnoVyqUXhGP^SqwPC~hL|=JH`hC!E(j3H_2z8+GD?%x2Wom6y5 zuktc0r_`&M=h*;*ps*-jFq@6q`VGCVk5k-}2X+!^jQ)xd3VlS^^9k5>e2G6=l(K*7 zxFn$`V<6wu0HAQ}NQ1rD53?XXueM&2Vba!ao+9Nd$vu?^Ordb%4QtA$Z8az|l#?vf*o{N=46rcgUr zSu9!dzQwGxF3ZZQ2$n{2W$uNYSeBrMNim*$oHMm`jN|-o+4c=&WH9Gffy`Y_ZIKN4 zkRv0i7N^b7V|YrRRKRnVNCDkX3{sov7&TlF4;xc z&#F~cAkVDsqfY0vT!!XF){6^Gb5yH zf$t~DPw-X~{4?xNG+P^42xKUuJ=>q_=+jXKBpbA1j$N-qTe+EFE`%na}Mz}K>UA1NKoGD5(T7yqd2DKgpSgbOJE`Himn1)ZR#WnO35=mE z9)($tk;{n`!~L{y14x$2XHL#i8nPaVq99^t&-WmKNHv9-2PaX3XED$#ue5+gO$-|K zLX;wPzHi9c{-j##ITYd}TVxO^Pm*ssPu^)VKdK1YmAEjQ6n&n8;Yrd~KV@`h z{W(?NCtR=R%m0-mDT&51#kT)Ysoncz++KQ48^NrNx8U@EF}~#{c`L=%AvigKS}`|G>o#M-6FPYv6bzm&8M z>-%9SgfZ1gDl8=4i~{mJLjzvubEw}16nu(PU%0v^X>Yw{)*gA3y2$rNfbdFN3t1%J zxI^B5>cZ_VwRhb*XutWpWwxng#5VTtwd5tumLbSgZQ#O6X7;ipN;Q+=MEwF_qm= zfC}2gl|CmrP*{mFocwH)C1+6t&ILyaU_N*C)lRL~VqDSDVTG-&uV8|@ruum1%o)Z` z7?ss77+P_FinLIWv|{I!;i2pfy;tm>fDBX#?)dTJ^o>|n0;qMaf~h4GY~IXvr-yn2 zwc2(jU@bP;pbf{e?OAPsD7+7%4>3rbAB4duKy`|Au_?T?VdDD4%QuqWZ_Vm|)*^8aG$TT>5&4sr4{n#nTVm4C*Mqm3;D+%{vA4H-j zka_%BfG+ldV3Q&^Jk@Cvoj{1~4A_dFZL^NvDhfK~+3sseZ(BKSjkP04-YHwLdeWYG zw#@FiCt@pBc;<#7icD?XNQujOp#7%^&`rj8jS$Z^O=-{~SJOF0p{F?2`10~%%$-sO zXHl`oIZsRi33Me)9m%b`J818{9Yky-*}Nyt+GSM_SZMULrPpk*^&nywP!vi*>W~Ht zJ|ERtX`BE!@*U*Ec%^U}fmz9pSp!qk2C8v)uV@cqVxo6Rc;|YCoLbz{P{XDL#doKRb}qjI6=aa;G#T-G7U0#4zU7)*~hhz3InK8^GI3IaFjj>q(JB} zC5~wolNBIFEc<3m5&;ZV9^EwQc8Y0~BP2?Y_tX>!DuZDMG@8xQA%dWTk`6(U@h90E zZFl+C{G&KFG4)A2xCc%a^DG%V*q(16`OrAXFhh(vo5U27D7MUh`g`jC;>=jL8D>nt zxz!f3Xo1_Rqi*jmv*yZ^mZIiJX^h&tGgO6RGicj%(xyY@R&hhf1`dGXcV)FTwba?u z&rmbD9JL+Ttu-sB?Dj8D*xA8++jpqMuHH^wcxVy^5#>HXTensL@RSg!VM9U1?ZRO) zwgJ_XILicSfyyL^P;5S#jKKIPz{QlSX0iY%^2kvZvUX8X8YVh{`U~9u`UwCk@~Pj9 z;^^2U=8|!+085bM$=!zWDI#M1 z>Lz>srQ_D!H)w6mfHdgt3-s+i3I#0ig2?{_#lHVP7+~Js?>WK*4K#Wt(r@`F&zER#UDFI4c zmKZIyR#n=jN$$@wSuwIegn+97ljNd7mh__<9NHeC9j6i~BSf}1eqOd|!iI-O0g?nJ zo=v*%*cl7CYh$nBn!4aL$@&58ZQ8wqFcU}ArP^&F9QcT?Pqd0-#=4OhnGjTBF%}q1 zIfB7X_-+|IxC%HfLDDN01BaNUddgW+sCYN7Cr3#Fn^z~DbY3BNF~2GxF`Fo%L-qBe^a&}L2f2c>ne$Y}d*A_OkQh>% z@==3!?e1a5QejnK71GDyVay3st5cSaY?NLA@hsoTqpwX+h&_}TsGW9_x(d^8+6X`_ z&ZISKkS?i0_jF&Q70;0=ay{iWVeXC|7)zN>6f~}}_3U+`6;HBL0JCBMo0{q!(~#Xy z>aPRk;5X5w{t4`(fm$_ft&L9W5tDALt#piU1}&ixIQ$amtRE(*jkgTCJJs2P20`5! zv;=1xW{pS!T#CUs#>Rc}TU%}Xi(kaPdJYo`a|voos7%4$8Ul|nbiR(4xSr5L1WQmV0NT%WyLT?`SrLx1Rh z{@o=&*+Tr#6~*a^IcTsPgcXnP3K;R4&-ZF#hEDq9*Z_m8+P@;kAK0)jO;ZRbj6_pf zTVhkxqe#?y_B1VkILI&aN+NYlk`MPmbqtcxp*~773?Lc$w^A5H5@Zm0?((sZNexGf zMqQU}Mm9rTNUEoo*&zlbDOHk~c6kr*z}q>+*!ApEy=6lzBu`hiLJ_4@b1^|l42oA1 z3XD{q6lEgI1j>N4g?7w!$J}*81p&MAsu4SIuz?gdVDqt4O;fv9nJ!_%N@nLSLIvTT zLcN)pE+&Vz*q(SQY-=MUR=+0SuDyo3!rv~mx4eryZ5VJ6b-%eeX~%aE!-+(=_aUU8 zy~jXk*UwO{v*Oc2xQOKTsd>3hKFQnYH7g^=lVBos_J$j7a2S9BDGj1w@a$P+5y9;m7<0ayRn-r zh(m-T6;I5^_n0}g0isf1@+7t;seTvRq-scb)S@XYiCYY2CyB~$4pM&MgBXsOR9Z0i zs6jGti}R^37n4apTxD{V40gmp&rTt>ke#v8@9BeJbU!p zm3E@H29IafZnz!?Lt+3X=-C9-&81p;PW6qoxFhz!698|H4^T5CZM`SM*4Lb}y>}55 z9;BuSRqc{vFx#)4vDS%`cI1Dpwea~4E1=d%FW&B3x1O=7J>7(tP)|5CVTsnwHV<=e zCk}FQy48YBtL?piIb|;#D6+r#YK5(?2FT)Yzny)I`Xg5q*<0S1!I5J~qEj$3NwTW7 z%s4Vej1CMV59F2s688I<8<;yPy6miSL`*r4ub4hII5vWD;Q0lxpqd_2U>43Xud1gq zG*pVTCq!=9M#;tjvP*M1lk`+-<$&iQc{T%O=9nC21qn5n^v^XuJL2>{z5G|qOVXVL5iviR5w1riUaE=7`AyQHq(3pj-Me?YuXBIb z^LbwCREJD5eToE@RW)Tv9m~BP;#zie~xP^css*>gwxib8-`r~Z{`{B?pCrJX{)DdEWDh<9fa&c> zGS_vXR`#=iwNPLEAex8CiAoqIWg`#e+udIZSx-1_`Pe9HLqpbb`e7@o1k7^aMoJJ7 zl2S)~5ZTd+do5L1ZL#(v7Hycek@Py7qS{?v8sLM;4wiSHoj0KA4e5h-6F0rv8ZWD` z^JfEg@(hKI#`|o;p*@y(cZ(evSYf9hpoHg5hivQ5))O3!bj}r&rY318iBuxbx-$ug zUieL}O$C4p7}jGw%q|N~G^7wK1&r(2#8`%gK)VKoXQ01~%oa(0T9`Q#$6L{$(8@DN z`Kd=P`x8u5Sk*NFrInMcI1qS%E?*w}OX@bZmv-*7#zzg%tcLof8n@4K!m=BMNJ zPtCu+|LSe<9`n{%OJdZqVuFj$^UrY?`Z4*V%|nd-N71(>ZGaju6bIJDpYD5Ec>b%Vc%oN}B7TK|If> zP_o@QRfeD4KrM0ng)_Z(qAN)uGkAKX9t+Jz&XWo3StEqnM8<&3pA#CeQugKm45gSm zLD~U=jl(SR!Qq(w`meX3f+uVxRpatGE}e>4_t`jJ>VWOPCuA>vX$1F4m>lIQ8$27c z!`}m%=)}XQQu9{cit5)!EnighRo4xfz0_{iKziM=x5X~oAwUA`XgN?=e*Yz#uI)k%g)o2HZct|cHuc36b8g4 z7;|AJ0=PxyhBAU2fP~JKm`&5%Y5t`x$Qyk4NEK?e;`7*iVV?S3AxKV+<2c8d*i2=6 zl*e4>st@`n<`BU~TSr}DHPNzny!+_>h|%iVF7(#xgMQR^S`%{!1G=yB*wqL33!fz^ z>L97kdM~sX-S;&czq@0WIZnTcacRx?jzxX9_@94|-0yXsv^D+H``q93{>QQXyW0RY zC;~xs!?Q3*QX|w}CT_mhZYsoFNnwiBb2*gmsEhogU4G%3kUO!5VuVXiin^i2p)eG5 zU>AJs+aNFIZt8b{tdVK#ie>p=^x?1Jfh(BLrieBreTTGdM=Dfnt{$!gg4I z7g6OeBZOG2Z%Ww{)Z$2duGH zny2FTaGQ;Pf1k}mrk7MG&hX@_nRAto-rPguB zSz;n1wmQGhir;&!tzI*XjT3t;Oiv8NjqL)RIc%MpXEiN8F(bv% zDfB4jFy;hjCKHNxj5aJWNI#WLV7Mw%T3vxUOiW>n0Chp2X<2Aoq!tGmH>|t7 zm*l7r7cW%F-F)GXV*oHarvbnqF1D$6uK&Er;|BiygM@48{w}9oPwEZ8#a{L`k8^!p zI3oA`Yo5f9xyR$s;k?{J4fVoe^@OYE5C3~X+bU*YPgLcQhBAXbCTjh}ltats- zTj|bfi;TZu*#UNZ`dF|Vhe30%jXXt~8ER#i>T+|>y<|s~m;2}utNUQ1O*~B6S-sib z*;W>b7Ac#J9&l090?G%;Wa3N@+X9(3D{Jk{2|`Dnp-}tn-ByD4G1`P#;BX!cuE*xf zR@y{)Bk=XpR*^Yu(*OpXd|@q52EYSMzS;&^yu-mUtGlhhNfVd_ z_#rH$9_Uu|F^9dhkYeoq4aIbI9nr0>t5->VVv6$GdJ>=~W%&&HzLFHBtUF>nIXKj+$V@Pbp)gR zCDVX`4%OPZrrT_6pwK%1dC02Eu+Q0kvSSFEZKrl`{wV2aB#}Bo=1`Nu4u6Q$_A_X?m@xTx3WyFhH zG{SfxZ7qzsn3eutYTm_6WY?9qbe{1Kz?_z9nmb97DzPd}LpEk_KIQoE7@s_ybiKvRr(L(+_|gBI zdtB~!T6bD=YW|oncaPlj{NtB9)?M%o_-C1I$|qD90uw2_oD9vf^^K2DIF&(py$V-Q zsX!4`MR^%a&_D0uMiR2)KyT4I0$q5ovo(1NK@nm2lP24w02GQzYbz!`&$mfBYJ81b zN>x*nWNSzyStN~lY>pHS!0Eb_s-bi zM+nk=Q>i73=k4U{6-fXq0eEr8>2AORNDputfN*s__VERdfX~5sj=Bd z54)i4v1cX;Ct@+Stg#@HRJaaX=LpY$Z8Hl~7urj@Hf*D(t8Mt3JvMS@mu2qxH;c`j zw#mX~n=fy+>O4)OGb!|GN+?j@KqC+7+W#xYV#iga%)d7(q?_Yc-!irE%;G4-N2Ko*J+3 z{pKGdsCpGf%4L4)um0s8@1LhvZ*07^l>0gNm^b?SWf-7{Kn%mPn<&IVyO|h}oCn3A zgu02~7#YE1sG!=lbLQ=$#x+fmaZj?$u?2DwO{j=z00w2%#4qBN7n?iDgTX zibZZS001J?@7zy8ZAuv4{<~S*@;eQdZrNn1Vlo3VF$)mOI1pH4ozI{muUTOq`T_yB zA8xYergqu-Ki&fK2-zu|CZnj~Ynp+nx;bg@{wRxl9EXb@?o~^MC4{OMP4-)`eAwm) z9uAdJD5*XCGLbUd^4pD8zQJtsM+$7!JBV@Y znX=lqlk&F`JE|Dt$_Btshis^*l^|wpqSJl0(*DgV4}Z&=$57dU*#FcAQIiV?sXIJI z?ylk?F%~S;^l;1%XMzAAmTQ`o5KIz(5#z@PHd2Qlxx@*YLv5&1DP>+!M8UWmR$RZ7 zr~;WebWhFYEb}I{Rg6f@fA5ol^9u95n3=rOYRdl6dtE~S6q4$tJxsw6MPH%~rwa2< z8@Y~C^Jz;oISO+-*E>M)^C&fACY|OpO@Gw{p)VHJ$v@J6gGK+b*|Fc#1!>jYf~G&=w0vC{HkvH z-4CO2Km7F1%OkL)7dXX2SMy@Kls*Ilf>5F=j|h=MD-a7=4XD0Jh$xQtSG34DzoLnS z_;G!jgxn^=?(Ofl&h7zregz{#fD6aC`*N~!dNrX!Om>qC(P+V`ET%f46eM}zMBE}? ze|PlnBjSJS_M}e|J08ti4mO$kYHA5Veb%t!IVCub|Nd|VV&pPi1 zHMyb!2?dYw>C?&rD6o@X9k=pO7{wpPdyLpd=X(Kpf{HT>`9-svej3;&&TQ0e~z(!j8wqFCQE^U zo#`F1>7%5d;bEknC4dE>!c?_dVv_p<-VngEKG{VX#rJHsnpLRWcLCeqd)Bf$o3UR~ z(5Cae<&S`KczvUVXU5EWMl8A(D6YnJHrIjUCpl@C+&pfj32^*A_k@*P-RkO(Xq+{V z`ln!D&7qi#n39u-+=yNHqge_O&X7fV&PO#>)8D03Lw)bk2wB9ARv7mP8KudUoNjo>ABT z^q+jpzVn%{+RDqf*x!Es+qQW<U;nzDA&6Sc zt)ruZKC5t4(iKS8F^3KvvaYT!mo4(W?|siPL;)fAwM5)aehmL;PJD^{huys;B|tYh zy0aD`jLC-zQl~^f`hAQ<@NrV);_RlL^z!PiYJ#Q4`n%XGj^H{YGgHVss;uShlv+%> zwyu{CQxa1X@y1weA*YhSq=;e5BR^PSI{IE|XHuO!=Ep_-M&C0KsN(b{#-lbqh!X<4 zkg^a;OR)iwtC|Gexe#E~2x(Sc#D!EDBtz6<*^=}xnaqQTfXhloQGp_^Wag#YkpM=q z2~vfvx0JZKrXASQuwgxqlvL7aorgBr(Z4%pcl^4*61*h+&;DcFKJ&$dwPL_u*}!H3 zi^TZjJUCzS4wAC*C*j8KrJFDm$ zbCH@NhH=7*NBgaK`Y6thGZrS9VCL++J@omMeeVxDt*BtyiY@^-;=TdPp2U#^QyH^$ z*1xyRLgzXO+#%mJM4okk@&fS&8^ufAO^M9<9Uwy6rFQ>4)oz3HhgPqO`4jqyaovh?&}ehGc0;cLVrs?tM{BK#-{u1F~efR@PQ9FMyKo#*+%tGUTvkiDP69mrNtFT zS26Y0)>cAB+)1~SF~cG*sRBYosUeL@hT)|K zQr{sfKnR}1u$T~J?wTH>p2o4V?2Gm8+NO2)+ksA}WH^JViebQ2QMO@H#od5`oUgy#%}m|Tqyc6;pSPHND7w18B{ zBbh8D^1cXA&jKX1d3MnmYOhw>H@{g#rbEEq^{%rlps4j6q{7zVS)4NoDySLgV1|?b}~S@_Ih8fOGcDo|vuM zFh`*7h4PrP3l&w6xISNRE4JoaV_VcVP!+AFt;S9lY_P%o1dMLLR+&y<+*i%wA)6V7 zK~%1_f>TI@gPoSCk6ZFE-cJk~*v-EM zgN(Kis2#W6A1<<8*AAoN$u!_)e26wQ?p~^wJ}uv52h#=@LYnL8R$eTbKUC0@w^r|$ zYRKH^uMtp9R`6V?_;EQbcqTGQ1_4S{s7zrYw8dPa51?X8zjiFpF&;59+56N#eXIZE zh>Tto3*h^8rAQEqe#M-e1sn<#_3CyI!6wf1eqX` zSacsT)4|a(#~_6Wqwh;$M6Yh%hVLrZ;dJ}`zy6w)9PhCs<7S`u)TgYrq1m0HHRIM1 zuPS3HDNwb0mE)__H!(ZK!Ja;S8ncuKIVV&Ysmo1GO^)G-QED^L8dhGgA~z%fYAhD7 z$yfLD-{+ejr3C0v&f@1}awX<#CyB9BD)vrxnGtLsS#&||ZWX1)PE2)D+v4*VKDz;i zu>48PJxu4#v!jdoh)KFPdO_mUe5utG~1<%3=!51aDJpd8QBWd>V1GV-p(3t}q!xE<- zO5UHbx4t(Ev#hszV5C$&v%d=`0U)I%FtXv}tpG^?yPqDjU=<5_=Nbz<&`msG%7*Iz zGzd=EOcNzA2Udc?K*Igh6Xg9SEcFy{`Zvs25byffqvQuCR@*yo9+@^7{^<+F_P3ut2imoOQ02JbLj28fW}t8vIYV@dC=MXerL+^> zRqC*6%nSgutBqI)L(4UP_-=XUd+o`GE9`VfyIrzl=aTBLu2JR#B=BBLP|WP!d+&A3 z@U3rst7C9?-F25+lRI|oaAvE$d-uBfzPoqtc53m14?gHX68wyii=D&ep5Z^j_e(NB z?UI^68Fn>DQ@Hv^*-^ttU`5z8^qVH$F*Z@SM{h5WhtBZ_SI0=QlH>@LxF)-xoFDTr zoGe5akgX5zGUAIPG+i#h4wYgjF2DdT=`WAZVvbyeG&I6zkVX_~FJrbkP@pgt)D;o5 zKvGkbsw~3OTLv)Z_;|!BsBJNbYmYuwg@Xk{HK-`n6^sW!0TD3#0&stA z26HUDd9q}vQ)GQbL91&B*wM%PEw%3vi>;`$k_G@(&k_^I6HM3&o`K>^#2tpS!xrs3 zZK=sJg0X9@m~^}RI_!)v^2~{2q~z6GeAjNf{EAuoe#17~vZL7L=$_~(vKOAovky=Q zWC~2Z5Id+Dg6E!k|?w?qtbvWZDa<&;T- zudvI79Rr-117k1-L!v$LWC1E)IgnVWb^xX9*;8%}^{9LRNu-e^9k8v4&~2nhd(4@m zQLZnOf|!@I135vap^-RJn>@aZ9$RS@vKOnVzD&NDBF88|Tjz*|MQ?M?3FLW; z-L;_4Ip$6quV_>E)kZ9{j8tp4Ml=AgYWfbg$#1)^yUG1~)ggSL-*t_;x;pny$L!p> z(;fPr_q@lw`hTPj=QcrS$!w*j{9mcizMb4(pSj1s5#KM#03{wfTM2|S2JV^Q+7+Ck$>H!+e0x$|_)bgm6n`ME_ zkVY0kItmnlKS$Dh0Z>teO3%{bKr$Kw1VGOw8;^>yE5l(H0D}oCmX#p=rGTDN?b-k_ zi)-q~>`1Bv6y!79d)~Hf8$zAnyCZmC&jLl?lC{0htN&WzdG^tdPJ-AGcd+h4JKni7 zg);;QsUiciD2h}~O^@OXs%FIA|4U=Gwrv=RQ}LBJ6?mQ$%vhTdLjd7sZTAiBeD?4K zOIH-x^sT$>nA!y7?y^ZG0k(jkC%=_FqoI-~!N;7g{A0XQ4F<63dgOxbu8*L91Gr`Y{(jM@f4ai4QE7$P9&AhQrLZr zva52miMcrmkrT>+chlx7rX>kg*9h>edZRSGLR8|xkx?W;=!c6}qXsJsOA?^MU*rfG z7#23A%r|1h*p%5Irl5NTbcc{M_57mMrJMJIQ_DF(pWOWy9qg|;eVzM$@#n?Ac{Y1J zmDj}lmS@QRQE#l*B^jWIdmP)GGA%Tz)!0ik;V$u9OwCCE7^G2+rw4({$3`MGH4URI zD2>}J#Kt;uyGrzr@|3g(ScAQ>Uf$+&NQB;^)&kOS5X#2+%78JeM{;azE47ME^Y*PjYp~|p zOD)(lW0SxsA=g-NaKcin@j$Y#lpZ;4X%LXddT@H2CWyTX39z5*RBW`W+amVJ6LBlV z&e^&Wlx)1=VX{xwknR@5fusCnZHV%QsuSvq;_sLl{&`J|OXH_aQ|hF$bKGiPSbLgP z1+6=W)TD6h^g#MH2wZy&b6_TkTsB4l(4II^3~F`|#OXdeurKDGd*#YB#nHozX_guz zNcbvCs(ukB#4hQ^M}1S1wxI|DSM~trCMYX~yJYB_n4RRq>%{o_kz z%O1cF>Yv|o-|M^F&$;gx|F+a;efLIgOFBVhC{-9iA;c16$INO%VG?Syz|KPjPBK&N zUrBxfL=8%U<9Gq5M&M>))aQICI|x(Jr07`QxP_#}B*GiP4l^-62woqT)Oxxw$L<{M zRw7cV5^9n*r5ZbFGXpMK8tIM*{0t&r7Os#Y*A&2dn*)V83{G-EN~Q>RKP_MLCP^1&gn`G%;q08%hP#8p*E`UHB*-7)fPBX+z!2xB9E7!UFc z0HU|uIBqLSdaNdO!V;aw$twm$c~`<3n);DUWCP3@5cQsq{x=MZlW5B8@@(tdVVWx` zt~5lfBDO($%Q`F0!_L+Yz(N6`ODyOt<^V)rr9xQYM#3eKWcN>AW*e?51ey!A7P$It z+s2q$%?w(H}P1{r8pH4cPfQiIJ4!>8Yp6>@WYK+SYHR;8ShN?)WCi-bmc5 zSFx$I%-SWFj9VM#gD4g8R2#*U0HrE2VlY3An_gwU5bZf_Msv)@tGO2Mjk6mHs!NUy zZRknfi}8ukIaC`S$^$&`RA{IA^UOM53{+Ba5|5cFI(Py#dHe6FX2`3w?{m|$I#L zBeNp`sAUjU`2K%9Z22!t*cJct8XOgh5hDi`P|)|hJ8Iv(yTpzjiQ2AR6Rt>lMdh?z z$MpsWqQqzwQN3)EK7m?;6GCuNgk;fQfCe@aIy5fClaL)d1ZXLanncF{fzJDEINN54 zpR2NU8@qTWRfyB#%^8qIZ@u3X0E_gRKVW5br54(`*#=(fx1GEC?c9xxHv6?vE82VB z(pA*rfZ-(xb14Fc@AOckRo63Er*V>y^Srrvo=R*%d-j@+UPhQ>L?{fLvzGamO2|50un6^ zW6a>WBrFAhgKEa|hU+s(%*(sej}eckej-UCO{UmnoU;w$@nSp~Q;rL>p{i`ER8%p0X*LC%qj*%=CEcUbZ`F4Z z-HDdPOm!{Q%MpWDli5U!PQNQPP&vUaM_#*=&i5wC9s7Fxarb$huenseepL5a>fS%< z@0MhM8UTseT=yyqQ-hje@IA1%bjOfb!T&gMlOE5;x zmc%hqD>&`trX4o`v6k0DkVt?@h`flP<~;g1moBy7K&jPZR|^!(S}%@-ejFYHpae%_ zNz~OTr>dxnp%8^@(o&&dPJO87*uRSK0CyY+TV?GSi?z~fe*>me0m?8i@RBH`5@z9~ zRn=b2i~s%y751SIMey?CamB%+l8e>V3V)!2TwHmrj3X-f6;~2lhTU=hvlItvCFKiY z^d0X^*)2CvO7bC!05x8McXx$VHQ=BCDqo1k>et0I^~>2jBVg*G?Vmt}SACxrb?xCBeyd zhIgxyy$_-#;98CksdPG4_C^I7b2WSTk%V1+?Epq@yv>#UmW0r^yn6Mr^KWjQe; zEhJSMYidl{H@;D1ZEfCa6O&W=oPOK9dBDY}jgC?r2w>F+sKrs#>GBw5HG^mD+K-mo zi+3dL;hriOCu-bA>P)O^Me@NZFpaGR9k)RWAT@#+SOT*@Ab z;~AR;OT{z6i1H|d86qrY5Kss)l{q}&Atb>(Dyw+`$QSx36;wgWYK|o;NCgx~TD`WDF=oRW_6+sjMLZhOUa5+2<6||b-vJo* zh<*6OlSrdD96*wm!|2TE5~Oiz7K0vr{#?X{k;b=g1&Id}gjkC-4@rh%cz*vhezL#i zs`$C&ER99{NX$^@>9eO|d*iL^Nb(f})OA!uNsbYf%&e(ELgn1oVl;~x-fJ;GWq3#< zQoNskO@9q(tt#kQ&mn=qZ~k%mywrOIRIA?tSoNFMrtYPy(27LQEIZ6rj{n3b&PV3v0`j53%mE=C`_Pc z8k-)(L+qc_ZZ+>3UZ#PJ{M)xH*B7QqFU!^tGBN=p%o~TGkTQ{a)U>eUc!jT|=+DPL zZuZxIU24Da8x!R7o^#AJ3U=TKF!Mb<1vov5xaOD(lB&t!<6%k0*-p^ zZNx%S3~Hd8+}f9FEkStD)mNRh?U&@+?0liiR~;qZuDEytFZH0CuPjC6l{KTFVA=I# zx5M&)`YwP^Dg?rGBE&s9?!aHq_NFiqV(MnJm^AN_oIt!82FHf@%bFUn|M0B;%sWQ$ zG7m7e%n8>nEmMv$^X#4F&J)eNqDhEE0<5eg_75gGOkQ#xSdQ^BOcnrEh$*$=36};U zfm4OyWqX}sJmo+j|da%dWG|bH5xbyvjMNl!Gl>ARBBsL1P=R+kg?c<%TuP zu$nN#nlh7xhPTFUmeRlYtFK@0%RSIH`N7rVK4@c!;f{~No%z}liuCA6U z1eFa-6;`K0AQTqc50Gu;M_zY0#T>;axB9-aU%+n|S?_=A{d)T5$bs|&oj0a;Eq+bO z659e?E`W6E)TyxJE6*-lGk)`%-wc;GjhuZCfvsE@I5nDn_~D0RZQ!yHlHu|Ny7lYV zM_mO^SDDkE@PP*&IIkYp>cM3Nz|v@?6YZ23b&RFCzjn%G{L-4^+)Qws7OG9J0waeS8040fMVJDFGo@!@xt`4-lBd~EtDAT%5vB*pZ17{8E+4?1JOwT-tOsH!z?fK9n z>89_+{_N55^hf`?IoTb8 zVXo7$#{ zx;**(t-z&Wa!%&9jb`7K+sw5{{IE=;Ddq{4d$@xKO0D^MJ$RhhUZiR{onSVTy;Ahd z6S%kRM~Q+Zsep{&=g$=hl?6I3wLNV2C2OQo+V7nDV*20uzDS2IOTRn(c=|LS=^t8n zCm&@%R^$!F@(5+2SyZ`?C)84&%V->gq2M(kk{m~!ATj^_I?`J-}L0lG7 z@N|*%FMa7t;RT{siE9LFQ0= z=2zNe#}~7fd>kjw4LlEH%y^Fz#9VpnMDbS!zSN&zT*H!U9^wFTTzcOTma*&tfEM>4 zIA_vj>-Suie{3tkc%Ccal}_SMyzg*Jy6di?^v3&+ zKouDfq8;ys?)2Hu^`yJ*97g7dq4nvu^zbL9(vRHw6~f>nFZ{-tbY{gp>As&_p1$-k zgzY~lUrpKt)zhdG-0~-eQXDcjp_8Mp{=p3=(bm*Kw%Lg z!Ex6aOkx(DO?!wt_@;Z2dtqd~a>Zmi@dxYD%6CksP4}!#tI_nfLE$;wq(tqAS;S79 z8({UmCfHB}7ywwNo~&owgO|u>K6yj>Z-0)b&GHE}pOcu>G^Y3e^ONbWR~_PgG(g7n zkti-Uyg2W-&?KdJsj0e+^1T_Q z!P*^aF0`Qg`AbCjT<;#98cTmM@?6^9ygDsL-uMUsY`;A8OaNdhy$}zAm@aNcf4T3z z`(mq`n^d6&(Jq!Q8@y-Fo&Z2WPKxe{C!SzE>emMA{OVV~Iu=xy5`5zu-w3zD$MZ1q zYX}3W!q0#H^Rd08#hhln`z!VEq5v2#MsEm$W$^fQbM#yaC`w7$;Z7FI$Z`~v5J-kR z>9yG-(Q*Yhl_fznMkUVuaqNv@ucvINnT2(7k|JMi$Lg%CryEN!;tyMaq$% z6HnH0Xb`P7>-09DJ=6qb>((=9_Wa`Nn3Cmx=Jj5UpKm2d=*CTl8Eo2uO)-c%@#I*H z_IQ%@Suq&`j355QSbEdaCkO+$F)iHlSX%VY-T=@oPyg|^^b17@|MX;f=Q~+XcFhTt zL4r?3^H_P4N~=_kp1<+^Cy>u=ybYHB!}q0A&$XmmR})XpH8lXg6|Xs#c0Pw`%W!|% zxT-O2zGWzV-`4N&egY1Z$?Nd&!JMd}eF!MOY?7VUcFy+BN}U3Fb3Eb-oQ}~J&pEgE@;=t! zz^5@4Q)Z|qNv%}CtpgjzA8Ol>{&oL9q;<{97<8x7tJ?0XbxX_x=Ylf8)vH%i{zOoJ z+CnPBGx&j2qQ|DfF1skY>jJy5x?n0RtRL~(wQFPfOyz(Ap_E|pCziUrUeZMYP|!1~ zufYZcCOa>_N>yLhxf)Br699pmxW|x5CMTTQVZm?)6gls+O#0#~KM@4mFle0(kctRT zpSB}aKyX>Yg(OgEm*>LUUC6{HuoaZ`ZDW$2Ju8ok1{Q^dkCFO1e!L3}aC6$UMfM_x z-cq|cfU&M#Aewy$sG*exAl6})(TQ#02y(7ASnj8vUdppHYk>m$bSo?cEa`!!wCQfZ zubCSttoB4<7oP?|7BVFnV&hy`nrc%Xo-+qu+^2gRhG4MHNj}txH{b_+5vYi+GYwC@CGQ)2Fz@*?g5s3bCMqi_L@4gi`F=ii@j3X z-7Kd3ftb0ga#DcQAf0kCF>#IJ<|YG0s3|6_7aH6T{OU1$Pg#?snFuYgpMt8OXB(O- z-5>kc>L2Hclw`=@F7T4MCmPZ(FMVqa?}x{Zq<^#Ep7fr@_f+o6eP8-U;1cKrzF_0o zZriqvaeX%Z@gM(jP=~U_s_^+T002M$NklN&O5jM@gM(@KI)2}0QcmR zPX;$+8B&PWQ_4}m^qdr?3#?x+sphhn!^5n4hCtm^I?5qjreh3bz(!!Jm4a;sl?1vx zxibKky!lJioOV68H$Ag+H(-=iB2K&lI44fJIQ9T?G!+GzI`O$qC^e=-P+%>Db!zE8 zL153WP_S6Oc?1BEKySaXNhlT<*_QP+7F%=xyOP<$J0W- z*49-jX$YtNE@WO~V;yK3TlwO$A{y+Qa;~hIo+2cBCkqEHO+Wop`!R6tK_Q|HZYsU% zuJLp`e!{=`Z`P*!-}Fp+?b{pD@$bNnV5aigA6kTvz6Ee#3DNK`E$vfUrfiXI>KZ24 z(9Rc18B|K1T%PS%daD+=#*C}kb-5g6poXp@hJCb$?Y8^b^~5biyNn!fBf(sI2q~r# z#t)0~!%-s9bfHKYW4TbZZ5AgyM@N^RgoxlKIQlzrf=JyMb_ucJWLbuUhu3RyUZpOVdux3J=K}th^LZDf0Ih(H6f)hTzBl$<6Ff=Y!%tIA}V8dSGLSSwgMs09@YQg2d4E~KN~-6+1oSxt`}7Mj|= zJ_4y8ZO6t-cQh$X!T>Q`984ww5(XJnzCed&*Z`o!!@KRa(@bh6C+xexyql;beyNu% zI~HIsC^~WRbzuPbRqRN=|N9%$7rxM%{?)%a6DBSTy0gYs#mOfhT!EZxBz^hIt9ZwT z^nw5VENsL;`kM!rrO#mMVL6j}p|FbCuK#bCh`@!SEhIW)7_jz13FCzE~2q) z+B62mY=8_V4O~*wG^-FJK7d9B;PGxDXoA334SrRRxNdeYt>^5uJZ{|zet8Ug^!ya_ zrK)4A0c!d349KpsPyF(jF9RRb0g!PJGyrO)H%kX<$m}&0Az>7)ERduj@hFj7jM&_ah5wQz z1TVldAX5`+S@rE?H8^BntprSnAPDL{xL1~MG-Ptr75lZJA+)|I2|BwJ@H0u7lqxbN zC&yAB(s=F7R;_lC8zYfO?GovQ=eD;GAP-rHo0PJY3F7XNhgbiN-&m4<{(m9_7;Dk$ zQu5i)b*EE?hi7e(1N)na4cLos@7eTcA6*MT7)pxw2K@JZ0r#kcOhCv9Ub z?mmR$7Y4s*4(goQ(|mOK{$}7)W8Ij(__>W}ZVeQQG42sJOc2@*DDqW! zxrDJWT2^JHc0g7VW$OL%)%4mdxf<@O_g~1{I`5ocC6(hcCp}+%z2vLjmV2ttT@U*; z0Z`f7IBRjZmGaZws>thPjl<88k*`mrX$1dCLuEzyAEvi?vjH>|868uo83E78E_#nd zd4Md?6qEhHp~c)k1;`BWTud*<74D*CB^vPAv##R-@U;-c6n0sIW)&Fi__i|b07m3m zP%bUVr3MEGut%w_81D{a46S!TZ!h+Lje~%l+FsWdrrtc;^+v`BYTAExVOqXy7}mEl z{XhTrru0ky^AY5E$I{#0dN7?LhTa?BIFk16YfZoRpZ$8~$RrEaO{PzLq8$y~NXR39 z|M%AupRFzZ@-OwK?|c1pI&hFMN@o_O*WWjYtmZWS(QQz#1emCp_}Fe2PUi;nh4a1m ztA2NVTi#6I0JOfR2>TC%hB34up)@s8kwo*+=4H;6 z?TfET{mz%t0<*!b`nY=kLeIF=d>1O?m3XZt019%gt=SS>O{~d*ABqsYDR4)UR2BgJ za%lZN2xT<{OVsHCNl;ZXwj`awoo(xaUck`xRZ%qH zS<#N0Rtxf{zCO%S79nWwY=w=*rD>uc)(eUbc}|0oU{IQ9*gA|QzU+A$nqeu`DU3|} z2MLKa<~p*naxRF2Yu)5R0GsH&r&`muA7ycHJPPi=e_wk1+pF-2ZAssGYH?7OU;EmU z^rwH?p8mzZ=*3p5JH7ffu(HI*GaUOgz_4V=6vAhf7;S)GQ+my7NARUR!TB-dGF|DR zuP$RjA*fN_t+yAyIagz`byR2HA!kYe@g+e>j4X@@e`WO)>2`fGo7RwV!rG zL;*pXl_MFLOFv$jn%19EZ-L9x0yP29uR+Kd*eWL|Ux#9FlB=RnHj~zdkrEIMoa&mv z9vf;(S(}kIm^!e$PLF`;3~k0 zkn}h8r`|J7#QJLk+&b`rSW1NFv+3RMUWk0KHT}--D7i0_w|-5f%xq)#ocJ#P}t5lObo zkJH_+=|zciIt-l$dkqS!_p5zZr}QdKb@?_@0+ATE^)JiiYv&pz7gRd$l9NNqu7Ysq zU8{9qUO{ak0Z+Am(wES6MU)*1pvn{d!H4p5Lgk+Zv3ggCjjr#}f;q|PNDDxUDazm( zKod%?t%I=mxFw;~Xn`djhc%vn{nE^3nl)#K(Bev^c4FG0DNEFw3Ed2JBfvVjrzQ;K ziG@Cf(K^i^I!p{eCisyf9k8)kD17LUj`D=0|GO4g?glL4Cov(wkd*+XM-KBIu-K11 z+LGS(Hdetyll<|Iw-HfhI&IxDO-#E+6d;7cXDyG>QC-1|nmmCm+(C|M4>Y6m3Hc*QDbJjBYaDv5`Z?~Ks?S$HBQ931yI<}t=dZ@Ls^zO5 zUwN@$BiS#FSe0YWU8%5cqF}g=h_b;E*iv99{z;L|PR7}@A@t##Q2UEd?DCZd01QIE zuizR1N5_aDY`7r!;GY%k*LHR8$GzIyM;Jz9azD$Kn<*%){1a%&@Xfd z2LY%7X*!G(uOYg~s#T`|(W$g{^;G(aA0Hu-OKbY{XO^VRn*p`0Q)$cQN!Ft{io|c2 z^Bt@W%qn!)9U3oCs?+3F@2nsB(Lt7wJdIu7Xsl~Hh37;6Am#^zfHI&!jq#idmFl@vdm25lqXK^R!nsrc#rf#Z`Lc88PRx=X z%X6o4-aBG0Rq}XT?s4C8N~$i?drYn|;V6d(Q1gWIJRgIL3^(mrK&C?;cAFCy%9n_-lspE(Qnfx6fJF2*fF-GU;5?4C~r<7A5;-! z{5wFKdS`Q?su!MTyY^#V@1joeUGc7Qz%#e{pZ@FA`;~VQ;w>d&d8B1;e>}CX##}&- ziTPz82^8A$?bxv+Z2nx^quB1b9OmEu{ojXY$E#lTDuVXzXBmdCOQreFW{Uyr6RpFp)|&z@M2$@PexZ=Um- zwuS<*E_IsOlwb@7SJ2q{-h1y2PVjS|`&c@ZL+ua+Z-G%?WPjxyuXrEuz#0ga z(Og|#Q2T!e4xhO~3XB3y$OL-Dj@9F4LDbD2X!tJ3Li!bP3Jw{~A6zLaC>gC9H+ z<$dn6*u6nH{^Wc6i2TxzA@CG7g+w+%Wckd_>2%+H7;O^vYMOX|?L=Rm#DI7d_TM&o zB_w<9l~UJNLVI3X9b*EZNgqvv-}z8#LJHHg@E-9l4ea<>rHDL!oKq$vw|w%GpA1m@ z_{TpUK%#xDZf>p^=fdYwZx25BAU3Oaq`d@5@SF>z3zFVrDqtgFA>av`B^bhe_uUun za3!BxLGtm(ACG50^w2{A!UC*-C#e1PU;lNiOZ>$zelhO-z2EyiL@Gx1KEnLO$pG&Y zMPaT;XI-t23%cui_lZw@B7nW%iO;*zsb)z0F`V;lD5)@0tqD@7Kfw9$`dEs zh?>y?n6thJl;T_8Hky9oy*r^4agl3Z2oSq)JBkk|&suF(+T?oM&X-St-z39YwPM`4 zd&~X^&T~?T1~>TIzx~@-Nlrs)>m#*gUgxK-Z@YKzX6(Nu&dHhz zr~*^0|lp&ZJMaEEE`XpOdDM6_{&u`hXB^GDb2wN)B zvRt~;eC98P+hxua50!F!8M~=A1t`U)!Ls4Kec?zoMzIwX2uno`b~>9{ER|ot!bzQ# zkm3Ef=Lm?C7&Z?MP6CYMEL?+eHB{#$;ow_Z254;7Up-5NXZ%c`+uxmf2VC0&wii1< z`Wf&mRMse73dh2It!F7NT2yyzh{~!6p`#;wKh)+S798p%7M|;L7^lvVPv2x^Hsi%b z81oU`f)d(Z{d?Qfum465%S84O8xWwSZYx#{AtULeBOBAf0~iUv_avSYPf= z2>Jnd*A^-5QQp12t+&AQTEKY)-@E9ZUxNZ%KmgxIQro)sriFLD|9M$GA#lh}e&s7) zi8(0%oj!d!LSe~*N+Ak5vZhjFfBxrx9$@LX6dVi4IJZrLqCg{y>~HJVtwHUTv0I23 z%ha82)22-kE~|i@^^g*@j8&^vLCEySoPPG%XCn-kRHJNqCVX6ED%V45(C2xtbv72E zsXR9huHc`VzQ7}_q6W6b*TtX(W2}3ip|j>KrD0x79ev6CwbEEQ5gvUv6xF^^nhdj6 zM8g2mJ6KknCgno&|#_JcwA^g&Ytu$p}8Ed}wKG#hHBF zaG%pYu(6$mkf0a`SSw@-kUM>9Wjb-pHC(5#b?ZeQafYwgiuBpfu1eqeZcDJXhKiEi zec$_br?34zA&T&KRY~*ELreIgvMz5gk&@fTvG?Q4MVP7aS(Kh1i>uX<(V+A6Px*FM zKBZT!mX7Hw;S1~wI?gZV3k;Gu^I3GPH%(ym(6V?9n21YS<$Ni}Ij3ArP?2Tbym>Pp z>+H)b<#yn}0Y1pi&Qh&-2rA}py4dbOu(x^7emMsfF zubwwo(igZU0G<~NfyUCn*q;Jz)!GNUor*tcdC5e;(!Xj))AN$w>*5_bNjKvd>d1YIrEDONO?#iZCr;@k&ocnW~ug-V!F)GTf8=!f#v`sR z(H&Ic{)4PZi>b}B<%4PUy0h2 zx=D)9pYP$day>3yg+Frxp!MY)V=Ry08O$;>ndzXxRP{%g=D4yNEc+o`!TFY(pu+3GEDkrs$Sb&)*z zaO3i`z3!lF5Bw!o--m<0D^n}l+zGUH>o%|`k3PXHI@Hmjw?#Yhj#fx>42=OfLtZJb8(_`aHvDd_+vzjN z0Rg}L&n-`T|I5>~LrVYBZwN_;s@rFX@%*nd&VtFI%7*gf3LUOU-woGA?xOa+iOhXV1P?697jr z9Z{p{qR|RHyF0r8L4=~H+>PWSOYF*P7fJ>Ai+b4S&wy$kho{o2dW0x`t=<5%{jmFL{52AJ8$wMs8}+?rxg1VB9)MhA$}f+4fvtcEaR9zz)+8{7_%d9FI?=WE;9aOIkmnc7;7p}UBTYaV0a zX*Q#AbPFMvT47(uV0kB(^rc>?#DUiFw1$vYt9rZA1Z?fzp8mA94?|=W4o&#hE?sdN zB}ex0)m)}Y%}An7Xl7-D;mWB8bthN>`rP!)KVnmOs56be=FZfW4yMzCJ?UnAd3(?F zq{ZF6Y5PsbSgV7mFu1T8(MD_h5kk4Uq8NXwU$MSlZ-L9x0(s(4c4fR(aIn_HssXCj zzV{UH^18pmYSua~&nWklZ7F+pdF6V!?^@W_6ymwQY!6|rmMzvuaWMb}AVK-{p275k z7=f~w%JTf_zNXiRl%njdDZmenm0;P;y@H_UOyL=VA_LRBG=NO+>7{+?0Aa5h0K*#r zyCtl$Cit0F45I0U4IaTqbqE%^t;L`Q*^bE=c8(qEr6FL&E_(|E*fG`! z*_ICAS_Fp^IGCr=^B(UQEg)3(1*@{}*2RxBIdNa`(>p}XZaFT6R^Q`w=dzk+wY1gO zbiv!Xb7!2Z2F6m(D}7rN041ebq1r}S-HMjM%c4CkS-dFxdG+m;6{ba^vurGrjjfEY zx3>>4oB-$+#(iGbR%w!Ji-;Bz`ROzVl;#u-!CBbm*a=QY)_zW!L}ITi}YcK>k{%w6`x!|6fn@dp1q~r=2PFLMS)| zW`Up{A1-yN9i1|DflY97KIyKe?O)LlYboKJ6VNn@mN*gQTqC&1<28v9*i5b$tdVtC zdoYj9TMU^saCTuO)3peIHCbRuDFLPlMMX4fbQVi666M8?n1H%!!%$Mc-_j`h?n>oJ z?P)!3$M`R72sytHpFkV9^KJ#1O`c``Lo8LU+AADsS=*m2;HU;Rj>7N#;Kz%1^otfI$@Pn|U zMms5ADc#>>gU9)`py<%V#s1aBY!LaO3Xc*!x)dav*@?+X8Vk0t*RjF}DfJJ#;F2ILYhbl9i(qt_ zP7I@ct|(`9yK%7Mdu6p@$!{6X?QhDTK-G8m}B_g zZ^bogIT6JjyXAUiE9lAE+TRa6@IZjnmMvQ%^p(D~%Ic)(1S~<$FjQau@|Rho<_!_H zN&qwff${r_U$0xEwOF?DK`F$WZn`M~C+J`N*0;Vj@)p0|nR$Cv`tI^Pw5Bic-~fvb zF<6@`-XFCdUA#J!9k@!Ih||>#tBdA$0CN|5Fg0O2s9B7wuSuaT=p-O1RGk1Ph(7bo zuJq{R-wpdf^Vz^^b@k>D{5oK#b7F$S68D~M;VU&t=W3&fgSKvO!EOVDuoJ_O@2&yj zxobU@!5AWnc{HzUwfjt6uQC8ykFaY+mVL|Zm+n(r>zyuk&M|n=UhlO>bgUB$;HmIX z6YS6RL5zpSO>v)w)yf8?>|7|RX({DH&TCt^fB`A+`MeI!`RwYjS`@*+ZD3tmmD1P^ zPGm~6iF_^17-&z9rsd-usTUdF>9Z&~CQ)4#rPkS z=&DvwuOy7@VFBk=^1~1fmD_1{-JEx}ovC`i*759f-j~Hi`F^jLG`p;FzHFnvDub$e z?w9M=!nP&=(%M<^ae*17Ve=p+G2^hyS@8jKBUcEyAAqLP!!>x-_O@fQ=L9{CS6uW4Xp>+IoHi?*z?^Y&HnZ)z4j#sr#&NKdBD3vxePxXGS^&kg5TPeOXDNpw`%bsR^#IXat6iIe0=BYVIo}{BkcNnix;F5bs+nb z0vkZsYHUD%223bsB^{W&82GR{`Q<+gm7;20*@*0|;HQRH*KY*80( zZtP3-E$>-?k#fgH$!sTga|JjBUfE!i^%{iQ6jZfA3^^pv^?ac!BjYvp$M@3)^T^55 z=_tQp6;LEUKueIj>V8=I?izdbYw~qUUj^mP$E+M*lP^0DUuq5(INR9?dIF2a%=Aqp zsV@~Ac9bq}`sS*U9U#g}tmejf^LH=kf(iqun3z&)Cf(EwrYehC%8LuL{`lN75W?Fe zWQmwfp`1~mYw9BOcPLfxITnnK{pSOlQHr#4tm~Y?P~(0cR)Bogqh7Ixei#Oad1p+K zRxe)?@8=pQooL$Cgmbx`=6MS^#>=?We_hdr-Bx|R)+4vpl1ckYT$TMoJ1;V*l?F)5i+;<_guH0OJ_CjU7+}CUy{i3C+ z9jK;GCQ-4se7T=jFYo1RfdV$Cde5d`{jJ|lulvPcP9Of`KMgZ6$GF$4lgIuvUiP{k z9iBM zeSy2%x?+;)0vE|n0L%m%<}cdq$c}nGHz00qZP}DYa~akT3Lup#%jNhtgOU^3 z)!SsH1rjNlClCyw;(a`YQX=!K4jJs2hNmJ=Rcq0v5&t z_gZ;Q8A~7fe?OA`!jq=z4Vm=zQc#az~n&R`0z|Eq!YwU}yBfU=q$07hP*d@3j?J0gCx zf`HP^bvwo{g^CHOECI%~fdxV-Lh}m-J+Q+okoom2=$N4fV{YdxmW=d;tyKMrd> z!B5~b@#NUXK4lKU_9|~Ib&~RIW#TKJ#H~Ak*}4S~QZLPLy2-P8`O+9*vh7iF<(*~< zuiCL}sY=<)wJVn)uQaCNxq6hW=3C7Bna5ub%YT|Yf4P(I=qhK!C_`-b34XR;fcE8n zc)k2NTi{}!zcMmpdmq}dGpz;umZ>;=`wyo_iSlBaU4~Sc{<^LT_a}eyCu#fk?cug& zR2UaalKatMV`cvwizP`8r3iS@IxGtALfvCyf~CMYlQ?I2Qj1cr4lsW{-*TluJ!62@ zg?OuMShF&%fJI&cD7MQUlc&5}DbwR_s7OIjP+5WfqMj^Lyd|&qX@}=E>usB@WZz#_ z+?1hSN`3ja0^bm_K%Z17{uKyEx9YvT$ABTW`HJ7AbcjbmyGWVI({RIQI=nCzaPP^qO2axmzOw z^SOMXeMLUljjYWEYv(?}!r%rCENLk_+JN7#<=6?0l=@TA;TNtn7*In!^6VI#-0R@b=FnvMzW=IaOHjT*eeyoOuK@15TlZ2IKLm@BlPVH8g@Qs> z)Wm83&Xn)b%aLp!`>OXWtLUL+r=oywrl@OCtS`qiUq~6gcjeV1xa|wM_m!GA#t<(a z?|qS%__-f@4ESgzb@{WO>If331*JVAO7JV4&V~Br1FgA=Xu#w z=f#d4JHj7$*REYb;YmHZoaP_?;UC6WH8_INV@#VjZw^Y*`QbUQ`D_7FAoO0tW8HDb z9Wlmd*DDHn1^=n(3oIF|hF8{7DoW*rl#`*SiXy>=&q~+1~!telJ_HFu?cl@lzqIeL0`=f-4p`_)*DF zAhlnC!xvZ7E9fr!dI4ghjqBFVS!?_3#rBUZt)OUf>`SQ$S|*?EM_JZbK=is}-Vdc8 z=Gkd>zS-By{j<+su4CEstLqEQ*VosNF@(GHiY&FwPBw1fIpXMtp-#9?4 zJ)$=@!wQc>1zKPukz}OOEMtQA5UjcYzA?&<=reBl8C|B8_m!gcJr^(RB!DZi5V>aZ zev`-L=OFWeLD@pFmg}*@AM<(NB7j=z z1r>FuDdTu44|;+3+JcqlVPe{rxlLbSF|WAnw*AH4)IKX?%oogUmB-SBUf6pI__;5* z34UeFm2u^~E7#o$DkV=T-{b0h<$U$l@~_oYlLa=gsK6&%*-axVRJTKAK?R`+w&Q@G z4XyISMx340(kef*ldC)0?wy>pGl=rcB-M~tg^GY8Shd35O4*%vA7w~+dQRns)Twek zA1gbm@}UZqWPKnK`;04i8q{A;au zNj_7mQ#Rg#5bw%MOz<&iqJ4apUr5_ZIiz*+o?zqInqM~6_E6p^unw^jUN02z0Geg5 zoByRI%L&am1^I!nEn`N#^rBx<)v6!=GQ8$Xs>_wS*>^6#i#@Zt@2lJDLie3_Po+`k z8b>AX>}@H3uJh&kwZ5$hfHtPeimnO^EWFuJPAVy{@a%w`UVu!(_9y%ElKEv*b(s?! zlu=l&Kg*EfY6ApadshvuVCp@xtcJo;5n_^Z@|us33N)IB*Ww&y1t>#eWL7j&bh5i` zlsO7;`5OTg+ZHW^sztfNJ=Vu4)f#MDe}SzBHr_gUq6{Xtn%4+$0=>^P1!YAYbE3|b zdjv{RN9wD9qWAe;8Nl-$+Aj)*X9x~)2HB&Or+Hp#YNlNRq$x-Mo)-xCQeWy7cz=!Q zaM|DDSq~R*;#DH~u7YU~K@0>#sX=|EGkE4Qa?Tg_w|r=FIWO$qdhU7) zT#qeK695G$r(vx7!B#3u%Q=BUR#1v1D?Tp#t#hKQU7DO^k#Z=h0wgEVj_%lfka;?t zmi9oIE$d0o>^YcTeap7g2vB(a;E@yQ)wgW}JSWn3p4}HFF;aFnY+Qr<1D|5*aP;IE z0st%s<&3s)JD%O2ZoXkX{;*k|CpFm$l}d1a>VSC+fF#u?3oTe!AHhk1vfwJKDo9yx z^UKnfzz&`>1$Y5`geMGYRXJq2R>8jjb^+L=OfJf&tj>x|CNA(t5R}pul%*7<2($Og z3kN~L*fm&s0n)AtwR+*+DYd9?uVxGQ;dK1?@pQjfJY3B>T~E)h34pmX6!JrrA(L}D z2DQT^>xZJz+du%BnfMoIG4m*A(@0sWO2Bz)=ian>#geofd$}if?1_mhHF*3~Z#r=F zWPqh$B;W}|XL|c1zt;!3@2O|@R?JUW=?w~P_kIjLQP>PX>1nd_%$~zRc`d*kW*O!# z2Pv}!YVyV{8`2^`&vk&+i1i^C6!-)>&ke9Xt8BS}R&}WhSs?YF4I~cImd0~U=XI$) z0k@>mHp=DnR*?!m=P`2*G-ZvYXqP|@8p`YB>9c7N%F|?c@jNoDS{7jknw z?-g$WN0xJ~^t1bOr81ssU3ctxU2f`9l5?t>BfFG)uGKt6kagbs8G}#u*9k2!*+KpU zFj-Hjx(jv4d4+Kxr6aW^2naM%Z#`&Z7o)jS0W!owN&>|$fNU8Q-S*Avf{nBsF~FbC z6Ff%%E`d$}mEzfb;Al`;x8Jx4cDp4VJbVK4nZ~qk^|ExTcOdPAvMerer}4Yg7E$mP zl+}Jo(GCHcDm4}^>`II9cNP>iX)xl3l#91WDT27 zJ@%>e@BilCr?2k#YR%d>hRPhQwbkzLvBw^}V4mvxKKaQ{#)3yatk#&VS&3`(II#Sej&;P_mY!dnV6IGQmMaEWC4NJR;WtKSr0fp^~|17erOu9Wy7j;nef9E-b$yB_(BQlp)t+Y#9F0A~PR*41~EGE?Cq=nrAGl4Xa~OF5-fTjgWxz!IEX z7kQd%wZ7tIkQIf9c2~S)G>@Pt2zu;Cz&t*G5$<)ad92Bd*e5{iI^}-8(`G7r`TnRg z6RK@mZ90@JW$P(&em?Wo(^YSQN=JU=%O6QU_m@AH5^Im8FQxR*|M*aP!_9BVAK8j{ z#s1UIPyby59Nc%`eZj%}&ENb@`0~2in?VrvvJkp!{chQ^B|Z4ygCTl(``h0h1dGR( zqx)MHV_`N{PpKvV+BeNKz73YYK1?J)L(*CMqcWi{rTv_umS>Xc5=>Sj^HTxf1YZF# z$;P@!l7`mG|14kGnC^FKOYgjSO9UfWxdeAKfKOXGsl3hWR-r^d+l!pA4{B}WniT+; zo+g87fVF^EFYig)x2(gi4-0z0r4z$z*+i3`9VWrXpY`%5YpmQ)Y!T=M$O2N zjZ|MKWh@8VHo@jRbc)i?|Kt6d>9n>kjCYLk05;oIia@H+pDeLuYe>5&>=9AQ@S)Iv ze29;bu5W$}GDzq5v5soV`Ga}Q6b9z9^7PwSeW0J;3s?Urs6PhS$oNS5-EaSHT8V4s z+Saw{(Z)y9r=Iv!0ATr$I!2s_2M!zv?+*hOxLlTh%;D6xqt z40vN<@tWLofR-#+00QO6LQC0{4s~Au%bMDjkngGeT?r_T!Co#QXo6-iN=I_%r?h6p z(vSxZ^A*%av1d`XfbW4_c5M;CVZ&PeB%6?-^#;p(^Op5#&8nrT5f*p#Qv4jLht!`* z`Qq%PoG$z&r2+v&lh2n57PuXRCIM7xPfAoUQ^_$jOkh@If`$MyuV8ecWVw+jQ&&Oj zZ98cfStw5_(y1vm)KGI!r2@M@gUGtpigl1ZSLP{b8V|8V&hc0~&Q{vma_VV*wLqB* z?Je!;`&NEm`mINQD=lS=r_(8IS-$1G%9e2_n7PooK(;Fc zvCgq$$I|Ox|N8I+{?w;F6#))(lhf7h>8GC#m%8&FavdMk1i)Z@nZwEfBQar}@Umyh zm`bOVb}RA>D#|<<0lxLW~B+IjX zH7d^^96%AaI#Z^ZzYZXS;*(_-lvUQ)sD6;7I;D<{0B!kxu%rx)y(pC^SO#Sam0jvy zo?YKw{T8rK?6(j6lMkemBPY{GkA5_L@Xa4g?|c3GYF19r(yE0fs*~;Um&SH$+ z6)g6vZrK`?qUQw%%PE7fx}Iu=1;9nTt7Xp4Q{J;sxP=uBcA0_%E6s$upwuAL;(qg1 zx0_}93;$rLY?9Y)+0eSP?{%LQ^%VRu-;r{aT2vM*@cT@uPT$*!Awc>OIe{jbTf?~f zB#Iwd=j!Lj1Fztp@@(JfdP(-l#nuJ3J#3rtDL>|eX>r%$Xr6Muv{gBl`g43q?U@Rz zYu^iQ0;94*S=_^i4+l7I+_*9F8U;p9!r%#(;lAU0KBg<_3w(||o7EDo#OCBKfHr#) zS7)~qgN0+FUnq@0jp&)tiMCeuEG7iA{?wWNVC^=qUlo+5;QP$pgTWR*{`9W6<~kqB z{I+delg^^_kY!fpCB@^!zx%fB5nZN_zyq?Sf`?S#M!;3m5<$r%aCkkQU8AxZM+-7% z0Ybq<>ehBJzXs55rI0=6vE|B=x-_L!s)NxygRrK`303--M-Y-#_d_Dk*=GEY_H}LJ zNSsgu@BNmq3{*d7Gs>b%{aXJvsAN4|!WEBp#8N$iNEj(cK$HTOmCh8iPphZ-*aD6L z`?{qO|MNM(&w7`9>({TJ0YA@g-MTfn7Oxkvjo@dQvc`g+`~KV){M?t*nXlmIdtJ#? z6R~ommDCDeg+%CqiO4g)sc_k z7Uv5H)_NZ)E<^vziuMbFDk*p;sWq>i#wPI_k39{*7~y&{J^c8NP{4TJcd#vnkV`(Z z_i(XW8?ajX$ne9L*RpyvAqJO0)!Nmb+T^0OV}e)hJb2{!Nh$6j&CU?c=l{x zXomG^p2obSp`j^EQJzHRxMA&bSkbZc^sa-UeO9A=0tL+eL&qb)gKV~x?Vf{2LqXwt zS-Os0~msAwz@yG>>Ho zWZtcDv(HkE7O2Sr2LLe91q|6d*-Q>2 zc}{bc%}J?@!k^sha>v%8{j%8Z@sUD)mOT z$}ivJGm6}790iNl8krb@ZC7x<=T#-f)XS2$s)p>Q=W3gfq~(4>U1CAnU^B49=?MnGPzB8 z_b9#oXTG*Tj7?-0ZZ9?2x0jMGHQ%L_buH$pNdb-`!%|L$BSio~Tidzt^G>enMy=o? z;G~8UiUT%Lb~J3&03XlUv(d@4V9synoueW>CouX?kB@OEGpQl{aaD9UsZ}1xKDu90 zfM=A1yo_tpXto;o71qxvHa^GydUg0trS3jYkkrFM5Uf-zv&aCW@1q>e00!FBm6(7o zvnh)zMP^w=!zvXhD}M&I*?Ps2oltA1P{7Dms};89zN2NU{a%P^j=@r;Ml}pqmZ?Ga zO1xS8Xc#-N8@cB9-*YQQ(VcOk`_jm?ZKfOb2V@-Yx5)oQq>J`cs+RA_RG=E!w zu8NOk>86?E8dY{&nF`0^`19v+*>`^UE5}}|r@33;JOC7yoG#)2%C=1eB+b=`Qe;l% z=V^#3$aeR-seqe{9F=1yrk!N+enCrckb-Om_*Cal4o-#-u|ofrCMd^-tcA6MrMiOh zV>^yXOes-Ul|wEdEjq6qhrK^jbl;km} zz-~Zp`O>9;*9e+x01|2s9E^xL)~AsWGy>!xEOnudGpM6@L8&qVkcSRC`k#5#0(Q-b{rnD~xxIn)WLCs*$)Gr^re%zJ+Qp1q49RnjjRJgLbF7tqf8>!z zVm*-Rh|%V$r`!VP0bqtF7T0FN4=}+sDUro1jU1D%O6Dhp!PWb+tWm#VSIaWA*JLPTBG_uUt@%*a9h|9P^;OPKyd1fmk-#eb*r|zirCv$A`#r>S_M8fZZYZ?f801 z|NV7vOjK>bZPV$22OHALP0@AF13`lx==I^!m>M(Nr>^mP+ikan-|yp(KOWv8n#*Vh z=yI4}``Xviwr$(y&x_Bqnw$rKrEX4KCu1KWtYo=Ng5Nk=#`9B_Hx)&QV5fPCNp@AR zQZZpi3pnGHkwGYzlBXnpXU$EiDN~E=EM-VFjZd@$dl$BEDmy528bfH%28t2S3ywoZ z$i4Ag>LEb8uiVaS0RZ@vSyQ#bQiE!xw{Kd@ z;2TccHmpHeaWJ0e;GRGxw*ebO&$%A4U?!-YJk=NGKT>ClDMtmzUAJuENz-Attzu*o zvcXJ+PZQef5EP)EFGtg6G`}iA1W%KuLMlI;2(se7oBNBe&7dwAb?MxEN*k9y!!V17Ra;x{Bv=n%uEn0+FvQD0EdoH$!7&Hb1bmMuYfH;A_zI)Oc~74eg~B+-FPlV9$r>}&M4ZD zHN6;U-+II5D5JZpE#eev6_pDW>9_iu*R?pr3;kxRJ#Rg10anq;DmgM`;?cNLZK0R%I&hUL+O{D zHz$D)4KH;Ia0~W4*Hdb@ylXBimoA9rVOS}FvdyPiizY8du8}I+uzF?s z<`X+YL9%@Tq8MH0(>ksBnn* z4EFHtiZ_f4up8z|04~5+d8za8t$=u8->d6h^4GUlw*?%o#?*b&FYs~QhYS$vZ~5C( zy7$Lx_m=Fepyyh^hQ+e~B?eBPKAjAQrI&|>^7g&JC%Y`0Y?!QbWB=;D^L%`IO<&-l zp}}A~JD8LT`km}fMjKs|6qO2shb*OZRV*fS32&E8XEG>>garVUw_QpaLC!S}Ti#4Z zcLIL0k#_hf#=x0kQzn_&aw)R_U!Ef+C3U20S+K{l>bygMCf6MxQoQl5P>`l#AZ>oB z%b;=rER*ly0G7&jHbmn+Ut2ZNmUzmyY%1|p=f{K&fm6|i`m9jvoLPKNe+GgJicDl#i za?33dIAQnh-60d)ym>QYvf^$zQ{w#HxstxXH36`{zb~|$1_W?o$E0=3>~vqsA|`ME zU}k}3x2ltaJy_(Raw?P*lUxvriNN_HUz~Gd#Pa|$0KxLd0fY&(oh`7vvW%TU6$;QQ zTQc~?zySfGt^lhnulMTJV%w7NDsI%|3P4$ASXgjDHn#!Ud4E8VvW!0{1u5ls7VYj~45=N+UfYCH#X2k7Qz;do zR^7m}_O(;g^hmZ?zhqtt00y2p-xo5}IsndUvdemSsQ~DBh%sBK&FteBQ%UDj`RKfu z`>*yrR}uhgDnT;Elq06t7*5F8(o=?%Hwg-YfmDf|Ey*DZEI4?+fQB8>g3?0DQTEkq zU{BQZ*G2G***WnyQ@9!gryy1Jr1clm)w*Jv|X%w zu>L4)GT3TVp6?Z8T|B;Ta3nOh(WYEeIil>jxmD{DE`2w0M@cveW!VM-TZn00}HgupLBjyOyz~b!ut2V7Mnt)X{xe<8%@4IM<Me#+`Ncjuei<`QmdW%DUa$n^9ay%+P z<-TBK{6U4&#_!W8+2E*t1VTos+>vv=$of>AL}-5$B@4S2g*S=;6D*@TRXs9J3((pU zN_pE)Qmn3s=ej5wLkonyleULykcIBbOH~(J->iDJv8ly8bnH}^q^!ba%de6P8m%Nki_uXG3$>Z3ES^7j?Kf^FSL}O`%;2}v|uz0 z`#(A=q-RQ41x_FAuj`bk@KCs24Su#qP;lh;-F==P8$neOfbZe+b%i@l6dH}C1x3%f z+MaJCWo`^X@2yh<_S*bRbWbGb$cs((yQ$vKFRTU613(+m2J9t7)6={5V{^77%rIQR zZ4Jh}uD|PAyGB|zV)L$jhoNL#(0efMQ~0hU|C2lS21O%3X)C% z&q?75u!=9Ni@ED*ezt(!Q~KN*&OW|St#jYz9A!*;u6p0A)yHMu^VNCFvD@lA9$(8T zBg(8dR6FS;Tf1^OV36I}WN)R!q)J?qW6Op$(Q}$_7#q(BB{paVh1`)EE_XBe4RvLC z0$u@%LQRDi2^YN{RF0Ds0BQoz+LtZ~fGHjA*2yj9ro7L(IMHQ?y;nI}0A-X`vFT%U zW!75iD<|`YY?Hb-=>5Sz0aefv=mZ*-82)^pa6O|YQj3I-9CZWb&E(R~J5m zAcRZ~3a~u_z`EMqWcc$M<=V*DCZA*Zg0G4c-^~w*p}2gf-2S`^b?$@hKTYrh6&(?b zf%^mIsFQ8fhcf02)Td<$vYe`?dDsH>i{LjpI-QOlbryTv(L@LW_wwybRGp*US8IAE#aQdLJ2zYq;ht_0_)nP!LDo7%5Lem>UAft zUJm-W$^zfPBIN?g?gLVcow#r1MTiQE*VL%IPtOf0Eo50(gaU0G18z`}vGB_(yu#_= z2rEx6J5e@KjcaC!v+=TZwp`iZRwypP!(#`Qs1TG9tJqmjpDD0-UgQs1XUGCMs3c*m2g|+e={I?pPzlye^;V0!r>%PBAyJY{!uw;C>bba|OEVWxUk1 z0~{S04mp#J@5GZ@qdzK?l#?>EWpzd)=?Q~Dd%7_e@oCro5YT|Eb3R8BEM;}W=o26d;H|L4Qkt5?EI?jZ07c+1QN5sq zJkBz)%*GZlj!gXVJxz9eVSz2aayqW7>GgWZ)GB#15DL2aLr}_a>oo_JRGWiM@G_u+ z!CM7l&0R{eT=Uv?*3Ek;Apo%C@g4`N(X|KgD>mqX`FxITxMJCopt9`~HO$RyRgRp6 zBD|Udx;(qIae1F>d22si%n+I^>1TfCK>DLU8YaL&b9(Ht@$|dD+mn9&=U2qIV@O1Q zJ9hQ#IC$`2xWBpLo5s$6@fUv)OJQpK?8n@>@$9qD#^UJu4R71FEexiA{KtPh@){9F zZxY9%tHrsh+`HcOt_YeSC_eGT6KUD9WdVRLsBV9izPplrReOyh2C+@u~&44b|=nZQp%nU&sdq5X~`;o;V$pOmeLY%YYgY_##**lw*E0`#U zbD)GdPQG>KZ*^lk@GQe;3M@0%D)p)UAb3sCD(xlk3)Y2|wH&X@4pYh0huMoC3Y9rh zdtNKQ4APZn^FAI|C*RRF6o93|$LR-?+FmLd!5NgvDi&BsY(PIo-ZNAG>cZ;#SFHsc z+NQCwDg1af=vVCG8I+B?Yy0gwj$_=@&u#^*x4rFc>466x2w-%aNdf8$ylvaIpakFh z-uDJ|_{A@NF+lMrfAS}T!jmdAc!J}?t@CCnVc1+t`2FvHf7-u)zm>Tz#?5&wu#IS= zxQf~_G>gjY))HEN$8!h5r`7c+lsW0L`lA&x8l@~jF5Di zbuo4mGD=yO;hS#SwmzN_fXed%04w0yDEr6rYb7VL^^@9DQdNea5}&yE0J%kk8NUp>+F7EqXlTsyLEx{qFs*boDLHc7Ub@}nG2%#nPSU|($fTu{pF`Up$qxuBA((FuszSX>G;Q;621 zp5{jj*cA?&_V&i~OTV-*-GBed^sR6Cv73e>!xye9m45TXEeorxPfBpprcE&(1uw^i zZ10!8^rZkaSB6`>I4`kjB&9`*7R9~hH9CyZV&3<@_oWYg=tJob{@@SNPyh5!2b*kO z^T-lkFRAH+AN=4y<7Kz<3pK0LWP&(7YJ8pW3fdL845qO+T)d^46K^c zGrwR`SkW>#g2JQX0V;r-U|6n&k|n;lvXdD!3y{qQTkpxHF?odYxS4Wn7ZnOpU@jBj zhd_HpLEjI9RIPwiSmE-uc5u32Qa|7$ZhU!17=0sO?PRg?mh`&UHK%|3Z!s}ku|0eC1S@>!op+{Ht5yX&Yaj%lRpJ6l z$qAI3Hf;)4R!}pF%&}v~(%=2v-=+KRyDzS-Sg|7Ab=O^yXZ!Z;F=u3rJjIFt??Ie|Uj>hukkeZ1?IZE5GOefX!Y2sxYK+&2)# z_$gRksSksK8u3JcxPj;=MmH81EK5*$X3qiSQ#~;e@4jstz`=jONQJ{Fp`zLVzowvO z&QV*wv-jH>{(|fWbd=+TogLRA4}WyCD`3_SC8R5w0N{PH+^&})XiAZJ&XhNKU*Ob8 z+cJVGvuN0Mzl6;gSbI+lM6$c}r>yZb=0DBN$Uu1^%~}j$uiVEJ`Pm9u0+!2aV!?t* zP&=}k98SN~#r(nAW{wtR#<^z-e4$0gBuKG?HP+s8X-{`N!-1lbL_pRMdNGFUX0mL( zQcm)LDShE{u0|?tQT@JGqaIiCnfCj|WPr8mLLAo_9V&ch~x$nBZMP_jZ zt+3aOV<$j3VU6E6P4EDtuXJN-GdnrSW3m8t)dOOfubC^g$;y_=R3gb(cR^ArNco7% zTE_cW7)cgdYEX*O^BHgiwmjfGZz^oEl$aO&XSqI)+C(nP5hy!}?Wbu=TZ9PBJ@6yFRZK=X-4c1%&Q~9JR#B>KD+7Y(omDOEH`t z8y^jdOj|&y#YRXXi!82UmLU}u6IfxtfDr!1xn@BYGe~^46j+uEX3#2~sd8ap0{gho z7y~?Zr1HaD^|;5~45FIhR0aw;3J8{S-s^iPPqP4@;ZM6kPs#4uCIY|aK5BS1upS+q zz&qnCZiJY?0EX7re7>LdjkA+w`kp1?w#S<9NQDZrQiKAwtgY{?DUx-yeat4<4Wd9Y zpLK!I4XV-l3#yiPv1A=hmy-8lW!100uolRmckw=&t8c2$SMOVkxsJ>EvaPOht#j4a zuciH(0O(|Ja@i1Scbz{{Bc)*kAE%2-k^)*P9E^V_us9)uEoFALA@n!)o@8yK>|_Y* z$MNl59Mm8)n|nCVzak5>fkW#Hds&jtR+H+p1sRi26zc$&Ol+-ti&UVV7SzLIfoX=a z*|jd;s8dHh(F#DfbIPf}qLr)h>4?0Jsr(AJ10lV=}+E7xsJ{ z`^@TO`+7?IM)Ud{+e9kT^SO@HiR+yJsyc8>@IKpI^BO-og01%}^YddN+a2M*I7c(v zU{SWuuC9XbAgG$OEzBR63y>m_v;L>v0mp!T*D%F#pL#|R2auuE$)f!bcrDO|;{ZmsmSu_>@JBhD^&4?Z z{uLO8mqnH$BTsD>n32m_UiCAi>h>Hs7NDha$!FSbQh-u|nbL#qWSP!PJyTcm_-x}V zD!<&ZbAOzZD&MwgP52i#O*Ek(SrBN~Ahl}ylh=CYf0;rwFvBSfwbkse!l&CH4ayVE zS5Ng8xRzUBP5>0bD$_gOKTifgidpB+1%#ZKQW{g!*~U)?iisIu%q*W1&B@*fNDiRz zXa^YJuJPPp5;KLXf#5<7Eg(o$SuZF2+)2>jd7`O`6)Gz$KBVl7NG;aack#SbmRpYt z_3C{A#ylcGj%%`&1)Qth-mKFQ#@;2;v;d+Ea*3h(0UWOzxyJH~I6!dB?PmKa zC7SLYKvqD~ZLch~DJTYe%6$Qh+$&gSMMtKDeU`~O?AU!E%2T%Ls&Ov0sT(40yyylz!Gg0|f@%yAnr%@Gul&kkX1t)||%f@+X$PnYf#+>{dCl%J!+h02>? z>54p0K+NEm6(N)mU@9Qw2FaA2$f5Th*4^LlhBL+zpMvhQzZvkx6Tk-FMZu+T>u$Edhc(KLbg zjpeT-hNE@UsNDtI1#RVo3tREcMmE{q-vQX-Du<0{C`zcGi!mv;Jd68Wu<2CV_TttT zoxI(jsnRU@;9CC63&*?Ce~wlAv7Roy1sr=b*j ztryKeQ)AGSnN;IaDQB*G=Q>~Rd!gI>Dw%zreXq|lU1;Ff$`cfF zK7lrWY%(Z&#b*iTelP^p_yASzsoq4>k=JtkNr_tB0OBa90(zFouROQ9jQak?TcEUE z`M`Nctv;_lUrL=lZpwYv@^#E#>Hzr4=%;!u>n%`k dfy>YW|37R=z8Li6{c!*Q002ovPDHLkV1oUOsxANk literal 0 HcmV?d00001 diff --git a/nyc_buildings/nyc_buildings.ipynb b/nyc_buildings/nyc_buildings.ipynb index e6df47c00..a5a55e583 100644 --- a/nyc_buildings/nyc_buildings.ipynb +++ b/nyc_buildings/nyc_buildings.ipynb @@ -11,9 +11,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "\n", + "\n", "Many plotting libraries can handle collections of polygons, including [Bokeh](https://docs.bokeh.org/en/latest/docs/examples/topics/geo/texas_hover_map.html) and [HoloViews](https://holoviews.org/gallery/demos/bokeh/choropleth_data_link.html). However, because browser-based libraries like Bokeh and Plotly send all the polygon data to Javascript running in the browser, they can struggle when either the collections or the individual polygons themselves get large. Even natively in Python, typical formats like Shapely for representing polygons scale poorly to large polygon collections, because each polygon is wrapped up as a full, separate Python object, leading to a lot of duplicated storage overhead when many polygons of the same type are defined.\n", "\n", - "If you want to work with lots of polygons, here you can see how to use [GeoPandas](https://github.com/geopandas/geopandas) and Dask to represent polygons efficiently in memory, and [Datashader](https://datashader.org) to render them quickly in a web browser. This notebook also demonstrates how to support hovering for datashaded polygons, with Holoviews setting up Bokeh to overlay a single vector-based representation of a polygon where the mouse cursor is, while all the rest are sent to the browser only as rendered pixels. That way hover and other interactive features can be supported fully without ever needing to transfer large amounts of data or store them in the limited memory of the web browser tab. \n", + "If you want to work with lots of polygons, here you can see how to use [GeoPandas](https://github.com/geopandas/geopandas) and Dask to represent polygons efficiently in memory, and [Datashader](https://datashader.org) to render them quickly in a web browser.\n", "\n", "This example plots the outlines of all one million+ buildings in New York City. See\n", "[nyc.gov](https://nyc.maps.arcgis.com/home/item.html?id=870bf69e8a8044aea4488e564c0b4010#overview) for the original data and its description." @@ -22,54 +24,32 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], "source": [ "import hvplot.dask # noqa\n", "import hvplot.pandas # noqa\n", "import geopandas as gpd\n", + "import datashader as ds\n", "import colorcet as cc\n", "from holoviews import opts\n", - "\n", - "# Add more resolution to dynamic plots, particularly important for Retina displays\n", - "from holoviews.streams import PlotSize\n", - "PlotSize.scale=2.0" + "from holoviews.streams import PlotSize" ] }, { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "scrolled": false + }, "outputs": [], "source": [ + "# Add more resolution to dynamic plots, particularly important for Retina displays\n", + "PlotSize.scale=2.0\n", "opts.defaults(\n", " opts.Polygons(width=600, height=500, xaxis=None, yaxis=None))" ] }, - { - "cell_type": "raw", - "metadata": {}, - "source": [ - "# Create a new geodata parquet file\n", - "ddf = spd.io.read_parquet_dask('./data/nyc_buildings.parq').persist().compute()\n", - "\n", - "gdf = gpd.GeoDataFrame(ddf)\n", - "\n", - "def convert_to_shapely(spgeom):\n", - " try:\n", - " return spgeom.to_shapely()\n", - " except Exception as e:\n", - " print(f\"Error converting geometry: {e}\")\n", - " return None\n", - "\n", - "gdf['geometry'] = gdf['geometry'].apply(convert_to_shapely)\n", - "gdf = gpd.GeoDataFrame(gdf, geometry='geometry')\n", - "\n", - "gdf.to_parquet('new_nyc_buildings.parq')" - ] - }, { "cell_type": "code", "execution_count": null, @@ -179,15 +159,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now we put it all together, declaring a `Polygons` element from our data, datashade them and use the `inspect_polygons` operation to allow us to hover on the data:" - ] - }, - { - "cell_type": "raw", - "metadata": {}, - "source": [ - "# This is the hold-up point\n", - "gdf.hvplot.polygons(tiles='CartoLight', rasterize=True, aggregator='any', c='type', cmap=color_key)" + "Now we put it all together, showing the color-coded plot:" ] }, { @@ -196,28 +168,18 @@ "metadata": {}, "outputs": [], "source": [ - "# Below this point uses the old API\n", - "\n", - "import holoviews as hv\n", - "from holoviews.operation.datashader import datashade\n", - "import datashader as ds\n", - "\n", - "tiles = hv.element.tiles.CartoLight()\n", + "plot = gdf.hvplot.polygons(tiles='CartoLight', data_aspect=1, datashade=True,\n", + " aggregator=ds.by('type', ds.any()), cmap=color_key)\n", "\n", - "polys = hv.Polygons(gdf, vdims='type')\n", - "\n", - "shaded = datashade(polys, color_key=color_key, aggregator=ds.by('type', ds.any()))\n", - "\n", - "#hover = inspect_polygons(shaded).opts(fill_color='red', tools=['hover']) # This only works with spatialpandas data type\n", - "\n", - "plot = tiles * shaded\n", - "plot.opts(min_height=500, min_width=600, responsive=True)" + "plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ + "If you zoom into an area of interest, you'll see an overlay of the building at that location, with the color of the polygon telling you the type of building it is.\n", + "\n", "Finally, we'll make this notebook into a shareable app (run with `anaconda-project run dashboard`):" ] }, @@ -228,13 +190,14 @@ "outputs": [], "source": [ "import panel as pn\n", + "pn.extension()\n", "\n", "text = \"\"\"\n", "# [1 million buildings in NYC](https://examples.holoviz.org/nyc_buildings)\n", "## Rendered using [Datashader](https://datashader.org) and [hvPlot](https://hvplot.holoviz.org).\n", "\"\"\"\n", "\n", - "pn.Column(text, pn.panel(plot, sizing_mode='stretch_width')).servable();" + "pn.Column(text, pn.panel(plot, sizing_mode='stretch_both')).servable();" ] } ], @@ -254,7 +217,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.11.9" } }, "nbformat": 4,