From 656ecba7d93979956a7bb811c597caab94f541ad Mon Sep 17 00:00:00 2001 From: thomaszwagerman Date: Wed, 16 Oct 2024 09:07:53 +0100 Subject: [PATCH] add vignette --- .gitignore | 1 + DESCRIPTION | 3 + README.Rmd | 27 ++--- README.md | 67 ++++-------- vignettes/.gitignore | 2 + vignettes/butterfly.Rmd | 119 ++++++++++++++++++++++ vignettes/img/butterfly_diagram_light.png | Bin 0 -> 77534 bytes 7 files changed, 153 insertions(+), 66 deletions(-) create mode 100644 vignettes/.gitignore create mode 100644 vignettes/butterfly.Rmd create mode 100644 vignettes/img/butterfly_diagram_light.png diff --git a/.gitignore b/.gitignore index c3b4ab0..3c58de4 100644 --- a/.gitignore +++ b/.gitignore @@ -5,3 +5,4 @@ .DS_Store .quarto *.excalidraw +inst/doc diff --git a/DESCRIPTION b/DESCRIPTION index be8d17c..eff1721 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -14,8 +14,11 @@ Imports: dplyr, waldo Suggests: + knitr, + rmarkdown, testthat (>= 3.0.0) Config/testthat/edition: 3 Depends: R (>= 2.10) LazyData: true +VignetteBuilder: knitr diff --git a/README.Rmd b/README.Rmd index b6343d2..bc58fb4 100644 --- a/README.Rmd +++ b/README.Rmd @@ -20,16 +20,18 @@ knitr::opts_chunk$set( [![Codecov test coverage](https://codecov.io/gh/thomaszwagerman/butterfly/branch/main/graph/badge.svg)](https://app.codecov.io/gh/thomaszwagerman/butterfly?branch=main) -The goal of butterfly is to aid in the QA/QC of continually updating/overwritten time-series data where we expect new values over time, but where we want to ensure previous data remains unchanged. +The goal of butterfly is to aid in the quality assurance of continually updating and overwritten time-series data, where we expect new values over time, but want to ensure previous data remains unchanged. ```{r butterfly_diagram, echo=FALSE, out.width="100%", fig.cap=""} knitr::include_graphics("man/figures/README-butterfly_diagram.png") ``` -Data previously recorded or calculated might change due equipment recalibration, discovery of human error in model code or a change in methodology. -This could have unintended consequences, as changes to previous input data may also alter future predictions in forecasting models. -The butterfly package aims to flag changes to previous data to prevent data changes going unnoticed. +Data previously recorded could change for a number of reasons, such as discovery of an error in model code, a change in methodology or instrument recalibration. Monitoring data sources for these changes is not always possible. + +Unnoticed changes in previous data could have unintended consequences, such as invalidating DOIs, or altering future predictions if used as input in forecasting models + +This package provides functionality that can be used as part of a data pipeline, to check and flag changes to previous data to prevent changes going unnoticed. ## Installation @@ -58,11 +60,9 @@ butterflycount$february butterflycount$march ``` -We can use `butterfly::loupe()` to check if our previous values have changed. +We can use `butterfly::loupe()` to examine in detail whether previous values have changed. ```{r butterfly_example} -# Let's use butterfly::loupe() to check if our previous values have changed -# And if so, where this change occurred butterfly::loupe( butterflycount$february, butterflycount$january, @@ -76,7 +76,7 @@ butterfly::loupe( ) ``` -`butterfly::loupe()` uses `dplyr::semi_join()` to match the timesteps of your current dataframe, to the timesteps already present in the previous dataframe. `waldo::compare()` is then used to compare these and return the differences. +`butterfly::loupe()` uses `dplyr::semi_join()` to match the new and old objects using a common unique identifier, which in a timeseries will be the timestep. `waldo::compare()` is then used to compare these and provide a detailed report of the differences. `butterfly` follows the `waldo` philosophy of erring on the side of providing too much information, rather than too little. It will give a detailed feedback message on the status between two objects. @@ -116,14 +116,3 @@ There are other R packages and functions which handle object comparison, which m * [diffdf](https://github.com/gowerc/diffdf) Other functions include `all.equal()` or [dplyr](https://github.com/tidyverse/dplyr)'s `setdiff()` - -## Rationale -There are a lot of other data comparison and QA/QC packages out there, why butterfly? - -This package was originally developed to deal with [ERA5](https://cds.climate.copernicus.eu/datasets/reanalysis-era5-single-levels?tab=documentation)'s initial release data, ERA5T. ERA5T data for a month is overwritten with the final ERA5 data two months after the month in question. - -Usually ERA5 and ERA5T are identical, but occasionally an issue with input data can (for example for [09/21 - 12/21](https://confluence.ecmwf.int/display/CKB/ERA5T+issue+in+snow+depth), and [07/24](https://forum.ecmwf.int/t/final-validated-era5-product-to-differ-from-era5t-in-july-2024/6685)) force a recalculation, meaning previously published data differs from the final product. - -When publishing ERA5-derived datasets, and minting it with a DOI, it is possible to continuously append without invalidating that DOI. However, recalculation would overwrite previously published data, thereby forcing a new publication and DOI to be minted. We use the functionality in this package to detect changes, stop data transfer and notify the user. - -This package has intentionally been generalised to accommodate other, but similar, use cases. Other examples could include a correction in instrument calibration, compromised data transfer or unnoticed changes in the parameterisation of a model. diff --git a/README.md b/README.md index c740210..84d3488 100644 --- a/README.md +++ b/README.md @@ -10,20 +10,24 @@ coverage](https://codecov.io/gh/thomaszwagerman/butterfly/branch/main/graph/badge.svg)](https://app.codecov.io/gh/thomaszwagerman/butterfly?branch=main) -The goal of butterfly is to aid in the QA/QC of continually -updating/overwritten time-series data where we expect new values over -time, but where we want to ensure previous data remains unchanged. +The goal of butterfly is to aid in the quality assurance of continually +updating and overwritten time-series data, where we expect new values +over time, but want to ensure previous data remains unchanged. -Data previously recorded or calculated might change due equipment -recalibration, discovery of human error in model code or a change in -methodology. This could have unintended consequences, as changes to -previous input data may also alter future predictions in forecasting -models. +Data previously recorded could change for a number of reasons, such as +discovery of an error in model code, a change in methodology or +instrument recalibration. Monitoring data sources for these changes is +not always possible. -The butterfly package aims to flag changes to previous data to prevent -data changes going unnoticed. +Unnoticed changes in previous data could have unintended consequences, +such as invalidating DOIs, or altering future predictions if used as +input in forecasting models + +This package provides functionality that can be used as part of a data +pipeline, to check and flag changes to previous data to prevent changes +going unnoticed. ## Installation @@ -68,12 +72,10 @@ butterflycount$march #> 5 2023-11-01 18 ``` -We can use `butterfly::loupe()` to check if our previous values have -changed. +We can use `butterfly::loupe()` to examine in detail whether previous +values have changed. ``` r -# Let's use butterfly::loupe() to check if our previous values have changed -# And if so, where this change occurred butterfly::loupe( butterflycount$february, butterflycount$january, @@ -106,10 +108,10 @@ butterfly::loupe( #> `new$count`: 17 22 55 11 ``` -`butterfly::loupe()` uses `dplyr::semi_join()` to match the timesteps of -your current dataframe, to the timesteps already present in the previous -dataframe. `waldo::compare()` is then used to compare these and return -the differences. +`butterfly::loupe()` uses `dplyr::semi_join()` to match the new and old +objects using a common unique identifier, which in a timeseries will be +the timestep. `waldo::compare()` is then used to compare these and +provide a detailed report of the differences. `butterfly` follows the `waldo` philosophy of erring on the side of providing too much information, rather than too little. It will give a @@ -198,32 +200,3 @@ which may suit your specific needs better: Other functions include `all.equal()` or [dplyr](https://github.com/tidyverse/dplyr)’s `setdiff()` - -## Rationale - -There are a lot of other data comparison and QA/QC packages out there, -why butterfly? - -This package was originally developed to deal with -[ERA5](https://cds.climate.copernicus.eu/datasets/reanalysis-era5-single-levels?tab=documentation)’s -initial release data, ERA5T. ERA5T data for a month is overwritten with -the final ERA5 data two months after the month in question. - -Usually ERA5 and ERA5T are identical, but occasionally an issue with -input data can (for example for [09/21 - -12/21](https://confluence.ecmwf.int/display/CKB/ERA5T+issue+in+snow+depth), -and -[07/24](https://forum.ecmwf.int/t/final-validated-era5-product-to-differ-from-era5t-in-july-2024/6685)) -force a recalculation, meaning previously published data differs from -the final product. - -When publishing ERA5-derived datasets, and minting it with a DOI, it is -possible to continuously append without invalidating that DOI. However, -recalculation would overwrite previously published data, thereby forcing -a new publication and DOI to be minted. We use the functionality in this -package to detect changes, stop data transfer and notify the user. - -This package has intentionally been generalised to accommodate other, -but similar, use cases. Other examples could include a correction in -instrument calibration, compromised data transfer or unnoticed changes -in the parameterisation of a model. diff --git a/vignettes/.gitignore b/vignettes/.gitignore new file mode 100644 index 0000000..097b241 --- /dev/null +++ b/vignettes/.gitignore @@ -0,0 +1,2 @@ +*.html +*.R diff --git a/vignettes/butterfly.Rmd b/vignettes/butterfly.Rmd new file mode 100644 index 0000000..40b1d7a --- /dev/null +++ b/vignettes/butterfly.Rmd @@ -0,0 +1,119 @@ +--- +title: "butterfly" +output: rmarkdown::html_vignette +vignette: > + %\VignetteIndexEntry{butterfly} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + +```{r, include = FALSE} +knitr::opts_chunk$set( + collapse = TRUE, + comment = "#>" +) +``` + +The goal of butterfly is to aid in the quality assurance of continually updating and overwritten time-series data, where we expect new values over time, but want to ensure previous data remains unchanged. + +```{r butterfly_diagram, echo=FALSE, out.width="100%", fig.cap=""} +knitr::include_graphics("img/butterfly_diagram_light.png") +``` + +Data previously recorded could change for a number of reasons, such as discovery of an error in model code, a change in methodology or instrument recalibration. Monitoring data sources for these changes is not always possible. + +Unnoticed changes in previous data could have unintended consequences, such as invalidating DOIs, or altering future predictions if used as input in forecasting models + +This package provides functionality that can be used as part of a data pipeline, to check and flag changes to previous data to prevent changes going unnoticed. + +## Installation + +You can install the development version of butterfly from [GitHub](https://github.com/) with: + +``` r +# install.packages("devtools") +devtools::install_github("thomaszwagerman/butterfly") +``` + +## How to use butterfly + +This is a basic example which shows you how to use butterfly: + +```{r simple_example} +library(butterfly) + +# Imagine a continually updated dataset that starts in January and is updated once a month +butterflycount$january + +# In February an additional row appears, all previous data remains the same +butterflycount$february + +# In March an additional row appears again +# ...but a previous value has unexpectedly changed +butterflycount$march +``` + +We can use `butterfly::loupe()` to examine in detail whether previous values have changed. + +```{r butterfly_example} +butterfly::loupe( + butterflycount$february, + butterflycount$january, + datetime_variable = "time" +) + +butterfly::loupe( + butterflycount$march, + butterflycount$february, + datetime_variable = "time" +) +``` + +`butterfly::loupe()` uses `dplyr::semi_join()` to match the new and old objects using a common unique identifier, which in a timeseries will be the timestep. `waldo::compare()` is then used to compare these and provide a detailed report of the differences. + +`butterfly` follows the `waldo` philosophy of erring on the side of providing too much information, rather than too little. It will give a detailed feedback message on the status between two objects. + +### Using butterfly for data wrangling +You might want to return changed rows as a dataframe, or drop them altogether. For this `butterfly::catch()` and `butterfly::release()` are provided. + +Here, `butterfly::catch()` only returns rows which have **changed** from the previous version. It will not return new rows. + +```{r butterfly_catch} +df_caught <- butterfly::catch( + butterflycount$march, + butterflycount$february, + datetime_variable = "time" +) + +df_caught +``` + +Conversely, `butterfly::release()` drops all rows which had changed from the previous version. Note it retains new rows, as these were expected. + +```{r butterfly_release} +df_released <- butterfly::release( + butterflycount$march, + butterflycount$february, + datetime_variable = "time" +) + +df_released +``` + +## Incorporating in data pipeline + +Examples of using applying butterfly in a pipeline. + +## Rationale + +There are a lot of other data comparison and QA/QC packages out there, why butterfly? + +This package was originally developed to deal with [ERA5](https://cds.climate.copernicus.eu/datasets/reanalysis-era5-single-levels?tab=documentation)'s initial release data, ERA5T. ERA5T data for a month is overwritten with the final ERA5 data two months after the month in question. + +Usually ERA5 and ERA5T are identical, but occasionally an issue with input data can (for example for [09/21 - 12/21](https://confluence.ecmwf.int/display/CKB/ERA5T+issue+in+snow+depth), and [07/24](https://forum.ecmwf.int/t/final-validated-era5-product-to-differ-from-era5t-in-july-2024/6685)) force a recalculation, meaning previously published data differs from the final product. + +When publishing ERA5-derived datasets, and minting it with a DOI, it is possible to continuously append without invalidating that DOI. However, recalculation would overwrite previously published data, thereby forcing a new publication and DOI to be minted. + +We use the functionality in this package in an automated data processing pipeline to detect changes, stop data transfer and notify the user. + +This package has intentionally been generalised to accommodate other, but similar, use cases. Other examples could include a correction in instrument calibration, compromised data transfer or unnoticed changes in the parameterisation of a model. diff --git a/vignettes/img/butterfly_diagram_light.png b/vignettes/img/butterfly_diagram_light.png new file mode 100644 index 0000000000000000000000000000000000000000..ca51802a6513ce6b8873e182ebf34c6835605044 GIT binary patch literal 77534 zcmeFZXHZn@)-~E7l0y@e92!YYkSwAI*yJWRAW1-S5>Uw*q(O3QvSgYdNpcnh1SDsa zC^>^ypj)NC3UJX*q@3|ud!!^Ed zS$6GSV4(Ol&$yVo0GYgtK#{4t$}!a7;LRrNg(nUm`Z+s z{ZHm|+~7B&1R2P`{_=ml0>s_%lli~j_U~6nijuy7{#UqQb(}E^v5{J*2~AROm74^z6(_D-J}!ujOdyuKB;i6bL2%Ps!aBM>?8#OkJ417=u3 zH44zjv_Vhx6PZc*t*xyMqq^>4T#|+-oJoLakzhmg7!Rl>KR35Zui4|+-bQuucpnz* z5Bh{H$-v99>*bKLssVc0&L@uj3hGx464!>W;6v8;`aftDx%8D9G@iuD5&Ch1oI%`L za2|3P9qprCRprqXOLOxbZdOY1OFrgSSf8=bcQMVsrJz;_8<^B27o|-T^z^O#b#88M zLUM94OR3s3)=(99dPz^{N~{$mXfroIzqTLP%iEGnVhrtk*f{sJIyuniItjwU@Zd9o z)~|>jCGD%Nw{Ls(;f3|^!mul!>rX?j3dL`1An z1pefxbF(X-z^cLN8Ryx|tJB^PAmmrDQdHajAwL7lgGn+5MdYE!Rp3R6>6%7-h^&WL z`jW`YZ<22bWxAKAQz*!E9@(b2R3bhQ`I&-pk-r1LCRNrcQnN6nSC7?6dMhlX@%Wcn zN8ikU@^-GVpKZvef~?9x%`Xa;8iyx1PS4zYk|o8kbb>?Pkxd%^!{Mo5Qj-i;P*p86 zo_^q7HFN@@Zxw>B>@38|5b%pfhq2X&%fGD*ru?#_tiyNLh`tubr^rcCg6X!kb4;Y_mF-UEQtXL zI$tl{9I)jb zi=SbA5It6{%PQ^;&3(Mp1^&O4Ax^M=5{wWOHMr)f4?Rvpy~%ED87Ad#C~aXwW)dn; z!l9P$Hf?~9_!vEAy^jz4!H5m{3#+vag+kq5P*Ma58BFTyCmeGT@ZYgo(ab9S2-XN> zi+k7hw5{V3D(ZX@pv=> zm9B@&-&?ce4a1#!GsexzirzihnZAQAy9?u9Em64RWv-RITMpI;VGC>Q`TJtqSWX5; zcW0g*`J3zJEK!FUQ_bH>Vnx%DmhK&%J%XZT5pWv_7WK|=E+}*(aAxNDLBs}d%HL^D zt{on$!=G4ApXmCuWO!L+hw%|EJpj3atZu)M@RO;ri#oWtaxy&k5%qJ(MP1F}cs9@7 zP08!0gdGuO@TTv-qGxOU|LgtV6Z8KCq~rfVp>^$$M;o4|)3JV69y$nran!~az5-f> zL-!PaJS_cBTxeoq0!QGj!s2~_KaaqjI7u5Dn;jsKXJNr5HFho3MTxLrb3{+=61{&> z|Cc;#m*CTfrCompmnQMeMIzl74gYeHXh|I*plsE07uo4L#RMi*WOmyDNK=g(Psn;C z*PIEQgp-+pdZQ;p8(>VO90(3WA+~Z+mYP++U;Fk%fl9QdYu2V~X6Gx43q#VA1Cyjf zUVHzgNFZ@Pg4-4SZ?K`73l?GfI`)rikQfh|?!8rSknwYp7fp84mgiT$okJKHOC6{> zdtt$XN~0|P27wZj&R1BF4g`o6joM(f%ZMtv#DX_I(+w`XwDptw51gW7#tgydkDwKq zh>ML4!la|Y<5x`J{)#rPyJvzzc!R`lXOjEbfPB>8PwaIkE`LUkj*LVe zyNMlPpSeJ!h0$YR5Kn-^%d$#t+dN|`E)1nag!pEs8I`OnD9&zrcl-3hH*YUR#KA|} z#pT2~CGQvkr^opre^Y)nlt#UX{pfA(ZJP>?*6f@LDbo^U27niZM}=^(rwuV*l%Nh$ z)(eN7uU@JvF=C5TG-cfCLMLm7W zAvIcsDlRU*+I1Nj8QH{xoB&(p{r|EVxcnO%8zm^jAqr6gUX&qw2xDuxibqs(_cn;Z zgLQLIA8x$}0WW%@H3dN|eUi}e{)*!3k?VI3*zpL*K(OVlUn)?UEXqMVi}{0=%o_>zU-5P^ zjQB@XrjC#*?tYMU3IS0&lmCj-bWPOp#g%Q&z(qM?Qvj_=&|5LVm|eIu3WTE?1|I5U zp+*dugdbc2cZO0p3kg~2%=2FgfLimRP-u>JnPGD(wxUT=*HTs@%@YvatrtazO~t4# zK~65cc2^5(ru9?5} z(QZ26(&zfLp)`XTnVAR?Hu1}#D*Gx9AXl632QU6akp2fO;JYTF4=q8h%4QR^Wb7Qp zS1hAKBFHFy!lg%{q3ZB7TippU*HnsG6Wxipg$Bd2)91>g@+`W%=$8w3P1dgi!HG$E zqFm2gUN3bXlarbN`^fJvDS3EtMQdO;rUZvqAi>j0qc1n^n!ubp<)Kh~cCt^vK_CLn zf%sJ5XKHmk29vY|kiKZXv1+lk(7`WQNs?b6KaM>#fG{KW%U-3y?8f55Xw9S2kE?p& z(vV(bXQZgk2@94z`oV)tTG)4E=oCZkR=w+Lp@5U;l+cb1JDTW;o%`S zT_cBKh4aG!(($<3W}K$!%}Nj5X+7}qsNv91LzbKqJ&+F({=p#f%R#7M08T!8R`6F| zsYRTSlOiOz`5NEMT(V0v4?LwoTmbPRNfelam?+s-ER7N-%V`%<#Zlx zk3ydHh_Z36nVFg9bc6F21Ek~OsL;EHsTqw%mmQB`kvc@6crWqnd(8Mq-+v7G#;FJ zwXg4({aigkKv~ZuUjeY~$Ip8|0HlRw9{MB4E?h7kaU2NNzLkly?l{A61Jm@-6z1tU zI5VPIxJ}{FF9bB;-xh*@f`h=>8Ftg|DS0~&ln<|f3`vuvH^Q<*ch(;us5{j08vCfP3$_nMZLpJj) z5E&H)q&G1!!<6}%nHjO(iU%>iBz}!E>M5E)TXG+U+aNxWh!~;aECfrb=X>+?rcj8t z0PqdU((s&d;H}QoI?r8`55H{wiuQ1#B%Ac(yu=xs`!D#$$UUTJ4aAOqNJ9GW$1LS% z>O3W(J%c|y60hSau;kMiWiL(ryoN@dHgd6Z{u}x?udu47uw{LGh2O&FOCt~67!=cH zgbIs1siNQrGLEk8Z$Em$g3hh&ODWx27BN+XTBmA#b6EYM46f}14qV{9%&l`}7%o|< zC2&N~JI<7kJesXj^3=@;@jj7O&Z!+K#l1pFxk(zU>p|mXN!E|t)%D{RBjC9%_=mwE z@#6!m9ZX={s+qdiODRKc4K^vO!Fanonf*X}9-W%12&*=Ne@A^Hk#SecUA9pk9dNlA zS#J=R!5y{*Ab*5HRoN?YJz08uyR$P0h22d8?PkA()xrEShy~XUr8`dOhry}>7exw5(Z?7n(z8^(}Z{#~<(82-fE#WhuqNVOEQFsUPPWIT>y z5k5akX{TZzQMLvmdcJEpe_e0b4W@?|?kAWNaV|HE@PTn(y2v%xZPg85x zhp~v&VzoLC+Nm%@6nJTKp1HR|C90v^OK@G-(OV~Y-=mpFNI6HOo)K$a>@@U4Bc|k* zG%{(Zy)Qotr!=p|PBoY3mcL|cBhVpvxUyKGZOA0)Y%-}916ER#1M2F${QSv}cBukfJn@Khy5q;6 z!Y|v}S_*IWGsh?E(Xe_P1-}Br3vGZ;QP(mMSP&(HiCLzs-YV~;zFYftvbB5SV}b1* z^V6JyfdNEMSt!_~J1KF3!Thv$jg-7-=cjW*VA6+%bGPSzGCh)LW^fspyrDcldaDM7 z2ZJkor(yoW7k((LtRE8}UoF~Ge2Ujw!6As$a59jP!+mOq6_eVPjih?ixpru$4j(7P z!u<3RWJ1-s4`~UM@Am38^$&MyA^N1ivWJ~t*S<@B$K<)^$=A9`epVOrf&xv){xow; zrOcPONMzEI-E=8+8m8Xlac{TZI8R5NH2&0_D9?JciFHbi2pE@;g^eYkucRE8Q9qgRayEmedSQ zu&4tSK$c%@>=X8@^sXg^`H#i{8&f^g!oLLGD*2_EP+{BQ9!<3n@1&IOUh!|0oPSdSZ7gn{V$JWiAcX5;3!?rvsUU^&bd@U`#L{em-aazK^1lGxhPcL!`QTb^GuqMU_6Ie3fOb|l+~_K#Lv7=InivfpUbRMuEmuSu?+_0kv8nex)GuN zk7YFda!Zm-(Um~mvNJZm|EMT)a1CfEvP<;CfVKj;x(`%aMRn3=P6o_T*|duHI*_%E zfz0VvVfHX)YJgSw>c{`Bpf+nnz605e%Al1j-s4?_rBvNMbzz#=Y= zr#Jf@Ip^5w8%T#XaJYZ~S9bUXV!_CCByyD-L)K6Ljjz~?l-0&zZ(MWpY$X|%#c0*f zdXNsP17D1vrFqr{ZQ?{kv=554a%3aav$*Mxkzhq(@3=~_2g<=~3nMb^w{{2K~Dp)Sun2Mr) zh(lELEXjFmLfyke$YzW~7{CYwlKln2NgpTS;_ApqysKxFwDD9QE*SiZ+Vj?N^n>xJ zf5qzVF)~E09RW8sv{$LYL15tG;xdU%MAL^~`9Y6sF=P0KZmYISy?hmki{>|iAg!`d z%o=NJxhN75yQ!n@rY14C(JTUbENY;SLZB8tkeC-C;A!+K5PCh0BY{j}JNKMot)l}e z+?Zlic0p1EYeXomvpd&L56QFns{5>y7fLc%@xq19)*t?cAnk>h2$aSW@5>5#F$wo62v#D7J3E z^!X;4T*r{8x401_n!;{rhCW>K{e5IKD6-rxHJgIgT`b+yx=~q67b`GAYVz0ul@`1j z&m8+UhKoh5IXN-$6!uLpq9X}FEXEXP(hB+VpsbgQ09o?$;%aNgP6H0yIEMhL0&H>X zSCd|~4axHADk5dS|Ni`gHC9|dhwNIKdPBD(XSvNGkKW#1&u6&9waX?iHrw4L=*H1Vuyn&2dvqr%xPxTCUgHy}oM}E>waw(0Oq< ze_=fRL#3FGf=<(3xWw@zdgQoN2J6`WT^NYz0m_@0-cwxgFQM{52&0{EH>b7(UU-sV zZuem%VCD0_8NT2f72);UMVo(L;m-p6uPn;J16&cV7#(H#ce?YBmq@<9;X}zOwEsy= z=)kQ?^Li?$FV)o%xj3bi`35}nvd_Tf;w8L3P0bj>26_HG`5*MGMb=k~wv^#u%=V>{ z!Q&)JbLLD6hU>G5@At@d1PS;<$d=Ck;eNrC{vW}PhFgM59|q%lLP1Y9xj?%Tg*)qm zq34gsT@|svj5|+~OcF)0&zTk)s;?2%QZgi7>d2yHga zZyx`{5^8K%Gccw63Cnne)EQjzhhtcu49|FUft%~_C9zk>(xop&tb zyMTlGUz}IL%}WX~e)Z3@QF;S;)=%A^Cxiwcr4^gd$^N9Qe@;O=D5@{IEByZsgcq3c>3+sk zv!F{xzkD<*fSf+sm}>GCmBaK&vQLYzL3Y=>E!v>{3h*M~sL*uKi1|aKjRv2$U=yfc z1fu6Cwq~&Fk4uFD8UbNhR4n*g^)auP(5`p!x&3Vh4_~TH^mx?wzPxJM{WGo%lO2+x zm`V{^XWGg3uLi0z`LvI7WJ_pRMV+5_eFT$JvXypVeRzOTHt7kJhEWtkTQ5Pl#U?62 z?hlr&fDQ}J)dApkLtOr$nw>C!VW4ECcmBvIfqgrRP%3 zHFBGsJ^WELW$WeXr_Zj8{ap|0Z;#usZyCk)k%NZs{Uei6vb*L! zm}BQWe2wn;J3O$z6~to6hJbhOH=&Eee1vIA{^w~#*YD4|-y%v~U8HJ#o{*;~ktO`T`oX1hz7kdNbLt55-(G+{Wtqxw({js;`^9>7WDHS3 zp6n!j?A%Sq>$WfvEMPaR0v4A9mk3d9e?fs)g z<>Jc|%C(#X`beo3C<&X>+{m-^^IxetKR;hbPaxjWf84)lh~N*TGP#sK&HDDq{W0*7 zz+UV^A@9$ptsVF0x@%vl?5V5^FHeoQKv(zwvYo(Det!7nW)CxMNPqsJfDz%mBJv9Y z31BE?CdTmBuvr6oXujRFlVuVB7qDIwflY$CmfVE|1rK?FG=1x*nBOhcJJ%?XpSW>L za%TkXmV$ypJLowf(;YvopU-S;Hj`Kt6P9U$_~~2k@LTOEz~PU?1qDY12$!@$MhZ|I zwdSfSp|Y-}v!_sD$hj8!@d2Cr)7(|hpL?=gEMzRzGYb@;)z7bG!`FuyqM`vHu?O zdcN6jQ@GbBj0~uVymF=8SRd{K$@0VQ%t1Ghvi3J&Z-TLtoqzLNMgpX6go)f)b z_4|`E8k=T;V?`xPoql5JMq~9?r8S zCK^mA-O?t2%sqpb3<=qVB5bsOirp|u#hW*bQrqB5yvI}rbCA3A7<3Abw|i2gk4d(^ z#Ov(HF$$iheNPg%;8fXjzkAo`(k_JAB)w(BnmxsQ*|+P_wD}Ax-Tu=UHWnue?I0(b z;O*w`R4p98Gf!jrE^K>M`n>kZotjR(*ahAp!+~h2b8iw}o)5(5Pga~<_`cNzm$3E`clV5o?)SytoD^{n`-^oP=9uKK4r(HZD z9m-Clj9$MA@~!n0(PPQ*LhX2j0Z%V;S%4SN+EX8`>cHKt(eEX9g#d6DpWs)zb>w-R z@xrN_5Xvf(p*Du!WayBRXH7vJw+)co!-C4WD3%fFP-CiPj8PeAyoK&vnUUyZ`z!{2 zAdYeT`dm~6l;aqV{^+JxeHEe3rRKV*@(}T`4bnIu&Khwc*#454D?kdGM0Sp9jaChA zT*o7t+tqpgMW=0%$PQctOorwiJvke26JyvM{X3;rd!wR{sCYr>0i6kuWfCF#OQz^C zP9Wwf3;?IWmx^K^2(V-d2lAIRR3_-FnU5s%_pguG!dBP$RxM9hM;$}4GQ_Sc}}J} z5%$ah3ro&#jdyFY1YO4N!kmETITt+=@N`BbP;(w24rivQKq2>A@F5?#(DvD>($h7A znYE5tE@?QCKc<(;q>Q(LesMlE?+gW4GhiY$d-Bjj(I8>#k>y-TCP@eTc@$#RR~ezO z7T4GhbeJoU7gX5hGMoS656^i*0sfF9@_h~WomAnkeBtcSH(#z=4U)i8!+bS%qqlwo z63zzX2|_?X;6qF+1W831sRqpg9~PnxDqgii_FvHY*&*Ol*eeX|R|ENq&@?v>gULNI zSQA}1?j|exveiJu?7qbRFpBY(c}ttnW{~b3GV%Kllt)QR3)D~=fE>XP@)Gq0AH?r5 zB-C%&=Ims!$BblpYX1op%Unp-u-bs6BI`W|;3IUV=3neLFFKcly+J&Yvq<~7bR8La z@B*m@1%-einp?E}w?oxEGc|Y9pJtbQj-){YRDrVn>j?tBkaDvPU*C?8$vMM(SFQYk zK=OIFh5hChm1npD&Nn+EEg_Yeu+oEA^oPKtfNAG7SZE+DZ0Y7V2XBVG8rz`+r3H*4ZN37NNAGwh8953G2#`@%&=KuV25Wwk>=+(gkECoaq`$?As~63eY{mYTCOd zzwv`!WpJZ&MZPY;7ABl>GAyQDQs(#O8Gg5|9jXfr&Zgw0r31ubL8vkh$-5glRfTD} zd_)hf5W`E61%`g!E5(w80j8c|pby?*djg9gJAON#k7VXp{}wE%o&;VxJmY9sY#$1F zkNds=R))N%uLMxQ%hTDh>FI{;HFiD4RhsbRz4)rqtzHfRc9xE1>Y%67k>__tB-Wg( z!Hf8#LJ}W-jHarc!t{N7aNT#E?k~Scxt4&wfx{JiU}vj?Ylr=4tGwJ?79&7lQ(9hm zrx*+=FMg`|;lLJmsQHG)EF6F4)tbqml{od-gX~G~Duy3u2G_H93 zin*x#I#nGc*f9sOnZK^9_%D7pWGiyrNGr5-EArdZNzUF1>@PIhacs&o*qHwPy9J3H z2@3_IH<|!hJ#bu;7=f!aOcTkq)HQoOWX}6g+!QJi>4r>-D7uQAmy4JZ{@Hy*T40cf zSxG`6P{cYqrC!-}=cj(w-aPdQV^{CW0trKa&wF0B=QN_ic-FleQ3S|eRgO}XhI zaj{_&ehRp5p>X=Zu2)aMmfy!{Z`&jSg}o8+%I0*m7pZGbYGU;fr5iHw?raO2IZgHRU+Z7&Kk8$R4|{r-s#=I zVLd(bT87DPRIBE+OC<|-Kjee{YF)6OBsE#*DL2<$K8q~_=;SiV2Z#q`&=tI_nvIeJ zGr*ddU>+lPi}Hs1lB_2K>_{31t@t#{={7*&m%70LQMUsmx|x{BNKL7*uOb1~*=*=T zTfBk39AI_~G7iV1Ss}jrFXp)cBB;~DbN-Ca<7dz!Hr>oY1z+7tV4vF-9O^24-AQRO zp>G1|bXIN{7wY$=oNW1U;QbJxfV=%%Xbe=M|Ts$9M##D2I2rgQddXrt8Y_~5Ni3RG( zjk|D0HLl{xxxJ!<-xgnviy4puj%YG6sck(l0_X|W;fK7Tfk`7nOQy+^cOYQJV1?xp z+t&_?IaqORVkY=A6hVlhSZgM<2z?RiTr{bANp-r$@vZU35m;R^I14A`$Mi&Ud7kX# z@gx#liwhaxQ+CWUraBrL9jmc(I7(gT6sQ&>1fCt|!#{~^)Pt0U?NE-~mWIHjV-O81 zJ3C{g{p=$F3mJeUN5sX&K{ZtV7lr*>ohCRE0q;pChXxtHFSDKsy^;BvG8<6$&u!3} zs(>N{>w;-P#i^Mn~pk|X(J}I zQzomnowTP&JD3LGMckj-4E0?4U4bHY@)!9)V0Ly_B|J;i41VoC(gdbhKks^?1~gM- zEH`Qz$>reePYQX$4H0vu5mhI#mc#hq{p~~V*CV%Y_j_b)pHbE5>ZcXM^bkIkb8b@^ zj~0p8+X8Fw>Am|TV8qpD(`|QDP|D{a%0qb?kE_H--6?g;U~T-fS-G!9;a;I8C5*sTy_;vjcvBgO39{W0KWq z>yT7ef^;AiptM#XY!o=8zJ?uLA0Z?GH_3Ra76a)GOh@|N?L$eeF5a;62QS!C247B> z-bdCwKz(Y^&^+J#`9P5@*4mczto?|^>$C~DS6Z< z`&pt^bhub=Zc-D^Wwta_xTAtwz}hAB4+V+&){+dOM-b-d8U1O) z-f+mQKmnVa@@Ot9@2G}*x3&~dwxh#agKGQM8GX~nTpYtDtvPAdOJ+Qoj-m1_@CA9m z61pInD-hg2Tc}?&v3+25!y6D{!G1%lh(Zup8a>2sh~B@LKA8jv|2;l0Qi7+F8SZ$54W^Fs6h&>>7 z->bO8YLsN)93{u?SwdgULVX-wrLH-V5hKAysd)+v!V6W?ECUjBN^(~gnzWj(#!h)` z?RuUN=asRS_OoU_ds)AFVJU~?X9G$>R>zlz&!8~CdhnD z?+;Zgdu(-30m=wy?;9~d-9n*1n#;e?FGdLN5!Di$I7F0vFmm9;^Z8mlH8CWhJ=h3Ywq7i4qps- zkL7xatKy!x036bKdX#a|<*h3=2`bW;R$QYf95(+NeD!A#0V|?J=_%grCRX7s^htO7 ziUi3Of!%;@*mQa`d+f8+j^vQqD7mTfM*!=bLw#SI&#w13JN6%`))br;^yXP7i zO+6#td@3swc~w)jvOD;tfl>ROr7tlV>A<2fjlsLXq*%2j($6- zEniDfV<`MpQ{w>iCBQ%vfwr~e`yxs`>uXq|SB>+=(Gf~?Y>}u6mgyO?y}HrW-2ca) zOd@M|49IJ0V_JrWbCpm1O9(&$8B94wfM~hT`+<41t^FYqD?5-1O_9EFm}_d|dBpGh z`ttjc507u5yR`E2ky<(F*39CEO?FFH(JrOw~Nwso3lDHQ*yY z++t`_lLC^etKcTvO;3$s?j@b=@1F=-c%E+r<6Rl~a+q){#n2BLp0YeBnGL3?)}Ujg z3(fxC?43wH{`9Rz({$3zl01@{Ue3C<#oe}M$-B~bP`oSgU4>@g?NSSBo}u4l6||4* z%)K&(Z&xq{4$5!udhR?GvQ~@|f7L;?d8lgi8+3pPFO4C*`sMWAvETiyFM>oiN;g=P zO0!;>O$`qhsANGtRr#qbOHl{}BB)+NdKA3qy+tDsA|?g@e&1$&K-qwAWVPt$G~!&` zKNUuXTvz__5QK6LA@s1kjp^U`gkkXFGwo1Ddr(jo-^tp`Y4P5@Q;i1^NvsqY(hiZf zQ#IZ(z?sV?Q=)W@`HKqnjuoKUgOGvhv+o`U9y?l0+FGEhL==Z3B@wI zzv;$AXnyo@4SxQvoq;3JOOzN}!#GR%Xr7=pQfjZuK6pb}W5z5tlmB$*yNWD3nWzne zEJf$#+D`Lf#OVT&-A>NHA%xD#5suJ&q`KtL|!{T4kCa=7k z`qrsJxl_EZS>(1uwKy8q20|$Mz6Rcyjkj)wh1x?U0V*@9`|DSTFSR0EAvNTzWY)ME z)9vG*Di$E#sXd>_?Gd`W%SDb${sIy-i3t?OcXt3$k^_I;9X)m{!CYMv{0DCRw>IXF z5BCd9!hgg+Q-Zh|o74RD>%|Q=qQ%Gg+b?pX~%9fG(0i1 zpP3P?+KNStfzjVNV_rMR7H53J{@loCtMc`q@d1e~37-#d=Ek7d^G;G$R<`J2cldVe+&SEkc=!zx5*1au~2PG67!EzE2!TXW16b~?-r2jA$kV7kK6>z+{kg<*kzv#J6Z62d zNpFVQaor>LoEEMR_DPCvO<%^Js9mSV696MNGWw@lMG}G6K0((+ln>@~<|$p3%uTeP zEfv9)I7ctDG+Q!ui=j~sm;>z`896PkLZ+5sdipB7(sHv%i zA2`fCuYFdcXR|lgEDR94hEEXTKec7G4ImOUHuAzB)8Y8X-b{VWFYUX1n663V zM*f_txk}8l9>*Bdg0FC(KVUp$kW2tC>Y&GDA<_g8q!Dyn7Pnjl>MR7J^d;;h!A=#AJId*L^Wk>1aP2QfZG;cXr>*cU{XRl1lG<%Ww!)n z;H62#Biv!QDevTU;vcES{8k}{Ij^gpClPRX8iOcr?ksr=Ndi*`?sF=M;6A{%yKWpxV5dDpQd_U!*rzvmL}t z31!yZp4?=0h}7yDz|*X}?t2n+j;2pLdRMUUU3@mszYBAoWhSik%1{piNHZIlbH{3$%;45ee#9D1aA1-f$7^8F9xkB`92NuTkPD=n9wtanU+ z@k9(i28x}b056sGr|;8w);}jP^w{3|r2*BF8?7pV7kYdSe+PI^?NEqHVdckdH9H0= zdADCq&t+NbH2~gJFtaukO#pco$Z&E^93mj>jj#<}Ok$!X8$0`6@4&!7sa8<}KwdnV1}5cJiLfvg(I}QF zlmcM>)&R{)MeGy-vvcZP+NHU|H=WIM+#f9qBq+qGPQvjUCmcY+1YFJ`S%a0iC}oqe z4eH{Uw(Z7Tl(Uqr2x5Hg&=~>m$Ma=Et^*#tuwgsuAb!SH z-K@cD6yibn@Ps?Ou*~3U6R?}-QrYofyn3^KIFCj}m>xAZ17?2h76u{Z!(=ME;g<0U znf(#x=1TCQqIQdk1)DJ8k|oG4)Y!KKv1zBR-wdqJD|>B;2f6=dAMQ-xdsGh$Hwq_Z znugkj&nk^xa(7aRfaH1ej3~L#GhK5`XfLi0JjPU=&p<5r8p*t9F?QK`Pn_GUt~ry5 zwrM1Zh{$m9`{#Sy9TalGE&uTv5PJf-i0(u&6OPGI2-ZMQ8J5-7=ULmnC4uTGO#fIS zz7OQgNoi>HC+@Xwo(|12Lwd(G9!Z2Se#&`1w_z3dbk0$GIp7^5^;@p8O|2Iny-Vxy zZ6}Lgi%aCaHuZXRc!=q|>T@WJP1GcDaAtZ>Hv0mdc&EU1ZKrlIpH<>f#^eVr0>{;X zcU^HtzUTYz_FkW+)yhTEAN{MbR!{o3=ww}%G8uvvsg_T!a*@r~{y4*H4O;|N;}@G;<@P&M%+u$Khq_b`mSeih zbGpPL1`HbRS{3=Wc>bJydz;kIs6RQ(7qgOB^ZF<*ir;2gf?;v6`6u(hqpfXBJAD6#X0Uy0E0iG-29N9H2iOtu+r;7LK;2lx-9P=aD7G4_0>5ha!P8U#t?+cv zd2W|m1OBSoo&!h=T%`{}rx^ga%q9xd1G4#gl(=(vXjLOTSDQVYw+yFptu^Spg>I)) za3^m~nywAd%NOdBchOT4FLoO_0Qo&q{wYa6kA4koXNtm2>tnP|rRVAWu~H43E{16V zi?pkYQ`7Me@oF^@7X2xYG2sdq)eiHYZe4K()XbRXewr-QV7F)i3=|))2JH%BV&6`b zShK(QOvYQrcTr(w+n+N2t9TKCphTA7EM`nd8iEezFRIxnLAXENM@t_f)G?QO?cyMnO3%m!b)nfd*b`+C8@aQYizv?XE6_=uWJy! zSbNPv(;ofcuif1R^?>WKrS}{NEajdoMx_d4s_*7cTNtJXhj#>##7e9V4V-Sxdb7D=hGjl?LEAnZR> zMfpw)CMUT~3wHN^l_?@FxoMjsnJW9I-aepLZKEf@kU8nO@q2{)qu)dEFMf}I@_0yB z#$Dr4`#LP^|8kjnu34tre%3S*Q~mMF<*n5+S`JJ6U5`SENQuYWr&LDTWX5;xUw5tU zB>lJ7qtmrbprG1z%jlQY%!SVJEWX&$Z@w|bBF4(`kF8ZF@5Z~or$#hHY%MI8=4X#a zq^ajTix5~>SWrgQf^Yft@$FRjbW0RO6SsE~wW|S4TZ(jEuQ>v+Hj{_H(*j6&yY|Du z$gXS|g8fzfz3kU|dVTw4MzzEmY%QUz62F7JFHW+D`MWY5*GeM?iQKPImd21gG3 zfP`nw44mn=RD|MacGv?$-o)0+1HL_g_Hj!A|xUn5-;n zN#IJ0eTQF8ZSU%~e{&6IUrC5#U7T*WSBi)QD%)Px9e%l>^A8NIxRc)G^{^%>_4T}M z05fJ#8f9w>PIIWa5zprc)!E3C*+&nL$?YUO+*q=kyiSq9RO)09i?3_*OA-NwfORG# zTtB0pi>$oT_{>A8&YgQxxHJkPC@a&E_w~vM=KbUj<*c{0IK+6NYko1!_}bs+Jqd~L zPn{XT7!E<3Us1*VRMWPodoJcq)+C{!P*sS$2&6Ng7{NP7BSEqb?zK+Hzx+*LX>XLNd&w+IdovEfCj!4G3 zM4l@=z+etbnG92GaCTL)iHnsNInPG{!Rdeh(jFs-gf>(zi13Sh+JI`36fpLar|QWl zXyHZJVxHv@K@*9wP47AzahC^Q7CY8>Uyf0wYp^%bcx@mpGVv=Od(~$mk=boJ?bujc zLDvhjhKtSKxL4=YmVQcsy^Yc8dxwKh0%jXsALplEPHkCDmm2una~qtK?>1kkz~_S; z2Sh1}XocHS#)|+Zb(vCdWBlvG#o&8AB^Q7gOlu=fN?uThh0xHj1-^%1n>a5>|7FUm z|KoEkI3TI$P1QV+NJ3NqFieB|p^%YQJ72ep_rGU9OL;diW-y~^aIsXr0Ru7^1YY;w z-SHnO9c{x<@LqN;^6r z;qu~JV8Bq7o#Wc)<~p*Xt98@WPlB|gT}odzo(y8*L4c`^_oXuT zuOGfDxp;W=U*g{lZbo@~o-72Kzm~C2O!{u5?_#nVmXWzsy><`iLB%G{vfhxJv?-0~ zZGODhCsW1rJkO_%Q#Xr{`sxT%^iMRC_@yjw$MEthXUxz78)e^2+`W6HWfzcxJ%-Mv@) z>O^#HF?o$mni)@V#OH|V`tnfq`REq@_DuP$+8LL}yPw$0U1g5;E`~po7@ufg%jl(0 z?x=`UKdy1;TKp20X-#A3ab|Re4CK$rXq991@dIX*9%aOdmY~Q`^dXxPkBylJ#01~d zKmG(&KzBtfrxNxIs=z3TlwGPTY)p*km{$O& zMrGvePV#c@^6_usm3b@gOT3t%5LSM4vE~Yt1sI0E%jGu>aMSN4tr=eh40EDJcm5a_ z=KdX$2{!y+BeH>wdP|)Vwl*ox+V@T!%9iWuFMzx=<*e5>dSI-?WQ@s5Zu04K)v&`- zkDN!&QZ?nnwfDl-fVJYBqE>Z%OFBt9@$a^ZhQqwOFXs&`56_j|8Ybo6`<&@o4S%|0 z==oy>`0kOW_hMq-vUq78SR>`cy_zI_69>=mC@>s{XJ=n4%rks>L+^D0`sNSn^bsll z*06w&Hm~s>%~;{=7;0MH9+b`B;_Z0cKHs`XO<;o0pDO6vMV?6PoSnge&)E>|R^`~M z5`M9J+cI_XGsio?9pyX=d@qN~6wr70NKlzBK2THzIJTM1@uG|>z_}8Sb|9j-EmNPQ zZ{W1gN_Ex|mx&tUZT^LMJ}UxZw|q|~dfU7uOK1o+yZU|2=oQvoP6~e6!Z?K_x3l=K zq!zsG@?)(ohD~#EE-_AzBZ5hRQ}XHjfI#fLyM5iwkUiYp<2j4T zT4IJTHoD(_rjCCu%WS7JMzU>&bmy1+g;kTy231Wx3jmzgUHqPi_NCuR^PlQgy)HD+Tcjcwa#Y}>Y*q_J(=Mw7-yW83;?zq9u~=hw}; z$j!={FUEK9tgbh^o62TR74!5_9oMxGe4gr_ID@BVR-5HIh;{n&05rL8qwebT zRRb1$bZU6H0kJke70C!nZ;lEedR?yI!2K~u%q-u@v7H=D;nB)pU}K|wKp#vn3( zIV*C|zxqhntB`D_1T8OAYF&+u({HC)K69A&N{n!z3r2ay#Uc@?mLS)AEiqt;{vDkxc_?%3>`SWk7&a!OMR()YRp^ZWI zodW*~3b1%Kp9R;-lk!5302=0EZ+|~VMpkwM6^Q2H;pq&tUS)?N`lTd^4Py4`r8%vL zC*#MDyY#A)VrZg6BJPEg=5WQa7ibCKlDPwTC<73>qB9W?Qom-Pzzt7-YBj)8zHn#S zj}#Oivh@b6?eP6>*!)mb#zwQn23V1xH1}@Y)d1Ieb;|<--pfvP0Z0_LPhM?`$L1gn z8qGL<)j$5S1dXHKS%03@V2TX#pk%pOEf3{Va*Tc3yq7-m@{)c+1misx|Z%{F`oV3PQ0F1z0D zn~d zxujF)|6xPv5EWmek`Rv4jt{O?i|xZ!%ZTQUO*BdGjw3p+frI4SZ+Gq1Zux@kzQyhN zrW8kAe|g!k&B#oP!DbC8+zNkvXkTW`bNT~P(Cl zxAU2ay!#n;i038)%>Y&BS=$?f&1z)e6(TZDIobvRj=pxqb#Wu^XZXppcJ#Q%t?&@l z8RKIv6dI->AWztxYnT%A@O-)G`VjE{HSxA@DGv@W(!J)s$TLXX1>kR>trKw>(2^WK zeUM52+JP)&()HQ3wdZOz*NkYT4}-4Ztn%jRfYbNOl&?6qvdlrnc9T;!6ZG&Qjb^{w2;oXl77H6m$T1v%?oqs@O2YzfQcp{(R zY784RQHLaz2meM^Lc)v%(DD6y8lJ-c69|v6FL98(WGO_l@mm^@T_Z`w3M5>?5$VG7 z2rGdL`4-O6jMvfGt~8Va+}9#TkBR`1-#H-#U<&77oJ5+VZ01PlgQT=*{%yb%62SEBPNR+_+n#rf#q zl>evG;!TYGdCBq)>|^EhgOQ1pE*e)&`5l~>%@)3^a(}cP1}aXR>sGDrsU1O z!!DBfz>-O0qn#!|mD-&eWqe*Io zGTwfE6e)^;YXC4UZXOefCCSXRcdS?Jq-6Rp^ZX+Jxw+;|3&QJ5FeR|29CFqQG5xJNB;Kt*|$1?NK<~WyDMMNr@=^UxME^#tUxz4 zqSO4>8_X<9HBVtRp*6Qa+RxDS$qp=>1PD+w`vY8aRrw`Yg>wMr{QWGZfX^rb&FFL} z15|3kvl+|psA-hredUT{?b-+0usPO>iV5`0%!$I}$6{-5%LP;%|--zee&q5!4vGtfczhlMn>>~q8IVh0a zV8%^9cCmI8adr+BwO>44&jwS+L%B2}DR*Q!#`6AS74q+R6@+(BHqv$~OY}BVZYDDG zG=Q}6tlCP~8iN(l$dPS7mDc7m*nM4t3 z54qSI%Zt2%1`2@r*4ta=goIplVb0;Fz4w>%!RF0h!=`#(!2k(}e)y{-o`he+Wy9?x z(<`L%HwK&~pSEqE6BtkP5aMsvsw&m$`Ry)1JSBdU}ifB*+iu>xQU))mOq zNq4IwKWf|f*%aH-oQ2*LLbWo`bOvZPK+ea0VhS_h0=8anbB;we1YBZ5rOagLhAxs+ zRIE@U!yG`P_#Dhb^t`>n5H-51gX-17$MtCUVV(C@ZXq>H=JHBeXr;IGDEQK-B}tVC zI=wn74g*IoSxP}Oj-#qbL{3j%y-*~Rj<{>%98Px*O%BX$tiV>Z?SzW~-mCWm8#h?e zklS=7LGd$#su?hG-2(bBL8wuN3{l2Fzkw5s(=U>^Q7Ekg-0>(-kQ*)`@XDzu@<5 zEcXXuuLjGRzbJ$be2Hk1Xh;gd&irfFo#Pv;5LQqm6{Y%bhhTmlymSLuR8z>8C51XZrw73oz51muP=bfg%-Y#~}*L;6HA*IJ9CEdDfYp>bs zO@uGq;(;a`>rs%Cv$Z%L{6d+kB-64J9RPAOzO;$DBn4Zr+pdBFP*~Xvce=WnCgWv2 zmqgWr+6;HlN?{yg6c)X)aUO4Z_`Rfbrd*8uaMjmOn-@2ohZwR^`TlGfL82{bn4(e@ zE*gh5ew-qo4(2$K#cB^t>{vvWWOh}GVidq={7X~%8LFpCWM+b3=z_8-x9<_23HGM8VQi6ea#8W;> zt*&p*=`K!C7>u8YI27G9OJ{0c39pAtiX3OmORv)yL8+}v2Y zQPVJ{UU9U!{nRpK%KLMJWaISX;d3@^>OBmLvBBDjPz9+W8R8+yiXXXVoos^jQ_!rW)i+in>NOoic#9w$yX z(6V^lz&cZqf&>XLYQ3=@&v0nMG9WP0l>P59e-p)?zr*cVB85JD#SG-7hWZ)pI?pSr zru}r4H!Gr`go*vu`SjwP>Sjc4#7^XTNi6wwerqzHFwaS#{sdpk5&C{|9iotr_EYA; zEtqxO&R6;SjIM2RlZZ}!3d7S$EtF^Hq@sPN+)O8N1fcUxT`Z9svd1eTNW}DmJ|rn* z)aeK=5e!}jM%fH9nLRPBR_in{;qkdP(!ehsjk#JI z8qNC^w^m)xl=gzmfGnta`nW(GbtV#Dr^<>?bF_P_-mCvUmDMc`;8{JNhVJW@w}*a8op;xWA$zeKsDgfSNU9?U;S8n!R_ zB#a|KNQh!5JfQC}`YKz$wYdZ}?KlcTso8svtC5jPD#_3|%Hh_t8S0}T6cvO}#8ipX zfX<*&a**)uS4t(R^nDZG?L6Wxk7v$KgUhN=yS4aaZDXizMf?}dF&nO6c_IcO+|%q%@s#PP42S8`iU)7Y@yPkhN0KKG~CG#X8)l1T#(LHjZ& zS(&V!baN%)jW`opC&`n9bZnTiueXu4(hW2H7%xf`asl3+uH&VG?$>{~#&$73e}*%i z%1F+)ib$aZoiAJTi}>-CD;OLmt?b8`kee{L)p|_q`aZ(AHA(z;P3*CT;kv>|gUK?= zpK}5ZP!jl!lV}r{n&z2d0<{}M2wi@z^~QnTFG!D8NR8Sl{Dg);BGIMugsWzyi#M?T zEMDIu{=`0d(nb84URqM8iMOz-Qs(GQC~?!@p;O*$i`y4=MPr0F*WvpdacLAst4#B^)oD~Be;NF zXKKevx9$v|3?cvQEn!67zC1c>)D8zTD+3UXRPrDO?A)TGNpz81Hw$}oD;4t6u#z-X zMi!aH-;vusNFZ?TS;Jvyt-o2KR~S;s8x-_B>H?W_^A z2TJayetwu=d4?F+(f2vvwzxd%aSo0n$0y)Qg`^21ewp||t@gd}wt=V-hV?sBWZuZY z&=9X7R#EEvvzO+SOW_0gATQM6oTUCGE6wCqhQ z@KY2GZu|GHm$Bx`HnK@y*p_Q=HAcVIJl$GbDuP(pDcSC2%>yOGkB=izPWzE zAL5OJu;7xGqg#%c{PNPI+J{CA>D_ZnGFLTW% zT>BMWbbpIuE~b~a2!S&g$-;X#uBI*{5NE=UCV8E=_A0f)8|~xuN5y!cN*Q`U`BrG~ z_744J?O5}q!qf5N=c^izEya?Vx;Bk898}x#E=^eWDV@-JrEfyPL%)!G&VLdA2un=? zmR3qydP3FpjeN%|5(tG>udJh(y20(VFRZDlQM6uZ(%Z;YG7?dW{w#fUv_Xc7&+7#O zhe;n?XRL6r*_O%oz;%1LFlgd5(%J61cg&j_QD+8&xg%{}wL-v=lT9;mQqgENj}wB( z?nz+mDlXUAeK3`snD2DGFGb{P=a(SaXtFL!sWJA-{=NUXvBs>|tMwZ?>>DHm1gGP8 zc`DV=3>eDIpFuc{{$lg`eG~96$3yx_bHQ*225UhQ(>Vqt%?wVa@?~g@B(#eaB$^Czs=&pdI`Mi zo7-7r*b69+aU~KUVFLU@(aM43s`ovWLdr6%Vf(}ST1NPKB4#DdKq z%7XORqKkCKk(LsHcu6bFA;;|OJ~DfvFj_QX!vBzA1CCU&Xud{a_OQ}h@3SM1{T$9L zzT4mQcTN^@~n;Y^J16K;-1(fcXR({$OSdM{L3>qTu#1X3iY~W2v6} zhB50S9gZbpIT-inI$n?o=iD|brzh;kvB&kz=g4ks8spbuhnynwHVP4i$MKdPe%RD^ zZ-bxT%gZFPkQpuBq#Ps91NucGF(;9_A&R$4C^OfsHQq8CQDwyxBp0JZB zQ_-dU^nfnHgC=6%WGvzExk$DR8Qd$x4``)GG|1VpXcH;#HHRi_ds{Aw1Q#+M&&gZY zTT!5(FfW4B4{Z1iy})*j9EA4vv-#&$Stp#7*BWh);B;*bQmS(&TM*eA%`-qlgCJqg z4MiwOIhi_d*wAUTu(}S{p|3Gnx(1~|mS%h^>9U3L{Us zCco0GY09H_rL%Q;a>TcZYkbf!xn#^G&8?#*e)70>%_^?NEDU~`kUlFUN2#|wKy0yp zYdb}>c+fBVEK0IB5|1Xx6vAIT@+*$V6VdJIn#{@UuRDb%Dx^;&qUU7s%I(qI5H};#}px)&0crMDn6d2 zQ19(~BR>?;fM-vUJ5u#N2_cHH_4Y2DKsxuxpBa}{BrNUb<_4jFel>ha5Rn&`>IDXJ zh5&U5TO=H{%{$c3Ey}O|br$>7b{f7HI-KBc7gm*7ursy%nX-}wT|{N}qtnYs)0>Kz zm^fCp_(dyw=(Z~Bl(T^Ea5Ikd2+0fNMnpKO*EZ!%YO?WWuQ48ZDv4@VoF_bzEZ_XC zE7Hzl=rxXE%@-h;9iXmE5 zNiCrurqyBZYmx9g*8P(t_f$%4YCayVgudKtJYaEY>FRO?F)WW$R*16#+$)C}HW3c_G3-fkv5dq~94F4qmr6L8uKO zOyMEh+&H{u+8~qO=c*=B7D1%Rh#{RfLaw>H`z+CjLOLRV+kc8wA_5h>SG!_tvb=`I z6G3l;dM}Mpldf(jrLKfFVpX-uidHm})e`gYcYSkwR8JWPPrGY;u*P^wHOO+EX(-&m z)cBDQr97AYwQ|1e`BF10t6Uh?E$D2ld^DmEd3v4|5;6;aalz(2UCtCILNPnkuZ*~7t@qOIh; zs{v%j=oibVB5r>7nb06pJR3a~N7QdFk>IoCj!!bWJ5*;S zBau);Zl>Xl{@J3k0v;AtGc`3e%xD}WW(S=}mmif3$mXRJQE+BZfynQ1%NkxpP*hh} zrxa00b-0DNjtB8;y7YML@7zSkODkf`+qaC!tBC-%?2Ll|atITAAc~Hg{_q9HhkVil z>eS7;j5Py%J-^)h9Pst7y0aFNdSE>jfbQYodcKB|#Axvfml{kOgA5K01{w)MWC-SB z9`+rdFb+o;e!Nc3>Dzh>(3qmmpY^UhIZ*a9#IoQ_?xv<t~_U_zd|x4d9YOP(Y6lTh4(_nPK??99^8wED`3I9X!~8 zS{g2(WR50~IuEhm4Mt$V`Mke!;vc_nyKj`>VBq7wS5ZckwECfI1qqOllYorCOat4> zH?c!t01L5Ha;?JHsQ2Myr&5cWf6 zJhGqPeB~^LMCoUk=tdWjIpDClPmi@*$sp=yK)Qm!nYv-_Wc=ib!?;l+V}%S31_4@; z6l|^tX{||prXj`WEjgf`JUJM-N@A#8X_vqb*sgnfd+nduPoOwrEc+NHK)o?iQ3D8r z4n`9xlz`JK+H<<&-o?|;fTgMT6PR_vL zp&9)8=k-?5A1ByDLx<)0gtbQVfnZO7<0T2N{LVjfNNN8kY za@s1Kt7UAkQsDvafdexE{TQv^_s{*==0uOx<%hmc4ULmLJYb<{n|7uo04RU+XWToXyz&zka;NSmX(WV zf6QAnQg*a2HT;RppEtxZ;Q?{Vp*$9%*^3;Apo}n(Ec<)d45CE?#{^V=lRTF(`yStM zMo|4d4wNOH)AH+PVGcU1#`+q`XO@&yYr#7$tX(a$@beCF>dz|3K_tnG`Wj8)x?w>4 ze;=nIX+rHv480dI8_eGY|NC>1&7f0J8TY%k^OG30WW=m5qBGl7L6D(gCTGjU(v4t{Mpv(c)(i%ZPdmj z*62+WhK0u)f8btDV1dqHv5Q$}D3DEj4<*ns#sQ%g|_!-Ig=(!5Z74f@oB1Y$=< zL}W15>G^y!#-PkMV-``+lt?g&rUmvkS@Q>~2qPNo*^XUcG$F_cr35Oh zY&sjfqx^Hpw}$p_1T%6ztqx#|NGV}?C04N8hJj)3CBMyjrav#@LkutmsHhJ0-wgu= zE=X9KP61se91C<4*WU4F@r$lxkitv)0I0t2WmtZ}Hs-Q%!c!U976=!|a zK11#6_2b;KlSPKHhHL_9l81aT{0RuX;6TA_I#s3&*L*mZm)#(0VTc)WJ)gdi#}rjW z-gBy|se;yaknwVF0% zeZ}p5-I2-oT@?M!8UcipGNLW#x0%PGQ=8~BYBz#Rc{dhx(IAMQ@Neo$RV}c5&AB9h zk)Pw%b`zP_Eo_ zO6bOkVG3RB$lSFSc@#5yhR^OZG~>zfq%e_SThH;L$b`@ZDBv}UR3ZwS_IQiz(JdM0 zYera*<)!%h?p-O(%^_*cwa^EJ~&t6-L03OK}Kt@Qc zI5Kgn<((cU3zfcBL^$~P_=q5n-ELw}z%8(i!2lbXS7PR=Q296m*?3GUA-TnIuI5R7 z7y+aKkWfY#0$J6%LqkLFQ(3?ts1?vL;6Z$c2L@6_+i*gKg@tRL#dXjhnz@Gmt1~0k z#m3tfnRW7sI-T!U_nfp}Gl%j~nNwSa`F-TH2qDlDW>#MGxHq8+T+2^Dd1+>Fj^5#r z{%EpLFCY{Ofq%-}4yGRq2nb*z1ESw*@74lCesGeLk#$ByNApth~2YK(DnU-}ED82m+nw5-qas-8zjxj7U z7rB&W;UpdK-`v!X6wR^1qe?eSq7AU5by$3|fEccmUzuEWF>y1}EU!ti$*UfTQw$R{ zAPg3|hvnZfQNg#9OKC$4BEElXz5Yomp#&~~WqI^jW;T&Bg2|_9-hwX-z>j8j-O- z)od_J{yQwzn32d^Z_7P(lW662J|AnA)&*Ss=2-_^?(+epC^afC1*_$<9v^b)q z6@BDTmO1qg$>^VQbejpb?~r2)Azxwvi{b`P#JB|q4!pwP2d7ezbTmBYbCt4rU$ZXH z?UC;0Q(tz2VInf4xp84wwgoa!PjMQ=^|bz$4FyD$2m-$BcY>gxpww39i*p^bOA(zN z(@M=|f1>`1Msd@rG|<&%Yu5Xh^J$ckM2gs-l>kX56fLJ1AbR4hKtL{=WdYH@#;Mo8 zFqs~eO~CC15BwL#3m3B5cq|t3Q;!-(2Xxcz)fjx>J3~j*?4-%yLt?X0H$8orY=$E8H7og9x!Pv}R zo$Y+Sg5Yu2^eacB%L=98v}*KQJnoCHhOg zDoyAQ>SXMXPJdV`L%6LQvMl-I9CUQkDfQ-{_+3$q6BD6m7&6zKh zYSzT9pR`s08JYteEYCu*Csz^zgp?&16kG$JCX*!BYeKtqCp z7UTGQDR(DRriv7xX~Jbuu2H=EA9Y;A<0*6k zhK69%@RlMhRDtN-8Ov=BPpCP*?l=4O#0KbEc%MIg@OmAhSMybChX7btC?m*RnR5oL# zt&I5QT8tmNX9z&I$Ptlu?tu3Y-)xQMxgh{DY6{Xq1}(^JtFD{}>v?;Mpwpfh#bT>3 zX$6k|?~eMrf!};p!QE4Vm-AMyAh)CxbgHs>+wje+tkfnWlpeYWS@lai5zBLQv?Hmo zv}T)Ucy$#qe;AfpJn`Ep(UvK(iHErONKWkz1>_E{&I~k|Eh?DB<{yu5t|11$@p>jsl*W%PyV&Yay?2oL!|%nUid70yiWaA%Gu*Xu3m!D=P*BzE^1%HqW4z#%F#p#;E{k?`O?_h;(5enWwvksUa z`}xE$_})FQ!CkC2A^G0i6y2c%y`FCRi?ing5WkRYS2owkr?|H}-;h^CXoC7`b0EoO z^9E1XFg)h@d@@_?`gA;$>g+PywRb1`@eCJ5zy&E9ga3)u!lw+U4(N}U8ozUS-Aw9+ zVSq!ArlO1`QNgWy-q%TvGP1s3ZVRRIxw2(&I^wWdtr@bz4q}AP>6=(wya+)V4AvFO z*D8`>vGtV^7E!18?7WoxX1zp*4>6#VN57*Vwx@Ep$-*Jq>5KqWF3PMob>yI=4pF3P z{xWiRXhLlKOKAA#GQN!GBeC0AvQApT0r1xZR48jAeN@()paXYwtOg7C{t6Hf8siw+ zNmX-VVfZIpJ1Bq8=8L{qt(gAJ?su5j3!Z?SE%>-xKSG1Dp7AEq#n1^?A)Eez?_c$-FOUIauJhq+Ih1~xn1297u6TT&p9jA0t37De`$KlcR4uUu zf?1>HPM*Oxg>2pRJ@lUrd*ed)r<_}{aGwd;RQ<}bl><3%FtI*F*K2LvUG*iU067lC zS>x0^i=!={R3bouB%~K0cnJS@!pToG-=Az;^)D%){&T6@mVP3e9V&~*lic@nqeteX zPu1F_1%uM*dbcZ5kxV9d_j^Kx%8PyLb&ZpIL{%j9qI2=oGIO!P)VYq`(I0}#-BGlW z3^KSRN(Iz!P7z6?)Z;~ee=jHQj@(}@R!>C1iyT_;i>Xiig%T7fuw8-vWy(Hd@oNSu zF}d>s6RobwSyo9?cQr$=^89zPSm~p+(!d`*?Uk0O#6xP-0;fgaz*uCmb0{Shz#6m) zN0ANsPkwACCKi6G;3P2|ApMf@w6FGf)`K1Pk{-HPtt+&Ual!u^b}&cxA|#F{+d1pw zW_W5#d`_U{wjaXndg}W~0uOaki7w9Zoej7~ohhSG&zF~EWMY(>mJ>Wm-AZ(pFDqlT zLDjErC^409_~+WO5IPCaxgz~JCZQ{r0+mQ-D^il;0sRV_y#SA%J2=92Y0!CXqk{`o z+B3+Va%TZl991}p4w_TYv2Qk1ZhOeqH;_&O zsp9G1@v5*^8KD0ZW=9oV^VU4KSsAB+n4=U-xrK4HbS>ws1!gSH14QIo9WZv7O3yCJyFGmWikTk(=5fLsp1+;<3e%ZF2DJ4c%7`RF zXsU>nte*`)nF_yELc=(S@gAp25EuLqLoHiJo45=jF7IMPln?yr;19f1k)y_pAY;i1T{x4ndb}@E!A3{#EQdq^ z3IryHTu5uwvaF%S5^Unl0g{xAysrVxar?}bd0embta^b!>+N5AB$}Vd5U&!fh}xUS z@!ReBED~|M(~tJ7mpAsq9f=!x0P5)@r}}+0he7Z#pwL-VMK8 zZ+=-PH(cw57jdYqQ#e_$CIaZL>6-TgA0opVLuGX=TDXL+xBFF5ZseCywBdfwi%ulm zW-Df&s;2IG&%X7Gc|82J&Jd;;+^N)u%8Z8SOS_^U1fzoH`&oM>`1;Fhk)4NYMp ztN-tva1;;h1X0wlkLCZ5yDc zm)MJ~|y;uUVEE8Rkrrp}n`8%;8-gSY>KuX;S;yxE0D8xK+WoR@FgU#j-Z0^8sU25ex~_H!l;2ys=~GNVtRkR6|0iwmOrGf@F-aOs=e9G$^CP_Z3$(q z3e3Ub$?D;h(47N!S~`;xYfEN=^j0yT?jewWDJGuk-295>;Ah(Ej2O(dog-}30`yb( z$~h#5-6@#wU73bOXaUJf7%4@*w)(MOp{w0)&e`kzpG@Ht5gT{ES zAEJJqRf_=YtF26KI5dw#UhD?}hEne_&D3JI>x$Lt2^NG|n7L8+e=OaW9P!XK^7e7r z?a3_MuZ(vLm-D9~^#r%IR0X@kEzqS}%j(IQKJjEcJ{NSCv$r7|38TH|rc>%ogI%rA zd+WWrsr06Ezihd;T}+g~HdYy&g_K!O2HMd&gE0jFa)6dg$oypMCuhk*Wy~_fq!gB} zlq(M`neDwwEY@xdp1XG)Es2(WuSy%JJ8jOR+y{EYjCS5c`z{gS+<61%ZbFM}2s@-V zy-PCP<;-AuD;F`7B0lJdK4E&kUE`nXT<*hhECvuHIpP3g4iAm~RhiOKP_VBWL>`YX zf%K?=5So<+w66sFRr+59PBVy8N?5BWGhz`NKGa{Q+B)X#k9C0nu-Txp<`4L^ShMeY zf2y#xws(uZGw4ssQ)-{{geuh-Z#sb#?N3-SqA(f3hv-T{_8g`Kt`i$h>)m=TR7Vmj zEl8X2c6!{ShNzxG1@nFd)2qa_ncZZ5@wo~MyMi?F7aZ71iz?;B3fP489~J9{l-x;; zR9n@XB|<+{XxvBuFGYLN(bmM$0C9*iSDH!P&mN5Kvuwu#YB7 zbuw8jpz^yeZ$p#v6>c!?k+xG^O!~bYt-$LLG1Z$5(9mh0v!u^k&`=!jjoIC0B56DmeL z%Qe^`XK=wAEBnb_A+6l4`$Z!POC;Qy)f5UgYNW;aq-a?_86ng|kMzXDJwn3*jgfL- ztw)&XRfS)zQ8mC=VR^_DLFlW{btMP6Aof8G<2Mr6l$-w+^ zPy#uD`E#+qD853yap-uO$7Bwg^{a)qEcK{f&CY;6!jOe>Df#1s_BM;#I zw*er4%EyqTlu)1tA;9q`+P$32utxfN4Uu{4{j7bO-J+&KDX-zXC1P(^YkSU4l+C5R zwD5qbBBqNW7lbWW4ujEODC>PAo)`I>)W<`wy!=e3Zb#Bt{Har6}pummgC6 zy>-ERv5-D0#Jzd{b3qzhP7u4)Nd%Bp1fbZ=-Fue{%B!21FB!;;=Q*N7sl@tWVNb~iPsn;C zJI6#|NU!R3&&&0uHAc&llnQkPKP)9%9xIj|b44fRD!Xjg>#zp~hx)>^eHfF&Rll_w z`u>YP<5Z!P+wc;7vA3_ayPq)U94m4QN0qPiKqyf!ty4OT%PG|?)Yq5>1ln=#ZAEMg==K;qlH*m$y z90hc0xPZ88zd!%geE^WUTUyNpiL)Dn8w2}ec4aPmng}}b&&&psn!Gg zia@P*M=YRf&_WA3lnO&dBQyR&Cf-B?SHuQo6^2hv*Il!w8_@26I3pJm3?AA?TJAo5 zMQM^<(`RQr8m1jKIB1}q_K`F#uZ0d|epxbg&kpX<=|afAmkprdtQ$LACNa$7eMBN> z#X=B2Pi2!%@4dyg%C~?A)5$|LdGF}imxQlg)5FBfa&k(ZyvRgheAzz@`fl0HjvIL| zdY1VYA_f$v=5EiC8dkk~VJAQ6fVVDlGw7c&j2KeN*jzNJu5PaLApsmsBp!A#;nq|b zR!3325O~p}(*-IF5&^FtL}ZHKavi~ncE!zsPbdKFmbgR5~rfM5(trGE}esDj7r52Tc;i;xGqv86oLu7xU24Wwn;&z-v&(L31#tZXkI6 z>v$y_r${E;a!%c#Y_tXB^UP@!WEU&g|2j<+7d$x}pIc#Y#*Q>GGCt;MV%7uF+GsdxR2wuZ;lb5p#1XjsxE`wc) zgOpkur}D3fNl@1Vi{W3X{}vxOGP{;$D8))sS10kSA3BEXSTNN1y|=IIy%sUMS1 zX3Icf{FOY8Hi5ocDl(9BA>}z4YUN%xYB-eoXRidnukc)An}GCyb~~ajOc)oIN)byS z^k9>@C!YKS_ql&~Z){bEl%_vIfj)q+C&8E+aB-`0;_zBQ>zloIKt$$9&dWuy{dKY# z{NrTf)sFf9I@xA1+a2$d!t4R#wyEL{f33lrrh0>Zmv$arxeNs027T>US>0T1_u~u4 zN-O#dXiJcQ>#ohC00JKjNNs1(Q}PuaXhA(XkWkK`zLy})y?al>c_}*53;3te)_a>T zU6ukKZMh1e3k;a9U=Ic{q>`5^f;Mc5+$*R|Xj4Gi7t7U-Z>qi63dSHEi7z@>uKH;z zPsibRqP_LL*?o)Mbl@`bW9eLKX9POl&|O*$pKH4Fle@*SqE>deg>kL%w4V|1wA%>2 zNnd1DH){HoFqDwFHdOmC$-qeMKUGa;QRfdJf4*VgKD#)utn=c^2M{m}dl6ADVJ zo3pFw$c$OU;zLldD1lFh@n5==M64ConjH4ZR3j7rZMf=bad=|7J>7tC`t~J>UJta+ zcnb0JuWTr30zvz41E3+vl3D1p5C&nOm)K_MXmKkJOQukyw006RN042=Jt zLV0CSuyf$x6N(Ls$HeQwbiY12CtIe2Bh`U1vJAeH~o^$;=XA+{{Qu$;b$! z+u=rca;^WP?5j#*@S#1TGhg+=_1(Oaa#@$Y$I@x*P4tP)RLIJ^g_nI}by|O5IosJC z;1+Bmm8f*fD*n$=Fb&UJl0^=Zx7F!Y1qKb`ea=M(TP?DMQ8lX_fQ#>++TZCcw_2BP zLQf_fMXwgHL=No+3Ti4GMJiciBaEKG<%W6uUh!x{O0YLhmRLwui7rqWw$@lLqn;rF_)!OZ9UU9&VIEz$9h!4Pwq`c;`9tmfqS zS?1D#bsb&B!tg6fkv|KO-pLK|H$B0b(`5WUe{}jiP-BGR8MIa;lQmExsA!R?%_^<} zDV40q#6!50MYgy=+pSM3byE~=j5?@0p25j{y3$VIuq#dk%mQ`5jHl50!+rkM|Gztz zXoCMQ=TdvRJhjQ{!lZ*pu{sgvhC2ndmwXY8)5UK%Vp#MVoS5CYALA)jX$Sy&Z%nN! zP&!liAERrNaF|TAfzwomdy|r`3a9aJY^g*foM}1CRAJDaEqzBAk_fQYf>u=4!lrJD zE>4_s0K}Fe<>uzr2L=SJIO3%&Drp&Y*dphcdoYP8th;4Btl($>OF{g$79R0;1S28~ zc?l>dot{en03uJ_R$j?}AnT$%84nCtX@DOy@sRS4FqM+^aS59^9P78afQ*oSj-s0h z8!im|%MX6HQn0vYe%=<>7rGoXTG29nSgE3lpHbvVx|JN8e{yHolnM?*aRwyn=!~uuGjcM@8C>_) zle1{VA;PF_t_LN5*&Np?>P0aW;vwe>ak&8g9+Iu7FbzI#SRXFCp>uAA!IITiUimtY zv2-y~%s9#xuRp}xp0~w7CW_dHc{pc(Kwg%Z*~H7 z-CtgsL2xP|1tUWQD(UWWI8d1}5vYX>8cDRG^C-=j3JTY6X+3#Md*Sn)$=UI~s~||$ zMiUPuB2ERtht&PCuya#-MkU^t(HNae59KQ-XM|_wAtg1MUb;dHJehmrz9W~Zl19D+ z1$(E{lbOAxjL3t$=C=J(brkr7l6Z`wk7dFE0>9(FarY_!m6B`zj1-Y4$^OsyTsp|P z=yNL$#z7Upa>j`ZItqJXNR+%IBCMeR!*6SiL|G`{%734Pf^{4`Av8D$7;qS0-OZ3d z+-8H}-lG5&ZlB&e`HyGz;tLqL%+F-HOR_|1K4=!(8S#b7_ z+=u@dcew;DHUAxJ&;tbwkO%edpU9JqtB)?KiN%fN0O|mj{I4?9LsVn*8*Hh;UZ_L1 z_@vK1!yCdg@PL$+YAZR8Ll~Js3^3R2#<-!OT(YC=ObNZDx9IwFQ216+0WQZYL_%J7 zIRBK|@oKty-QrVZYYi)rDDmfe(P6siCpE0K(Lia;GUg zz)h)Fy}Aw}GT!cTv0a406h(-<1l?e^0&Qq$I6W%EJ>`2ep(QxLAr$5%hb(Rk4vmsH z2FFi#fd>96GXVIqvuVDU;jmU52>{LeBE)?_3MuO-93d(iV84urs8a8`HLM`KjS3I1 z%|1CT#Abk>MF82q~r6}fATM#bgx=fHRt%on8bMa)vym4p_djn5?%gp!MuCtoDCWtw@3kr z3N%C%xl#*VYN@!vhp-@kvb&e75Bl{MdpQp@$5xc$3zGyUI!_sY4iO(QQif%TNct91 zLmdsHcEW<&k>{ea+9A{Q0_14ae{nTqD5M-NAChG+K0FgWsjhV!Ib^h*0nY?9po@V) zOuQzC+20^A@hj2tXF|7PfD-}|k}ZG?a9;_$CpZ10@htfd%?8|RJ?Uf>;dhcKJJ29O z8vzXsIx_L~0luQBZtQ5W9(pG~e->5k@12XcR_%+Q0B`6&2uLt{@?2n#JaoRr`hl;8 z*)W$8@>AK1e0vO7+r>hllP!0lf~IOf)cXJb31AtxQ-#?d5`&HY2Dl*-YmRi%3Qf;j zAid;$5xhvm4?L1K9Ewubn>&y#fL8+Ko_Wwf0*9_@T5tqc7rZl0ppG!|3ZQ-ZwAFk zEf!rkyu*|x_@G0lhrgDkrDYu8E!k0)lk>nMAb1w`Y{YDnP<;v6e=KW!!eY>7X;S({ zzxOSAnC~d)=B&T3@5OfHgN(TY$e7Q6c3jQ?c7yr!hMoiyGtj>6WEmdFMdPNU`^_P# zY63LC9)ZNi&g!r7-3GsA^l>0JqYFH-&clGeTNV};2E`lQx^XP*BG&hSZ~VS;f1e&N z9{9eHsyF2WTf!^gcBBCy`ueJvoty5&K4r29B9H)C!f(~ET(lOcL+)t_V&ZW4dkkCh zpBtO=Lzt+)?>(xD`W_NChJ@r?F;9l+Agg5)pY#)f)o85ORg)GYGWf6`Wu4 zm2mL3vA)0dL{m0ihd^in3I@ia6L>0W(v2V^!HMgvZ;LtV+)cSs*a6(8xO25>JW5(Lyr}=YNqAbsIhZj1iq9 zAOAxNH87lOuQ@%xWIT9+DoZJa9#}bsGu~Wh8jm)D-2iOd{5P4a{m~wHY1$9@YrYbI z`Bc&IO2qPCDoTlrZFZ{>0za}1Boq|U9*@#v`}Hg(-uYL6e)&xx~z^B$%=l2c%i14LD!$>59$b31(frVrB@w)-!=!dquUs93y+*Z&9gVA+8 z-wwBes$IscxA#|EPJ;b|;L~p9GEDiRuVUF;575rtIBgnh*krJs zv!6sAP_7qhQqJZf1|%HiqzdLEZeO^BV(l@9rRn}^bB)ByYogXWF$q6#^H;m|KTs7q zg_xj&e+>jTN2?3N^UHH(Mu+i|0}~77E3g1j!FC*yN^#c=y@=284RV`W!SQHe`8Fe0 z;%~h9E2>i;u|u!sN9ox1qa~@r-N~XiS&<+rr)s?!FC2^6c&^I$bz<`@%d8TmDrlkp zTk)bACX{qcPN3@=XO%+uy>&ZZ4&FIjKXh=36XC-Aa0!m^#eLptL?wor3+lywdN8mR zSkE-RULj|Z)9;OEWt78-ZbXS~4BQ@9o6ikrNk>vNd`lMdcbG%Tc?0y`3 zZsRjk;1vmsusEu3DxHqInmfE?lFMz~wp!2IZUP913iXoj#zV=B ztz%!-0Bw6~%Y;lk*r*Jm( zw-fZJBqZmP^8qj@A{)E_?NURIpuqg|a7$7~P7abw0Nim$#h+(XU+o)j#`dm!3MngV zH^WhEUe08IT`GH-nL)Ra&ntF#b(g1 zmH@Uqz%1QX+gZ!tsTf~K?tJ8ptX4ecHnT}_E&mI)gsMSSLV>Scb*O#@8hi&yY+0LT ztH=}9h;lZ3SDtwQUQAgUU+nA)H;LrOZ4+0U3xFhny0uu-*fA8g+|$=>n+P(U(+*Z( z!Z^KTq5xxR+aC%+Q%*tQ1z?@43ftXapiKHP{QzmH2QY90C_lbEX#tMqTR?uvG!g-~ zU(NPU1KKG9CJX{du(^-_4jftmz6qNz>4q@mP;cjZHMN!;5#(&(caN<+VU*MC2ibu? z(V%c~U}qWD&AX1SJYgV*o&mZ3mu-o@>bdFqzvvcQskqfY?iiYq6~4kunIXTFbHpsQ zag9pNTJMNRX=#T>i5l)${~*8e-fqWSf$3sOF6E@>ctaEMI|nPI{j0){qzk^@9}i}? zQ0fhi(j^7BF~x)NY+fW!mveu4oOfRuscyR01 zwULT^toa%6xZa7QfL!HJVDRl72?^cDHTsALonf3E^(Q=9+*K|9B<3`zc3ca7d=r z$|1W4&?=SD6gszGWh;57L%UUW0I3G_hJ;0{jT(+g2M;Lqfx>Uipj2}0rvMZq$yxj_ z5b{^RiN`*oi@?V7D>k5y>;+QB4#tM`s}7N0f3C9cMjx#Nuhwy)*EN;!N`cPDFf z7(x$T^X2EDiECfF^wcdL*KYDJ0Sbz00cj>UGcLdW1G-#Ayi5VToZjhO`Z>M%f{w~~ z%@521>3E^%@p^xU6CMsZI20Tz&*hYFGXE>RNEDADSHtE__ES8+>zM!^yLsDjg?PvR zT=sC`nFMy+*K8~#$=#IBI2vFJlLXb%QglAA*!bvK`%%4q_!stJo5@kr5)&a|I#y9a zkck2b7OJ{Ow5rUqlCE~?MVih8$?Q9RYT|fYJ+PMRx8i#XIDo%B?vo5<3ue4rthZY* zmq9e?JkxTu`n(JAI6hP-3DcSr;N$Q8+;Z_~miyEvA>DgttGjWM#{T_$O%N8YJ7gK$ zS8RaRzl`wvEKfc(yIQN;MJoTkjT_*`$rY&;CLlg3R!Gl1s2&pQX@*Wl@;TshwuEuB z>=xI#M5i)~yx91VyJBhV4FC;{eP=Xn=J>4huLNQ*%MzvRk)o=)k8FG;yuV8CF$g+V zG}xF@Hr_<_O&V~MaN3hR9w?JT|1vs9y?nNR51@*`5$k+26kS3QW*f(T-@D91L|Jm$ zXHLA={)U@1U991hma5$-Ff3!XVGyykD@-U1olvY0FmX(UQ?6!1!db{=zYI%6!7o0Q ze~$Os{aR;uZt(r=-#Lrt+0PP9{ngXZbS2OG6Mw+d>8tb$0+YT;x(|^^0JW#b@?g0= zB<+DO{C7b$x3!|}zuK`~esM-~OI(TszIq#q1pS=3QY2g~fM6QXn1)|y@>v(kouLx# z4^JX(69Id?-x@tM+!bsQ>zAwke)+k{yGajPyE2sKZYYC3#8A6bEC~LqqKwSL1aM{M zbfWUgqPW-$Au;#3*yu*EuZ-IzF6Ej=Y1hQS`ZX^UM#<61{Fy(VrQ$R%G+XC0(Eb{~ zC!Y==jV*=c@d&s8%*qFV-TdwCnfWnR?BdW_u(l24t+0{74MzA#xzaanoFonWQ&>PY6{#=wM4 zfNA}R>=3HoSh-;D%+hk!SLP!D@1(h@N|L}h^bT{msGDHC;deuuyNMOz#{?IOMhXDj;XohABs(ou?G{vX_B%V4(7Q!5R(vHW{TpId;3vl*HLC2uCD z?j2FoQj;sULY9CmHlfs}F{kZ*^eHOIJN$CJEeeoQ5qRFQYM&D7V0K@ZKDW_-z5o5m zXJ42r;PRuEi&1Z0x{G-{6H*H*_}dR*4-^|Gp`dnkp= zo}(aZicmf1g~=&H&zeogZp7ZUyFD_))1R_FzhG4mdqdasC}#G*G{kuyRHT>iGyq*$ zJu( zW;r|qnt+mCyU8W$<)W(bC=~xQnEVe@%weqn=nOQWhXO#sl$McE2s}q2sryuMVwp5& z6zqcfKF^r(*GwxaJ*Q{lmy#dt(TiN)hVFTSFkuRX(Zy2&b!44<-~Zy05C5gL@i1k? zjOk83X$bqdBYc+o?s;4#HinW+vv4z*msNaN3PdcVP|DgecquYVL`HG;Jl(R>hKFzQ zFfAu=))OAbaB{X6^BdpF7>uT~B0-}NAy=$WYFQe#nBb9iKi+1#UkO<)EjL<&O-(gz z&N5qM78fqop2KeUBj9vBIok*bEh-ZV&)bqi-(#r$3fQKpK~1t5QyV>7YuVN!mqN1A zsF0K7<+MG2J1_6z@jjuA#O0EB6BIusHRSR+?H?v&@gFCh&)6ApM_W0g@Uy3M-=QxFag9GPBNS5ba8X6U@=ybl7X|wA&6Ctnn^zYOH#^-1wk#3ptQQyrA zTeex_NAG%U}LfyqS|!9AfxEyaw7`nLf^A9?pB`= zc&BV{r7O}Yq>+0wm+ErO!s4q1tQ*Sbw(OizLc51X#| zGL7dt6zRVZ!1}lb1O$w+bcf36)#25dkMvA*e6vPIS-XHhc}!!s7}BTlfzX^DWSv#-ksId*M@w0EBjA%9F-LWkPZ*1 zU|K%S4EkL+xtfgW!}fZYWAu&xRlr1!8&8ccVvRKowjoG_9vBT<;DufeOhf8wzphV# zFy#pWlz=d3TQ)p`{d0F5$}pJ4NMly*xF7u(K`Img!{p(I3WZl72&yE=2&yTCA3D>Vm3$rB- z(DYxlW#bz`UC^Sa$ey+TI<(cK-%3^^YW$}+{2+E9IEV|AxT<{&A0GGBzHdAi#PYk^ zmB}jsGzts1_y5u;OiOiDh+Vyc#8<4JRjo+8^pvo{?+UHammTknzKvKZG#oCsV7$C8 zXt)d0=`A)0;@Sep0x1ToaJB$gZ!lu~t+B`LDGVAK6i7{%RSs=tnWY_D&BKdv@uMyN zcfEoQ8|AUeuyfq${q5DK%~-icbmoU`cs>hfeH?8#r-`Ylvd4@!=@Jkc!w)J4B6Mmr z%kY_RN|1F6~L4olVWD`qmVinQ~4ZLIn)^nRjq+!OCG5~Act?}8?F?D zaXLMhGAn`^IrM%=Tsm%z)l&7={6BYuuU?#nTna>M|Lx~)ovjz>ysP+70v@ju;CO>< zFtxq4z=f8KiS_*r3kn0pk`bY@V%(scZ71P?$v6UR9~I%?>k*ZLB#5@}`o&iHlojzB z2hQ^fio-!(6$DS2>p|>-IgeazJ&-ze< zuA>x$j8^I$1Q}Afaj2EE0OhP{JiqI^J0e)qEWoAoW_!(eGiGqdL3tzv!^9<(&5O86 z1WF(L0hpvi?mHP;PbGH%9-=Y1APt5gDnI*Nd=jFPD*}cW4Va^O!;fA~`gcp2wWCHd z6sL;2VPw7VW@OjuZLLNKBor(y543<_4R$J7wh5B&-46drTEZ9)=E1nTO+oU?osf{W zPgHyb3{QXR+?O8TT!AzSdTQ#uu=L9{Z8fbb>6sf6Ovxm!xyf2?Y}qlpEDAC@IyB94 z9aF4FR)BO7S*0(}58f?eB#@HMeAwhUc|Swl8Od2c^0c@k8nbeqmHX0#-B1vV+8rFn zDFbfQ7d{;unkMiSf3{Zb%zzQCKth)b0C54x!E%=zem=i3<^N7V6QMS#HsjPx3-`H& z|D;h#uEi&@={Z~8g}L#Bgx{0ufH69p)9SJQXSqspMhX@1Dz9>13cMGUZ3`TRNJJ|A z@?`#Ktpc9^-d^^67CuQ;Ts(h!gbQk9u`Lt`%ozlzAf8 zlZb80^!cDbz#;)O|1^|OHnf9{CkLKoDwQ$?<|=v7Wi62vJ)$T%B)gZ+6-iI>!aJ?i z&VT^pU;GHb0=OUpw~n!LZ+6Ljqu%BkrCi=sR)*hP|RtIORBbUj9yG-^z~n#yX) zll&ty0Y17UCE%-wVgp(w&>Q)s^lIjU_cLO(*p`1NmJGMe?@KNQt2ne5ROic2cx(n8 z6U_z)(Qa#bh^O1Q1}}vf`Zk9Z)B4%}=3f|>bD!|mZbpgolbMvGDKUST(-&^+Ga`&+ zUK6d@Pu8s6HU{J8ntw6=CkTzfYEBC+yT1f;Hn#SgO#a~i5HN9Skct`fcSNs5Mu`fy zrAa%m+?=}wjJAB9EL^9Z|K%m9on!xr#!K5?L$bGN=AyG|>$Hlt|3Sqp4B|ZI{t{M1 zf35ipF3Q*exb_d~b!^iP4gePBl~E-ZR4{YsArn6f1yV64rr?gump)7iW$jk|g;FUl zw&w$?)RK?VY-sXvs7y1*Q4$L+f)1noWMo%Z-Jh-P;xl`$1cd5`F zPBH;A0&v6Bjh*Y(%r7!o1OIMKe{<20Ai><*zk^i;MX>ntJE!Im6BQ3c*L(TiJYhN~_S% z2S6r6{Yx~nCxffWh!&8a0<<(kz@gxKhUaW{*@}x5=~llz;T3OxTkSx&3JLx|Usi!t zAB$M_xh9kFw$|lUDnowpx40(|y$qoQ%Z*v4MR28mvy=CE2;wD zAGtnS2`=j-#hk|mteTyphSh$B8j=!;$j`~GroYA~o8Ce6JeXUEBRaZkD3vDra-HgO zigM_ZHICoDoqW;y*(U^u8-){vQH8YdYU1m)+|j74Qf6lUa`A<__)+FTQUy!7Qf?{5 zhkY9x8`e#Bt5meL z;3Ym_{r5DOquk1f{W~~Rlqk3x;u&I$rJCHjAx$ZO-7x7~uv?)9ZAb#K(qm}zv95)N)?{*{9dk-cK%v!riKnDAigt5kel$@$eZ;`VzWZNW zTFdVWA?>|(&!%xl%8{3#h|O)s-BTr`k!q7!fUf(i8UfuyO~;A`409p>1#kS@jRCKU zgY%BtP8-HYza3uxj|;cFSI;q1s<2jN?0mU90xqj{SRZY=DG+lPN5AV%&UK7z zUYvlSP7Y0PoktwZ4y1CGUAQi#i~;o;8;rmXMAt7siwr4TP6fh~bMOMER$BbQ$V|Qg z7OH6=Kcqse=12B^Rxv>h!$l7o)}d*K30DVWpCCD>b;Xh5F6=Zcjit+sBNIpHjd-$& zd*^S0*1XkF8v8HZ1t%Q#nFuI0v;c1xz@CF#)Hh4{6T^NP=q)n-qBj228$4zQ#l+LM z3e?>l0`&=3bARPe0zmumFb5{$jn!+7kVfI^(M@}=4^(2KYOxEB=%y4z5geTt2P=_GYFp}mqb${ zfm6vpVC*)L4u0o98A$S|Kxt}PV~wc^rtp6stw581wsEYHe09f$OElS&uP zZ4buezU@12th%l{r=|yX9zLv`jqFvmYo|dFUtwTi9Iv-H4U&<`&)jf^=j$=o6yXrn zQ38ps2L4+|(H8}@r7;waJ@Q;CsRB6|!rnXX#FB2dToFH1Mz3A;w%3BO0+L6`v-e^6 zt^mbr0T3khfBd*%vj6AVc&DO8@%k?++-a_(;4x07r;Ex2+zO@NQ^s~!kj$j5rVbV8 zOOudqlv|^B&=K-`Q09sxR#;;uS1SHbn-b3J2`QE&GpW(;6u;}jYy?J#^X_uey7R;Ae)P4`wv$cILlS))pH`1fkI{vonvsP5V!Kbm-z8q23KRWGg zjmlbb>i_8~9ugHJf#FX?(f1no2r2QuArz7R-7bJ~0k{uaUm*NpC?w18?@m`71F?v= zu$lG20HdxZLe|XNo5#cb|69D%WJi}#zruj70cvLcUx!zQtA}{W!3I#gI}ffIME;-f zA|y3(*V9#dYPTq{a@x#@r!Q68+hmc&c@7EYlWmgn>_k|uCj}}`XZrjbP3vzo(uYPP z8QeL9Uon}TUaS_jKN6@na*t@{c2Zy-px>@`BiJs3<_hxX%bn@-)yDq4G~mz+ z0q8plh%pmx7;qT=#ClceYXdf9{cqpC)mk@(j5(rcU>xo%sb}Ip1H6xigBp803*%WH zyubC`XF&aL{vEps31;{KXt2)ls1B=VJSCEeqkf1fV&c6!G4GyN65gKlumXv+U*LiG zw4EcK2VZ?adeTN~fc~(ebL0)Y8T#l4b+mg7QN`9sI7|5X$1>`2p}HAF2X;4gN2D+W zpa?%{V|}xh2?FG0@s)YT4L}q6`&CDkbP>?Eb<~l^TpND(BhGkfGU%FPlD)l6f<1QY z(7|O>SRfy)6{M7L@^%k zR*CI1^Df&#huwdw{-Cc*T0log9C&k-Ebe5i<81?RgX2cD_^0JBdc1n*a{!7^){1i|jVeP0 z3Gke_NY}4<0WR&mr3Bhp5bO1HNMS)(BPql7h(H<|VvFN`e3`3+lujp|h7HNO$jMSW zf>PF#DwAQ9DmH*Sr<8F^x}3pl$E(|_iGO-|y*HdJu(4=)`PCi_nJ8$i<7ql;6inX7 zn8Ddt3SG1~aPj&IgZ$TCWX7rYh|Nc@*%x)x6`TB&PU%gkz5oc1FiW6>lP|kVp*$?D zi=WLNXKffH_?$2f)+Ls`??rEkCh}YMcNBk%kZ2dd2U!9b?ctV*1t#nr=X}WLZK4wq zBqF6hm@9#W1a5$_s(#fRoC}&siG@Qzpr0$YecmPFlho|P6m=zky>P4qXhKuqXDYU% z%nM(k%WW8;G;ky#&*01J(TYoAy(z==P6 z{Q}=$W44rIoT~P2asCIQfVSfzqg@_kC5HyLw2B~!8B4h_5gras{z=g)+&{3=q#yZ{ zWVM!r3T$X-5Vf`nWWRxI-Y3SUIxtZYu)`e}?|ZJMzq?0g4U{a`F^*~O?AK#!Yopxf zUMQgDypTJudtuZH-nDEB6=Spw356hid?A)-Urxx;@LQd_VH+pNPtf4p_oql1-1a@y zS!t!E$YJ{>=bJ`N{{N7%l4*XB;27~Ytr}M&6%P3`^@l0b% zO8Gda-w2VVH4q`F0udp6_dqI;pgT2An|K_sx=7S3DW2D?@698%Z4=u5u!4>i7+3ps1BR`1G9LT%$#bB)Y7J1n)zCCytE5c$JbGQF-0|_J_;a{~I7e zZf}g?ZYk`pSzp5+sAOg`(!h;5%B9ZctL==^pCu=-~oWOZW z69{Jl2bGKk{eEZRbcrvv(!$2Zt_%-)4Y%yQ2sMsm6@zuaAi9PW1>llI5>r+KAQ)-& z)=W}0J7%7krmjFTwy6pcRvW2hUqa!lwuaDvT!1faIIZs$A=wT($P)FG+SmS#er)>M zPb$RYz>T! zH?yXecY#01-5l$sSBIhqxO|ISa%B^WMcE&Cvy>hz&WTH0maV>@wfM15kO;V;0@n%@ z5w-%W8FQ5~ms4NTygQWQmP&&HXbyXCr7pe_`Y`;21H}+$mKoz*V9pcF`!kC5d^yzE zxR7p@zf;di;bNuM#91z_Qa!t}#@yScW)ueNChC^YKCBxV>4>B9fHu3>kh!EP_Om}l zIQgHU4!fV@xCDizM<+6(n3Ak9sPStR(#p8cJmK5dJ!m{Fs2dWae;cyHGLeXzfn;!P z)x_p9gKKdKa;@b1BumH((weQ2U5q+A0v0Y+uhx5cpKb53&wNa(URU1bWTdjwN|YY7 zMaAswK}UWz#5%q2X62`nPe)4|nw3w;-?((sew$!xji#F=!jO1ldfXo#!$>zBw}Ofn z2R=XF%xsP%m4WK~JyQPtBgEx$Q~4_$6Xiwdanm+6fo-naUro+{r1sh9kY?oN=;!4l z8}9W%FIA3m`U~QZqn}8)PWVDwE)TmYISf>JAK&63@tU_E3d~ToUWA+R762_&D|8yH zB3b=VYr{U{V|kK?n{;YcjC*?A1fYymjPo-yU2jS8g71cbXiSDNyso{PvfaNriPmvq z0@E9u>|RYG9+NN2(qv+AGogef`s^87cCVyKRnJXKi{mL@cc)+o)ZXf-zy{T6QvzI|83B@A{W))+~D<#Jn(bCUns>FuSqCGS6VYJ<_wVs}y)6L}nE*)Vi)Yz|&=mU!tku^@RWM$y1lcD*cWYPtK zzU4p-e39gNck;-*2D&7vbfXwOO`!n~TYjN=nl#8x9jHB@uj3OE^}T@}&`DmT+A%d+ z&UpMnFC6yOP}A033{|Kgak-)~s!+%WN7^6XUhNC2%xvpomw0@knAnhKc>V<@AF)cN z?ef3BxSp|~P-rE{4gTsC`vjk7TiyH|D%p5-v7w)ms%H_B>n}w32!IqCwP5H8Wj-++ ztXtWEFLi(X3xn2gc>Z+7`2OuxrQKSCr^;d5*ZGbAC+<8BCI}ULUj{vsm@?DS$(Za! z@H@y_vkaPXW*U5%@5c>o`AVZAiee8Rr!qgIQ9F_n4I$4@Tx+c=#0FlFxmKdFkgqshmg-Y+_6BQ=Q4O#XX13=E9n(UB`zZy zw;CB*^;H1Y7$gsxDN*~)Ni+$#$hi?C9GTY@v={ICpWVfJnVa-0SBG!&QM$iVVJVOF zzl|Cse+^=7O#SSk+%G{{Q}AhM$Zfi!iGTw#6jYz+0ocWdX4XM)vD-5w!AIYz%YO951y|DfOiehA-^E28wqLZ<1v)viqb^!ZFu(gga5>T<`ckPy?p(~pi=&iD-zLm zb)_Ld>%5~C*u`va-sgldqG$Q^-}{DJZwkpxC}p3B#9Q^479Llc?3o3uG#C0L%)Vp~ z|r4iAK2pV}!biBC`0fl&(w7ikcogZJup0yEO9|HBvt9sT~D3g2PPFdwzK#oiv6 z$BFUBe_UO|Sw`Sl@g`3&+etR?6nIFT;9c(uH=Lh@ZTc}WZcPlRrfi1S`&kXe?5h1q zRftX6<0);;BfT)rU45YZcn(CM9G66^mNy_vhV?8s$iNDMlm%B}GWYsMP1DyP#IjTRtn14GBbF-{VOz*`7N?ar>_4YhKlCo4wrc zNmdOH+7+Zm|03OffZH`r&s(obkSte3SCP*t=geI~8&yxvroyJB2_K9!$6Iy}#0_!o z_8b;xLmT{#Cs$EAEaL|6vOiNf2TQ_iOhsHtOA9;v@{%M2@rA~$gM#LlvH~BMu|#~~ zZDfrAyOmpS8gM6Ec+O;6Fo4;nQG(aXdVi&q1j(+iwv^>5zIxEiA@ZU@fPhfMUvT~^ z4b{~bISJOziVAyX6egpg9}(^dAjD*EKx!h&QrZ{7_^y%u=>9QpgCg4c-;DzO-Ckd|mxq_3Ye*)4&yucafqxA1=7=mN7$Oow04U&ne{ zX9Jzw)jsuVp1wby3qQGaJns?Yssq_>HXoAsn(f#%7U6WM|nz>M|Y3E_80 zr?oT~x+wghZ{`i&w5FOY*NxYYwG&291ZtaG@=Ra~LBsN2Akk&R2?PtcNKC&~l$LU5 zl^(0crtyY>1Wa7s0%MmPm6WWQ4C;_5%4xz)gvbEO*J^eLNbW7McRFiW&_~&(7QosJ zb*oDN^Gk1i54MI;D&5A%m57{+eNOnqacJhoLy^_{SE?@+ZNiy{FgibpTzUETl@a z5*AMHT*%AR+gG-b|0g-hY0@K{!o=BkLD1vk2_bHPgAH`mg$4B}erUb{`2w&D-PGC! zGu>j)2Dj_n75Td(#%Xg!9Z<&c9-$VPa0b}O$R!w%N zI?bj#EIi&XJbK?ZgH(Pg=?{&J1@(wwF}1$HyKNR}$#oO}PXgeCSR5BoAI>}9b7g0W zNk@>gaCH)LU_9^7g0LBNdPbL=UWSO-=kv~hI}2qwf0{wXNwtE3GDa<8!}Qmu4Gyi0qHY z?l`re9peF-(7U&n(G0cV_6wri;pF#MZE_Q{FCA&Dcm8AMttBNT2Yh0%rIx0|C0T*7 z?y|D7+fCn=97hjk3v}Zvt#q`+V2j`SQ*8632O&Qy1jQL*aFAIqQEF5$>)r1$bAs(3 ze6IOKvhgYcw=p7i4!?i@#)0?0pd%|JfUgEzkkBAK2|C6)`tK`UZ|4?~n^h#^?i8jc zNE#Yb1^I<;0u1S@ax3mWOe2os1B=#TL)+o`qbzTG9c0ITE?}e(K}M_BB0F_9vn8xH zy}?L>5Ps*>xGbc0_+&fQlB$kBj{$)n1d69CS_O&3er@?xZ1oD3%Sg7v09sUp{bEwL zM7-K)yW(9%!ZAB|iJ(}^N5gKjbvVNWlpb~BDbv&--&ymHVk>4GY;14hlWuugSu|U& zm4LulVvz4Pi42`S5hw(nKAYf79&4mCgUlp6JbYs&CZ(tLYfkr`qEF8zg>)`3cNbWj zINg)R6dUEiNUy>5=j%Sk^W|w5V+)4I1YLa2kLB5Txq53SqmP zub}JDef}~Dw0DxnGB*2D4CmHsv?uv@i#yu8Dzu>O6+FuVhq})9Ok)HJ6Y>xK#4x>R zmoFQ3+A+5A-xJ~T&?2OB3;!|`cn~6VewNX0e{yvLR^Vp%otBPHyetMy*Onwg?$VM) zz{oD(nQjWEG%24);lu^HWQ;co_>=F{Stmz}ht?uhsS>EH2|4Mo5!mAk?a{G?z|iEz zj`;^&Qdsb|hhdxVhebszqj>g8A*-zr$5r`63^H&1386I}5jKb2aG$><@2+zyuH=<| zI&)S2o!@9RGh1Y32qN>lzJiuAjiBJh;Y7pG1pF01GT|!lc9TRXd5ND^csy<5mb>+T zX_yd%8>w_`6M*YQW4%{Q14rn5l%g@z8Dh)SXkt29tb_4>-bV5Aoso_S9>>vBVOu0w zs0i>&pcaiAfzm4cB|bB&-ZeYFzPEpT%A~9u!W$!~xd+aMJyB=e%WpH?Of%psO=Zed zgqhG4$dDY0tBRR(kBVRR@616avuzBQUkUaQ85BAMFLyW>tX)1R4IWKD_ECmm9U@upwV7I)J8B+;Y_i6S%YUA%XnU5@+BM)(d@(8+3WCG zPI?0*p?V?@>rMiSWz0UNwwgSn0)3|d{Zpp%qC&l@Wiaf=)jd3W7nid#Jm<5rvN~i+ zp`SplO#Ip+ybKLesED+6AzRuy+{WPcQ{Cbt9;Fx<&K#|Ti(V4SEn12&@(T7XMN;dq|~9NPY*xwL7j!D@0C17{)6V(RssA+4f3jytf31Ol*c52h5e zWm+iH>};adOGW_b>+3NmQwp?|JtsF9b}qsZ(BZ{H5T^yHb+Q)lr>Cd84jFtKY~~Lr z|CaNfC&sdBo^CT<4Z*8u(;s|TO?=Kl7_xLH&cA9qzUNb%uUiT^8 z`1bQ5W=Mg+WvOf5u-td~SI9hcpTqsBbHE$JnBfgtVR1Ms2{Vm}39?lmwC=>wcRXWA zAE&V-M@0D^FzWcw?)AZiVxt}M#!04I=I9)|JV~Y@A##Mn#Upd3Y4j2Eq>=4-miAS0Ky>xlZ@(*ytWRRh7+V~Hmi1Z>HjZp=!Q^G+I|s=1*H-%@r1D=R%} z&>V1Qn{_rf_l5=~>t&*!A_eex_6#EbF7+^G_2|Y`N&m+Lb^$QgVh%0^8ySYd^Qz1HvVEL7a4P;jL=%%?mQ^bYt$>)^PQq(rP~VV%)TX00P0mz21$dL|)7;!Grkqn6y?-SDMcIJrpyz zDjZK1YbM~xPT|OiFeM*{-8OS$6Yef><%z-S%AcWn^(>fpMtObXtDSTumfx4#$>Uy)%^DIag zCJ}yfBI6mk?PlxxDWY#uq}uv@GEe+sXWJBH>bqj-u7P*=c)MWWw^UbqJ0?sFUY^J- zWC(3a;weFcJbC)QVCao3+oxSYV#lD#BCZ<>Af((!W(!GL&c5fJ&&V8ONi5{lvp*wQ z3e)QL4no>hzW&{kWO3->Y2F-IyBIPx?disxTE}R3RNl!GBq#kOQgHJn%N%4HFoqli z_OFB52FfEpSzh)gU5Y$2+N`fmS=s-Y#0~aoRlQvLb?=6IqvCL8qXoxcdOe{7s#gLY zzOma?_yrL+8NC#;mZbD8QOnS;$-<&{q^jLufWG$#JlfObn>P8tO7YxN$95QYU8l>5 z3@#c5{7AHxK3E7cabS-3trO&(O>n2X8^!DFjzy1$kB)w)$SuY#6W0^A@Ff4`w)?Z!~^BqS6QmTDDPgC%<+~a@F zp$Hs~wd}yD@LL0xZ$Om33*vnHtIJ=E#jSbWytTt$y-ii^d-v+zch?gvS3x*NqrPA) z^<}(={ADqBNv`WifWd3B9ec`iYPgl-Gx?se+#&lKgrcHiy9jEaA+BkJx`t#`EV@Y_ zk=>23hQ`Q4yL^0Lp0p=j5u+Ck5W=(&7)v=pMj~!>0pIqg*oqGDLP}S6FpMa-v^x+} z1?m;ihMyU4%J+rlyD^jPNV>v~wkJ-fv_CuW5T0@>_IjJsg~#t&*$356hS7j5PvsK> zbw#QYhhsj=(U^LL^f~~adC(BBBUSV67;6%%Ed!}4*NMX6TJRey1{cA`U;CUQ@T63y z;poxl?a{)anupmzlr(-!7#VVvI}Wk=B0s`-c-HD^@dCl@UFRwX?B9`2AgEl7n09SUrUhKBh?mleIxkufrdXbGZ;M4 zWxDUBX(o^U(5DyHE{=jOp$*@f3yh6fJ^%M3dz!65&*HSm+)2~26sX3$8A4;Zt+J45EekwEI*yn>(t^|VP6aAK{y>P?ww zs)nX25iJMoId%_g9GDTc8S&`8XFQ1{P%Cb(-U~-&$hY6aqJJ#Z#IKJwiZh|5rKc2L z$fm1yE06o!G?J1?r~WFmdpqC48oa33oiHIp$Ok@?Mc&3;Uojm1)jlGX`T8aKeU?K} zMT3)?Ox1in?_a`X+rDv$b7d&7Y748@d=5}w>+27D!35yaz~@hTutrC0i?uGBm%pkb_xsF{a^wnkU=eaa z8~f-_z2y}7<3@KtYUz``+@ZUasUi6QY|iDK2kTLBVc~4u$|-K*vtZE;+si+AtIerj zq7#@m{QZWr>;DQTn}EuSzTMdoyrLO~o>Kpgx#9}_V7X~+5&kFqBr2@#kPw~6F|(ElW;^k2C^HKIobjN3 z^mAh8*0Z31HJ-TSm=q>B`98Om#*YVH(^a02%8JY6yvmuCYdu$bacN-~C=lAt?~2^^ zvW4IQjf3bAE-kvSd4gv@ZrJe>;fa8NaG8bM6mNMR)~raW6g*SMF9^}~VhAt#L;;%E z|5{PKw~W1AL*t=X(GkHKF#USJR$-y!@wBurZ|-xh@7e>Hn_zOh-@b|fdc^|`n55mh z_rAX6RIP@}tp5@>e(uFNBlj)TjXKBh<9n+J4tO-R4f=AeT)B3|Isc(0YZ(yR75r|# z>QZ*L>Tkf5H{9+T;}0AJ*ajZEoR+RjyR2_}kX#nK7pM_nMa9K$W_3%YwBesi4G0l> z(H2#f>+uF~3HIRLnH#$nO}foJMReNn1&<4u#zz$pC3|8iZGvjPM7IgN_V7$eV)jo! ziI!B*0wZ@1R!;a6J<+iXh)zB0$UV?anyEZif7mY|8??8om$A%V2a!o-ARui1{ZhBl z6h%Pxycv?$u9Z4XM)8l-=+yS0vm<10W*_@RU`&oTpPhgE;zD|_ zbk|hl!#}fKeSA8!nT*fj`L$I26j$MEpMdUu9EG&CM+g;Oh_~1fehg{_$s4dRz6PRm zT21eaV$dk5U;;5(1_wo1Y>}UzlBallrAKXOY0Is2a16ng27uH8rca;5{FX@Qic<2U zj3gASt&gz$Nz1S1L%W|WvYa(vfp}`nbz5mz(WuN~yUQi;jIsHm++2|q1!PT1*`9<; z!N6D>EXhZ`TUZ(c|UL2!lswS;jxQ-C$f~||=xsE8bgG|b==HJ14g#QH{?+77wM1J&3Xx3)~7qQvx@tuSOq z`tvQoyxJWr3gH}u`g7ksBA0?Js_%woBw0KF8tDZ(h>sjsGn|jSga*ANu-1N7I;!f+ z68px6&--CdcZr`b#=ooc?Gmt2x zp7z1I;o%3emM729hOR^c-nzd9#By6Avv@J~ej22|L$yCl)fJ5dy~Rt8ct1i(2^e~8 z8ZYv{XF3_}iKBEMa#{xl(3f@+d`XxLO>(s=lo)lBJH%L{xN{4AA*AK_3$X1j@sxSo z!=k+ul>bhsWP6ON!R!{U8Y5W|!TF_U>eVUK|C-h*?2!V}FZ8vB*ib-teq!kpX2hw1 z60B&=#!}+6sNXVyY5Z4S1gIZgVYut8o`G&!ECXu@iMxMWJ7~idRVezi6ff19ej$uo z@PY&YO?SS8MizYyb%nMl^)A>wYTtQa@l;3x(Jr6)qMtAImqIS@7k!MJ$AbHD?R$&V zfqFzyY&+Y>b#V%#uh;h4VtI^+@}+=A%b;B^aqrv3cAwR>nUrD>2&b$VZ1d;gcss9E zprhIA*7T<|?r4W=J769?0&kb<4j9T{ukDTt4x1-u)(pccyY-UBMi~7Bj%ErgX;QLW zrdAw$6D;aCl4joyCms^xYuqa>)uC;yV^V@2T#hETriNLhEkXfIv10A^Q=B+sLGn#h zgu=8Y!etmGX(Q)QBlzWf!<8|_+29!3wbGIIB_Oxt08$|*?$q^w7|=?6`7~1{k!Iwd zlVPOSVGMm5(38Du5%G%)A6^ABUsWcz@9{g=areUf_q8YMpaIUCfdw9&6@yyIUrCg0 z=8GU{V43j6{M(<^IagFu;l+E?61S3Y~D9;c)=ByP(W(wkVb)} zL!?1c>5^Qe8>Eqj1wj;%ZX_k8yAh;ALK>x8QV{$N>f`78*6}`nc|6=Z_dPS$TzOvS zu!f9g);J2h_DE*K+FM;&X*sMmi|uJ68Z1%wFjcxOy?;j>PfA*a6H~gDkb%4W`ZaCp zV&}-R_vEX~8GNQvouImV;h8lkya3&|tV! zg7yS6Z%PRx9d`R2hP0#}NgM_l93087O)(M-6sYkjyx;Y1>gf%9`(7(hVRWIS(Q7fZ z()y@zvo}lTZBJql%llA~6AB7JSH+VUOZ5^e3L#Iz?^QPbqAbA%+tcmkcVq+Zg*(hR zXfq|E1Pd&6)i|`A#vH|Ss<~;u5lgGgb)u2ei_y@5+tU@zMZUy&?^RgK!Q?avrJGrg zyhAvw=yjhvzad#WKfuX8G`2TFckg(IC$UFg!vttH`meY{y3TAtiSbLL7k}LiSJQ}R zni@oMcoZC5OO1^p7K!}!1_$7dygZe_M+$P|^g6NA%;6up8bz6>YTYGXUhbPlu?`56 zW&(F`QGcxfMH(`2gr_h$7tdWMnff+4dB&kP7H|Vg9=6FTD|hWDuPAl68^nr`BDL}g zbfb^je&<#~LMVk?^0H6P-1pkuFP8mLB@Wtq%{OFdczG+2l=$blY+Gyt+4bb`ACr&H zx^9n)TVc$?EiJ@-v$Y(bk&9Ju)M-xT*ph;7UPX%YrWZuQu z7tjubXd7wHN#R(v8R^b+0gmS+Zu50gsQ@Cy`N^!!XRl(C3%%Oi%`Z?#Cox_f9b_t- z$0O#h8<;^vX|77d5)acF#0?prl(e|HhtZq#QPJ(SL=EybjT-oVRkCGw#Oc{I^-r$l_%doM(qRQ)UE|g=SIxLipyf}G{ERA_?3;&;LaIK! zK_Mib*FW1uL#Dw=zUv*gWbH6#ZJT|!Ce`32M9FZl-LW=T?^5K8rMG;5ECc|Z zc>T&J^5QaGZ-QQNk@U7=(BX|d`qcBIWkc+3U*8F-Uo*B7Tr#3;+0w%!rRbQX_v}{a z*K2XTpCvRjevu?}zI<#Sf^e;(wIItAJfXk)LcZq2?CB9bP8=`GWLD)tns55Ytf;ou zJF*M)ENTl8iM)%GVFV66-LH+Rrxvp0-lQArtM4=40jTP*;zsLVmn87RJKj-ykZbLLm-I*pR!3km`NV zrR^s1ux=Ok<=x(iy5Qhp$?K1Tce%Qr1ib?HpBbxkn{EOWSQbWm;w58{(c}=H(r7d$ z?S;sGw$BV*hcSOXRrLnPeFFDUx26ww=Lg}EqHOeOLw9Z*8Oz{HxN>(5ar6rFU`oDS zp;`Z?jM+4q<-`4PE7<|ZY(fegO{SMj6NVsph$k`ReBL zRB*23p5`rc(J>d_^COa)&4KBRr|&g6@6>B=dxKKo(0RyC-E@OnYbgs(8m4+1K3kJ* z+h^aS<+z0u!Kb4gna|t2sPFp4$VAfU_Bq_YQkk$0;3!|uq+jPRoTI(%zvr`9YYtd4 zR$6CI=5AEa2yuR55^!;TFRDF^gE3znK;xasEbqkQs+?0*WM=reqZreW6Eeoitp(Fb z16ACGHinhLj(3^?VemsETjC8of7%CY{iWuEcJ5C>NOV49|7!xM~i8&L85Im-SZ8dy)2 zUNa6#m1)KD97xX@%u(_U`FtbXv|pl9?wwmE;+6{G>Y~B@$0IMb2RY(J%*_~ge)Q)K znr*RwGWa@Sz;#m6QB2xA5oF~S-jm{ikwo67vmJ%HVIP|4<>2HKv8rF_*7bTQn}UP2uv2?#Q{*DyD>l`5@Kk01fR)kMn9<1%tw&L)OdHG+falL)?p0 z@7prRYiPJ9ACc};PN!=s7J?2m6~eps-OVG`ONy7n05j|`8&U4c^fK&Uab;J>zFxR z$D9L~xh#*TTLK4qcr;sa-&DH|k8SLw3c&Q$I?9$L2=XOuX9fhIcaHjXfA|SU+Q4KC z5M7M<1>qSI0-9>hZFS&0#6DHjc)6(39gP%vI~(+BS4DlwikRh%c1rYTdO586AN+oT zj!ObFA{)wLZFk}^P-O|*)1U}V;7OiG-&jsjf3I(i+H&Nb1RGL55}lx z%l{<60i8iNPrQTAyg*rbID-4NEr=)YqSJ^J9rnQP*P0E54^5nD;>f7*zqTgZ!7IBe zwoMM*oqe;std-mHi+wN3m_H}nQhRt)TH~`xi8QXUn#&UO{^5d!hI6}WjL7Rz*O*(&0Z;PCgA?&n~cqlAy>7a7w4P|)dWQoT6 zgH)=Eh4v36x#^@p#v7LUCUJRh?#O97qT+K``uzC;u?Ri(NcE2&4x1fe#$oY&X8lIP z9bt@Vn%1BBSh2h{9z(QTw$Z9_sS94<*Ecq=1ixWvHK1cO@$R%Qx|uMs0&{@&(HM>2 z!I1Rk?4su1i(kaxo`tf;^X86fXo+2%nYXn?#R6xmDZ@+abTzHf(@Lp+*1)8#@WR2F z%)PfC$hhYz=$AlUH!8Z#rnz}OK&#rr zdljKn9yp#yI|O!u$nS2-9UV}aUK!oNty6khqfZR;(>0L7r*`9?ZpI2nNCrX)5aPJ_ zYdxG63q?XbGYf^~3nL0gQV~z(i*$L9#$u1(ndmP*vz}-}83(p5JGBOr7(mU(@~_nj z3YPkKWw1XMwrf*k*e?3=%VJ-`-E%~(&KBny5rfVIre5=N%B{&J$^olMJhMg-{=0}x z;n3>`qR>N=_5e#2$8rzpbG8h-SfYN;d#Fq` zw-smTG6k78VffZlQYKwO4k%Dm4Wr*#Qth6{-+$%LgWKQz_=J{mU}!d*?^xJ(v;lvkX-j8n@65X7G@Gr;gqnYqd(M-z;N4;f7~t3E=RSCK-^vCkMU>+IT!MSBf zri#{MF)i5T>P~l3FU}VyBFPt}R9>fMo(+)OF_StRo2Rwb=#-~hIdQpIOcSeae7=Sw z_i3sEb4V}SQ6B3qT$E~KyqNOE$H_sN^ZK2DfaXhd9DOQxJz~>AcW2OdVmPyzolRb0 z2u}4=xf+$1Vq18yINlz;uN@E7wr9OmqxH=#$$8sgLVg$L$Lr*#8ree|4dbt3V=(~B z^BG3HWw{yWMUhRO#(T{$Og7N*HUn{cNpb7OEs7yE^;}*%bn|3KjJ%kQR8DvD`^!iC z>Dxc@s%@Kop7jpyef~t$0{0u$fw*&z0G=X|%J(#QKIPLNH1cDUKc6kim=JN}d`-OU zB4?oMNaHwHpO`?X222!b@fS~_uByN|)X~@7Ul0^7d>Qnt=iz0g(oKb*$3G{Cx)CGw zR?7C0z{dhN)KKPFBaYL=3l87ZRgEj1DyDOHpB;J&-yx5SM!Z)Gk;U#8rF>LFMY^6W zda9s5(?k~|RbpA=<|y3~6qWH4U%SSrskm|_CHRw@dW}x=L2-TW&jI#dCJDu9Ayf*> zDp$#KP+c2Q*m-qH&XTR_(KoR+nvmcj3OQYE8dZhD`MJ}R}F=9>hm^|1m2$^q*cIEI09q;l0M@mP35qfLTx(@*CGza6=+ z7L$0zm-D}jx{oF#BdwUr$xwQTZVbQW$!4O(maFt@0!xtXLR z!4{tZb4(-mI(-_*btZmtk)6h_fWml@Q2W+A_69rGj|qAHgodkCmD|L(R{U&bTZ-$Q`R)g~-I%jD*NLy_&%X#$heNOS zi1BXk_wvM?Balj)f6CpOC&0~ZUh@ooLw0f-v$}oep&L5hunk6z-vy^@;~fs%`9Y$b zcR4xARZ}+Ch@{JuXKus?p9u5Zek96cInKs@8=O_n%haHY^P}PGJ&3Kf1pGUPJfjb* zj4T%&)(klPKdrP$OnNOq)Jt?Vm`u@$4g++w9z)2GLxn0?=~SE#6aNQ3b`sP3Mfm_{ z6FdB1ph8grTc{Y^(b?YjNHlm^P>}OSEeWm2ojcD#?}!KYp1%WBnHGAw@{3S+OUUhHA}FiRK4B!SveM~%7WSaxMv}s&pq3Vsbn!C?{k!*W&&RP8sNS2E_IB@_@?AsG zKlF@K7-H9Vo7N&)$st}%TH{^bHQ|0lTB4?d|Bwg&PWTekZM;7tW~7`I-3%Y|gzTEE zn|_4gi&9RB9fjT=aoh|n4Zw|hTaHnl#Y`r$ZqLnP3{TVZnoLO5&i0qq_n_!Vx!Xwc z%Ct3rR?4t>iJJYaH{|BfYM82AJ!asIc0cRl{r1e=H;>u|HzzjJkntmR)$<|r9E}P; zy?ajP+w~266v;)%>Yl7|6#K4kS4%GL%+?i+0Z>3_e!O3;P0wtD&ZAsg!ZCkxE*k+R z6V?m0PfRWNdlG)X9QHphno2{|;=H0e`?F)_$Ob(a&xWXM*h#rd>LT%JOTDzFWPDf5 zi%>dzuYW_?;R`umoQxs3g+03X`I}A4mwkM{q1t6rZx@eP$*BSjZ z_s$MC^1TL;ub+k%tE}lcIcaV#9?M|HlDc*bwfap-lo^c=YRq3QFvZxJ=5pIS+j6N) z{X9_ZQs0D~E^{k3goUN_klE?9d z8KR;xjiMIK!4Avi!J^2ha@#d{oO~U$9OJB3+EKc|&1{S@7~Znh`Bm9t+1j_~CAj}Q z-GBA94aWr(WV5MH8+oyOZdgpVNx|IHan)Tfk4OMWLS&0#;@hgE$}r|bpw0#avXsU2 zR#vqmL^fnis+z^FhoPD;zu*&dAfIHcxbH29p8|3}h-6m*0Qj%3lX}MGJw?@pXmj>b zYcN|RDhwWn>b{W?|FAOe`^(=dHwA;`rkc^__&pjJpFp+ri)c>YF%v00#Zi|C^@0ue zA79#r@_GO`t?rq1hWy)ty^WZOixrCql5_jHpA?f-&)(Z9xW0RfKl`z_!}oY+n43Ve zMCID?&eSz|@z!tncS7FQeF{4LF0~^|vdte294-fF8(jaToIBTpHoWw4Sdef z&GuUQNzEj&)E(MA))vHpovmUIpvr?M$y7W$p6bsq>rbS${amPnotWa|+9I?z49Ltd ze6CGbSaRnP(F;TE#BeW9sDnN%*C*VpTAcsj!A&7hN^Lb(m>(tj7{NEioIG{6qo#p> zYBhD5uCVB_J86{zG9q&)qx9oVFXje^gGT%L=Cc*i$(ol`B3QmQGkM7QcXFfYr1>}v z4&^Tgl?56kL=4SrJW7yxf=l8{1Fzd5<=cp^mHdJ)q6YIi_VwWUqPmZE)uI{9@?)Vt zwWB5oujK3+L{!MhnIrOO5^2f7%X_4p)X%4)Lbz!;?u`K$ZW$pKAqh`GYZ_Uqml>D$ zY3n&d<;wCIP+G^1JuYBYV3UO?kQ;2oFQ{?wQ$SIWPp~XAl4*bYzA13y^ZPiM$>>+z}*+`jv9$ z@kJAn>4_=M8Xj7zL zj=`z$isS2+t(r=*kOIZdN=qqGcn1H9#jz{>SWVvyh|yqF4t*xnc2CSoWyh&;3HXxq z&Ce0MHt8RXFN9ho#qyrBG<5^H;hd*YTwR zDEr5xeH8$B-caOgJ&&m)8FF?cXtPHnVkZB732Qnbv?U{X>4E=Z}(Book09U`R+ITAl?d*G@~1(jAN;7t?01e56Iju|=q78B{zN81z6EC-k977}F2<@t<^K}Kph z%SG>D@1bY&(9z9%J&C5jcOBAqJCFJ?f|rl>n{w7m8knW>qrwmSI-@yC)|8^pe^TH7 zwPeohR8mlomiK{F4;;$^>+-3`hmxY_TwOV!kMt9XuuiO@QN%2X)stJH?HQK3Wzp7- zq>otc`KWk3;6W86jwVR9;j%N+K4P0j!Zp+T5^$gq+Ra7Fb&uaYDegMC43$v)RD3Xhl( zMZ>G|V9h%_3_|v}_m`l}|Kx0}TrN6jFz8Z|t1C9YVB_TLo!;;FyW;nqkp4CvbK>1g zYlBjp4W>HJqY&eR+_$uxoSahb=~YqeQ31HIZe8#4r-QQy0z?yb->-iBJR2CCA2#>( zR#(><*Wy(_NGgS)C!Etp(c_57-HVUWhK2or6`=&KF{+ddeKwH2wzZ1 ztI+-hD8~UH`bXJBp2K{}U?hXBJ$cM^w}|h!q0g<_+*=O)Q{!m8k2|qML+0FGw%Xll zn7TA7tmBy8O;R3%?`7eN!VK9bxYaP8wq0})eH+IR5i=WP?Yz7~_MFJ=20(SrdpSPO z@|RUKe`j^yx$b+jnLoD~&0Z-@bHrut#zBTo`G@M|rYa$qE$AcBO^&1e?=Lu7>YXL$ zAwLH2)v`suPr{qcm-Z1+Z65~12}Ge@n){kmZx4ztjie7QlmJ?8MgU~ve%=!MdB723 z)1BHgsQbe~V0zB?(clisFz?~)90_n0m@k%e*9F9%5!B`wgu-^GY%^lcYU>|H^Yr<= zOtn)7wf|h^a6>C$x#;ImzZW7$$uT1zIF?Mrm+sEQlUKo!vl<$m*OU@K%GEsR6?-b~ z3C4&EXgDa4O zK@p}Aq4zPv;t<7;oo!}n9JfKH+q{PR1z?bhTG^UwJWt=9+$RNBYZlSKT;qBxNGU0oQ96B&yeOdgQK335)%`%p0@Pd6I&m9u0AdWW*hjhLQ9 zJ?`#OL%uFAHv_?smquwfD_4Oc+oxE}^b!Xe!Buopg!0Y!Agp-?D zJu#}Hzhva1=b(Pko3i3~WM@rV=zWeD*<-tPYO%}t5oOWp_2BbwR@u#-RiD)C$;Kcw z3-L6cq~^q&{m4J#T+AtT`z0`_N|>##(>Ds5zujr}cCr|?*P?u$x=MhRMuGdU$$qyJtq`=ubBRW(Zo~~}N7I|S$OpMy6M6r7jza2ySMkr$Gk2{cgRz;N+$F@=+Tqncz9KD90hFZvUFbd&{8 zVuP#e(@X@u#Gb=YEMjHzQY8gX6_#q1$ z$;rv9=Tv;0Evu1u0lUME0L5v2%{Xv=@Y^@j`!H`*0~AeB2J03D+;50??!wa3d!eWIJnq$`?exOxq@t}U$YXTc-fSg)1MiGF~CBR z;xU(a$KlhRmaurWOMDQTn?fV{e+_5J@@wR)GDzYD(L-RLy2$$2ky|yH%Lf8MfBN;~uUyVqiw*(>R*4}v zjXGPBFMDy0A9~h2DJD+LNda}G%F*@vWEPR2_av>~>^+qgW&am0XKS@N{u?O&i46VF zAUxI4l+TNPIhIm*&=ptxSU9r4pMMGIAsx<1L7G@f^_|ocR=F^Y4p@q&| zm5+xRvwgzZ&s;waLt6|BL~W4cyrS02Oc@2013P;#w58oP;_)gKT5swcrGz}@-tQAN z&mVTw*mnx)5g=Hro_PiFya+-e z5H}5i@3i2T`iW)9M0!qbAG;As=bL5d)T;A#$6GWSQ`FYJ-I!qrH^Bw%-Z3Ls%`(g1 zjrNoU(N*Xk=NrIO2Hx^t1xEtt6#nur#UOM!7|6mPG1?$h1Y$!vod#d+8?EiY5yclr zH4iB6j(Z+c5EKMM&0erniSjuDGg{@e&yKfBRd;F2w^7)|edKj*dvq+LeG;BqezOR_ z+;P*Qy(mF$VF80E@RbX&crmfq^sBZELzA?BslL=ucNcG+_o>@U$jvsyNu%$vTN(c0b?A zwoqzD1w_J4yn^te7ugIbI3NP}1RSQd`e1Coztf}H9rdV{R(Y$zba_T!#GEBz(}vZM{2FTdoZ1rBjRTp^x6HX3M`t zeth{EWVBOzm(M2bs%)cV|?B3kLQ-I!=>eGzs zf5eg<%h63oipyj|CmvaSm3IV^f%Z}i2mfK()H(^x7J4ruW<#u~MW?=s*~2!w-QGc6 zl|@{P*!{(uS29#X2i)XszNDh?9Lt^^!fNK42;;QV-Pjix{Cj%i zjtmSw7(q|qo6lzg`o4~Q|1J+bLE6qwr_#%jW73)_5$VGc7e-;V4Y z9Y5s=IbKS9OaDRw!Pocvs}A-o5#ji|KnKqfyn6%lgj%c9UPG#EQO(SJ=7I#9Bhf}#|?B~ z_Z>db0a6Z6x4PpHcjgm{Z&6;imh#xXr-kyg{+fT`sUJXN^ht+abB}Xgd$fWVXyZL^ z*R~WVieH-8kb;`gOnbA4o}gDpi8+)6P_)sX#o%I~_}*oqoPrJVedt`mYXk{wo%-Vg zGZ3jOa6RgJPpuOxTmPi^D;SrtE;4|o0suk{r);W_Ov=du29;Kyb)}`HL8;~YYakGm z?+qI3wgKeYD-lSK`{x1;v^Uo~tP5w@Wz!n~2SqI{(&nWw&-xu{6@y0|0s{DNU@;!l zzXkJ3t~ve1JY8iKNmEQR3kB zzP%dw5!n2MYL&(D;P-&(BQy(r-8Gajx$a1TfTe+)in$b}e2r{06mAR{5rv7Kj0(ey zn1TI0feuiUz!s14;s>%uU%K4iaN;cZ0|TEL)t^^O^!u1T{(;YIF}gz6rfr(J+)2ig z(`f8HB(%`oU!?y7{~Pz!ruWgcgu%-n?tA`QfrohLMdiYWbYd$X%j#JG&xTCr@B{w- z-y*_FgbsRHa5BrLc5|fG3q-#UT?wYijl0Oo6Y3Ein+|NyXJ=`bVodes3 z_iN%y$n**dzR#*?PjUu>;?uo~j#dSJ$L=vtnj|==8Tsk`Kpk33)r$O6haGtShY2Y% z5aZ!oONPBT1*3^V@){>4oY0R-j#m=kFCXbwu9Vc-q8-J|=vZ`z-z{OdiRR8%7m4m> zmC4a0uC8Lm-d;VTB1*v81U4H7O(%90(Ph^*-qX`ldDUP|!=>P_=SasGYvH8#Z?{m_ z(ATF@?9hyMrI3kewH`|2al6vU!0P4S2bzfh?AHo8j*-+mXF7;mPi<|ROZQ^z1O1i?YMW<+FrX^q?;fn&jE28<%ncuTqMPmQ_MfMuqY9s~fjS)BCL>q$)- zzOLU^3@D_%=B@-fFCFGUmlME_LrwfoqP_9E`*wy@u6@szHeFdYFIq#E-7FdSy>rUC z(3psbxrkS|S@8?u0beTXpVV4us0fe)`^p6AUfj5T?nUIsO}?^1rc3lXadG=<)v-dr zF=U+#0E9MIyKrS1X$a9tr?m9j;`gqd6(%t!2O-dIm$ZRbBn!dZd7d<3_(j0X^|ik_ zJ+rJc>lZ5D2H*b-Cp~-W>;b^kd|SCBG}fDo`1Aeo(_I=vtp~=xxAwr>RU&PS^ryjF(_BLaK(_Hw<3fr%PvA|3N*sjnC*QM7I6714v&fb zEh>z8{K_Jootb39EdhR{8oIz$zD?SaSTQr>QhwxdC9pJ2Fo5kLgivS@K9#5t0V1Uf z_3-+=fmi-Z3^zJyxzLd-k)=5nPRvhZHc^(<#l0QD-$pW6x&^>$jperQ;l3)Xec8~U zcdz=ua-py9CmMtufec0PvESp^mE(TqLHXxRfH>kfF=z4o+Gy{|V~uBWJR(kXjAVzu z1@4a{@o!^*{==iiFYnoLdWOs0Uu(*Gv#Z$L;oIAGEe-Hn>1G{2jNR`e_hii^Q9#Pu(m^WVVt z!asMxB8n{m3*iAnZry{#KVpewy~Ds{a=Y5Df$8tqd8aVghr1`ph*>CP z^_rMIL;wo0Ml-tdQRco>S_3dvoB$0??|1dC$>12(jyc&gMu*U7dZlZAzjQ1KLNlD- zT)l)rJUv}0X&|U<@E(p^IM4(!!Dl(|SwR4ME$%(r9VwE1hKLKSfKrWt9*@xqe1q3O z)*dpWf4FPT8XiqlR2B{|8T@@F1<;x9pa;;)8KSpnK=x8Vzv~B|^JAqhsp%@) zqzd!FRR6@B*&cX3;Ag=TF?A0^puc{_`nn=)zqD2mtZDjfI$-hQv4akA`CKqKneOqs z88IZ2QFDRA@)#4)hAA>=(?5{tK*+U?kTdM`VxW$i@p{*1b~ zc6D?p(4@pHM^}iu;GSJ@otWq75|?O7NvqwxNgq{~ervIP31Fu7C1R)lC`q821O4db z;=cp(jH|Ahx|XdLX%!ogjG=%OL;VsVei;h8!2if~+nRKoEWIN)QVtpFS$29>F=fL6 zX*q(t`Zo8o#3UlpG~z-5mLLXOzX5r6KauA|MIOEd4&NH#-u#}&Uu#? z!NaSD-DjW{r3V#XYljPyK&-Bbq0yR#WHNK0`K=(7=;c1SSuc5KT7EeXpjpu7pbP3# zCtQAB_$E49P~_PJ{65; z?-T0go&lOEB7{L25XRqPCj?-xXEz`N50#aR8=v;ZUNd6^5gr3*u`qA@&JHn>Z&yG| zzXJi+DUTNeb{>DZTdNSHzfa?Rk`hw-_I)V$v$iLZz>rNN>|X z1hm!F$6SCX=QR|<96spP9ib6~7n&60k%Vwf#v7r8JYI9Wo_%N~`3*4rsUHoZ`<2WB zU@c6r1HKv3Ru%MWI6RYv777;QH#yrcIP!7#^`yu&&?hd*+(0i^_fZL*c0aIA$h|!R`dF*_hAK8BUWSFzvI1A8 zqx-{5r_vJeAHF`&zSA0{%cWGf_9-~h+WcNVv3QYzD2ShBp|GmFmag~<0)*z! z(zD-M6qt#3lIhYfh|)F- z2%qCx>o>teIJ0C|lRbN?b4gkbMQf@1_U+rj%_w5IXakwdb|p`ocQFI|j3)OxB(bsy zF)8oz$wkM~mCW z#KRlXDot&Jfp`ei5g+8?%@E$IWvPgSkFgW~qAOr^G=bs{@+uphC2=(LWN%kYT9Jyd z%ya)wZwrv(i_y-_*1G}znS0#M9b>_EyU`R7Z3&j`#n~=N*DaaB+x%f8lak?UQW4W% zvm@O;ftEfMKJ1Zsy)m6BZxJl0E2tk^qF>p9a=k zBceeJ_81fm-BCn}C&>{(FG%pq(^SJrGs7c}*KTH6evy&rRtIEodsUmQ+cdP_1f^BF zpc`t0onDx<9Ox~L0L>dGAKt!bQDXT8v?=R^XQryPk{wNO)cAMhkJcd9rgoel$9x)c_$V560x}0}K z#(J^KrWF)W2PNg+?d9j{dQ5*zD!<;|bi^R{>AGLUm2WzA1(gm&;X@a3 zaz|?i^XvhKbAkkmbgNNg5Ut5iXfWk(!lB1eT{LP?6+*x?c#jmxk##FlkIKU32B{~j6ZqrmoOf_39HdRo^ifrWEVd?H5GP1x3#BNJS?;rSDZS3I)W^cc7Ck8* zs&V}K1;m)B&ZrpGv2n~5{479-S-K*nSd$wIYNUTOA~^N_;a5=~>nHg=$G_7TtEF9# zF8oOglQ82nX@whsu1OEjHR<@`+jAL~P8$V=PRa0e;!pEH14yw9qr&jicrvl~W z!IQy&kz_7{DlsN8G5iZ}(yNyAnB)E8&EYCb;}F!oX|V1KUCx*hG))pv_fpxp`?%z` z1Qjq1g1g6=%my!^uctlC`LYQ+!(O9)Tn`S7q7YPdKG~UFTMV461eo$}N9IBgi|Egt zi${O8(v?5P%n$ek)$E22UjF@`>2$Op-*Ht{S<6@)*yA2kGP2?9TBX$rL2vP~>yK#y zY29W}mXlIsgVZFeo;9jyMZa_0=@VlfdC^uK)#d-U>j~eWp6SBXT%!A4cxJ2&e-rx%ZpeZNWNi!W8?IulA}oKGc)%75!rWFRJz8=6FaS^t zJfMZDNoK8W->0XzPx^|}OXU(|Z>K#xo~@ZQBEF+^XUkxVHhKj-Mo%yh z`ok#FvI21zOT@1r_`q}tSLk0T^;;hOuH>Fyh+c=~HTa#M_g3y*1Mq+5yn=ILD z;#mX?R3D)2AqJm$wm*P~yuWKT)kb&;X9BFJ*~}Kz+xj2Z!K(q<D%#HgEIe{g(Mk2fuI^i4v~GtU(*-`DFK8_rD{XlML`9=G(Yf4$3) z-5z+j?jGK0LeA~`GT|Ai=6ky%${U)GP~Fw#N+IWUVdGyUrN2F)OHAOwc`hzx2W#I8 z+0vZ);@YL_m4UJl`1+#zsWE&&X+@N2M=nd@!?C=pYu)@o!vWjdPqlpwk7io5-L%@! z&|qQ^bUZ%@v?^RoPj7laUthnDr(yn@xMH)E0NU@r(3BosAJKoa!P_)@memfUf&BeV zOE=NO*f492Lt10_+;kc=ApSCFPYC+^??x~f4T=<~VZ`~-5f!gvj zNeR5sG(3aQKYztRLxUnD7Z{CTSD*6x`Sj;_2RQiK846P=&L59MgJ^O@X&Y|+c{Lmz zy=j;FW1rT_!H=o!?QJ_44(9)P5#DLD!Sg!&)~ARr>4946LoS{QGO;gyHcIFkOig#Y)qLup{#|ELgb$yd{o23f|L;$JE!_m1U43^lF{NDUoOkRmFlkWhk6P~>+8K{K7kuIj{g5VZpfH9h(8>c z;!J`A#T4%oi*dO1cY9xz%DFZzP^QC0}kAhHM9hC{t#M z(CQ(-w7~yX21O!<$Gt?22Kl{LEh~6pc#=UhX3qC@Y8d|$vPgD6nw;TXnl9YmODm}g z5yuILr~P4M^7uc|vMKf3J@-N!un*L3u*;Eq(x9du3pU{Xmi3Tezsh4)e8EDnM1x=0 zPt4pl2Td(!yl8Kt97g&;k}+lt$EOS`k^!}Xx;?jH#-dY&=5$BZQ~;&hEF!^RloD5 zWw-WaNx1|%@9_8(Y2W4ZN8qFe^Cw7r zk5>uROquOr7R^AMUV{IEeP&Dh?$@K%TN*yF{;T z!`4jc$N*(KRDAC-SI)Bl`1}d($VrFs*hz{rb^lAtk#}<3tZzT1p)8u5cRGys{fuw_ zClEXhE#UIzt|FasnP1H%o}A@;s~2BGlySuSLOw0}{CZRGA6;q8Su4nOeK)S7$P}zC|K*9i2*16~V?ecQI-CgiwgCCo)oL<}1hm zno~zcoP2Bd-N^R{p7` zmexe?nIMou%1RJR8zK(8;(xTzz^M8LUZ8dy1}M{l_{gA? z>Q}IBDFG^+(ZEN*KDv@P`w#1Wm>)UD=0=j8&iewLW3>XB=Ce`b$ph$NB6x# zdJ{26+F6A2&Zg(i>HgP`zzLU^EMyoEEaLhakV>;aaIcP^mbcMN4|9W@<7k9kt0yN|?n*ck2~1Ixp8@a+@ixqPBdhd-v`klai8nA!oLX6b0lRaO7ne%7s+D z-g#&H?74MO-E%!D<>GAx?s%^-=YM9WB?POZIXQ`nBV&#Us1yD}vTGjH0rCFKixhw6 zcnmCo`O-3<{pd263Snf=D$qktvha{E@ztJiWD~wtUUG(ywhQSk?$FfLMuU9yf#C;S zjO#j#42k@!I_(C(! zJ=IOh+tjQSdXB?g5i@e zuy57WZtW2cIwe@us{4F=EfPSx!V^xpH6uxx|n?K+Q?6i zn&IIa;;7vomhJ_3G-0=70p=7J+#|H;;a8*QYB1u3Kpjd^{H` zCk&=5tGt>KIbT+D47#HYdQUDi&Fq*m;}R1S&Dizp4yAo;#|w3o*tCkD;BhE;rlBY( zLNbnfN!9Vx?h?D5+<)X|?b$8pCbliPcz#LHSE%s*IsUHHGaT+mHv`hM7OALk;J>E@ z{G||*Js-n3cemApAJ#%bLIM4Pv`|En8p%Y+Z-WwYyPId00blR|PCK*-$*p~C(x$tK;c)!|9>Z%d-Otz47=1KX^sI4#r9?eE&-XTzV(t6c>V9sXtEXfh z7(YHfZu|X5gXX)f{I@K0-vzj3=`!nuDT#L-eBLHnbTYq> z?-Pxx8ZAZopoM}Hj5v7K<2s`oavqMN=;`DBP)~D{4@H~VP|?; z)8t*Nd1jH9HLc~#fp|W8Jb&|O!Kn0~+U;xkmjIU7d+sU)|sv5fKroD<5{G%T$Otbmy}p z_CAkCAnl%1Sg1r@w&;4ff4FbOPe&#z#g^~`f&W8w+jaV=<;_zmT_5f@C>es+cC$W` z@DTnnosh~BXS=Ax&9$mA?1UdpG_VSD<)fh-x4OfJahB`$3BXC278VlHT(j<(8M90B z6tN2F3-tH@&siQC0($4#8^cS*2w!m*uc{jh>buwx_433yb<% z@@N4m8uovl8s6j>dKbLt@%SwJ(P@J7PPftpX<#i?Kzysk;*Q5a^5Cyba(=j8SouQw z-I|Aip1FCh-J8h&jew)uqFWz|TDujG9Y{0u;JM@(@Gsxl<6_+S8)l@U_Y^Bq_IX?5 zK@H)l$I6E^SX+ zO%}F(k7J5Q9ZqA0r!7GAZ$AI6Da8LCn^A;d0Ls8|Kt%Jrr)l?*@roM}R&W}-&WCTG z?+JgndCmh~wG!ec{{I;il#+t^ela?crz3kL1w81g`3UOjPWDI|vll8~1ONN}{}Thj z^S}ygNx3*UT^Yhq^Rr%mI%Y+&d4xqXvS zO`FN}zBQa6;A3~Yeei$A{`*fJlpjLoT5QSfVNv|y(SceKa?>?(5k)WuB^36*Y5!UC z$qFD*$gnj{y0aYT9p|Lu4asvWTU%S&lMDxEV`j5B^VNLO+}9Qat{}S?Zg$l*=1u<@ZlKqfE*s ztNx$z&cqSQ_3h);5vNc_l%*`AsKgk%pLH}7V~s4?k8NyG*$RVDjD1UE%94FIWl2M$ z9A#-Hj5U*?bHbpIZ6+k|-8sGIJ-zRr@XjCb%=6sOeP7r2^S$rqy1=I=wl=kwSM2Lj z;j<Utiyh)T_e?sv&78SLUB7|9wCPE&_H+MDRT`MCQbce7SJwD1v%n zU%($NqV76qoNfWU9= zRDDc4(Xz^MIcyT2I7dbf14O}XM`CFj?03O)g!WV7UbE5=QUx2wFRgA-l9m#~nyH-+cd+Z}}aK}d(3^MaOUwYb=o8`AUnVa`3wH`kM_$d{hooKj= zHR9vY?Mrd*c9d7c<8+Wn`XzVIiIV9_p!dtb$n~vj)fs*Ud554eqESJ?h97pPdLq~V zxOeX!qabQ)US&()&+nrd$UQr_J<{xUwRgo$e104Jp-MJdKqs z=%*o@jzD%$NO|tg&s>E5mD*+lltplCdjdgbZpVGL4FvoBz^ni#%}vAmsontrI;CxG z+ga2Q{K-OHUCnP`I^|Jjw56bUkL?y9h-u)~&5_-&$T%b9 zx*CKegQr9mVG=J+3YA#P`#xlU5`@|dp=i$nNwp5fesimc{9pbSG`;<1UbFq((Q*Ov z^Yf(8P0$XK>%F#{8G=vAEkH&3;7=w*>AoKlbr*qz@zGe+uZBS6h8L(=Bh5xLZV?WH z;p&*?W%TQ2Rsm5k9rmKIUgs9HwIrrkGRPA9RfOKL;> z(}morzs;8J?a)WtA?zL{lHe+0GXFGMIN_>a z)y>^1?a_xj&7JxXUU_(221h2p1vf9|;jOqHSMkiMV8c055(8YcCw-kQy90_54gb zm-zhBQb1juiBY#_3XN|eLgbl`V7ATrN#YE4s!%w-$i}oRCefy4LXabdQ+!0>?2*=W z)kmiLGSEJk?`@tV-{49%bP$Rcxw7Gm|Bm85l_i2UTR}T1nyBen1s-$LD4P?q5XQ&6 zOKrhCBK6)v_b8ljG-{Yh*v!4sY;Ad`Omd>EkCd#EqTKbYUJ}Swr*SVm*_W-Yt;!Gi zr`YV2U9+!-_eOw_NLuX?tOQH4qRzLj89xv0JCS$bm~s!DeDQRXoLvL5CS*YjJwx@a;{)pww(@pPLb~zeut8ps zE;Z`r5AaN!+qwSY;Rxa*=pf?aJ!9}J*#9|L0Ly+~eNZL>D5cjktBvzvbZzbiR+?UEyvLw3u=y zT-FUZ&zdyK<7D}wh@s5&P#>c>{8P)1f*5Cb`1+i7<6e7~smLSivx2<*={%hmyJJhl zfgybp`H%4VOD;fUG7h*EBt}%ut!B_+rMBKPi8${Dtv1{wnZmY zZP1sa+Ul%kNJt3zIE;Jn^**O+MSy0-?U)prm{J0~kvCTFxd-u*pdv7)R&tC`&-K_g zWRGs3M^xyA()Cxu3Ry5=6TXtM$D@<-P&(|SMDdh&VcwVIomd4PJd1tpq;dWsoamEw z>wZ{{(K4=hF1=Y$f0W(=p;e$fuKLSmtzQvFAve_pHvMNQyBE0NT|!QwcWq=wmi}W+ zmZ4&UK@P40eqoBd-GlE5+uy}nsW-Bkg|j1vZ@m3<^bLVobHf>Zr?+a$1l}nB%R6}e zmX9=4WuQb&$mo}XX1}pCyC+u&Hf2`n;bSUY-hvcmrlVw=);ZzAcn5abU%o=enilVR zb-HIhspd@(5SJS&Q|#t3ic0IcTtNHwzswU8>%&uQ2Lh=EL$Zoae}juUfuQ2rcXGA< zt(-2D>&6>g0uo=OYF{VTEC}zle1QM+Z2lA%;$f=SRIreH)AJP7ZfyX#Q(LjQ!3GaZ z(sLJ@fn6JMHYbU-J5VOQY@#0vlysAQNq;AMM=Hd}Y!J!9x>H*c=Rj6&Fa{1?^hZ$# z2ZtT34l$;~kBTMXv?x@VfyM9`oqo2Qb z_T!4bffMmZ9pNi$m;B(WtCMLW|sWn)U`%bDM~g_t6x)} zspU^^@(0$4OX`E2r5x3AF~Y8m@RwT1OP+~?UVqtr|HPI~q{JF(a|1L!NT=8+%?Z>s z)AKem=w)btIJ!n6^=5W1x;c0I*gM&|n@1N-frXpaT4OGNYHYOTj9kajVBK1wpWYrw zJ}S4+J9*GOMO85BD(H(55**AyU`Lm!8q%J??0YVXzVslfMScAOzoUP+Q?kJ|fJ zwmlpTR|skt^_@voy*TPr5g`1@-7keUW755DI|J{LC^z12R%Zs=N};c}>t>Q|9` zC6c-Eu4D>Bv7c^7t=&m)FwPFvoXYd9|Hw#TLsd ztlW^X*Q05v1uO?#Y9Z9U;U_75>!8PjjV|N!?Vs|7)kL6OA`6X>#}r-a(jy+ z2d@Oz%1BgoLbDBizYj5cN`nbbv^gv?_!H32xjU~FQb`rK9@8zRGL8oKRYCD_&?la- zAB{R!OIna8rJBt%n_0&poAwPGY-bCB6ZZqI=A{_O>dcO*a;SEBA3m{TIn{Q%0>H*n zSiur&EkjkqOjmZ%KxshZyC2SMgyJcS*^3ONkcDB38e5`{2l$+h+c)BuvcjCI)v#g` zY4g2Fv_L<5XWnP(9)c6zO7+t(x|o}5Gky|rH$a8_CY}>c=z4Kj;NYFk=JCe9^F(dm z;nSc9QEZtSZYA=0>nAhW_Pijx*Rtnvy~S$HsQrk~28&Z`bU)%^^{!)(S#yO&t5Zlr z2+MU7`^|!Zu4awDC>#^i3@b_nhLr zu&^JF7Rs_wIVTNe>}N*f3|st1qa>nvV}G-MgCB1~)GX11u|n~>m0^+jI%l$F%qOE3 z>CN;9?)DR2Gx$~$G}5HOdQ}vvDD&>^h)@Z0fnUmhPfcn}2v_9}fpiI}{HZd)rEY`= zS{#FmM{kMMJ)=o5l`+o8IXb91TZ!w3NLFXbr;?y`Uk3DC9|xIjcdXk)o^&58Z`XX~ z;1;bt4s~eRJ9Z+W$t8)kfW9%?>)@xNH&Ey&!NP(Ga*Be7xo8Y%oMKPkglyIa6qzD* z-7s|=_l4LR8nFbK=|EC`b9f~&VM-`S7UClg%2)b=)~5_=E!)#5C}{1FNFR?huIfNd zfZ4sMdz%;Qp5T9`!l2q z`#-WqS~(UWkgz<06vNjkLhw~IS8zpz`BuBGO#QEeQHWO4Z8DwfLW_tDl)>=T#7sJM zwo&CxT7!lyq?TNyMHO5D>)(oR`I+@o24;Et+jHPP+YicOt{k763(PN6Q&DlUb~uw^r9X$C@azpZ zKO&bf1VZ!~YVF?F!q*RrI&E2LD-T?5#Jrh!+TERySSh!}y_Tfvo?1Lt3@E8^EaIf* zr@2uY7bH_Pa0E8Y3@f;S!{xml98`3Y)dy%lvOZ`Gi`4(6=%f}s4fh%vXe)qn>1A=- zO*xsz#`kwSNEa6Krup?ZkD3{Uex`9Y&>!AFlv!$M<0*_HZR1!8bnWo=fjEwfncvL40~j-du0~V+EALa>{4SRHlddyeM)&Mnexgo*bwyIi1vQ zC66y0W}l=au|oP5ErNI>mw&%GRt64U4uE(8p49vm`Fd00=jo^EW|bqR)Y>A(SHRSo zyz!h73=eh{cQ)T+l>_PZBS0pBUhr=9yq%wi=GB|dR#sFP;N|8Ubx&=QSc{}cYA#%@ z+}a7^=2x>PDoyMdgRbro`MZTI3J?tp!5A*};H#l07}BR!n( zjr&t+>U<_QFCQ#5uFVY#;N!saP|&LHOM&(B-n290XX_>P2-rNo9(9wQ!QW%&myZ3A zs*fjI>Ev7<1E6Djrg|>!0~uetES_>b^uJ2 zDzK@chm4kiE((^I#u&`kyHK^HmblizS19R|Sg98|T(aOYkKEM7e~uW3_8o`48({pl zbhz{4jf{@HG4X=A%07e2px_R&m2$UG+0^+g6qLSKTS{sVP4IntK<$V=rfye~ih z^f-SLwD)l!8dHOa3YP!JINQS^;2tVxD h4@U6+`CrED?vFT~Wu;ubk8=