From f52ccf54d9fcaa0727c1549757dfa3e018f81c3f Mon Sep 17 00:00:00 2001 From: Alexander Rossell Hayes Date: Wed, 15 Nov 2023 10:15:15 -0800 Subject: [PATCH 01/16] docs: use README.Rmd --- .Rbuildignore | 1 + README.Rmd | 164 ++++++++++++++++++++++++++++++++++++++++++++++++++ README.md | 106 +++++++++++++++++++++++++------- 3 files changed, 250 insertions(+), 21 deletions(-) create mode 100644 README.Rmd diff --git a/.Rbuildignore b/.Rbuildignore index af6362a..9d87231 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -12,3 +12,4 @@ ChangeLog ^cran-comments\.md$ ^CRAN-SUBMISSION$ +^README\.Rmd$ diff --git a/README.Rmd b/README.Rmd new file mode 100644 index 0000000..543695d --- /dev/null +++ b/README.Rmd @@ -0,0 +1,164 @@ +--- +output: github_document +--- + + + +```{r, include = FALSE} +knitr::opts_chunk$set( + collapse = TRUE, + comment = "#>", + fig.path = "man/figures/README-", + out.width = "100%" +) +``` + +# wru: Who Are You? Bayesian Prediction of Racial Category Using Surname and Geolocation [![R-CMD-check](https://github.com/kosukeimai/wru/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/kosukeimai/wru/actions/workflows/R-CMD-check.yaml) [![CRAN_Status_Badge](https://www.r-pkg.org/badges/version-last-release/wru)](https://cran.r-project.org/package=wru) ![CRAN downloads](http://cranlogs.r-pkg.org/badges/grand-total/wru) + +This R package implements the methods proposed in Imai, K. and Khanna, K. (2016). "[Improving Ecological Inference by Predicting Individual Ethnicity from Voter Registration Record.](http://imai.princeton.edu/research/race.html)" Political Analysis, Vol. 24, No. 2 (Spring), pp. 263-272. doi: 10.1093/pan/mpw001. + +### Using wru + +First, you should save your census key to your `.Rprofile` or `.Renviron`. Below is an example procedure: + + > usethis::edit_r_profile() + # edit the file with the following + Sys.setenv("CENSUS_API_KEY" = "Your Key") + # save and close the file + # Restart your R session + +Now, here is a simple example that predicts the race/ethnicity of voters based only on their surnames. + +``` r +library(wru) +future::plan(future::multisession) +data(voters) +predict_race(voter.file = voters, surname.only = T) +``` + +The above produces the following output, where the last five columns are probabilistic race/ethnicity predictions (e.g., 'pred.his' is the probability of being Hispanic/Latino): + + "Proceeding with surname-only predictions ..." + VoterID surname state CD county tract block precinct age sex party PID place pred.whi pred.bla pred.his pred.asi pred.oth + 1 Khanna NJ 12 021 004000 3001 6 29 0 Ind 0 74000 0.0676000 0.00430000 0.00820000 0.86680000 0.05310000 + 2 Imai NJ 12 021 004501 1025 40 0 Dem 1 60900 0.0812000 0.00240000 0.06890000 0.73750000 0.11000000 + 3 Velasco NY 12 061 004800 6001 33 0 Rep 2 51000 0.0594000 0.00260000 0.82270000 0.10510000 0.01020000 + 4 Fifield NJ 12 021 004501 1025 27 0 Dem 1 60900 0.9355936 0.00220022 0.02850285 0.00780078 0.02590259 + 5 Zhou NJ 12 021 004501 1025 28 1 Dem 1 60900 0.0098000 0.00180000 0.00065000 0.98200000 0.00575000 + 6 Ratkovic NJ 12 021 004000 1025 35 0 Ind 0 60900 0.9187000 0.01083333 0.01083333 0.01083333 0.04880000 + 7 Johnson NY 9 061 015100 4000 25 0 Dem 1 51000 0.5897000 0.34630000 0.02360000 0.00540000 0.03500000 + 8 Lopez NJ 12 021 004501 1025 33 0 Rep 2 60900 0.0486000 0.00570000 0.92920000 0.01020000 0.00630000 + 9 Wantchekon NJ 12 021 004501 1025 50 0 Rep 2 60900 0.6665000 0.08530000 0.13670000 0.07970000 0.03180000 + 10 Morse DC 0 001 001301 3005 29 1 Rep 2 50000 0.9054000 0.04310000 0.02060000 0.00720000 0.02370000 + +In order to predict race/ethnicity based on surnames AND geolocation, a user needs to provide a valid U.S. Census API key to access the census statistics. You may request a U.S. Census API key [here](http://api.census.gov/data/key_signup.html). Once you have an API key, you can use the package to download relevant Census geographic data on demand and condition race/ethnicity predictions on geolocation (county, tract, block, or place). + +The following example predicts the race/ethnicity of voters based on their surnames, Census tract of residence (census.geo = "tract"), and which party registration (party = "PID"). Note that a valid API key must be provided in the input parameter 'census.key' in order for the function to download the relevant tract-level data. + +``` r +library(wru) +data(voters) +predict_race(voter.file = voters, census.geo = "tract", census.key = "...", party = "PID") +``` + +The above returns the following output. + + VoterID surname state CD county tract block precinct age sex party PID place pred.whi pred.bla pred.his pred.asi pred.oth + 1 Khanna NJ 12 021 004000 3001 6 29 0 Ind 0 74000 0.081856291 0.0021396565 0.0110451405 0.828313291 0.076645621 + 6 Ratkovic NJ 12 021 004000 1025 35 0 Ind 0 60900 0.916936771 0.0044432219 0.0120276229 0.008532929 0.058059455 + 4 Fifield NJ 12 021 004501 1025 27 0 Dem 1 60900 0.895620643 0.0022078678 0.0139457411 0.023345853 0.064879895 + 5 Zhou NJ 12 021 004501 1025 28 1 Dem 1 60900 0.003164229 0.0006092345 0.0001072684 0.991261466 0.004857802 + 2 Imai NJ 12 021 004501 1025 40 0 Dem 1 60900 0.029936354 0.0009275220 0.0129831039 0.850040743 0.106112277 + 8 Lopez NJ 12 021 004501 1025 33 0 Rep 2 60900 0.231046860 0.0016485574 0.6813780115 0.053180270 0.032746301 + 9 Wantchekon NJ 12 021 004501 1025 50 0 Rep 2 60900 0.817841573 0.0063677130 0.0258733496 0.107254103 0.042663261 + 3 Velasco NY 12 061 004800 6001 33 0 Rep 2 51000 0.223924118 0.0002913000 0.4451163607 0.313431417 0.017236805 + 7 Johnson NY 9 061 015100 4000 25 0 Dem 1 51000 0.241417483 0.6900686166 0.0293556870 0.011105140 0.028053073 + 10 Morse DC 0 001 001301 3005 29 1 Rep 2 50000 0.983300770 0.0006116706 0.0034070782 0.004823439 0.007857042 + +In predict_race, the census.geo options are "county", "tract", "block" and "place". Here is an example of prediction based on census statistics collected at the level of "place": + +``` r +data(voters) +predict_race(voter.file = voters, census.geo = "place", census.key = "...", party = "PID") +``` + +It is also possible to pre-download Census geographic data, which can save time when running predict_race(). The example dataset 'voters' includes people in DC, NJ, and NY. The following example subsets voters in DC and NJ, and then uses get_census_data() to download Census geographic data in these two states (input parameter 'key' requires valid API key). Census data is assigned to an object named census.dc.nj. The predict_race() statement predicts the race/ethnicity of voters in DC and NJ using the pre-saved Census data (census.data = census.dc.nj). This example conditions race/ethnicity predictions on voters' surnames, block of residence (census.geo = "block"), age (age = TRUE), and party registration (party = "PID"). + +Please note that the input parameters 'age' and 'sex' must have the same values in get_census_data() and predict_race(), i.e., TRUE in both or FALSE in both. In this case, predictions are conditioned on age but not sex, so age = TRUE and sex = FALSE in both the get_census_data() and predict_race() statements. + +``` r +library(wru) +data(voters) +voters.dc.nj <- voters[c(-3, -7), ] # remove two NY cases from dataset +census.dc.nj <- get_census_data(key = "...", state = c("DC", "NJ"), age = TRUE, sex = FALSE) # create Census data object covering DC and NJ +predict_race(voter.file = voters.dc.nj, census.geo = "block", census.data = census.dc.nj, age = TRUE, sex = FALSE, party = "PID") +``` + +The last two lines above are equivalent to the following: + +``` r +predict_race(voter.file = voters.dc.nj, census.geo = "block", census.key = "...", age = TRUE, sex = FALSE, party = "PID") +``` + +Using pre-downloaded Census data may be useful for the following reasons: + +- You can save a lot of time in future runs of predict_race() if the relevant Census data has already been saved; +- The machines used to run predict_race() may not have internet access; +- You can obtain timely snapshots of Census geographic data that match your voter file. + +Downloading data using get_census_data() may take a long time, especially at the block level or in large states. If block-level Census data is not required, downloading Census data at the tract level will save time. Similarly, if tract-level Census data is not required, county-level data may be specified in order to save time. + +``` r +library(wru) +data(voters) +voters.dc.nj <- voters[c(-3, -7), ] # remove two NY cases from dataset +census.dc.nj2 <- get_census_data(key = "...", state = c("DC", "NJ"), age = TRUE, sex = FALSE, census.geo = "tract") +predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = census.dc.nj2, party = "PID", age = TRUE, sex = FALSE) +predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = census.dc.nj2, age = TRUE, sex = FALSE) # Pr(Race | Surname, County) +predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = census.dc.nj2, age = TRUE, sex = FALSE) # Pr(Race | Surname, Tract) +predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = census.dc.nj2, party = "PID", age = TRUE, sex = FALSE) # Pr(Race | Surname, County, Party) +predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = census.dc.nj2, party = "PID", age = TRUE, sex = FALSE) # Pr(Race | Surname, Tract, Party) +``` + +Or you can also use the census_geo_api() to manually construct a census object. The example below creates a census object with county-level and tract-level data in DC and NJ, while avoiding downloading block-level data. Note that this function has the input parameter 'state' that requires a two-letter state abbreviation to proceed. + +``` r +censusObj2 = list() + +county.dc <- census_geo_api(key = "...", state = "DC", geo = "county", age = TRUE, sex = FALSE) +tract.dc <- census_geo_api(key = "...", state = "DC", geo = "tract", age = TRUE, sex = FALSE) +censusObj2[["DC"]] <- list(state = "DC", county = county.dc, tract = tract.dc, age = TRUE, sex = FALSE) + +tract.nj <- census_geo_api(key = "...", state = "NJ", geo = "tract", age = TRUE, sex = FALSE) +county.nj <- census_geo_api(key = "...", state = "NJ", geo = "county", age = TRUE, sex = FALSE) +censusObj2[["NJ"]] <- list(state = "NJ", county = county.nj, tract = tract.nj, age = TRUE, sex = FALSE) +``` + +Note: The age and sex parameters must be consistent when creating the Census object and using that Census object in the predict_race function. If one of these parameters is TRUE in the Census object, it must also be TRUE in the predict_race function. + +After saving the data in censusObj2 above, we can condition race/ethnicity predictions on different combinations of input variables, without having to re-download the relevant Census data. + +``` r +predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = censusObj2, age = TRUE, sex = FALSE) # Pr(Race | Surname, County) +predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = censusObj2, age = TRUE, sex = FALSE) # Pr(Race | Surname, Tract) +predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = censusObj2, party = "PID", age = TRUE, sex = FALSE) # Pr(Race | Surname, County, Party) +predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = censusObj2, party = "PID", age = TRUE, sex = FALSE) # Pr(Race | Surname, Tract, Party) +``` + +## Notes about process design + +For larger scale imputations garbage-collection can become a problem and your machine(s) can quickly run out of memory (RAM). It is recommended to use the `future.callr::callr` plan instead of `future::multisession`. The `callr` plan instantiates a new session at every iteration of your parallel loop or map. This simultaneously has the effect of creating more overhead, but also clearing the often sticky memory elements that would be left over to grow to eventual system failure when using `multisession`. You end up with a process that is more stable, but slightly slower. + + library(wru) + future::plan(future.callr::callr) + # ... + +## Census Data + +This package uses the Census Bureau Data API but is not endorsed or certified by the Census Bureau. + +U.S. Census Bureau (2021, October 8). Decennial Census API. Census.gov. Retrieved from + +### A related song + +Watch [this](https://www.youtube.com/watch?v=LYb_nqU_43w)! diff --git a/README.md b/README.md index bd076f2..d8bc8de 100644 --- a/README.md +++ b/README.md @@ -1,10 +1,18 @@ + + + # wru: Who Are You? Bayesian Prediction of Racial Category Using Surname and Geolocation [![R-CMD-check](https://github.com/kosukeimai/wru/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/kosukeimai/wru/actions/workflows/R-CMD-check.yaml) [![CRAN_Status_Badge](https://www.r-pkg.org/badges/version-last-release/wru)](https://cran.r-project.org/package=wru) ![CRAN downloads](http://cranlogs.r-pkg.org/badges/grand-total/wru) -This R package implements the methods proposed in Imai, K. and Khanna, K. (2016). "[Improving Ecological Inference by Predicting Individual Ethnicity from Voter Registration Record.](http://imai.princeton.edu/research/race.html)" Political Analysis, Vol. 24, No. 2 (Spring), pp. 263-272. doi: 10.1093/pan/mpw001. +This R package implements the methods proposed in Imai, K. and Khanna, +K. (2016). “[Improving Ecological Inference by Predicting Individual +Ethnicity from Voter Registration +Record.](http://imai.princeton.edu/research/race.html)” Political +Analysis, Vol. 24, No. 2 (Spring), pp. 263-272. doi: 10.1093/pan/mpw001. ### Using wru -First, you should save your census key to your `.Rprofile` or `.Renviron`. Below is an example procedure: +First, you should save your census key to your `.Rprofile` or +`.Renviron`. Below is an example procedure: > usethis::edit_r_profile() # edit the file with the following @@ -12,7 +20,8 @@ First, you should save your census key to your `.Rprofile` or `.Renviron`. Below # save and close the file # Restart your R session -Now, here is a simple example that predicts the race/ethnicity of voters based only on their surnames. +Now, here is a simple example that predicts the race/ethnicity of voters +based only on their surnames. ``` r library(wru) @@ -21,7 +30,9 @@ data(voters) predict_race(voter.file = voters, surname.only = T) ``` -The above produces the following output, where the last five columns are probabilistic race/ethnicity predictions (e.g., 'pred.his' is the probability of being Hispanic/Latino): +The above produces the following output, where the last five columns are +probabilistic race/ethnicity predictions (e.g., ‘pred.his’ is the +probability of being Hispanic/Latino): "Proceeding with surname-only predictions ..." VoterID surname state CD county tract block precinct age sex party PID place pred.whi pred.bla pred.his pred.asi pred.oth @@ -36,9 +47,19 @@ The above produces the following output, where the last five columns are probabi 9 Wantchekon NJ 12 021 004501 1025 50 0 Rep 2 60900 0.6665000 0.08530000 0.13670000 0.07970000 0.03180000 10 Morse DC 0 001 001301 3005 29 1 Rep 2 50000 0.9054000 0.04310000 0.02060000 0.00720000 0.02370000 -In order to predict race/ethnicity based on surnames AND geolocation, a user needs to provide a valid U.S. Census API key to access the census statistics. You may request a U.S. Census API key [here](http://api.census.gov/data/key_signup.html). Once you have an API key, you can use the package to download relevant Census geographic data on demand and condition race/ethnicity predictions on geolocation (county, tract, block, or place). +In order to predict race/ethnicity based on surnames AND geolocation, a +user needs to provide a valid U.S. Census API key to access the census +statistics. You may request a U.S. Census API key +[here](http://api.census.gov/data/key_signup.html). Once you have an API +key, you can use the package to download relevant Census geographic data +on demand and condition race/ethnicity predictions on geolocation +(county, tract, block, or place). -The following example predicts the race/ethnicity of voters based on their surnames, Census tract of residence (census.geo = "tract"), and which party registration (party = "PID"). Note that a valid API key must be provided in the input parameter 'census.key' in order for the function to download the relevant tract-level data. +The following example predicts the race/ethnicity of voters based on +their surnames, Census tract of residence (census.geo = “tract”), and +which party registration (party = “PID”). Note that a valid API key must +be provided in the input parameter ‘census.key’ in order for the +function to download the relevant tract-level data. ``` r library(wru) @@ -60,16 +81,32 @@ The above returns the following output. 7 Johnson NY 9 061 015100 4000 25 0 Dem 1 51000 0.241417483 0.6900686166 0.0293556870 0.011105140 0.028053073 10 Morse DC 0 001 001301 3005 29 1 Rep 2 50000 0.983300770 0.0006116706 0.0034070782 0.004823439 0.007857042 -In predict_race, the census.geo options are "county", "tract", "block" and "place". Here is an example of prediction based on census statistics collected at the level of "place": +In predict_race, the census.geo options are “county”, “tract”, “block” +and “place”. Here is an example of prediction based on census statistics +collected at the level of “place”: ``` r data(voters) predict_race(voter.file = voters, census.geo = "place", census.key = "...", party = "PID") ``` -It is also possible to pre-download Census geographic data, which can save time when running predict_race(). The example dataset 'voters' includes people in DC, NJ, and NY. The following example subsets voters in DC and NJ, and then uses get_census_data() to download Census geographic data in these two states (input parameter 'key' requires valid API key). Census data is assigned to an object named census.dc.nj. The predict_race() statement predicts the race/ethnicity of voters in DC and NJ using the pre-saved Census data (census.data = census.dc.nj). This example conditions race/ethnicity predictions on voters' surnames, block of residence (census.geo = "block"), age (age = TRUE), and party registration (party = "PID"). - -Please note that the input parameters 'age' and 'sex' must have the same values in get_census_data() and predict_race(), i.e., TRUE in both or FALSE in both. In this case, predictions are conditioned on age but not sex, so age = TRUE and sex = FALSE in both the get_census_data() and predict_race() statements. +It is also possible to pre-download Census geographic data, which can +save time when running predict_race(). The example dataset ‘voters’ +includes people in DC, NJ, and NY. The following example subsets voters +in DC and NJ, and then uses get_census_data() to download Census +geographic data in these two states (input parameter ‘key’ requires +valid API key). Census data is assigned to an object named census.dc.nj. +The predict_race() statement predicts the race/ethnicity of voters in DC +and NJ using the pre-saved Census data (census.data = census.dc.nj). +This example conditions race/ethnicity predictions on voters’ surnames, +block of residence (census.geo = “block”), age (age = TRUE), and party +registration (party = “PID”). + +Please note that the input parameters ‘age’ and ‘sex’ must have the same +values in get_census_data() and predict_race(), i.e., TRUE in both or +FALSE in both. In this case, predictions are conditioned on age but not +sex, so age = TRUE and sex = FALSE in both the get_census_data() and +predict_race() statements. ``` r library(wru) @@ -85,13 +122,20 @@ The last two lines above are equivalent to the following: predict_race(voter.file = voters.dc.nj, census.geo = "block", census.key = "...", age = TRUE, sex = FALSE, party = "PID") ``` -Using pre-downloaded Census data may be useful for the following reasons: +Using pre-downloaded Census data may be useful for the following +reasons: -- You can save a lot of time in future runs of predict_race() if the relevant Census data has already been saved; -- The machines used to run predict_race() may not have internet access; -- You can obtain timely snapshots of Census geographic data that match your voter file. +- You can save a lot of time in future runs of predict_race() if the + relevant Census data has already been saved; +- The machines used to run predict_race() may not have internet access; +- You can obtain timely snapshots of Census geographic data that match + your voter file. -Downloading data using get_census_data() may take a long time, especially at the block level or in large states. If block-level Census data is not required, downloading Census data at the tract level will save time. Similarly, if tract-level Census data is not required, county-level data may be specified in order to save time. +Downloading data using get_census_data() may take a long time, +especially at the block level or in large states. If block-level Census +data is not required, downloading Census data at the tract level will +save time. Similarly, if tract-level Census data is not required, +county-level data may be specified in order to save time. ``` r library(wru) @@ -105,7 +149,11 @@ predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = cen predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = census.dc.nj2, party = "PID", age = TRUE, sex = FALSE) # Pr(Race | Surname, Tract, Party) ``` -Or you can also use the census_geo_api() to manually construct a census object. The example below creates a census object with county-level and tract-level data in DC and NJ, while avoiding downloading block-level data. Note that this function has the input parameter 'state' that requires a two-letter state abbreviation to proceed. +Or you can also use the census_geo_api() to manually construct a census +object. The example below creates a census object with county-level and +tract-level data in DC and NJ, while avoiding downloading block-level +data. Note that this function has the input parameter ‘state’ that +requires a two-letter state abbreviation to proceed. ``` r censusObj2 = list() @@ -119,9 +167,14 @@ county.nj <- census_geo_api(key = "...", state = "NJ", geo = "county", age = TRU censusObj2[["NJ"]] <- list(state = "NJ", county = county.nj, tract = tract.nj, age = TRUE, sex = FALSE) ``` -Note: The age and sex parameters must be consistent when creating the Census object and using that Census object in the predict_race function. If one of these parameters is TRUE in the Census object, it must also be TRUE in the predict_race function. +Note: The age and sex parameters must be consistent when creating the +Census object and using that Census object in the predict_race function. +If one of these parameters is TRUE in the Census object, it must also be +TRUE in the predict_race function. -After saving the data in censusObj2 above, we can condition race/ethnicity predictions on different combinations of input variables, without having to re-download the relevant Census data. +After saving the data in censusObj2 above, we can condition +race/ethnicity predictions on different combinations of input variables, +without having to re-download the relevant Census data. ``` r predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = censusObj2, age = TRUE, sex = FALSE) # Pr(Race | Surname, County) @@ -132,7 +185,15 @@ predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = cens ## Notes about process design -For larger scale imputations garbage-collection can become a problem and your machine(s) can quickly run out of memory (RAM). It is recommended to use the `future.callr::callr` plan instead of `future::multisession`. The `callr` plan instantiates a new session at every iteration of your parallel loop or map. This simultaneously has the effect of creating more overhead, but also clearing the often sticky memory elements that would be left over to grow to eventual system failure when using `multisession`. You end up with a process that is more stable, but slightly slower. +For larger scale imputations garbage-collection can become a problem and +your machine(s) can quickly run out of memory (RAM). It is recommended +to use the `future.callr::callr` plan instead of `future::multisession`. +The `callr` plan instantiates a new session at every iteration of your +parallel loop or map. This simultaneously has the effect of creating +more overhead, but also clearing the often sticky memory elements that +would be left over to grow to eventual system failure when using +`multisession`. You end up with a process that is more stable, but +slightly slower. library(wru) future::plan(future.callr::callr) @@ -140,9 +201,12 @@ For larger scale imputations garbage-collection can become a problem and your ma ## Census Data -This package uses the Census Bureau Data API but is not endorsed or certified by the Census Bureau. +This package uses the Census Bureau Data API but is not endorsed or +certified by the Census Bureau. -U.S. Census Bureau (2021, October 8). Decennial Census API. Census.gov. Retrieved from +U.S. Census Bureau (2021, October 8). Decennial Census API. Census.gov. +Retrieved from + ### A related song From a3c8e96a8062f219bde832353840e72bee4d6943 Mon Sep 17 00:00:00 2001 From: Alexander Rossell Hayes Date: Wed, 15 Nov 2023 10:34:05 -0800 Subject: [PATCH 02/16] docs(README): move badges to their own line --- README.Rmd | 4 +++- README.md | 6 +++++- 2 files changed, 8 insertions(+), 2 deletions(-) diff --git a/README.Rmd b/README.Rmd index 543695d..eeb1c7c 100644 --- a/README.Rmd +++ b/README.Rmd @@ -13,7 +13,9 @@ knitr::opts_chunk$set( ) ``` -# wru: Who Are You? Bayesian Prediction of Racial Category Using Surname and Geolocation [![R-CMD-check](https://github.com/kosukeimai/wru/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/kosukeimai/wru/actions/workflows/R-CMD-check.yaml) [![CRAN_Status_Badge](https://www.r-pkg.org/badges/version-last-release/wru)](https://cran.r-project.org/package=wru) ![CRAN downloads](http://cranlogs.r-pkg.org/badges/grand-total/wru) +# wru: Who Are You? Bayesian Prediction of Racial Category Using Surname and Geolocation + +[![R-CMD-check](https://github.com/kosukeimai/wru/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/kosukeimai/wru/actions/workflows/R-CMD-check.yaml) [![CRAN_Status_Badge](https://www.r-pkg.org/badges/version-last-release/wru)](https://cran.r-project.org/package=wru) ![CRAN downloads](http://cranlogs.r-pkg.org/badges/grand-total/wru) This R package implements the methods proposed in Imai, K. and Khanna, K. (2016). "[Improving Ecological Inference by Predicting Individual Ethnicity from Voter Registration Record.](http://imai.princeton.edu/research/race.html)" Political Analysis, Vol. 24, No. 2 (Spring), pp. 263-272. doi: 10.1093/pan/mpw001. diff --git a/README.md b/README.md index d8bc8de..3cb9588 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,11 @@ -# wru: Who Are You? Bayesian Prediction of Racial Category Using Surname and Geolocation [![R-CMD-check](https://github.com/kosukeimai/wru/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/kosukeimai/wru/actions/workflows/R-CMD-check.yaml) [![CRAN_Status_Badge](https://www.r-pkg.org/badges/version-last-release/wru)](https://cran.r-project.org/package=wru) ![CRAN downloads](http://cranlogs.r-pkg.org/badges/grand-total/wru) +# wru: Who Are You? Bayesian Prediction of Racial Category Using Surname and Geolocation + +[![R-CMD-check](https://github.com/kosukeimai/wru/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/kosukeimai/wru/actions/workflows/R-CMD-check.yaml) +[![CRAN_Status_Badge](https://www.r-pkg.org/badges/version-last-release/wru)](https://cran.r-project.org/package=wru) +![CRAN downloads](http://cranlogs.r-pkg.org/badges/grand-total/wru) This R package implements the methods proposed in Imai, K. and Khanna, K. (2016). “[Improving Ecological Inference by Predicting Individual From 4d116d01858def8be15bf82f1eb527b0f9480268 Mon Sep 17 00:00:00 2001 From: Alexander Rossell Hayes Date: Wed, 15 Nov 2023 10:35:37 -0800 Subject: [PATCH 03/16] docs(README): use thumbnail to link to The Who song --- README.Rmd | 2 +- README.md | 3 ++- 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/README.Rmd b/README.Rmd index eeb1c7c..2c7d11f 100644 --- a/README.Rmd +++ b/README.Rmd @@ -163,4 +163,4 @@ U.S. Census Bureau (2021, October 8). Decennial Census API. Census.gov. Retrieve ### A related song -Watch [this](https://www.youtube.com/watch?v=LYb_nqU_43w)! +[![Thumbnail of the music video for "Who Are You" by The Who](https://img.youtube.com/vi/PNbBDrceCy8/maxresdefault.jpg)](https://www.youtube.com/watch?v=PNbBDrceCy8) diff --git a/README.md b/README.md index 3cb9588..a32f71f 100644 --- a/README.md +++ b/README.md @@ -214,4 +214,5 @@ Retrieved from ### A related song -Watch [this](https://www.youtube.com/watch?v=LYb_nqU_43w)! +[![Thumbnail of the music video for “Who Are You” by The +Who](https://img.youtube.com/vi/PNbBDrceCy8/maxresdefault.jpg)](https://www.youtube.com/watch?v=PNbBDrceCy8) From 4246b74da39a6478293d6053933c9bf54dc56b99 Mon Sep 17 00:00:00 2001 From: Alexander Rossell Hayes Date: Wed, 15 Nov 2023 10:57:56 -0800 Subject: [PATCH 04/16] docs(README): add installation instructions --- README.Rmd | 15 +++++++++++++++ README.md | 17 +++++++++++++++++ 2 files changed, 32 insertions(+) diff --git a/README.Rmd b/README.Rmd index 2c7d11f..e8714ec 100644 --- a/README.Rmd +++ b/README.Rmd @@ -19,6 +19,21 @@ knitr::opts_chunk$set( This R package implements the methods proposed in Imai, K. and Khanna, K. (2016). "[Improving Ecological Inference by Predicting Individual Ethnicity from Voter Registration Record.](http://imai.princeton.edu/research/race.html)" Political Analysis, Vol. 24, No. 2 (Spring), pp. 263-272. doi: 10.1093/pan/mpw001. +## Installation + +You can install the released version of **wru** from [CRAN](https://cran.r-project.org/package=wru) with: + +``` r +install.packages("wru") +``` + +Or you can install the development version of **wru** from [GitHub](https://github.com/kosukeimai/wru) with: + +``` r +# install.packages("pak") +pak::pkg_install("kosukeimai/wru") +``` + ### Using wru First, you should save your census key to your `.Rprofile` or `.Renviron`. Below is an example procedure: diff --git a/README.md b/README.md index a32f71f..c2b2735 100644 --- a/README.md +++ b/README.md @@ -13,6 +13,23 @@ Ethnicity from Voter Registration Record.](http://imai.princeton.edu/research/race.html)” Political Analysis, Vol. 24, No. 2 (Spring), pp. 263-272. doi: 10.1093/pan/mpw001. +## Installation + +You can install the released version of **wru** from +[CRAN](https://cran.r-project.org/package=wru) with: + +``` r +install.packages("wru") +``` + +Or you can install the development version of **wru** from +[GitHub](https://github.com/kosukeimai/wru) with: + +``` r +# install.packages("pak") +pak::pkg_install("kosukeimai/wru") +``` + ### Using wru First, you should save your census key to your `.Rprofile` or From cedf57e82a29aec735ded65b25d9760e161bb5e2 Mon Sep 17 00:00:00 2001 From: Alexander Rossell Hayes Date: Wed, 15 Nov 2023 11:00:11 -0800 Subject: [PATCH 05/16] docs(README): link DOI --- README.Rmd | 2 +- README.md | 5 +++-- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/README.Rmd b/README.Rmd index e8714ec..32ca602 100644 --- a/README.Rmd +++ b/README.Rmd @@ -17,7 +17,7 @@ knitr::opts_chunk$set( [![R-CMD-check](https://github.com/kosukeimai/wru/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/kosukeimai/wru/actions/workflows/R-CMD-check.yaml) [![CRAN_Status_Badge](https://www.r-pkg.org/badges/version-last-release/wru)](https://cran.r-project.org/package=wru) ![CRAN downloads](http://cranlogs.r-pkg.org/badges/grand-total/wru) -This R package implements the methods proposed in Imai, K. and Khanna, K. (2016). "[Improving Ecological Inference by Predicting Individual Ethnicity from Voter Registration Record.](http://imai.princeton.edu/research/race.html)" Political Analysis, Vol. 24, No. 2 (Spring), pp. 263-272. doi: 10.1093/pan/mpw001. +This R package implements the methods proposed in Imai, K. and Khanna, K. (2016). "[Improving Ecological Inference by Predicting Individual Ethnicity from Voter Registration Record](http://imai.princeton.edu/research/race.html)." Political Analysis, Vol. 24, No. 2 (Spring), pp. 263-272. [doi: 10.1093/pan/mpw001](https://dx.doi.org/10.1093/pan/mpw001). ## Installation diff --git a/README.md b/README.md index c2b2735..68487fd 100644 --- a/README.md +++ b/README.md @@ -10,8 +10,9 @@ This R package implements the methods proposed in Imai, K. and Khanna, K. (2016). “[Improving Ecological Inference by Predicting Individual Ethnicity from Voter Registration -Record.](http://imai.princeton.edu/research/race.html)” Political -Analysis, Vol. 24, No. 2 (Spring), pp. 263-272. doi: 10.1093/pan/mpw001. +Record](http://imai.princeton.edu/research/race.html).” Political +Analysis, Vol. 24, No. 2 (Spring), pp. 263-272. [doi: +10.1093/pan/mpw001](https://dx.doi.org/10.1093/pan/mpw001). ## Installation From 71cf85e7ba3a0f0fb8d983eda9e95eebaa1a7f3b Mon Sep 17 00:00:00 2001 From: Alexander Rossell Hayes Date: Wed, 15 Nov 2023 11:25:32 -0800 Subject: [PATCH 06/16] docs: enable markdown in Roxygen comments --- DESCRIPTION | 1 + man/census_geo_api.Rd | 28 +++++++------- man/census_helper.Rd | 4 +- man/census_helper_new.Rd | 40 ++++++++++---------- man/format_legacy_data.Rd | 10 ++--- man/get_census_api.Rd | 2 +- man/get_census_api_2.Rd | 18 ++++----- man/get_census_data.Rd | 26 ++++++------- man/merge_names.Rd | 48 ++++++++++++----------- man/merge_surnames.Rd | 80 ++++++++++++++++++++------------------- man/predict_race.Rd | 42 ++++++++++---------- man/sample_me.Rd | 8 ++-- man/surnames2000.Rd | 14 +++---- man/surnames2010.Rd | 14 +++---- man/vec_to_chunk.Rd | 8 ++-- man/voters.Rd | 32 ++++++++-------- man/wru_data_preflight.Rd | 2 +- 17 files changed, 191 insertions(+), 186 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 08c4337..2ed5682 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -45,3 +45,4 @@ License: GPL (>= 3) RoxygenNote: 7.2.3 Encoding: UTF-8 Config/testthat/edition: 3 +Roxygen: list(markdown = TRUE) diff --git a/man/census_geo_api.Rd b/man/census_geo_api.Rd index 4c1f6ae..b59ba69 100644 --- a/man/census_geo_api.Rd +++ b/man/census_geo_api.Rd @@ -20,31 +20,31 @@ census_geo_api( \item{key}{A required character object. Must contain user's Census API key, which can be requested \href{https://api.census.gov/data/key_signup.html}{here}.} -\item{state}{A required character object specifying which state to extract Census data for, +\item{state}{A required character object specifying which state to extract Census data for, e.g., \code{"NJ"}.} -\item{geo}{A character object specifying what aggregation level to use. -Use \code{"county"}, \code{"tract"},\code{"block_group"}, \code{"block"}, or \code{"place"}. +\item{geo}{A character object specifying what aggregation level to use. +Use \code{"county"}, \code{"tract"},\code{"block_group"}, \code{"block"}, or \code{"place"}. Default is \code{"tract"}. Warning: extracting block-level data takes very long.} -\item{age}{A \code{TRUE}/\code{FALSE} object indicating whether to condition on +\item{age}{A \code{TRUE}/\code{FALSE} object indicating whether to condition on age or not. If \code{FALSE} (default), function will return Pr(Geolocation | Race). -If \code{TRUE}, function will return Pr(Geolocation, Age | Race). +If \code{TRUE}, function will return Pr(Geolocation, Age | Race). If \code{\var{sex}} is also \code{TRUE}, function will return Pr(Geolocation, Age, Sex | Race).} -\item{sex}{A \code{TRUE}/\code{FALSE} object indicating whether to condition on -sex or not. If \code{FALSE} (default), function will return Pr(Geolocation | Race). -If \code{TRUE}, function will return Pr(Geolocation, Sex | Race). +\item{sex}{A \code{TRUE}/\code{FALSE} object indicating whether to condition on +sex or not. If \code{FALSE} (default), function will return Pr(Geolocation | Race). +If \code{TRUE}, function will return Pr(Geolocation, Sex | Race). If \code{\var{age}} is also \code{TRUE}, function will return Pr(Geolocation, Age, Sex | Race).} \item{year}{A character object specifying the year of U.S. Census data to be downloaded. Use \code{"2010"}, or \code{"2020"}. Default is \code{"2020"}. -Warning: 2020 U.S. Census data is downloaded only when \code{\var{age}} and +Warning: 2020 U.S. Census data is downloaded only when \code{\var{age}} and \code{\var{sex}} are both \code{FALSE}.} \item{retry}{The number of retries at the census website if network interruption occurs.} -\item{save_temp}{File indicating where to save the temporary outputs. +\item{save_temp}{File indicating where to save the temporary outputs. Defaults to NULL. If specified, the function will look for an .RData file with the same format as the expected output.} @@ -52,14 +52,14 @@ with the same format as the expected output.} Useful for smaller predictions where only a few counties are considered. Must be zero padded.} } \value{ -Output will be an object of class \code{list}, indexed by state names. It will - consist of the original user-input data with additional columns of Census geographic data. +Output will be an object of class \code{list}, indexed by state names. It will +consist of the original user-input data with additional columns of Census geographic data. } \description{ \code{census_geo_api} retrieves U.S. Census geographic data for a given state. } \details{ -This function allows users to download U.S. Census geographic data (2010 or 2020), +This function allows users to download U.S. Census geographic data (2010 or 2020), at either the county, tract, block, or place level, for a particular state. } \examples{ @@ -71,7 +71,7 @@ at either the county, tract, block, or place level, for a particular state. } \references{ -Relies on get_census_api, get_census_api_2, and vec_to_chunk functions authored by Nicholas Nagle, +Relies on get_census_api, get_census_api_2, and vec_to_chunk functions authored by Nicholas Nagle, available \href{https://rstudio-pubs-static.s3.amazonaws.com/19337_2e7f827190514c569ea136db788ce850.html}{here}. } \keyword{internal} diff --git a/man/census_helper.Rd b/man/census_helper.Rd index ef3c5ff..56eddff 100644 --- a/man/census_helper.Rd +++ b/man/census_helper.Rd @@ -68,8 +68,8 @@ If \code{\var{census.data}} is missing, Census geographic data will be obtained } \value{ Output will be an object of class \code{data.frame}. It will - consist of the original user-input data with additional columns of - Census data. +consist of the original user-input data with additional columns of +Census data. } \description{ \code{census_helper} links user-input dataset with Census geographic data. diff --git a/man/census_helper_new.Rd b/man/census_helper_new.Rd index e410267..1473f29 100644 --- a/man/census_helper_new.Rd +++ b/man/census_helper_new.Rd @@ -21,19 +21,19 @@ census_helper_new( \item{key}{A required character object. Must contain user's Census API key, which can be requested \href{https://api.census.gov/data/key_signup.html}{here}.} -\item{voter.file}{An object of class \code{data.frame}. Must contain field(s) named +\item{voter.file}{An object of class \code{data.frame}. Must contain field(s) named \code{\var{county}}, \code{\var{tract}}, \code{\var{block}}, and/or \code{\var{place}} -specifying geolocation. These should be character variables that match up with -U.S. Census categories. County should be three characters (e.g., "031" not "31"), -tract should be six characters, and block should be four characters. +specifying geolocation. These should be character variables that match up with +U.S. Census categories. County should be three characters (e.g., "031" not "31"), +tract should be six characters, and block should be four characters. Place should be five characters if it is included.} -\item{states}{A character vector specifying which states to extract -Census data for, e.g. \code{c("NJ", "NY")}. Default is \code{"all"}, which extracts +\item{states}{A character vector specifying which states to extract +Census data for, e.g. \code{c("NJ", "NY")}. Default is \code{"all"}, which extracts Census data for all states contained in user-input data.} -\item{geo}{A character object specifying what aggregation level to use. -Use \code{"county"}, \code{"tract"}, \code{"block"}, or \code{"place"}. +\item{geo}{A character object specifying what aggregation level to use. +Use \code{"county"}, \code{"tract"}, \code{"block"}, or \code{"place"}. Default is \code{"tract"}. Warning: extracting block-level data takes very long.} \item{age}{A \code{TRUE}/\code{FALSE} object indicating whether to condition on @@ -49,32 +49,32 @@ If \code{\var{age}} is also \code{TRUE}, function will return Pr(Geolocation, Ag \item{year}{A character object specifying the year of U.S. Census data to be downloaded. Use \code{"2010"}, or \code{"2020"}. Default is \code{"2020"}.} -\item{census.data}{A optional census object of class \code{list} containing +\item{census.data}{A optional census object of class \code{list} containing pre-saved Census geographic data. Can be created using \code{get_census_data} function. -If \code{\var{census.data}} is provided, the \code{\var{year}} element must -have the same value as the \code{\var{year}} option specified in this function -(i.e., \code{"2010"} in both or \code{"2020"} in both). -If \code{\var{census.data}} is provided, the \code{\var{age}} and the \code{\var{sex}} +If \code{\var{census.data}} is provided, the \code{\var{year}} element must +have the same value as the \code{\var{year}} option specified in this function +(i.e., \code{"2010"} in both or \code{"2020"} in both). +If \code{\var{census.data}} is provided, the \code{\var{age}} and the \code{\var{sex}} elements must be \code{FALSE}. This corresponds to the defaults of \code{census_geo_api}. If \code{\var{census.data}} is missing, Census geographic data will be obtained via Census API.} \item{retry}{The number of retries at the census website if network interruption occurs.} -\item{use.counties}{A logical, defaulting to FALSE. Should census data be filtered by counties +\item{use.counties}{A logical, defaulting to FALSE. Should census data be filtered by counties available in \var{census.data}?} } \value{ -Output will be an object of class \code{data.frame}. It will - consist of the original user-input data with additional columns of - Census data. +Output will be an object of class \code{data.frame}. It will +consist of the original user-input data with additional columns of +Census data. } \description{ \code{census_helper_new} links user-input dataset with Census geographic data. } \details{ -This function allows users to link their geocoded dataset (e.g., voter file) -with U.S. Census data (2010 or 2020). The function extracts Census Summary File data -at the county, tract, block, or place level. Census data calculated are +This function allows users to link their geocoded dataset (e.g., voter file) +with U.S. Census data (2010 or 2020). The function extracts Census Summary File data +at the county, tract, block, or place level. Census data calculated are Pr(Geolocation | Race) where geolocation is county, tract, block, or place. } \examples{ diff --git a/man/format_legacy_data.Rd b/man/format_legacy_data.Rd index eefc5f3..2f7cc50 100644 --- a/man/format_legacy_data.Rd +++ b/man/format_legacy_data.Rd @@ -8,7 +8,7 @@ format_legacy_data(legacyFilePath, state, outFile = NULL) } \arguments{ \item{legacyFilePath}{A character vector giving the location of a legacy census data folder, -sourced from https://www2.census.gov/programs-surveys/decennial/2020/data/01-Redistricting_File--PL_94-171/. +sourced from https://www2.census.gov/programs-surveys/decennial/2020/data/01-Redistricting_File--PL_94-171/. These file names should end in ".pl".} \item{state}{The two letter state postal code.} @@ -21,10 +21,10 @@ filepath should end in ".RData".} for Bayesian name geocoding. } \details{ -This function allows users to construct datasets for analysis using the census legacy data format. -These data are available for the 2020 census at -https://www2.census.gov/programs-surveys/decennial/2020/data/01-Redistricting_File--PL_94-171/. -This function returns data structured analogously to data from the Census API, which is not yet +This function allows users to construct datasets for analysis using the census legacy data format. +These data are available for the 2020 census at +https://www2.census.gov/programs-surveys/decennial/2020/data/01-Redistricting_File--PL_94-171/. +This function returns data structured analogously to data from the Census API, which is not yet available for the 2020 Census as of September 2021. } \examples{ diff --git a/man/get_census_api.Rd b/man/get_census_api.Rd index cf99156..202b031 100644 --- a/man/get_census_api.Rd +++ b/man/get_census_api.Rd @@ -26,7 +26,7 @@ e.g., \code{"for=block:1213&in=state:47+county:015+tract:*"}.} } \value{ If successful, output will be an object of class \code{data.frame}. - If unsuccessful, function prints the URL query that caused the error. +If unsuccessful, function prints the URL query that caused the error. } \description{ \code{get_census_api} obtains U.S. Census data via the public API. diff --git a/man/get_census_api_2.Rd b/man/get_census_api_2.Rd index 065fe9e..9ee0670 100644 --- a/man/get_census_api_2.Rd +++ b/man/get_census_api_2.Rd @@ -10,30 +10,30 @@ get_census_api_2(data_url, key, get, region, retry = 3) \item{data_url}{URL root of the API, e.g., \code{"https://api.census.gov/data/2020/dec/pl"}.} -\item{key}{A required character object containing user's Census API key, +\item{key}{A required character object containing user's Census API key, which can be requested \href{https://api.census.gov/data/key_signup.html}{here}.} -\item{get}{A character vector of variables to get, +\item{get}{A character vector of variables to get, e.g., \code{c("P2_005N", "P2_006N", "P2_007N", "P2_008N")}. -If there are more than 50 variables, then function will automatically +If there are more than 50 variables, then function will automatically split variables into separate queries.} \item{region}{Character object specifying which region to obtain data for. -Must contain "for" and possibly "in", +Must contain "for" and possibly "in", e.g., \code{"for=block:1213&in=state:47+county:015+tract:*"}.} \item{retry}{The number of retries at the census website if network interruption occurs.} } \value{ -If successful, output will be an object of class \code{data.frame}. - If unsuccessful, function prints the URL query that was constructed. +If successful, output will be an object of class \code{data.frame}. +If unsuccessful, function prints the URL query that was constructed. } \description{ \code{get_census_api_2} assembles URL components for \code{get_census_api}. } \details{ -This function assembles the URL components and sends the request to the Census server. -It is used by the \code{get_census_api} function. The user should not need to call this +This function assembles the URL components and sends the request to the Census server. +It is used by the \code{get_census_api} function. The user should not need to call this function directly. } \examples{ @@ -42,7 +42,7 @@ get = c("P2_005N", "P2_006N", "P2_007N", "P2_008N"), region = "for=county:*&in=s } \references{ -Based on code authored by Nicholas Nagle, which is available +Based on code authored by Nicholas Nagle, which is available \href{https://rstudio-pubs-static.s3.amazonaws.com/19337_2e7f827190514c569ea136db788ce850.html}{here}. } \keyword{internal} diff --git a/man/get_census_data.Rd b/man/get_census_data.Rd index dce4371..012ecff 100644 --- a/man/get_census_data.Rd +++ b/man/get_census_data.Rd @@ -16,27 +16,27 @@ get_census_data( ) } \arguments{ -\item{key}{A required character object containing a valid Census API key, +\item{key}{A required character object containing a valid Census API key, which can be requested \href{https://api.census.gov/data/key_signup.html}{here}.} \item{states}{which states to extract Census data for, e.g., \code{c("NJ", "NY")}.} -\item{age}{A \code{TRUE}/\code{FALSE} object indicating whether to condition on +\item{age}{A \code{TRUE}/\code{FALSE} object indicating whether to condition on age or not. If \code{FALSE} (default), function will return Pr(Geolocation | Race). -If \code{TRUE}, function will return Pr(Geolocation, Age | Race). +If \code{TRUE}, function will return Pr(Geolocation, Age | Race). If \code{\var{sex}} is also \code{TRUE}, function will return Pr(Geolocation, Age, Sex | Race).} -\item{sex}{A \code{TRUE}/\code{FALSE} object indicating whether to condition on -sex or not. If \code{FALSE} (default), function will return Pr(Geolocation | Race). -If \code{TRUE}, function will return Pr(Geolocation, Sex | Race). +\item{sex}{A \code{TRUE}/\code{FALSE} object indicating whether to condition on +sex or not. If \code{FALSE} (default), function will return Pr(Geolocation | Race). +If \code{TRUE}, function will return Pr(Geolocation, Sex | Race). If \code{\var{age}} is also \code{TRUE}, function will return Pr(Geolocation, Age, Sex | Race).} \item{year}{A character object specifying the year of U.S. Census data to be downloaded. Use \code{"2010"}, or \code{"2020"}. Default is \code{"2020"}. -Warning: 2020 U.S. Census data is downloaded only when \code{\var{age}} and +Warning: 2020 U.S. Census data is downloaded only when \code{\var{age}} and \code{\var{sex}} are both \code{FALSE}.} -\item{census.geo}{An optional character vector specifying what level of +\item{census.geo}{An optional character vector specifying what level of geography to use to merge in U.S. Census 2010 geographic data. Currently \code{"county"}, \code{"tract"}, \code{"block"}, and \code{"place"} are supported.} @@ -45,14 +45,14 @@ geography to use to merge in U.S. Census 2010 geographic data. Currently \item{county.list}{A named list of character vectors of counties present in your \var{voter.file}, per state.} } \value{ -Output will be an object of class \code{list} indexed by state. -Output will contain a subset of the following elements: -\code{state}, \code{age}, \code{sex}, +Output will be an object of class \code{list} indexed by state. +Output will contain a subset of the following elements: +\code{state}, \code{age}, \code{sex}, \code{county}, \code{tract}, \code{block_group}, \code{block}, and \code{place}. } \description{ -\code{get_census_data} returns county-, tract-, and block-level Census data -for specified state(s). Using this function to download Census data in advance +\code{get_census_data} returns county-, tract-, and block-level Census data +for specified state(s). Using this function to download Census data in advance can save considerable time when running \code{predict_race} and \code{census_helper}. } \examples{ diff --git a/man/merge_names.Rd b/man/merge_names.Rd index 114c6fe..ab98bee 100644 --- a/man/merge_names.Rd +++ b/man/merge_names.Rd @@ -58,38 +58,40 @@ in order to increase the chance of finding a match. Default is \code{TRUE}.} } \value{ Output will be an object of class \code{data.frame}. It will - consist of the original user-input data with additional columns that - specify the part of the name matched with Census data (\code{\var{surname.match}}), - and the probabilities Pr(Race | Surname) for each racial group - (\code{\var{p_whi}} for White, \code{\var{p_bla}} for Black, - \code{\var{p_his}} for Hispanic/Latino, - \code{\var{p_asi}} for Asian and Pacific Islander, and - \code{\var{p_oth}} for Other/Mixed). +consist of the original user-input data with additional columns that +specify the part of the name matched with Census data (\code{\var{surname.match}}), +and the probabilities Pr(Race | Surname) for each racial group +(\code{\var{p_whi}} for White, \code{\var{p_bla}} for Black, +\code{\var{p_his}} for Hispanic/Latino, +\code{\var{p_asi}} for Asian and Pacific Islander, and +\code{\var{p_oth}} for Other/Mixed). } \description{ \code{merge_names} merges names in a user-input dataset with corresponding - race/ethnicity probabilities derived from both the U.S. Census Surname List - and Spanish Surname List and voter files from states in the Southern U.S. +race/ethnicity probabilities derived from both the U.S. Census Surname List +and Spanish Surname List and voter files from states in the Southern U.S. } \details{ This function allows users to match names in their dataset with database entries - estimating P(name | ethnicity) for each of the five major racial groups for each - name. The database probabilities are derived from both the U.S. Census Surname List - and Spanish Surname List and voter files from states in the Southern U.S. +estimating P(name | ethnicity) for each of the five major racial groups for each +name. The database probabilities are derived from both the U.S. Census Surname List +and Spanish Surname List and voter files from states in the Southern U.S. - By default, the function matches names as follows: - 1) Search raw surnames in the database; - 2) Remove any punctuation and search again; - 3) Remove any spaces and search again; - 4) Remove suffixes (e.g., "Jr") and search again (last names only) - 5) Split double-barreled names into two parts and search first part of name; - 6) Split double-barreled names into two parts and search second part of name; +By default, the function matches names as follows: +\enumerate{ +\item Search raw surnames in the database; +\item Remove any punctuation and search again; +\item Remove any spaces and search again; +\item Remove suffixes (e.g., "Jr") and search again (last names only) +\item Split double-barreled names into two parts and search first part of name; +\item Split double-barreled names into two parts and search second part of name; +} - Each step only applies to names not matched in a previous step. - Steps 2 through 6 are not applied if \code{clean.surname} is FALSE. +Each step only applies to names not matched in a previous step. +Steps 2 through 6 are not applied if \code{clean.surname} is FALSE. - Note: Any name appearing only on the Spanish Surname List is assigned a - probability of 1 for Hispanics/Latinos and 0 for all other racial groups. +Note: Any name appearing only on the Spanish Surname List is assigned a +probability of 1 for Hispanics/Latinos and 0 for all other racial groups. } \examples{ data(voters) diff --git a/man/merge_surnames.Rd b/man/merge_surnames.Rd index a4ccd94..08c257d 100644 --- a/man/merge_surnames.Rd +++ b/man/merge_surnames.Rd @@ -13,62 +13,64 @@ merge_surnames( ) } \arguments{ -\item{voter.file}{An object of class \code{data.frame}. Must contain a field +\item{voter.file}{An object of class \code{data.frame}. Must contain a field named 'surname' containing list of surnames to be merged with Census lists.} -\item{surname.year}{An object of class \code{numeric} indicating which year -Census Surname List is from. Accepted values are \code{2010} and \code{2000}. +\item{surname.year}{An object of class \code{numeric} indicating which year +Census Surname List is from. Accepted values are \code{2010} and \code{2000}. Default is \code{2020}.} -\item{name.data}{An object of class \code{data.frame}. Must contain a leading -column of surnames, and 5 subsequent columns, with Pr(Race | Surname) for each +\item{name.data}{An object of class \code{data.frame}. Must contain a leading +column of surnames, and 5 subsequent columns, with Pr(Race | Surname) for each of the five major racial categories.} -\item{clean.surname}{A \code{TRUE}/\code{FALSE} object. If \code{TRUE}, -any surnames in \code{\var{voter.file}} that cannot initially be matched -to surname lists will be cleaned, according to U.S. Census specifications, +\item{clean.surname}{A \code{TRUE}/\code{FALSE} object. If \code{TRUE}, +any surnames in \code{\var{voter.file}} that cannot initially be matched +to surname lists will be cleaned, according to U.S. Census specifications, in order to increase the chance of finding a match. Default is \code{TRUE}.} -\item{impute.missing}{A \code{TRUE}/\code{FALSE} object. If \code{TRUE}, -race/ethnicity probabilities will be imputed for unmatched names using +\item{impute.missing}{A \code{TRUE}/\code{FALSE} object. If \code{TRUE}, +race/ethnicity probabilities will be imputed for unmatched names using race/ethnicity distribution for all other names (i.e., not on Census List). Default is \code{TRUE}.} } \value{ -Output will be an object of class \code{data.frame}. It will - consist of the original user-input data with additional columns that - specify the part of the name matched with Census data (\code{\var{surname.match}}), - and the probabilities Pr(Race | Surname) for each racial group - (\code{\var{p_whi}} for White, \code{\var{p_bla}} for Black, - \code{\var{p_his}} for Hispanic/Latino, - \code{\var{p_asi}} for Asian and Pacific Islander, and - \code{\var{p_oth}} for Other/Mixed). +Output will be an object of class \code{data.frame}. It will +consist of the original user-input data with additional columns that +specify the part of the name matched with Census data (\code{\var{surname.match}}), +and the probabilities Pr(Race | Surname) for each racial group +(\code{\var{p_whi}} for White, \code{\var{p_bla}} for Black, +\code{\var{p_his}} for Hispanic/Latino, +\code{\var{p_asi}} for Asian and Pacific Islander, and +\code{\var{p_oth}} for Other/Mixed). #' } \description{ -\code{merge_surnames} merges surnames in user-input dataset with corresponding - race/ethnicity probabilities from U.S. Census Surname List and Spanish Surname List. +\code{merge_surnames} merges surnames in user-input dataset with corresponding +race/ethnicity probabilities from U.S. Census Surname List and Spanish Surname List. } \details{ -This function allows users to match surnames in their dataset with the U.S. - Census Surname List (from 2000 or 2010) and Spanish Surname List to obtain - Pr(Race | Surname) for each of the five major racial groups. - - By default, the function matches surnames to the Census list as follows: - 1) Search raw surnames in Census surname list; - 2) Remove any punctuation and search again; - 3) Remove any spaces and search again; - 4) Remove suffixes (e.g., Jr) and search again; - 5) Split double-barreled surnames into two parts and search first part of name; - 6) Split double-barreled surnames into two parts and search second part of name; - 7) For any remaining names, impute probabilities using distribution - for all names not appearing on Census list. - - Each step only applies to surnames not matched in a previous ste. - Steps 2 through 7 are not applied if \code{clean.surname} is FALSE. - - Note: Any name appearing only on the Spanish Surname List is assigned a - probability of 1 for Hispanics/Latinos and 0 for all other racial groups. +This function allows users to match surnames in their dataset with the U.S. +Census Surname List (from 2000 or 2010) and Spanish Surname List to obtain +Pr(Race | Surname) for each of the five major racial groups. + +By default, the function matches surnames to the Census list as follows: +\enumerate{ +\item Search raw surnames in Census surname list; +\item Remove any punctuation and search again; +\item Remove any spaces and search again; +\item Remove suffixes (e.g., Jr) and search again; +\item Split double-barreled surnames into two parts and search first part of name; +\item Split double-barreled surnames into two parts and search second part of name; +\item For any remaining names, impute probabilities using distribution +for all names not appearing on Census list. +} + +Each step only applies to surnames not matched in a previous ste. +Steps 2 through 7 are not applied if \code{clean.surname} is FALSE. + +Note: Any name appearing only on the Spanish Surname List is assigned a +probability of 1 for Hispanics/Latinos and 0 for all other racial groups. } \examples{ data(voters) diff --git a/man/predict_race.Rd b/man/predict_race.Rd index 5b80be6..f753d16 100644 --- a/man/predict_race.Rd +++ b/man/predict_race.Rd @@ -34,12 +34,12 @@ If using geolocation in predictions, \code{\var{voter.file}} must contain a fiel state of residence (e.g., \code{"nj"} for New Jersey). If using Census geographic data in race/ethnicity predictions, \code{\var{voter.file}} must also contain at least one of the following fields: -\code{\var{county}}, \code{\var{tract}}, \code{\var{block_group}}, \code{\var{block}}, +\code{\var{county}}, \code{\var{tract}}, \code{\var{block_group}}, \code{\var{block}}, and/or \code{\var{place}}. These fields should contain character strings matching U.S. Census categories. County is three characters (e.g., \code{"031"} not \code{"31"}), tract is six characters, block group is usually a single character and block - is four characters. Place is five characters. +is four characters. Place is five characters. See below for other optional fields.} \item{census.surname}{A \code{TRUE}/\code{FALSE} object. If \code{TRUE}, @@ -53,7 +53,7 @@ only use surname data and calculate Pr(Race | Surname). Default is \code{FALSE}. \item{census.geo}{An optional character vector specifying what level of geography to use to merge in U.S. Census geographic data. Currently -\code{"county"}, \code{"tract"}, \code{"block_group"}, \code{"block"}, and \code{"place"} +\code{"county"}, \code{"tract"}, \code{"block_group"}, \code{"block"}, and \code{"place"} are supported. Note: sufficient information must be in user-defined \code{\var{voter.file}} object. If \code{\var{census.geo} = "county"}, then \code{\var{voter.file}} @@ -102,19 +102,19 @@ it should be coded as 1 for Democrat, 2 for Republican, and 0 for Other.} \item{impute.missing}{Logical, defaults to TRUE. Should missing be imputed?} -\item{use.counties}{A logical, defaulting to FALSE. Should census data be filtered by counties +\item{use.counties}{A logical, defaulting to FALSE. Should census data be filtered by counties available in \var{census.data}?} -\item{model}{Character string, either "BISG" (default) or "fBISG" (for error-correction, +\item{model}{Character string, either "BISG" (default) or "fBISG" (for error-correction, fully-Bayesian model).} \item{race.init}{Vector of initial race for each observation in voter.file. -Must be an integer vector, with 1=white, 2=black, 3=hispanic, 4=asian, and +Must be an integer vector, with 1=white, 2=black, 3=hispanic, 4=asian, and 5=other. Defaults to values obtained using \code{model="BISG_surname"}.} -\item{name.dictionaries}{Optional named list of \code{data.frame}'s -containing counts of names by race. Any of the following named elements -are allowed: "surname", "first", "middle". When present, the objects must +\item{name.dictionaries}{Optional named list of \code{data.frame}'s +containing counts of names by race. Any of the following named elements +are allowed: "surname", "first", "middle". When present, the objects must follow the same structure as \code{last_c}, \code{first_c}, \code{mid_c}, respectively.} @@ -123,22 +123,22 @@ middle'. Defaults to 'surname'.} \item{control}{List of control arguments only used when \code{model="fBISG"}, including \itemize{ - \item{iter}{ Number of MCMC iterations. Defaults to 1000.} - \item{burnin}{ Number of iterations discarded as burnin. Defaults to half of \code{iter}.} - \item{verbose}{ Print progress information. Defaults to \code{TRUE}.} - \item{me.correct}{ Boolean. Should the model correcting measurement error for \code{races|geo}? Defaults to \code{TRUE}.} - \item{seed}{ RNG seed. If \code{NULL}, a seed is generated and returned as an attribute for reproducibility.} +\item{iter}{ Number of MCMC iterations. Defaults to 1000.} +\item{burnin}{ Number of iterations discarded as burnin. Defaults to half of \code{iter}.} +\item{verbose}{ Print progress information. Defaults to \code{TRUE}.} +\item{me.correct}{ Boolean. Should the model correcting measurement error for \code{races|geo}? Defaults to \code{TRUE}.} +\item{seed}{ RNG seed. If \code{NULL}, a seed is generated and returned as an attribute for reproducibility.} }} } \value{ Output will be an object of class \code{data.frame}. It will - consist of the original user-input \code{voter.file} with additional columns with - predicted probabilities for each of the five major racial categories: - \code{\var{pred.whi}} for White, - \code{\var{pred.bla}} for Black, - \code{\var{pred.his}} for Hispanic/Latino, - \code{\var{pred.asi}} for Asian/Pacific Islander, and - \code{\var{pred.oth}} for Other/Mixed. +consist of the original user-input \code{voter.file} with additional columns with +predicted probabilities for each of the five major racial categories: +\code{\var{pred.whi}} for White, +\code{\var{pred.bla}} for Black, +\code{\var{pred.his}} for Hispanic/Latino, +\code{\var{pred.asi}} for Asian/Pacific Islander, and +\code{\var{pred.oth}} for Other/Mixed. } \description{ \code{predict_race} makes probabilistic estimates of individual-level race/ethnicity. diff --git a/man/sample_me.Rd b/man/sample_me.Rd index 4e82121..157ae51 100644 --- a/man/sample_me.Rd +++ b/man/sample_me.Rd @@ -32,9 +32,9 @@ sample_me( \item{pi_s}{Numeric matrix of race | surname prior probabilities.} -\item{pi_f}{Same as `pi_s`, but for first names.} +\item{pi_f}{Same as \code{pi_s}, but for first names.} -\item{pi_m}{Same as `pi_s`, but for middle names.} +\item{pi_m}{Same as \code{pi_s}, but for middle names.} \item{pi_nr}{Matrix of marginal probability distribution over missing names; non-keyword names default to this distribution.} @@ -52,9 +52,9 @@ sample_me( \item{M_rs}{Integer matrix of race | surname counts in dictionary (surnames in columns).} -\item{M_rf}{Same as `M_rs`, but for first names (can be empty matrix for surname only models).} +\item{M_rf}{Same as \code{M_rs}, but for first names (can be empty matrix for surname only models).} -\item{M_rm}{Same as `M_rs`, but for middle names (can be empty matrix for surname, or surname and first name only models).} +\item{M_rm}{Same as \code{M_rs}, but for middle names (can be empty matrix for surname, or surname and first name only models).} \item{alpha}{Numeric matrix of race | geography prior probabilities.} diff --git a/man/surnames2000.Rd b/man/surnames2000.Rd index 00a2c30..6dc45f5 100644 --- a/man/surnames2000.Rd +++ b/man/surnames2000.Rd @@ -7,13 +7,13 @@ \format{ A data frame with 157,728 rows and 6 variables: \describe{ - \item{surname}{Surname} - \item{p_whi}{Pr(White | Surname)} - \item{p_bla}{Pr(Black | Surname)} - \item{p_his}{Pr(Hispanic/Latino | Surname)} - \item{p_asi}{Pr(Asian/Pacific Islander | Surname)} - \item{p_oth}{Pr(Other | Surname)} - #' } +\item{surname}{Surname} +\item{p_whi}{Pr(White | Surname)} +\item{p_bla}{Pr(Black | Surname)} +\item{p_his}{Pr(Hispanic/Latino | Surname)} +\item{p_asi}{Pr(Asian/Pacific Islander | Surname)} +\item{p_oth}{Pr(Other | Surname)} +#' } } \usage{ surnames2000 diff --git a/man/surnames2010.Rd b/man/surnames2010.Rd index 7341985..a09afdf 100644 --- a/man/surnames2010.Rd +++ b/man/surnames2010.Rd @@ -7,13 +7,13 @@ \format{ A data frame with 167,613 rows and 6 variables: \describe{ - \item{surname}{Surname} - \item{p_whi}{Pr(White | Surname)} - \item{p_bla}{Pr(Black | Surname)} - \item{p_his}{Pr(Hispanic/Latino | Surname)} - \item{p_asi}{Pr(Asian/Pacific Islander | Surname)} - \item{p_oth}{Pr(Other | Surname)} - #' } +\item{surname}{Surname} +\item{p_whi}{Pr(White | Surname)} +\item{p_bla}{Pr(Black | Surname)} +\item{p_his}{Pr(Hispanic/Latino | Surname)} +\item{p_asi}{Pr(Asian/Pacific Islander | Surname)} +\item{p_oth}{Pr(Other | Surname)} +#' } } \usage{ surnames2010 diff --git a/man/vec_to_chunk.Rd b/man/vec_to_chunk.Rd index eb77daa..fe5ae7f 100644 --- a/man/vec_to_chunk.Rd +++ b/man/vec_to_chunk.Rd @@ -16,9 +16,9 @@ Object of class \code{list}. \code{vec_to_chunk} takes a list of variables and collects them into 50-variable chunks. } \details{ -This function takes a list of variable names and collects them into chunks with no more than -50 variables each. This helps to get around requests with more than 50 variables,because the -API only allows queries of 50 variables at a time. +This function takes a list of variable names and collects them into chunks with no more than +50 variables each. This helps to get around requests with more than 50 variables,because the +API only allows queries of 50 variables at a time. The user should not need to call this function directly. } \examples{ @@ -29,7 +29,7 @@ vec_to_chunk(x = c(paste("P012F0", seq(10:49), sep = ""), } \references{ -Based on code authored by Nicholas Nagle, which is available +Based on code authored by Nicholas Nagle, which is available \href{https://rstudio-pubs-static.s3.amazonaws.com/19337_2e7f827190514c569ea136db788ce850.html}{here}. } \keyword{internal} diff --git a/man/voters.Rd b/man/voters.Rd index 3637041..be5d7bc 100644 --- a/man/voters.Rd +++ b/man/voters.Rd @@ -7,22 +7,22 @@ \format{ A data frame with 10 rows and 12 variables: \describe{ - \item{VoterID}{Voter identifier (numeric)} - \item{surname}{Surname} - \item{state}{State of residence} - \item{CD}{Congressional district} - \item{county}{Census county (three-digit code)} - \item{first}{First name} - \item{last}{Last name or surname} - \item{tract}{Census tract (six-digit code)} - \item{block}{Census block (four-digit code)} - \item{precinct}{Voting precinct} - \item{place}{Voting place} - \item{age}{Age in years} - \item{sex}{0=male, 1=female} - \item{party}{Party registration (character)} - \item{PID}{Party registration (numeric)} - #' } +\item{VoterID}{Voter identifier (numeric)} +\item{surname}{Surname} +\item{state}{State of residence} +\item{CD}{Congressional district} +\item{county}{Census county (three-digit code)} +\item{first}{First name} +\item{last}{Last name or surname} +\item{tract}{Census tract (six-digit code)} +\item{block}{Census block (four-digit code)} +\item{precinct}{Voting precinct} +\item{place}{Voting place} +\item{age}{Age in years} +\item{sex}{0=male, 1=female} +\item{party}{Party registration (character)} +\item{PID}{Party registration (numeric)} +#' } } \usage{ voters diff --git a/man/wru_data_preflight.Rd b/man/wru_data_preflight.Rd index cc93d37..7da9e58 100644 --- a/man/wru_data_preflight.Rd +++ b/man/wru_data_preflight.Rd @@ -10,6 +10,6 @@ wru_data_preflight() Checks if namedata is available in the current working directory, if not downloads it from github using piggyback. By default, wru will download the data to a temporary directory that lasts as long as your session does. -However, you may wish to set the \code{wru_data_wd} option to save the +However, you may wish to set the \code{wru_data_wd} option to save the downloaded data to your current working directory for more permanence. } From 4aa60199c1465ce9ef57c38537e7b39a6050db09 Mon Sep 17 00:00:00 2001 From: Alexander Rossell Hayes Date: Wed, 15 Nov 2023 11:26:19 -0800 Subject: [PATCH 07/16] chore: `use_tidy_description()` --- DESCRIPTION | 57 +++++++++++++++++++++++++++++------------------------ 1 file changed, 31 insertions(+), 26 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 2ed5682..78eed02 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,24 +1,30 @@ Package: wru +Title: Who are You? Bayesian Prediction of Racial Category Using Surname, + First Name, Middle Name, and Geolocation Version: 2.0.0 Date: 2023-07-12 -Title: Who are You? Bayesian Prediction of Racial Category Using Surname, First Name, Middle Name, and - Geolocation Authors@R: c( - person("Kabir", "Khanna", email = "kabirkhanna@gmail.com", role = c("aut")), - person("Brandon", "Bertelsen", email = "brandon@bertelsen.ca", role = c("aut","cre")), - person("Santiago", "Olivella", email = "olivella@unc.edu", role = c("aut")), - person("Evan", "Rosenman", email = "etrrosenman@gmail.com", role = c("aut")), - person("Kosuke", "Imai", email = "imai@harvard.edu", role = c("aut")) + person("Kabir", "Khanna", , "kabirkhanna@gmail.com", role = "aut"), + person("Brandon", "Bertelsen", , "brandon@bertelsen.ca", role = c("aut", "cre")), + person("Santiago", "Olivella", , "olivella@unc.edu", role = "aut"), + person("Evan", "Rosenman", , "etrrosenman@gmail.com", role = "aut"), + person("Kosuke", "Imai", , "imai@harvard.edu", role = "aut") ) -Description: Predicts individual race/ethnicity using surname, first name, middle name, geolocation, - and other attributes, such as gender and age. The method utilizes Bayes' - Rule (with optional measurement error correction) to compute the posterior probability of each racial category for any given - individual. The package implements methods described in Imai and Khanna (2016) - "Improving Ecological Inference by Predicting Individual Ethnicity from Voter - Registration Records" Political Analysis and Imai, Olivella, and Rosenman (2022) - "Addressing census data problems in race imputation via fully Bayesian Improved Surname Geocoding and name supplements" - . The package also incorporates the data described in Rosenman, Olivella, and Imai (2023) - "Race and ethnicity data for first, middle, and surnames" . +Description: Predicts individual race/ethnicity using surname, first name, + middle name, geolocation, and other attributes, such as gender and + age. The method utilizes Bayes' Rule (with optional measurement error + correction) to compute the posterior probability of each racial + category for any given individual. The package implements methods + described in Imai and Khanna (2016) "Improving Ecological Inference by + Predicting Individual Ethnicity from Voter Registration Records" + Political Analysis and Imai, Olivella, and + Rosenman (2022) "Addressing census data problems in race imputation + via fully Bayesian Improved Surname Geocoding and name supplements" + . The package also incorporates the data + described in Rosenman, Olivella, and Imai (2023) "Race and ethnicity + data for first, middle, and surnames" + . +License: GPL (>= 3) URL: https://github.com/kosukeimai/wru BugReports: https://github.com/kosukeimai/wru/issues Depends: @@ -28,21 +34,20 @@ Imports: dplyr, furrr, future, + piggyback (>= 0.1.4), + PL94171, purrr, - Rcpp, - piggyback (>= 0.1.4), - PL94171 + Rcpp Suggests: - testthat (>= 3.0.0), - covr + covr, + testthat (>= 3.0.0) LinkingTo: Rcpp, RcppArmadillo -LazyLoad: yes +Config/testthat/edition: 3 +Encoding: UTF-8 LazyData: yes LazyDataCompression: xz -License: GPL (>= 3) -RoxygenNote: 7.2.3 -Encoding: UTF-8 -Config/testthat/edition: 3 +LazyLoad: yes Roxygen: list(markdown = TRUE) +RoxygenNote: 7.2.3 From 2998d97e8b79f2cd52e3ba11e08e081921841e85 Mon Sep 17 00:00:00 2001 From: Alexander Rossell Hayes Date: Wed, 15 Nov 2023 11:28:01 -0800 Subject: [PATCH 08/16] docs(predict_race): document that `census.key` will be retrieved from `CENSUS_API_KEY` envvar --- R/predict_race.R | 11 ++++++++--- man/predict_race.Rd | 9 ++++++--- 2 files changed, 14 insertions(+), 6 deletions(-) diff --git a/R/predict_race.R b/R/predict_race.R index 31ed173..10bd067 100644 --- a/R/predict_race.R +++ b/R/predict_race.R @@ -42,9 +42,14 @@ #' must have column named \code{place}. #' Specifying \code{\var{census.geo}} will call \code{census_helper} function #' to merge Census geographic data at specified level of geography. -#' @param census.key A character object specifying user's Census API -#' key. Required if \code{\var{census.geo}} is specified, because -#' a valid Census API key is required to download Census geographic data. +#' +#' @param census.key A character object specifying user's Census API key. +#' Required if `census.geo` is specified, because a valid Census API key is +#' required to download Census geographic data. +#' +#' If [`NULL`], the default, attempts to find a census key stored in an +#' [environment variable][Sys.getenv] named `CENSUS_API_KEY`. +#' #' @param census.data A list indexed by two-letter state abbreviations, #' which contains pre-saved Census geographic data. #' Can be generated using \code{get_census_data} function. diff --git a/man/predict_race.Rd b/man/predict_race.Rd index f753d16..3c73abd 100644 --- a/man/predict_race.Rd +++ b/man/predict_race.Rd @@ -67,9 +67,12 @@ must have column named \code{place}. Specifying \code{\var{census.geo}} will call \code{census_helper} function to merge Census geographic data at specified level of geography.} -\item{census.key}{A character object specifying user's Census API -key. Required if \code{\var{census.geo}} is specified, because -a valid Census API key is required to download Census geographic data.} +\item{census.key}{A character object specifying user's Census API key. +Required if \code{census.geo} is specified, because a valid Census API key is +required to download Census geographic data. + +If \code{\link{NULL}}, the default, attempts to find a census key stored in an +\link[=Sys.getenv]{environment variable} named \code{CENSUS_API_KEY}.} \item{census.data}{A list indexed by two-letter state abbreviations, which contains pre-saved Census geographic data. From ff8fe3acb59e511f0e96adfb0eb84956e1a757bf Mon Sep 17 00:00:00 2001 From: Alexander Rossell Hayes Date: Wed, 15 Nov 2023 11:29:18 -0800 Subject: [PATCH 09/16] docs(README): move instructions for storing API key after instructions for getting an API key --- README.Rmd | 61 ++++++++++++++++++++++++++++-------------------------- README.md | 45 ++++++++++++++++++++-------------------- 2 files changed, 54 insertions(+), 52 deletions(-) diff --git a/README.Rmd b/README.Rmd index 32ca602..cdb1b95 100644 --- a/README.Rmd +++ b/README.Rmd @@ -34,17 +34,9 @@ Or you can install the development version of **wru** from [GitHub](https://gith pak::pkg_install("kosukeimai/wru") ``` -### Using wru +## Using wru -First, you should save your census key to your `.Rprofile` or `.Renviron`. Below is an example procedure: - - > usethis::edit_r_profile() - # edit the file with the following - Sys.setenv("CENSUS_API_KEY" = "Your Key") - # save and close the file - # Restart your R session - -Now, here is a simple example that predicts the race/ethnicity of voters based only on their surnames. +Here is a simple example that predicts the race/ethnicity of voters based only on their surnames. ``` r library(wru) @@ -68,30 +60,41 @@ The above produces the following output, where the last five columns are probabi 9 Wantchekon NJ 12 021 004501 1025 50 0 Rep 2 60900 0.6665000 0.08530000 0.13670000 0.07970000 0.03180000 10 Morse DC 0 001 001301 3005 29 1 Rep 2 50000 0.9054000 0.04310000 0.02060000 0.00720000 0.02370000 -In order to predict race/ethnicity based on surnames AND geolocation, a user needs to provide a valid U.S. Census API key to access the census statistics. You may request a U.S. Census API key [here](http://api.census.gov/data/key_signup.html). Once you have an API key, you can use the package to download relevant Census geographic data on demand and condition race/ethnicity predictions on geolocation (county, tract, block, or place). +### Using geolocation + +In order to predict race/ethnicity based on surnames *and* geolocation, a user needs to provide a valid U.S. Census API key to access the census statistics. +You can request a U.S. Census API key from [the U.S. Census API key signup page](http://api.census.gov/data/key_signup.html). +Once you have an API key, you can use the package to download relevant Census geographic data on demand and condition race/ethnicity predictions on geolocation (county, tract, block, or place). + +First, you should save your census key to your `.Rprofile` or `.Renviron`. Below is an example procedure: + +``` +usethis::edit_r_environ() +# Edit the file with the following: +CENSUS_API_KEY=YourKey +# Save and close the file +# Restart your R session +``` The following example predicts the race/ethnicity of voters based on their surnames, Census tract of residence (census.geo = "tract"), and which party registration (party = "PID"). Note that a valid API key must be provided in the input parameter 'census.key' in order for the function to download the relevant tract-level data. ``` r library(wru) -data(voters) predict_race(voter.file = voters, census.geo = "tract", census.key = "...", party = "PID") ``` - -The above returns the following output. - - VoterID surname state CD county tract block precinct age sex party PID place pred.whi pred.bla pred.his pred.asi pred.oth - 1 Khanna NJ 12 021 004000 3001 6 29 0 Ind 0 74000 0.081856291 0.0021396565 0.0110451405 0.828313291 0.076645621 - 6 Ratkovic NJ 12 021 004000 1025 35 0 Ind 0 60900 0.916936771 0.0044432219 0.0120276229 0.008532929 0.058059455 - 4 Fifield NJ 12 021 004501 1025 27 0 Dem 1 60900 0.895620643 0.0022078678 0.0139457411 0.023345853 0.064879895 - 5 Zhou NJ 12 021 004501 1025 28 1 Dem 1 60900 0.003164229 0.0006092345 0.0001072684 0.991261466 0.004857802 - 2 Imai NJ 12 021 004501 1025 40 0 Dem 1 60900 0.029936354 0.0009275220 0.0129831039 0.850040743 0.106112277 - 8 Lopez NJ 12 021 004501 1025 33 0 Rep 2 60900 0.231046860 0.0016485574 0.6813780115 0.053180270 0.032746301 - 9 Wantchekon NJ 12 021 004501 1025 50 0 Rep 2 60900 0.817841573 0.0063677130 0.0258733496 0.107254103 0.042663261 - 3 Velasco NY 12 061 004800 6001 33 0 Rep 2 51000 0.223924118 0.0002913000 0.4451163607 0.313431417 0.017236805 - 7 Johnson NY 9 061 015100 4000 25 0 Dem 1 51000 0.241417483 0.6900686166 0.0293556870 0.011105140 0.028053073 - 10 Morse DC 0 001 001301 3005 29 1 Rep 2 50000 0.983300770 0.0006116706 0.0034070782 0.004823439 0.007857042 - +``` +VoterID surname state CD county tract block precinct age sex party PID place pred.whi pred.bla pred.his pred.asi pred.oth + 1 Khanna NJ 12 021 004000 3001 6 29 0 Ind 0 74000 0.081856291 0.0021396565 0.0110451405 0.828313291 0.076645621 + 6 Ratkovic NJ 12 021 004000 1025 35 0 Ind 0 60900 0.916936771 0.0044432219 0.0120276229 0.008532929 0.058059455 + 4 Fifield NJ 12 021 004501 1025 27 0 Dem 1 60900 0.895620643 0.0022078678 0.0139457411 0.023345853 0.064879895 + 5 Zhou NJ 12 021 004501 1025 28 1 Dem 1 60900 0.003164229 0.0006092345 0.0001072684 0.991261466 0.004857802 + 2 Imai NJ 12 021 004501 1025 40 0 Dem 1 60900 0.029936354 0.0009275220 0.0129831039 0.850040743 0.106112277 + 8 Lopez NJ 12 021 004501 1025 33 0 Rep 2 60900 0.231046860 0.0016485574 0.6813780115 0.053180270 0.032746301 + 9 Wantchekon NJ 12 021 004501 1025 50 0 Rep 2 60900 0.817841573 0.0063677130 0.0258733496 0.107254103 0.042663261 + 3 Velasco NY 12 061 004800 6001 33 0 Rep 2 51000 0.223924118 0.0002913000 0.4451163607 0.313431417 0.017236805 + 7 Johnson NY 9 061 015100 4000 25 0 Dem 1 51000 0.241417483 0.6900686166 0.0293556870 0.011105140 0.028053073 + 10 Morse DC 0 001 001301 3005 29 1 Rep 2 50000 0.983300770 0.0006116706 0.0034070782 0.004823439 0.007857042 +``` In predict_race, the census.geo options are "county", "tract", "block" and "place". Here is an example of prediction based on census statistics collected at the level of "place": ``` r @@ -162,7 +165,7 @@ predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = cen predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = censusObj2, party = "PID", age = TRUE, sex = FALSE) # Pr(Race | Surname, Tract, Party) ``` -## Notes about process design +### Notes about process design For larger scale imputations garbage-collection can become a problem and your machine(s) can quickly run out of memory (RAM). It is recommended to use the `future.callr::callr` plan instead of `future::multisession`. The `callr` plan instantiates a new session at every iteration of your parallel loop or map. This simultaneously has the effect of creating more overhead, but also clearing the often sticky memory elements that would be left over to grow to eventual system failure when using `multisession`. You end up with a process that is more stable, but slightly slower. @@ -176,6 +179,6 @@ This package uses the Census Bureau Data API but is not endorsed or certified by U.S. Census Bureau (2021, October 8). Decennial Census API. Census.gov. Retrieved from -### A related song +## A related song [![Thumbnail of the music video for "Who Are You" by The Who](https://img.youtube.com/vi/PNbBDrceCy8/maxresdefault.jpg)](https://www.youtube.com/watch?v=PNbBDrceCy8) diff --git a/README.md b/README.md index 68487fd..e41f849 100644 --- a/README.md +++ b/README.md @@ -31,18 +31,9 @@ Or you can install the development version of **wru** from pak::pkg_install("kosukeimai/wru") ``` -### Using wru +## Using wru -First, you should save your census key to your `.Rprofile` or -`.Renviron`. Below is an example procedure: - - > usethis::edit_r_profile() - # edit the file with the following - Sys.setenv("CENSUS_API_KEY" = "Your Key") - # save and close the file - # Restart your R session - -Now, here is a simple example that predicts the race/ethnicity of voters +Here is a simple example that predicts the race/ethnicity of voters based only on their surnames. ``` r @@ -69,13 +60,24 @@ probability of being Hispanic/Latino): 9 Wantchekon NJ 12 021 004501 1025 50 0 Rep 2 60900 0.6665000 0.08530000 0.13670000 0.07970000 0.03180000 10 Morse DC 0 001 001301 3005 29 1 Rep 2 50000 0.9054000 0.04310000 0.02060000 0.00720000 0.02370000 -In order to predict race/ethnicity based on surnames AND geolocation, a -user needs to provide a valid U.S. Census API key to access the census -statistics. You may request a U.S. Census API key -[here](http://api.census.gov/data/key_signup.html). Once you have an API -key, you can use the package to download relevant Census geographic data -on demand and condition race/ethnicity predictions on geolocation -(county, tract, block, or place). +### Using geolocation + +In order to predict race/ethnicity based on surnames *and* geolocation, +a user needs to provide a valid U.S. Census API key to access the census +statistics. You can request a U.S. Census API key from [the U.S. Census +API key signup page](http://api.census.gov/data/key_signup.html). Once +you have an API key, you can use the package to download relevant Census +geographic data on demand and condition race/ethnicity predictions on +geolocation (county, tract, block, or place). + +First, you should save your census key to your `.Rprofile` or +`.Renviron`. Below is an example procedure: + + usethis::edit_r_environ() + # Edit the file with the following: + CENSUS_API_KEY=YourKey + # Save and close the file + # Restart your R session The following example predicts the race/ethnicity of voters based on their surnames, Census tract of residence (census.geo = “tract”), and @@ -85,12 +87,9 @@ function to download the relevant tract-level data. ``` r library(wru) -data(voters) predict_race(voter.file = voters, census.geo = "tract", census.key = "...", party = "PID") ``` -The above returns the following output. - VoterID surname state CD county tract block precinct age sex party PID place pred.whi pred.bla pred.his pred.asi pred.oth 1 Khanna NJ 12 021 004000 3001 6 29 0 Ind 0 74000 0.081856291 0.0021396565 0.0110451405 0.828313291 0.076645621 6 Ratkovic NJ 12 021 004000 1025 35 0 Ind 0 60900 0.916936771 0.0044432219 0.0120276229 0.008532929 0.058059455 @@ -205,7 +204,7 @@ predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = cen predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = censusObj2, party = "PID", age = TRUE, sex = FALSE) # Pr(Race | Surname, Tract, Party) ``` -## Notes about process design +### Notes about process design For larger scale imputations garbage-collection can become a problem and your machine(s) can quickly run out of memory (RAM). It is recommended @@ -230,7 +229,7 @@ U.S. Census Bureau (2021, October 8). Decennial Census API. Census.gov. Retrieved from -### A related song +## A related song [![Thumbnail of the music video for “Who Are You” by The Who](https://img.youtube.com/vi/PNbBDrceCy8/maxresdefault.jpg)](https://www.youtube.com/watch?v=PNbBDrceCy8) From 616c2c6dbdd0738bb61e0c76fc4172f801fcefbc Mon Sep 17 00:00:00 2001 From: Alexander Rossell Hayes Date: Wed, 15 Nov 2023 11:29:48 -0800 Subject: [PATCH 10/16] docs: inherit from `predict_race()` in other documentation --- R/census_data_preflight.R | 4 +- R/race_prediction_funs.R | 23 ++---- man/census_data_preflight.Rd | 23 +++++- man/modfuns.Rd | 131 ++++++++++++++++++++++++++--------- 4 files changed, 124 insertions(+), 57 deletions(-) diff --git a/R/census_data_preflight.R b/R/census_data_preflight.R index 067117e..804c066 100644 --- a/R/census_data_preflight.R +++ b/R/census_data_preflight.R @@ -1,8 +1,6 @@ #' Preflight census data #' -#' @param census.data See documentation in \code{race_predict}. -#' @param census.geo See documentation in \code{race_predict}. -#' @param year See documentation in \code{race_predict}. +#' @inheritParams predict_race #' @keywords internal census_data_preflight <- function(census.data, census.geo, year) { diff --git a/R/race_prediction_funs.R b/R/race_prediction_funs.R index 1ade9c7..2c2f692 100644 --- a/R/race_prediction_funs.R +++ b/R/race_prediction_funs.R @@ -1,7 +1,7 @@ #' Internal model fitting functions #' #' These functions are intended for internal use only. Users should use the -#' \code{race_predict} interface rather any of these functions directly. +#' [predict_race()] interface rather any of these functions directly. #' #' These functions fit different versions of WRU. \code{.predict_race_old} fits #' the original WRU model, also known as BISG with census-based surname dictionary. @@ -13,26 +13,11 @@ #' the augmented surname dictionary, and the first and middle name #' dictionaries when making predictions. #' -#' @param voter.file See documentation in \code{race_predict}. -#' @param census.surname See documentation in \code{race_predict}. -#' @param surname.only See documentation in \code{race_predict}. -#' @param surname.year See documentation in \code{race_predict}. -#' @param census.geo See documentation in \code{race_predict}. -#' @param census.key See documentation in \code{race_predict}. -#' @param census.data See documentation in \code{race_predict}. -#' @param age See documentation in \code{race_predict}. -#' @param sex See documentation in \code{race_predict}. -#' @param year See documentation in \code{race_predict}. -#' @param party See documentation in \code{race_predict}. -#' @param retry See documentation in \code{race_predict}. -#' @param impute.missing See documentation in \code{race_predict}. -#' @param names.to.use See documentation in \code{race_predict}. -#' @param race.init See documentation in \code{race_predict}. -#' @param name.dictionaries See documentation in \code{race_predict}. -#' @param ctrl See \code{control} in documentation for \code{race_predict}. +#' @inheritParams predict_race +#' @param ctrl See `control` in documentation for [predict_race()]. #' @param use.counties A logical, defaulting to FALSE. Should census data be filtered by counties available in \var{census.data}? #' -#' @return See documentation in \code{race_predict}. +#' @inherit predict_race return #' #' @name modfuns NULL diff --git a/man/census_data_preflight.Rd b/man/census_data_preflight.Rd index f3512c8..9c4dda9 100644 --- a/man/census_data_preflight.Rd +++ b/man/census_data_preflight.Rd @@ -7,11 +7,28 @@ census_data_preflight(census.data, census.geo, year) } \arguments{ -\item{census.data}{See documentation in \code{race_predict}.} +\item{census.data}{A list indexed by two-letter state abbreviations, +which contains pre-saved Census geographic data. +Can be generated using \code{get_census_data} function.} -\item{census.geo}{See documentation in \code{race_predict}.} +\item{census.geo}{An optional character vector specifying what level of +geography to use to merge in U.S. Census geographic data. Currently +\code{"county"}, \code{"tract"}, \code{"block_group"}, \code{"block"}, and \code{"place"} +are supported. +Note: sufficient information must be in user-defined \code{\var{voter.file}} object. +If \code{\var{census.geo} = "county"}, then \code{\var{voter.file}} +must have column named \code{county}. +If \code{\var{census.geo} = "tract"}, then \code{\var{voter.file}} +must have columns named \code{county} and \code{tract}. +And if \code{\var{census.geo} = "block"}, then \code{\var{voter.file}} +must have columns named \code{county}, \code{tract}, and \code{block}. +If \code{\var{census.geo} = "place"}, then \code{\var{voter.file}} +must have column named \code{place}. +Specifying \code{\var{census.geo}} will call \code{census_helper} function +to merge Census geographic data at specified level of geography.} -\item{year}{See documentation in \code{race_predict}.} +\item{year}{An optional character vector specifying the year of U.S. Census geographic +data to be downloaded. Use \code{"2010"}, or \code{"2020"}. Default is \code{"2020"}.} } \description{ Preflight census data diff --git a/man/modfuns.Rd b/man/modfuns.Rd index 9702621..2d66275 100644 --- a/man/modfuns.Rd +++ b/man/modfuns.Rd @@ -62,48 +62,115 @@ predict_race_me( ) } \arguments{ -\item{voter.file}{See documentation in \code{race_predict}.} - -\item{census.surname}{See documentation in \code{race_predict}.} - -\item{surname.only}{See documentation in \code{race_predict}.} - -\item{surname.year}{See documentation in \code{race_predict}.} - -\item{name.dictionaries}{See documentation in \code{race_predict}.} - -\item{census.geo}{See documentation in \code{race_predict}.} - -\item{census.key}{See documentation in \code{race_predict}.} - -\item{census.data}{See documentation in \code{race_predict}.} - -\item{age}{See documentation in \code{race_predict}.} - -\item{sex}{See documentation in \code{race_predict}.} - -\item{year}{See documentation in \code{race_predict}.} - -\item{party}{See documentation in \code{race_predict}.} - -\item{retry}{See documentation in \code{race_predict}.} - -\item{impute.missing}{See documentation in \code{race_predict}.} +\item{voter.file}{An object of class \code{data.frame}. +Must contain a row for each individual being predicted, +as well as a field named \code{\var{surname}} containing each individual's surname. +If using geolocation in predictions, \code{\var{voter.file}} must contain a field named +\code{\var{state}}, which contains the two-character abbreviation for each individual's +state of residence (e.g., \code{"nj"} for New Jersey). +If using Census geographic data in race/ethnicity predictions, +\code{\var{voter.file}} must also contain at least one of the following fields: +\code{\var{county}}, \code{\var{tract}}, \code{\var{block_group}}, \code{\var{block}}, +and/or \code{\var{place}}. +These fields should contain character strings matching U.S. Census categories. +County is three characters (e.g., \code{"031"} not \code{"31"}), +tract is six characters, block group is usually a single character and block +is four characters. Place is five characters. +See below for other optional fields.} + +\item{census.surname}{A \code{TRUE}/\code{FALSE} object. If \code{TRUE}, +function will call \code{merge_surnames} to merge in Pr(Race | Surname) +from U.S. Census Surname List (2000, 2010, or 2020) and Spanish Surname List. +If \code{FALSE}, user must provide a \code{name.dictionary} (see below). +Default is \code{TRUE}.} + +\item{surname.only}{A \code{TRUE}/\code{FALSE} object. If \code{TRUE}, race predictions will +only use surname data and calculate Pr(Race | Surname). Default is \code{FALSE}.} + +\item{name.dictionaries}{Optional named list of \code{data.frame}'s +containing counts of names by race. Any of the following named elements +are allowed: "surname", "first", "middle". When present, the objects must +follow the same structure as \code{last_c}, \code{first_c}, +\code{mid_c}, respectively.} + +\item{census.geo}{An optional character vector specifying what level of +geography to use to merge in U.S. Census geographic data. Currently +\code{"county"}, \code{"tract"}, \code{"block_group"}, \code{"block"}, and \code{"place"} +are supported. +Note: sufficient information must be in user-defined \code{\var{voter.file}} object. +If \code{\var{census.geo} = "county"}, then \code{\var{voter.file}} +must have column named \code{county}. +If \code{\var{census.geo} = "tract"}, then \code{\var{voter.file}} +must have columns named \code{county} and \code{tract}. +And if \code{\var{census.geo} = "block"}, then \code{\var{voter.file}} +must have columns named \code{county}, \code{tract}, and \code{block}. +If \code{\var{census.geo} = "place"}, then \code{\var{voter.file}} +must have column named \code{place}. +Specifying \code{\var{census.geo}} will call \code{census_helper} function +to merge Census geographic data at specified level of geography.} + +\item{census.key}{A character object specifying user's Census API key. +Required if \code{census.geo} is specified, because a valid Census API key is +required to download Census geographic data. + +If \code{\link{NULL}}, the default, attempts to find a census key stored in an +\link[=Sys.getenv]{environment variable} named \code{CENSUS_API_KEY}.} + +\item{census.data}{A list indexed by two-letter state abbreviations, +which contains pre-saved Census geographic data. +Can be generated using \code{get_census_data} function.} + +\item{age}{An optional \code{TRUE}/\code{FALSE} object specifying whether to +condition race predictions on age (in addition to surname and geolocation). +Default is \code{FALSE}. Must be same as \code{\var{age}} in \code{\var{census.data}} object. +May only be set to \code{TRUE} if \code{census.geo} option is specified. +If \code{TRUE}, \code{\var{voter.file}} should include a numerical variable \code{\var{age}}.} + +\item{sex}{optional \code{TRUE}/\code{FALSE} object specifying whether to +condition race predictions on sex (in addition to surname and geolocation). +Default is \code{FALSE}. Must be same as \code{\var{sex}} in \code{\var{census.data}} object. +May only be set to \code{TRUE} if \code{census.geo} option is specified. +If \code{TRUE}, \code{\var{voter.file}} should include a numerical variable \code{\var{sex}}, +where \code{\var{sex}} is coded as 0 for males and 1 for females.} + +\item{year}{An optional character vector specifying the year of U.S. Census geographic +data to be downloaded. Use \code{"2010"}, or \code{"2020"}. Default is \code{"2020"}.} + +\item{party}{An optional character object specifying party registration field +in \code{\var{voter.file}}, e.g., \code{\var{party} = "PartyReg"}. +If specified, race/ethnicity predictions will be conditioned +on individual's party registration (in addition to geolocation). +Whatever the name of the party registration field in \code{\var{voter.file}}, +it should be coded as 1 for Democrat, 2 for Republican, and 0 for Other.} + +\item{retry}{The number of retries at the census website if network interruption occurs.} + +\item{impute.missing}{Logical, defaults to TRUE. Should missing be imputed?} \item{use.counties}{A logical, defaulting to FALSE. Should census data be filtered by counties available in \var{census.data}?} -\item{names.to.use}{See documentation in \code{race_predict}.} +\item{names.to.use}{One of 'surname', 'surname, first', or 'surname, first, +middle'. Defaults to 'surname'.} -\item{race.init}{See documentation in \code{race_predict}.} +\item{race.init}{Vector of initial race for each observation in voter.file. +Must be an integer vector, with 1=white, 2=black, 3=hispanic, 4=asian, and +5=other. Defaults to values obtained using \code{model="BISG_surname"}.} -\item{ctrl}{See \code{control} in documentation for \code{race_predict}.} +\item{ctrl}{See \code{control} in documentation for \code{\link[=predict_race]{predict_race()}}.} } \value{ -See documentation in \code{race_predict}. +Output will be an object of class \code{data.frame}. It will +consist of the original user-input \code{voter.file} with additional columns with +predicted probabilities for each of the five major racial categories: +\code{\var{pred.whi}} for White, +\code{\var{pred.bla}} for Black, +\code{\var{pred.his}} for Hispanic/Latino, +\code{\var{pred.asi}} for Asian/Pacific Islander, and +\code{\var{pred.oth}} for Other/Mixed. } \description{ These functions are intended for internal use only. Users should use the -\code{race_predict} interface rather any of these functions directly. +\code{\link[=predict_race]{predict_race()}} interface rather any of these functions directly. } \details{ These functions fit different versions of WRU. \code{.predict_race_old} fits From ede8ad06cbded44d370563d714ea34b93ee3f09a Mon Sep 17 00:00:00 2001 From: Alexander Rossell Hayes Date: Wed, 15 Nov 2023 11:37:30 -0800 Subject: [PATCH 11/16] docs(get_census_data): document use of `CENSUS_API_KEY` envvar --- R/get_census_data.R | 9 +++++++-- man/get_census_data.Rd | 8 ++++++-- 2 files changed, 13 insertions(+), 4 deletions(-) diff --git a/R/get_census_data.R b/R/get_census_data.R index dd86516..1c1ebc2 100644 --- a/R/get_census_data.R +++ b/R/get_census_data.R @@ -4,8 +4,13 @@ #' for specified state(s). Using this function to download Census data in advance #' can save considerable time when running \code{predict_race} and \code{census_helper}. #' -#' @param key A required character object containing a valid Census API key, -#' which can be requested \href{https://api.census.gov/data/key_signup.html}{here}. +#' @param key A character string containing a valid U.S. Census API key, +#' which can be requested from the +#' [U.S. Census API key signup page](https://api.census.gov/data/key_signup.html). +#' +#' If [`NULL`], the default, attempts to find a census key stored in an +#' [environment variable][Sys.getenv] named `CENSUS_API_KEY`. +#' #' @param states which states to extract Census data for, e.g., \code{c("NJ", "NY")}. #' @param age A \code{TRUE}/\code{FALSE} object indicating whether to condition on #' age or not. If \code{FALSE} (default), function will return Pr(Geolocation | Race). diff --git a/man/get_census_data.Rd b/man/get_census_data.Rd index 012ecff..b2b7085 100644 --- a/man/get_census_data.Rd +++ b/man/get_census_data.Rd @@ -16,8 +16,12 @@ get_census_data( ) } \arguments{ -\item{key}{A required character object containing a valid Census API key, -which can be requested \href{https://api.census.gov/data/key_signup.html}{here}.} +\item{key}{A character string containing a valid U.S. Census API key, +which can be requested from the +\href{https://api.census.gov/data/key_signup.html}{U.S. Census API key signup page}. + +If \code{\link{NULL}}, the default, attempts to find a census key stored in an +\link[=Sys.getenv]{environment variable} named \code{CENSUS_API_KEY}.} \item{states}{which states to extract Census data for, e.g., \code{c("NJ", "NY")}.} From 9693562b54439ab15916fb48282912e99c60a6a8 Mon Sep 17 00:00:00 2001 From: Alexander Rossell Hayes Date: Wed, 15 Nov 2023 13:14:59 -0800 Subject: [PATCH 12/16] fix(voters): use tract NY-061-014900 instead of 015100 --- .Rbuildignore | 1 + data-raw/voters.R | 19 +++++++++++++++++++ data/voters.RData | Bin 687 -> 0 bytes data/voters.rda | Bin 0 -> 606 bytes 4 files changed, 20 insertions(+) create mode 100644 data-raw/voters.R delete mode 100644 data/voters.RData create mode 100644 data/voters.rda diff --git a/.Rbuildignore b/.Rbuildignore index 9d87231..6cc9a29 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -13,3 +13,4 @@ ChangeLog ^cran-comments\.md$ ^CRAN-SUBMISSION$ ^README\.Rmd$ +^data-raw$ diff --git a/data-raw/voters.R b/data-raw/voters.R new file mode 100644 index 0000000..a224447 --- /dev/null +++ b/data-raw/voters.R @@ -0,0 +1,19 @@ +voters <- data.frame( + VoterID = as.character(1:10), + surname = c("Khanna", "Imai", "Rivera", "Fifield", "Zhou", "Ratkovic", "Johnson", "Lopez", "Wantchekon", "Morse"), + state = c("NJ", "NJ", "NY", "NJ", "NJ", "NJ", "NY", "NJ", "NJ", "DC"), + CD = c("12", "12", "12", "12", "12", "12", "9", "12", "12", "0"), + county = c("021", "021", "061", "021", "021", "021", "061", "021", "021", "001"), + tract = c("004000", "004501", "004800", "004501", "004501", "004000", "014900", "004501", "004501", "001301"), + block = c("3001", "1025", "6001", "1025", "1025", "1025", "4000", "1025", "1025", "3005"), + precinct = c("6", "", "", "", "", "", "", "", "", ""), + age = c(29, 40, 33, 27, 28, 35, 25, 33, 50, 29), + sex = c(0, 0, 0, 0, 1, 0, 0, 0, 0, 1), + party = c("Ind", "Dem", "Rep", "Dem", "Dem", "Ind", "Dem", "Rep", "Rep", "Rep"), + PID = c("0", "1", "2", "1", "1", "0", "1", "2", "2", "2"), + place = c("74000", "60900", "51000", "60900", "60900", "60900", "51000", "60900", "60900", "50000"), + last = c("Khanna", "Imai", "Rivera", "Fifield", "Zhou", "Ratkovic", "Johnson", "Lopez", "Wantchekon", "Morse"), + first = c("Kabir", "Kosuke", "Carlos", "Ben", "Yang-Yang", "Marc", "Frank", "Gabriel", "Leonard", "Julia") +) + +usethis::use_data(voters, overwrite = TRUE) diff --git a/data/voters.RData b/data/voters.RData deleted file mode 100644 index ffe9973ec404c66ce7006c039936b3c3b49ee678..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 687 zcmV;g0#N-QiwFP!000001I<=jZ`v>vc5W>oZLPH5(JFyLLEAJo5EHbWCbUbtHa_v|?7)YvGJpzz6982JH2|jo>Hr$K#9kQV1oCP%LmZ}z3v`!Lw0Abblw!r)?gU3L z(vRkZ!^nOo8b&0(2FGtBHdDCJ$LW~OqYzwsY(x`ALC`syl3$9HzG9k&BQnm0FBngV zvD>yX$G~}Rtrl%B)M^~q)^-cfhn_}PD{lw9AKaCD`SZ3-e#_VQx175{J7#~%>K)$? zG%RPZ7VInm%H1(idj`)-@F1d)P|+#`JMn$rVAZv;x-k}11HpFHX(?TnVXlFlM|8S@ zUxw4=RuvwWB2u94VCw#M@%;=*II>SxvI$+M$L&2MDnbXmmPRM8>&58n!Fs=PBih`5%> zlG&I5YhfO<1j^tYfk4G8OmB|l1vFk@4w}3U$8-z=-{S!nivfC07{wfx=JjTAg!AuO ziYEl#wFfZqi~Nr0wt*%yF5O^ClHwGI-2$(@kj-fN6P!{m?hKGY%t8=Zm~s+ER1Z4% z27);W`2ka=nCoE9N3F%1#yA9jS9~Yv9K(nUvc9?^XWx%ug|cStTX9(|7JnY8r_wb} V@$rz$)vjvl?k@-Qr>=kr007V#Qa1nq diff --git a/data/voters.rda b/data/voters.rda new file mode 100644 index 0000000000000000000000000000000000000000..bfa686b2fb1376c9593c4265df33aa94d97b789e GIT binary patch literal 606 zcmV-k0-^mvT4*^jL0KkKS?Dwwf589q$OI4rfA0OiQSd+S-|#>HK>@%5JY-9_ z=t`%mpQ2AEr8GT~YGt91fevIO%oGpG8zB|KmZK@13=IksP!5H zMwtK_Vl>bi02*X4CWeMUNfH{Tq}q&wA)wQ088QF>00w|)oDa3Be)g@(V&9rMZ$Md~ z2#E}(bPgs+&36G-Utb-_8%J%Rg*qxPa(JFD#q{(das!uuu-cHy; zjip>y>RGQPN~o&vKCqM2uzXlPb*B3xUmFnD0+s;>2#|q*5W%+SN)U8~APkTsk9GjI z#~fV)vQEXS_^i*I!+=tT8Jk(v(ou_e_iu8bVk%TLB}yWK2PPAh5mOa zN(zZg5J*IJYt93!$V`gpDFSv9BpF||hY}DB7$R2FR2nH~Iqg430=^iBQIgTacPN;` zl*CG@+?9%mCgSZJB1XEcQ10Yd&4d^fTPx&7Nc}%J~?Ls6gWjH z)Z1cP$0ZIWVxF$qOMuQL(7OeKdMf^iuS5{RT) zgP_+9kW$E)*r$w+0m2JzLujy6alle@-6>Woyi~oK sO$DRW%MYm4Xkvbv)6KK{SiGBAh5lbQ%;lfaZq-!T Date: Wed, 15 Nov 2023 13:13:36 -0800 Subject: [PATCH 13/16] docs(README): update README --- README.Rmd | 163 ++++++++++++++++++++++++---------------- README.md | 212 +++++++++++++++++++++++++++++------------------------ 2 files changed, 215 insertions(+), 160 deletions(-) diff --git a/README.Rmd b/README.Rmd index cdb1b95..5790d6f 100644 --- a/README.Rmd +++ b/README.Rmd @@ -5,12 +5,17 @@ output: github_document ```{r, include = FALSE} +library(wru) +options(width = 10000) knitr::opts_chunk$set( collapse = TRUE, comment = "#>", fig.path = "man/figures/README-", - out.width = "100%" + out.width = "100%", + message = FALSE ) + +voters <- dplyr::select(wru::voters, -precinct, -first, -last) ``` # wru: Who Are You? Bayesian Prediction of Racial Category Using Surname and Geolocation @@ -41,24 +46,24 @@ Here is a simple example that predicts the race/ethnicity of voters based only o ``` r library(wru) future::plan(future::multisession) -data(voters) -predict_race(voter.file = voters, surname.only = T) +predict_race(voter.file = voters, surname.only = TRUE) ``` -The above produces the following output, where the last five columns are probabilistic race/ethnicity predictions (e.g., 'pred.his' is the probability of being Hispanic/Latino): +The above produces the following output, where the last five columns are probabilistic race/ethnicity predictions (e.g., `pred.his` is the probability of being Hispanic/Latino): - "Proceeding with surname-only predictions ..." - VoterID surname state CD county tract block precinct age sex party PID place pred.whi pred.bla pred.his pred.asi pred.oth - 1 Khanna NJ 12 021 004000 3001 6 29 0 Ind 0 74000 0.0676000 0.00430000 0.00820000 0.86680000 0.05310000 - 2 Imai NJ 12 021 004501 1025 40 0 Dem 1 60900 0.0812000 0.00240000 0.06890000 0.73750000 0.11000000 - 3 Velasco NY 12 061 004800 6001 33 0 Rep 2 51000 0.0594000 0.00260000 0.82270000 0.10510000 0.01020000 - 4 Fifield NJ 12 021 004501 1025 27 0 Dem 1 60900 0.9355936 0.00220022 0.02850285 0.00780078 0.02590259 - 5 Zhou NJ 12 021 004501 1025 28 1 Dem 1 60900 0.0098000 0.00180000 0.00065000 0.98200000 0.00575000 - 6 Ratkovic NJ 12 021 004000 1025 35 0 Ind 0 60900 0.9187000 0.01083333 0.01083333 0.01083333 0.04880000 - 7 Johnson NY 9 061 015100 4000 25 0 Dem 1 51000 0.5897000 0.34630000 0.02360000 0.00540000 0.03500000 - 8 Lopez NJ 12 021 004501 1025 33 0 Rep 2 60900 0.0486000 0.00570000 0.92920000 0.01020000 0.00630000 - 9 Wantchekon NJ 12 021 004501 1025 50 0 Rep 2 60900 0.6665000 0.08530000 0.13670000 0.07970000 0.03180000 - 10 Morse DC 0 001 001301 3005 29 1 Rep 2 50000 0.9054000 0.04310000 0.02060000 0.00720000 0.02370000 +``` + VoterID surname state CD county tract block age sex party PID place pred.whi pred.bla pred.his pred.asi pred.oth + 1 Khanna NJ 12 021 004000 3001 29 0 Ind 0 74000 0.045110474 0.003067623 0.0068522723 0.860411906 0.084557725 + 2 Imai NJ 12 021 004501 1025 40 0 Dem 1 60900 0.052645440 0.001334812 0.0558160072 0.719376581 0.170827160 + 3 Rivera NY 12 061 004800 6001 33 0 Rep 2 51000 0.043285692 0.008204605 0.9136195794 0.024316883 0.010573240 + 4 Fifield NJ 12 021 004501 1025 27 0 Dem 1 60900 0.895405704 0.001911388 0.0337464844 0.011079323 0.057857101 + 5 Zhou NJ 12 021 004501 1025 28 1 Dem 1 60900 0.006572555 0.001298962 0.0005388581 0.982365594 0.009224032 + 6 Ratkovic NJ 12 021 004000 1025 35 0 Ind 0 60900 0.861236727 0.008212824 0.0095395642 0.011334635 0.109676251 + 7 Johnson NY 9 061 014900 4000 25 0 Dem 1 51000 0.543815322 0.344128607 0.0272403940 0.007405765 0.077409913 + 8 Lopez NJ 12 021 004501 1025 33 0 Rep 2 60900 0.038939877 0.004920643 0.9318797791 0.012154125 0.012105576 + 9 Wantchekon NJ 12 021 004501 1025 50 0 Rep 2 60900 0.330697188 0.194700665 0.4042849478 0.021379541 0.048937658 + 10 Morse DC 0 001 001301 3005 29 1 Rep 2 50000 0.866360147 0.044429853 0.0246568086 0.010219712 0.054333479 +``` ### Using geolocation @@ -76,63 +81,85 @@ CENSUS_API_KEY=YourKey # Restart your R session ``` -The following example predicts the race/ethnicity of voters based on their surnames, Census tract of residence (census.geo = "tract"), and which party registration (party = "PID"). Note that a valid API key must be provided in the input parameter 'census.key' in order for the function to download the relevant tract-level data. +The following example predicts the race/ethnicity of voters based on their surnames, census tract of residence (`census.geo = "tract"`), and party registration (`party = "PID"`). +Note that a valid API key must be stored in a `CENSUS_API_KEY` environment variable or provided with the `census.key` argument in order for the function to download the relevant tract-level data. ``` r library(wru) -predict_race(voter.file = voters, census.geo = "tract", census.key = "...", party = "PID") +predict_race(voter.file = voters, census.geo = "tract", party = "PID") ``` ``` -VoterID surname state CD county tract block precinct age sex party PID place pred.whi pred.bla pred.his pred.asi pred.oth - 1 Khanna NJ 12 021 004000 3001 6 29 0 Ind 0 74000 0.081856291 0.0021396565 0.0110451405 0.828313291 0.076645621 - 6 Ratkovic NJ 12 021 004000 1025 35 0 Ind 0 60900 0.916936771 0.0044432219 0.0120276229 0.008532929 0.058059455 - 4 Fifield NJ 12 021 004501 1025 27 0 Dem 1 60900 0.895620643 0.0022078678 0.0139457411 0.023345853 0.064879895 - 5 Zhou NJ 12 021 004501 1025 28 1 Dem 1 60900 0.003164229 0.0006092345 0.0001072684 0.991261466 0.004857802 - 2 Imai NJ 12 021 004501 1025 40 0 Dem 1 60900 0.029936354 0.0009275220 0.0129831039 0.850040743 0.106112277 - 8 Lopez NJ 12 021 004501 1025 33 0 Rep 2 60900 0.231046860 0.0016485574 0.6813780115 0.053180270 0.032746301 - 9 Wantchekon NJ 12 021 004501 1025 50 0 Rep 2 60900 0.817841573 0.0063677130 0.0258733496 0.107254103 0.042663261 - 3 Velasco NY 12 061 004800 6001 33 0 Rep 2 51000 0.223924118 0.0002913000 0.4451163607 0.313431417 0.017236805 - 7 Johnson NY 9 061 015100 4000 25 0 Dem 1 51000 0.241417483 0.6900686166 0.0293556870 0.011105140 0.028053073 - 10 Morse DC 0 001 001301 3005 29 1 Rep 2 50000 0.983300770 0.0006116706 0.0034070782 0.004823439 0.007857042 + VoterID surname state CD county tract block age sex party PID place pred.whi pred.bla pred.his pred.asi pred.oth + 1 Khanna NJ 12 021 004000 3001 29 0 Ind 0 74000 0.021711601 0.0009552652 2.826779e-03 0.93364592 0.040860431 + 2 Imai NJ 12 021 004501 1025 40 0 Dem 1 60900 0.015364583 0.0002320815 9.020240e-03 0.90245186 0.072931231 + 3 Rivera NY 12 061 004800 6001 33 0 Rep 2 51000 0.092415538 0.0047099965 7.860806e-01 0.09924761 0.017546300 + 4 Fifield NJ 12 021 004501 1025 27 0 Dem 1 60900 0.854810748 0.0010870744 1.783931e-02 0.04546436 0.080798514 + 5 Zhou NJ 12 021 004501 1025 28 1 Dem 1 60900 0.001548762 0.0001823506 7.031116e-05 0.99501901 0.003179566 + 6 Ratkovic NJ 12 021 004000 1025 35 0 Ind 0 60900 0.852374629 0.0052590592 8.092435e-03 0.02529163 0.108982246 + 7 Johnson NY 9 061 014900 4000 25 0 Dem 1 51000 0.831282563 0.0613242553 1.059715e-02 0.01602557 0.080770461 + 8 Lopez NJ 12 021 004501 1025 33 0 Rep 2 60900 0.062022518 0.0046691402 8.218906e-01 0.08321206 0.028205698 + 9 Wantchekon NJ 12 021 004501 1025 50 0 Rep 2 60900 0.396500218 0.1390722877 2.684107e-01 0.11018413 0.085832686 + 10 Morse DC 0 001 001301 3005 29 1 Rep 2 50000 0.861168219 0.0498449102 1.131154e-02 0.01633532 0.061340015 ``` -In predict_race, the census.geo options are "county", "tract", "block" and "place". Here is an example of prediction based on census statistics collected at the level of "place": + +In `predict_race()`, the `census.geo` options are "county", "tract", "block" and "place". +Here is an example of prediction based on census statistics collected at the level of "place": ``` r -data(voters) -predict_race(voter.file = voters, census.geo = "place", census.key = "...", party = "PID") +predict_race(voter.file = voters, census.geo = "place", party = "PID") +``` ``` + VoterID surname state CD county tract block age sex party PID place pred.whi pred.bla pred.his pred.asi pred.oth + 1 Khanna NJ 12 021 004000 3001 29 0 Ind 0 74000 0.042146148 0.0620484276 9.502254e-02 0.55109761 0.249685278 + 2 Imai NJ 12 021 004501 1025 40 0 Dem 1 60900 0.018140322 0.0002204255 1.026018e-02 0.90710894 0.064270133 + 3 Rivera NY 12 061 004800 6001 33 0 Rep 2 51000 0.015528660 0.0092292671 9.266893e-01 0.04182290 0.006729825 + 4 Fifield NJ 12 021 004501 1025 27 0 Dem 1 60900 0.879537890 0.0008997896 1.768379e-02 0.03982601 0.062052518 + 5 Zhou NJ 12 021 004501 1025 28 1 Dem 1 60900 0.001819394 0.0001723242 7.957542e-05 0.99514078 0.002787926 + 6 Ratkovic NJ 12 021 004000 1025 35 0 Ind 0 60900 0.834942701 0.0038157857 4.933723e-03 0.04021245 0.116095337 + 7 Johnson NY 9 061 014900 4000 25 0 Dem 1 51000 0.290386744 0.5761904554 4.112613e-02 0.01895885 0.073337820 + 8 Lopez NJ 12 021 004501 1025 33 0 Rep 2 60900 0.065321588 0.0039558641 8.339387e-01 0.07461133 0.022172551 + 9 Wantchekon NJ 12 021 004501 1025 50 0 Rep 2 60900 0.428723819 0.1209683869 2.796062e-01 0.10142953 0.069272098 + 10 Morse DC 0 001 001301 3005 29 1 Rep 2 50000 0.716211008 0.1899554127 1.867133e-02 0.01025241 0.064909839 +``` + +### Downloading census data -It is also possible to pre-download Census geographic data, which can save time when running predict_race(). The example dataset 'voters' includes people in DC, NJ, and NY. The following example subsets voters in DC and NJ, and then uses get_census_data() to download Census geographic data in these two states (input parameter 'key' requires valid API key). Census data is assigned to an object named census.dc.nj. The predict_race() statement predicts the race/ethnicity of voters in DC and NJ using the pre-saved Census data (census.data = census.dc.nj). This example conditions race/ethnicity predictions on voters' surnames, block of residence (census.geo = "block"), age (age = TRUE), and party registration (party = "PID"). +It is also possible to pre-download Census geographic data, which can save time when running `predict_race()`. +The example dataset `voters` includes people in DC, NJ, and NY. +The following example subsets voters in DC and NJ, and then uses `get_census_data()` to download census geographic data in these two states (a valid API key must be stored in a `CENSUS_API_KEY` environment variable or provided with the `key` argument). +Census data is assigned to an object named `census.dc.nj`. +The `predict_race()` statement predicts the race/ethnicity of voters in DC and NJ using the pre-downloaded census data (`census.data = census.dc.nj`). This example conditions race/ethnicity predictions on voters' surnames, block of residence (`census.geo = "block"`), age (`age = TRUE`), and party registration (`party = "PID"`). -Please note that the input parameters 'age' and 'sex' must have the same values in get_census_data() and predict_race(), i.e., TRUE in both or FALSE in both. In this case, predictions are conditioned on age but not sex, so age = TRUE and sex = FALSE in both the get_census_data() and predict_race() statements. +Please note that the input parameters `age` and `sex` must have the same values in `get_census_data()` and `predict_race()`, i.e., `TRUE` in both or `FALSE` in both. +In this case, predictions are conditioned on age but not sex, so `age = TRUE` and `sex = FALSE` in both the `get_census_data()` and `predict_race()` statements. ``` r library(wru) -data(voters) -voters.dc.nj <- voters[c(-3, -7), ] # remove two NY cases from dataset -census.dc.nj <- get_census_data(key = "...", state = c("DC", "NJ"), age = TRUE, sex = FALSE) # create Census data object covering DC and NJ +voters.dc.nj <- voters[voters$state %in% c("DC", "NJ"), ] +census.dc.nj <- get_census_data(state = c("DC", "NJ"), age = TRUE, sex = FALSE) predict_race(voter.file = voters.dc.nj, census.geo = "block", census.data = census.dc.nj, age = TRUE, sex = FALSE, party = "PID") ``` -The last two lines above are equivalent to the following: +This produces the same result as the following statement, which downloads census data during evaluation rather than using pre-downloaded data: ``` r -predict_race(voter.file = voters.dc.nj, census.geo = "block", census.key = "...", age = TRUE, sex = FALSE, party = "PID") +predict_race(voter.file = voters.dc.nj, census.geo = "block", age = TRUE, sex = FALSE, party = "PID") ``` Using pre-downloaded Census data may be useful for the following reasons: -- You can save a lot of time in future runs of predict_race() if the relevant Census data has already been saved; -- The machines used to run predict_race() may not have internet access; -- You can obtain timely snapshots of Census geographic data that match your voter file. +- You can save a lot of time in future runs of `predict_race()` if the relevant census data has already been saved; +- The machines used to run `predict_race()` may not have internet access; +- You can obtain timely snapshots of census geographic data that match your voter file. -Downloading data using get_census_data() may take a long time, especially at the block level or in large states. If block-level Census data is not required, downloading Census data at the tract level will save time. Similarly, if tract-level Census data is not required, county-level data may be specified in order to save time. +Downloading data using `get_census_data()` may take a long time, especially in large states or when using small geographic levels. +If block-level census data is not required, downloading census data at the tract level will save time. +Similarly, if tract-level data is not required, county-level data may be specified in order to save time. ``` r library(wru) -data(voters) -voters.dc.nj <- voters[c(-3, -7), ] # remove two NY cases from dataset -census.dc.nj2 <- get_census_data(key = "...", state = c("DC", "NJ"), age = TRUE, sex = FALSE, census.geo = "tract") +voters.dc.nj <- voters[voters$state %in% c("DC", "NJ"), ] +census.dc.nj2 <- get_census_data(state = c("DC", "NJ"), age = TRUE, sex = FALSE, census.geo = "tract") predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = census.dc.nj2, party = "PID", age = TRUE, sex = FALSE) predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = census.dc.nj2, age = TRUE, sex = FALSE) # Pr(Race | Surname, County) predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = census.dc.nj2, age = TRUE, sex = FALSE) # Pr(Race | Surname, Tract) @@ -140,18 +167,22 @@ predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = cen predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = census.dc.nj2, party = "PID", age = TRUE, sex = FALSE) # Pr(Race | Surname, Tract, Party) ``` -Or you can also use the census_geo_api() to manually construct a census object. The example below creates a census object with county-level and tract-level data in DC and NJ, while avoiding downloading block-level data. Note that this function has the input parameter 'state' that requires a two-letter state abbreviation to proceed. +#### Interact directly with the Census API + +You can use `census_geo_api()` to manually construct a census object. +The example below creates a census object with county-level and tract-level data in DC and NJ, while avoiding downloading block-level data. +Note that the `state` argument requires a vector of two-letter state abbreviations. ``` r -censusObj2 = list() +census.dc.nj3 = list() -county.dc <- census_geo_api(key = "...", state = "DC", geo = "county", age = TRUE, sex = FALSE) -tract.dc <- census_geo_api(key = "...", state = "DC", geo = "tract", age = TRUE, sex = FALSE) -censusObj2[["DC"]] <- list(state = "DC", county = county.dc, tract = tract.dc, age = TRUE, sex = FALSE) +county.dc <- census_geo_api(state = "DC", geo = "county", age = TRUE, sex = FALSE) +tract.dc <- census_geo_api(state = "DC", geo = "tract", age = TRUE, sex = FALSE) +census.dc.nj3[["DC"]] <- list(state = "DC", county = county.dc, tract = tract.dc, age = TRUE, sex = FALSE) -tract.nj <- census_geo_api(key = "...", state = "NJ", geo = "tract", age = TRUE, sex = FALSE) -county.nj <- census_geo_api(key = "...", state = "NJ", geo = "county", age = TRUE, sex = FALSE) -censusObj2[["NJ"]] <- list(state = "NJ", county = county.nj, tract = tract.nj, age = TRUE, sex = FALSE) +tract.nj <- census_geo_api(state = "NJ", geo = "tract", age = TRUE, sex = FALSE) +county.nj <- census_geo_api(state = "NJ", geo = "county", age = TRUE, sex = FALSE) +census.dc.nj3[["NJ"]] <- list(state = "NJ", county = county.nj, tract = tract.nj, age = TRUE, sex = FALSE) ``` Note: The age and sex parameters must be consistent when creating the Census object and using that Census object in the predict_race function. If one of these parameters is TRUE in the Census object, it must also be TRUE in the predict_race function. @@ -159,19 +190,25 @@ Note: The age and sex parameters must be consistent when creating the Census obj After saving the data in censusObj2 above, we can condition race/ethnicity predictions on different combinations of input variables, without having to re-download the relevant Census data. ``` r -predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = censusObj2, age = TRUE, sex = FALSE) # Pr(Race | Surname, County) -predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = censusObj2, age = TRUE, sex = FALSE) # Pr(Race | Surname, Tract) -predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = censusObj2, party = "PID", age = TRUE, sex = FALSE) # Pr(Race | Surname, County, Party) -predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = censusObj2, party = "PID", age = TRUE, sex = FALSE) # Pr(Race | Surname, Tract, Party) +predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = census.dc.nj3, age = TRUE, sex = FALSE) # Pr(Race | Surname, County) +predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = census.dc.nj3, age = TRUE, sex = FALSE) # Pr(Race | Surname, Tract) +predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = census.dc.nj3, party = "PID", age = TRUE, sex = FALSE) # Pr(Race | Surname, County, Party) +predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = census.dc.nj3, party = "PID", age = TRUE, sex = FALSE) # Pr(Race | Surname, Tract, Party) ``` -### Notes about process design +### Parallelization -For larger scale imputations garbage-collection can become a problem and your machine(s) can quickly run out of memory (RAM). It is recommended to use the `future.callr::callr` plan instead of `future::multisession`. The `callr` plan instantiates a new session at every iteration of your parallel loop or map. This simultaneously has the effect of creating more overhead, but also clearing the often sticky memory elements that would be left over to grow to eventual system failure when using `multisession`. You end up with a process that is more stable, but slightly slower. +For larger scale imputations, garbage collection can become a problem and your machine(s) can quickly run out of memory (RAM). +We recommended using the `future.callr::callr` plan instead of `future::multisession`. +The `callr` plan instantiates a new session at every iteration of your parallel loop or map. +Although this has the negative effect of creating more overhead, it also clears sticky memory elements that can grow to eventual system failure when using `multisession`. +You end up with a process that is more stable, but slightly slower. - library(wru) - future::plan(future.callr::callr) - # ... +``` r +library(wru) +future::plan(future.callr::callr) +# ... +``` ## Census Data diff --git a/README.md b/README.md index e41f849..4c8188b 100644 --- a/README.md +++ b/README.md @@ -39,26 +39,24 @@ based only on their surnames. ``` r library(wru) future::plan(future::multisession) -data(voters) -predict_race(voter.file = voters, surname.only = T) +predict_race(voter.file = voters, surname.only = TRUE) ``` The above produces the following output, where the last five columns are -probabilistic race/ethnicity predictions (e.g., ‘pred.his’ is the +probabilistic race/ethnicity predictions (e.g., `pred.his` is the probability of being Hispanic/Latino): - "Proceeding with surname-only predictions ..." - VoterID surname state CD county tract block precinct age sex party PID place pred.whi pred.bla pred.his pred.asi pred.oth - 1 Khanna NJ 12 021 004000 3001 6 29 0 Ind 0 74000 0.0676000 0.00430000 0.00820000 0.86680000 0.05310000 - 2 Imai NJ 12 021 004501 1025 40 0 Dem 1 60900 0.0812000 0.00240000 0.06890000 0.73750000 0.11000000 - 3 Velasco NY 12 061 004800 6001 33 0 Rep 2 51000 0.0594000 0.00260000 0.82270000 0.10510000 0.01020000 - 4 Fifield NJ 12 021 004501 1025 27 0 Dem 1 60900 0.9355936 0.00220022 0.02850285 0.00780078 0.02590259 - 5 Zhou NJ 12 021 004501 1025 28 1 Dem 1 60900 0.0098000 0.00180000 0.00065000 0.98200000 0.00575000 - 6 Ratkovic NJ 12 021 004000 1025 35 0 Ind 0 60900 0.9187000 0.01083333 0.01083333 0.01083333 0.04880000 - 7 Johnson NY 9 061 015100 4000 25 0 Dem 1 51000 0.5897000 0.34630000 0.02360000 0.00540000 0.03500000 - 8 Lopez NJ 12 021 004501 1025 33 0 Rep 2 60900 0.0486000 0.00570000 0.92920000 0.01020000 0.00630000 - 9 Wantchekon NJ 12 021 004501 1025 50 0 Rep 2 60900 0.6665000 0.08530000 0.13670000 0.07970000 0.03180000 - 10 Morse DC 0 001 001301 3005 29 1 Rep 2 50000 0.9054000 0.04310000 0.02060000 0.00720000 0.02370000 + VoterID surname state CD county tract block age sex party PID place pred.whi pred.bla pred.his pred.asi pred.oth + 1 Khanna NJ 12 021 004000 3001 29 0 Ind 0 74000 0.045110474 0.003067623 0.0068522723 0.860411906 0.084557725 + 2 Imai NJ 12 021 004501 1025 40 0 Dem 1 60900 0.052645440 0.001334812 0.0558160072 0.719376581 0.170827160 + 3 Rivera NY 12 061 004800 6001 33 0 Rep 2 51000 0.043285692 0.008204605 0.9136195794 0.024316883 0.010573240 + 4 Fifield NJ 12 021 004501 1025 27 0 Dem 1 60900 0.895405704 0.001911388 0.0337464844 0.011079323 0.057857101 + 5 Zhou NJ 12 021 004501 1025 28 1 Dem 1 60900 0.006572555 0.001298962 0.0005388581 0.982365594 0.009224032 + 6 Ratkovic NJ 12 021 004000 1025 35 0 Ind 0 60900 0.861236727 0.008212824 0.0095395642 0.011334635 0.109676251 + 7 Johnson NY 9 061 014900 4000 25 0 Dem 1 51000 0.543815322 0.344128607 0.0272403940 0.007405765 0.077409913 + 8 Lopez NJ 12 021 004501 1025 33 0 Rep 2 60900 0.038939877 0.004920643 0.9318797791 0.012154125 0.012105576 + 9 Wantchekon NJ 12 021 004501 1025 50 0 Rep 2 60900 0.330697188 0.194700665 0.4042849478 0.021379541 0.048937658 + 10 Morse DC 0 001 001301 3005 29 1 Rep 2 50000 0.866360147 0.044429853 0.0246568086 0.010219712 0.054333479 ### Using geolocation @@ -80,89 +78,106 @@ First, you should save your census key to your `.Rprofile` or # Restart your R session The following example predicts the race/ethnicity of voters based on -their surnames, Census tract of residence (census.geo = “tract”), and -which party registration (party = “PID”). Note that a valid API key must -be provided in the input parameter ‘census.key’ in order for the -function to download the relevant tract-level data. +their surnames, census tract of residence (`census.geo = "tract"`), and +party registration (`party = "PID"`). Note that a valid API key must be +stored in a `CENSUS_API_KEY` environment variable or provided with the +`census.key` argument in order for the function to download the relevant +tract-level data. ``` r library(wru) -predict_race(voter.file = voters, census.geo = "tract", census.key = "...", party = "PID") +predict_race(voter.file = voters, census.geo = "tract", party = "PID") ``` - VoterID surname state CD county tract block precinct age sex party PID place pred.whi pred.bla pred.his pred.asi pred.oth - 1 Khanna NJ 12 021 004000 3001 6 29 0 Ind 0 74000 0.081856291 0.0021396565 0.0110451405 0.828313291 0.076645621 - 6 Ratkovic NJ 12 021 004000 1025 35 0 Ind 0 60900 0.916936771 0.0044432219 0.0120276229 0.008532929 0.058059455 - 4 Fifield NJ 12 021 004501 1025 27 0 Dem 1 60900 0.895620643 0.0022078678 0.0139457411 0.023345853 0.064879895 - 5 Zhou NJ 12 021 004501 1025 28 1 Dem 1 60900 0.003164229 0.0006092345 0.0001072684 0.991261466 0.004857802 - 2 Imai NJ 12 021 004501 1025 40 0 Dem 1 60900 0.029936354 0.0009275220 0.0129831039 0.850040743 0.106112277 - 8 Lopez NJ 12 021 004501 1025 33 0 Rep 2 60900 0.231046860 0.0016485574 0.6813780115 0.053180270 0.032746301 - 9 Wantchekon NJ 12 021 004501 1025 50 0 Rep 2 60900 0.817841573 0.0063677130 0.0258733496 0.107254103 0.042663261 - 3 Velasco NY 12 061 004800 6001 33 0 Rep 2 51000 0.223924118 0.0002913000 0.4451163607 0.313431417 0.017236805 - 7 Johnson NY 9 061 015100 4000 25 0 Dem 1 51000 0.241417483 0.6900686166 0.0293556870 0.011105140 0.028053073 - 10 Morse DC 0 001 001301 3005 29 1 Rep 2 50000 0.983300770 0.0006116706 0.0034070782 0.004823439 0.007857042 - -In predict_race, the census.geo options are “county”, “tract”, “block” -and “place”. Here is an example of prediction based on census statistics -collected at the level of “place”: + VoterID surname state CD county tract block age sex party PID place pred.whi pred.bla pred.his pred.asi pred.oth + 1 Khanna NJ 12 021 004000 3001 29 0 Ind 0 74000 0.021711601 0.0009552652 2.826779e-03 0.93364592 0.040860431 + 2 Imai NJ 12 021 004501 1025 40 0 Dem 1 60900 0.015364583 0.0002320815 9.020240e-03 0.90245186 0.072931231 + 3 Rivera NY 12 061 004800 6001 33 0 Rep 2 51000 0.092415538 0.0047099965 7.860806e-01 0.09924761 0.017546300 + 4 Fifield NJ 12 021 004501 1025 27 0 Dem 1 60900 0.854810748 0.0010870744 1.783931e-02 0.04546436 0.080798514 + 5 Zhou NJ 12 021 004501 1025 28 1 Dem 1 60900 0.001548762 0.0001823506 7.031116e-05 0.99501901 0.003179566 + 6 Ratkovic NJ 12 021 004000 1025 35 0 Ind 0 60900 0.852374629 0.0052590592 8.092435e-03 0.02529163 0.108982246 + 7 Johnson NY 9 061 014900 4000 25 0 Dem 1 51000 0.831282563 0.0613242553 1.059715e-02 0.01602557 0.080770461 + 8 Lopez NJ 12 021 004501 1025 33 0 Rep 2 60900 0.062022518 0.0046691402 8.218906e-01 0.08321206 0.028205698 + 9 Wantchekon NJ 12 021 004501 1025 50 0 Rep 2 60900 0.396500218 0.1390722877 2.684107e-01 0.11018413 0.085832686 + 10 Morse DC 0 001 001301 3005 29 1 Rep 2 50000 0.861168219 0.0498449102 1.131154e-02 0.01633532 0.061340015 + +In `predict_race()`, the `census.geo` options are “county”, “tract”, +“block” and “place”. Here is an example of prediction based on census +statistics collected at the level of “place”: ``` r -data(voters) -predict_race(voter.file = voters, census.geo = "place", census.key = "...", party = "PID") +predict_race(voter.file = voters, census.geo = "place", party = "PID") ``` + VoterID surname state CD county tract block age sex party PID place pred.whi pred.bla pred.his pred.asi pred.oth + 1 Khanna NJ 12 021 004000 3001 29 0 Ind 0 74000 0.042146148 0.0620484276 9.502254e-02 0.55109761 0.249685278 + 2 Imai NJ 12 021 004501 1025 40 0 Dem 1 60900 0.018140322 0.0002204255 1.026018e-02 0.90710894 0.064270133 + 3 Rivera NY 12 061 004800 6001 33 0 Rep 2 51000 0.015528660 0.0092292671 9.266893e-01 0.04182290 0.006729825 + 4 Fifield NJ 12 021 004501 1025 27 0 Dem 1 60900 0.879537890 0.0008997896 1.768379e-02 0.03982601 0.062052518 + 5 Zhou NJ 12 021 004501 1025 28 1 Dem 1 60900 0.001819394 0.0001723242 7.957542e-05 0.99514078 0.002787926 + 6 Ratkovic NJ 12 021 004000 1025 35 0 Ind 0 60900 0.834942701 0.0038157857 4.933723e-03 0.04021245 0.116095337 + 7 Johnson NY 9 061 014900 4000 25 0 Dem 1 51000 0.290386744 0.5761904554 4.112613e-02 0.01895885 0.073337820 + 8 Lopez NJ 12 021 004501 1025 33 0 Rep 2 60900 0.065321588 0.0039558641 8.339387e-01 0.07461133 0.022172551 + 9 Wantchekon NJ 12 021 004501 1025 50 0 Rep 2 60900 0.428723819 0.1209683869 2.796062e-01 0.10142953 0.069272098 + 10 Morse DC 0 001 001301 3005 29 1 Rep 2 50000 0.716211008 0.1899554127 1.867133e-02 0.01025241 0.064909839 + +### Downloading census data + It is also possible to pre-download Census geographic data, which can -save time when running predict_race(). The example dataset ‘voters’ +save time when running `predict_race()`. The example dataset `voters` includes people in DC, NJ, and NY. The following example subsets voters -in DC and NJ, and then uses get_census_data() to download Census -geographic data in these two states (input parameter ‘key’ requires -valid API key). Census data is assigned to an object named census.dc.nj. -The predict_race() statement predicts the race/ethnicity of voters in DC -and NJ using the pre-saved Census data (census.data = census.dc.nj). -This example conditions race/ethnicity predictions on voters’ surnames, -block of residence (census.geo = “block”), age (age = TRUE), and party -registration (party = “PID”). - -Please note that the input parameters ‘age’ and ‘sex’ must have the same -values in get_census_data() and predict_race(), i.e., TRUE in both or -FALSE in both. In this case, predictions are conditioned on age but not -sex, so age = TRUE and sex = FALSE in both the get_census_data() and -predict_race() statements. +in DC and NJ, and then uses `get_census_data()` to download census +geographic data in these two states (a valid API key must be stored in a +`CENSUS_API_KEY` environment variable or provided with the `key` +argument). Census data is assigned to an object named `census.dc.nj`. +The `predict_race()` statement predicts the race/ethnicity of voters in +DC and NJ using the pre-downloaded census data +(`census.data = census.dc.nj`). This example conditions race/ethnicity +predictions on voters’ surnames, block of residence +(`census.geo = "block"`), age (`age = TRUE`), and party registration +(`party = "PID"`). + +Please note that the input parameters `age` and `sex` must have the same +values in `get_census_data()` and `predict_race()`, i.e., `TRUE` in both +or `FALSE` in both. In this case, predictions are conditioned on age but +not sex, so `age = TRUE` and `sex = FALSE` in both the +`get_census_data()` and `predict_race()` statements. ``` r library(wru) -data(voters) -voters.dc.nj <- voters[c(-3, -7), ] # remove two NY cases from dataset -census.dc.nj <- get_census_data(key = "...", state = c("DC", "NJ"), age = TRUE, sex = FALSE) # create Census data object covering DC and NJ +voters.dc.nj <- voters[voters$state %in% c("DC", "NJ"), ] +census.dc.nj <- get_census_data(state = c("DC", "NJ"), age = TRUE, sex = FALSE) predict_race(voter.file = voters.dc.nj, census.geo = "block", census.data = census.dc.nj, age = TRUE, sex = FALSE, party = "PID") ``` -The last two lines above are equivalent to the following: +This produces the same result as the following statement, which +downloads census data during evaluation rather than using pre-downloaded +data: ``` r -predict_race(voter.file = voters.dc.nj, census.geo = "block", census.key = "...", age = TRUE, sex = FALSE, party = "PID") +predict_race(voter.file = voters.dc.nj, census.geo = "block", age = TRUE, sex = FALSE, party = "PID") ``` Using pre-downloaded Census data may be useful for the following reasons: -- You can save a lot of time in future runs of predict_race() if the - relevant Census data has already been saved; -- The machines used to run predict_race() may not have internet access; -- You can obtain timely snapshots of Census geographic data that match +- You can save a lot of time in future runs of `predict_race()` if the + relevant census data has already been saved; +- The machines used to run `predict_race()` may not have internet + access; +- You can obtain timely snapshots of census geographic data that match your voter file. -Downloading data using get_census_data() may take a long time, -especially at the block level or in large states. If block-level Census -data is not required, downloading Census data at the tract level will -save time. Similarly, if tract-level Census data is not required, -county-level data may be specified in order to save time. +Downloading data using `get_census_data()` may take a long time, +especially in large states or when using small geographic levels. If +block-level census data is not required, downloading census data at the +tract level will save time. Similarly, if tract-level data is not +required, county-level data may be specified in order to save time. ``` r library(wru) -data(voters) -voters.dc.nj <- voters[c(-3, -7), ] # remove two NY cases from dataset -census.dc.nj2 <- get_census_data(key = "...", state = c("DC", "NJ"), age = TRUE, sex = FALSE, census.geo = "tract") +voters.dc.nj <- voters[voters$state %in% c("DC", "NJ"), ] +census.dc.nj2 <- get_census_data(state = c("DC", "NJ"), age = TRUE, sex = FALSE, census.geo = "tract") predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = census.dc.nj2, party = "PID", age = TRUE, sex = FALSE) predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = census.dc.nj2, age = TRUE, sex = FALSE) # Pr(Race | Surname, County) predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = census.dc.nj2, age = TRUE, sex = FALSE) # Pr(Race | Surname, Tract) @@ -170,22 +185,24 @@ predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = cen predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = census.dc.nj2, party = "PID", age = TRUE, sex = FALSE) # Pr(Race | Surname, Tract, Party) ``` -Or you can also use the census_geo_api() to manually construct a census -object. The example below creates a census object with county-level and +#### Interact directly with the Census API + +You can use `census_geo_api()` to manually construct a census object. +The example below creates a census object with county-level and tract-level data in DC and NJ, while avoiding downloading block-level -data. Note that this function has the input parameter ‘state’ that -requires a two-letter state abbreviation to proceed. +data. Note that the `state` argument requires a vector of two-letter +state abbreviations. ``` r -censusObj2 = list() +census.dc.nj3 = list() -county.dc <- census_geo_api(key = "...", state = "DC", geo = "county", age = TRUE, sex = FALSE) -tract.dc <- census_geo_api(key = "...", state = "DC", geo = "tract", age = TRUE, sex = FALSE) -censusObj2[["DC"]] <- list(state = "DC", county = county.dc, tract = tract.dc, age = TRUE, sex = FALSE) +county.dc <- census_geo_api(state = "DC", geo = "county", age = TRUE, sex = FALSE) +tract.dc <- census_geo_api(state = "DC", geo = "tract", age = TRUE, sex = FALSE) +census.dc.nj3[["DC"]] <- list(state = "DC", county = county.dc, tract = tract.dc, age = TRUE, sex = FALSE) -tract.nj <- census_geo_api(key = "...", state = "NJ", geo = "tract", age = TRUE, sex = FALSE) -county.nj <- census_geo_api(key = "...", state = "NJ", geo = "county", age = TRUE, sex = FALSE) -censusObj2[["NJ"]] <- list(state = "NJ", county = county.nj, tract = tract.nj, age = TRUE, sex = FALSE) +tract.nj <- census_geo_api(state = "NJ", geo = "tract", age = TRUE, sex = FALSE) +county.nj <- census_geo_api(state = "NJ", geo = "county", age = TRUE, sex = FALSE) +census.dc.nj3[["NJ"]] <- list(state = "NJ", county = county.nj, tract = tract.nj, age = TRUE, sex = FALSE) ``` Note: The age and sex parameters must be consistent when creating the @@ -198,27 +215,28 @@ race/ethnicity predictions on different combinations of input variables, without having to re-download the relevant Census data. ``` r -predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = censusObj2, age = TRUE, sex = FALSE) # Pr(Race | Surname, County) -predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = censusObj2, age = TRUE, sex = FALSE) # Pr(Race | Surname, Tract) -predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = censusObj2, party = "PID", age = TRUE, sex = FALSE) # Pr(Race | Surname, County, Party) -predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = censusObj2, party = "PID", age = TRUE, sex = FALSE) # Pr(Race | Surname, Tract, Party) +predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = census.dc.nj3, age = TRUE, sex = FALSE) # Pr(Race | Surname, County) +predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = census.dc.nj3, age = TRUE, sex = FALSE) # Pr(Race | Surname, Tract) +predict_race(voter.file = voters.dc.nj, census.geo = "county", census.data = census.dc.nj3, party = "PID", age = TRUE, sex = FALSE) # Pr(Race | Surname, County, Party) +predict_race(voter.file = voters.dc.nj, census.geo = "tract", census.data = census.dc.nj3, party = "PID", age = TRUE, sex = FALSE) # Pr(Race | Surname, Tract, Party) ``` -### Notes about process design +### Parallelization -For larger scale imputations garbage-collection can become a problem and -your machine(s) can quickly run out of memory (RAM). It is recommended -to use the `future.callr::callr` plan instead of `future::multisession`. +For larger scale imputations, garbage collection can become a problem +and your machine(s) can quickly run out of memory (RAM). We recommended +using the `future.callr::callr` plan instead of `future::multisession`. The `callr` plan instantiates a new session at every iteration of your -parallel loop or map. This simultaneously has the effect of creating -more overhead, but also clearing the often sticky memory elements that -would be left over to grow to eventual system failure when using -`multisession`. You end up with a process that is more stable, but -slightly slower. - - library(wru) - future::plan(future.callr::callr) - # ... +parallel loop or map. Although this has the negative effect of creating +more overhead, it also clears sticky memory elements that can grow to +eventual system failure when using `multisession`. You end up with a +process that is more stable, but slightly slower. + +``` r +library(wru) +future::plan(future.callr::callr) +# ... +``` ## Census Data From cf3a3d3b9d41ee7574ee1f95dea0e101e151368c Mon Sep 17 00:00:00 2001 From: Alexander Rossell Hayes Date: Thu, 16 Nov 2023 10:55:43 -0800 Subject: [PATCH 14/16] docs(README): add hex sticker --- README.Rmd | 2 +- README.md | 2 +- man/figures/logo.png | Bin 0 -> 1928211 bytes 3 files changed, 2 insertions(+), 2 deletions(-) create mode 100644 man/figures/logo.png diff --git a/README.Rmd b/README.Rmd index 5790d6f..b900a04 100644 --- a/README.Rmd +++ b/README.Rmd @@ -18,7 +18,7 @@ knitr::opts_chunk$set( voters <- dplyr::select(wru::voters, -precinct, -first, -last) ``` -# wru: Who Are You? Bayesian Prediction of Racial Category Using Surname and Geolocation +# wru: Who Are You? Bayesian Prediction of Racial Category Using Surname and Geolocation Package logo [![R-CMD-check](https://github.com/kosukeimai/wru/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/kosukeimai/wru/actions/workflows/R-CMD-check.yaml) [![CRAN_Status_Badge](https://www.r-pkg.org/badges/version-last-release/wru)](https://cran.r-project.org/package=wru) ![CRAN downloads](http://cranlogs.r-pkg.org/badges/grand-total/wru) diff --git a/README.md b/README.md index 4c8188b..45ddaa3 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ -# wru: Who Are You? Bayesian Prediction of Racial Category Using Surname and Geolocation +# wru: Who Are You? Bayesian Prediction of Racial Category Using Surname and Geolocation Package logo [![R-CMD-check](https://github.com/kosukeimai/wru/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/kosukeimai/wru/actions/workflows/R-CMD-check.yaml) [![CRAN_Status_Badge](https://www.r-pkg.org/badges/version-last-release/wru)](https://cran.r-project.org/package=wru) diff --git a/man/figures/logo.png b/man/figures/logo.png new file mode 100644 index 0000000000000000000000000000000000000000..b279633b889cd14913e6e985e5ba411e12beebd8 GIT binary patch literal 1928211 zcmeEvc|276|9?%CrJ^XUXi-#_HWV?{t!|5@P-JZ*Qk1e}na*udTC}1FZ6sNuqHJ^P zwhEPqY}10uHj#BK-!pUG=gdL3%bfS;@%a7mdwd@EbI%k4rLmM!_*M5Ky_|8W3-`vYp-2Wr~ zJt%x2|Bm4_{M(Z`;e&|lX729}Tf4=e{}Ofn)68YSfH_R=KLZuFZY&xwfIeX5AB&CM z2Ufq%xHT&;bcnO~!DENShU?4!6|MJFC5V1#_59~nM+OZJ+%KBDYR1i*a^ZvI9@$Ce zny`#Lmk#+y|HG$8+v4y1-7q*igdRJgZULt{jbmWaxZ-qTO8&--vSyA)m2%ezdHR6? z18G7clK=mr?~A~^D^wb~-ojoK-m0ltBKL28SM|wEH|y~HVI7v*yt}hTRo6$OME$JP z|Fe73!r)RJ7plzYs7vasNz(1i5S=}6GDJ)v4Psj>Cps;Jh|yiM^>xabtbFx#}rSyIyUXTcpIc_d}IR-EtN{eTt0yF_7AR{FarhYt@t8VY)lt z=2|uLPg*J_ozA*;WHdw$*Nh=a zzq{vh=GH{o$?0^pUUtiHIwGBu__r}c?q6dhA8hLw1raIEvRuQYd{dGYiWLv_5H|-5 zD|MrDAwETIBI3Akt%AaT?oXfb$!rzkYs|``Jr7=BqHxdnoe-@mrlxSh?x$z{AToQP zRKcO3^^cos_l#FfisI=Ut6kUhAR=;1AYDCH^DR7+o6g!p+qpI`^YN}U&Dw^{ooU$- zI_E9tUU$D-bAKc}lbf}lR@k_{Xbn6I6R8rpyUavYBBk+Da!%Yi)QGGqyBu%?I|M+K}jP|As^mM{ed97xea`-v_7z)dJ;kvQms(bp z-SjzZ|4N9c`yqy6oAJZEDa*REGb!VgM!DwMw61nJIWK9Qj_PyGI@uW=<?UZ zQ3Hi6m)FV~W7KCk{onhfHk_n^G)L;qT*lKtA?qDrh7H&bNOj%{eVBABBYH>e=R4L# zT-YCCj|mpd+?C59Zn1{U^V0TP!7v##5@*mg8a2i|2HpKZ`TBHdikTH4oM5gJrv;C9 za!2!RaD$W=$+@TvZZ*~Mi1f3|#tR`LyWLEl(=go{CPH?Rkez%kd!{9Z>X!b3##4!s|g-BPArxmzf@!_Ja8oMBuTuTt6xQT z806@9bv9_#`IHS+%8tIM4v+XXE9HaNnVP}#QiB3X$hOM5+j@=8lYQ-x3#@gt z!W*LtmqG*H0Hll*J)U^w@@%)_jV23}UJ%$-1lra17nZxk#-6{_7-4!t|eN{LQ z;OXCs-QWpXk&t!rTIFhq@DMJ~o~pc$t>%Dm|I{j z6)yGpItc1gByh#HOvbjd_VPLgrz+FVN6P&Klatf+OQv@S^Kot&YlYu zm*U9KLGTPrA=#OHgOE`@v`(ZLAiXZ7G6b3&7)a|{CC}L)=RKv5R!AS-km*eemdtf1 zC@n!#eu$AMmMk{PnhP&;i4;jb-*qh_0G{~}vI^w>xOAeh#5Cs8vIhpxqyTfL*w!R7 z^BwT?nd}S_M!uRii-v4OrFipZTQnH^y|4nR69_lC!+J-O;zl{@{!AmV`v$%4oBHVn1Ffh3JZFX3$+bN2$ZJl2K~;nc^|^&*}dotjwVmZp$xN z0#B^mBV~%;zqC6@4dDLUdG&J7U4x~c`;=O5+#Byb<~#&=in_hM>v5Kmkcplj_r!=lWRLH6N@}4DE=E7Tor(Ex>qgBG1v7q$O*%4^05PmM_l{KrT zb;G;Uuo#7z%7t}Ci!!G|mC;pXU75FLJni#n_pVl5ofbu}w!-Ok-XRQ5rhnNOS76t zqC4rm)fQT=H0q(j&!kl-oz6-OSPzX$B9!>9e3(N|ga--{PG;<-xV z)6vj)P{@i@@Q~qEfs)!VvgKQ$Zw|w!vZO9}(i4yQxksRhkQU*DA1ls7);XY)p}`?y z*g#q{kbIol1rX~@_RI2Lgk@la}k1KUE8fu%- z63v>s`OpgandL$WnK22+pz%x%sjSo~@?M0Hi1sqfiq+Y6Bng^|5P@EjvX@nN^a^~fU za~LgcnIIFw;2I`qO9P|5!U>+XD7BFHY>3_k%?g%huORWJTm~l?Wt&J4^^OePAqz`$ zBIamH=gRd{(AY(vWKrpsTX2*9&S4l*QtLup;4OKl(&>%{0|vw}Y#8tqnoC^Jcsk+& z0#q)wYTVU_vO-J?p@aw0Zw^Ac-vYpsT9v~SQB}h>#9XqL*KW1Y6h*QElH?S1I~K|c zaNnGlKd8F(+jlYAq|!C1*(ke@!~^6|{N%XnKxu^j?98DkvMsm? zOtf3nYJZ$JrCr|UTAho}0wA-@(;25v&JVJnbZ_$gRPfB&jph$%!3g34BAhO-)S*Q< zndgNPln!6G0FPHmwrypQ(=_yjVinLxq34~HvFlRT5B7wHOAB-P6xRV9c=uaP!g9J?jp<`hY^(7jX6GFifbspDb~OW?>}XrMrGR+yqU1CLbXgwc|K7Xw@*YK*(o*)5nIeGLL4C z?Vr0H3nA|8Dx~`S<5$pfCTi*=d#fPf1zH%2%m!GQz4Z*VdSd1Rp#+zq^Wh1pd!%&z z`|QoSs8ETJ2kD2?Cd=WNEvN{T81YgE+53Qom#*tJ$b7$K*Zc@rf3iBt7GL==~P>mulP&gq_w*^{fhK&P>?x<~n zfhgTufHScrTX8%zx;a7#92HGy@g=qOB&IZ-`x5QyLKXm~T(I{IET%-G*9k?@w`W6I z2Id634Q8p#L=?PgqqyR`fl>WB%}*gOWeAJ0X_m2C&{3P6=RT`wA|mUCz0EA9f1kEy zW>ol9?|~EDM_4_!c_?;$<5G#CwOdmpzp$PT%bw^yX86H5uL^QYIM;MSZ@R^8tny}L zOn;(wA$1Qlo!~y{^d@+^Tmgx_9jqF*sKa*E#cgQQIkQ;k$kp#f(vOSxe}l#1Y6gf~ zh1qIY!)uTSqIa z(R)1?HOkhbzMsu8+S0X+JN-5tE7=Dtgf%9TsrC7U0<3Zc=15@_8|j@hIkg#G&5X_+ z$2z#AqB2Xzy|c(yP9}`;;~OXJOIg>C1__t1*J0IGGw%u~*gp#lg|(5xX_jUhRUNL0 z3#;oF{KQm2r?rjZt#rNFY-lpfc_mVPHnRrSUdlTg9df_0D{dt>pT+bN#>Ao5cn4VX zywq$F$5$V>!YVHfieu`H_+;`hE!1gg7S{}8nIKngwy8g1e}B*g&AH@t2RU=2S8%FZ zQfIururIOHNhA8P3ZpTYN2pCFmors2-d8%(nglJ6WHXdjIA+OnIAo)S0)wkD8+}sD zCc3t^7hzpvZlahJOsQ>!R^-dGi-*7~_-3gfPGPsZEKss7o4vT^A5sp;E}#EC2ole; zENF!f;I-_+r#qEk zi!Ih(|K(a`Mh2(U0M$MZ#4f>#{Z25K*J`3S2=0P)cjW?R@>$b5_OA+VJdkY)WJILj2YO)f!1-znnWvHD(eBuI;OL300HjPnvuZ^zOo81 z6Xjz8ye)succ2l=%+#61A+41+Xa@kq_gyBg~2-T z{8jcs5>TqrwJ<##DLuyTmXp!Y$l^`vux#a2p#+b-H?ZnYSjHr4%BV(-8y`Rmbz+!? z#@@l3-HSN2u)>71HprXr+Lr}O*O#tmMTq>EQDT)*5?t1oQuS$uP-0Aw#8Ma z08kjAuiULN`Po3w;)(Vt63qAsc)vja(gsykZi2;p06;*-y(^MamJZz zdb3YV@*fI|t16|QXD7X!1}h{pTLg_?-EJ<*`W~P8?DUGky!)d4WjwFVIr}m+rnFcu zpHjWQ2$mqvR$|wjYYam@Hr+~nz>;GCP{t&_fEBQDwm_%o#EXagMIgE+eYG#G9f%|mw_itYuGjEscWoY}0d1*g@wL00i+&-t*wVs29`$b;%F4X! zBGsR$J!zi<%hPPH)P*)#9I+SU<2$mD?ttNYBEa|Mf6l^ku~Maf3e9Flhi(H#kN@$`YU*8->~qu%@yFMUtov9d-|^ z*~pc_yy9G^tB~g0+k~Q2@34ntz6aeWQT;&=4Cl-ofl-}le;d;24Jh*z&fB~S(o9;@ zQ$S{0>2J})?Cn&bXi_)YLy9W}#nRPFzQQ`^r9uIf*bU{0k!7!}<`=e?sb3HjU+i<2_?rnRio_zqRs)#aLmpnl2&{+ST;&*^^3ZueQ$Vt<8+~ z_Q&nx93UC6K}YE7Cxg~OQUev!`MNU9TI(dHgAoRZMKD5JVL52%eEVwc9geUpla@$; z^3KYO;7}Q6J1|Y)P1_sePgf6BJWE|a@?zi>sv!ASS!TQxbN5(ffHgBpew>69^oXF07468R9$q-J+V6;I}@$&33qbmWLhMJw0iumPt?;c_6}~1Elk;fw zGRYvH5sPLmgXU)8WxJ^}Fo;+!YUUQM;x9wxf>}Z#iTgqRo$YC&=)51PTKMt;imilTjm*;RIt*LAr zSphnYL~{*hbxFZ_n*uYwox;1um_jK8df+Un`_I0(i7eH`kpwT zn}OTF7wA-LMr>Bn3eUd$4oUSU`vZe2J%``195@p5bpk&)L8@%FxlJoHJ@^9B)+L|k z8sWS=T2u$OC52~a!Ph#>5Ok#Yg*T8!F8`a(Nxq9^Ta)(=ht;>UMe_Mm$t740fGXY& zpvfk_+6jEM37_5YKPV`GJ5&7G=wziOsjHISKjXK}+N=Q%=9-IJAvq->tL3%cPbN5? zq9okH6@abvg}F{o&#%O%S}>!4_=`fvNp>%+!39l!A3Nq8Q)`RZ6mdAp7aehlR%Kdu zUGQ!$jMMem_np@f$)oh?H1^*OWjgK2E$zn*%DSd@b^3=f#+d7P2ueAjp|Oid$>;jB z->rdULllq-sJCQJlK{(u_Pp`xdq0j$;r2I?HCBHY9w$GCJC z#h(W0K}tuX1(gXL9cM_z`)bRHB2!XEIOrCpHiH~|9zaS)s|wA5l-@^_#EYdTS=}hA zQgSv5_r zfUdXTe1l^zzgi(5Y%od>iqJ+Lhyh?fXv)Q>x2kOez%C!2z)i3IXuWq9p9Mf&wKa@> zUSVmV1x2FTyd*(fshQ83ZiscL*U$E5w=zzY-t1Rt(LRFe^=`_F`BNz2+p+*Sh4AQ6 zV?_OiSFL3uuG3$w1o_seb1IOi7EbuK;WZR9M>6O*iE5S0KXIi#Yb{3gtUD>$aHwt( zO8Bwt>{057L&-6{il@^yyIscBi_0j?FLtSkl%XiIu%D|9LmbD=z5&Ogtl)OPVCl4b zVOGSFcD3g4ig|4yWx$dT(Or+-fHjVQ?^zN7O`!@^%pR#A@+B0Jh<0xm7SJGdm%kzv zsq555d>}M=sy+tj)Y@Q3gKwEiLJ3CDMh2iY>R8WW$3v%VLKy@oV2d4)w-HXP9(9!p z6#_oMNo&tqjhd_#nRW&lX6twC#Q9LDbU9e+ENF)(NsMr>oCNLQq|}q$(!^<5-uy$J z0;d1MAvO&?@RVR#Di>&|Ai+pg4UXw;8cLGg9yRlcLU{L^phMuRCoE?$PU^Xp+gC^@ zhoIB20M=hOml7Pxt>Z=8F{TpWr*`p7^7*OR|8S=$b<_ER=^vnOrtzgT%M`>MOdDRo z2~`CsomNh~pAU!LJETa-vrG2F35AFRa_Ls}K^wRO?K<)3EX6gdopQRQG9d*D>FAUV zk`>sEM$HQtt~K+#TnK4Hg>YI1RM_yooR@7TSip`^IaOWn+c0f>6KlERNiPc z>bcb-Hl)-XN*`8m*Vc_d%|Ni&?{(lrPmyovT!ND-3kWDuxo}n?rHCK6e&Cl-p`D#% zXQ6oCdpJiXqQy^zd!l#1Y4$B9C8RQ{V(a*vqXIO(%Dpl;V=QcnX@$w3SHc;#W3hxE zr1Ck|L9#R5j{=?Z+}w!@OA?@f%A4p&U7&GJCzbN`!I*;>(PNg59t(%)O!2LO{_=1t zC($!y`2DTiGi3-vn>Cx3q22nmwXQC`*$C|fd^N!djy(J(zBM;491i*amQh3Jahw2A zU42E`*gCXGHheuVZn+gAt7 zj>@l<-&dS6rhZ!S(`lpcycEBASmxvWqeW8kYqQ@DoUQR~6Me9hRJ9iSTI+Vje;iV7 z&7Ju(@_F*`4*`m|R>cYAH-1K}fv%{%pf z6nnmc)3~FeYG|SJmk=D}JrI8Akb7GqrRICGYED|F7vFd_8Zl-`Nz#HR(2fdn5261^ zwzJ|}--56m&SgfDUvKFp>Qvv4{+u4N#A+;G7+EZ_5!qK(A+36+2u{|8)lPfTx}ks? z+u`qOv4l14pS>5H;<}S(B#kY$l5OBc!Tg0Dze=_aPwsjyO6WE!7i!B8^gL0M^t8~; zuB3^%Cl+H1{p|EIIF$vgEc7tih7r^HBZhH2^yUUMFLz6?pxD85F`ov}|?a3Sm2Pna%3I%7W%@1EDy>D>1fgY0qULN@&KJ-d$ zQOKv3bC6ESNtITF)^devb5!dzZc4J8*j(O{OQI0%fmwQ!Ba`(Z?=Pd&S>ChH_bqYVR~*>jc$43*gnSdl*8At#)lg133Q#bd6&-t@0+tE# zZT8cwb#0z%6u)k#u^je zk!61j!l6!JUVsZVRb;c(zPnK3Qn@lD-R?7f7+=QETFt7olhf&HyzIu{CNsUp74shI?7hxvnT9mijS|$1c33nCK)eb#$a`9`}5ivr574Bt! z1clOPr#&CZ*9a7-_8?K69et6^<2-JhED8f8bk-i)lk)XNQ21J;_)t)6ea(C_WfjU` ziFZX!gt5e9BI&cUP1ivIhKD#G7}+UNt|Wm}JPNb^Qp(zih`QjLiN1LDOv4bj)NiCm z2yTTiEs@v{^Qs>2N= zZU@OkV3q+DQ^q^q1H#i%FVcV5=A@C9hR_-Pzv$ElE<#srw^LFAlrV5-I>tfiNk+S@ zc0)Rm7}+L8ww^J3H6w{8hIm%0&dG(gSHKZfOJXIhx9vp2Xv6OSYSzorn7e~S+k+FsjbHeDa_T#q<7xI zMqaH9IH#5(zT(mnj8DQa7C@f84)CXSXPGq_h9OHan<{5^5tQ;{H8&)w(#lYm{0u?m zxbtwX6u0hN>&40G>Zp_hr;gxA7pfIY?P?E{&=Cvs?tI}X7g*NOl-ul<14$oQDI2D? z6~O6}cis>lt)A5uUlerl^sOVuTgl2gVMdv|%1`M-Sqd z(U|w}!^ABFhBO#Rb4oLz3(S?>{BSE};1kECmv=k=FAzirGaZwl9E)?pI(!V{4^i@F z_A+?;_)5%eLj0Jf>NzG}NXdJ#)KF9(bw0^bk8IhmS_~x>kU2szz{muOLSpYHxy5nK zkCe&4I|0PYvop)Z$e#-;64ZtxnLHPgF&PW-Z; z7w+SbPxko*PNnR=`{_&@KFfyr^poKnN(%Vl(-3K^L2?hJ4!ez61{7 zq(~tktNq8wi|T9z7Q1eAF8Omofr%bR>z5gGA4=XOglwFo2CpG!{Lq6BuqfdNWiUgi zZyWfp`@v8)Y;Ux)hO!2GNqNA?q9uFCfY43@BD}+PJd}sE3i&mhREM(QC~bO2zs)GK z((OTxBGnNaw*g zDh-`6#m}e3*>yp$iYs@pd*+#(Vr4?o}vWg{ycswviU{%KC+}0 zP;DaiBK$Cl{**i2s59kK-MK6mjdq@R3S+`OQ(D+h=|}(!DHt$`59$X!sI$2QK%Mn- z9fVW?vsl>gfy_HW%6fWQ{1Hm*#>B=tZUKkw{wT6yiC=@sZj0`*#GW_ks}YV4n|K0g z*hHpuvgmBf@}jD3_upS4!>mCP3*md*ee)Oja{&P!p<=iu?LfPLza}q?ngl6)?=kOf zH|jD+qf}=|a#LvmuVI|Xq@rwSvG70#1iIrLNpx>py`4Pf0PzsRa>Uw2P=-7jNh(H2 zu3HX6=tVN$=j3O^o#N~Xt-0IH??6(3a&Ha>lj^A9gry|p7iqeA2#lC!@=V|eyJhs4 z^p^>6z3pxuHq2E(Z2)-psl4HdNrzxGRik-rep+hVy!`Ieb*}1`C}!-dg>tkdIuCyL z%T2a0qI5{cNWP2H9_>;_W?H(!Kaayf-kUg#=&9YdK)@%WBfPnF~ZTl+Nh7z-J)3X7K*%+HwsfpV0Q?xemP2ZOt#@I0Dvug;l*CtQr%!s%1LgoO$tkA`MCWuNv4;T?CTNb2nE0oa|l}mfo?TDWb>svHz33bk;sw29FP29*Q354a^V4L zZfqVqA4YW_dcqTM<(Kw4T@Y=>;+2R&8nk!9D140FtSAU-jkS&xwGVu0(_;*v`)#gs z{GY_DHmDhTke+a4)xq6RRcz zAii2|QFnPGkX&TNB#DW1Um<~%!EeKELLwIWm@lCk$b_LQG%wJ1-&$Njn4N-Opvh2B zleb6Iv4@F<9xub|2=ut03n4R|DXAE+)@U_#u6$+0mEJPCJ`H)j4Qql~Z9f z!==X3e>{{a!6$7AzRm-XAEac%sp%J{b_bnJDG(=h0sM(V0zVG*d7iY-u%~|Z2-+gg z4@zVw-RN_7V(0RaNZxo$!&bA-F+0+XK4=nlwkKlryl zG4FCq@4Q-9{HTfS>S)f0xL~odJA=p1LYl+6>i=HxF)>HiqwaHkN|{fak6F#V9xwQB zPx#HtGFycGeyliu`Zr(c@5D6H|_KtMU_U9Zc_o6tSxLV$be4 zLC;UZELZEf;4~sCbgNB7HZNSO00Cp|q}tNT_xe-1Q;mjXc#d!x>Ii>|WBg{b`uZpK zUD}h}*hCnI0$Gt1&d8oNUI1tl$lM;SKxL&d&*JG6!xPi}dZ@G>nCuhu(5yS2Py0o0 zW#=qRxidOzyZXAIzj1xgv#CC5Z_%TUk^zXWIEe9tWpH{9O@f=qx?RQ&9c7WO1tXZu3>KAkYAWtl0NN)|^cFVB27Cv;{#VplVLE>D zupay>2qrbt=)2p_Oru^@Wm8D-%BQXC?weC5THa8;w^;k-C(N!pTe?(YuUCdL zqx1h(8Ek#1nf1?{9r__&UiTV6eQqQ%|U&VN)^Og%1b93H;b=}Y)Qb#a-F zfi4SZn@$|mdjIC|4EB2TJp06I8{vTCnSM_mJ(~N`wsd0Iry-RywII?D*PIl~Ur`EAh=vrY)1Mw7;m}pYmicb>Z{QTK+ae zm^2eWK$Rhn(si!X=3U9G$jddi8k4)%YV!n2u|fFJPuj|fUwq<n(C$ZgWZsP_6Ru;(AUv-mF=qlXgM9!f7rT{Vt+7=rbY z3zWTWZ#eHI!dShmV^*uMpJI0IoYkSa$GTNS_l3yb-*NXr;yzAGR%+codQ&a=H}Lmb2~>=@6zY)qYScQ1tf1IEZNlrDhyTNm|b z^x{(=0G%eSym>wU*aObJk<#lEV^lQy!04fjw??8BU$m8Hz3_>=w7jQ{eAAac;)%yb z+m(ynLO84%DG`2DvLfg=IPT-0ko_WS_8(m9mKfrCKYIP5k*i4)AF#D_pMXsEYcQD3 z6^z+~ji@KY3@0M-3)fElopS6O@yyR8+Vejs`~KeG6b%#_rrSy%)?HqN7M zSbMfHGx%I&p>3}-&%(z7lO=2WH3%~UI+w`{QLimPriqg9eQy7^UPiwA45Tbwv+awU zHRq`>YH;;Vmh}yd-6fB91idBbaTWvv$cXd;`9?K&dsQyH-U>iI&FvlKh!^r$Qbgif zM1WunLi*J_6Oy@g>BCypo|2mB0+f%o-QX1JQYHR4Jvnm=gz>uU5FF%{uWayB8VPC6 zG8Dq>mf<(zLP@VHm>ih5Lf%my!kI#v(p+Z(X!?ccv-kIM<8H~bi)2=Wwb$+_Yf)29 zye{Se;aoVTrO=}ki#@#%*?)#Hkqr7d_*$*)f*QvSF*ClL=~bZTd=m&4-w)Q*D`3AX zNaoLsy-RujCR}A+*BG-;Bh%h4#bM%R264s>ac7fJidQuaGG|3O=sbWRfTQR~do7Is zt35i|@9b^s(h%bX*Bl8_!3DBZ1|xaF-XYWn*4&Jsn`S|n1?K#fa3_3g!+QpY>EZeS z9{XO-n%RG^r-xCPB_k4Sy>@9&iPc@g_krWTPgVOiYZea{XeD z&Zs^hq8AdvU(&3j_GlLN*zx|~YI_7%@O7~LKjw5j?&_55O20VlUhinLyAjJg>~==S z<*yvwmQsz3qP8b>jE+o=oDK+v(H7A|{__hgD08VusuGD!okDx`a&eL5tch!%TvO^J zYeJ3Wy|T+)DT5HD3Yg=M?Qi!U6UE#Kh)#krun$3Xy``)t|F{&wB`2?sqHsfuFidGBTO5v<&avKVQ_PH=UF~Be<@Y%c+;g z_)eFUwc2))GGYqISpPL;ND6Q~iyPBDd)o>9{iMZM{vXon^moC*<4~gbaf*D)vgBWk zrLZXj0-Y1OL$?1qyN89DB`p$cwt6OI@zSIW?3co3i-uqDiMBDw2VJR4qg(;XQWJXg z_-0hEbV5IM&_J5RC=$+nv)R95(Jgp@qGC984RSM%Zd&&BEM=w74k9Pug3xSaZ}7!S z0Q=ng)g0>XfUW4EtXtRkv;74{UN?ltCZ-Z?vn{KU#y7iPTY0wx4oN56s_JDJZnmmE z9!fb@96o~9b!&w3`5rvbUtUL#L{jC-^~*j#JNKb3f6cb=NyI(E#BckbI><^36SB)_ zmH*oHqf4kNFiuCeffzQx>=fdr2N>d=jdHpj3`CG)>`J z!I5%ljI=QO2x1#jmEwI`XJ~qMG<6kk9Qtgrr;caCG5#n9&yko{RhX-}y z-&}mLk%_<}aUJuqw=>aSwKiW`WCx6$bj6+eYPCm%=Y_b5a9ORXeA#PVUGHZnQ@pKs z$V@5PmPCNCRvER&Lj%nA)cMNx34O$B{o=xKH4+~Xb@&&uwzu^C-6yP4+${9e{Ye0a zrB6d8#b1f<-@85Ze82kmN6qayc5Z34gpy}20##KeEh6xN8hiQ`ev*MC_!m!`> zD>fp9_-k9=5tJcXy!}Zm^K$kLmdHpLgYK1A6MGU<&-X6bhN!iW^EZg3*00ik>oKcDkoBIBKv{B7?+!h-HL!KE!0 ztQo5kd^}w0TZb?RPOmnx>8LkxZfe^fH&3D|LpvfFVJ zp_?8&F_{1XK}J6>oR5^&8W#pzV#nbmy6QAi2@}^ooUT5L(4}mg^ zyW02qDj9U`#ZdQ6rsz)~>op~TWj-h>dK%Tmg|$Z`K-_%7pO*7+PB2ix%s%gqFP_a0 zoOv(e7&aw~i1D`k1!@#zbXtEAm+2p15HayXqq3)sqqrgiY1ZUCqN-QZbo`FYP@I37 z=f#ZMf|)>5qkcIG?_rEAy@yFBh>bVBYOZ3#sB{+;mCx*fUEg-)0&qJUuKr z0zV@>d?c;v+UIa@j}bp}3}&9OE1NX>@sF_O_bU^<{nd&1BdZHU_Lzjg6!aqeA#KyX zYb$$|HudvMDfWfMT^vxqnIl8AX30RLWV2TBk9lHzSWFVg}H>Oh?=a znGg=RXW;q`RA*Vzw+TObIZf(B|5y%Z4B}VJf#e9(z6etMyO_Mb zt$$`4Zh^jAg;}N7*Izk|fA%j*yB9JDh=7aN@<{w*OJf|%g5Jh(Ca9NO8M8zj&nw+L zMv?)Srp7LR^~8Asx-|}m&fqgRU(#i$ij(IHa3R=)W2tZTSI zDDeGSMv~m0wzE4<5qFeT2g3ly38+c%Ib0@4wcTAU_rN8I)J(P%e>=pN=>i zxSXKMMs$`k9#cq~&`Jy|h`&Z+q>0l#d}I)elTs}95d~YUfk2%~xPPar2M5xUL=Gi| zXi<-m48-4Oh;}2<;msP3YazGfZ!gn@F>Y#FluwKnLeTSrc@ZBP@grj2`+0$Mh#umM z-$p$+%kPz0Mg-z*y0~^5t6D>@nh}4jd9*1OyK2^wAQ){Iw*;%}=lYGdFKUuX1O+?s z(kyj^eP28qx9tU%49Vmcnq3(+#L;L>Z<0G#+8o94SLAXJYr`^bRR5^?2^1KkD4ZsuoEQiw5CVOrfR zAP*WQ3?e8jRlyKf-(*DnK#62M`P7=fa02?Jf4Y6SR0SmDJUCHt#9pU}-L_5_%eJzv zTlkbST^a+O=cAMBaXB`8HHcfqZ`^@v<9;qB0XQ2s#JQRJk>r}QNSbKj?TQb0d?j=_ z2=27m2Nc#T(l9^4e@>AhzI|7?kt&A6X*B-(b#xn{oCrzYzl-E(y8HX%wfIsI``^zC z&AsIJ*(*+zSNfBc&+Mnct^aUeNyNuQs3yf4~EUBn&f6X zBkYd`X;d2rUz1Cg9CoeF!dE?KIv(2b8tCYw4$K0(A}2i982+Mrfybp{BMkt+Zh{8C zAt7UabJ09Xq>h6QL-@^C`tm0|a%t+cW}@GLZ9$5Kgw6abZImP`;TWslgyzgRy<7-9 zmfirIx=ZiZ^qfIL$gaL#NJxpuHNB!-KaoW)xUrp|iw~wY97gg~^F*dDQxL*To*8GB ziQw-e1w8Ld1$xt|E^RYfZst;GN%b~*(s&i_onU>irN}Cg)aG+&&Sc{;#U;kTX}Epq z<8|DgpGODmGtk5s7f*r;0=7KDUL2>5-&)YyydFT3)eiKDqj0oekTT8i8Wob39&4e3 z+?t751?x)=oW-?+1278KHH`a2S@9&%-Rop1=Pz$QAf*-ZQvF(pjS=HpIWb#xuG~To z$Li1(s$#T9qPZUvt($xCZ(ah$Fz@E27xaZwfA<~PsggQhFHrV)9TZ7{(fKD-@uWw1 zJxLhM3^QSV7sqsuiSErq|BLsjRgf&Lx}W*GSH{uvyYD#60ESzXz1JPwSie9@Id1$G z@+c2ypU{staGm)MXP?1qmr+$4Y#W6Ax9TFQw=o>VWgp&ngK>Y1Is^0unnrKT-0*kd zj;;qLnGBEl;%Ph|dwt@&Pq=CKeF|n1tPA_+EdE(v7VlTzNlu}=H%ITHdYha6WbT=M z?>dg5Hc}ZvjKTJm<3Y?I|ES6;T<+YOhQ3dyZ=6quoo?ILNZr_t>K?zMwLfC7da`6~ zeF2dq`_F(K5k~2LVIoCJ&fVH}4i5{w79y!0y_?sT>H%-t;gXdju6i1Q>bVtWyo9RG zfYeu;Cxf>&=|&NJ-bV7{VyxYdjRz7tzre>2m)N1^!1a0HQb0a2N05cJ*?>5|A6QCN z@VoEAo5@`&^yf((zr>ZI$1nHhi+6Fq(f_2C}QL}!UaxqhH}cCC#y z?PL1ji&SrePW~ljuSj%hP9<@Tud(_2BV3OM2-tW{wU!+93 zg?xMcmPo3%xut;na3(RvZ*kFeiR6{u9een$=62vK98@>NkG(?6QNf&=2aj>tAh46b z87a~{|2gGjLj0BR0LZI}wm2gWH^V~)r$zTV-DGao9R8ufY-v#xUg3w15W!{zR2obk zC^(*U>O2Lu8&Qnq26Lvh>v1 z;k-HzXNH{VAmZlLYtVAPX=A%0?3yrdemacJD2xe{v8&&2%_?Ip7xE217;OI6h2+_0 zf2hbz9r$gJ#_?HGmn`+IzM*k;R>JeE-(1VD$|(P})zfD9M3KoVr=A_2aFeOvy`p%i zX0cU}(vw*c4;F`YF{@74WnYx*7}~L>a)U|Q`pa$kNjhQ8ocW3F_)GPV^5Ij|?3<39 z^yOrJur*nb@6o7V6)R`Hw_tdcXUuYeLGo%2#ZDb}Umk->&lG z&!&oUnbb*!a}W=P^wq+zLO1u zcFxwRz&$zR_RjTr9Xs#g8A?N0q_NOLGc8TYV3VF`>Q!c{uGkyLHb3hJL>!zgjksCI zWw_U6T6=ni+<0MBn?hAv*~ri?SPq>}wLphyBs49nH2#M(!>s7`ErSPjcs<4eX0+(- zsu)R2%R|}W90$3Fdf|sq(0x6a|Hg6Sqox_S^mSE@KT&jicfhoivaN%t3ReShV;%1= zRFgc+UBaYyN-5d85YQDKLaW+8^N$TOSLS{VkfQIPHw322?eF0IKv%he{3W?fKDy?J!arL>O{T~@7GZk_G< z&Gxu;CE{ppW9fAGy-!mE`>8+UZpTM-II83&UH2*N<-ujct5kjFr#AVPNfG(sf&}J! z>)RPWVp>wlI5o$0J2C@SjQ>TOSg*z83)9@R8et~<;Q8P?NId}H%GOIgPDUi| z($|al9mvaAnIMW@oS_aaZdM1XYe8Z;8J(eC|t`)&vZ3QV4FhV$Bx99Bax7UxB z?4=m`E=Z$qYo6&y@s$*>GWUgCzg%5Qrf9-OuE_iPee&MHB}-S_2^)ZHkj8YY^^ckF zaXVHhbOz9^25EIf4~&3bCDJTBV+^sF0$!y0ftUGWlD?Zb;F9%?R+ZS`yx+6or$q5o zI!jTwqGRn*+uUofrb*+rgb2<;hg25+2H1W1Q?*ri0%w$ZU%vXA??^8uv(OmpFDb0b@bzH-)Vu5e3b=w!eBa;G_4z||zE^HMZyW&39IRkr_| z1eBE`=^mY?(y_P_V>SroH?BV#tFpxIwRfq!wUoT`UG7^QDpOv1cRy$QTrs?s`FSF9 z&MwubW|zJ^I9N@Qo|I8Ht6fvSQM`-CX!nN3r)3VoCi8P9ZpHJ=6QcP#=-IfnDm0<{ zvoL+S%j4E=;*oM7*L{ZZQn6|498f881cWiPP<;r)agZ3$1Z$1E~??DWRGy zS6_5wCViI>#zDnjMx6)zep&yBrE z2)63qg<=@^d!6x^-YUbnjtG40`>k`#OWB_8pwGkxhmnYiC?jb66pC89r zM09#{(~P7z2^EXPh;~Bn`4c zD4qTMB1NYO2@&fa6>-_P7$=OmRve8evOnbb$d@=9?3#kpEwtko&lbYmx~X<|p5Re$9K*k)`rqHRXRs<+k>P-#NCcj)9LbI;6-#Euf|Wld5+))kNmBp zf@uxnS8^k6dVNU>BmTR;7f%oPpTK7UV3Kb^H{(Y>7N-y?CK*2|)ig9R&svIEKR+L@ z;GY(GUyy83;cAkZAOz-pB`%6oU z6Y`SL^|RMuI{z*ddu|GMPg$nqWY@E^D~IFK_zX9kpxN=+eA%t*-0}CJ!1vZ^O+QZ1 zY9M3!wB`vX>6zIj?T(om6xY>N*|4yY)(@=a1+l@j?S7@b=6rxIgiFK{YPa`^LJx*1si^E-WON?8kq_+%1yYy8p8i8VKG$ z!TvhFkVUnDCY$s34thz7@&snvBA7l|0HfI@`x)MJQ~K=6=8x zCTO!CR&J5dm8DKC6!&tbp_0?SUre6uk0RoXBE3$nTjEZ@5y&19B9Cu=>d{7&RGVkO z4L_AM2G6G{#sS;sJik?rZ`7Q;2pHzBM9CSq^eC^Rm|#4Vepx9{UM9fs~bA|shIh-BoygPH(x?+eWX z^zs2(F$7EY{ze}@k+vd55jM6Yh~d~DF3(SA4ZP2F(vW&?8dc)uibQ*l5qx*S5O)`n zA5ohsL01xEbLH|8Vpz)0a+(iBP^w0u=dA~LD-L8Its ze{>@>X8?ca<{VMHuuAbP5NOg-=TrpYT>@2zx0u(au*_;|&V}?!F5fU(nqNAlH&iC2 zTVJ<&h%fP}Wn9|^FBsW7>&zGKN+W?H^BC;qEtwh_6Z5Ux9o%aqG8iwEpAjz;wt-cp znqStkzP+Tbqv=UlXL&<5dm=%%AQ$1UXcy)LzW>E==w2fF-(%fu53-#dR_R%Wzo>}U zeZF=L^M1oi;A^e|yQi2aiaVr=f8o1#<@j*og$21lyhV+h?md?Ug0~;9L6Wg(h!;fa zmwmm8m$|VD_({k`_qW$`Uy@k~O3HMf1?u4ORY`Y0@HX1zv08$>1hJJ!g1GU^;k}PZ z`S;Bry#@a6EG1mIMi!GsM&#jDnR&WDd3mh~X&~bGbAd3fG`^Ss>0N)xdKaZNW$K`I zg6U>rhAvKBzg|T?jx4=XT~7yt+c>}Ch7LkHf5dD#rO2E8hh(eLZpt&z`+wwW7P{bofo|l52V2Fvf zMK-i(+~Pue2Cz8D=A?JjreLvmBQKxHEuvN@=%)w+Qf2|2Ye`q~-%kS*l% zNPez6`LC5c+xqZGG@B*&^O$Y!lE!uTPy>j;UPtrrgc_uR8r)8i<=g(D{4)`ydBt#8 zq2g7OTwZ7FDO12cpAKEcA6u^sDivFIO`;e!%SDTM_0s(}bo(>ketgx8;S;rmkkTMF!L zkYcjdago}H4=JLb;%l9(wGL~!+!>ChLl_-N@tw_GB4`Uuz)RvN&nCPm*3;5~sBjd> z8n(%#T~N-MOHJIzqlb(06WgT$8}V`+#WQ^0O~E0CH((rf2Y5zx)()=+xC~l>w*;+_ zGp18A8<|sR7gl6XzH!Za&_LiNb?%c3!1|$3sl&yN12vhDPyl z;{PU5>a~s~9;VG+LuesEE;N^Oan}B^Y-UDlc34?k=j@7ecu(DFH*W0Bic^^Lc)V`s z+S2IfSe#l%a(gH1Bsh zI>VIxH7K%#3G#A%|Fz7}6TV`=k%LEi*I+mD)z@bSOS z+d*i1!QSB|L16G3@}T^1Xk<#vFXiKp$$HBzZrm(}{=2`O); z;rav@6a9NBD;2y@q;;4Raf{F?m~PU@8T%1y*D?g*-n-{ZF5oJ)dMSu1Hr>g@i!ua4 z$pNM>?ScfOg<7|3fiGE9%Wruu0pc)AcY>v};W3DyFPT6*Jy;GnueJ5@O?E*;K znqes~~Lxhm70$mi`V+O}*bgoCc)l*8h=m5?RKf%{K0e8}~dB{aibi<}3 zShJg<=mY45{97 zVIp>KrY^?*Mz~)-kft>fM0ZF{)B>%i;vM>pe@aX!?W*fkQV~+g8?i08mcKC?L`K(* zSHujs;UF|BJLj(wuyAMwHI=i!_lsTDWGHtvPx7d z8pj7Niu%QNj%K8!{loG%PYLbUzLa<&OAyljW!!2v@Vu{Uo}5QX*$kg#xZt04S~x@m zSr_D!2&nJ%;~&g{Qk~k$&DHzQItggngM{Q+YQ_xv9nX#IL6hbFk zU|pNqTMijedabjf#;fu-P#S*9a^dzg;6*&Tl_FsT_jn!Qdv0O7Gr`PQc>|D;3!R)v zB;+oDH~KQ;Zafv(F&7KX7*gm!=^)3`GjYWe%Rivw`7!>xELb@UnAhxEK#4~CRN&h7 z08j6o9r%7+T!WF?P8FIO-%B1GDT})+zM}~DCA)|Uco_HnR1&d8P{5b9|K6z6ht*^Nc zS$r=q#xda9TUQh9#@qEcqO;f9SjHaSu08ame#3;%nLz1iueHgqJ-mIP$0uoiFTd5a z_@h+~8H|sa8Ero}8SUKiR!Uf?S2BEVw=;$k76L_w-iq0^Epfty`_Z4s1i4>gKC}>j z<348G<%-SwkMSd0tC2VMv(y)#UHKeEJ~}| zqioUjqh$3>yh6yC4&LU#_!zu+?8^$95$`K=KKvhTUmg&1`af>lS{;i{S)!b!5X(}e z#!aXk$ywMX`_TYpzm5J~NBguB|0tx7{ zam}pMDBrxZ4W}+IGH~p<2f#y3)tei!vS-&$<4!$JzwB9u)z2i|Bgvb49(CA%`OSRb zt@m03-qxi@$J~8C;%VD_2osPfpzHu(3gK*!8-I|)qlwji8)~Qj0+9uyNsG6v>vrC_ z^uVRpb0jO~zg1ga;=1dv&^={mOhBj2RoQdZw#?nb=UihogejH!I^0}uXjUAwy@Nt4 zhG(R1=3QV=*_XLL6$6zmyvVEjFnpoiYd4<>ZzK;>dKe=PW{1r1d#L+5bN^RWdue#% zfa!x`!~03So=~$Q7rab0O`)K`vMn~dx3$VP&-eu|226@6IqPSgK-{6o{j`et_(uq? z*~;23QZWU-d$bes?oV**3mm_*GuoBE-PF)=Wy$1BM>Z6XdLfo%zMD>LXEs#VabS7& zg7Ba)q%==_dkI!h);6-C{-}A*Yt5~yTa6!o2*W9rtQg5oLhhH^gK9&;e2FmI`FvTM zN)wapsGEX`$J*q!8;xD;w0eWZvG;LEoOQa81EEn)p6as^DFt-}wqD6qn4PkxNo+K0 z#>n;TaePOwaJ!mUhM9G)h}0@459rGVqCl4ACpiVTzt3TVSokc@U!7s0`S&>-g8A0l zRir@2zgx0m{m~+Wg;*Y=TCGbP%WjoETpzOFds0naua9|WOX*-J_+(`VKR>`(V)yHG zkVvcqb#>ptaaXQ|Kk%9T@_cap%OwyHFv+1eItuL?^DQnw$UhgwzdCpi)>)n#J&PUVmJCi@?-YUt)T0 zCbPTu=u1q2K^KqB#OtPJX=5^*mDLN1zF94#+=se(|G@D!Y2sKD2ARbkoCKB@FGhnn z1FrLb*#dhs)|uOoDD3`BSR~xBVq|SrYI`gR+fi@Sv5B+huRp=cW}`LKi|2EbKDV({ z%h9mQ>;-S`Ew?sb?Q%QTaVP~8&YwVSNbP*`%V0!yhHn1g951|#)z8E3;oxo>%@P^a z$UfNr=Z!V6O^`V7K1DFcf2XqjKpShd_V@QTH1+7cIep~vAJRYB%7(Q&#!~NX%4?it@GL~c{z^?tGup>+_o8O!=}P40M@%J9>+~OaAJ9z zXfV-IM1v2$1#J=5ji662^fREU9<06^SYGxler_!;3Cucxm233Pqwvv=1F&*!@4B*0 zeJbT!IR)F@MXf)q=vMR;k5Z$ZpD(<4GA62UEOCB@8g2;((>r}PMpZwTHzWXF^P@;| z3mdiE1Wym-3*S51zMCcL=2c2eF>j_uYv@p93xgcf+$bZ0I|c91Z=b`jR#kMtGZmPNJU8gAjRE zIBlJt-(&$9-{;{HJY9@m`+=-G9b8mPqs@R&@}n{r)n-o5->o{;CKMa0;*bt=G0zWS zXQ*t&QAkTr0a_R@6aR%{8ImSpTj9k!&9*H=sAG1JJ)t7$S}m3aVEE*V=H`kC$|MLv zAq@s(5}tQEZ1=P~b`HK;=qQeb%tzs=yKbBJwE?KS0#(hOZR|82;<^HSq1qMkZSfnd zA~^-#@vA`TDZ_6d;A^$7?g_noXteA5QwfIwGq<#`OIKj{iuBZ!8)HJV%Lyc3DxQN4 zgpH$~4r8rCwM`K4#ssp6r#HPh;)W2V%|vIV>F5D9hrOu&<(Iwf@)E0hGD(k_lSYBrupk> zP2*@9)`z@PsDtcmW5NEvLWPmFWTQ!=K&rhNAIf4K07H&IRkJq!94IlV{VISRb?xW- z7;>O=`N{rd={d9@unj6Evmbf8H6>Eo^r*uCOk2EKh$7aGc*tfIKv_nvT<@Cjw#=8H zDh)B~91qg#0I-eipOlf>A-B`F*qBBG}*V~p3AQb7%htYBE zC^Yv5@lc@NbkpeC1o~`oS2v6(SK(jX6#srR|H#A*sh+1#VGaTt)sr5@L{#2%G@u#3 z1`XUMdARt1(r$$IhGN>w9(Em$p`;!gVh8-Oqj^u@@n-97oxiO1a|*0hu5L@1C)N_Y zy2jJGAThIN^N+jzfn2)33T}gcs_mzT70~qa*T7aaDc8j2bcJSgU0Y;!p*{Ct{FQsK z0_DjKO=i~?$?OmHnHfRb9k-AGK=}_UpO3xrZsg}DjNq;#>ShR5LASrofOUI&f^XoN ziiT{q4u3$tG-KV-t$BT+^D8jj<=xg2EjvsXg-Co8h^=e+W|C|^!RFLf( zRDUBnNN}-DW6@E_R@2|&Tw5{^elr-+V7GuGu;@6VarF>7bu?a1%ISHxv0rDHJGCch zrZW)yIa7FO8w*|nBpHq4dhdq1dmB{rETe zs3eZ1p#f5ag^V~ji5lBuDk;B&?Mag=Aq*K8qBugWAhB!;d8ioY=^E0KjTg-Vpkkj)a*jTUmf%lCCAkReM^_=4)K$%xGB{3;m}gSLBh zF6}YwDT#yG&cE}Ps7f-Aw+37SadA*wZ@>tM_{>? znBkkhpPI^a=cax<4H-~=7{i_Ge|P|)4r{U1*04tBal&FlD8$XsGf{K8fJn|t#v#z6mmGf(vs5Kc%w-Qve}V~z(i8aw zwU>4wesQol>!&z9HM4inAyL~8*tF?XJJUgofR1SoXB)7z=4q0|T-35aMs>E0p2&Y2 zJ05Wc+2&|4%X&=g)|ScS)xDga-=96MEj+iMkr-KfhuNnZL3Cz6#<_Bay|Gy{&3FRP zL#((sR8$jocxqclZ?(PRfd2%-?Tn@HZmXwP?m<})%fI&bqRGb<)0(SIHL2S`2Np^y zC|^8ejG%*k($BW`A6~Ya=BVfuCe5X;!v8@z0y;!py5cnC2}C&-90^@#8c3UfS65+A z^x{-{pneE1I?p_)JjF7w>N>*Dq~OIck4cvO)Y{r=##1*Tv8&ddUJBKKnW*xy3(Q+W-%d1>h=cUExwep?*Y;b4xyb*` z=8U$Ks-@|h75f~S*A{4O5X(1_!{+uas*Iq<74>$CYAYMksyydskYoiqKulaB9^$U@ z2JYQ#fR*X>K|{z9YAo0%U@Nc4w%~P}!qxF2nIPatZ_f{?w=4_vO5F1!z!#kkf{OVq z8^5|2lo&S-j#crb)wbVg>eILUjzNuor`)WobklIFyH(~^c9BkA+s@*zG(MLpcu+Gc zzp$MH0W#5Syr~j#{#!)v z2ZTKR9I$U1HL3yz2eXmF#S^$m5odPL%0p@VP(`3r-kIy!hU%lpOoq`N71WJRp_y3!g}~^7_PvATCz@YdLD?`Kr&8Bq6iI&i`7W4ob%ooH89j% z?!Sgu1<0@_-G9pxj{`OknRx$z(?CD{pU?jMEb(l-MU4 zsa$3`Y;I=B4@9oHgOBIFcUuhiN#J zaK?N?-o`b=FpItFBi>Y|C}Vy~zoOsAB5G9VcHs{!{+T^YhdNs>d;6E&?roo&Oo zD6|kdP!f30onB1(2^?e0ELfe(*w5A3I8-w8^GBF+Y;{&DRMKIobsO-ri0l1TRYhsE z5dFZL!DOPiF$2IeSQtkfh7a3^&t@EwMa7CrlR8a8O&YT%rNU7!Cgr-|jNi4OMWB-O zhKk|zsId;4&Jt5!Ni?I4Su!hMv=VIyB^7gsB3jq}@m_|4GwFomBt6bTLz=b~(4En; z)EK3=L6+@3o4Pq8WkDMv{F5M|-JME(ZYV(>+hC3fiC-aP=7QRs^0n@^|j zO z9JHenwEI2-V<>Ps+waGs;Fmc-&9NScbO^xOT4X zn$!-KW0CL&nF`K}5(N=ZH_&g6@AiR|U?9HP2W86y>U%Byj_Elg+1s|L0Ebqpr5@Ws z08k4>ae8r{d$stKBp|U^EEXbN2k(ae8HyV*7(+wUp3ER|1*HiswX<2_wd)lMVxl=< zuC`+^P5SR6%>k|s4n+S{7GBg~gcI9Q?h*y0@gsop|5ZS-y|$Ur;++PpcVm*IR5+2t z55S&KrN#glC&d2;Q(NIbOZPxxwmINh{f|)B%&FCz?2siT$;e#S`FMBSIh`jsZBnV~)7m;0%^Qa0%MBapjFsuj#1ps`Y z?IRE(&ocx;)EfJ{0L>x`IwF$Mw-4B-BB1l8ifBzebHN`gs`94hjU>?$KbW>-vtfUI ztLPxcu=E8gIJp^k=U5wTH%9}%qJ(>PXcEeoGwWWHwbxvwjq5vZBS|@;XisWTUioCQ z0TKocb{jwE-A?`bk6wB2$RB^`R^Sm?{L_)%(|?}HT{3U5?vES#t>f}maJhf@%-VfO zMNLyPymxzpupwPyv{u`jbbZHL-F{nvdgrHC{ye?psPp35b3dtdwkQ^KN?(8ARq270 z{1n^MA?vdZ!q;b4zW!F`>)cBuf2;;k6JAGlLPT+X_9LaKn?R9gsuJU9+m@-Rclvtk znR-~H*^Oc>q@s6H#?>E-d{b)spJv9&ReP8W{@f8&LfY_8_a;bpL?O%vwS%XIGEb#a zp5v-bonGdz2nDG@Ua#;4Iv(rPrdYRE1MY;EoNWlJFC}nIcU`!{H*&QD@NY+pIQanuv4d|WWm!;LBeFO47-0G6%N)|)duyQqZMW=&8~39UFg#F`;ko#I+Kb$_&q+L9cJd`tvhXRDOQrmGp%2$r z@Vf0Mzt~J%tTUqM)`00f*4>%Menn{bf=8Q%FHk!*_kKDaxcZWj%a!BcOs=3Vh_}DF= z4YAM&gR8qkFNeR0zFs`%6;P6zu3!Cev=gn_bDfzxu~{V9iGN)?x)a6~wvsryunkRn zC?9yaP5D6HO0|hq4w+Zx?YDU4T$|kfIw?Q!3*pth{W&uKjqS(tQ<+?8c8zy#l={Q< zGuQvn2$d z7K8cMH&O<(iQ*6`h)T82cD4RPL@1})0&A638}Wr@nYJ_H z>?@Jwd;&k@DfC*Cy>s5tVvlt25|kHMCgtvwZW}85QQ_zG$kPeMf>oLH)N1`%ix;i_ zxyHfhW9NBV~FrH<;&5Ptb-6#gpS$uf4VY# zZvrcYE}U#cnDGiKFI~-8hu=?B)$L_gnU(84FS`sw+Qc~H1!??qZ5tW|Xhl$nVmA^A zx4Em=02auQ(3+-2dHBuYF6?VwHtTkII;ycuaOUfMug22rWyK6Xa;!)Zl~)-zS_RbC z=UZIf*2J;1`h(NxhB|gCjRpPB2|sw<$`!uL@1%1B@RRr$hS8*+pdc7j(y zmcm5gw;+M<`TOQXF*IeF)_H|8)Hl1%9~4jEsO-hTl?(Z^~wG7P! z*Lse|xhAFo<)|gWUvyw0iE{8dqB7)lw*Nf(ZD;R&#C}$Yei*w(CyUr`Uws~?pEeT$ zj9X=!6dTR3q4%m_GNUSjmV(3eK+1{9%xWw(&sQ6bbW{)B4SsaiPAnh_Pwk^;nzxRP zrgUqym-BIO8@l>9wyJB;Y|Ulg+-p~yf_MwRM)jFtL_tGobtw#?F@mTH6rJG(S7DT&dk$VKtQ#k0%4t~~bs>cvIjzC$1C0}2o&A*S*c z9Q$V5nB@-tl^{k3BWC=gV2I&c4HUT(!h-nxnirjHYd&^zv`D?IEM5pnTAky3O!~Z< zsS;(=lpLnwd1x@~JCD8*kV^CJs`A;h_xN0w6Hix0Ph8v|j0N#Z`QgZDH9;v4i+q22 zDnJ1Cll%pJ^yGZ5^|d+uNX;DL=?Tyx8&&jzD$;uWzbP;8mF7g*-KC8I)L0G{cw? zWq4mx`Ml@8ccAa)Yidm*0PUy|ni8SrWm7~z&3laEO(LOI=#lbNohTZ(Z^OpM@{Z-*Y_1r>luRgE-hQDZNRB5b7+GY{z_|I&sK`*_@cG{NXd*-urF;>9&=BFUvQ14KOr_Khf31pFrgQzT z$bYpfJ^Yv~y^{{DNqgQo&J5ACqarc;SbLr60a)@zp+Rfo^)i(K^B{b25O1@RxjI+ zs(5=!!Bl*6g@w~SuU{UJw<>#4zMNs>1Xg;Ok{9%_z}q=+{ew-D_35LkFHyv#|KfFI z`g^@$lZeT0!dI)5p|2*2lJ`X;Y`9Z1hJ8S#>`pkrk4&sz;5trw+NbZsiF zL)DhQxpBw$)W^cRLl+W{x5fu+pV|t&ye7+3SR$aOP|sRSz_Ule$~@C#pNX9rLct}v z90pBr_|~*kuyfy=)&yuy-V!_EG+*-*Y_{4I(_Q_m#XmQ}t1`RWKb5BAFh`$hM>Mfsn=ouEDD(bJC8qcN-e7$w^QZ)dQ4qA>%v^?Re;P#= z`J0IiEqTUuCe}lD!#9F~pxGC&W1b+jeZ^TR)xhlil|PrZvS+!-*S8nBK(CC`H!p~L zMCPNoI!Pk-4X-zi@oDPCi-X%DKjC}FQKTimd@dlScytka#7t9(`Bk$w`@_L{STN+l zf$N`%?&KX)d-inVuJegw<8uQmm(ZG4OyRumkop;eX2E~oj|`JQBg>k)bd|4W4rOb! zR19#sx6T?5YnRVy&3RAqpR7cNPAy7_S&orS-J*5smaE!QMj15;3+@By?@8Q(Hx5Tb z3QrUrZ(^7$vn<{P^|1YYcNwuII&Hr=9AqqJF2fHc4M8Gw$}A+OaY&$G^)r?TSu=No zL_pJ0B_Y$o*h8!*+!rq5hJD*w2V6;Hu7Vc_jj=yBFR-fz2xgRE6bBj8MxS?*N-$FH z>Jkqq=Lnw^Yw|vWLfzor)L~KzFGCPsdj0{&Hz@O{1jc^H8I+b;8tF?g?5Kylg@T3= zWur?jE+GFEU+`5`CG4X&*}ND2CjYC%rTc_jy4VO;*5_jd_i{3~pD~)PNU<8tP^h-o zzv_Y|w%?5oXus=ZA>{)5{Uyq%6y%By9|-!;CzpKQ6(n}zrXu!dj&~gBG;)2rdh%8U z3603`a&syr|7_z06tr@y$|h2YDx$?fWBM4nKS69d7n~sX|gjo~6qfETS zIjy+s8^jv0-jk_EJtJN*(;G_h5ap=KNZy6I3+T#R2b==;9r16UrfLM$1B)%4KBlXm zfZ8{T5Xm(=`(Y@;b2VfNh&%XMQE!3sP}P1y8>VO7VcOSs!l!k`D@P$pQg9V(|R&C>up9oI?;x~XM}C05C|5#(t_X(9Oz1Z zMXkV+0tJsz$*}63Xo`lIXKtAuQk=@kE5#SoNff!BGne&w9UU#9Y$QNe0~S`RKi6&H zj>@!G0f!$;dAsSqOH#xYD)bm(l+%+$r-EO&u53z@MAEc+fsUmd*@j~&&HiHO8^c)~ zSO+gq4f}7IQ>Qg?N54~1!}&(dCnT-UyRXquo$zUArtsy6d=#Oo@L8~$ZB&#SrxJ6r zb1sbJX%zwheGsV;dW>j6#4ArdEJ3(dbg;lM_VQm%#U+0`;+Y$Fj-iCl_Tlq^-^~tV z^F}{D`AX9V6sNp&R9z8cNKU7b!B#Eqk+YT|(^9Pxeu0!*dL(VFS*ASc*OY{uoN)Mq zTSDfL6{GelCs$GTS7h3D!atCy$l6t=^T$wcKlgL)uI7y zk}8oNzokewb@1GH`8RDw71a6H!f^(Ue|8fER1g)F!cr4oH54&s9*C>``~JdRWIc z^jB8&X85ADj1kX%wC=Qxatdjx7`{`9){%s#Y%BjU1eT)S;ChO?rTvaJ&8|wp1h6VY zJhasqNYleLRwZjrP9dL-RwrTI#=E_xO)sjqp=3AvZDL^F6!jR50g)J;t4&yUhV9ff z>+X5sI$4L37pNE)mG!0A`F*Qi-)%C`t<@S*8gf-QRq9M3$`bD-qv7`vEEr*r_nYZTmZ30wyNNTRTAeT zuRcM_zEbdE)Dk{f4d)Rib#){o-0y0gvmA7*_D#v%Z%)$C^^3%2=+&tX;EAi-%!Mpz zz>P6%0jt^5$$b1&a!R1Wd%!F7OJdleb~Pc}$O}4khPX#fI{jbC&m3EE~M8CDmKUtoxLX#OP2G zL)uoqL)@cXd;;Xq^vB{jf!0IkCgs;?HT+s!p;OuZPqNr@dx*ThpDHciTSW-GB`cZJ zKer@|SY04xS_1+804g0~RQ})lz6S|=*i6OSiT>r*GAZ8XUX^TT%G&RSfe0#|A(92g z`;ZTJ@y;(3iHuNiAs}zsn&H{3&+y?!pC1ClF_4){>f^Oma!FJjtBj;>$mc2l!d)@) z#RJYPLZ2viCrQFZ`~Sx}x6#HlPs0R;JP=m=ONKmA$7xl1{nDR5H1hy#v5l~p;GlR4 zxN*bs=1L(IFaVS#my-66=dSN#{Xe|!`kYWDtvV!J8KXH7mp^4?#sb{rA%2q?N?A&2(HsRekx@8p81DGbHR2_-+WTTVYc>aS?CF3ol9Kcu$9SOS8pEz&#r0{)vW^{RBUuyvT8)7BSKm%%{ror);|SA&%o{5fWNt1S)ycZ-N1z+t zJ5kV}rtUzXQAT59+33=fbR8dT;(N^}!m3vVcEW<_n{{4-;Q@_yg2vycoC5|doW(D* zT_|j{`&-yxDXcCKHb&R3ieouChiX7PwO~5QJ;6d1z2>ykN<-ok-H~x?IHu|gQr^IBWaD-wwh6^EuyTcsBfm^BYh5+ zcci35xv1#bT7mCrST4YMBkpG^_KdV9tBr;>w4Bk^1YZi<2$(zDXlK_%GJLzB((pvG zx>4Gs0(NuLaXFGDqRgZOJ6)H=fPo%)M1&n-`BSfk;`YW3Uw4{zUeruUE64?@hGy?G zPHZLXQSQQF8pEV>9B}O_ew+%Ww^iS#LQ^`Np#3}s2?A_qed=$e>fug>9R z+!*{{NwZ-3e-Ds3mug9+xP2$b&82GZN?RyI@qkQ z3imfQY(i&s)LUMDNOIs8!2Fq;kSra5RFHR&x_ea6d$P3jRuE6zxume)kj@XHu1Uf+ z^~*ZHgo-3$WM*NV6Y_YYC$N7NUNO>ov1UAk-D)B8(?E~wg@v|)79dKL zkhR~rU^QD;Fn}@oz{j?mCs38uIodhh*cSs_I~p-&7_55XyGqbiP^UL3d>0YXmTZ8Hf232c{Wt+8|{N+_VgZOniIajT$1K# zs6vHT@bf6Wrrj{^<2p#0s_rA6IKwOe@>nYuP8@3HccbE2_OdT_XRuNFr4w|N4aMaM zA7$E9HlOK*8f!&`Atz8_NX<>sS(`;+(ktW!!$eeNNv~rsr;%B6rm`fx$g2#iI@-_R z3%q9%qYQq=2R*4mBt)eArxI4W8}GIWj_fcgUj}acXteD`MfTD25*S8b{d@J z8^>IroOsIFEm%`r!HX~FZZVg|4o%>{BTQWz}b?&r))ds{BOmdH#7&#xms^` zt98>8$osau&+A36nT2MSBdb~Hw0^vI}tl^;24 z{XC!r_nzes9INx|92%~d3168C1(xnQb0@PjH%xWoB3C3PD@k7fdLPTd9@RVc-P$;3 zRO#8&P8KE@di)>Ns;lPg`tbPQpVsFLz7FNW4A>qpm|Hce=lnrE>i^jSOQ+gvu6kR& zDKh5n_laqwHAF!&!SCkIRtcY(>VQs{1^5K|#f-Z&53b(&yUIEIC#prkz0ItJ`ej^;?r@*L_s> zqr#v5rfc(+qcjs2mGFfzIxHhOyrInf4Ba~d!emaHMB?CN?XdMfym_>sU31v_Z4wED zoAt-EOKkn>3i=U~><wCCyjR5IeacAy;2d6B*)ZGl-F=(AY4sYBNOM>{A(<0yU;l9aGM<=EK3l1zpC|nke9UfdA8@BMO7EP-ayrWcFj_nc`P%E z$q6VlO`}jI5(hyq^#>X<1DUC+!`E&eo&D(aLbicSvy+^dT`}v4T5plpq_vXS0p95s z-G+C3HLv7q{NdPS=!~Eu^pI@pdDL;7`@dUKV`K%u{7z%4%W^qS^c8YsBxKiPQ~qeM zO@UQuV6^xjf4#WEfd_49IZEh2k&7PYSdaSsx8)mophy4mQt@62d(#btJ<&QfZ$?!)3d+O10tO@PGjvj5GbdC*3Acc< zUlXd)+^|weiSdUrc2)OhZ#$wyY$)2&(VI3@#_6m)54Aas52IC(?dGxVIryPwaUz|1 zXWmi$%Te>mewDgV(~HwTcVMJa&ybtd^p6bNeCzKeqvE^!K2>=(3$X3&Lra8EcO3?X zfcSZ{v?QL7t4XNRY`N6{o4#|aOPwc||&zzJL#pq)>F!Qhr)FLWG>jXq5 zDJnssuYTLg4kckTMOzUH>@0+JDZ(##`Qf@87-+>Cs#W|sq5Nr3T~YbApoX39dB2gd z3$(~WshnX!HQUPTy@Ey*XMU|Jf0{4o7u_=kR7T_l-Uz!FL7zu``IaH{if*XSj9lB{ zA#q`qqC?GoPW|T^Z&2zPa&z`<(N??dEIGIFwR6tptV_I)uc#jqXmfhxAmQ>XQ1HzbEctU1Q_QLiD1hq$dc1w&gwCWw%h z?TD38Cf$9VJs#`T>^|p@(7Ps(Q{X~PKTba>)SlhL?%GCSKr!cJ>)2Bq+1 zyw{*uvyN7-HF#?I!d-@R>tgTYN$zpt^$A3Rw+y37v8MD@?S(*~b9lLk&2uy;= zTgH<6zmR+EBv#=>Zpg7dTa^;nqD%9^K}XswCsgfS1{Mi8VUo z_12@XYKH-s|4sKVVV*uH0|AUTG3khNL(N>REEcBl5s9wQ1#dS5L>b@bCP5J7d0;Rs zl=1bfJ(7JKim>tlm}r{feQdY*OPeVv7|$_RO-p{bnKMY$JauwU86*IAG=GNthf|rErR9L*;^gauR?qa(B+?22@hS9!ftRl{~R+^aBhz} z02oyONs^Fpe;fa0dpi=Q&a42NBh+juPpCOP{q!~fOp$aHo>J$a)`n zvG{@t(U@)j%w-X~hfTE^&W>ppcOp=D?zCBBx9;sES+B1cgvPhI%)%P~(sNgMt zRKkM2^t4K)2#-5nC0uudGrO8y{y>N!dJVZb3-CbYYNXeTGKy}#x5!d~&_#=LH^a8t z5}!jL`Ox82lH66%p{9pdH6?l1oHeP5Z+B_rgLXrxmm|f@7PRZI5)=C zHwOYxs5|P!yRrT7XVXch*waKV+6U82^?J9)ktqD}Q;PO+kn(O=Uf=Z^OAfV?MniMh zGXLYy*U9?n(#?Q%>M3!59fu&dFp@}fsoAX7& zKH1R=Zr4BXgzPrM_TYP{N(_V8pO$L^_;^Lw$|+pe-c~8LAvcFjNeGU@(P;u`Xuc#^kLM891vFL#|tZk4Q0X&C%ee;4%Lib3GCk+$b9&iW6`aVFXDv@oq%UVcD24Qj!+3wZDg zBrzF;#E>m=V6E@Qo!JoFRTfFK`tUtdoXj$FTelDBBZraRZn#h8Xf;_B&jL$um&h6- z;LG*F0@AEkY6ugPn<&5ia1N`s2hIgG^V{cRn;uvoW5=?#$~9tSvF7jpdp;o7bqGhpmJ!yjSPJN>E3K6C&P;&NFuRs5s(V3U6b=pjA>)FPzE^NwkuhcMCk# z8ivsd=*YWqWj65-sht|Maav4CO`pX|&+3rK^eJeZzH6g#q!|Sjk zUU{-R!J?Zua)o?vxAi&Jio&(Yia8mo=C#4Sq4`Pfu4RIVXQ+YoXU2a~>p3OA>OsT<69ld8&+IQw%#q~F5D9Fu z&DLm5-;qIUdvYCmMoaH2q_Ma zUMv&Cep9dp?dw7eX0veYXosD>d{O38QnVy}4;867+vn(17(S*P9L_MpZppK6hXco= z=seW#mTIlOEW5}N1*U56THX}6WOjV$v$h9CH;Dg<_Y^sA)mpHZq}Sb|Y}<|)=KP_t zNbx%0f!vqVFu>7#%Ps71q#IYra>@^yFODs>;Ac~fv6;f@LCb(j?MbpH zFze%xjah&rDNKmf#pOq{N>X6@QELR&g!oY(hy9`ZA6XUbS%pJ3ZgzbMh-m#q*vZ-B zI?E2MuqM)}5EtWQEgOCUpg%zy@1xiHhs`@Jfw@}P*+E0f-gRphSRp_nP1LJAfnv6m zVVre7aiAlH5S1?SZoF$BZuZ~Pw^Nfnz9t z)&)PykA$FFKV8>@)Aj5uPZfy4ser1dO!aA%plYzMJx?= z660noiLmpAV*lpu(0wCVwX>l*A^QTB(=z?~L70Q_b<|za_;kb7^t6H3zi%g#X(B_h z0pM_G8L(O;*l3Z?E0(Y#Gi&X*LX&OktjO#V)1JAcIf%qxr$PR08hs2eU=s69BDVis zHx!Z)eY^#tTyNcD9Tc|7^9d_rwWvqxv)QH)(D!NO`Dwxa3X)b(D(@?s8fApoo zw_s6%G?v`P8;4cr&V?Ixg6!mXfILr!s7fW3z2tVoy6P-%t^*#Qh9;^*g&tTn95J>w-08o`zD? zn`*$2*spi!@5Rve{u>8BH~-yXJn1HB!b{W$-0qwAHI*K2mMB%w|4XhB2`9=0xQr#+ zn>zJh^y_w3vL#W6v8mjJ>qsQ2d zc&(<#%GdYqMcvz7JzrK`0Fbzp0-@oR70$2|KA0aF4D7U(&i{5keMm<0ujob;UzfC& z&f3ceZyP|+J-D~5<}Lc;O|Z_eMPhX0!pEetxmR- zeXaRQs1}lkyC%=z{h?3OvG)6GPQd5+*0hTd{cHN4vYyp8K}Xv@a17L`&aB&jD)+XI zaE9I_@2=SAv3{^|0V{rv)rpH-o{%8>yDcH-_jXi-Aww2K&_36 zb4HQ9Id&H=Uw?@KNfkjSSyBFP-%As=B1FeuuM++^;R>t9^zsHV<205>q~y>i|8T4& zv367g^1h*DrR;D)1Xet*bTW(5h0MWj^LUxblUDW@Hkmu~f z)W@M_b5iGSdF630IkZxKMnYrX(V54eM3xStfIo1@mx*jvrs~ko$@<0eJ*>Dc$AnQq zl`}XGrjc+^It1o`O!fLs4xKodO6V8Jm-3Dy%zE6=FkGNlhj0;KbuvG$DLA3zd*ekxd~`EQ*uQ6`&9t-aYj4(3kQA2;4- zg&Ic_=p|)-J$)=BdDp%rIu&+-my@+qLTrZ)3??HWHO+82rP{f_bX#GQX4^nY$Vr#7 zpR(yJgkqJ!sJ;_JHU?yLY0-B&WX4V0EPGkgkLW)BDL7#3sIx zcMNAnz3N_%0s%-_f@5lV^#iLhEeEwI`$03+S;gFHR3HpuxNse@lSHn8cnC=Sj>OS~ z&827=jVf$(+xR*Ec5;38yKNR7i!+- z!E3r-sr-Ab%T5wdC`X3ja?|m-E+>B?Z7zYqB<&+rc#Y@Pzvl9JH2!iyJ&p zv?q_l{cgLSU=uYlJH<)ZdukPUHo&|DW-VLFIJWw$fn;7jA)<^s>tN&`)~`JamoWSrv8V{)7A!t-H4ZYEwT$?0kzWoAdD z^pX^CRnJ<8G@NCcUHtjq-(y5lrk(x1T}Ru9uGuB;Jb835<(yknkOT5o)dJ!?`e-s((=`tdWRs~dJHbi#d67Akcok!0 zZSdnYVEoxzmVa6Bz%V-fOLcp+A$z-L95#4KQAvJ%SVNwaYl&~{Eg2h%FyfL9_Psmr`uoD&Kx#KNijN)FUgWktFV5}i#v5|B!+(Od(+4#^oEiEWf@EQH zFtyo_`gbrJFPyWR4Yk<=(^!;nZh@$X#Z2S4r~uM2(x$0dx`fhZ)O7y=L{5cR zIwMKuU-B4oxzbDupO6I|RFFOAyfv#nN`HeR$?e|>c4l6CurhiO1|jF6M9*Z~r34GU z#YM}O9~GuaT^-P?pj*8^gY%FH8UO3eghG&%%gpE zL_0ASq*i|}YY;S+Mf^tMT1ayt3M>DR6WAlK_R9gEr+wuqv9Jl;#%;bgjWcRXl7tnx zH;-l3ub#L31=v1W`*^u-#hG6cYSQxSa}9-62U2(I5^W|e=A}2sKwX#vch0p5^c30_ zZk7HiRa>;rXG=zT8TnQ%RNW1P5;kpde(@jw)tP^t*cdW!C<*0D5n!Rq;$I^FSdp6L z#r+x3eFJ6v#4>?Dv=C}FlmWf9e%$+{DXiQXZ;^et`9 zBclLSmz^E_bRymfZwi)fg?;XH2bClZKn5C`{bb+Y$>P2FDP=Z~Uq^+i|MPO&TH!6X zH&KOGPr-jR)r&=kF&+#-Dm^c(2~QMMm>LV-#ySQ)P?Pg~OI*Y~r;>cJN`{1MErE;QF zJ^h0pvXLM9lSIXgt{a2q(4VH>s?&Nja)sO#@nR*4RILMGKs3bge{ZUWO${~Oly|8m z{*VJ=&J;DzzHgRwR>B$pz?6>{_0d$LbL1G`rtWEp+2+ma_jGfK)VHaVS`tTRLi7pH zPzM*FNYNt4OT+H2=CZN}T#!BRbQc>V+K1^9r0&xvZX}vT`a+|~__`Zk?U6i#i;B>Y z?8UM^JenxK^uNShQ}I89nB0JSvSyYwp(hz!L4{~NvCqgMlckhE5dRmo#=gTclJFJJpYJJcw3$f>xs-;Kr zh2*K$FVJj}!^d=cvLVz`)x0h7Rk6qm%~^EB1n-EWp-Lp1<&Ca-Qj|u3hK?zdps7=B zTn=nTJ$)_cxK?YjL8^sr9shotu`hVEC2(DwW9H`cGtD=unYcJ6{Z%V$m z{n%R`m^eSFN!+)e9WFt!1B&%v2AZ&!&1?Y^L&QL{cY#epV5Go>Pfv!old7%@Hka9- z*nK;^D%@J$UU>01>XBHtA)f#eMV}7jduG%W?n|*dvfQIW&A8G6h`1>VT3j%of;3QN_p0$c_6vJ`G6I)BsED z(1})T3bi5^ayM3}d?yc{Ezm6Qt|~(={HD_ptP}eIv?AT@auft$Gtk=Xz|oH`j{bBS zrZ4s!Dni_9Try6B)_hg_a3LOsGe|S&uz!4CUDz^b@ zv&mh^M%z2|cN+D6Z3-I{#TqjFx7f@NF#MdmiQbWmSNd&fQUkQ}E@35<<8xmJ6qo^c zaKW!u1LoudwHe}_b>f_t#T}RTN%_)%8w}Q)`I;0+O_vWq)o6yBP6;kW`am&ubBs&O z>E8+U`}M-A$Nyx}Xo%gBUlq7OP4*jazM_w{S7QH;eMD5&*ePg3{rH^CP%Yr(Pc`0N zW|di)lW!ch6#U1*OZAf^7j@41an5Tm zLk=D|RxXgqUN~rQ0QQ1@UVRa4NL1`jXA?qB6J6O1O64;pF8AA*%*t^pqG{&gK2mEQ~3QziLqhbtidX}C87rSwmz&*52*y$g1hq_2JbbWg?vsMA6-#1V}} z27L|e@pu^V*qRYWj{y=fXH!#Y3v6go?k(Dk@Qa08<9kQjhTD$Df`QTUQeQ1?whdZn zrj7nx&4#3(9dh z`QY?1P{7|RjA^LF1#=S2$Ca>v#e~kHp~Vqzq7D4Ffq}wtWdy8No`mRjb9Usd#8zBl z)ecKAXVn8TuwNG-Fl~?*Fs9euTtitUb4s3kS4v*k(!EkoM_b~QTz!LM4e1rGR}m|SK@@n-ZB7Fa4Fm@x9)Xp9zxY-Z5iJeQP zP03$`G(VZ8a1vfuo&y#n>uUYtwvOMoglExR?<~4*b=w}+eOreJfK020LC%JM3C|byS7slY65cK!QbaT$&v8Vgw9we9w#o%VY>H z{kU@E%UQsb^k=_QF%?tT{6P-u-^_z2Q`Kw(<7?lBj>r=%M)`!)i1{qWa8#H&-FFL- zS5_&lH5sJmw1%-E%WpG31I%J+G7}E_?mSq|@H4$P%|VFFY!{)D7B#nCB+}~$fhzao z=3w$DF4xe^rTNzG^H?NXD@+*I&0h+mp9q`+ZO=z9DII*tu=pA-hZf>nosOg?~$1vievMj9)remriAID8oJOb<8w6Gk*a|p$Sa0eXk+BP`;3Fwpt%Er~6An`>>E5lObo_ z^W6k6?tBK(!O!fe@8zqEvwbB>bN0&1WJHoXC{1^pk1UQEFpJ?NgvIY=ftMUJ68G3^ zdK_Lb+kSD-+Mlw^8rH?n4Ep#tz`GgWZWo2tke{ZRI}i#>o%F#^vrlwT9<&EXP?qen z)@H#XjuDpUB)bI_eJcyfG%+7fYZ@er#77xR$!SAn@Ay_Kh=XE>3G0(2yO@6MhF;iG+7gceXMJx~{U_6%@ zEt6M1-U2QA*)s%Q(7jQ45c8YuOqWia)s;N~LcA9wVI(C7|8;l^aPmhT?PA-_W`rjT zYm#-vLDnTvr_J?Z!GN57FM-M?&~9jEoZfoiGx(V{57YxDO2l`~KaLF~pv4~oLHHs0 zU)f0DcuvB(TgAW<&7_Bnb>Mpr^vAB-=6^<9Ck94&5SXGtcIBq>IfHtHeYcnwzrsPwspCnZ8?kGAS+%Bfi@${ciFhp(=n(&j{Q1 zxn$vqy+p>2UEurp%!a!=GiyG^2ju&<@D@2gab6(qF{ z=NW3zNx9p`Ul+81C^VB)TxT8g@;5R^#Sst{+ixJ*ufi85oe-kNuV}vDR{!I#i=!X! z&rH$60O1axqo5JXLb|uGj703nrQaMuC$RZFAxCmBrw(@5TrEuLz5`*Gj5}`(LUx+F#D_%s`%bxKe zhi@cqMO+9c!T#6P5RFk{N72j_V~*f;G^h{N9+PP0bI1Q*i{{WE|B2~LM?zxqJd7l$ z$i6$I3(NxG@I@zaimI!8&epS-hKY`~dE(&zdbNBGmWO_CbILd0v+)cH_&RRLhas4p zKWWq3vU1w17N8q7S)!2qPUg~yEbQR*Y2i6JKXJlUJ)OI<>6pfBbO?w^+pnu6qm{Ph z=$-2jej>lp7f$_g4d2XT`+!7H>#L+6#-?aG-B==L&CPvR-Will7+DOpbHLRtL=NC5 zKL@6`&Q4nc#`Rfr2;$Wri+od@|6FM*51XhXW+<)=$?<#GACm)TgK881Zo`}fEr0`7 zLIX(rAGX;Zr|ygmC1!h01rExgOA!T?-8Vo{j*QQ9eUOYReEi^{&y3WPAHX;gjb9cw zUqrn-+>P*>!WVpfmE>7Q8(7r2*d#OjRlBNzWw4^NX0%&mQ1nV(aV4T6G_gTkHu`pa z?r|WwFgLuPdznwBg@+Dbk$b8-S7j!|BYp~_0S-$F3n)CQ93ahGvL)tr|+h%7W` z*mhI^ws2~LXMz?sJA{Qm*ou(;3KJGEyVDG6{siA+$~)_*>zl55*M0Ca$&hxVGobCuv@^eus#U?6HD5el;C;jBGoU^?sZWr`z67lkETJIdWKZgl+wIzOTC zqrBc4j5J*D(I0;TG*dZ@8p}VU>tK`ufRagj=x9fYDO$UC7C0Pc6d-DGu!i!88iR_d zMjUH_U76o!h~B>1Sm%V(pQT>Y{XNlX!^gC=8o^;~?xfg$_(pC_L`~D;YKp{~4Q?zv zQ&XL|-q)F)Kx6 zjd}@+iwce#3(fLRe3G#hB0z1Nnl;Ike4qLLSF++x1~qki8b@Rp1by2qEcXp^6Mhp4 za)f^WeGAwxL(sH>kjSyzjlri#TV6{mBTE!tP&+jl+%+!q9bKW)$&lo@gavLDQ-JMc zEkzB&TyscAqj)B>sLs5K{%v9Zu|^sunl!u&G73J2}0t9pEC(R^1E zI}s@Un9doA5oeMQ9(bAk211XDUa&4xtYvz60TE|GM(NLjB=_=k&z5M+5mKo)?nja8 z2T?T6IJ4rZo1pNPTSJ(P^W`#t7t32Wp7ZkOvU-jP&g(F5;ES1_EXWv>He&}aGa;? zdt~VzvqXmP6X6@P40idLHhY4usYig5CyPo^?EI%eXJ0on>pU~z&1wca8)^j!h zN!A){+pEfL7u3;G~h`byc-?lO1d(AI$Q!)kOg4QeoSgc z22&vHj2@TxruUNXDNkxyp`3w^L*^^Ici1bM|Ap%+eG)Fhk`Ef=D98iHgDqA8^)-|v zxa>0?K?fD@BXpRqR~tlhsG_*x%tI*YzFf`>+ZNsu>A)yGa&#&98B2a{I@I;&QHMde z$%0Z=s>HB9RB7)I1iDl+pkYqsZBwuG#v6!h81^9GyoD9vpZrnl?+|ndGU_T* zIltfyAq7rqcZ){NmOWcuvO!8ylqzv_nRtJK+B4Glfr^|Z9Zdd$`-9}BE@d&HXh*D5 zayCpUU{|&*7m)B&n^>BeUAK{=i)2C8$pq_6&h42XEp9_+=2GW)2#d&iRu&t!LzAta zRCGQquN7SWdxHDo9G1nLWHLE|!VwS^wW%$w#A!O-#nE>Oke0OB2C>6i{Yj~qJRAV; z5?7b|hf1>Unx9(;hml*GUPO&y5Lt9Vq#jWIJq>6t-Po-qCztylP9;2a{|{`0LYO(> z)6GnIE#uSQ>Hk>!@_?Gs_i>-5M$3#s3nP^!ZOC3oT{~I2r9x7+EHO%!qSTzhWJHk? zN?l8eBqB-M9fV36dq`bGD6QJJ-+S+Q-}jtyZ}*(}eg8Xj&w1bHefH&jo?Mqu_BAeG zya&}1sC0r2DwW{zDSpxL+SlzolIQ9Ltxqld+cI01fu=34)0d!R#Q*2j3tiRNQ1_#A z8RHWnsY;d}ppwn^4u+@)7ca0+Vu1S!GfF;%dOg z(zkk5v)MF~QgWK5Gk?z2B2{Ch*;m%T7<6dR+L$XoMJj4q_Cwp16R&#amA!0u-SDXJ z$hK{dVoshYHOsGTX!E^@l%8Y`L*hYJzGNXUICX|hcfwn&IObHyUIw*WYm)U+l!l>M zGQ1u#;k%4xglU`}`&pfLNU>X-m|3lOtPN%oc^BzX6Rv;&lU>BUymK(N8{>FXWKcYj{ifRvQ1({Kz~MSyWC_87%!B~V(Y z4hGJDx;D+z7Da>H=MZ*g7{(GU859JTOi}Auyem)zTvw=w*cu4w7hO8i&#z40!-_|49n4<&8?DiM`%FxpnyC0ficA9_2Lh-Rr{ocNZ zFa{ePSEwb2MYWqhdQwt5)`C51G(j`rXU~w9k_X*_M+zq@ap9)ZoY~6mh;y|iVqa>mR{*YKM6x1FO(b*$Ck0a2!QibI0`K!fh?nwXE z?W%MD5KCQ|CmeCLsjzs##y8uyhj~9l_BUvwy>*AyLbuDg4pQ1^*AKt)IcVCrsBb&t zQ2dnekQZv5r{_h3R+q3IwE7>%MZ@{3H#5Uu+$eLM_}j+05X^!E{`n%s#~){c!F?^u zH+3K1h}IBFwbm_aXX;v_lY1aaF4zajtbElC)N+ZjeA00@C34>Vm%-7gDqbyz?iCBM zqj4<{1$sd*_(g8}KGzK1_VZf_Q;D(2=MzwS{uFZsHNE6ILWN_nd3v5?suE95+>wN3 z%2!vE8)izR#Ct`@EHKG?v(SOv>w3^j;OJVn0+Q0cF3KB+9cDo>0;pKI6)Si| zM4irx&{QN1wu$qHp-yOmMmckE4LAa&K+|EkA7lN3$%hz)ZxCZNfXFV6( zo$UAyVX97kj6Q$Zf>@BQb|yFA-~QWbH5N*_(PK6n$hO@(e#={z-}Dtv;t<$DyP(9b z)C&pBPN&f=FSTgImitAskK|Vw((x4cuo@R)2%0Fj$GqduMcpfo5=T;C=kBzuM(lFm z2rAM0Z#W*^zy2dZhgk7!GID-n8x9nB$w3c}wkYS3T#>IHkOUF_s#1Cf8|#s>I=#?^ zD#+3r4gpd2{mh!!Xszn)_%5 z=q^=aAClCXCn(i3`G$ zRvv&G3zSB6ElSKr%3S|Xih*Xvo|Q5PWyfG>jIOzH8j)F|kj!WykmWm++Sqz>?)pT| zY4ta(ZJtD>`6ts?erVt9@aA%yOY*sh0tGcG~S1hytDU` ztZyHIiI7%u1cfm%R;4|-fZ0$NE?s6zZw~_ab`j@JmDdk7-bo*}ifz%s&!2RcPzLhA zyDupR>Tl#DLxS@P3hZ;6((Af)|FDXn9{7Xg4E-H9n~3A8?!e0#24f!v%iMM&YG~Ft83-Oid8YW*8uhyXTOnf~C5QW$W4X;x^MI(dp^L%AZit^O1}i}2d1TTTw*6oUGZ1G}nI?Xk@Q=vE|D!q=Do>kp3vZ$S ztr-gAg*y)nMK_7W^Ng$|G(STxC*MYdwj08col*Y^$$W-9(*rbgwLRd(6+cZF?N1D) zmCvJvrQg0>NRLI40$_~Y3p6K6f-FrDg$YjPdqgclP5$|#MZxx`g@9=SM`u2iM(tfs z36w18TCH4z)NnTdbovummZoIxA9r30>77#~hhv3#-nLC*PJ;F!t|hPpzAvp@Z*Jt` z7mY+>syb9N%PU7CdaP+ znSCeisj!}@j-Ar31OfS=J&FuX|AqDZirF%8H`6uOZAd&@E%~6Q+chIpcM2V%t!nf8A;tkCFHn$u#GE1H#RG%S zO|VGFIsIphi~1kt-2wuI3s+n}A^{Qj16?2VLpagg-$U@n7|KI_U%ItvW%k+>!qbEB z6Iuf*%boT<;^ks0>bfjkMiB;d)oz}4g*zwipy>3DrX%-fzdE0u(NgdBdG&w%lV&XP`rP z=ZAjhW{k(r1+&U?OW>Cj65ivs=Lqzs=2%R5Zj7!Pzq(3GH)mmpcCs{}Ie%oys%8O>lOgd|c|Dc9#63x|nBE=z5YR)p2(~ zQ84$_!0#yWR&EKCzMkWYq(rL0*z$w0VB%rQPl(Hi7!;L?Ik8rewNx9z&9+jV+xfVp zb6?dsl7Ge=GT@?K0HPG|*QfKx;c%27KuB{DzKum1L9J3vn0goz`L;aP#!Sm8u-rqRfZb3D=8G#v9+Cvi<#X96KRhAU1;x(Q~E?(c74r*JRe?LI=dCBjK zOFbO3HWwnv(oUTaddX}9Dlyd~- zqF`xr>~di;j>iMfS$L1=J!9TA9vZa1Pu9W z#A=%VDT_bG@WJaQjog~6UOHh7kv0d42Ip;gp3+Dkl+%im3d229WKk`Z>Qup5ldn-e zt*^r?!Sr8)Y1#uNoreSv^@BLkW_IIQMuT*&S3k8IJUv8};PzXN`7QZHpxs6*e5eY~eC8S6kxh)Z(USIPdl^zQ;RUhsB?Kg zMm)2Jkoi2D#Eh>dOj{~8xq zgAH22L}bcESOqfN6DCOaQAEx^6C_Sylk_>lSb-Kbb#5-f3LR9IQ#_<_zCQ|7Nu-p( zWu)OfxuVY#BJC3FcgO@lw|KZD3Ca2d%%Q!0Al ztw}tQfsltLAK!$h-U>&*i6V{Dq=k)s_^iKbtfof_N=W^{vXWGqP_hZD`j6uCE;vLM zRyKNWG`V$N3hi=^K=XRA9nM7_HiG7Lww?aUANJY(IqM(dn^-=zMFq~1c8xa+A3Su0 zAs>s5*&mfHnsdD^^6W<8mF0vo`dwXd>x8trTxZpDM}F&m3p$(?$ufCS>1yrGZQ6h3 znPm2L>Zpy{k@^tb-Qg(6Wwc~}^0wIT*Lu{it)#d;dT*T_j(K(6oA?tD@MS`Os!YaA z$&6ZwU^*M=#$873npPN7qM^biN>>_)y!|l1)jRGB>X7^Z)m)YgKByw?16}qTGL2_* z;FzTpYUzqjFwKmN)z2My8_%!TKTf%KavRU%-hW+RMk2{Hg7l1b-0U#{$pg@mn!F?< zmvBLgF)xsqn+U9Iojvj_4?xusCF`nAens-2*D#o@>-olQw6tx2B&Db%-v0Z^X4(fx zIC?6rkotixgtt#4RyE`FpDf|foKH*EO<5w3Z_mrA3)$%Vod(51?s%ytsWCK3oll=b zktWp{!eEbI%Zp^cjyPrChO$3xZCFYO!8)%~^^p58}#J90T#p zcpw7>2+-tI=5eKWs8o1HLu+SM$YT^FI6NI$J1fT>VFUrTAypn+;ONGr+(k}1^@nb$ zRmUG)htZtX7x_C}c_Q!CPSf<1kux-OrEY^z5f%53rD92w`@s0ez(Xd|GUQ!8Psk|P zDn6TuZ$bVbvBYC?hbT>Vh^(cmSikQoVqY7?{}+A@LEfpvqnQak>I06}CJ?Lqe`GsV z_3znt1x0?lD26V8;Ee+jWa|;dMU^Jv_y6O|y@t{BjMnhISqLH-C9G$b365QqPPC9B%)^VuJHZH*w5E3*(Pn{O`i1NC=1%I_e z75i*q($i_&F{CwcX-)id6e20Nf~lYShr*6&P~HOYsX0dw`cn+l5YSy&B)wx-p%N2sKM=|KlN@;pkKvZPWuUQF~L_*<4H zpY?v*fV)5QHDuuhA0<6sbkvgJk>5)y&(m1mfIRBv}8uuA8p+j;E(XiDY zECmTHI9Y{8Yo4Qu<{%OMg(jlY<$6dZ6>!xgp#AeTWpKB&RcRrX=uUGXy*X{zPbIuN zpR1(3Y9?_$#y(YId69;Hmaau-D_0*zR3R{;U~0>mY~Brm(4R8&Nlfjoeo%=wZKaPW z&-4k~junA3cpgJ1X0hZUfdY!YThW#zI*f68WMp5d82W>M7OK(N>2=hdr7RScdLOfySMRIlRR`Ub6L>UTGW$B0@(sw zc-g~5aQz+(JE4bSp?dw-ViAt;FNw||)G6wXvo1eXV0lM_e^i+NeV5;1-E=3Yy{5=2 zY7LK?z}_)cc<17!U+tT!7sh_o+K<|##@PU5YQ(4fB1ONpcI7*t!iyCWI-0B!#^g{D z-%@#>hNF26zA7D!dL17v+DgB6v|4nu_)RH2&}}aWOu^KH;$W`99A#;>UtLemE0CT+ ziO8qInNHT!C6mPwB`9Il^#e2t5tPB(O$nJLcmN4tVpwJV_$M=#%%byBCe$&eFU$HF zVzv^zxT!UTPYnxApfqlSQDviKa>NjUE3~3`!i|8(Yq1P(T?ED83brgZoUpw5bv;`L zkG#OJR~DI8{LN57?J~KufPsQaJ4XUhADp}#R~>l8LifS!`>7U+gv5%5t_M}Jh!>o{ z#74Ra*6F)dT-wF$y3=lNvBvhgDvVaeXlFFM4`3p;>Y*V2w&koHT!N?(rMjuEAQG^mjm!gbJ#-nqG7h)%EC9c~D+!M&VD?RZPhQ z(-V3Xy&`V!LWal|C<)Hp{B=AgMa*s8J%Ib)mRsUBu#5BXZX$E_{e)+zj}^#Zl3t$q zCiyqmwvh}+5Nx`m)$|(O0q;R*pzugQMH9?vC~@1{&!BY#Vay&YHo9g#(>M5t1AI)@|@;{e7GcN6?YDtYhTmiiT7C%vIql zuJnGCm1j{C>mX8Cc|fzbqS$Gg9J%dd94 zJNK%r)<0*KhL6+mSgLj`>R0QPS8r!@Ons42@b0&$t(6nk%^I5@w0Qg4$jXM6rnKUO zr`Y^va2&i=nWUP<&#*1njY6XS#Hkjwx!(TT__xyO>5W1l$v>7@2@1;huAiu!Zf)WB zZYTr(H=DX*Ea+tUVfp@EQD!R-#9+R3>syfZ_8Vw3n0%^*EmfGyx;E_})LlnVaRlSm zx3Tf;3n55tzn5mu1>wD&-85kY0 zO8qc{nyjja0H~7MzaQ_adw7&8g=`GvkF3}nv-IS@h&j7%K>{89HzYkLJ6emkC+g2f(}T1BgD=EeRh4wz;KRdInLJDaQzW~ z;{K;e?PdU&4nD={qsi$t@SKQ0m3&&${~b`LJGOXE&UhP`PH8$ zI9e1s`vfrvcoSn3NmyJioky)(bu^$H2o4xEjUj144HCPb6F+#$b0iv>y$o`*OT9;J zK2;xZuZf#KQ)dveGIaZzPMAE%;n8%rXU0p%Zb$zufx3lTFgCi<(&8t7->`t8xN<^5%cxHF)5vHu@ms#{)+7d= zo`>$g?YVCLejR5m6z&(dv{fDQYYTI9>5GC>+@A@H#_~pgKh2I;QDBxwbMe=XvW~W> zj^%$XoWzXXk$d%E4`+n(AeP-Y!TOY}FrH4;n(m}zMgFpJJH;Tr>+V8T3w{AJYZDA# zE#ClzK4`UB{=Q{8P<%#Sn21GL`jbo);`0lbTB1{Epqx8EYC!;^wQJ^F^Y{yLu zx*_j0r9Asj9xRK+Z-$7vD=%!B z`N1dF+0{Pm?gR&Wm6DAF4rqXOXYT$NakoEdpiwG^*9l>1Z{1kj z`j4l1Tf1j%#3H1iB+Gwv5+c44P1ZeZMuV~|S&R8o&2Z76deX|?`N#kjvxBY-Sb)!r z*OAhEK}4Q>V-hSQb-a#7AL!00vCZdlzR0>pZ#>8DvJRo7Pzc)1&KT`_mQAGL4>0$P9P3Ux3F|aB;<6Tgf?S|U^1J4Dku7qhQC#NZMZfjkw_~TH;8mQ!?I&KxN~IWEB7n@6r%^T zDE@uzB$20`Z}J#VyC;e%m^wZk^YId-e|%zs95*#m;S}wvz|0}ofWjcx4V>87 z*7`R%@deeA>sUJp&c7$_PFMS&uS#k3kVB6HvZqH$;yL;eVm37TJU^GIqwiB~C5Wx{mY9vKM>529D+8~fvSXgH^ zzRJfN?d~DN7DN+$e6`{iJMYTJUK8J60m?c5^m-h~>JApXQ_%a|HS5qwew&sg`V5l*Z0*0|Ve3ww$qK z5Q(9&79e+MxW&*e3JT(7wEcubPLs7J(|#=Zl&UgFefqq`d@JrJBN&K;!oY-7)1o5Hlg+nat`SU;CDl;-6sMbv4oJ`jRZ)X?32q$7pR5Gw zZL)ig7U)h46}7*RZ4uV^sMCUr}BPnj-# zWwCUK8kNN?_^LgOWTf2%s}t}N88!%{nlno5cBeR$Ys9s;W^|~?aFh3m<}Z&pmtJ1| z)yVi3#$r_wWn@>jy}(zh5hAfbqCe!1AmN$Pu%s5l<2wR|N;&wy7(Ikc<=Ow$hoyHe z6m#t{7HN9e4Rr5MD%Yyg7cSeFWYkr>4v_KQx{%&QIQHQ4H#D++vejm@!-|J7H+T26 z|FOi%-!zBLFMB+-rnbKOrXAC+NB9@Tb`X8d7{y+y#y~NbJNz2Dg3cY?#jP{4Uyf$Q z(~&9>SRz>dndOt|ze*21Q=cOakdyPs0Atq0IFy9;>P-tUzFNm9fl8FZ07B&Ikp6g^ zZYt2RGtq2fSKJQjQIc5KqwojFR)8rsEqFw-uR5$Um zFKOaA8UK+7K_h~p6rY>D@gl209d|I{@b|4)R(<)n9z?3?T<=#O>}acjoAP92#4o8$ zosp60wV6ykeoeW567RWcBaDvxkJXkqI+Zd>X+1+wtPl&UZXalT^b{*`Fk}sc887?Q zoGsPfgtZezr$350A_9g^C(a#$O5wn8KB13icNX|~A6?J?`r})Y|A%uz*44%Etdtgo zoh2nFMRx7Ce{RAww`1OQbakj?I+fJGD&9sN3rq3#8%+l0tVZ&W?|H7@nX(a2aRDv~z>2TC2mPa*`1vl|(D`=vQ+&qy8Bmd4q^(x6h>Xxz)b?L! z$OsN&eP~?^X2l`&KS#kT*Q6J$E+6P50FL?jD63X0EcOBk=KWT)?2Vt04>VznMH_ z(H*+?=Z>KP)4=V(iS74$@qc$q>UJ3G@#mnv_1`KtEn!Agch)j;Vgp$7}`nqP%J}+ z)<-pH2-HyZVQ8zEX~jK&=HE$aa=}tsE_cQzm}3ft(-%%6nWpF%Zh+)ug_wrY5pCrSHwMXWl zIaojoVOJ;DZvFs9Qf;EpREvrMnFY;rz0o}zt~s;=44lUvVnq4~Xwj_WeoI-slcP)X z-Dv6>q<3*Xp-Fxyj*WE3IYb|kAc$YAyEzv1QxI%NVT0`~yHaxP35TTtUs&Bjth$8) zATJlJoD3<7cNfM#`e@iP(!(5c7>4)x>nI9Dab*xzrmCs2I$;kmf!bQ#n$a>L|lVJjR}cbvj9}n~@B5nh%|6r%k74cIH^|0ulcvT0J)O z)+rDCZzd1M!)UM=({8!$qd3OsnS&i8j%iXaXlt|B`@y1pE8rTRo>WB^7vX2U&s8Ms zm~2n>zu-raUh5`z&=?JF)@h))CMDlcr+b-3k_2%PmhITZC!n;Q;5}5G9@R6|5qmSD zpb&eW{p+;{7|{ljgN}|cceS0injz&;JO5K}hz#LwH=%zX65GQn8}x#r4vcij?KfoP zQ=l{BJd$;tm^*|?-V6&R&i_QdK*ty5N+lJ$8OY)tMCPsjiCVU=HNP)|YCVvO`#(&M ziY6Vi?9C{cMpK=>r`2!=X~PjX(&4p4HOK2O`H z^l7D^$>M+Zva;+SL~}-jUD(UcunDC(o~4Gzai{!XDsdIYpw|j1rdnr_U^V9@v{Uy7 z)libk`&787hA5-drS#dz03)Z)vJB zhCP1>1SNlL9;-$iM56q&9Ge-+jI;w>PFlL^W_xx}Mq@U!WR<)vm&DA)6$MtDGj*WdU`!FyHUbqO}!aS8{YB?^!7kl8Ce${EjMyK=B8Ag)$Jz*_~_V*X~iZo%Y(fDO{UcPUA zo!jm)c~44m-6mlxhzWm!p6>DMiI1$_Y4o6xT}Mqg)hfY!2E|L$BfS}3`6cv(A%pyN z;QG?hb^S4ER;40dO4ZBg9@kxtU)7Fh|4iV)kWk2%TW`>;(vJGSi!tp*QYnOviT6%m z?SeNd_JITnTw1V-T#cE8AC3Ycc`+Ht6UPg6_nSpa~4lFR%wied0##gI>W!wzs!lh`B;~gocq7XU4zS= zDKMf_scR7{U=d3LU8IE2eDkZ*PV#Gh>euqv`Coh{ zWX=tj_P4d(S-?CY_ea}@oz z6qQn?2z8RtrW+_b!TlAgqzki_jbQj45w&H3G98m!B~q586DHv*y2RA+RJ&;L+4y7d zO(Kl6QG5DrPESi?IJ+5iR}fwOs|z;zhP;1UOBhl#v~yU>!dK%EppuGR-yfb0&75<( z@ID6#MyENH2HH2lfvE<12`?%*S?rfZ$I?ewa$R5Q-112|qxMTf=Ca$n3>jL7B9)>z zf@`#G*E=>S)umTm_j$1hRZV~^Yd8>}5IIwND>4v~A+Z3-0Qv{#cDZlPomDFbrWnO;D8QWw>;^s%)@ ziIeX3gRBIu7vb=3fIgF-qTlEfD1$9)XNx3Xi49C(Z9TDoX%nTi8xSS0N0%cV7-A1m zV!4bvn&Ei}?I958bd`Ic&nBSCyH4ku*TFbO>|`zEo3g0Z&uV>_FqHMgdsz69r7#?K z6Xghvwl=#$Q1~HtU<8|9Uc7NKNl(}f?c(atEKy_bCS2gRuQzqmbpG0@40-TyPpa@E z*xwXSMFrz9$ve%_M(5dFZqX@~Ns1`#%cd%aJBbLga24HCn74TTAV>|IUR0W7>)~0l z42eW_F^nf}{$Dmaf{CK274W(v?n@g&-$}D@efpczE9P>pO$T+=x+;0JmKYl4EumxO zQppo!q#YOp@4;lr8|gCqpdqaNu)CCW3-MoA@6N#wmkF=g$S3_6PJ9Hr)>mlnNW7KB6l z;JIu{dmm)d;3>6;-;0j+J$3s^JPmOl33;iC6ole3D z@;fMjacDB!zy_L|mrx>(c4y6Y5hc=2_Hbaxy1b!K1k8OMiy}S`qR@3x;}bLJC(_ta z{vtDA3RS+V+$Cc~-2+(|#AYr&sk$@fe+T zoWpI|H-3o9y_;1*gJlDC)+gS}n|5se$|j%bwqE0 zm)ehSAD={9;s@fREyDLxxb)Z2!^1U9@jfHxtT?*k<>|i{@%ee$^Ya zbfkIPm!nAWf`KF9*Ha_ackU3d%cdI+;>OKTlHOCCMhQLDZ(3eUTU;2a>2--}8lBk} zU~SL|=eOZn+=EW_*l$KardDws`r3`Zvuhhn>V)wyIceN8UoywvRnK+KyB* z-i4q+ChpzPp}BJSii~iU)48{GZW&b{wRbn1)%LAaxHkZ&)w+_s7}nT7i>JQ8hN-6~ z`k)nAVAqnGd(U^7-=9>!>OiLzFU$9?@$C)z$UR=hFmDTTS1*-FxtCxeK(@WGWATIy zo>NBDlv_`CWOMy<#&B+cY3gUjXA0Jzt>75Fw8&_)mDc#XF37ec7AuyYJazb?u`uTU z(OVhmWvL(L$I05?nLFoLz~b~8)J2jb=z(OxAJ((PpaGL-*M~EGVrPchvl-RP|DWvT zC&Me%lJ$D_bD`S68X*o+b2CG(hV+dn_a)_;){X)Ld@{-ELYlk&;97FVXH;D&j%8@_ zNpxyDHiW~ulq@#bOiQ8*>UiT+Owv^;GO26zBHC;AVH2x z!cobzeL|UFG0_~5+lb2(8QqJ8OYOJesk^wIW=tJmr*4Bp1u2k!0yYLB`(ECROEJ(- zZl=hG>PizxbyB3LHS)@Dpt(ZRu%U01wSBX3fRgB`wCPF3E{Bp=dyGv{>n-V@lULc# z<*Bb+dxQ;G%IaPn=`Y-b3iTfiO`M4FqG{Bg#akFOWrQeBi-VZD{PHcR& z{v&^~Lb+)8Pu=9V+fm@0_ND~Z(zJnALdl$Km>%0R`3XfEeOt?nee3RQII@n5|H9zG zP9@gv^xj?+QA>S?rd=md8u5-2mfIGs?tK}PFt{`i)KGEp{9^&05du_$FDkUXggU_=U6QJ#>Ao2jQuKExC@0>4liPr0&CNxKJ`A zI+|5eNx=I?SLUXc0sP!I;xW2BN^*-zDrZE!ObtU%P{>jDjod@m?o7BjWug<60<;=l z)vhd5s_%90G5!{D2l__-1J?IJ%*$VgY=p7OZBkEyhKLyeH9BY6%oZi`$v%c8YAkAR zo<;F(LowCzff2pnBm*UVl_%Go)xU(sVG2$N?b11)G(ck?i`uniQdtnA;+>rRo$N~gVYylF z{KK)PQ6X)(Ul?71f#1^knQ&k?YX;0G1+5I1HF$;{YP;cE*ylAOtH@cDK7BfT6!Xfr zG#=DFe=1x;=8Ekyh@FdXZ6-6hjO_Rl(eE@K@yEz909rJ!j5_05C)8gT-mr| z+L%oFbn6ZmnF8h}N~AR;w0no_k--x<4-r~i(hU}bHe4oY$)7na+zZVxq50Ne(VShk zg}P{3K!vn@LybIhg_I+5Arc)!rkwXd+_heg z#K`d1GB`EFfLtCcK0C8uq$$!3()E!_Jk86S@|wy+Sq=wM@AemC3;iwA9y3^(+&Cu% zC?lZW(Nq z8=P-!&YZe{>=iaMCgY^Lvd`e6fY`lMG~V(%i+Y8-`cyn*^+99QREzf=I^6cnJQ)^Z z_Obl4Gjk15e`_(Zg06yuyNhTj-q>~nxN-BeZP8Rq&R(INFtj!RbY~qhA76Zx{yk6_ zDhgUz=Xp3F8_rS(lA7-R!7PGsDk+>1HLZB;fMh1c=+sq#9225*0L|zoEEP$oXS;5y z0rOkt7j;Mr&i3>HlK9O_idvqfxkk$ank zAczKIUCdAa!5kpY2D(^_R?tPo<-BPW=NLV+WIp)TJp#tvwj6tj?k-pTg2HaU#9cz- zjsaMPI@~x;PZkXfh;@i{%2{U0?*kf42agC=7mdc^wG&>P6sxM%=_q0fiMuqbh<>PhOG_sW^O@x5u&ODHk7 z1zbT{R!wp!!XvYQH!?(|e2H<^2wVpfd}N8FY$ACsU;_WFK0ci1zpgU9zTC(U~nRRfj5lT0$$QFppKs z%KHrdxBZRVUcZiOnewR??Us#CGFxS+hRK9n`}YrTU$&dIg(q}8k7{*ki)#Pi+|k7U zKuv{`etd&fVrL$de24 zKm@=~l?RC}_vT#XqK_9RGyh@_kOU?HQZ}#D!C$*0G#=WrzkoE5a^^>r0O+!Pe3-Nc zm7|;y=UH8;RHlayEn1Hq#hX`FqvD7E8c_*(+H#VpPD_^*f@ZFN<>K!pXh0$OGO7xV z>XGyT%!@z>+VRvkx~H)4zh5fB+_011ZQQSn@T7rrc}O9fY@rzv2+w{A!}|b&o{S?V zSiHlPF_=^&KB$CqM%>`nuuxD58qmi}Yu`&#DZL9$o$`MgUUvVWdzi%4emr0IQBWGJ zsQraf-N?M#U4OwDBTVW8=O8eJrsp!Q`2sq`o|X-2e`Vr}4PDJ?P$DRg&iMs#He!fw z;N$-Ts5 zTL6O(Yo9y6j%S<|0y_i_ov17>YwV^(bf*P4ez5p5;#(53xTK$Uwc@k)Y=$A2E+pc{ z<$7m*%ieN>axlNccw*c4fKB3$O+3|^orY=0y#o%SJp(Hd)+;9eSud4c5Ebia5e{b7 zy38H_`y*&Bp2cQ`Z-@k}hCmn3YHT6%h$5&sQG!uk$Y55ftklhVGh?2URF$hQNyyMZqNe4(% zCdrh|yq7>Lnq>3!`8FQWh*>(tJ2B32*CJSA#SvY2)N)7R-X8UFepR#cxNR z+2NuqsfWTgvM88C4_eK(S-JqNe+>pn>#kK?$CaQ`*H_U2-8;!}{H5v=q(5gMQ{b_N zHG@w;RN8WQ_Czm3>2eQZnfOe%J|BnSrMT0mFoN!UJzRo=kl)Rg1RrH56nAVXX#1`` zJ<&1EQ64u)Q$uy6ii??7+Ov-Q^3Kq`w*&UJsCRYM8OnKc9_Rm&F{OiWTp}blmmmW) z>QKi4hDHKz{K0$(2#7vAlr&`_Ng^Fnj}@Wid1izTO0j}2tvInTFT!RV3)_a%1moB> za@6&e-Vlw^`USEd+>MxO|yBFm3Vaz&7XOT(i2%JxFTw-yIE z%#p&eg_6wn#6G0=?hb_p^k|o3%&ULyf)a8zJ&SaP(E^IQ=BK#eVjhD6=tMt}%NB0z(=@xd?X!Pz!060}jL!#b(qaBeyft*(lF>Vwo?KY{kV>MJ zQ^c05WoOQY*g_zRLSF4dy6Y~=V~t)Dio5A`BTmRa-8JL}jK5jP9QvQ3oi_KEr7p;~l zVdKxDrHJF`X3XfthtWJcWSDekOLO}}r8#D|D#|H@%oXLZOHP0s_Ibxd>AQmP5=%h1 z`sXm_^&wy(ssho8w$w#R0%RJ7e(w%|u0Vp0Bj6rZRqcW~H?-}~1mWBBiKyi5l}9$i z+w*`-R`rd|QeWc4m|3|Ka0WZ~*gP%x9!E_U*M}}X9f*>+(#agqT8^;18r*IS{T9;? zz5pgglLbcQ(OU}`UMLj8q86L=o8xB2uz>l{u;44~(Mk)rHt!;I(w0BpwF`#`7?6me z0Zd{ihT9-|83QfNrTr5hbj73OPp;|{o26=R&lnCk^cmJk^sm87fkx$I)yLxaW9E!` z7U1M;AF>QD@Zz;Z1WTzXk)W4)erDv9mkYfmD~K)&amr5pPX312 zR`V$3&aA!|Z^VSW5LOd~8fI^l+qA^CD~SWuPzVn6T_RnY^ff=HGWXEf7Q8yy;Mhjk z!xg9_xscRQ-A9~*wJ~Fa1HZ-^8k)0z$J2ZT28e46JdZQ%IV0p6jo2(FjxXcIt3nXh z#1yVXlm7%jJg*a7#5}IBjk(b(E3bKo3~g)~w;Puun4!?dlm@33=5)q3IT}eX4{t9_ z{f3A_a}Q)2?df&{854z2m$&=FK#fIYGcJdAmnWRlU$!>BbZ-6X5AJOD8lBHP%E(nC z9PAE!#)(#`QluCC7MaCev$6O9&5f{G({atX6?u@7TUd7Z<6yM0m_Sj;Z9*XQ( zvoOd#Q(l_05D2g2TwRp)k$)uBrc?3iMYE%ux0YW+cb45ZQ4ACme=DPl(px zhNyGd*lQfY@6h;6PXC0{&-|Z|Y$NUuM0_fpazjDs)cL;$Go}jxL5~UablQT$GlCJ6 zg_D^zVm2$WAm19s|I}j9D>bTp^_*i$L-BsBkdtFI>h&B%gi_TS*8%j7I;w!nQ>4oT za=<-#v(%z${RfO+Up*`nqFAIWz>36dNOVE;hOBW2P0!t?ASodoP0#zp+QkJ z_hjAxm{3%BX83F-^U^v{#6>Hk($;FmcMU-P58tKe8NLBslaa0fgwmAomxtNviC=#~ zXTe`4tP*WDac-;$%4m74oY`<}@j&M0hj8@Hq*LzF$PI5$FoGTib=&!T3#OEw!X!NG z3c%kmTN=tct0psO1XYi_Lk*6VC-YQ)q0AKxy`A62{AD|nXCFFv7yh@j2N?QLP{2_9 z*E_PJ4W*rh#!q1Kax9`7&0zGSC2eaFg;xdmRRqaF)A%Ak|6igne=nix0 z@*OC=EBzdW=f)ok$u0j%HkwDq-vVorU(u3!Qa{JiI1rf9Y3#lMZ#;xXumMFttWxhX z?ez;upeGb=y-Xi>N$j>|H-JiyDDzruu1W=HRqxoWKDG-H(V)YYK$IX2dx2hq_;ekW zMeapupAPrwR5@Sw))QQ)YCh%CRh^)E(>D5*zewM>dgCfl_b8>*<4FZyWd|F{uhLkk z@rW2@nY{0S;E$DiTShIoqNq0V;3?ODK@a=LyZ&TykTX12J#}tx8Jn$lM{XEd^5>8j zaeHHz>`C+P*webH?cVL$uUGE}=jYDOs;f0C-Pz=8k$l2K;arl}vs1moKf1=_iX4e2 z0gtw1IWM?@`GsjP1~22{<__PDz8Th+U*I8`FNTbYtNiQpchjLgKjV-s^HF`y#_HI~11IFh^Dqxd1!g8MIE;DKBe;X*^y1{5HIsbpH_PE< za$MizQ~Y|@J7+q){b@7vV4+ZOSIv;wvqNu2TT$Qi3e+VTjAMP`VD@#Pf8KkO=eRNh zi*X4LHN&~tTfJVP(~zbWc#Sf%Cwu$9(O9RqthV;h`((V*6<^|2t;WiZy0|)va$G7V zl}|)?*{Dw9vG;A+NJOow%XH$i&Q@$I7*4yLE$y>9 zRx+Vx`$8F~pbm_vN_?R?>}mD2RmpgERMlP?=eD6h3h4a;rVUA3veTix>O)dnqMGGz z@J-M?9P*Bgoedh{-YtTKXXIhX&EBy2Dr4T^bmASE=Xj;V{SogxEa|;h{P9a56V40S zpT8~K-<*Ca3y)Og$`i%5WyS6FsTPg5fMip$o`bC&X$%R5vFV0g*oP1-)tZ_nulcQf z;AZEDQ=9VgO%$n>IQL}N*1c6ZrR8733%$CA&7C=b%?FWu-rJ>n4>YHj@1s(&J&5b- zLARc+yw-zipe=QWnu@j_$Cs{QN+Y1*@Z(2C@9MK&Wxr_k8B%I@7n#;;Y$*0Q@lX$4 znd(Ga5($wQt^@>vN}c!8K>Yy_2|6!jHjL2P9&=~y<$3aqL&Yh5V@pO}j1(2}Vu>RV?P_RUANlM%hU)hY4}tVHcJ`5(OdWedQ?YewudxA)!%q|Y2sKb^ct>1oSyV^9 zafjjTt9Z4NSwfmCZt?f~#iBJeGj9RoKIBk(mCRjHn&8*3y}_z|_``Phu|Aa+9Yd@h zhqtYKRC2tbU8iP^mJ*PdZ{5Ur486t5_d1$3hWHB$aWIiwWTH1T2HKd@Y zIyCH#?THrGmzEv5ET+dVHbkI91%aC;C_Q~RFrP3W<}7P&WT z7D1EY;o3=f3WGFkvo#qK4cxC^^Srrx%Z|kH7R3+NPQxoTsULstIeptM&EP%u83A(` zOI^_pc|6kWcAEO;0=k~-Xt>5okg)_IT4zD9DBk$xgZt!YlM2E}k z^-w3IoKzQ4$|-AjEUQp@4?;$PR8DfP=gB_C+jc+pd2nKTvEPLY##M0njF}{=5d7dUfWd^`8 z$408%W_j$IOZy^3&=Mhns^Z4YD0SAj8SRSbH>NKPDMXDVsQW8Yu%%Nb6MCs<2;(^) zkqZTJU+XKAKa~!!3ge?&Kg4^=YmK|9JDw@ALnH}CkjzsVKfW(A3yJ#(9PP?kCQOS% zfEqKL$>JumStQ~fE&3{j>M%xfD}4=Pi;Bbp=WnP;`;50oly$`kD$=d#3A-43^obxw z;$iwq3IdT#gZjG2JF_y-esCwI}}A1eWqpVNBOOH|Z-?^ubE?#qwpl z5qozp5b$~N)&R+{?y>3D2Fn+YD1pV_g*@`Qv`>t~d=D;ibmRWPb>h-CKs;BXd$0B# zCpFONee8=tvTw>^-e#MmJ$^c*J?~Rju|p)NMQ&2Q#Y#PfSeFMw8*R>wxg`x0^f`X1 zQre~Q{@L4F%WJI)aD3a{m`L#L6TIg|dSC%dK7ux!vMgTW078x0@=A1@MGEl%k3N>8 zdp6}RW9wB-p%ZGp@7;*BXEc%thDk&XGf9n4&nE@M6%;^J?xRKuz9TG{(m7sI+_E13 z4O6Lv2So#}!5X7zL^jg41C}~_D*ev4fNMwNo0{%XwsG^W~TBm%cqdhxn-z)9Se^s`X`uX^rHO7>q+^6xZ+d9A2n54|cT)&q3%#JTpHB1?s z!6*90t{HiR@g)v-w@#uWU3oG_jC%|vDk=&$Vsk(mMW&Lux>v$eYb4rG$6E${0kA zvK5FND+|{%KAkl-yx?rxY3M-k$0R)PPstc>%v(8TphfD|v%k`a1X`@S{$1)X;Z=!v zs&rtxVp@3U1dYUoyo86l*! zdcU?@J+D_(s{#xycmNZyCZ+grtE<LG(YlF)D2Ci58!WC8hq$eH?r5&^jsaGmv>h{@S_@9R>G{MeA~QYz zcn>g5e$H>tt(=0#O|WR1(*B?+_0jGc8*OB~(V^C<>JQ0%UHNsKbrTGNfu~Q?A5CH$ zcq;21d#SX40s=xDt`LC;f5V@SK(9Z1?Gb*faKtF@_QBY^prvS~5&)|47vh}tZnwox3VhtY?Hbh1FDk1G`j*-LX|@=(3ho(_G+(3k z5=Dov3`4Hzg8ZF~+jUe7;-=hpS|;{%#fXL#3p%-`I39*1-6d(@Y@X;tw;u-|^rYUBC^=pRxw|sB7$~ zxarbE`WkeQNdh3A$OB?;xD}{Z`|-7ZMoe;svB_^D8ak>p^w8I3{eh%gR$Df=wZC`K zJIdBJ>5GQ&2a6?)Pcs1)yQkegK zD5@BsuOe88vh0%^UWr+gw@C+F%4d-m3RK;mH^ z%BHsd?dJCTI57?q*9Hck&wYE2GL)B`Q1H2Jo)hha#mEK9E+CW@Y|XE)XB?uk?-ZO_ z(zX$=6kYGL>jq8nLRGXZ~VH-Vcs-;_GGE=MYjcn5s;RwFS8d^16XBr#lYN0GqXw22~@RW%0u!P}7Yb-7rqfRhq zC{R~n+W~f0`FI0`y!%>4;d+Dzuc1I$FE0ual6K>evfN*Pre4Hb*P6S6tam#1#u1w# zRj7iisp1ynX)$JzoR8I)J^KErTg3lQTIVcZLpWZEAExv$GE=@K!FhMn%+0hDMdF^~ z=7+`0t%@&YCcQ%SM2CM80)2k|Z{fMsbvnMa-`>_GPdFh4%Z>YCyy8g0F>F|5*g`4R z`ouc|DNivkciI!tAZJ)Be41zcemAHYOWgmC!#x0eiq^ z?ho-o&ILK4@ah1<>!4dgwA+hg;ZS&iWAQKmMoB;+K=28RcK+)c3iar${@{$1Bdu=7 zwHm1X@!_7(>K?01wL*|Wr<`MQhD&?tp(-wM1VG1AjgByHQqcTKBcbN79qPveYNp6k zPyDmK@kz{1c)=8!uAJVEI{jU)M@pA`%K6D zaLAS;gc7^${?VN`r&uL?@})%b3n91xF~H8Q$!`2A#)#h|Gm9DHe?$A2p z>lRwXx?AIv)sE;_Vg5t6gH{ zm8|7ZA)apl9)2}R0uS@|K+n17sqNSu5Nw7_Tw8H!#}9Nxhmc0I9678Uu!NBCP>2hV zQ$1hfSbdcWawq&XxBpr3O1G}Pwwj=tVGUn6uQMHT7MC>3| z4HA~=m3K6UX*aL=!8?&m#vD*i1RN-Np~>~nd*w?bEJQAJrvtYfP8RWnF5zs4!ioP? zXiYc2^~~tFroFrNsdhqznn_ntDS^CoGG#(rXN5&{S_2>B4-avD>CAhHwoZ-_6%eZ# zydD__ND_wF>zr~Nc`Hb-Hmf*%XY*PohkjYuY?4=90t}Do0M8Q+CVYCC`9_@dBL0N6 z!E$aF;20~Ri3}^!W9A8PM`=2ietx-=>g;vcme8X-Kbolv>kLfrb9)=RL&B%!WN|)5l#1!RgP2&ofM+1 zRIb_1P04nt5IX2k&fM4U^`7_p`Fg)+%$WInAHV!mV|;o_b&uX$Kr2CNEj@k?xpDG&Na}o zB#xcm&tnSj;rM5GoyIW~w9)Zg{2_4BITZwLXbr@-3*zy{8lhVEq#d9eb6t9l7n{ zSjGlmpTdOwy(=Hcy+&BKTw!$LG7b`e8PH87Vumg1Hq~!D0&@?!6m~P0VXr1k@3RFX zVng#AW;BiVeIcmu{tYK0r8f?14m`?#Wb=n5i2byoR5f(7l9QxkLQRgdsvfW3G(?Pu z1D9^nthd|R*-9M3`o%&8`kM}^F}kR=GZF-_#oEXV{~!8I9Bhn)_X|^a2S}+CiTguH zL94y>trjM_Qz+5(^1DBbdNXH}Je&pePJ=_6G)o9&R(Iv3sLX5S0(%qsRcYC%rIqff z(-xk8=UGKB;MPpmuWKBVga0M6?@WFo!-Uf)Oc-qZ4#k1|I%Eln0s{(W7O#o z0$vlYOWGmRw_%rXY4h4RsytfmGD%XayI4lgV%&KlDP^HFUeDKyv_4G@+c}fJxL?{s z(|bFfzjLlu5fBP=jS~t1*GxdJW1&gzh)&RLJZO;Gi6N^R)>}Smp0@@ooD{8EZbU5U=pGb0|+c zA52qyl6;+ivWn6I%IqEqsW>LgxiTAth^*pzCa7*$b|9v*UlJAiw*S{8=>Ycsv2k-S zUyxw(K4%i<-*~z=y*SahLvVN`>1bplM`Obzo3y)(0EwV=)eA= z1uQoUsI-M#@|E-;Z`{I!#?^)aP__b9%9KE+DC;!mrFjihY1w;| z$W98Osbbp_LLob&jI?U-yX5x5wgq+D1aB?90u%Kp+4Yzl=ZLZ0|HHK` zR#myqFQUK__%Um)46}$lJWN*we47`bs;<{+;K?o&hBgEfLBiC@gzUC$AC-HYUwXge zBn~A~I8RYT)L@)x*lT>6~tt-=~j-+|mCfXH}Ue72P>9UDA7a zocIKHwN~UWK!MS6IO_NbV09Fk56%c~Z$(xA z37F073H|iAF0ZLOzWZZre2<^Zi)=~H9ENMN{r`@2mNZUO<~yKlzadv2RMI(By2bm` zxbOJsM5taA5G4}n$l-|&tN6k{^i_=tl+PG}Qj(|V1bUsQvwwoUHQswTT~wz-`#24# z-e|moF!%1N5PsKN0BKl7v;LIP)2h8Rok>fK#6AzhRUxa+Sm57tv_jr=%=Hg`NAA!( z!U7#YX{uX=Qw6<8w2dml01+|4xp%^104aLi0{A*7f{w5*wp71IRaK7?n!Ohf`#2i|hAEdOD-tiO(}Gn(l_Hhv;kp)u~fn zbFfeVOWgfLjpXeuUhpFfV8^|np{D0eak;a+7L+Z8P4{7>H&I}}+?66IcNw9bZUhlS zQeHGB%PHhwq}!=G>o zi>kDj!nSt*C zos~*5DYsjX0}8(X3apB{(7ItR%(mW0Ys}AOT6DrO`)Y@P(Y7)q?Ce0ogA(FTAk7p` zX{L$WyB-C$GtDdSJwm?q72cJwyFOvw@fuxLTnBAa}C>4F8T1B!(JkBq2fp)KZx``PfjOh^XdGi{`5j)rK8wlKz zjnWGU+F!am<9lDc^_hOm{F@$bUFi*f-Ql@zb#BGLpyckE+}op{Prfp9VD^U8HTH(A z=+M2&LEo1;z0`C5IeWq7ql*$%H{6t;BRe)~%YX~RBex_@bsN0#S<->uquy(oWDnCR z(mrA8mDcPtSKYWZ#iO>a^@dsEG@5QM8j3HHM_uyyFl$!!et0kNT&uLaoN(r7L$4_s{I`q*dx)-_G%Qh?7tankKl3zw` zh_hAoXr8~COR!&l?Qd0dRh0MZB9-}1oPs`V_lt?QJZ>7WPcRXPR(ha%pys*ai>#(Q zVMTE<@wcJ+PHiH6Drwz)HYzLx@8A0xYl+vv?8wENZwmHBy2P>;I}kcyUhI9W0W zmNQ6os`=FEuY#}Tmff$-GCDD92iVzJ(&v53_q|XrH(Y)7lmJPNNm)*R@Z$AZr?%G3 zjSa5^f)b>r(7?1u%L01GK1*_#?Of4QlyAzvY0hcNBee)KgjrHtiQ|<2uE{&fRSf=;K_xyvS+#;nTwj6npJF>jWGr}X* z*42U9FfA|~Rr%Y^YY)_vwnyFdEHeD1Mj$S5Od@k%S^xdI4-jGGq;X-&-PiY%uHPSc z13v5@fcj0Gf(P@C_K{FQTgZD0S6d+`dCI(o_tnp})joo&f_CDYFW0cq>y-YF0?lF- zqYs_U=qg!sd~dM1j(U8zkc89GES7WHzH50W!`B72nADk8^M8jELvgai1RB#;dNgtSX&~?f8^z{~&V=WlyO8a`KCLnM>{J*5$5kw~H_b7%EbF zs&|*%C4N5Pw99FJGEm=Un)9GYv#{E@OtTMR2S`=uQW`l+E#5Tv-Bdh3f?R=HM#Wjz z3n$TS5BV|_$i3ak!TdM^w9w2$eNveyqi5b-vRud>FffdVt}Jf*KacPC-1=H&y)D1F z!lw)OuDFeqdiwg7;))e}+OACr-{>KrZaftb)MZFtZ3*gFAXIoY*h-Z2hL^T|xvtw@ z#TSck8f7)}NACNi-t#k>AY*b4_gkkN1`QoH`cFsz3S~|VJ@>eRZLvwb9|JP}?egI( zlG!#bF|kh#Gu@)KT6-0QAnGM0dtyvw(8HpTFbVNIKOk z?lUT55H8%yjv^J*ePJh!_~=5B%yno|;HSM6lDQQcgynhC@us!T5>wn@u3Ja-I=}9J zde@Je`+~1P>wTUT@u=~w@fww$?h}E5EyAoJ_o?*T?Ne?yf9-mQ)UZwVS3F6d+-?0< zDrZom-hpANj0OEvvE`MPWYT9fjy-nkj4B~$#-Pv-ZQ7is-De`Z_m@66`6Z|(cHlJ} zdDlnMlG+?u;V+=?f~=64ZLg_$vm!`)P0P~w0HHuDP(TOXT;o+I6X}fUN6JPoHB@l} z-jM-|usp%N`SHEAG3H$@4hlc}XbPhzAB*r~fnV!*2Gs{FXR_f5+t zo$QKbT)#2E8ES?TUYq{-__@V_@a1Yg1NfyNPKU5VH=FCnn@3I#DF4n?m~ouoOKGV1 zfRd8f&cN^C)x3=)bWt51?V)RN{R1l}i<(pc90}V!LYG^iw4T?IdA~@;6!x0+mx_P6 z6B+BEzsv`UcBm@{>teglaRq$FfE!477K16NZ5r+^^uV_QxXPx;RaVV=DaE%P-M>lK z!r|jjHvv(_*tK{x+`X@F209Zn1OaM;RP>#+bO}@3TU99il)Uv39-5f&uhdgxpIbG9 z>q4DpZsXgeV*(+(pI+R`?ppZ7n^Srae0shuC`)b39r3nfTi%U^S510X=ouM2)~gvu z7XMRy=YImhlTn$!Hf*Es#I-8dc6}55%JEDzKo zwX|Uv7Ux-H%r~s>IU(#rFdt&auwR|HDB*FJ`W0Jy)ln#*f`_nj+7%Z14xYVb>yWqa zio5p5@{`VM9MViC6{KcbUXyc^PnxN1uz#U6)8I1XJ53#=$){`nzq!a(n(VQQRqa3$ z_&Bf+aocu52*2Y^W<18Ni|&LSO-4CA^*wu+Is<3(*o`w<7Wot5{-kRhqPU!&S`;T+ zX;Qv%7|K?}B%Rjd+eQ5t%4-VGX#hUj$u$9M+jP_&+6)Cm6c`?0s~O97Dw4E$a>8Jy z$a;-zdWglY&4=?THtS9E{?^{^GyHBjYYm}^eXo-&eD2eEJgJ4rTvbCU7G8o__`&lf zYJ4)=rb#NOfAE5iI|+Z-JnSn<&d3}zmM{&WtYB-OQ?Z@z-T0M)4=Ox23Ih0XZaIf3 z8gRlG{$g0xcTAq(Tp_5Nwuz)}!IDLNPIM4Z8`)}HA~F__O5?A#7}?HT$J|lWQX*Gf z|3Pz3Yeh^(f<3IN3^BaJFSjHFq1u3btjUDF1O~{?$4sz&G)~0#d3W#^6z1vw^*fA( zPl%$`lU+fO6;m#G;kydq`%jMyPZX>clC0;wi|gcNnD&a7p()=}Fr67FA`{N5LAYF) zp$85aI(tOrqN0a?5oXN#vb0-}RCIgTL|nz_`whk?96Nak-t{KEgeGrv=;&KvX?@47 z&WR4sa6=aHGt_kT#Oa!4M*XL*Z!sdgWAwG&p;NuSRt*j#oaA)|dpY`Q=3y6r(EJ#BQagXK;^8uGk4M-r1 zJ&|K|zavSab4RELl96(=|MWl)EUF`iaG>TmsE#sQpX!z!&Bu)OOHoo)0mXV|C-2{T z+Bc=j+fs@(3fW@}eV!2s^R)2?_$#jUXTbX8HR01P+y{`DF^peL3`po#*O0pQ!O$cF zufwL2d{tUD$GLJv>a-9Y<1`mD#??vc%5AmA2+;12`sRFc#N9-=PKG(8-FYy`O~lzX zlLeG6u0zp#P_d#qzXMiAl?ARBO~G?$DqX3%fTYKaQu0~u-D9kPK!TQrA63jej0F}h zw;mAN59TlD@S)c)f{@#~OQcsES=)}YW&FydcsT{>?6|8f#WPa2FcGgyxy25RM{qx! zy$+R$K@$q`o$bsY^#!C2b#!~F`$;y33Y~O$H25#;7WMUpzE?U^pPx&Ixq)mKM%LKJ zvXF_P^nDU=u=iht*)c37&CZFpd~U1TAn6F#!MDB*4*n5I?7%g10FEdd(8_rpBS4Iq zYlE$XA1LbXXPx_Hie%$@+2fi1Q?hg6-_ZS$vY#Qb^EAdXmt?ObVxF%gb)Eh!y@*?u z`8QLfOnFdViK)3CTw1|^lROZ(n~Y^!2N|z`RTce0C{x=swxUDAIHpR@_DEKNHXj3G zYzRKYjfS}0roGr0b57APS|NW}@r^&GF>ykfnK#;nHxnnd`*jG{#sj2^lnHa|FoIVa zD9Wu3;MYX`fi+}djIa9s4u3fN&R&eJe1vqzPZB-@}^JU8fU1$uI zbeulUyTu0-(dkH=VPu}XK7YB*(?-52)p6Q{^|?h^pT9%%M1`J35aOvJ>Ux%a8_TC* zO)RMPhJwUAOx?DD0I#w0R>`XOoN4m5)l(lpi=Lo);%7MNyqU}-RL8!WOBgqS7Ie-y zukqXq8c7JT^-~Z>??n}^_($*GeG+UZ1WKR-;>ZT2ttV}e-o9MsJ9ML|)XYWe0$8-z zLLm266JhxiA6vky;TIrgvD)lcf8XrjGasU0cT{BxvDb=;_aRHI8%Yas^o1kinfrA- zPN?V=lxwvndz?r*_bbIFR1wGob}p@=2`c(Ozg6JyFjwvia~tYWvdL)*5d|UNFE}!C z;4SaEi!<~u|De@#$sa#dF&9Q+hV+#KWsNq^YZE1EDba+AE_%vS(Jsl}H<@H{drjHh zt>I(ANl8eDa{NsdMTw3$vIfZL$viZe$R{k!Wf%q$&G(`pwfkK`78mt4LtyI_x5R|W zO=!doD%2hzMfYk4d#I@Q$|z6;%p=Hi+?6$)X&X74sN+Rdx@RB_<2DF9DX*Uw39Fm+ zCGWXmNl}*$&+7XRA)gepnNqv#mfvVFbn?8^aawO<;>}hz12Y4pLWiOl$gG3xIvBS$ z`nr(!5-f=(D|n{nn)sX{>eJcmS9_TW8tz1jr0$pghJsr9Zv;tuY_FoywDI}BPm6dj z-)5xkHP}x7SmTz~et+YAkm*ik{&o)EJ#Da99?jw)Q^=Pl@2TpSN&t|n zI??cget(l<3-N&ch?{u2*q<^~J4wv7Q!tyJC;e?}2(_f{Jh-lLl4VAGUL}+f_<0L0 zJ;502AHJymQR=*#xgGW#DwaR+*d5365a&4^NSCZ%LU$+Y+;_t*B#Q}UnFc3Wk+TAl(U4}IE}U{X#DQHNHil29&Y&!m~80%Q|lxveJzHn8~9yJ=bf3}muzf(DhE znfW9HYG=Afcu6-cq9bahRt#Jj)F1Ee6ezUr4TJ<46m$z{cq}LD4l_m z$M(NTEr1>Ipj9ObwDB8Ea}+F(=WaM&BWfw`6&chm)Lt-`D223Kc~Qy~Y)&+xi35F} z)upb^KL^WRft=fe@}Ndfm79v}t{7>7~w3^?Y#X1$I(A8UvX(m!^l< zjqIcK7!aphN<}ZyOV*djzWQTNBB%No-c7x^R7JNo>V)cTe{9ZFOYEO0wdA60nXxJA z39c#&3asB1s{9@tTv8IyXsXWi;}YgmYOrk09C zCmzwnb!Hf^oRS6Uc=mSMPt@DtAj6=qZWiGY?;<_ol(M~Ud_V1#!UWro{3jZvl5Y*`G-u*)C^z3 z=T`?R%?~pD@u_*&Z*#gw;>s9DMwaSMRh>{WpP|qMXv$Dld(k9ZN$-QK=CiVe{(o=8 zgjAO~pS^$7jT^EJ8$b31@yAOPt_?k#)kAjbX~*Y>MD_5;yh7Kw5XSM9u?D za;7o7i4)o*uD^9M^4! z+|%dC`F(IE2qHmeH#CQLeFu_MnLOcMLKId>%B7g7z7ieuGvophMRd2Ky>0!ZP83Tg;%Cs zW365^B}ALq6Q-s?I#26ZOO;_oG&O|^U_G)^MZS}Xf+IR?r*gemi6Bjxiv!q<*D&b_ zUCxG8QgWFE(<^dYM>JA+qDBg&gp0LfG(_%*vxo=fRvY!AMV~J*z4K)1q@%qm7tRK- z?nAmsD-BQL!W<&xfjdya*63RHXOYV@5Td0D-E0vrY{8tTPlTMBeyPuIjBm$|LjFU} zN8|=;uDLq=TqbZHEfEYZL1L<7w!=h0#nqW1rt;b(8I=t(uTdN1yan?T8tI4+>@t?^ z3y2Lm(fD-|Uphw!B1nf)_b;Z9+MS?hPlb#jS}}=y+FNOSMvGwAn?!Rwk%=g?Jgz)G zpWAl>u=PbMWKn1HE|fdeUW(5eAUtq)QEFGl=Ql{PrlS)xD4q5!he)R_Wr@t>Fn~dg zX=rS#l@0@kqPUk+sKj@QhhBiYlIB{k%b^PyjRS7)5Z9`pY_NZwW}(rg{F|bIok%50 zPc`@*xt@4q1|KQknXfmsF-`I%Wahjp%g5FU_Cg9Oq;e}WSEzM0j!ab-Cre@NprzJd}Q zK;sUYi%kv+gXIXr;^o3KEU|1S>|yY)Pb|aH;du*&NCoM*G=Y!F+j0<0czo;|gbCqy zodU9{Dso}peG2&m^@0{OI+QR7ATq#XRaP-$^5O@H$FRk!&xg8tZ>wi7;GDn^mv=ZR z*q3KjOh5e$4e=8amlTs-{i5 zkhC6~o_HkKcO1y+0|%IB?Nm z`~S1T0bbDWZwwYO9fxHlOG4o_YMP9e_-D)P7%;gI2eVM-@WDLIH7yZ~Yx{G{P@4ts zgx0Sk!aqcgXEs@&hCuSvwNd#1U_!UW5VBen8ppt=B4w7~w;XA`rV*=u5=m0Vk2w}N znRdE577|P^{Wx_&!%%ze-AUguBnBOSl1wq7IdLjP^frWy-je@XWzN`)*Lc#jrutho z0BY|5Nma5q@B1YWrE}a>lcI7H1jcwV0As9oN117DLP}>rlAqflzpx@_P?~v;YsJn8 zhS!?DgvjxCqW17nmKo6=m;0*`a+eZEN83FU!#^yoZDTY)a0)3O$tdmGT?!7q&}sc6p~Uxi*30yxBITcF4U_(=LAd5TlHcNqcP-K`FctQ^OX5ZGXerQ zGTmi?-^+Vg{4nh?%mU!yTV8`mt1U%oHJJkjqZxQ#K%8o6Kc7^w{K;G|*kmkZnaWa% zOZt-%;JcJ;miz1P3z#W(#u|KkOP|K4s;d7khUU6-6FPsmtb7U6uXgmJ(!+7TS!QHD z()&f!+X-V7LpARq&mwR2k!;55QS+#}mCY!8*OeCpb}^6N zFP!@ag>&`O-!cq${VdY0sAD#xw?%--T~OBz_3r-m&T< zlozANly~B;RW#R^Jj&AJTjL%=2egX1SBaV{^8F1DpLM$Ypx;~S-3CyVNVE38GqZLM zn#g;O4iWVb*)m0ffwur2tGui!_OfqR((m`_Y);+rrptV_TzxL zl3@g_QfHMJsSS=lQL++S!{J#C6B{BU;ra)!55~Oi3e#0Uo?c_k??-#ygpc~%Dqmp% zGQgcK59hsqi(SZI_rBYwKB-bkipq}LCdpT8w3$__)a6G0pd{QG08f0z9O}i2aa{z45_B$_mm*S z6r?9}xr8}V(L=W`mZT%ftx%@?`SCM;o0`@Z(&MXi&(gUU<%#()qK-hmi4BrglmL%$ zwR-Z!KW0b2DuHWE2RuPd8mhoI2nD(ass5&;IlF+jLqIJVEL-o-_^wEi4bfqbby@wV zL|@g0Mm>uM<6y{Lf-bnmp+g<48D3M~OhPB6k~&FE`x?W6?Ca=oNAnEr%cu7?51H{0 zBoYzC&6GOd-7Gr>dSB42d}`vxQ2V8l^z*wdLgxr0X8*|89dM%{FQaa9<`FEdl*FNw zytq{nsqgv@!{BB9KMi2~-ti!%lhotRzFK+YC{z%IqMYl@D=+6DKrh`I#Ha|kjiUg~ z{C6~58-VWJA|mz9-tI2n{H`}y`FhKZcQ95Kx&nb*dqcL<4rw__zFNR1sL`phW)w;| zTN#47^}rbBNYc$js}JwE!$RT5xoJ^C8XFv9&&#Duh0Xmy)ipkt`{R)6=oyG({~8k} zs{f6TXo`A$2Nm;uffDnFOCgh1J?*IhumUHT_L@|N!lwv@Xiz9hGu`2(ne2DX)uSO2 zf_2m{k5Z&v%}5t5t=P_RXIQ^cR9(3z8gh~7qzBnz>M`I6c-2Gigd*cz}=M zAQ}Ch0&>tF7r{qFv)L&beeRtlIC)M823ZLPQqfnG9!ugjpm#H)*0n=lg2?G+5lWXh z6jPB@Y_jIPS?=y@LPIRInCUSD; z)luvF-BbEyx?M|6;nY-0*&%m$7q5-9=fs|mJ)MjJH0k9)*kZ;?->S9|wp%d@Vx z1L*5oFw{aG%H(Y413W_hP5-OyIGI=f+FZ3hD5E(uBMYX1lMVaYmQlNKv3;LUk0e?9z`Cg`g4EAM=`v#>%&jx z_V%Q?_H=Y2fSoheex^4oOzn}%++cCSmD^5pG57WJn-r?tM?#$G@%$O243U<<>PwDb z(b@a&7;qwp70i|AXSBby@SQ5R=1A|iGZp>fRD(T%lW{h0{+8{n2972h8Q&#N*k-E! zv^bwJDP2ZtP3CX43+ELoA2b3B2O=R1V05fT&+EULG7MA8Sb^^s94!T&FIM5=T3c&2ldNDJ=U# z*6U4-Zg=ue&^wHR$OnYnCO>$vZ1(#8na0FQkX z*RK9L!nbJNppA^kfOAg%$7Ns9pydT8*TD74JGs4bXP@7_HtE+Xy>(%HwQ*4%miK9v z`>+KylK5=(!K9Cp^&%#_y|B19w;5j)!Eu*+*zyxO<6yPZm_m?Wgwje5Vqe#?k3Z>* zDs23rd|Q9HNyG;=<2D?5rYd7o7gzJzp5gAGgln+zj~V8@T4)yh#@SZTK(2e4wQSwN z8BZ5y+*ZbuG%zKFJouevRsGqzLZW)o1*Rspdm_IQG_m}+38gd0VKb4lJ}7}zN4e}9 z1bG7=HrBtJ)cx(7xQd0V>H)7Aqb{x6fA@7$jqwSF)VsZs+HF5$PIvj0d&jZ!y+Mbv zI@0|{p5SBqOGOtZr!Wi63|-HM8gBMlG>y?bZ!|V4sLF)3kwNgaKN-I)(?^o}->=rQ zj#stDH8HX~Sn`<vwDmhA&?WFJQc15Ko-_EdDlvLqz#XI z2Z0a$4JO`E(#Hjn)^L1$xv9GO{Y8vz9#jXakA?^?hmx4keSgV<`B9I2P-vugI5l-N2y zmh7yWi(^9L&CXOwbd=*^klkgBm#Z=KQ`j~(v`HZSq=!g6^2RO8`5A%HUbxgQLbwQT zMXUMF?WfrvBJQbSHH2QH!*=6y$Y1T`hDbkIyQ=KiU&r-F_+Vz^=NGuxSx!CBw7gbYNb_iUf2Hs7D#M6>#I^YNjpSUrI_z!9wm-^D z<2{qd(TFjk{QlB|SC&E6HO`6fntHqLr1iALs`u2Fdb+HWC^n9e(OVGbiQU@%SYQ&L zGhCEYGMyqLcdjh$PmJl%qZ2%6Y81~K);#N!_t~ymjP77@WFAFyjDG#;bq05_1)Z8? z%ai<@rsT92NFKEq+{C+I`rOb<G}!s8;q*Pa zdeOU%99Cf+qPAor&A?iUh=E7D^B6crx&fg_J`<_4JacY(vZRbR@aQz~wXrJj-io&E)U|+0L(f}so<&I-GugC#OUeD$; zT11KneS7C7&)p9$uevJ6e4~5b-j-M&@G5;X`9jQ%{q^+PF3YI!{L{~PgjlgXMat_} zWt3@*h>YP=#j?0<;zSp`1df+OVk8&9{x(daq{>b|cm0EKo zChLH>W&!rkw2&$cTd2rj3o3fEio$0PSpJ04?OIiW;&KC(M-yxa}meH>a$;! zedZsXEL=nj#_-Br!2vt2$5wbp>tvp#kdC@ev2dO>Ii*F{so39fCdcmQ(bSMNVu}ZV^99MQ8(Iyn88GwF~z;r`MHgKCnophQPjF^ zD}U5dlC#8|;9+g+J$qe=$cFiLju!1Mt+pH%Mn^X3=*kEpE+;fmkNXr*BZ3GAq}`N9 zrqtr<(`?V*cgq9Qpp(NaQc7JoL-BZ9M?-*fd*%~Hhelrj$xqVFq@tTIoR$;yf12;z zazRF)GhU6x%TY3VM^2M|3rd%seHC~(WyXm;lOHG?UxEt^BG!4inuy7hg15JptyXwV z^CHm;M#SW;z(1dX%Ah$| zx6?tdTL$44nR)oPH5?1t-hp@7cN^ph82Ghu1rL za)Q5n>23|~ZhTRJbZ_aXGfq0W?vRmT44LpPF&PVB&cvmyanz#}3kbgMtqq02zg<%WJ37#>4HY^uW}X z)0-)?|r}hUk++_49M{$_jn1+UGrl@ul2> zgr`KMA-*q71`41oL=dT&u1t;cXz$*?gVtG0AQ>CdQk}Zs^Qpz9avRrWzh88lcEwR( z%yWHx+IKI)GVchX+(t=2%{jrUs~EXu^mqef z?nTs6lAK6VA2_iX=0`YhrArf{dUVtFR_B}Z$Ix7tvX@GqsjP?shEu|R(QWUEV$3vQ zNs3n_T&b05mcZ;PEhbArWTd9I((D-Q#9fsP$o*VfMl{ks9-1a{yl^(@*{?f4Q#foi zLETnJ69%RL8JHE@KjG8{t8y&m87-ZA4O$2_HlW*@d5NT^xG`oDfGKO>lyK#}|6NJG zTE=HeUvGYhyUscDXpVhynJv8f{!;zM7YmHRTK!T<(5lsX4McZS3 zQPfRgb!7j3w7cDq=#`0GJb`j4SjS|jh|RrLL+~mr8i|-U6BbHEPuv?VLE)2a&(ufB zDZjo4t*zul2jCWejio1(aiR%Z^IJa8);QdFuz~h_gi{%{WTUWcanrZj>vAWzVnNiX zpGGO*&G9)HnU1?C+HRIRa}fBN#!%l+uFXr>RAd|v>?nK-B#w?~)KfBgWI_R+xXX#B z-G=v`u3fYicbh~+ZIYWBY5Or$LO;=R#}tKywB|zha`H4$nzW?_AOPtBD%bt!+Y(xE z`a(#35@N_68zj-KEmgcT5SBr0PdhiAkAa?QHcAr`?)?ww=vhyG)EEWN+*xFUFk&*vTIY}v{ZMjM~r*8ppMwx8tkCGIe#TE%y##?+7i3gg} zO1v|%t9vP>WTia~{#T<(Cw;eGJg0!I1t$O}Rl3SIo6+8YsO5?bQJ!%286p^OX)?^B zQ>Z8@ayDOW->dlEp{IlD_6~If_2lS7xP-k;s`(x7e1h6;`Mk)!AVJd_=L0&>Qz6m0 zER=XBu5F>*{Z!wjUjc5zF*MvUa&GjoDvl>bWR%(WEcX_l9jJFiDr)42%#(^QuBy+t zX-W(EIS6i|ogA@#f{c=TfdRcJ#=77Gy0j?z^uS0si77;bfht3umG5(O_#-IL?)<|m zK(2z(G?-WB9HHkF@Y14W&aCV4Bxevc(OefY3X^vmDs$6@$89fVc;tGv{p+zwc5-&eAXmHJo*Pu~F??Tr5Dx?NWyk)+EW0pLOGOhVHWVC4wfhMznX;sw- zlf`l@>Vd0=Z0q(vo)M)+mpguw;Puk7N^_|q^1_ibfrVV6 z@TDI#z`s&rnZADJ`q$sUc~{~kdtG|F(<}~*raQgRyc4oke#oQUs#=X!%)lLjjHBd0 zWVvsiEH@2}wPmDf!qM3WqIxmXoQrec97A4y`(8MzHn!iHZ3gfF9)w}DYd@>XyxfoG z5>XpL{h=02!&(!%KM>HM==V3BP8w-?%Yqgy3n~GDg!J^>DDmRq=fU$M{E#0}-CRt& zH;xwwHT=eB&4KlKuAfHU0*c4#QM4_4*0Y^vD7-Vlhmm@0|Bo^s;OD|nLZK~I4@|33 zW_~&KMKs2k_VM{r*!5p z@|J8yyp>?C8fqZZQ~Pf*gASqqMQ^6^X3rz{UBf{EqBRwiyLQzw*!PMYu&@8C(+|Kt z2qKwgIHfrR`$n87H&qzAfYB~$1I+-FZ@B}rAjqkbRDR%1Rrpj;(bD|M^*|?Lv-4U+ zfkwNk=*`T&2UoKy8nde)k8j>`BY=LDycRAq?k&)wE9j!O!ww?&R(B(62?!oD2qVB~ z1*wiow+!qCp3@(KnjRX$ccZfLW-WyuX_rb+_Obj%IVLQ5`{lF*>}@}q&yKFA_Tp3EI#w*QHAihmD zc){!~P2ItPO?YrnUpc@)0{f_hYKjR4 zr!kF1Ke#NcT#-2~BvIWp*YUehAP_ni7QnmeAgFNpMV!7&zl60=-X-N`a9BmZ+-f|b zg$7yI#c8FDp|3a_NVRvUy>tfoK2VQNF=g5qRLNl(!8TzCcd`L2lx!7Z+tb zR-t~x^^kj5&O38fk@AE-0F|;Ay9;R+>RJK|_Z3le^cUq*La!wH78S0!1fzp?a;M9Z zsy32J<&4&f-sT6c!4;^WxK}|(g8D<{aB01w^jq@cfkg}O#y0t+8TvNG zrrz8;4CY3s50uKtC2u*K>a^R4Zjkm4!QlEZ4t9zb(J4gwD0CkJcS>6FNWcg8I03Fj zBsyXiId?6v1R7*S_7WP{>#Y%sNpw~b-Lx6BcaX@%VKsDZJReo>SZYCX*KLQiM*uYd z=8748+nOReT?QF^*BXJVg=lS#S3nOa!y@(OTdgI&UU(<#u?*5f2Rd?3-;08CDePsG zm+P^Ho-r!gXes(7u&Ov8ex=iHqBXNU$Y%7_os|?)IHwiJCNm2gJVh1dFiC@AX1aNV z1jq|h!WqDTF`fG0uWO)b)@0c2d{x6yW91Sg7>!h^fD$RDlh+b$NWpLRFeV&@j6$uEv!B%| zk2$CWc%7m|wF_SQeTpRGDit{LAlJg#hsW=z!p-y!YDyLxg8ErNdwcJ-R^e+aP(~LO z)Oc-?4W@;ShH*_2*fmyVFcGv&?f!O;z7!l?l}d-)X-Pw>Kx0QO1DbvwdQ$?!pQpiY zzZt+hr6!8M&yfdwfu_r6LADE(tFc%vsf;=emQB|CBB_6zp4nssE*<_&0_$dCNp%id zM|MP3(|#q(&5jB}FWzMypeF0W)putzPf*jY9v}6JtrD)-uZx063lv#j-DTtg!nw{w z8hSL)*gOp7m0h10XBho*5SXel*+hFvSHtcy@h-fqV%uP|O;V<)!R`Vfeg?h3)^6$yZv7W-Aw)dENn^aT(;@#2j@kLapTZ1q~s{tdWSL4h=$ zZFR*8y_4{$GmUy5BDvdD%vUO12v zX*p7Mv)q5R`Y7`Mm@B;F_;L*XU#EclrMS@f>||FDMwpg{{oHm3>kjdoLBah{ULQvb z>f;zX{0q(c^}Uoi?d?t0!Ss!Q8l|*mihiNUEK&A zih~z9Jiu;%l%XCrH-^V=ZK8!wB+GI3%Mm?gdr?o>t@SgoRb` zB*$!AI-rTAAA+IF^{hA4saN6QY^>Dl; zR^=(|;P?EO{73@JAgjbCV(=v>g{1KFV%&|u8AP$NQNo1~VC5JhG$s1+^B!(nE`gj> zjAysEoUs$4wz&(M)Y(R*`cUY<& z06s@YN2zx8mt)W2`jjA_V%{{eOSp33PBW;RKKQ_23>jDd`cY5*HWbgSWSlayrpy0P z89Se05Y8!4)tN7-De1~?=1FdmYdlcKJr8+h|Io+E6wz28vcDsGsTr0A6KKI|f7w|p z-q1?hk77IBVKdUmBKHxl49%e7xpj1C)h(4l-V|DA{+_NDp!OZ2u6Ti0SB#nb{AWot z)KgKuDNOo#hD+G+zXdd zQzxRdqn`nbC|OZTX~(IFbO&F09@a^Dd0G-pPjx&-Bvu}xLtvM@5C4NXL%NoP(sU&L zNMDhcEn7uo%Vge#(UwW%_5(9mRk1eHB^XhKuI%DnIZgq(s{wn1Mhw%+ywBGylLocK z;yh+Jk^CYp>m5Z4soL}9xYwTZftSMX8aL>1VQW!-8C*!o9SC_AV|oA@SYFx{flpX7 z(PbNjS}O2&-)~T#q@%0fscc!v&Wn1We&bfqPDD{&=`3JTlrtfv6lLxU$KrX*qSY@d zqJ|R2bwkIeaCLYK$`>e+g$n!YH@&G(xpN`WYdm76KmAoqbN&a^X{={><+->9W7HOZ z23lR8&mE%+eC~J(jzTG~p8%C(mRsci)^kN{3H7>?ZTB0FKZ_5@+<~`=MqTlI{dMeB zcA)4{iz%5`2`o<)*I$Y#6l=hK^}g|jc!nzC`T9^PHLdd~1vMNy3NnI|3fAJp?EhSs zAOO`OlG$zOykggrX>|Y*I&xu8b-RAqN*__E9nyC1QF(Ch3&Y^<9msVkXEd0IW=if7 zX}tx=d_(?vF89Li29;iOLapIZlxRcn|F#2K$MxQy}?8y^yG< z<8bx2TBn3R=)7!{GlJQ01UmP1KlT9dl~o1_kC!~VO2GyUgt`DZVUDexDiwWt;^TT^2A;Exe?JA8QMek^*&Z95U&rAf!W7$ zCOQRYoX~DA)J@R>QgaKa&@H;|GN|qJ3*a&=`kIFQMbS3HnNzUo-Z4=T4UHG?i+q;! z!a!V$wI53tW9%;d77J^k5+yzh^nJ-i39L2Z&n7}d8&JZxy?tppO{TURj3%?ZpqF@( z7v~4CH0ptmWyD&Vo!la6J@d}jY5nmO2{h*iIc6ea@QsfXFy4(B-B+=XW-x-c&DeYB zxn5K*fnzGGh-QT%UHp;gYyRU$JS$XsB$Zw=?Z^woyKMz%>&&Y#rvbu&1+ZYVcvqQXk{m8(H&Uz?&6;@wi-ekyeP3aU_RgAQs_qYnyx zi-~8y#0KO-bdB|aCD6oH7gGCncFm(djpH3r z4DNaB5ZqNbIJoU=iVv0v&O+xhaWx~&?FM}=vqq0}5L3NObAbg7$Ag2|pdlp;g|wg&VC+>% zQks5p1D17B58P0NoMfYU4d31+s}3Fw!jEpZqqE-ozS?4+#gQnb-nwTn*xc-?jg7ge zx59f!gytNi`Iy<0#~MrV@e&VJU?28CsJ#upQXpQ-o8+^q+9jDU95oZ1hv-qs2dRCd zvD#F<*l^XBW0>n)ShzpkRq$qJek?QKFVi7X!0{;I-FmW_zMGsIPG$;6;%*j>GK@WN zm|PD1gZv0%k~iV3RCGkO3O0nIxK$2WRH-oHT6n+(Ud-bn_wqUbk`Na}|>jSLDrA0Nl?@0hq2#I0^3&A6LX z4grs{Dqk_0S2Di-jWaBk*j@UZBHp4RrC0F5H9&m0;T^&CozdA_f)0=vUC6iuuzsM^ z-1j%9{*7m?p!s}o*vsYSx6zU~g^C&*;)xVXAWE^6`xeu)G76Q+c-%;pwHe~^5J>0i zyR5?OB!pQ=J`$7W2K^>2o8kx}n(7zU06>N*LksBTZe?6zzvhZXw9fpacvSOP&1(!D z$dqhZf|~%`u2b3kP5X~y-xZAdZ*y3u;kGhz?TA-yoE6uO9Dn}((SkcS z<;^)?4K$UYekXTjo$j2N z52rQ`HQ(@J2xv8Qlq6!y@Q!y*^Pi+V{854w3IS*RPL}bd*YVrRUDW+<)336WnVZ_O zqv?;Sx)*kqQ25|9%WFRG_}e&s@{8;{Tf_zt8irEQInsye#J(s&a*St!nwd8aH$)fc zr@x#b|G3Kkj}y16EdIkoYbw9zXs+1T4{zc8;;dHKUebe0Z& zy$uTldkJST8l&(g;q2GvkmFBr)woccnA?8#de0&w;ex>g$7U?szo2THcn+&k^|M=N zJ)$Yuv!-G-6e^J=bnPBB+4^n75eIAzD|e7EZVNtf_El$Aw*(mnLQFW}Dj)A={&&5T z(cs-??e=W#{y(O+)!N|mx*TN%ikJ>2#Z$#%P(w#5`ow!h35a=_kC<;C)5Xg&IRlrR zAB!q-Jm@a#N_35J%qjCYbf?S#@o45TqT4yC*Vne0r!}?Qc=Bc+#38cYXSqqwe|o$j z{qU>3K*jefD&uDa^mY>|xvf5CYpP9?0~x|Cd_iuaoUPf{jW*(m>90CQS z=!R6|lGS2apz=4FM?Zzz3|^mRxGf_#^es$iYTEm^a5E~N$^qkHVGtNff*kuC0zc?9zWIMb7H6kp|)cl$?8q z65Jb>-`-SX;vNCX54I-fPH4=Vb~SXA>`DHG@xW9zL*_qm{}}Fxt~RjoFO)3nh>poj zJH5~tj=89Qw{Lf&)E{8c95Yx;Qf&g7EH@W=9mJjxpV7ypK@Y{~0`6N2 z$Ka?25G9Bk&J=|czmAL_S?1#U#lv{Hmy0|2bO})mhArr^0#Pp*kNEXJ^&)g}nS0`Y z@gRTwyCZ{?k;3hKe=_UEpwv-Duu-n3yk@@o{yVNcBTm1moTTH2Bd5wl>4>#EN@8t} zn>Qb1blQsmgViIg*B+{gO|!^N)vuEB+*{=$V!%g4O_OeMvC1BpD8zzIp zBHNnw`{7enZey^^;60{EK~fu|K1|TYMA=Y`>$))v2otV($hPKbdEk@4vs;V%*Kh=e zU3F3CUTZEeg-G(tnnZAu*KU4t)YUYA@nS12+E+ODITgEAELon${Zf1Ujp$eM?T&Q{ zsoSr4t{=W;{^uTzGahXm(!kX3o)nC~pMpmFlYYXDKeffH^BTpZlvPQ`1UVI$2Gf@N zS(?zb?|gc?wr?G_2z$(a4sH!^-Tiv*24|H|X#ih=y#>2N`rGZgMKBV6IrUJVfIPpw z9X-~6eDN{&s~82FVEsl(=*lBcA$C6WJ?HGQ_?GHOkDpE-=o8)c!K(?nIH&TVc$P)4 z&A9dM>F&~+(AQr)^nchm2VSLQ?RME$>GXr9|EB(_@M6&@uuh!81jAl>Vh|XxsP+;} z6o;(~f{1roZ{AlANmF`A3E%foe?ZDI)2zGIFsM1PBCzRRh3VU6$zrj|30F)Cygg~8 z_&&^$iz~m>w|%Q@=~!u;{c8K|OncxMt1%4b{geXN3@1Fq?t;C?z}FyHV%VoXgK&^~ z7k>EK?CDyMae}JN2hpg?K|iRyp6N&7lNBdJ=_3C}y7W145%|=NWu5ch+bp)C<*x!x zF5|6kOKBbCw^aXMtZV8IV<1}&`}iHi8y53WPUu}eM_0*}QbIwC2LY~Zuo61mT#W53 zmS4e#I$7KD_OH0XPvjQr=SZbpEVNt|)cobo;^mO&(9Pk#z4M^HtFY!~tL-7`$LL@Y z1S|S8_V$P&9Qqo~P>bIOOS>)<{E1itOvSabK5qPg6 z9?*m&+k&NbOF?&t;A)LS>U>(r{DLNkveGgTk_0XCH4BG ziwzN+a$((H|NGOchS90Yjg%#1vnOuP$LboLS3YnwC*dQZk-iq{6rOH<2B$bg((L`B zgorFwqX=|h@QGs?nVak5k;+Z}Xo^RKnCxYw74B@Gfk{zpfW0EG^3~u&iR3U~rNDy( z2b&lB2Xr6xHK7@08j4wF%(?YXHGL~(`tJbdpwMx2Pc_~#|HDg1PQhJmRqWk}+KKm3 z@DobYU%my|H=0YD(CX&9@0H=ECsrkKPvrk@R}R_qu`3OfU3shg6tbs>hJp38etUq9 zeMRhBUY|YId(s_o62!9Rxd;%BotQHexDbt(a%QdTv`ma;2XERbFz@)-ug*_XQuUwAf?qmb+txDGWUH8}4yFiJg)<;Rv`0Ye8bq8R0Rp=q54j zH&|(zig+naLyGSzCrQ)EqDkc~_?Br_Ii;C$?nFQai7m?su0=!9T=Tn{Um&yUbYPa1 z7%ZZ@Rfi^-Ja+LC2QF(AAGouWmcUWyLz6gn$`>CPUo`uj<|C(x^hE$>b~qbo)@)ZK zF=06}G-0{p>>y-|nvLjMp&GVt_a>!cC~4RK3&J|j#Y^n46x3FBZo(oZa0o==CR~>( zs?50I+z`TD`q*fK^1DyA*n`Dk&!MTi()6UH)OEXqe0!D8JT}gKd!J6Onw+Pi)1&%d zAzX~IqJmSWi%-O!p5iFW+S*UJg=Z&;Qe$jAkW+icTSr>bo|5{SGgGj;S3@XZGHGXN3q<`JdqbG z({XIV|DD`ZU6d9-Vb^m|eX|tE9Clls{i)u=kQ|U7hdrddwHJO7g*t37s0Wivj0n7T zC2nAqw$~<|-xTjSdc2ys5~X!}>Yuq{{EB+uc1lIJ4(`HHmf+f$le>6;LQvZA=GR~d zN@Y`K(L{Cl?Gat*pNDQeqKGGxAZw-S7 zJ>I}RY8?W5YlPVC;ZkiU%o-vdkb2YeSJ1?X#y*OX;)s7knFWgIn1y(7RS3hTTF{fF z5|pq>wGYX&0zXp3Ht@2nJX#OWaQ){jRv~RpWVxx*GrkFboBKhIN@JVXt@FVY089uh z##yOg8?wR%S2{&8T)jVzQk%+K=$y5U9PKXIm{x;y?PUFg(}4#2Kg|I>B4QVKRn8ST z>@F>Pb+HD73tb4zE3CP_3(y7r`!|`&^-fA_e=l|cn^A24kaOF_;hd8rpL5YjC#?N> zMou-JJ(d1RDpb|*R+Dj>aqhk@kl-b9kgs>Tuw5UvDrnLL5RUrNwdmqutg`bmNTA%O zl4TM4c$A1^JfyRCs4WCXMkEen$FN_WNQw{(VzV4GnO#%562{*o$<;rXQpxU<9pF$L9{CchBd8)K!VD-XxbZF(AZpb89oaN%7x&(h)k;n=lmk(a09E z^rsr`h?U5A19tm+;~dafqUa}WWXnvEmHbCvOtWbm5uFwFHe@+_($~^x?BV(I+k6W* zV0jbwzmhDu9n%Fbe?tRCH` zT;z98UmU&N&hR<%Ve;dlxZ*Zj8rPNlW)H2VqNX9$m#~S0;n)Mm08!xa01_ z_3fN}Z6aSrVYG54r(k#DPvSx|^ir^wgVIKsQ9stm0(-eR)&|d~eT7|ulrKshl7?j8 zacqb_luqC2K56kLTm`&wFI5u6;=Fq>FPh~9MF@BCXEBtPCMJ<~73{yBQ!fA)sEw~L zBJS_2iOKJ|fjX#+b3()u(TlNt&oYttOlJM*C^!osR)hU&&!LH+ya9#y z&C~-&eHgR-Cg{uX5BMwbhID!?-u!kf{)ZRc#*q2Y7=m#Or09n>HXXZ|<$S`eij_pC z9MR99Q|LC05~Kv2Vi@f!cE)_jIQH0Wrg+RN-YNeBdL>nFO8NKKt$?iPhd5Fpk*jjd?hy$3=L_OZ$Y{iBB@|w)- ziE`2rT=FTCrFzC5Eu!a`O3xyFTi+Ky{y;6%$NA_>NtAV3@0@M(%s-&eiN1XD9Hnxt zN?kWnc8Yrg^ifUuDo~Ch7jTSbx!di2i2V;y?m~?UlUs{(9|S@OF`O=pUOU*l75tO; z*4U-p6tf6l%_bh;%HR7GCCnHR_Mvdr5=={NN=OYH$6;rXpYt%_2?~3T|NFNO9Xrv z(8^yq1vB!yafiJqie4WEW$x<=+Ate0;X67&ao$M}uQPJR)HKRJI8fXk@Md;$b7`Mw z2KT~#wq+Ecsc zB&s^*_zjQCZ>UI3?2S1@ZB{p%CgjOk!D3!bW0mbE$gkX|RI7rG`W);f%mk^FNlnD5 z3=wt*Fi6qA!wDt^lVZ&2n+&X9_)KmJ*q^ZJ*J z-n2*B^eKMfq*rpTw9A~f=3!c#a?bhf)P^`Z!${He?_S+G4pxs^fr(gPeac+;`-B0F zdUJ?YqSdICXpCzUeZj3f<@6|9PlgsTR^XNmUK)+is zhjk~{3R5fy8v|p-<;Sb| zyxM|sr%Wjpb29}nUrZ{4X{l&7Av=J_&xe$EuTZj32`!#pIr z=BE(pA zn4J2PcGpTmM)EtXzv!bLGyWfMPaaoO`o6hSvwDs&3c}V`sIvf5!v&ALf+AaayvxlxE}noEV_d&K*jSDFmYH0 zs>AfOH{5_9q0R)VAUDqv?h@t{kdi%T`njW5wj%`jHs)`L5L%aQ;*n5NQU$e343~AJ zdGPX`I<&qc!;;${ko37vdl4vBq`Y;Of3R#jM~)0RFb}+YHG{w^S0a^X=7q2CaQq=- zD9-Ly9{z!=Q20qi4nZqW2*3c(S^mw(*SbB#>X0V{<5^-;acM*K zx9jj9G*ocPT4U?2-tfKyY}tcoRr}*}TaN6*jpSCd8XTlT&7yZJZ!h~AnZ50g3HBeC z=3v-bv`J&=Ej|Qs3{k8Wn-R$NXlFw@DSW28yDYx!shlTuRI5J^eG&3s;Siv)2-yC7!ui}kO|ft`sv2pKYKG*$_VsW>&N zye&_`7+<1B=lav>uCuUe7cJ!Rm)agsgDk3Vo8;q+CnplMq{b}o?~V(Q8DzTpIM11g z{=AA5{{q6l!gXHen5*Mw<2I}O6RzZ{osIn<-!B;@abGq!J$zN}5ZNCB^*YD67CQ6# zJ6#Z(gJ*-vnDELC2m3?=Ntnu6fBT=s@OH@3cOaj_*f9Pj4!lNE9#>>s>J{>!h}l%h z-t6bA+P(3TcXuowjth-S_xc=3{a&;OkFQ|uw*~ z#OvZ?gz!BuCQ9j+#h%6U-2_Ar>?cEyH>r^6R{`ZLf3nt6u`b_nzs|!4ovMZ;5T{!F z)z@9^x`D6`XK#!?Li`vo*4m(IDI4B*3S}+`u2G8lw$1us)4> zdh}&~J1zq{GSU!uQP+zK%*9(n7l*~_0oeKLWB?kKX3vsA9J=)(;?P;aRI$-7q^9gS zOa%m6;z6hddN9|py^B5k;~8bYYt*z?5bD+zWrtZG$p?F%gxJE{B@p9k=raO}m0fZ; zy((>UKHPHlhPLOT^U1%e^C&9&z9Jo!!1u-!&Jr2UGvU}h0gdU%xy&~4fm!a4)R|r}=1o#H!MiH$NHQl2KkD zRNOUy6EV16vQM$dKl2cA8UxeB0J$49ooepIf988Yb?v$#e;kwIhm2Pmv_ap*V8PcSp+#$xfy(0h#o)Or)|+#=l7Ys1w7d;+Z_kao zAg!A=U%Nd4)O3>9bgkW|a1}>6suojx*|fOQ?{7FOb|9xL+HQ?%fXPu!tU=o$EG|Z? z2tltB*|WI7t2VOtH=Ji;1p(Fe@|c8!o1#}C3gxXmqnQjK2Qdul%fyVSP`nZFhi>)c z0d%HU22bz_*RuUgRui!aat8%#gZvM2v}WsV_vWPW2aW{xFk2g_IO=Zrr}39uq`gZW z*3L3y+Zy~fw5jLmq;TuhQQncuXU(0I`DgE;ikc^xPoz)2>tmjB^RG>RpO`iCH#>8u z>kG<{d|u_VI={81HK5PH3;vZ8bF2N$p3Z$%J|$rXHA*;IWzNnBE59-ETfhIQ&<;r^ z?xBV3K75ba&d;hA6UH}RCQfRo`j*s-=LXaRteU*?_1{{GlGftuj_x4E{BYXpQGLu0 zl^vPZUecKlyM(sP<=38nJWQDhmV1>c5s=yUxKrKcnT4Py73<>}3*&da+_&rt?`HVE zgvo)}t)%1j%xGIXL`&qNd1iy72chvH6|0T?q9?z_&DE@Z(x(%gw(qN}JnCOE6X=al z+`CbAQqb3?gB_hTLGn_S8)3UNEADYqy}$QVX^>bGRX!A`Yku0~b;!w$T!Q5(-SYK# zO*EPiTHu_lo%7Pu2&uxTS&D%#Xc6?6)YWEZjY$v}(sK_bXKDX2Zlwh3mKllc-8cM&uK*QC_0=$#z zcDVk7<)|r>0#_lUluCJqNlyye;A>LSUg-f=6KxNKjjSN~8j<9?Cb9^N^;A3h2-{g- z?k0LyPVLpsS)xmXLLz*g!FT~m9Rq`K-&CmhE{g9Rw@<;aa`Fcd+JCa1N@X=|MW|em zUJj7Z-_y(|$sf5kVc41jUb0`?QTqI=v|v8CvYqc@Jiu$_pL z_Wd~oo7roSI6@^!2e~fFw)y5m+d*Nf9lNQj{xh1T;c1rsBE2s0S4?_gs{dwf88p8* z+plJ_8a_;vMqK>iw_DY#xBXN=;!iaHu-h^Ckrr~w=Mn!&;*H{m3Uoo8=@b(*UaTja&lDC9CI?i-4QCOzuEYx>?*o6m&*Oe~avMlU;Tm}s5l z+xMJv)7qdjMo@m>f=XjcdS9=}4V1M?NI&@NAxQWqqORwQW7aO%mOL_S85FbOE%HCO zWipnP_oIfYiX>WMq$)4KS0-$G478}OH)V6>OL3?!CdZqpZhZ<$w&+$r{(hNZ%3w9zZqLc?*T`yphyC_{s}e9;*1Ol zrzvF@Ofcuv$M8<vU@v^GD*HR|Y|9gbPMaeT>($=X}nArnCwW2+-mzRv?5 z;WcP`hJ4F*aPGUG&#H|L?E`5A8PhpD zR_&xpC|0Id(vaDgal`{#YGUXF=n^>kjG$G!KAVwUEK}-XzQaB1YHMOY3Q|?l^PK$S zIMoG&|IGJL^(%2*q2(KnmGRpUVC2Y{I=8`OrBvta{fdk(6Me;DYkrBWAy-L zW<0k5hs?H*#~*OeqA4ZbJ|^*X0Iow7eJU<`(pml+swz3b1HJ9WM&zelawwk6DBU*z zMwoHR9U*#9N$=pOa!lQ*v|P`iq}e^dKcMa!mGjb&sVU#BSbNpX_dWIUCa|WeomD%m z`S~bgS=|tGOpSOw-Us3)whKbzVwK>?SgmrT%51LGqo&ve48!bc_T%*e$p?)E96XGl z$qAFpS`*;!esAeJ(1mV?I5Jy!6QC~XXAl=0!e;Wa;*!pC{fv+V#;^iIHbk0z}=vp|*_ zoEo7m-}GkYN3+(Zn+e$*zf)Un1El4IKFK{T6CLLBYjcNSD-BMTZ-4B&e6a2dO{Idu ziz$mX@cS+Zoe~-H$egY6&Vqgs(I?HfN*nN3mLQBy_oDtEu|OUXZMuS0LgU9@shhk^ zEy;M$_xK?OlEtaZb}2cN{WF!}lz<}nw`97QH(cW9*_Sf&(bYfLx6VEK6@1=sAC4JR z%oBJObH)NVX1NR6232cFGw-PebsL`V6^QD+2vG*o7KxreSqJ2mulNVNk$ev97ucUp zk{^NhiWWBv)HrwM>zVA$kSV>BMunr7PHQK0A-Jb>L&1pG88Tq7Ag~4odZCL{fFW0_ zEfh=lT)3C$GM_(5+by|uhgjX_Ww!ayeDIkQAL9y2-)6SDZ&kWYnuzo|Dx&8n-$MXH z{FEUGpVYVE-45Vz=JQLNcf;|E#x@BcgxhlsPUC&D7VtP-`#kU^W?gWj|728f;$24X zUt!0i{w(8L`qY108Vpg;J@Ch4oXbW#1INp8j%fD6hv>G4u`G1eI9#ZNVc>f>s()mt*Nt zE+A<(I-qJBY|TXzXf{N75r})tNc<1#2F&MG4ZFae5QEYX8StUyN1VoLiKW1U&Y-#$ z{GVks%~u~A`@h`i{(XKDK$#|v1}WL<5#ZnQd6@=;FeZ`_Ag==sOUW;?K1uCezVg}8 z-(2I$savJt2>3bG){tqx)p8Jg4daOKA#qY$=A^#dEOUwDY&^)VL5UlLZmhJ;YRNlA z2FL~v!D>=rV#ROm5EGye>yfN}f7~ofFL@A_TRDZQA5v_KS2|KPd6pdSl9TNlc{bw` z-)8xdi2h_B$5?j0XdKv!LMyf{jqd1ts1TOh2i^QomlTz$mCOV=7w$^w$M-MsSZP)m z>Iy)qunlvbe7+ssfgxmV>&|x={S{^b;FCe29qa72ptP>hn{Ov7CPH5JP7v1&irOBF zM+Mj#2t>Uij0@VylUOS2=wH0@q@7brpQ1Bdk`yy zvJIJBI2)VgvoRs4>T&@6zQTUVA67T|Zo z-jkCh7Y4AVNf#@-=6rgab3a7Y23m9&Y!j~LY)-Fi`Hpi!^x#feJw1p`-Hy0v#C18p zH8}4r#JilsCPMg<)bb;#`ABicHMle{5Dm z8KKfIJedFtzvPGKGX#ToS#3G^rjfFbAK1--?@Jw^1NTi^qt%XfFe0u$(bWT?C7M47 zEgAoY*X$BbJYC5`59|C)iu=4geu3ku+RZfuj+%|7x>O|thL?RVCmO;}n>Jwf);A}8 zk1Hp?wKFx;h&9O%s7; zZPkt$WU0hUoClsw!{A-O;H{&>$aHo#Hp{=4*d6U4&M4%q?Er*RImj#7zYe*_TKnyw z!JZ!>c;Q@C9n zjtd6UYK`8(2JU21mUuBuwBd+9AoS3nh%C5AhpB)&J-DryNsY=s?*#+ZQa1qxtpS4w z;BoLsrf*Ges>VTRIS!^1he0^m)4VJKXKL%e)u9x#7o6N%bP*fJ_})J3fhQ$v1lAMz zee@f`UrwM#LUCGKj4Bjzy$ly~a4xhW?7(~!^LYhCmh~rtFqw*cu;0r^mM2xQtnwT= zYHRJJ!x@2*uD_OocrHQLba8T!4P$@($>bG6v6mp@P2;BLtT5&3Pi1QuTC_I2HwkH_-HbQtb|oSpZ`#ti^G3^#TGm;3BeOoPeC5?z`~_gl6k9eC^PkadamSs*r)Pgvg)-QSl2Sa zxEA6mZ2PSPMW|n}XcfaC!UQ{5m){jeDX``(LuX{V7x#Y)UXcDg(14eF%C!@9>PHJ% zkWmdaF=7bXvLDuf`HW?t0gI)%rC6Kopj4+zfhp9@K93V!EDKdT_Ty&4QCk*7Ct3fH zk#Uo~vp^=Z-a%k|yvGR)Gv^2vcy8nC?-L3)I7|6K

i`74(?|XdRAUYQZ+TBZ-v!yZ zmgwHRt1@{{eG87`+m3t_Df+GdryWHl0{FxUNTFou%i`HI4G7c!_8hb`?$KcT>Fh2)}+4_ zi&|BuB~vAfdOp3y#e;7KCn)E*Ho$*M)?eyCB45bVPKwzM=*=X0gUi3}gYPXsv4}6y z87`qxa!ZWjtU#~xVG%P3ldqb2`fMYpb#;m3Nl4~R{0+(hx+;+pIj&~5bpq)e?OO!Nk zh;H4(We_7~otC3$c+qSlxU|*fEOth&Je#spvYHd2URldIH9Z%Y)o;8;+t@(0wp$p< zs*`_>g6W!xE5Y;|ss1WeB#1z)ZaWyuroS82Q?lq94n<4uFP`55gVrsClE5j;ou-2Z zP(^n$kad%x2Iujpdy$et)ZXG5oFwd3RI6_HXrVj^hFP-QT(kPPeanD<)7xt9P*CpG zskxU#VhN5h(Vw{fZOI29SAd@H|F8^jqB(uPIm`-S4VNYJ%pVR239GH%QnAy-UOcWv-QL>@{H#L~^_tU>f~ug)eL5+cz968Z!{0Qu7Eq z0028L(8M4`UjNyf{*Mfa0%CVRln1$fx1{yz2Cx25xtJ)2&D$k2P4IL_QD_srr<)wR zq2OY}*RRl z+OPt|T>KKMHmiK_OqiRQv=bDG^4` zAQ*-w>9*yZo6`@UQjH`RK%M2B1SN_}4*Y2ZGT7Pz;pJ~+UHZGxSN{X#of0VjIA#2l zhu($hk=U)Knt5A^tbNRgvEB)IKt>$Dyifs_|T`V5!frRCI34qoHs2Y>*tZ-13f_|&W# z0N?V|q3rm9r`5wS0yA`)-$!TH*V=JXJ$ttu5(ymuf`*P=f2lo6q$t9|La#5cEnxeE3D>PM z9#U%KaMD}2$#ZiT3MM%l(^KLP#fEDm)wn^;_|v9pKZHgLTlH4I`QX| zZee&tJ;cx8i#3~1p9hGa$gy|0bsrlZ;-L<27h}!%?LWGSu#9WxO}x1PHjk3nG@W?> zdIJ&{LO|UjYOQ3|Zy_zG_vN(Ys~q)k-=W=0Ynb|kE-S@t6NmTRSl%t98t>S>z)8vJ zeLOB%Z|b$RJLK-ywx^t4zVyU8|pM3STD5Auy8*j}=oojx7fT^=DMV<5UJuh$3SYa|} z@NK^4PmC2NVMO67zOqk_d6umn{4u&!>9~`z;hr+k-0{}nbv!wJ2xK4ZjSr;64&+-| z_xKH)ae1JA5F&BF`MpkZEcerGGcLK+Ec&^>T>|@3wrLZmj$FR>hl2$4}%T{siBJc*QUwg%w-U&y$K zE&Ib{1goTs=b~E0&a`Z|E&6<%Aop>4(@|kywGwt5I35~lZ+paRirg#ENUoBOY55hZ z%1;zxu=c`v0Le3PTr zrWD&j+x<51tboUP#fRwa$h>tB(0+qKwaHH|2lrv84m+#Ao^^mK|1ON1XcZm*@1an>FZ!qP^Z5AhmEr)9^xpOy1ZoGimiN(C z-c918imC(H+WG{SK#Be~uWZI=%jUH5`q%lOELJa#X2_L1pUSP4_vy9oZ*XJmvpMcy z*1_YbZ#my=w=9SiVL;KF`UFO4wwbA9Le1v$C|cIc1x!DmOsT+1rwKTbXQqVPlQgz| z1<{US>A*wPL{5~Z@mW)SQ{lu)*j{=YQ`Rq0Iv$nat@+PyBuFU!N7k^eD|G28$%P7E zL`<76`Kk|>H&VDc=}phEK;$mHD5Esv*EKkt*_45^JIzf~onfaU4_h>&qR}z@^$?

$dQf>PSqedEj;{1WwxL;7ph1AHKzhJ~kKY4R z!#)%O7$YBygAlz)E}$#_Pvm=`sKmj1xtz)UK7b&5z7E1rMLfgtNcaAI?ymOwNJTA+ zie&_>Zn6`*TG3_}2=03VQ+V!0VG~OfJ)rq2A&1|qNeVR}Q-UwnMwKmx|4Q-Wd;0ku zT;%hZq^+yp_n9`(GPkxz;E*Vns#A%*JUnSuHvijmZf1z0j8d?zx6cOEV?75rJeyK8 ze1G`m*qK%l5o$%AQH)2EcC8^s-I9N?xc{&n3vLe&{cXh@^HlxodDmxJU$J{J{7}Wk zgoMczTxeD`m$X$G-&N=CW%oqyt?WXp+#$3#*)dCcC{F;`Ax=0O};6hf*m~BLB zq4MGV?hoqi_9`j=)6JkKvM8sx>vl<4{+gp(Eb+OHK5X#%qj!5Z3Bk4j8yo~MdlLc0 zJBsoDrEen4&!}^-HV=ROlq_IPp6w#Zlro_+UlIT40vdSN0YcG1y7X!V?)IOWn^& z@=zs0rZI4~_olw*pPH5)z#kccNYS+Dg2W&&$Vxaq64r|C3^R`z9_dhF9e#=NHFHgT zVAH-kw@&PL{RHN`&b*jd8t z*=aBIwEmn9s_k$2c!ht4reEEGh|+gaE%zgYquT%Gt9{*w_b32@q@@&7qiM|I z&|asut)Dhj46Lt!>JJ6CS*q#}epGrtl%Ae~6*N5Yt0w8T_mqX(n6KuqNl3N1?EKq_dIUH+XShYcU~apO?+FeTSheaKUenM9kJIZ-2i)t67h_DVWWRZA($5icj-9U4LeZ(4l4w+#dk zXCMytz3M2DCd9-b6ziu8*aa&|yTEg15s=0yIj{?Qm#zmI7Ud?ZsKwftM*E6_7+BK+ z#osB?j2LhOL^?4;I=>eZP->T{*i!V9tLAeD@W z(>C9U=E0T935wr8!bpZ zMH)Y>3-ZeM(~%Cf(l<{3sk{9!M^tG^@f+pVByFCntpU$_zX8zZL7j%a+$>O8QwuXcE51!EjboXDh@}M_&E*Ko&bV&R8d>GZi(j%5{Rzud^&a$48 zQ!}DgLS)0DTWpag zJ)VNuc+O&%Cm&~xAAD-5l`$-S7IY|&NWfIU^T3dnTB~x0P7}qXK#U9d+^SPOH}Kj+ z98;koX~wIw-6K5zWZ4brATI`b*K=$=ifcr|V4)ft;h*(Jl8oIyoX?IO85{(^mgTWy z*IVXs>4I=nzbY>jq;l-CsXd__USbufL8SJ}@JXzSJ;G)EsZj>>_ zCm3HQA1%`%=~^U1oRY`3dau6VABD$){yYBV8Hl#7=)c&%1U#&Btdmc7yO~-fA9Vsw zc_O`Yi`NwU2QN=i8{uI#ynB|PVr=I2u>&R9(J>o|>J$5tayVm}A3SjSxJ(M$%sPny zH4_F;2|VC3HUhAaAk}&2QO4RzK%&@?62)NwM7xmzmEFWEo$dr}!*K1OQ%Zcv8I4alPLJ(yV6koZYmi;j`0b#Z>5nJ5TY#Jx>`FD#^J;A_slg5zFEoIPxkq-*B*MURjbHL|=g@L@6dAytLVHz74mF z-xru=yk8BXLLu9M!n2k;8+E(d>ARY*iQvzoJj&deRL^Qc-6iztc6} z;!nmx0l(=SiMzZlTfpG407{LdY%bUnrf1HB#|Wn1{r8i>8-f!A8sMN^q7<4k;h)c+ zhB%zr{MQ%j?hvta77K_WtC;#?qkOX#bL2hktlbD}bl5^Io)+_6HFpbiCkXKaf*8p) zUQXnZY8(y1o^UBH^p7L&{vK~l&dq$ji9nH_1u0l{i((4i6XZMb^kD+VjSlH(#Gi(` z^B5&C-7JFpN-C*mMJmT`y<6ERsXUvokOAEoAu|;2v7wLViDS8*hQLc#<5={>eYEom zW;^mxB*Urr`P~)^(z5<2&y8f&gsug#rDG0p$R}U_k(4y5nng=C-g0lcq+_-~t@)EC z-ZyK0oV52JA84eeZ^nVFy{)0P+-j81u{c(jbb_{4lIbss9omrDa-kb70cSe1Q9kR9 zo<#W6`257dvm|>`D1nZHb&h8qNlHeE6bqcKpwJY5ymcq-X5HzFEngQ5Q4d=fe+Esr^w%dUm61=ZBS}w*Wl5jx~nMjGFg_Afu93K8JkF*)L2&O$&S-7C+ z<5L{>7I|P|H$)g3cB8z}ka^a^UTr2R=olN!+PB3o-yzeN`S+-4aOO(NkjP0q2(2^3 z4&>}>Y<+*GlUOSz1eowRX^vk!G#_Zq0+Ne*eP_vleI?3JSwalJLt91t-3HYwQ-K;A zt$onBrgN7T3y5VpZ*uqz9RHu{R$S&L@5XDd?Bc(g@1nkh< zX}=-hc>Hq_Ed5-Tcsc*FwS*ZxKWk`vJ7QPq#U?p?t-T0J7e$R+(v9Hc!z0tSL_6#C zUkD)?3>N5ST|w#V?EU2pMN(x*k7Kgp^Af^q)No8NSE!eQ_E{jfa|Yj&6i zyCIapU^@v!6i1NRW97Jy;CjXeLnVsRvS10qYmPN0m0Xn2_POE|oT*^5w|_7U(!m2jxR zk6}fNCUVU&7h|qeee8aq;1FrsRt*L~D@%1|O8{e-KGQNa3Mzv{*=?0m+2)y(UC%q2 z`YOzx2+nk36ip-0%;8LfyEiO4#{o+h^Q&h(e@cqt9|zhAhA+q{s{K5;!>Qv)>=#>< zeuE~#Kee95N1}f-D090XnA`CYlgQn*ncF!Zm-`j5feIv?tcX87UnW4KUGS3XX2p1W z?3IJ!P7xbIMgwo~TZ<+OmcyL6RLcIwA*}3obiT9*EzhbHQ1;KHc2>^&z4=Y_j85{P zVr)_9{%I0irB3l+{Rb1XqD?(Jr|qSjh6*@?WbMtuxKj!w_r#2W;L|-Rd<}pICpP91 zE&1N?e$W*s>K9{h!Np3NEX-k>Gl#-nu)|q+?W=`-2)YEREP_z*%2jpUrvPJ5GS2Tk z8!TD3H$1+(xaDKmQ5z~Ez!9HqDc^u1i>d@$ZelyJnsOcc4fL_n@oA zjI$oF3=|p`U(|y{^^Obs?8k0`Z}jbaO(t5^cS-xA`J+PC5+0RI zZ5;L^r8|@vH&RqOUI`mD@&O!Og$SolLTDar#?)?QNqt8{V8h<2ZQgp3O-=vYF{V` zi_z!C(ya5pK7=UmFhkPIou3u^mxQk-sKjP|zYrzi7k6>u_pX`^bQ?1FLgLr_j0sGi ztjd$cbr;S>n#Gcb^olYi+P1+C6VMYPoI>kqfJL4Nn21Bn@F8CMnLQ>Xz!$++oo6#7 z972!84IFmjQSn_VjYhlBv25Rb`N&ZZt@<}Og%?y9T0~HisMBToC7hWkNkd3VaEnMS zc{_F`6#5IzMli(Gj|wp*ul)fG*U=zMaVXW?YDVC(*~MgE z=*QbqpU<6)Cy1aH*qx+5Sgr-WZ*6qU zUIOV$`jb%olU3*KY`Y=MMvLN4rzET=kqfyMUOd&y>*aXH9iq(y!YctxC@2t z!_Cxx@Cn>V@!@T-w|$x%5^xYqnBP#o)b>f5q)e&rZ7{g6nFO3KfQY$_zX4e-bPFy% z2tSN-p!=2@he$X&Nq=hMNE_ZN#4d25y8N@^dUFK{MEd{i?b1;+S}^}96s|`pgtA_} zvYYb?vTN_QuMv%vVly8v8Z5!9`2USM{mHr@;4+=<3MXdmXMC~T`YKXl&V@IP7C{*h z43QPV-I2#ef&7~4Tb3ck@9n_2ML9ce3e6&7BR0J)z-T+mye>(c+Qxi;neHx$P%W_O zZLNcytP!&QP0gr|WW=~9ArR(Th(k`A;0Fuyz2rA64OxC!+J&gE?|H_TWS=6K!y@7k zP(Zt*PA|hnuPezHbVLbi-IiHGwG7FIP0zNA&Xpj*r5*A^x~>dAdpad2&WP8%cdZ(XGG8eCJ0dv zM1noXQ9Akvl~$-|yoU;9qK<47DQ-;b17h&=UmQm%usPYIsp?g93p+jiksZFRSSU`w zP?271BWZlTiyB`Fo9AP!MpdfpcdN!1+^S+{fPE(avegqs0VK2!Q4V>woa-1kQaa8{DlqR}^M!?uDo8KHY?hD1URX0iRJ=Eg|E+=Q7hkhTA z<{^d>w72gF<{KfdqkdoI&ZiYB-|a5O=TWsC0%?Kud!oU)x=XbY-rcxRQj@$0Re;q6 zYMSMDaz!;0v~^0Z{)H22dPeUfo)?DEnU*m@aw6}?1}h=nk}3QhwP8Or5MOE^W6hVaK0CFY9`nyvIWd^9 ztm>zZt2y`NsWGtWyPb1uzIMCHui|es{NSzf zJ`s#gwB|l+4jzB#oewQ=hQTtIo|PL%M{fOf&mfB%Qzq!kPyLH|Z(W~C%~TfidL1*; zMe`#&=%Ux5=@I9)F&?c{kR4<(i9$r06oB9Qm9(PEs*~^+h%s`z z9KM9PYUNDrUyh66be7WN^3P=6Jh`}jh$muRPBv$tO%jHR zA5JGfx*G;Y*?t?BXKS~wn4sfIwYi1JugLpxIptp?dFLBqjiVj}x*sa-l;2{q!3iMe z5rWKA*1ok~PwX@NnLLNJ--caO8GOsiA>SLfo?Xvbz4*>MJteWng>{dZ2j8KDyMz3Z zrvH)qWh|DSb>4f-T%;hprx5wW zp9c**qY==$xir)sJSz^~PTVf73UN-c_;EXqobnScUvoRD%E$}`EQw!N!~wSb*kkCU zd9KIyX+V9lP8=&Xug~4}%zUbKPfqR5x!N@zqt~cr?T{8vgq*L@ty}Bw zN1EM&qAT(1P{+;p8zM#3x7Oo;Zo|mkjdjI84AkIv?k8BqIUd_ITJtM|%M!BtWqnr& z^ij9F4E;px`SMM-X5TMq`tqr=xuwLvCM?kVOsM@)5z>uILF=c}5?b8xck{0Wb)B%%5&535ccc0iePxb;NWt0u8surtWYB*Ov)9vT6 z%%w8M2B0O41=&BUK|Ih zDT<0s&yLsLee-^=5X0rbRt#Bb4BTZN{AQ>k(Nnr60J@5S=sOPRc+GAjV`&*{xjV|@ z-EEzv9NjUYxvDXjM}iT1<@7Zs_t|dPbk*jGnG?v>rSvH0?Jd3s%r5u}6F~>xxSSAF z9r8$Zg#XrSCC?xjCK2xt{atn6s$-Ti;>}?<`X74Xou3G}B^90a&iDLI8q9?;370))9C zaTRgzP^Hgg;4dM5Mc>iRdw24pZ$k`^R^m$9Veiiz+pzxtE~xH76wqEYO+pGKocFGA zkQHKSMqu&vdL6*$F%UA-A{E6qdfT61tlaIB4kg&a@H1nv3GhLQGT~J1r)(M6$Jx|y z!}L7Ze%I;LL{P*ek(%-yHSAAL1vKT=VDY1-SOcVVT~nV%h&|Hw*lta7FfGd2W>(x4dv^FN(s#3gU?xB#8nlR@Re*-_P&!J^|=hUVBBSelM z*O~va?iOGBs?lOumJnDMUECVfT9a$mSbJTyFVw*4oaM0wvL}zgrYaISE2_)aH@y$k zX!%waMqL}#CwkSGM@&wl-w98v1`( zZRcFGp%RxiW)Lh7|I1Ae?B1uuW!E(ZRzEgtd7A+N`-%4Y-Ob|UDA>?_EtZAG{M57)Y}&F^o566ZANWeRQjWN!pn8=O{%nj zC>qmg&6077Q8qHWvRv%Sh^CKPNA0`yx-5u?>2)r$zCC`kzW(**ztzvdI8d2mU39i| zk{HJ4L*`?9BIZBZ30sq4Ia3enQ8P!a!PVjs9m2cMKF%n!YdV?$&Nj#s>X&jV6JD51 zD9*e(;gyr4yUNua!1xSv=>uVdx96zkTE3hQz2z)d!YyFXk2f5L1akkv z@~3HIyPxSzSj7$6TN?9uTrJe=C=aPR;b)@J{5GznK8E9NEoO*sV`SSY$2RROsU9cR zBV%aNwEcSBPPbEA{VMMM`Dv<(&?%vl#$i=bon)LPy;8-X(`O4LgJv98S`yhblryTgs}OmzUc$(?Fua^Oe_L#2t@&d zT!ih@FsFn7dDuwRP(ztgPK<-n#m)2o7J02=XNAmTN zM((%UDxD6Np=|9g0T%pBvfvBXPmuG`nF}oVoQ6#>im~9V&@hUIzv?o@PcD*Z&k36X z3DSe7+@Chyxm4IP?C2Y!mC@Y{Xr>t3)T?qcgcGnf#ShFKZA!Bu@8*l|pFHEjrGug1 z$HE}7@P)$NhBXL}S{~=fD`pkb8RN72C`4zfnFO^6pK1r+2!%clqR_|p+qFp6{5K9y z4pkl=Zd3lWc=;23w_jjfq_7MloQE(Qv=TN$6E+47KXeX8#Dy!WZ9Xgi5YPNTOJbmA z+bIbIt{ln0l^-=PEZk%gGYb5TW%4rOJNVzyR3xNQhP1^TpDJXxX51OH0&sCpKheKt z!oaMma@&KgyMSVxuf%6}AQt4&%n(x@WaD=6jaPSWIDZ$bv> zUZovA54hJ-B#rX}F+0VA!5X9-TX^lrd9Xu;B*K0MpY!bH7GEvWhYsgd zbFA{?qB8Ow#n2$o2WAH0hbj*#0ezu%r)BxT1A(|5lDPd})Xx*WPVa00S+2{V_~^0uKyjT7-^+uGqMn@(|vLsqTtj;7i0_4%Tu?6-o>@Th;=RCvXxP zzV)9c!%&<~!6smSihvC<2@1Tm)aW_47N<;Usz@;&YyeGPLdT|)$v9QhTLsFvKybjG zrN+0##~~{G(l?dCgS{io;fJHQ-Le`mb%_es(ImPjYx4^&#ev_NQ4HdSHWa7Z3<94v zL;(S zeXIB>U{w>5>9V;<{4Ifmp%yO_{#fW-rAflogD_U&D1{u2tkzj2Uzd@uS&k}q-W72C zdAF>qaVnq18}UN4B#3r2jEOI|cw-1DJ{Q_8fYoM6Us}8Mhi)QrcZ~<=i*57M+08g* zBw^IXcwJsFU;dFe3a~efb|3Sh`S0T}A0mg|_Yh8^wF`?d9hLPHfUZqB)K692dtYIB zY}`;%e7U><1+lxAyjVF>k-;c?Xv`GS3?Pu6r?S%PyaPF@r zxe1+%{FX2o~|(u*jhHicOX9#GiMy5jRYRk2Bq@o2g`*Uxn`wWpKk zMpxpdPj6Pwd5KFYyBuetD~5F&RI=6;g|}42+TIdXgOFmca^U2hw&xb-bUH8d3$3sG z#-|P+-eUQ?ye~H~v;1rvT)&4>Q)X9Fsvj@N`mtMKOQ^ZmiEG!z31z}Wi>A? z12JM|c^=E_;JWgBYL5(MmkryUN7DUrH7r_o9+?&hf{4VpSmMX);fFf{YW^a}gb9lq zo-;lX($#VSZQzSL9lMdnoUQ^XD`?`w2C{~XB^ z7rUI`my&5(B2c}cPljUjH&M_*;Yr$87eXv_=T&11KYh`M_zgZlcyL<^R`qj=gBkj? z$^dOtPGkS_6Igdx3C_ey>L>68%lTj6aNmz+KaLj6ZQf-Jq_?sknL@O+gh55D^L*xA99iMd$US`>|OOsG= zB2O*wkv8m3-0^~h6IvA&)#VD1=xABe%C^aeyKxe&NFV;)tmz?QEwGgNF`nh)FToX* zLTjO~@H&07g7Bw?^rf7>IRoM_DmA&1W_lMSja0x&ArgJzyesEhLd$p*wf|`@Jg*d6 zcy66O)U*J-09Isvo(plb;%4WrI3ek*@J|7KF`U$br|(_GT2L3X;2*JIcLa2;%{|;*B%wn1z2_g(Qj)@lmjq@}l9(et+j1=dMLR!)Ew$k)13IZ8 z%EI&pcY^C+ZFJ8sf9>9LDQ@}K^R?xcBnLf*B!t)R#9!h#owzO)a6WOxHF0}k-D(pr ztyRvtfz9cyH7y!$`qsdz^dTJN)xV5xT2uc{qt$B0c^mMcf;oW~R3DXF^`<zpdLET6_$g%f4`^DF-S0ql%l!J6W=%!w93J5LvI}K+ zYNP_2b6Z!IXSY_i)|y#ZS;&f0&g@8(g!PLRTfc_Vz?@7m1ieqHTxN?v%QV(Gifi zZlqD*mRt*D?Q6Z&O z+bd^3vnS=ypWT!7MV%n|asoEFGHH{?Ul>cG#^npgMdT@#N|-!XEI}mN689WDd?pH^ zmHZ!x-hAf3%N!}7-XY4AIUw^Yj*ORgLkyU{-cBH-c#$-AF6QL}tt5^HW9Jr4TCA~S zY`{$Ws_qEm{Y4>B1Z~dX@$s!(Z6LJL7E$DuNO!uy4DlafqRmm10j*Ad6b8P3_{Du0 z(B&(#4$Q-EH&tum{|^~Et@bMZK1Ljx)`v>#ruZ7ii9Lzvp&(-XAHH(JUZ$@lxWy?M zHwyq#pGBnATC}t{zY8)3rNa32=Ksj7%>UxbA;0n*V#8iTmrcVGQQ(14M{d=fkp^Nj zMdSH`!!PH=C`uAE-QpcfS+wDis+`_oMH)O8uRa7}oy@6qud$hfYNszq;KHhWT0~0L zHED5Y&3egK&hM(w4+QxRp8BAnZV4oTa8tisPmBJ^_*>BL;LxaIKzPX8Z$bYn$5^ya zC#lry%T$^G@-WR3DN3;!c_~{Dijzk6={PLq;1}KlP#Da^kIVdUs8h46rSDQQH--q< ztRhgj8{*!^O2fq_e|&!@?x_dnsEGxAHx7KO%k~3ZiICUuVZ#Lfucp`E=|aAA8aJqc zOx7-BE*SJl0_r`URPXV%wZQ%Hj%4{o+IRXdVo6V3*1Gt^(<#8OLNYYokvAWj{CyOB zijaZwr=e~aKytCWT&jp>r+gL=EB2&Vu`e%&__BQ*E3D#+f6cyxfHy&?E@7!__ zf}j$HBbg0PqHCs-1SdqEF6a45pOSl~fwigFR;9=-eVU~kGoDN9-Nt@Bhy_vu>MBF# zJIL>Dtn~kO2rNG0U*v&&zrAT+DgE?I%5#J&j6%xN5(0+pC9NCX_z#Yi2%W}m8BYI6 zrIX`fPBG$mB^{u8#e-CSdshBZxEqXhhAi}&vh~_naYrb@62*UFJIe|fH)MOl^79GC zq!i&AH=Oo_qp1NCL5aUD7CZaP}Y%3`uy>D0Nj(0^u$MUy})OFWc{?ydcg%#7fi?!lI^oiZIaP zsI-o+98r-hjaD2>RFHcmlEL>c81NcyBNZl2XIbl(yao6oZa^rOtNDDH83!J&-XllF zh)+^?C{62XX9-%m%3Da_T+066_A=+@b*Kl-UbY5HR2z_}`HGPs(DB~kAzH?I%I0@s zFOy9i&u?;1TMDvwhdq@j9cs%w!acqnj@%v-)EuPi-N`!_xJY8{7GyxO9C7*ZN91C3 zP2M?7$FTt+LJgMtRh%Sn$%IttwJnPZ!N1zEhyv}6)FUYQukz}04j3I$xnSl{ zpX9%}F(x2a&O=@;d0Q$-cR@a!q0js~HT{zq?jyBCTVRR@{X@uZg!)Z-uUn<8$+VRx zSrXKe`noG|Q6HGGG0 zgU2|#_!pcFq1fewsFaMGZ3kfESZ6h7oEv`BW!0AYWM>}e5ecyw;5U#!GSa$zy=}!= zpYb#K>=>T!3{j&z-8)*(NDOvc_KA+_m-(vI>0~iC-J6=J?%I#cUR)T-x+#VLQGn25 zh9eFN3d&B`e!dIW%^wgNsgO_6fjIniM?_f4eS0?nMk6ew2H8L+u490`#StdGShyQW zhLfvk>&ENs98|8POPL$9q1EZb$>c|=tq(`O`VY_Pd_a~~MkySCpu>(Cq)zB>?nu@P zfV#%&kF{IQ+P!9cq!{;|n8TNK+GA}Cef20?gMx&db|Cc!%FsTMdY&}M+{?Fo7aMdG z;0~cZaW)rV!0#W?6|c872mc9|Rxn(8bL8gMP3t%wZs`^~alH3L&f4PD+|gpBPhw9# zl{esmj~2Nf`WBujXfX{=jLdHT+9lapI9k9*YAaC>)>xsL)ujd5r`Ga z1asA13|80n`@n6VSCB3)FTa0Q%)&#%cM5VHNY!z&P}1dkwKy5xegNO^gijApqrO^Q zt`9|5zYgTL#ZY+)Hxo+T*q1+yjL9#3T8sOq1-I|x6yy0`T?h7tkA!^4AI4h&rZE@lO zj7N1&?(X7RdXQMbT*vd39Zr<3c_M{}Jh@fA_ciPoA~DlJG$LuuU!*PNL}~?UgnGwF z)FQ_7%#~zub-woduoHW_+!6AS2sqNw+tLePpyVvm^;ntWjz#?D7=xY6wKf05ezwaz zu%gE~Ryv3g_UpB!bbXdvT8dK@GkoPE|<1YXWnY(@8V2% zLG~AELhTT6V;Ss4+>9UlshTOY)hVWqCNzp(HGI%^ZobtEap30PBd?09sVvka?hSgG zcTVJTNJMk-|x*-SX?Z+Nt zULILE=J*iV#X4V(E1$eMdHOVCwJq0_Hat@rxjcMdqsHZ{K0h)W=C8W-`~AJQo-~+N zEpN=o4XbMizp2kjOtCzrpZK3G`Csk5`$yIe00ax@T>GO8_su8fiZjaZt4w%VWLB7F zYWCvLQa62{OKZr}CER3o$@^(en%w8>)V;ey)`7-PJ;q2fky-t8DCXHtJ^1vE)xOD$ z8Vn~&uQDNOqOUG%GHe}u+`HUIqZ#wXC}YCN`IGUi%x{GQ){4uXSL|U_49>i{NX%wf zOQrttu2b+a$X#${xSG1xnpn)}EOpwO>rOl7hfVhn&-hxT0r1DmpUjDS^tsQpNrzV) zx!(D9Mnsyd!&0xmJYZVx)GQ7db>^R!AbIkq$1FO#Ew;!ZY^56S3fjVBM3)7`^l@9nX0h(iMZSV=>3ep*dAe=7OEa#!tqM8haiw|I`44%m-mD7><9V7>5jN)lWEWcJDn7 zzZC#L!-`(lceOfXRs{Yk^=|n3%jtpt`nNn)^Ky;t3xv->r1pZGH<2xAwLN#5!B!U$ z8+}y{6*O%hKoak3VkM zp|DrQFYP@nplXN+_WFw&iI;q1@hR?sHAecA`RHdn1d%b43u5NhQhC@V>j+2sv_^UO zH)@x(Hr+N$^%~n74qf2Wtl5fpwgw-Z1^X2E8DSzn@Joe8#nPkEZu1PrR}{|0v0NfW z>Q+dm;*r7I>*<@zANC^8ijgntP7Rc$Rrvnd*fBqu>;D}Gn&~$ zGgDH^Z#8;I2no`!=n zx1_#y^_@ZhzKZ>#j$?;(bG`(AzLRG$j? z{h40wse{AuTmASF!&+wH#}r_MVs~xbI$TDPp2+| z*W`-W(`MR~qar{XKyCtRO+Y5pS-S)qQdt40X7vhO{FV<7Rxx-@5r9 z9}r^s^XU&Ff9$qO$nXwbEXIyTze({{7ynoGA3m+?-+yab;p%zuqW69L!}SUrdabHg zGfVGf_*Dv%k}{&zQnxK|QMbUM!Oq%&ojpbV*}mnm^TIInz9}RYD=eKcF;)xlsUzlDHHp-j4G(u42>^wU&rA8vgNu>2_}}~w z?1!}6Z)HxVTWYI#zu|j^Re$$sRef2gPjLgbCKRVl%8+|d;qt@lFYIRnVme|rqy;Bqw=?gbW3G8Ww120qVStEl# zqdII$MAVKTn@7;Kf|*I zN_l#HI3_KIbN*e-3*cz4ejymil@yu2&75cepIxjrXS?087lVQ~PPjWMq?6a>az93l zQ`wPXJbmPdZN81y4!Qqh!fF(b<$ALdko)-?j%AbEHWg zj22gkouSDw^HRMw2V5GL_T2Z)bui6;p?USCxYD562#WOLDWtXIzGOIL1sLpYVC|@% zwglOSiJE-yQN2@?7Sxj;x0pB4CwQ$`^#gP8cTz(D&?VM$fGt-nib3?6^s%p)@8J(i zd?54%HD#(3*Vno_ui*K&`5_eltoN6!*NL>p~r=m1eT(({x!1NI=F zdpUL-6Z@&_&$Ch!)s8=Xqo^^g;9VNTv{pFM+wiIQq;y!h@^`VVrTi2l#t8D)QuOfH z=CJU$uit+ig3ql$W}|Lig8K>Y@HSE*uOISq4yx+_!W2`T*!wiL)zj0a+{OgN;ELC| zf%E?mE$!|ca7PdT_@$4U6*1e8n{0ZPxH!~g9CIhnp15l zui3SFDF7}L9Ns5kT9V1XEr;1Z1(WcP|DDQlL(G0SnNB~YL{dNFyVR4wPusp`H~H;& zdH(ZAkKf5Zu#}|8@SWxVR*G>9;?o%J59*T0`C8bpA|Leac@2V#Y^#@GIE@)G%HVUz zhnfjDdYKQeOEDrP9{Wl+VKcqEu<4>3enJo|Am&vnz6T8JUO$f8o|GSlwT5ptB~U9D zc!H-#uS#aLnXUAbId=<6nxNuY7)c#^v)+f;vhcTL9yMg#j~fkeKcJ5%rm^!uKQ2+z z75!b}Kl!&~40~Ym<$rJ=i9=Z_2G;l>)(<7V?mJWZ)v~qlYTpAmfM?wus__?EXg`5i z!1}SIeY5KSXuI;bn7;SVd?u!arafzuQmH6eLaDJ;h!#{xh3r%!g_J?rqU^F%WKRo; zA~i&^l{H(bh^(#JwEfOB_c`~@;``xae*fLq)LowQZ0~0|&$)XMI~=e6Jjlw!H-5)x zV9CLA@*PpmdG>(h!!v(T0prsK_$}4%0)7fdo=kRB-*A=2nl71yWp1 z6Lvw6m2*`hP?f&lNSMy~KKUbXKC zQo!vjg_CoQ9tn``;PnsSOaNKi!;@xg*-(R zN8Nny-u%rfZ8u)7Al=GOtGhobDfQQA##NZ#B1!1G(5x)U^0QjXYE=FR)y0; z8iCTb`?q-3#(@L&PLK?y%UVvsYwv}l;4VRGQ+H8O>3b_Fk{++V*csl9|ANKi;sE6L zZ^o8I&p&$OugW_eIQxVnMxPZti+VHfDRWlfs+v9|H%(Q6o2l$Rf)s$gIUmpVT4tII zJLrYhw7>=Dsk~fSFz*c2^~ow$L8=vgG};Dgo%a-FiJeydlLzDkniGEU{Yb7SA$HtDvP1y&B5=}IY+(hS z&NZX^Ry2Hsvpj@8pxQYQ zK4wDdmTS-$KcI`X+chpUt0D(wg0mCt|t@2 zi2If0PGSRecOIBAMI;s8kiW?D$0Zo8XeV z4CfTwyZ&+`wu&I}?Tb=8gA-fWl6CZc&7SzXx3g2W4#596pXdCE(#EMZ5N>lM*!R$Z zV=J77J2(ls|Db8=DKnFY*yHn3eB!}vyw*PO3uZbZX0D09gR#4S%<{C* zt2A^kza8r=Z+TD;8&r>>9J?TORGhjzV;WvKoGLzsR{=}$pIsF97a@*7-^r%-B>Mh$ z_W2}A`PTpR>-~$Awr`1vlUCxzGv33K&y3poHfBbXf3Vq<>o^CE;;8Vb( z(zyBIqGLrJ?!Z{5)KJ|vwhBSKiZ{vW;I;ougt2~kgwTV2T+d`w)ooN+bKx{dQ+YHI zbhY*Vh>hS7XoN_-J3{>Fa@^OlrTIZ)WZ^M_3o!}%%|qws!kGr#>!igkb-R8aAD)9c zh$PUqgD{Q1ig0Gflt8dvlcr)fnC=X&^DSKs8x4UAA0xVN{W}%1Jx_4WD{yA6Vv-NG zF+RHBHvPXG!*j4%o1p)S{?|gB#_QB6u`b$PmT#v;2oHNdfnp7nUg9mI_K*%3y?G&Q z_!NRA|FeZoR3*?ch4>`{vVeFEm9V*~&>c>bX zDxsGj77n`_c?D!SX*C0!2^{(nej=m;ELrfU+#kD&LlxRaR5Dbx-; zo0b;hmyi7%#u@DwZ<$cL@(%og{T{b~o^2NuddJB9L433oex79V$?Li2gpKKcrmdWo zmgfKL7m>(YCUwt1`tlNaj26=%fpu`A(IgO2v>Oe#(zCExpehAOmf#xV`>7X6zO>pC z>WeA+4?Y_3OXLr)ob|#>>Mq^vn_PK2F|+Y#UiVnHZn)iF@KuIZtSbjE<8e0B7a{vb zX>-^JBN^9oo5`X_Wbg`nT0u8eNwjz(mpDyL2mu&dBCGmyTJo8~L+(?K;&04=RB~|3 z4YGw7uK@1?ZJj767_sOVcGX?Lu96ex9=MZUvC;GenA>leQJ_6r(pL-bzJ7AE+;2Nm8yy7Yme`TGI^jjU~!E_S1%Ak!Ksy$jQWYlXfWaV zTX*B@I7D9VBk_>c_x$F=Um=miViH{(1bzdtidaU? z&RJdVyA(E=x`dJLetWkV1LCV$?0Xl_cweja4$zXUYDnHwia!lWyu*`+ZFhAVw9-5{pkw~TVU{7Z~wNHk;nP;enMe{ z$3Oyq&N=iI-u7>TSiFW~ncDgqH?IkLLLS6!eb`poTASC_v>KStRcUsZA?RX zQOkF#=vVIJ#+EH=D09v{{tFz47yMr@P|*yb_MAzXcitSXNUg;u_7x}4u7zjx2&&Z$ zR?QA>UeA45%1Rqb37jn%eXk1QhhGV6zJOF%UDK-=jJs7Vg>9W^-y;y?UHe8VnoBR30j zVGlMNHSO^?vTV4z1UBBY2#l)pi?#QbEq&Wsirt>zN)RoMV@MhPg;8ZTNGcd+pxVDs z4f!2W*}2{25p119FoUScWp_Id=1^cUIi_@9@8%B}bqZK?Pgm$vnSbQQPeSTAA+Y_( z#U*$LP7(0x$4Es{`zARBLePW>Jo#zjxWq^06yfV>?xL=&>Bo5l3o2fmH$yx(oU4A3{XT^D^nAl~J^{E`pNBvc#r zzxJt`wC}No=FJ?+6AZ_Z(c#GlgTO;Y_(^0JIg+T#<-&dbhV6SdDr*LhRg3N)bP&q@ z968v_FevpZ9@0!TI5`pQ0b{Psfb(jomKNO{crmT!4XTP;b#lG}opl~1BtkU|+)pO3 z&=Jlf?Z%Aw>lSg8f{GGO(;$g$@B2$RGW!%T2#FuR{WiDwi+CaY2kkQcwh&JF6Y%aP zxK>PEnTZ5Q4ZN^-dMLa{g5B>t(x5<7@hZ+7>UBwP3GA}QXptGA6I^R$q7g3mmae+k zo&KCO+0u`19maqbQI(SsIF=eYWm^Y^J_cW(qC)g+Ubx&e9rkVeXh(Uxx&vPv&=r{0?d=h8Fno`Tf3$1y6rKs>eLx=1oI8UiZcj z!^Kzjn?8d!O?D^*iQQ(r5>Mn=w%4Tki*U|}fWz;mAV8$&yd{`OeUeDWvhLtu_(Xeci^tI(027Q zoYTK&=_z*XS)Dr|)^pRyDGt z^r`UEMx03Yp$p@B_PwM!Q0w&eYdNzD##uezmsaTW^ytr|6E#&$SrfZ`K2qOip7}b! zq44&-q>;U!nK(`CCC=ZP^s&#eksl(?gytONj#|AWvGr|U?|J9h2)b@;(TEI=>CxDXLf(O7fzRU zrY*lhRwD6i`=DCkF~Hpt$=7_}IUF{U&vU<&2|l35FxX@R&zA8MF*zRtBn{ zyH+cAc?u-$BD!*(wvHPX*-LEMLhL)JBnxmTT=v_GiN}VR;V}Uo!)e#828}Ju_1*sl zyj2c|?RsAB&HGXPJ5LikwV72y3)xhr6fQs)|DBwk40FBwPS2}e9i>P~k`L$Z>-k%D z%8&88l2KWx3aEq;sGZbe+_h@q&&QpE0PX!k|9^u}?j3sF*OQM9kt>DJq+4va<6a9^ zcU%g=Cn{_Va0>li6|=wU&=)8uQCBR&gEM+V@>ak|RINejh~COeHhyXNHaUCAIq1K1 zIm9h3zn)an@c2pHOn^AZbD3Z5`bNHJ)GsoMe`5PG``ORR>@}m-@k~O|&%=3Zuo3kL zBKX&=nu^7B1t-;|+vPhOXXJK+apzR}*l6ldNZ)Ulc8lZR5!s%5uhb1q$PIToeZXM& zX*|`~SdGWSmyHjvtw2=@{P9Kud|qcVbdz!a9sbK7UsRgVnra;vKHLdboavIlPJArq za3#5bc^OpIM4zc$wK9e2=Mdy}HQ_Pzp13xa3UfVG#~i0|z_r0!~CYfGS#jJu6O1 zxx1xgCcgC^`NvY~UlDTjPWb*qH}GLBoHAO~rx6Gej5a^i2dfa(dWq3@aqs0XFq-lx zWK1LE_zcwTHv0rT*3*_}O!M?pkhRG^cUGK>`ky2!2`Hk|Bmhk8K6I>zYx-0(z=q~r z<1T9JbL0VOBj8J@A_L1$F$bcwbNdJrm=wq(@TO(9=GErs)mb)hdrk~E#Es9VigQzF z_)bXQ?(;*C`26#S37z83LO6?J0ncTF#@^X{?CMPSHL4x4eU6fq z6sThuI(lTf$;7`Jh&ARe^V5(+nqOA!Rf@8-;V*;{^bxAUjO8cSJKJ;Q)# zKl~8Ng{OV-s0%~S?940oOgc1y_ycDwfmSv8_Sw$F|E+l|_A7D~2U~{U24?!Vi}v{NTs* z>{@Y8_Z%A&v8(rDSQhFR886^;zWq98gvGT%WkV96XkO}E{9R-77q5|-Ekocp?Wx6x zw#oDFh(`%4~|yYf6j#B^Z%IeYZF{!uN|_oS0nvDtOSkp=Rz^Yt!WIzQ`~jn8`_E zuWpL3Y<131)rr2Y^0uMYXi&k_A;cnced!rLR#tyVRL!h<=x*Lp7`}fG*GU`)b{pE; z_zrtT6<&}!mvmn0!~6Z0=7oN1(k?c99|~yjqLK0RH*$}wW}hj~Pj+{L8U|ZNYI2iW zi6@Dn|2ydyS;7gBQfYnyJ@N%CH%q^5kOT}%kLTd zhxP=IixR?DeB%ZUL%v{B6lOYJZ-CH3wV;_8)YE)w>eAkB#ZvJ0I922YCQJsp`fq-LBs$4Q_e#pOMcXjP-w-WN=9!8qrDvR-;=O>eQR`~V@N?uQ|_;6Jn-DVk^!ZI4%{T@zmhHFU-2_x!tW z{FU1*ogv~X458GG&1C`%e2aJjO6h1wK)H#_rLbV(g+>T>AcZWGA0*=Xz9aBlm3lR5B9Az15(9ti<2wEvvRb=93WYu&j zNNJSLk{l1Yy29CE)+?Tu*c2Q#W@TfXXXkx82|^+qA+0gt{dRHv2HevOWs47H?!bA> z6?B1azT)j2n8Y(MivqE|+^R}3FuDEkfix(v`o4Mj7VE#?e}>*&NfQCB8HAiR$0!2e zaBNR8qL5=E<@=~|+F(En$*hhHr;-J-h5W(BIm_&OMHdQCr*^R5y4tGVmJ{o*W2jD!7d5I@gBbQZZB6iFC70S9@l^Z zrb{d??np}Q4KrXQ4<*SY8=U)k#l51BH+JTR zV`I`=oQ554=~{2s)@)R=Lq0+E;!_9!*lv6@zM!nVUZrLiTpyeMBOlJ31UW@EkeyGD zYB@YiT+$AK>$e%#t8Vak9P)S^$c?re#YEF z04<&5HVS^EkCqsaW1-z=y7fhJ&ueGa%q)f$6*NymjgJDnn%&gE2=U^(?fYi0H9u2D z5=1U1s~0U~<*mJ9<7SG2hTxc#`w&v%h0V9Uux1~OlUPEv1E*2Mfy^S9c6Ibb=(M-l zDww#MINoz0UTab=N}XaN-hAAKg`Q+0dH^L-+`T(z4y>7DUoujhvTr7gzF@y4qp62x zA%8cYuH96)oDoLkPx>N6ZYkH(&+N0z0N577>WgveEfsMJI6z7!ZD~AAl%+rrjxs|4 z32ZUw0}#WHf&~0tNr7sX&SLeRwfXzziqfN_{vL)i45t;}Z806=*OKoz2$#WFmDPNH z=HAcz1d}*AaMTnDNxl9kt2ZRMNPe}S_7f7~m5kd$sD!F1LY>O!N781@e>XRN_NwJW zQ4J}>Pb3%eGYs8@!T4t)zw<=Rbq?V**b^YX({HN*u3C|%jN{5s_I>O)UW}9Jr$DW3 zI4Vwu2`%h%bRB;A#&O?tkkJmDaQbD9Y-Bzye{$`xUH$JDNh>)mYx-THr20-w;inzP zF9SPkv;O+O6_i%bB>lGBwN)RW&#eJo^-kZ6$hjW>A+|&E}4g@}bkC(!TMH(IV z;zi+@3~dL=VRLr1lyEg}GEt2?T5=L>zzH_Mx(#RgfKkMYgLYw_U~BG)-z$c~2pXi2 z_fT$i)Fnxqa$uGRNV%kCH6lPnR*4k(c<+vPfrZlG5c`^+3c$-xUYO|G=eTN#n}w99ksvnztR~daz`jb;*AnW5Yv5G zm8GqRk6jHi=sXEGw0XJ{MYte`F0i5#0m$@UbUj6k@R{_p&+#-kNwKH^%?-y>z2S66 zIzDhbvOTYHv?%>BB|TlOEwQdCHp@~tr;!s%+bW(7VG| zl2Umet_G-h^w8p?Dmc=#NGK6KIzKP29XL*k3m9SsOe&)qE=68F8GB&J^jO`(ly zc{4;@NX%WrfKHBkOI%B)VP|N^B=Jsk<)(0uCi)Yd%5T9}FSk@4y>xs3f#0PNlPY@Q z<-!9!m%f}t)egTb(`%5AV|z>|aQVgjHxOs#q(g9AGfoA^dmylAo{28!=8M)o#=qsgQUxscknR5cy%GI%-sEs{xu{`bbJ^@Shl7K;3Shn7$O zSc=PKl1BaasODsfw06uSBIL^x7J<~+Y~gV(dfXz^YrSc#q8PPdzmt;LYNyAdQqBKp z&L)AtQF^O3L{F?Kl)!Py^}S#M_<i9#*3&pdrn+m)SZ&3petTW*$9&n!}m6a}Kn5vi49^aZd{l$Rt_K z>A*RxNEF8Xro2dl{iAHwC}ePIvIe6rtC*?B!O>pSf-bAcTG-A~Se72eE~#~^hgnM` z`5n;N=2R+QEj$6?J!?9J%IP;wfWcv=4wPWrLH80Vs=iX@r&BLZp9}~9Sr(#CM|w*i z8pXU2G!8sb`x#~da8Al7@4s4z8*3^5EzN{v73DFk!!+-f0$Cn6YtbXMz~} zO$rI+;gsbDwqO-tJeVY$t$Ib2jxWx%AB1rZl#VCvoDIT8<<&`P<^7jmL2`@w6%$o? z*{bJ7O|N46-bn&EkC@K)`4`-;m^7)KhpN8^4}|f$#a%={^v{1m14Yc!+UBFJ4KrR^ zY{w*{^S9euI1Ga>>>!qgbA&;3$@w}uPZHxS+Vm?UgIn&(i&;wFK7wT(r^)(pFeeM8 zb5S>Ldeuga&?^~DM?=a}aH`Vd0uSFL)z`NzxiE1V)VlthNX%zWf$WdmxAGy8qy1V| zmG{TRiHrIoTaeD@KZ5`Z4fQ0qAhnltPKG4m*(4;3(K%=czYYQtEN{j#=4e9i6PTI#c2~ylX!a-gK5KIBf}Hmn|Wx%2{K1qu!)~CSfS*c zhW%A>BADCOd(IXZ$CE|{r3^;vPmvX)r07-%Av3G@k&O~=Q%HVhew^e6?N>~j?UJiQ zcBCy*5;imzbpH0Lz`f6*W|~CDhQ?_oFqtF{?PHRXFILIc(yDk!!UU-%XaDPC5l2A_Xy(YI^<%F>caS$3FGKVOQ9ULZR8? z2GvX4+u%GC`W$mYcxLol^T$HhmD6Ae*~Mw(#<;&dovwYI*D4R?l(J&^hHgmobJ3sz-!NV&d9y%~oEi@Z=B zVDHjkMedpgdeE@LQ0|*6rWP(}t8sd^iW`_!W&@qvk=rV5*MOk}D^8O69M5UOsI^g% zkIk#6&443~ximnnvaX9TfF{8y$5~Y`z4|b@jgOR9G<}QM`H;-r=L8tVx36*9TBC2~ zL3`tJ?_ob`uEx*hNMQRBvd$((!nyKhqGP<#AYmY3zCA_(g#;@o6Vs|rOE z)}wB`_6^mY$uZnLd68Aax7Vm&?r>IZf|yKW%z&c_m)6m&ILN-mvxL2x6!E5krr}b&Fd_21PZjR zK3Ki)E8v1OWs0%+mWZ1`*bM$ImS2p(g@yRNtQ@;s#GKj@<}~_43REKvp>BM6{WK?# zGt48D>C!}fxg$Slig6{fI3kvHnTI3)Xd)tR{FX2TgiF#9F|%Pifn@Gs#KO8mz_y)I zQvq5$a3+f4LyP)*!H*OoE3Zh&1UD(zQGSB8J(x&ULX)CN`2Nx*!W;n5~9y@87*RR+8kdJPAmx!u6%XTht6$i+sNXbP1j5h-5qloGQ z2dY1eeBa#}ny!2e$ol_^B{9P=D;W~Z`7;|tI#t>?$OXArd|6e!ok}RN{bqQA50)y@ znsMxu^#b3SW{}i1PmDJ0^n|O`!?fA^-Q6lWPnDAoxrAaqgZb@6azlm!4D>{lhytum7gDKB!J_`3*XRBA#RUTKMfnd|0#JIiMz> zza)JGBRxtOa}!O+ENmh_!Y0+jPiqq}$Rby@@)&o)FmWt9%`-3+Z-NIjH-F6xuAf;` z@ZO8CvTQfrEQ*pH8qLP(wS^U>``F%Ke>ve28~wv0p}3aUAF1~s;cP+?ntW3L0>z40 z%&D%MS<;di*x%M-twDO#SNBs_w^xFaXv+kC{#<(By?@aA!tgvE-wDu|8U{uB5Y#m zQ3Q@72eaG&7iggx0hr#Oh2AXZi|fNE(yPyn7M0h)6vYv?U_*xFWMUF zgD1Y1GXZo#azT4c@elt@agAVViY^8ZjPjy-F14-QsXJgQw=Y%~HJOz)D>SdA^*(;G zS~hPrPT&{^(PXbJ-x9v&y=m%J?D5E#{V~hgqv=lf2hBd22~&cQ_p_57Z16l{*|X@N z(m~*@xE-Y4xn7v{_0oiY49|-CFs{0^XZAv;SO{>)FOstd8K&OIHKi3cyXJT$Y+iWw z0l8a@t08^MTK?wE^3%aT9^j)T;Tr@U^KX(`yqJFc^W7xJDCx&PYU8Bw0U7JrbEFRK zTbwiW%hrdwQ2Swhr!7x-ncz3$7sms16ou0kQ+*LQc z6pW?zw3xMDSGlD7o1U#I1-H&j9nCpIh+q!)AhH44| zW689K6NY&9s9m7Zg!3%MEUc*a`ibV0jNj2B6{7P3MBo39fRuKc>evlS>1q1a#1k{3Iwpu}VpuBIK+7V!N_1u296jQVGn?N!N7}t@ewXZ@*>-JnVut5%axPPp z0yao(L0=JK$Nx=jbxB zrdh}yWf!%!%9p&(+7q|!m=Uq=9@CiEeCtZ4Rs_6DGa89=9Rd9~UO@vqO<#<;G&Sh#hyi$E!xFfkHL7O3Y+1Ro^I+J% z{AVFN&_>*)K8mw&jY&bK(vD(JE37ff5E8Pacqo9@%Z_Z?XI_QtrSdC|uR>eQnpH+F4{7(F5tv(Um zb`1}M=#GRiJ{>tJH=C=!-Mx{`Q%Ks2Sy(U|x{?anx^s^kmgBH%Jj=nufemL&%auQZ zBl@2Xzf`HZA(_(ylyTWNEyP zY4&{cJ3~ct8(gP^XWK?JncCp5bluIpW7+kwW8>~^1|-m&AW^U4aY?GYXtlxEr!TD6 z+C0TpQf@3C<61<_*oMES`7Ha0!Q~}Koj%(Y1>g+^c-@Te(IOps=Pt#|fG>jese;=4 zd8QqfVK*njYraRuhRpupb{p`hBYb6;7t7~VOGm1o##VCIn*J@I#9y|X#S z)(MFmCmOE|+sunsR@aq!%suCCzI^ABofrWeafmq_E&J+WEwlf=ynw8M*y=7<<3$$; z?J+fKvya|vCaK4A@W&S(OQjGl@M)Vo_;O8;BjDSLn+eEQusH8QAio`(~y&8hrUyH0l-&fR+6D- zN7`vxeMP#;@y}n$ECu7pbiQH+eXQw9F1#Iq0aj+roQ$m?*4q=KSbIVvOz^+sKOC{+ z!9Ca3W?lb0|NDzDzmjG6Ua~pW&&j9^v!=I%>9Z4clet=aH))xtvH*jbTulN9jJTs> zjeo_Tr8uB+!p)kkIA+G`;?uQVAJ@9ivshiTJ@4(vJ449ZbM<&!T%r-A>=jhm+Rb|y zxrwLv0{5m@&!9_feI+mshPT+1UkAH8>0A|Bb&dr+-D?hlmPWzOx zW~6J=?YxZd2T2U1rX29yp}yAC*E_T3sdZ*+iPXeY@~ zi9qElSiY^wBtRJZQ3(SCRvPVeuJKOBTzrGclv-fAg0ATgD4 zW40S0_HVs#mm$N|)&ntcX+6aY{1y9Bw}`T@55d0eu70@fxL6LeucsfG%>XX3M$sba z^Atq)<)ZtRgfxD5wP)jwvu~?zb=zr%(FO9UDCjb5txjI?))$-k^;{)RNZ~LfqPp^d zI6lJ8>pxw%vOQAFm7IRQA)n{tz?pxt`^6nU$0c6F=B1LxOCYqBMYl9swtO#ZYw$N3 z_E80k7F@75&`rdSZRX0-^JQx8C+l|ZG3EOEt!h1Mu<{jeAhSV%H)Ikp9Q%I(wDeBe zNi(9P4X8Q9)HD1Lv*q}ULfi+7a5jLyto5nDZ(qQ}z}o6(7EP*txx=@?3+ zt|zgOd+}uh5)Jg0C9+-;>2E+{cc70?TkcHFLm5H+QdDrsMqQp@Yk=I6352e4RTu^I`x4yuFr;6-;l($)eLMSQIVDF0y78a%(??87=m3FhGi{~)!PwK?SP)9zP)G!lNLmtXSS!Y@!;M$i z7%>AlRIpdIVXhk%NmqLw*xR1j{B6UPSy)t9m18AqdelQjP0u_cVQDlodmWfsP8pAX zO+S{S2y92Wf2X1eyMme+wGXoIL_d zIot+cMXuHF{F0%t<&9xk-V*+ZUS z_e8yqfC~YwGwnz%5gUuLiZ}oRlekKygzC6QIg-q%)%oQYBO``7>^(^9(mlKMe_cU5( zHolb)aziy0yODLfMA^uoMQZ+dB)UnwxSv40efEw8mO(iiQe-<%b-=0mjxoA(79{AE|Ts7@R(j7Tf}c~3NY3)G@w zcs35;)ze8gDxZ-`W}oI7Ff~S^G+*@2@6DY=Bm4hC?-MOv?rUGQ?UqxCr*$u#z@NXB zNPp>CoQ64JoJ%rC?H(m*A*sx>s+K`9em zi&OCUjk`VubYsk!g?U`<(Ow6Cl(6OiKg45U&KilVLRX(SNqco4pM zVcSGiauM;T{D%w9Gnw`%JKEw5Q>Y_ms3A)$2HZEXlNSgxA#DIbVlx6zo29qJq7Zp@ok& z00s4+qiTckMg@`e-^zS>Z{G}u1#MP+ZsM&^>I2CPeD4c)!!Yd;%98b&9?DW8<@p1e zd=btJd$JfC{vS}Dr{v7Q1iMXU)%dBPf4K;|C<<>c()soH1Jm4Q5j^9*go;9TZyK-)s~`#+ z6J0B#M5-#B3u-*dGV7;(++&*A@U8H|oeuDksdTDh8Xdbz?q#9(mPJ0Y#Jb7-9bTco zy9i6?S8}IVJ>8>a8AlFnNU##o%sA;|;2bUd~fdAhVvK^t0b(VN1&2)Cz1>E*gMk3Fo^=$u{~htIaN># z+)?)9l!!VWv16^scrTjA&Yl7tH1CIB$HVOo81WVL+Swx6?gxM7J1qqi6r^YH-!sF9_oZ(&c5^nYAMF6coA1?o@G-_@Xt4S zZB-T7UIG97KB2k-gceqI0-EGTk$`>kqe(cb;rxHpj?iY%)ZP#BVHQA{4BvHrN~?*ks}CfN=oDZw4+`0r87xJIO6E z@zw=)ClSD~o;w$;P9;{q)SjI3_&2kw-WJ~Pm!MCEtYs4Ivp~va8*_h*gBWx!%0)c_`uM0kZl{GC3V(`Q~*YcN(4}&t&-wCCuxqu4Wju z`FKI4AO4-Q)B$W;v_emc$T0X9|Y*@|fh`JQIR)mv-8JI5R z7W^oJ{`{VyMWvmGu!Ka(_%bc>!qI|aA>z3^KO&UA$5;bk&T0mc?i&1LOm~>u0xG0# zzYc?&OTuO5Su)hZf&rH<@d((HHvq)vgcrfR|qY;ZlCMcl0 zs4a=RXXrt9p866Bu3OSM3)Yh1dY$Ll48H}fsU4+_U;mdE4c?q4|F<%zpTDiO{2$C` zP8@Sf+iatiZH?}uFFRyzt6KxhZRG|mt=`xjMm}PeF5*0}v0ET~XqLzSWGQYkHJA`X z4w;m2=R1PyrP3l9%!C;PdVN0d2V}X!&V#k_>^vAYGk};FKcPkLipm9vg!SU)Kri%M z%1y;G6k{qgWg)rSws@;#i@0pmaw8I3Y7_OKJ=yCx*4<64=;85?>7f!+68r?9S_)@gq^gb zQN;KbdM9DZtgNV@Ts`ub94v@U1WzY3ScDKqqsj?ibd7~AAsT7U0|B_Xw57G8cgCTg964aO%|RZS3F{gh zQXA`MN>9{*v!#(cyTjYP*zmaZfTS9o=vGsCc_WjSSEwmk;pih544D?8lf4V%np&c# z2RAiYZdxL5_r!b~q-Qy|q|@upH2wS>gsWdV17g64Vh`yeeWbPP9vr^_g{dZ-aNPwO zlhLNl1jF^&AT0{2WNWEH)RTpjPeElbTRzr1xmxZOiOjHw|EG&wJz{6Zpr}=3(shu5SPpb(GLas*MOPH= zz*Lt-pxt(njSzw89!mG+*g2!6K`GTWfk=fzIpkd9SUt%W!IC=t zOj#*B;w-wjqfU{ty+->8(=m;fctSru3CkP*g1xvsCaGArud(!@k;U5jrp&bsix+oR zfNoNBUIp&%+E}l2$ez*|6)x$(`F($0yc20L3T?E0%RB|Zm1%Q{J-cN7%Zj#dKi?F! zX}Ycr*!}7JP3W{jL*|7VyAED%t`ACtI zOJOxRgQfW`GAH|8JTJ7C!bT7*!M{rO0Yi~!+U6=>d`EsB_yLk=C!B}?W$){bbi6ji z(-o1U5uNyss{X`QMy-^87_eK%CY4>E|2-+7!t3S~vgC!132FE=3U!ZsYkQN0lkvYz z#4i@3*iO{XEF!92r!~)o5w~%s0)BVw=C%-4n=mry=;6q*r^kVve@{4r3v@ z*&jRA{ zIFBLSkV~^+0bsojDCVR;TXsPB=L-VXCVT$Ejo?c|+Y9de&3$9Oog?>kaBlGSaPdZR zZ0vW6G(vyLS=6>(kXhq|+A1vtHl*(++VkvI*?b05iMmJl-FYVi=wv+4|0_pR+B5W- zbq|s^?JK~#jk_wV82F%gMFZ0FQ;vB@afzC=gtO=j*UKVhE!GZbc(FPVNoYib3~qS2 zDFev@KozcA*&iodU5pb8gu^~D8t-15qTmFm79DEK-+B>LFrg&)XbzVCB1zYt8FCXv zdVeFFh@8ia_xB-XXagmXepRESz_fyQ3mp*AZH+ZPoC@UjmOuq$tGodVfIhmHZhkklB9mj85Re06s;MP~sZBL7WTEl}6yo}fY&=sV2j9QM| z_1I9%4*mriK0_^M-3nEP01mZf;%OU`tCX?uGX8(|LZLZYqs90RA_!U3d(S?3+KLirQ51?aS?6Nk-c|6`uFH#_VU(@VRDv?tK;2xm%-I3u^|L{IH)hw&z73o$bb~8_#NgFx6>`vWG6;%j`eLYO-3z zyLD<6ePX|OUA_7wVZb%*>A~e?TutZts2cOU`lmgN$j$l8)IppFNBy1%?{8LL#JRro zn8KCGy~BP)gaT3wJIh|XYT(#wZ#3Qd?_5NiONvp03u}0$%>B)F5*fPQF16~?oB*#8 zJ>&0a4cx8?@<3<&=wolRZ_L!VI>(#P=h%T`#I(8CIRE5xy}%m^!mUjxne6Ep;V@Rn z$Q8@d>n?^^6^vM2DP>LW2K+QCrlr!sWp#DxW|;&q?+m7T7tY4_$w@_pBFWVMl=?)r zh~uC%Y(}QWyR@~jL-(&H=_{BK4*LKssrr&=Z{dEVtTCv&z<5fqrXnxKKny>MbXD?$)s*sITaT- z7=H7Y)CN#=y6;q}q1$U_$6lk%$J)cPlv6nZ|J7!E*;Zikc9I!gptSdHm1-8XU7ku|NFDkkhRKGTJU0qpp(YO6mNZzy)#MNe)x7Cjm zmca-`PW>r0izA<1ZBJ?^0GQ;MsVvMJ5W3Lc>{i@uv+r@_h#}4>8AA;n&EXYt7eihP zz2d)P&7b;7(~rpaD5T7mJE+WAbGGO48GerMav*S4AI{M}?CsRf==s8oj;WwUW;jnJ zGh_VELHB?)D)8t8~f>suj4O3-!IINk5zTf%*KL`^sCUAhev`^xaD{rY{;IGjgvFG|qrXsW0a| z*pjyZ4w{AUis{UWFL?6$=7-O@wq*ozWLXLv*@W1dfQx zIxM=q_CJ~>?gIMG{EE#1uur^*#oD|1|8jgR-tE}4QTTPHBw$L}m1N{fT%fGvE zSGOD%@Nc|QK!qAY29sy#Q=Cztc2eNMO{M8$NDU=9OROV^6etNmcn~G9=KMEtZ^ao~H+qqi2CfKjy?&AR*X@II$lW5q0WvfYyZ_JFyZ2R({bLhC%d8G#Op z9tyKgUL$0mZn&=DzG0-*v{1FlO}vR5iA}DVM2@*=|32GvQTcR~`f}2D%i`zbcj&5t zHl3jbABtL6cO@~frJhIWvr&Ud2gfJstqZFr+jJJG%>182^^^9^oG~-iyf6~^jV^x7 zhY;>6>GOQ%4)!a?$H>DB|DIGXw3Ot0+-!-cI!O8)r z%1<2A0cqVUeQAN(m`m4sy?Z|A-tO(ti^Gc0kvP)3B-1m#NWQAz`lajx_`pe)6yKyS zmf5|{hEM?YouG@u3jH9F0xSG>EUQN6Kmq72{2YpPv1H{7@HXho_WB?NM48M6{BTyp ze92QLE2@dp2~8~BauGB!RG)ya>R*_L$e@9*=BA1{1)uhgAvKB*b?n>y#BKSYmVh&3 z7D9&ppa-We%X;>Qt(I4G8Z0l6Rl;b7q+JBF!Nntan8whnlwDiKp9w#B;?7>&kTDoM z#G_7+pw%1fNkBaJfZN)e!gkJMAs2);~iMvud>XY?wkh zDZF^Dqk@R$7=57&)O|*s{S`Lb>Gq38a-*#Qr8!byb35uNy;bx0S7d0;f<#(^u@`|%LiBlzS*<(%~D z?ZO8Oa_u3$G^X66;~F#an)>m=@61G1UGuX6Bmr&=J|<5OD3Q#BZyt%9C8F`yB84*t z?rENz_Egb%GO@bcqq5qs0+XLCRxVG!Ae?OBrqCjn6s-|XuN9vO8#WlD9I2YVzLKX>4~CBhFk?{Ni`SZ6+Ab`MTk<_a>~z#wEcd%>JNf~(EB ztB_+mS$Vu5<=h6ww|TNVQvIqu0(FM=0|*sJf#iXq_;;i{7Sa;;DWAeca2;zI0R&#p zxeq7=W#xz<`RI^m!nrv{w@yOB#4VI2C@U@>@dYfn%>g1lUVe4-M0hevMJP$$g|w)M z#2P0EL_TTm%1AKR{(T^gwP*ez05E(earVl3I!3t%lJ=fQqmOR8pA5PG^k`)6?Po^^ zKLh!XFyYjFo8!{>zNz2D{sXWr;h>{T?<|;|NliEjE!H19iB4J~i4B`Lejs%yzrh#q zOs95`Q`SWvg;Fs)l!ZKDKeYzOdo|lhW6^E_I<Gaxm zIk66?E`b8ZlJC*2hUra4Yx~(6nUJ)GOYN86Q|WHkx=muSRR>N-o}t!!8n2NzNj_=& z6LRsaoLN_zy@q{moz1q!Lt19&LW)%*m!Mh51Pq7tOux+_%cVmi1D-M?}E?ge+!o_MdX={ zAL(p^<#0576x5)1-hB0uIUOlgxlIvA+(SNOotDg;<#tI?-#`Rdnk)11*^Fo;6p^@! z9kO>3ER~Wrp`Hh0Z1C~l1mlj$c!s{7wL(xmjYkQnC;he}OzAT=p?%*Re)Ha*J6eOn zDcu}$6Nx&(=I3tif)4{ngxUND7ZwUcF5Mhxp)*dn@dJ@b*Z=82yot-=W#$^wy->M7U<=j|<8dOIJ+1|U#)F@eJ z(6On+%5X|#aFqPcr}Jab0+jjOBKd$zy+7ySyTF&9s0n!vvmNA2Q^vgdN0F%Y$el^Q zh<|Or@Hj4IqI7h!&}I~Lb_0<;7PzCLrO&Onaa}1-2<+qI6R28ujS}$vjZpGL(POYE z0H<51@)0;$E0eQ<_##GlyeDU?a*nO1{xMRpdCWsIfT(HIjw$xgkb(|oYLAfbzMtBI zLCR!tv{cufc{hWoNi)Gm{=113UW~BIB47p`WyX)5YH!Qh;iX-t)bRAjx8%%qAHHTL zA`qUTGEE57*e0>(Z%E!s7EIdR<4+xGj;c2P%xL_`Xo_H-t}v$vH1lS=bLc7~IrEY| zRwPPf7mpk?SpjANgdjN3`pJ4~Tt>iW9KFSOL(q|-GF6z~Gwk`JS8Nq(j{ez4fZmfa zeK5U7WV-6z#EKTuHll$XrOo<0i&L7uXO&DNSSNhvf4xBa*o9N%>$&#{Ab#Jd1@ZvQ zPlt)D)iG}=75ppz3zc*tB9qMDQP_ioh?4Fs4)2WESb~405Kr=1Sos7= z!l1DIB0$sUQjq1X74>fEl@JZ^jK*n#z|)x{@$EmH3Dfha=-fE~a|DG|Dh*E>c6#{= zYSJV3_DE5_bywp<|JLf(`lgxF@qjK)8814ntg{PNecSR_o`c_m!2Awgz15{DudV5j z5jhf+@*jUfBe^oh3AEZhnW3mzAbmx}{rBB(6p$j{Nhe}vkZE)6;i9hJuat*eX{)@( zsda!X9qPOBk4nj`ivQ-HS^s81aO>(BT}sKYv;A|TRdNFBHZKrdf(R>Wu&lqMaUR?y zH-k*@bS|8LCyjQb%{7p`cQFy;T@uvz-X*c^6W&|N&I3~vCEHJEm9t$~gR+x*kgmO5 zy?z)%iHCYe<#1lqwPn?nG3hg!3rvkDl8R(b;?DD;81mfu^V$!Hts;hggQFqvfnVdXZ7vvquv}jn6qH3;(b_g8f1UOd*^~eE88GM8HQ3Q6B7?N1 zpjeVPXH6n3_xQ}v>I8I*mCWkqf;eYQ)Q_ZW87xEE78^AjU)AvQ=7tpcAnPmk=jT)} z4#E0KBSzeW92Hikv6^fU1#8`B~FCg0p1HcQGs!5Cg19uUd7Pr$=0^p z$rGiE?@&Np(}!DwC_`hE#CG+S0`U-llZ~hO_sGo>ynw}AgO5l~zSAr~Wu`9jL`*cv z>I_-cN$@8;ONq1tQq&;gSd=4Z;fdKKgVHD|K`(FYNqQl>}uP_i=EvjowN z5P&8;x{Ec8)bks{>PYtMO7Jmdz0|x_X!ldkM+Tr6B1F{cP82r7mKCu7oM=L5trV(Z zj>|r$LL^!QZ0MgA|SI&|7g&@ z%%jn^L7)2y?LxLu>v3lSSjhaL;y3VQWu}Ky%M!z6N#nsQENivStMaXi&+cfev)PzPL8?66pF5|xIW7ApUAw>$jLEtw)g_>*XXDRZ zg3x4wo7zY}I_&;;L`=ZVNcR><$6m)= zKW+$}(+M}BBX#n=KLc7B%$kUIM-=@yluqs=Q_x$J-wm=0F&^{>B0hD( zCW{kw%9;l~Ho*b52w4Bl?RBhbSQk0HaywbiDHajvm@vKdr?YKyOBLwrDG?ECfei-4 z=FT-?jbB|S+i8y98%)eoC9it_0X}5)&SMlMuih71wGb!MTdq{_mnz?vCS%<@wNY(nac>ivZHXo zo!_A~_U)htRL=Kp4w0*Qsg+O#hkq7crVZgw+j6EEAi|z-mJr~i`P8A7`AcC7%x957 zokBt0EQb|xwh^v&E^A1S+VtNpQW4{cR;|LyL$Ap21P#bd%*9%;chddU{7%P-R4X%1>L!*_58&;6f(V+5{m^Rp4&AoVX;}Y4Dr+n@ z=rQf_5|N;&c~^w!oGw4?yAwasi4>z18r4_6=dJf^eUj^E3tB{TM^sa&JWpap7qP}a zEL={0gKwTT(ZbwKVjg5Y9`xvuP5BLrGuJ``1$JjZ4FdFQ4$GKM2$VH1TrSNMy~t!XD`G zt>kX+=5|l|@BRT}?Ub0G62H6L9&z}gW&pVkmW~?ZvEP(I72Jj*Fe$Tep3)RZ!>G}) z6EE_-C~WZHe=$-#>(a=}LCB&(lleFrv00*PVGA^ei2%~f%VgmXY*4iT=qJ13-Q?D^ zEA)3mINGoNe>l%oBHDez3tLF*$KJ_~CD}@DjaE==RMg+ChJ$qh5zV3 zSuDly%9}aL>8zf|qxDGgBTgyih^Pc)n2@s#Hv1H)RKe|~Kl87M2U~7f-Z)Fo-P!)@ zSgIczGbY-$R7M{fM*Ivo%8Jm*H(G>|NDqvp@r#!|Hy96QU3Pbq{o4_E*8NF~Ao34pXZcNM zGxrP4CM_wx#hAXJeT&&FA<8&_oi@6Ori&q~`;&bv{UmUs8DfxX(22U4cFj6Mk9U-z zwc&r^89xjR?L!QTN(9YjQcJw3&5vddb(~X%;uClt_x9n3SAxiU&E!-%mfYOqO0#9s zs%#g9knTud3I=a252&L)d6pyLJo{@v*|1J|akwyqtA4ze89_d$MVac#_KA)ZM?#cX z-uz2#$!ioD{WH}=qj_=@B}VeSy~oU)y`)8F+x;Ts_Lah$-Na|Hv5?BZ?@bvr9F~9E znZB+Ykh@Nnf zaJHwXVF6nmB#Fe|Ay8{PDKyx5qWNrAdF)u|#*Wfat5rw0KB0GmqzKu2CRI)%pMt+I zi9>DB#K%+CLU|UQPbG|dCjOU7?T>jcV9V@N0{pQ_n^Qvel<9OS1EFd2#jr&&o@FT$ zp%JX}`W#o|iB&?Hgk0D==+i7A3(52fhmjoOR~ z+VR{y9L5Mds=>$cAs?c7dGWlF2Vh8-U;%ryrd32zbJ_SPPH&L6qnk=|i6FmVm+o+# zJl{wFk|#M^iar>b$}XO7Tm4*xk}yD_5rzw9#Q<(r+t+D+JGia3?eSto^Jdr&hTGuI zn^tpt z(LI^Mj`XVjALf&d)t63FLVaCG?zI%)22)o{%CJaFw2xlpB@RCi5gmU z|C%|_|A-=!J_8Ep_d~YMW=zj#R(-JCuCsW8qNYUrTG(eQ3^SEiz+S_WvB(*4c$l|| zIW9Mux>%a$#g$jsX^+qEBc4OM?kX6ETm8%j{RsCh`6W%6#Lvzdj;%61)v23Sq-mSn=Kq5Mv8ahiKJ1 zGwvvI{*X65!2{%mk05@KW~~1f$*Jz&9d$$}&mQCiVF@@&8T!&=HC!x@N-(;g`m1v! zpmUyQgQ!76(+#u966Gx30TJK5yrE^TzfTW;IpmM=Utp#LG+Bov>EKLS{>&P3GA#BO#tSBv>f|f} zZ@*c)=!t~#d}xb;L*@-7EGp-lAiuYA#NiigWrPG4F>y#wTane!AKq#G{~z*YgNSj8 zzDv-nA240Q5*7WrN8QR2i?>eT#}Xxf4b7%WkPfJ2jXn7~l=f!zP}G_Hm}uw&or$D~ovhr#`~#|QE1s%$$x z#QL_~*Y+DHx9<|V%WO}9ao-PWO+j~5c@_%UoeG?74u54X61W>~(s>Qv2ka3C!BL08 zv_^>!O+IA<+caE-{0CJY`o30b@6Sid@9sa16aOXuKsA2KH*rT<*%GhN`8OTQ?Ut@- z{5342K@&UobOd9EY|UQJyj`uOW+Q^^%F3S4()K@oXTi#ei}##*>liTN!z{5K6O6+a z21h)8_VB2$pN(x(+}&TTKKfOS(OxdAHoR9@N!p{o5gv3`cp9wYa(m0D*&?|r@h{TiT<=mg{(b?Px`rVQ&HHQBs<`H_yHq5rzCi26< z78Tua?gD3W8@+=$cD_?28@JEAZP^-O=tGSN?Bq!D!q1LxQ)yz^t$L%({NI|Rvje+$ zP+oC)f`0R(NeDVweUNe1bCl%A7-#Pn{m38GRu(^@p0X~@+UI6`3cWr4wWO-a*2Dtx zqxg&J)r`h@Z=K#4BsQ;h_99Wm;?vCj?v()_#VY+?uSum6GPd13Uh&t@Z8)Ms|9kzv zL4If$$8z&n$3xeViVAz2z|{J=s&}m)i>ko$AX)twTOxBdH6*m__8n_|zSp|BJ9&%^#-^%69u85_N!Y5J@9Sc)C6Ng|8Te;$Brk>UVIhss zzOlqw^z_AY`14@9f>vM)QwHy^uypM=4~F#M?uZppzrr3m1M(zushdjqYcC8&*w{!%!nutj&B99sl6*H|NHp_L9RTA2Lt))uf1#l4G-?I3#nI zRd{~xJm=)*;LJ4Nsz)k2=sBXYVs&Xz;$)P^tROqAas3JXFnOD2N|P_Z<1E1G)S_Qc z%-Z6tGJDgVH`~SG*})(Ox9JTP4bsD6KCFH}47F~Uy@=b7gJzELM~9nFC6op5j4(lJ z*I83h6EJR!S(e*0+BN0?PWHOIQTIo9zR4B=5*ywpEt{Vx?_`h={w?qUouNNg4f|B5 z*pnEWxY3Pn6tfm8rkJ`SK?CbDRLo-;GUO30xa6LcQnkN(ay7~{qez-!<_NEbsnw7% zP%&T0`9ma%ub4dIN?wb#k(KA)uq&PY1u1Uu#XhO`QDXw0zuE@h0P8f`!@g1|_-MPv z@Ku*d$jPMG>Q>!hKX6nB_gY?+rG@m$6{rEUw>%e=w{Abe4>oHpD zctkOKBeQ?q)AI@O5*O|)-#AVLVp8C!h$==+^F=&)|5UfCQ0*7uSpGE}V5=;K?SR6u8f8WcJPvvAIUXX{DV@nNvc0v2V_rC)AZKMX$woHHbocF zbjI!ss*2AhH-^Fe*&d=M&dvU;(^SM&0YTmDuM$w(z=UGL;_nk%3pRf6%7R|{? z%j}Yp<5Jyr+?%GG9BRB(EDwsIv6SpH?LD6g7w&zx(fFV$JOT|T#BP@`Fhej_gb95BTJ+Y3}J213L1beD%Ax zob)rLb9g7t9!3Lao-U!k^T(WQ9^8#rj3p>b5m16=TWJM!7uBJk$TfkVW^H3=U)H+G zq0|YO#su8!w^x`7Dud=#d_G4K7^tcJDx4ulmSw9)@4&B4Eu~ITMaMvHyd?wha!?g!p)G{JX27~jOH%v^o~Fe7%79hi;rn-I`z{fVblY38zjj+AB$Tb zUf=-F0^o5-U#6=G$~r`tplSXSU?{6(gqtAKPZNN5{BJdKuN^QP4@HuXHSK25;@BCy zNFd%o&AYnAP$9KGrO2<%^}h?`7qfQb0l^BdvI3WK+sd^U4i7y?H^Sg9+>{Y8zYr<#(-#PXZCJz0~KXD~# zYx;qc$L7eulV8Dw9{0~Cl{D;Xjm%P4LKu~;LWHy7RijN|x=nKaUtVC@MB-J07zx%z zf`x&1$yP<3l{gEh8@~hy?CS-qry;9j9#yF}uN`SjvsT}Q9Zy)jE9$sZeZO46r|Dgz zFSq9D>ji7z7g=76UCm!yD$cs6$0&5LyuM68_K5Yc?C^shC9_cVC57&kPskOb$2&+Z=fEeOox$An8{Po}I-se<4+W8KtYEr$jg+ z65}m`dHga6jPq=&wl=9&N4NQ3_{@7w(*@3}jDzB1R&YP<@kI;`Ydpd4XTQkPyn`k{ zmCbQ|i~zfRFb6@&h?{R{X^YYVsItMw=Z}CYYe}l?*xSE1&`ZG;cL?gze%$-AINV>I6jE`494(4aB5EdQb38ZE^l>8g;LRj!WSpoErY4A+r4!&< z5Zr-UEOmy%=Bzs09+~BT6neFMOx;Q;h#i7G;~!3MaIe$o-9Pd(^jJ6GYy**9=V?bl za2C{Th^mQNOgud1iszvuWK>POFZv_KLp<~-nO!@i+#&vh{S-;&UKEdc8&_m83vp!n zQoI2s_iR#td+ z^ndb=ms~fFFS3|{P#4C(HKC_f@HX@A#sjOi(kf`RL`3k!bkzb#h=eo|5iInG*+yeg zC}+OJNBhC3Wmnd`vC;PY_DpS4j}-Vt?3oCfVn1_Vf=s7lSMcbr z$yOz8M+?^Z`XBUHe%sFQGhW;pO5$kYd7TgPW1cNsl@x-|VKVDnvZqGd*QySEQJd5e z*W25!yxwc4Li`@1duenZbeF!Mi+ z7$k(jfoI`0MRpJb;;lqk)g^Xu#oYGb(-JEj$g-#|VtI7WqGiHf$<}x)88WgP@(c*_ zI`(gZMl&=Bk~g#b8oI-rrGUJ%PADM2R93>pIJW&$W~0jO7qCNxT}i|NZHXaC++ryh z1OdQ4k)Mnz_T=m%Kr)tg1CMwM^P%?IWj31#E5TthiF%&I(zUdjO@^|W>__`uP?vFm z)9H(f=Q>9DHE91!7gFN+<$BTsL_B*bAS5)=l#=Hn_I#JD_` zSvoy%mbbo%ubB}1IId1FaxXTR0{H&5??K z2nbsl3`T|ttOTX`JN>JHg>IwjkxVx-r4x+{qkq!83VvWuc zwV^j(q~XbIcnBFS_3e%P`S(sME6iS#cCrJ;I_<9q_(B21H<$fDKv*bSWdypS4kc)9 z{8~6-doM1=2;>U&Mc z8UD`Askx|l>1?NI<@WxDhU$sT}$z{5>-%odBE#w~m^^2f+ z80efBws|&kq62Pht+e@o!M&FI$}sp5+>K|`t2Q(wEunRo8bz@cBkz~e90}3~LtP^T zq?#1g4{ybEk&bojjSxX1U8GRi_)8+ap|Hk!Jw%UADmB96yK2ABX30&<4lR#{5P0Yr z=ssNKH`9o^B_bKtzQ~l^4wqB5tWN*_4UZ2#Qwb4~$pHSIBm;Kt#LOYSBA6w+PZa-(^lmO2h1h zg!`D{5Uoteid`*CJ{~*YMMSJG!%xku>FHr_beIKuEP^Ii!9`A^h{v#6i3(WbE!)Lt z3KBM-rSB(cDW;&GJ8cAFZ~vKpVE9UEuk^a~S96achtva!(3#739q(jyWyv~nEH0&C zxAESsHg%-ieJ6VeQ`lHg5gi_EmO>jRYNOA=&Q3dTDvsOiJ>LW&hZTZ%PTcTp(h14) zN8axNGPTvk$2<#o{$cfA>Fa6V1glWsV-X;=#^Dx7mtO^Jg#U=pfN7VL@JB@8vTm^z zv%hSE?iANYPZalf_RIV|^a@$mk;1!^@pDAeJXYbJa_MyMrUzACG>Q2G?d#rBU0PYZ z;qzQT=arNI^w7e<8T{mOV!-3Mq!G{?OyplVs0-s<5)cly*+2uqiT03SvKO5b$}HqA z0(JH^L!C5{r8vm!%~tS#o4&^(R?z@?|DOpHZ+Zv23aqooB0>S`;{2#JZrMV3&Il*~ z5mBqq-jNJs8B;(L<)tg=sqO%tN4p8w!v;e}os@umXo)t$P%^+jUA7T|TK%K{DHP8| ze&;XAHP<4#eJu)SdLuS5Lyhkphn5N7g5sDc)%5mf+vg(R##RHoUo?Ltdf5QyAyc?h z2AxP#O4kGDU|wPuh$v;Cbs(aAtcu=fh6N?I1CW^q6k3q!Jzz7H0jc`!G4Gw)^RD=k z?ju2+fLebnc|M+2?6Dnf))Xb?g9K?HE)+-Y&-K+|awJ1+B`Hs7+xEbj{0Df^bhKAM zSMjEeL@PzdTiX`$SWaAq!-;}46}Sf)!w@~9CWF*ekg#pVX1-{RMw(-Q3c{`}lg|gq z##s-pA*gO`p=q>kui!j=uvnSN9})&%@GrOJ2BCv=ES(|z!2Bk;4B229<)DiNz~L2! z|Ct6$q@xlWD}=kqO=(Rv?PCw>LO3tTi(mNZ=jZgLgFCnnl`eVA<&6pUH2BD>c7#Hj zH==>O8X0gcQHD?5m%_f_FP;S1t$;zmmgl;#R)vSs-a^U8V()!GIH{w>i^o5POX_>H zUlc1EnmcGKRO%hlxO8r+N|twOuO6^t-AklZ2rCos4J@)RBU|g`l;#C^B%qO-R`*kT z2Qoj7Ql+#DH&hNGWps+lpi$b_(S>_RG7Urz6wES}OE9U=g_J0L{#Z^?M&AyiX$%C)sburjqR9W zR=CHsX?=9K%Am?Cj0}c6CXos{{q%9PXwtN`cNElRVz=~J5%eX;?g)eWSu6+Je6pJo zG7%2RRNUT16JOw29Zp_|`QA{N#@nwFdu z_ZFSJh{H_w-~s7%u})Ww$>lHwOK0K`b8=jxDJa<%Y2XlZ;}f|$8A&fHaB zi@4Pon@GI4BQI~cDTvLVrjubYQqdFbxaPT0$Z>1jVWjd)H{6E8POH2 z1e5S1`9YEA5vvq(?bV{t4zKrkGYZ|PrRRb^S4Kf?#symxs%f+6VNZB#7|;aD4t>~~ z`W=pc^CU^HSIR-)%%pC*^jXyxh?296PXRSCSOiN#?E#tIFgwF-?LqN2sill1kjayF;mUlcZ7Vsy2lQ^3aPqPA7wV{(N_ErFRcod9X%tKl zFlR-|DxL5uTD{+jX25%85DJXNC*zX&9gpO(mbMehwOD9 z?~{>EPoO7^7{d!1Oe=XkrjI|{rs-DbH6SGG_+TpB!gQpR!YU(Sug6n%wGcvp-4vvT zpl&|XMM7(=tyj7W`e2}Er%UBlJVBTMOqK+WBRl7cHK0qitqD1dxSXtgY(}YRgx072YsWX}Ns3 z9b%cd9U8WFxkm@i&v$IIlX8FCv;m9 z`A6{daBo3h2Dq!O%g7hYB?LH=&#$*U+Fq`niPA`zTPd_+(=4u9dNJZSWov84;8jc8 zdwKUS+b4A4$cLgcrHTp}E3jhMx#~UcL^Uv4bK-c^I9andtj z9LkYJ;#1jp5}@ZTMBGyBvv|1JqJQ96cPJ(}TC}T0(OF11y~$S8wAmd(;U?w^KA}8% z)?T*asOfL;CGsC1vhL*cJkl%Sg$97%bZfW{-&iX2_^@f2Oe9w{sN04A2r1y2@vec&zL#ehVaK5TEhP zk&JbPlgco#Q0hq+{vK%u!U9YsRorzu)cutCcU&K z%0{}X(c7;QnPzZ=NoO58hOhH=K?cQnUa0amee%PyS+p8%=LI9-(Qp2X-Cuy$clASR z%(Hbj&d#HjDyX!eOW&380TnSqvRU<1Qq1eSx||w_NSmuNn8A0Rj6CkrY+8xH*nTVw zUm}N4U~=S>F=!#=yEM`4;V$$YejIt`KPV{X+?{{dQ6seR(z`sE4QHK&+UWiWX(H2^WlnIG zn)SJJ!`1raC{Jon%vH>cR<6b%tC)iJD^Lx5?6IUCuFe8!e6YxKMv-PFpU@e9OAtZ? z;k9`0OpzgK=352osTGQc9w#Jpd3gm4IqYqqgf?FgMkMqITXD{^Iq*}UwzGqjQ13+o z@SzsslyR|m?*yB$d9H6JQDyDnKn9fGhVZHTb)~2s-2l+B%&)R4r@YfAGx?UzC3eK~Xwsuh@jxyM%g-uDYN84|P> zZLd;(I(-}bpUHgKUgZ!IkJN;K+b1ZTHS~`OK$+5YN3b+rtHZ^E-(r2ML?{k`b8zPo z4FHkb8lXnFj>gT5ivQ_$r-@dNLJ)xz$7arSMGjSFS<%`YxNFLsW{#SleXDPpzl@yd z2>W=Q-DmoqP&Zn-Ty^)($k(A-RqGasjKcKqy)68Ga8YEE^m4(+8rsXv<#$CckPZ-9 z>FvMPBMG;CT7@T{G0dSNgX7?9A8n6$t$sN<0a11Itd^TQP6mF70p7+w9dDQ#n%JSRu}HS5KMoa#y3_hwXkc3O>3&_>eweO|}$mH`fc{hY;2mH!V9{0BsLc(0?V< z`#M|CKz@+!=WL&B+FhyOc#&J?0~cM?e_^x?a^aa^o9Er?Z;iGsKc?MT7=7$y4suh3 z>@Bv_vmKwP1=-KF+vKozO--%adR$(S4`--S@;WwRKT>D{lVea`+fL}Af{Z%Yzcq=; z=Qt%_pNnS~d31*SUx@&L6`OTouFtPkLm&xql7v>Sy>SnzD$LailHc)PA4(wPB;GGy zp0_kvui#|)%4hc1?!n*?JPKBa1Z3k(UKCt1k(S)A9Gg(FKKX$E?o`$^eqztUA zKif%i)^my_K~h-E<&cAqp1wYtSop}qa%wr8y#+QP{>HEi1r_44Co<(U$deIqQ?IQV z1kT6?hF8Y7=m5(2F0}l)slsM32kANocywg2MtRfNdjxkZV(SeLwq%VHg}elD*khTG zxItRmuK>DKrl9D^Ao)oSJF{^X%mbJZw=v?znbs&G;; zjCZ!Jr;FZ8QH7p%pf;ApE_LhnmN_T?TwjQqcFud|sgR9(ht}WxA_UE&{Q^klox&E1 zD%r&>-EV!0sHJ6{B0XqKd@7WQEr=-^wq+bDm(@?8Df&|7gL@&JbZ0x(Rtb{$R^0Uj!D3)7oSn|Be$GvnJ18yMBZJn$5mED$NhXxG)42v-2&i&&H4x5pd}wM;Z3Enk_|oM*;*<4w}OQOWCfa50$J>Il`$gL}Cdso!{ zw&+D$xgR$-ZEaL?9A!dmX0jTGRC$JwO9fv;W2WB>@I{q_esKqk!S_M_6C73}pZSk3 zIN}1In)6%|)r)&n>`gF!&POGNOPWq^5qkUL2-3}EnQEU8)AdthPkJv<;Swh9({~sm%Ptmut zBlNZ(t(O|GSdxe!)FSWMWZ5#B*U)Hd}1aX{k+3q7p6RpK&!#4EQokWu(==u9Qdl3QP8 zXj8{&1(hDCSbk;6lgVUf0WeGYl381jJ!I`h+^8ryjER+qfFN*Hg_X0I-;I4J8L~GC zMKwIL8ioAP&mhl760HB*Fx$Bh?As+aj&?|}ggBplDnXjCi8II-XCJrZfNgUgIGOgl zSWb~8GG3A`oi)Anhzhl;9PJx-ZpYp9*l}-sZc?bRpY=evfuCi*NgtneJ8Af*`r4-S z(Ug+{;iMoVdVsOf3$IzB_T-GfKWZWTy4^3r0vjqQ(TE*I5NoKDN1kPcWipIY-(TOh zd^7^B#Hj~8-MEE39g``TpM7Hamaa`RBw0&?JiB$eYkHf^^m`nOge=bDtrjR!y7w_Dz*-T zP(vmye9dUtbXrAV?3nGqFUgd|CbvL(eZl>-qVLzm)X^`z=d+o z&mxiJ_0NM=lsAx)bg8{%>(fit>E)k~KzGiL!FWDz;_QPh%%gLllH_RP#AS}bA(HmZ z7S@$?Haf8m0qcZFk0o)s=*3GDtDQc?tSkzJ5T9tCVBV#ChQicW|&F1J#dZynX#xO_-~+G56A~h3Bo=4Er2m~&#)O_rx+)tc4orIG-QR~FxMIU0MK-n z)Nm*g7HWhHpL+5|lWZhn+p)3yokgt_P{dg*OxU1zi?!CP!3av2c`v?d_nkdr<}YWH zSG(b&=dHw7(mk+l+fxPz%;S1}@pp;$qowyo2l#PL*zu{Ja1#Ms$fP`8W>28?XK zvGC2+E0M<$LWz)d!Sk8YR8w2^enz5I+l%$oY9eN$Am4Z?k!5h%K}g_w<=V-q)OQ5M z!4coM$rYm=7xAxb1T?cO7>!RvN}RZ^=);1DOmq6?JHH?;CI<;n$YG;2%EJ?qSt+Hh zHdHRIGm+6)ciA$3O5((cBFkV8ICx~d?~qURt{;|vhX^+=u9%oW!{HYXZ0HN<2~}Js znP6oj=-zsQ_Hz@2`EZxRwFn8q0okcTB--L;;Am}i$mnooz?H6y|$feu4?xgJxX=Wb>2aL-+DCqctK8zK^_miH>%fCZg z8JYk&_vye=DwyDi2z!?Z6xC4&v|{^29LK~sdYA3W*G{eZ7@yYurLo9s^CyvI@LPNl zP3}ln@YhXiEI2mN0%D@P)tfSVizWE|xeLCf zZXcE05zal5bDW$yR#vIbxLBD>`N*(*>7y|CW(p=Ja6bE~lu$bux)Fu;o-NkiIEDBz z&O|9HRG+xnZZon7!Q@a*$E#)U%jpJ@5+&*fpuqg@J3xNAb0)V4XYzGFSw~e?hko+g zkOvfr-iO$gTf@8%nEC>#pRY#mh8df=ItAz*o3t1vs=dorroM(tY_fP|gEmc!9Ax+z z*J~RK1GxJSp^i#ev#A4Murk5Yu)1dmkSxLTl&Wd1bpw!3g5E1$sc05AF{G9|J{l<> zaKd{_XqjPSx}$Cxkz(C4TLRA{;mjtf6Oy6YeT(H7wjLQi@f0&nX5-G|^E8E0-%Gi$WUv0UqX&syI-MuvsrUz_Gff3v!K}te6 z4|(xCtO!cjWrR#c15adEHx%h6%2r=_VYC8_5rc)?dCJ2E(D7B1+Ax zlioRmWQ@?Hj#A@X0kBWY$8gHwXJ|oSYmJyR1emjSQX$azmzHxN)%Zr~4SsJhRm7|P zDe8OZZ2Db`)9G6tppm9)G@EslFhG}|+#|CnXn=-px~fAhPC+8e=Vv@hoH|L|Kq;7q zWCih&=;|2(L&;-YcmcxUUeiyTmEH19nc!Q@U9uK%QwZ`+T9s-p0H(uL35qhv6Rl~H zU8Um=$aYP(56WqPPsE;{$umZxnYM*v;XC1k(?^B@26j;AT>pkA6*`tb7~V z-Thj29oZv9d8uj@Y#0gY;MGtx0t(cyfEfU5KGiw$!hG{e%4UJe?fPDdf%;%2Lirln zyOZd0&z2V8*Mc-HsfwgDfw<-@eXyHU1<*})Vn^RTBumx|hH&f6-9k{6>`n0E!K=#c zdvl-4ZMshDeF+onEvqUDE|Tk-W5uZx!g(jP5K7k(XjJBoP$CUFI0-S)B;JY~*0n1o zy?!mLFZ^ntFo9s%-%j~J?gDtxWMs$vrunm;?wHX}P$KeY&cn{FTftmQ24 zQ$VR*Smm6}NMO?k8{2Eb8E8tBVFR_zhCoM+JC2CONWWIjz!;c=BosoRwY=Z~1ya3M z3OXIJ_9sm8SuQDLyVlke>-SK4bHqQ~SYmR1vfQU;`Cw}{RaeDXXhIMd7jq4!&PInJanlb@fOb(_HlFR2kJXYM zFo%ZT7@KM=fd6_u>ScZKQW<{t1-Jo| z-_kR-d5$A$qcAn1rRU0qQPI#9>+R#m|D;xH$2*qwckRz&{3F#?9 zgJ<4^2*64rpFM%l3swO%rf%_X$Q}ROEvxAk(G$RJ zi&r4`ucuz*&S!;%58QLQrhfT{yXZr~0oD9&-}7!aiTANzFc8lvqE4H{vO)e^C=v#v zTER=Uxc9i&R++7EDJ>FSQinYjWG*KD%I9XrMY&NXeqDxcMBtwTNvkUi26=^gPtPi_Nvk#LBx zL#cN_@bC7vy*dc36nS-I~|9w^OaMfE=Iz1XIgWzQRLGd&B_Yq77hq ze#e0Kg7|nccEMFZS%nA+occZ{=m&fvf&z0J3yPZtLZwEen%K{R6vn->gq@F^CYVcR zC}<+5vH%mi0-D%le{^<@W)lCJk@}{D`RTHCdUN@GJ?F2B~BygsnfRS)TdBj z;8IfLb|?kF)RIF6<3x>)=qCTZ90bBC+stqF`j zf$o;wex@_sYF=bkw!n6BmX0RW${Sx#l3J-Vossx`*&}6AtJ8gC#_H@`uD95R%M zo6kp(Y-Lt9Q9Lw(Jk(iF9TKA>hvnO^ru@7p4dNO9EO8x)19&SD$@5N9PkHMPU=dwr zyXglR{S$F;w^q0lMCPUhw4=hRBSnM-i+`?$z%aOO6i2cWEbxK6nA7@D(KLm;73Z(r zMlx{$9{C{EEA2FH;U_;u(ecNDJ8nD_>UKcZG$I1)WfCD|7id3o74|2_lWAYv~;?r!oF55IIRTX{$wAG&!@3Z>GyiqF?g*(|Zjx z@A}uS1rc1?i{15NiOU`$LfkW}BFJ6#o=dbW{W>|oiG0`O4%;az{?;(K8qRt+`BXk$ zEFa30xa@wIc$%$~BjFWZ$fF>1ZG@8Il&TW)!#(z*+N8S*7E4Eu@GNL|ThneLzWpwt z+fJs3I(Ha}kp<6IlLj}O)(GPL2{RzKGhifyx{fUiAU6nq(QB+Z&>lDDJcJMICQxwmhy^<% z$(;i)fGOyuP7g5CBGpaDQeQ?o(GG$3;exg)BA=d2@+HEQrR$@SN7g5y$220PFwlq? zJ-kqYo`VfUv)5>{>Yk>HM8;(}J|7MQ_rVB`&7?TiInY7I4dtk2^mLhTg{cznM(E3S z*h!$iid~%DYnUsuzZ3zW?>bZiC5P{N^@uShzZdc&NG}eC>-ZxPL+t~obG-vb1SCxy=x85MYK>q0yHfEh5dw@_EM-BJjC0Yg2@n*uCO|DwuWPV=&tGq~8j&_zxVKZmUAF;xwJRg>gjWHDXQq>5JgbnS_KWvX z&|P@`FIvwPbFMNmfOq7%E^T6r6o`L$L7>fjNLAxG;Wb2SQf8161Zjg7z~Fq+$4w9| z0N3j{xxOO%=<;}I53lDc&oLIV7tENzo~wzT4zzfx$%sgrDdRA-)qZ=?(Q!1AJJCKjqS# z-PlHpTCi8bd_3Lbwj%9rupSA~#hZfpM-i+UK@$aVb{IcpM&>i}#PO6_A+;$a+=p8b z-ocVTcn8LjCg9MF#0`&$XJC$kD6Mg?mXaWd2L-C@71~h&1^!KOJZ;`b9oq(V{9iLJ z>?Q%)jo1`{G!=oL6gP?3Tq3GWzMDohok!GD7s2--~KRY`!ir-;*8 z)_u?|N66;55_9OO<#5@=&vIFNE^0rd?50p@#&IPW%lu#Ek9WTH4ez%K5MJVw;pQ{& zECBxVdUF_phf#IYBFEC1LeT0eVgv_~FD=E>r^DrML5X?)rYKnHlReFmLCIastM*iR z2em%Z^=)m4PiyP&ioKi=wGnR5J{-a-saNPwO>P!zR5_|m>$+s>55dE5Zeyu?FIZR; zf4t)2+P(l34kF)Y(k@HSy1>hnFLAly?J!lA7IK5+2by$Em6rwGhg1a$>UHS$hb?70 z!5ob9bFEZeFf%D1QLVTfp1Qa-Ltcly28XeJ(N z*}banAjG%!z!9>++a&G3!Uj)8=)&Czlh*70fAZTB~@%}K`z zPAhN8d;+J}_#SzEuQe!%hi>nlsNoE5cuG?40;T!fK5hTatrhsCq;W(saaQdo>6gmK z!L75LAs-4NN89ckt9aU)A(Z#{NqnE9+V_vAAD!e-w*6svt>1e0?RT$yRPcV2x%JYI zv1Z!}8yj`{&NypP*Rf^7x?t}K7e$CLg1wLVp=O1~qG5}mDV`?Lw03=nWH;z}bwBKO z-u{d{2e$!d70!Gi>!v($dViVo?W@*{+&!eL>nSVEJ}1aXt2kSKxh_$#;s>p;aarcu z!pyN;t0x(b<}Jw#S^&;->ZR7_j#o9f!KQ+&c+SW{md%xB@P0;?~r*86pS0Oac`0j=1Pa&E#OQ!{8p zS>i;Ui4~*6w2=9Pk^8HNfxSrJy6J}_!+g~@wzfcHic`RL5ct~udBZd1%gd-S?(_@V7;W*^s%y#rUUR$}SH z`%#W3OJP>(Xu;Zi_rjL#Lm!{J^?ck{bffxU?!xw`2iu<>(%pmM6aSJ&PexW}r*ZFS zE-ED>O`JF1nSeJZOb+HRRP@I+twCz<;Ro&uw*N7*zz41Mzv|Puqm0KTv0HqO zE*_Wk65Sfr{hVaKVSp~xiXU)}{DwQWT`#wxaCd*WnF5m4qoQ`&o;uD~60A*7^OIdj zxRV=1ezPJuUzRBCTDb7^YiUv@@fY@tr>&Wj?=9t^+xf4V1pgPz=3%APxe5Bl^G+^M zrR}6KVH+Zh;-I|U9f{ipOXW#$6!%;yqyA`_1axiG2HTl39Gqnz|4=(RW4-BcRWkeF zeIiy$wje*HVR0D=2EiYITZL}!AJMFOhEv;NJ#3|>NN#)p%@|F@D&5*@pPl}hr%T?P zKy4wmK;(_?^z+SK7Z5cjXp;5d6IMqGn(S%IWOoR}Ef^5@d;mP0hI$%}d9*M6=4aMQ zXEo$MX(${=TMvuN(9TX>X3$TiVqje-55nJi;ZbH9CRc{S0#m6OZmNgfy*!%WEXRgP zs*YD=EOnqNzT)JStdEYYk8ZsoWl~t|+3cFNK6GPaCW`IgP9A#8cs`jbFs6yLw)#ViJO8G@TuEvY-gYXEbbAGhY80UiwfOuM$=d3Rm1G*=Ji8i=qJg>nZ&pq z2^$PK@0fA&p>d~A(gjQPIQwoQ`|jhN^q>1{RYCOXTol80TKMOuEjqMqI=7U;58_r& zjIo9i6d(YCxR2GxBH;QL&pcZk;C)7F#a@^;+}X`0n5OKU27$S{?pspz z=`pnaF3WK_f0aw`5=v04p+qfw2=L2VY+Zr#_;b+VG2HcTDT%_#7er!k~BRxZMfkF zdFj|K!(q9U;@r;#=kCToAz9r6+c@4)F4d`}RJp~vpbj@fo@TV=}1(|bg~=%f|5 zGICWaj0PF_aA#3>jNx0xR>T7y5RCeNTM|rs2|Fx!`*UK$k@A($Cti&L@%57SuV0Ap zY!Z*Gxys{&2usJ>!*IAIRj}vduU{pB>;Zknm~ zTF%f13l{-_!Rj5{raFnUbR(K5joa*ofSOv(uodo6aK@dq4Slec!f&=OGl5w?JC7;7 z<%YVo@(#XmVn2lKb)_fra=WMlELvCJJf)z`LxMI-+x3_hA$vKA$m|NYAGrlt!P`*Q z3Bq=-Xo!Gkzi_;8+wE0#=Q?S-mz}fuQXSXThP0)zKgiE*ESYq4#sDaXd^2{8O+?s3 zlm^pH2h>v)93F8G>%&R|Vxn|R&y z==8;w)KOaaXYQ)$R4Ev)nUuFqXe(UeT`fGces@3>Zjb7DU=~KVna?4N@OBm4+EqqH z!U3!IXGk-?erxb4+9AD6SH1dgWLer{1x^Av4| z>*wtsM}e2&xevYdSV6xA5)Gm}V9EEtiX>y9<{{Oi)NPCQI1$?OpAg7|mfSdghp>r@ zSCDzD#TKC&RItq!Viymr)vQVj8GmN+zerm51U9gOhII_hRe3x@U4txY^0w}ybZFz@ zi(^kaCIvRb1Jy0HyA1bo$;Cp_-5oo}T~ zALeMcszpR zDX_=S^N<*A?dS9u7f&ZOZNBNZ!`v96DAZ2>0Ri2z7v$UBrbTUpYpop+LMXoKG4`~u zP5v8~-Xe&{&ImRQ4hhztDbIg{Jyrk@7}k~DBUt)GIjAAv)!9Q&rRURe$R@z5UP4X# zVC{n572b!mJH^4+MnQf+7d6;&9zV}xHR4(LmsI0{Fx7EYHOpRQy1Z*j;BguEL%_TN zMt_l7NK+W>f=HlKD*LaD;oGR6rmT+=njht#(Krr>N!A;+q5ayq+q&20+NnWX zO-kix$*Unc!A6i#XK~+i=hkXrn4kKp0Kn(f$--9?q)o)BwQr9R zPM@$_cIAXJ#pEu6zfo<72MireVYwvJ3_$MpqipUA$m+I8+)ntloF@%}ytI*5I*8)s z!``})U&CLRF|jZ0Ye3|`|7FyOF492z=-&{x*u1#q((uP6SLUsgfw?R1IZI^t0mI_6 zGkp0U*?y2kyH~N&sw84C$eqK60l1~Kt4xUs*-`xpaDAp+SrpWzd zH;CI^0!n@5lTff-t&SEtf~&>(!FZN~`-iSZ2J-!{sVi<|7|J{?O8cb?9VSm<7n|^r z6idxJ37tg&`y}{g|LdrQP-dF(@`}3O%I`!MhUz_1o34CY^o!myq9DGs&>-X0qfhtQS8IO|p8$ z+XGBj7(_%ymZnFh2WNGaf~-C4=?a@WnM<%*v(2D>?3s8|Iq7~zr*GwbYI8i2O3(kh zZp2@_!>(b*r91>%^k~zHOxpKvY{7n>oXromKW{w^vjxiB6mMqK$Dgfq-z)j&Du+(AYOEAHjZr{ojsUH2j1UgZ%;SjL67S*Lqh1Wf*$a#HMiz8_l9r% zBHr|&d6@0H&MgDJ5`25s){x@|_1sw+_pHxl5=lO=+V<8O^d$tjxE~K*D0V$TXor*( z-}6W<(5AQEw4Lldc#fUOOx>=Zd7`ts#)=4V&X;>U4N??41gB_;%2X00C{APk;MPBZ ztr?W$U@=1c5;$P0g zx2tS`O2WpE+UH@X<+)^>J0ZGf?fJ6IiJ&T8r%&bRArcO(#7K}9mH6CkD(qwm3cL67C$%K3F3Boie!eS?XRHH4~Yz`6gM9HpPM`K}+5E>%Mk5nU%=K0f7Q~n|cDq+muObGb*lC2hk3w>l;jcx}HwaDuN<) zO%`k_`yDR)-e<5MLLg6xl37ldcaJ-`v9qt2bZ~C^vFQv9qp3Zto{F`UFWgG6*5lTY zvk8DCE8^r=f*Q-jE7PdM8gWfi*90KRRTs}!a7SpA{-wC_30-Uf;=(b9w2r?O)rO7d z{Qo2`2a!&io`{;4^3kr&?}i-KvMyq*NM~n#?gIhV=MB{Aq;l&-r%KKO56u(t`k$Zb8k_VfI*t=k4G(Xk#Y9P2qz_qE(l z{?_B@>sz|Qe;lsxn~ugYRpeeKTjKsSH>_NbFbXSh_8h$R8Z<1q3Ix-yj<~C?vt0Ws zck`llOOcb*x$u;&@67Dq(-rbt*vxLxguaYeDZW!pZg7Jw9-}3J2a4H!b2bd^9anM= zUyYH_Aa?fHGMun+Wx+&mXj3X)e{i4L(Xpox1{1_C_>JtnJe3X7gzg}pog8Z-s&-C% zn8;UGwlOcNHkKRiF!%Qh-rX_}uo@DR#PQ z*Q(|}6UZLRZvkAjj?{ME3oITcKn(%TDQ}uPGYWem_(mgmu^FAczyrwx544c)O`Q{- zMAE-kY{1AH+3a|;cQ}+Q47{n0*Z-sK$^&ZJzCS4%3`v8zD@t?mD2ckJGNnN&8j(3l z(mWlrOd*9*AtW@S(sVsi^i+uIrNL0CNF$6IVn8j?c^kFbdj zMQ@7YIn~{3N3jq>{2!!1l=7gv>9r{Gqo3 z{4f70Q*cNxD^x5gp`yTWzPA{63`=|VnL3JtLQLB)9w~Ou<0+={yCQ0@hMF6YXKc3k zGM(Qob{=(@=EBsZ{gn>niD&*7CAVUyj`^4Q;3TW=>7(~C14)8ZwO!Zk6D_Ou`V@5(xaVD!~<7|0VW%E=P! z9GC7QYXMDEr*7B15`ck)fTiJ9Q8WIedPLAUZw6;56B;N!4uK~qM(N8c`R``SK-AS2|CdL@cf|&0x01xLw+E`y z@KIxO3i#Q#b!<~1-U^^{E;V{LZW$M4z@S1~*KjBDuA*k_dB(&T&YKDi1PDNj>YXeO z-=xk6!l(xa@h$RNE7r?A{{=4>!D?EfdFp}wnZK0rNs%0Vx3lID72h#mo>VPKHbSys zR1)501f_)gqFqPu4qwcv01L*aVUt(Sg=Uwso6#4F;@Mb}W7;2Yq~81guOB~>tNg|W zkSdzqFOb4Mi~V#~G;jPStqpnJPeKP$cMl*Hc_L$=V9p??lm_yohysMYHK?h8OvAmE zyL(-&kGb6y%oO34obt{u#0|@TeM<`H3iJs$5cb#fBbL-I1FsdDkjV%sKC5Ttwx2vX zhOk7MclXAcTFj9rQyP|?`!k!~_%${qr$%P7_@o5?(Pj{UVxgw!nNA~cQ= zwb?0-?RfujTL74od1|QAI&~U5{}luB*Ts$DqVu7Y2ZTQ)b8C^Qq8w1*J$t8+r}I?> zOhr1RJWraNFOvtLF{)9)P?@^u6FZ+EjJj*or6+ayDOM#L_+REcbA&i0YCyGk6V+O! zNo*uw#sxFBPBDDglNK=w6EGn9Ri#4LxHDriu5mQPQQtA^(-saJ0_H;qx~w@NNa~0% zMJo;F;6`_0(((T$plWw@7A~z4r}VjbzfR&5-H&zuxX00XY1Bcv_3+C=4Bpx4g{R*+ zr-xGpu4O=$jb}$XS&GV(x?v#CX9=>0+A%5#4-@{Y4qH%GkqKT%B`;)+ zwuk(uVO@<^GbnnAf`P`!$jXQj+p#?h%0Vh;GHF~PC(X!?M z8CjS4+?a1X=0A{;>`A6$%QlO!Dbh=)P+s=RFKWn6dZwL^HNVpdyq*=qzdDHms5!88e1~Yt5_wY7gj)H=Rs4{gE0ggU`>N0fA^Il-`FUQed4DXhY zm9+n-D{A+WJzgfSz*r(FhY}HP#g|AQfCJ_e>M)n!boX>GuA2*I?}*^+?XX+xyb>qq zoJA0cP`y4+$gKHKs#iaGs9sH#O3a^fO@i~GjXjVKn}|GCo#_<|i>@)Zhh@IRoflC{ zlyG0#l+Ss?D|`z!)%?aeOevC&&QTKb>3a)ZHr?(t$WR7gjjdiyfxoz@16 zQSB;NoOBh-!b3drb8`CEZZWf&&*US6ETC9o%T*|EW#E5r@*e`HFfkE7_f>q_D_WTK zmq1gqTkOvUIe(*z#dvYJ)y12asOmG2#{iRMtt^5KootS**vqUBfE zx%`7I{K8ioMrD6rV_v2ms1!(RecEv6e`8s4x9NbUs9yN0+XtHP9+m9VXxz%JR#%0+ zXht4S@vxD_Pe;;>B0HG1Ijv!ixo7uDi2n{5?5BqRg&V3Gm+UC2Vqie-Bb=8~$Z5eB zrJ;e$lo;+lg76j?juY$B3?Q9Q(Pc!DhhhxJXUp#6^c$2H#+;`BT+kUruFkI(^Oq8}MipH^7T!lU?&b`l_pvdbnHGCt8@;oWeTN%Ub9aZG z$03+42-v4WQe!#bF;x%$6>=g&STMumc#aSICeBme^4sR6Lf6jKZSbm{f4{=JhcV|2 zgbDX~KMG`M872HXXxw;Q_^kAgzC)eJHxY$x#3s}3{zcJ+eP6jEJ1k>ZB8(?n7&di;x;IS%@?vRCB4zW}ulZ)=q zZpf+K;QRoXl#d!V32z(XXrrhO!+d$DlKg)YB6kzz-#4~BZ?)Jh$lXN3US0SAs6l5{ zb=4+J3l81xNcbjz9jB z6Q+$iyepsPj~Lh3h)407;y>=vG8||e=JD2QYu>M>ORXF65TX6XUb|)kFL{-dRln z!Jgk8OKx5-#@uGJ%O(+dHTItSH#>xGP>~Q`{`Xelp>4xw(#NVkE@z~~g|oZx2?^)9 z`!YCpCbsk29(ju8i;p zj1UUZ?Zt_(GjzQ>tNS4Ee@6}^hnfXKVw!j7e0L@%@UX~X-)8)#UD9y6k;j8ey3aV( zV)v69<`F-J#JJGMxeRR3NnA;(e)SKw!`U>%>CM!9h#$5J-yJ>2T=d`1`P(HuT=M?T zzAGcx^0I2riXBsj1dMr~AGgeB-ty-*o8L$}%nm5MeqWnaKYV8E#5Ih&r}v)wctAd3 zYHfTdjqobSN(jHV%IoHxvgYf<1ygUcd!S`9{5yDHivu*7~ZY7>-art5DyfsE8a$qTH>*-bwVBGFg9o-7}yll>28}< zWW#%a!{wM!A0FQPaxZWV_I$NU71B{+x&fT{1zqx(o)i4Eqr(s9Y-P9?NF0z^)MzQ^S)$;sit8uW&v9OOeMbOkGF?d zS`|)rS@Iv0uuPi^Jk_tf&8H^DQ3P&tjAw|oR@S$UgV`CacOLB=Mr-o%-!!cVY8t+2 z293$U{Z`3#pAMzroh@@uJ*dBTU?#1fVRpk;(j(?f31zD(mp}i%4+Un73$Guh=x;g3 z7ePfuOvGokeAVcxDg=t;ugR%Xmu;|(u-V zVL~z0iV1fiTc4u5PF7gQMQfV>f)jVVUtj3RHmCjn-yw@=5)4s#wKwP0KDuK&!xwK) zY$)f=Ngqb@-~)MH3b$MtyCs{tk&?f_+~!__#FskzlO1b&Q6Z7-U2vfz=|7_4DZlNu zKR0Z9K%LZQhS%~GC*B7SyRh?CY}8Z*ZK{SC>?CwD8&BiB&E^WvyUn?#vwd^fddAY{ zjn{sixI$k_<74Oh6+txRo5>q5xoeYl?JA00{!8k`v}xp#(7mwuZ}Z?03wf!cwi(8A z*-CrOgZpE3rt`8rTuU5^Ig;gXxI5Qb&Ah1#z4SBjVJoaZkbl;0T$RZ7Uc?ol<>fwy zKuv?nVusTQGejOOwQYv-R@b+*E&z2Q|0Av7GCP~gyKV)#Eu;3jY86y#n=a2BUm(G( zLQjI7T`T??J8r~${LXYjM6liH&$IifZ4utBN~&I6lTNjU?QE#rb!);D>TpogDA(pK z78wy6XutYb#7689N^J`epELgrB`ORcDg|xJg>%xS1HD!*ryK5*$qmcg=8Msgy2wP9 z(IhgVJbY7qv1KStYwY-hQPu@%{~Yge&sYyqC#UiOCU(o<&s!)^px?dq2H$ zpX|gdyQ8S*#KQZ2H}G_A+Ay~cSLxWJn)x9@)?Ayq)1k<6sn2X0`GA^x-@ee{`X70M zb;zF`%XzZXCGqS)KiV+f&BYZJIn}Av&)$|p8gR+b31jd$3MeiJk2|`8+kS|=0qJMs zy((pUvo&APTi8sBP$mE8)E5YTn%Ow>s{23O9az( zL!PvnnO<%v0b!lzojq;a%`LJIaEy_cZdi6D{^U?}u}2IaPDoO0MzA0qZdK2Yw?9d9=f2E1UT?Wo zvo6uN-z0vv{^O$dALh0`n@y>94e55Sgm!+ecf>8s4(bKJpEy(Q16u{lyvFLzPF6C_ zzeKanW#ZWxi|)3_6a$~7n{VPb$>Aqf+~LVcy?YVADG*DC^%dpLBadiDl9^5A?weC- zace&DQMY(gP@(iui|l_z9(YYy>-+^m%va|6P!2SPlLmZFe+2tEo8HBw7wNLT%*z9& z@#90Q4Au}kXH;JqW>tZfXTXnA=-VswziMBVkYdcEaBu*@!w)`GXLhn2bIN?07WPXV zAtgBF)2Ay3&)iN7d{x~k@-Ah~eb0MNjw!b-o;I70y+WNO$7Ep_)%_G`5!vOIXBrwk zem#YjLR(Gd7*^`l>uT(ER4AZ$WPQPbdz%KufhvZ1>l{as!h_@LAcM&8$z07ASi>%& zrfmd7rN%saC)!B@ktbP@2e&ln9-EkCOm(|-Vc^Hf-eGLPZ=Vd?YuXLE+Zr!1~ zB5(y{)ZXeYitsT{_t)$7JEV=tMKvNN?;EmmPo<`@|(A~_j@ zgrL*9SFUSEC31@#MMyDP?eXGV_aaxRKBJJmA%Cm9YH9J2S2ar@Ge0l5nDPQ#UVcyO ziuSLwbH(Ydtbfb2AGP@J5`Aa?+llEO+q=ZJrc*4KKe z+_5C3?K@eL_9C{I5;WXqW!3K(ucAgr@LSe!>fe?h5uBjcFce8XFX^cgS0T&!T@U{l z{1A5qDx{I*tsOHwkSxQ?x}l0&>ia%Y<;!y6g>d`ME{^Wr`de~j0`qxU=dvG5JnG)O z?o=<7wDw3^vVQ<^hd<(U$-$k`GU_9m+Mc|tt8s}gFW*E>f4B>#e<1GhTa4fR=j*I{ zbGExtuyfWj64MBpv6BNi9|Gz}bERXYTp?Xsxp56vvWdJXw;UhI{+pPJ+}E?&a}U3d zZF@Lj1y@}--?|HhSX*Tk(_xhUC}$Wr6A@`0L823V0@ig+E$n(;1n+^AR{+6FI;Na| zJ*VKa!ikt`<;mVYVbop|UL1GT+z(HtIP5GqoV80KM>NHZCYdNc4w_>!;<67i;mAWM zv-XRS!u>yNTclZP~c4r*}R+$|}s*`T?o2f=G6iwU)B!>ENt`Up_T`3$C*+{n$&tv1xXD zJNAFJiMN#dbS2I_v3V9PtSA$PF_O35gj>uz!rmzT3c(}mKkXfh4^=Q22>wpY^^g&H zOSP%0$E!SdT^`4NqqLtQGWxyR-YSlV)=^sHup>mcrA@nY^`Tk3bacIMUND<@PksNs zzz9_SVtUsHPv@^+?i>s@MqF7-I61bNI0Nx9$3KJYL%M2ZNN}xRHNvcb^OV%G8sEyg zZP@m-C#wO8^CFf0#}vhth%c@uk?196I&e`WCg}YWZcKzdUA8{YWiJ(ci1+&CVr%o43B{yxiDaJ+b^68!@q$SUfe+Z7QOE zc8a$BiVvoW!>N??$Ap%{{kgk1gp0Mr%vjUaSgxJ^%!IA^7ZCY>ODnA-nO`aEh@Id%Rgt5gSXp+O-J--i5t~KxU2y8xx}MwAY+St zWmAW4b^NI2YRMhO=(ogtA>{H}*e)-t`h_lhVepGLUDaQ#t0rR|4$=iW;iD3Cwx2qK zkMOoR%wu&a@X&Q~Ha6TF`TDw`J4ccCs4&MtKJi+w1B3PXf6LuPUIj<*y;zY=_~#I| zmxtiJRSEoEV|xtv`QgpLj+)DjBh(}NHXOS2VT;I#($ZO0y-?(aIUH-Ra8plVzYR`a z39S9{bAhG!=&D#Luy%z#FUix93`U@wt|{9%5Q(i}E+)HKS%bP)=lA7pf#f}@A|mZf zVROc=`ZqFSY^96k0aFidcAuHt8r9s^SfgH@aqlr5pT(w4^K$z|lV;UE>}W5TKUkJ> z_CDAulk{`GCk5E8?pM;t&snY?gGT@iq=9l1_w$aVYQ0iMehxcAHRbN)=2({00MbB6 z&Kt=59&DdE5>gvC)n>`XMH!m8E6TzYR@|22JU0*7dh1iL^@BRi)z5XSCn`t%n$%;b z5l1c`Prfnkg}N#w`wK9E)Ta7k;(@*KR~hWLLb&clhK>_A&*tbN(ljx`}t>RV0tJ!=`J%AU;0e|EzUPNc5z^FS#XSYcO-|Dd%n{uImbZckqZj z+b4uy*lfOcCl#0Jsent9}Pq&J?s#-eFletTS8d7){hndN4A7nK*?f5w8;4d|Qh%5ZI zjq6p8pStqx$|#yT>XOQS{CWLEySwUNcYNvC?ZH_oK%F)3)keJC>UjF| z=Myhd-aXZo<)ISMkB!5@Lq(;>-u1>PVkAa4{dhKZxK%m9c2)+0D1X1gZ|qM-9Ab}v z>tXq#K_kiLhk-KkZIymzx7ohUqDM4KJlsZ;DDnCCyn0Izc=g;7r@pUBF9&H`yF`)M zfyqd)@0}p*#ZxtNm;U(h`oSWOdUpcvN|p2YQ9;|W8(4rD`&ZxqfqW<0RG(5$0ww0f`rPtk<>)7AOGf>22IVZ@uh{0 zTc~52yy+qwO;4X)&Gx}h*g^dDm_y`NYX+Qjq+%GnQ=M!L7>q=UF1BP5dS6rI9RvYF z<1P8s;8V2CWI3YQT4NjPU$~yLtfjsz7BiHqjhqiq8J+s>tYw9St=n{G@LK!^O_mT} zyjv;?VylXG{`k=HX3wwrv{U@;pEJ75mq>}xhF4_|a{9Oi$88p|*`bYm+Ls68EVv^~ zEz#iAKF80(+;R;?=tOmCjWTj9vX@AN`s8@$BcnslQYnJhTy=Jy@Cj6NCaA@0-@+-- zg#cFlSO#3Vk8#Wi-{l-XNz6t%o&+UoM973|CqVln`;1pOa$=L0^=GP8H@}sYGgvsE zrsS0pi@V-UzuML615J_u?J;AJoDPWZ8wCRQ%U~`!=O3_yU-K|=hD?ZoSf3_S! zGZ1=a&XIWN)P}f}aap}fqd*moM^nsLKNrC>tfhPi*LNCl0c)kaJj`HR8nKEzYLexS zl9iZEQ!XQEv&=CTVgE^ojI>-`tN5+a5@Lf8V6CY+5ouy=E=?a7I^RSOV3T8q;K!=H z)_Oa>c697?cS%joK1$OoEF}sz;0(3CtCHBUoOH!z=7qX5=n;Wz45H>jEf<3r1P*Pc zYqk+-?5o%q#O|~@HU&7POG|k)*?f95&%o{F~dVZ+b4}IMUyN+6Ku5za4I1NT*J$B{kYc_mO%%Ikh{?;~GC#!TR{X zQb!%_?5ZjBfecnHiM+fV7QP8R#5I9kk+@tML_U%^3_!P+4HuWOMGTENwl}YAy2|d0 zm>uZ$=0VRcXi@1HKuGf23e{$`&FH*8L78s-6s089q`(k4^evJuE{$pXzty#5z^SjC zdlH30wv7Q$hPw?}JvZ$}M!K#N_OgB52+KWcivLs7^jS-z0!~>_7sp&n;*Ebknu@|@ z!D@s&Txbl^Bqapi%j%Mq!nFzH-!`Zg8_(|gi|X3^=v)A!bQU4L3u!$;dA2Wq)9$Ce zzUCK5_MYOebSmu3yZRmJ`T#hUX?IhzY7+RhcaWO9TzL5+<%j&E=Tm=0dE)rulmC*? zT@trf6fd1riAZt?%i!YC2v{}om7SmZh)>66bJLo&tl-DfW8~zj@nTeu?0Ts3nxr1e491%O50n!x z1w1YOvQH0tmwM0e8{GxY5$D9PiD5=))x-1!|uJxUr{D2@B-B~n4qFP9o{8e2#-cSJa~$m3nP zwKbM$tN2ghwP7{xW)b&4#ulh2U0&^jXvClVN8LLPbuGQzq}^qC_ADs?=8lP%_Fo(4DTNT;v~0Yt`2({05{bdkuwc{&sJ} zwurPQhZWrpi}?~wy8zDcbw+}_yJ?Jj85r*;v3P`mF#P6?ZmVBu`?o5vZK#g@7!OOg6CO;na1nKtd zF;Dh&8&ID&g9jRT6LwZj&>8MrXiMYGQc}nPvj$y+WGvhQ3Hgaw+-4jNGKC={JzC8W zG^z9@XI6N%*ND(XWq{fAm3Uedll7O>vUw~;lTmcXg2WHi_?pTr&Q|e z4DMD)BwKjZ>1VAg;-M<7e~4=JClIa>3}E(>XuXNRGaq9W{lQY*p31-;0JL#XYmT3U zsCK`Rjq70UuX}%hS6>=gxuoh z%<-Q*1nB90Uk3e^Ps`cmoolZiG^>hCNuCaoLMWWE0ZK{uUYx=wsM=IQO0sH&9SM7f zKS8>EBP8rK2r_mDZVKExI1`Um;-@$4W8OWRy6AlvYbSN?uTSf4m=D;|g~TN58CqNH z(_)8o&mDjX%_OBf=hn^8vX?gkuX*-)52~o^*q~Wka!K995?8AJ`Le7@sxzz{*ay8@ zAspr1%VRS!q)=c65&D=UuCs|m6rp`QRNUE~j5FQ>68;mXF*rsFO8rKha!p1^;kZ(j z;gFSBl^quEvCIM^Y|wL&YOh(h_*b|%82SJ!&gOIsX6kkO2DCQTDMWGE`fan!9P{o0 zILMrf>dS&ZcCE(sWtj~0`L}zoA^)B!fkM?To*MYOLa#?vy;6HD{s|UCj##$%KA+|- zsjpYi&S>dD5oQrYjYvedgm1a^$Aop$TKu#&Z|OFZqHyThwm}N2>yIMV;04pEySck> z(}VZnqU<^=b=j8)UJL?pzTQnDX0-wF7Qm8N5d;k@)RBfY4pW%YYtKGH6jdS5QF}70+pKa%^lIT;GGb{%%~boDn?4duKp_;~Kza%p72t@&)P-W5BL&DhTQ(l~GO4VoYH$IZZ$j1@5Az@5vtIFf6k!5x zsnXYaAAC%Ff2#w-^&sr#HQyW$rIpw7vM0@*JrOS0LPe%xs(H#WM&n8Juh1OmOjJ)BzWa6scc)$NfcG|iu?6puI|TZj%bs8h zo!X5eRL^vvofpW6btW1!=hutxverx)NHwcI7D)^fvK30)RGE|#{24@@-b|h{$M>Bh!A7VjVGei@k}4WpcM+gBw{wI`Ve+Rr;T6_0=5k0AYV711e$Qh{APJ*fOiH z#`|c)PV(dkxv`q|VR(?uIh2_N7Kf!{RoXogGP9tmN)VyZzo1(P(aZFC9C{HA>?h{> z@l}j*ay>Z?7PR#@3N7gDKmsn$Nz87X3Y&wUkDeMUNK&0zhr*ZXv_R?+&wblZurRyz zk=JW~o1YR{a%e7ohG>3(XjU7)hx<-|E22R2lPsCd9Gb&r5zR+Lj?99!7)&7}_O6rj zMd*hLHSA-xR_+c_>NOzOhfW%-Lh<@ws8UjTMx?oG+D(0<*WI3uU(|#V?BZ?xmv%-_ zELrUJWC=~&Pvl`lYue}3n@x-Ik%b^SqG=`44G(%>~~YkWt6X9go$_ zY6_H;?Tdz?whp*<=x)8OI8m+;dgUAS`OMwCoNW)$E9Ot{>6ZGiXz(ywCn49p|7G*% z?{^ljIn{$wVcD~YYZDFCROViIEvh*C4ONe@d!pPoR6M&X0^FE>c?G>WVlay&*vm@^Dmt(krD|-Vdj@Q!INe1El?2_^j6HQuy@8S0ITppYpP0xm153|a3i(gcb;P|@qX)|bcc^e*=;7HF;n)GBtc00RS-mF;2l?hF{J?`3~ z!w9|s0n2mOD{d2>T!DctNq6=nKXlC3HZer^tAWGtPUpx&K)2tV#al@J29HE==(&@} z;6P1c9Y2@u#L)u}({?HeyWU09w-GKv*R@klj^nt%J_Uo%z8o-6&S_2}v$%OR#k>I_T zcuGF}E2Q7@U5BK}sCCl_@Ud3;wnB8aET9jt6J~h2r*iKJJl@dX=ya&bA@zRqSwa_R z4j!6?qXvgZvFk_&<{7|tU~_KP{{jp3117x3!WcHOn;(E8 zv#eR%_e&Y;LHhkNG?Gm8i93Q2uB_{P2cyh&AVP}JZd1NP3;Ag*hnI!?@|*&(8x56v zCbccfKmGmH?1SpmcaMk~lNtDlT#M#CT2t0yAA^;I_Gsj9(1`8$W#i7QJ+!+O9?w7>7fI6k~n02;U2srMJbWg+f3GzMkQz;YA z1%TqO8Vy&3ELb#lFqI)rP3}}U_NuF0eI!uvJ9BoC!QF{>UEn=W>PncEyr^ZnN_ncl z&tw7)lnssvli07CWB@-!e&N%}2Bw=9?65fVc$pN9j@}-Uxsx~E?F+yrJ9$Lt@APeu z=eV&7lkGDB(SetnLzNYvwDAiTj2{EKc>MbFhH@SQ-DkkZg4A45^SNRS5A2hF3wtg$ zy{;kORn#r!4+u0lS*EnZ>YG_6S8@7vwxZ??^M`ZToy+v1XMT9fk8^#LEZccc)72^o zRTsz}>%()+Hl-u<8^0Gx5gh}#cmqs3|qqZqw6r@Q$wXA%^a0;8{CA?6{^-N}jK z@U}V<1kDk@>x!=+MF7L)zi!My$e2?fckHQzA>u2RNf?nNNx5l3TC?O-R8OB7fe{TZ zgL{7nH)79_YWt)c9bQ6xAq;?O3^P048`x(8P#8aADukzM1ejPz*Uyksh#MdgzLvJT~zk0YE%&bTHVPJ-V6RpNt zp|-QUIF|N|O%(kWoC=wkKx2(ivl%a~@UudBXXD*lZz^7TZH8zBTXN8-(K?HD7`YU+ z1gHHh%%3deU=|707@S!o*pbTZYP9_&z5|aZ;nhB2Q!PG4<-uu@$rPuAujoNo(NQ*j zz$nisv6m6Nj7^Jk1<@p6+xRiz)QTMvB~O10R>MG6Z}H;)z63fi-+H8~_rt_cV_Q0Me- z?G}^JK`Qsug>G7IuBj-!Hsg5;UzX|Iz)qU6_ZB*wk8dk7GgL325x}zcLK`aItOP|nCx20#!4s-p@0@!yg(59qC0>St%vdFPp;v#b?mcNl&dtK}+3N6skr3i@>ma_)!y=G@RM zPh*q(Sg(w5`w`<(Ks#Cs6VuJ}0F#P$>yCGJ%;|`);!FT{bAws21$=jywcW5G`sMEt z_XOq9P*?*bI5ee(yPWp3o1CMyGz5=7(OD+}urfn)U`-Z4OW}f(;ZIR`-V} z(9gcbrpJ{~!!cyid9PK*f+tH)en2k|poq3B^Ir8=srCNopO(+?_E2bFt;e#EK=P*k`( zT#Tl((Ce|g?{H*)P}NQW+Awl&!K5xmzPlOb4wOVXr8Ly3nnAo2wB6O3uuiLM>xCwa zVD*q3m4RwQX2@N!S8%_1}LUkPr%L?%Q{n((}4FI6A}skbC?Q5 z58|G3#mWH(miBtN5E(65?7fT!2cdy7Q3J-guGOr_eYEJue{(+gt^%ow8@?}pIuc<9 z!#52sXp|2j@!z*{BG^08xEDvK=dj(|EFykvzD&X*q2V1 z0*^q%u?#WUu@~W26*0(Fce=kCgYy6)3ncEd(qdQ35S6U^5>Kl zev+~LG!iIMW&f5K(qFFWMcn?9SUXj20St$*M_&sBxX~_l61b{yd(;&!&oBRLIFZ^jtW@dSu> z^nfnNa91<})?iM&ohv~bd?q#sg4!x2XnG+Cvj(YcVA*x<(IhibLw)Z-MO6HPM%e6T z!?uMfp}>a*XQZ_yn$HH&o(D%^+dZpy3465vsGdQ;%1Zty{5a03YQ;ZBzv~*HLHED> zwi%Kz&-?yDn59+BMqx^`rf;HEM6$gXIP45ajXW026&Obtgd;N3GYU4(L=dP6sl}aT zYyQMWDGi&8*YI3YCa?X0z>XOE@6)F;!-w)bZqJ*(PmcO-F)(#8vKoBV;a7E@ZgIV- zw-?S9ugryGGSth#P(43O(zF*f0Z==pv?H|Q<5%~W4{B)jQy-6TozH07em~Rj>q8T6 zZHGyU7ee&T<@+*<0mts3R7&5_9e;TS(JOF+j3}@(8PU5e`s);CcnG4`aj^1M+WIOE z@>CzmOj643SRf@qV=he(Ajli>#q%ZoLl(t|-GVElp&2uazP(WW*%(5BUd6k&E`ysh zW=5LV)6Zowkyt#==Z3o<%o0^}#kr_!_)Y%wx9@}JCvAqG{@Zu;f`f^^xl_~)*Jp3= zpXsfBKO(?9cGs}SgUgmwjo0Z^wRXM`9i7pBzk=U7(0^3yh#~ zhklkrNQ^pE*Bre3#&T3RISVc=J|6}Nb2laAJ)m5&}eJBGhPFE{5t>)OUU{{;R5TPRJ8u7}LXi?EAxWu@CN|cW<2CG2jfqsRESvf93_> zlitP}haX9p3b-C}7dw3fOF>&A@GZ zvFIgIIAS@0saSpO$h~86>owXMhegwG1y@{Q7QV=z@MEm^lJ_`ur?ZU9?uNarPjS~S z)@^g3KWmH7jLaFI21HF|GCYu7eq11ki;WNSSPP6tMB?P?(PV>zOEg1opAupCUt-!d z%LU$|zW}~sQFw`H$$=v8;WTdcS{S?yIWEMfgjX{#0mfd;F<-gHN4N+%c?~bUSoo%N z-wqmrK)*L}lHbnMB>$c2sZ4RwzDRb(i*5GXa<`awGLta^5jW@5Vr))HH+>IA=C}uw z@6gF!9zOiETEgPDaL&&;Anu&B2(`b*e^fWTc<#Yql_po7Wj}psot2z$j+>c^#I+mS zJv)}p=>10eT*dsRxxb;RX)K?v#*A{G3fe$9!#{wza{1{f(>PxKqx#{32iJLCm&WtO zo))YH1zE$6k!o<%3}|$I_+=5udLRUkQIST6X}o0R@oIT>{zy3C^;2wAXDawrxkmS7 z{9=&OLF`LCkF;wM|z8dn0V+7VgX5a|JO?zgL)wAjfQ?B2xM?xrsk8TnMw=1&W*A#02fCcdMjB?I1pFBHHJY=K0db zFHPTktXnYHM^%F!mSQU(YiV*#%WwI+!?X%IUKAWoVDdgGCPNZY==ppxPAQT?ki%IW zOuk+q+W^Obh?VsG_WY;Kbh_02dUZ6Cyi9;Qm16o4$w_HZU- zaWfHp1zT6)WBG0P!4MC`3T`EDcS;NlQSYwneo$sX@HV<9S1zWydH=nvYkAhY4o#w$ zu00>gjtDI>q&sbn3-M}uE!hVshsrgN-?M$a7-xH&y zOpoOAMPJ0}1O*Qu7NW>6B4=`rd?Yas0{_?oM_ID}wO9{{@y_{|%Y0c$DD0csY@ya; z%u77#*5~t6?G|3x%)5b}G}0*{^0&_}olsZ#wx#(fKQ|h3KM*5?UYBZzJ}OEL(Vi1N z5N99syWs0tVthMJ%$2Y#-%rmtMyG>MJ!l;vC?Gug4sxlH1NUK3r>=ysq50-D4gnu{ zYgM-_0ll-y=7}pEkv!)Py&lpfcD&d!Zbh41U&`5o@60H6)VG}-m|(mL*<5|VdWGi!w@Oz!eyp7tW-py za^s1;BS#w4!Z5E5h=bvYk~ zr;RzMbaPgJLgVo|Uo8cq<^BZ4Cimsw+SQd;VON zib=KYS9QpEr!xh4(Mw72<}m+o@G%0bZrM^zP<1$B_>S~~cl-)?#)kVO+J`Ah5b&>e zLLoJ|Cc@O{3w`~BCm#y3a%&UQxYn1%St;glt18$o@sx=O@v z0O5&j@9UDuc&MPl5d^2aX}b(5xCKaXL)RZ(=*!dr#oQF2LpyKUKL|OPM!_k=utDIM zKqJjon)ENr<3cu^(ZhQ>x~~S!IA6NUwP^1C`q$(0s4MP+Le+&tw9EPwzXghVdNek% z41vD!$Y*axdO1%b5}!lHV)D&dILv8n02xyvCV}*Vb*@BBVcOgT`cBNeM;!-b+T??4 z85_K4g!_I`97y|E4HzJ?Q_v}RVNB2w;hf@G10!&P*ln)aMyL!9*w*NnJ3ZoOaG`$$ zR1+sI*H!kaCLWC1>{rv^XEYKR-Z{x&|AH?k5<9usm+KV>fu{45kCKdS_yb8W%&Q)~ z@nGm8#@)7y0hj2^MKuNE@2dQt))cC|$oMum1<%iNRNHr|poibVf($n$qGK*=esliz z#Lj`DcD>mKM>>9ri@99)sW*`#KxC|-5z?woX+&hqiBzt!yY5FsGLrEos|E!`q_tP| zE=1%!AaYW`#lf_PBO-N+R{}pR^N=(GQxmheLPo-W96Zm@5I$9;z6)h8);$S1c={VvnfiSpqYqBW0 zFL5XegU*|0UPnb!m*}BSoniJJxTl7BYhegFHqGw1%1=x4qzF{~*1XEuuNS5wV9!3b z0^fy0<$KqtFkFtX#p%an z@WflVDJ0uzU&oR;M7AXg^36xTLauffWurq3$Rmrej%6>dcu^hGJBRBwFmh1`*l5(Q z>I|#g1<@wksVrwp<$x>+E!x#f9yAL*k2&7QrRXch0wP+{HpOp@%qZH6t0LqeiyJn?xIgck3))KnC)6qaatCV7>LQfbilaprHXzOcbatGkaA<)v{6N z-wpn`^UDunCSHWPaMm!%oYmGZMhEp$I$xG7J5(gAt5h3G@zeE$&a^Zkr;bS_CLg^f zj-r3%BMzn*rs9ZRjukBnrnob+Mi1X_@hYe(;+I_`Egce6K!_JaE*J)^Y&ipR%=q!7 zn#NYve%^aeL$<&7oMiWc{xIsLHVb)5tDcs|St-v~+%$QqavvK>i8?{2G^x^y*6;7t z+0YI=z?y@V^}Re4g<>^77SZb&)^3Ckm-74tkTs#r54d9c8xd=6y3@W8k~Mt;Pu!q& zy@im)Z85tMP!K&yxTIs|)tU4bZG%+)_Ax+Oa|=4O8?xkA{Y}duAaiY+MNxR`zFKx9L`$1 zli1-%iZ=*1t(`xJw5j#t$l>hrE{5_W9W3#IiqU@R^T4kKtLSZZ*6;1udfDX<;SXxo zBtlcSUT{55hkH`uu!vn+98Z%03|wK=S{j@{H%DP8?CLa%qt|WSaD(Q+Y$pMkijMsA ze3|JyCbL9aub##UO@0`}{!Y7NWIcJ5iJ~I!v_(*btVMuZv{em_NGOkXX*TKtgs|m&#D|mRHL*&3V(LPuq%hCC;+*6Fz_FOc}m(0X#bjLJ|m801O zT{RX6Cs`_|H$@D+IB_QRJ7OBD5Qk3Nz?KbU;`?$;XJd2RiYi1M`*obfGKQcGZoFeQ z7-l*o;??6;(54+!RiQ%E9j7qDPA>rZ1>|k|`an$LM_Ah*m1emI3{H*3EbYns(cxsf zCjUb4yW+lhKzTr?9Dq^t?4M{aYNxUN2SUFyMzJ?=;!E5O{`G6UHTbs%THTAIXy?Rg0S8#JU*f zjy?o0ISTY*sAb;L1dks@%=&-U)&Ybf?>+A`pX4{5TtrRe82)7nT?2mS`%8%ww42pb7_xD}g!8n~$fL`` zOBCI9d1~~z?(T;JzFs=`ab2aHaI^W-T z1fK=a^LI)2puh^cQnzU*)iMY2bO5!t%LR_2jAw)(WIUb@{M;SzI&u}0wg%)VliQ#j zl#y}nI<{dvNb4KqJ6@6x#!|aLFeWKvD z2Lot$*Xdwq;C-cIdwPG}^FR4F00`e%YhSZlWG^>eW8aWC2|&2hd!DxdjXEI|;9_B< z7Wp)mFhT)#niP-;-4xVy3tk>4D9yA9Kq$cUMAQfAp&k_?fb(ao%}?KV`zOM5@In>x zI0ksvj&;V}GVbB1h%kPqH09EZ<&{%sY4z@O^mwc<^8h=QyJwpe3m|rnyRmFg>-6jz zQGmW-;tpl3A9sauFKM>|ZT;-!iI22tVP~xNDh&vLibhs>MnRQcU#;Xc-*$(-iTLML z4IoaFx!kv+&-9H}XqCi!c3*0yy;bgGJ_G9cz&+W@VM@DUc%4^q^jpc8UG$@u8?+!q zrhnFP0m>@oqf9{J{1coU5;tKwWy772KgnALp@b*xTSyhOA6Vu96#L{>Bj zH?^vvg_j<@s^a_mA@3?@asj-nG4iev&oZ&A_FN3IJlKLy4LynqW#^BBzk*`h zLBey;GQ5_etG>)V;7+pC)K@sX3810w)C)m#_?^a$b;)8k7(3nzN^%vbr<9=060LGo z^V_5M30F_`{DMmu_d~_^B8eAGkI=r~o(v@#k#9{MG!~^2o5aDl&T8~OfV)IT=L3PV zfvd^ZMYsy`HtCPl&`z;jR9$Htn8ux?CA}W1t~T5KvHoY(RRjW5<(P?wcPeh$a?p^b z^5i1Ri9#-?fO5I*v+iRi z%oT)OZe$_pQkb163uwI-;6H!}04!WT+4By~bnY1!|A9ytT9gmsQ0H{jiMV(orG( z7z?RW*(h6$g~^-M>ojttP7C*W^#^n0x(=4EEPAc|eeRhree$7OAuEpZSgJgA7R#G; ziTi$O&V5-)sDRutpayEDRMfJmIAY8o8DZlK8SCIAS=^j{J`y$GuB|yE!cf%#L(Cd& zPMg(maAwz6$Ad*Ru`cwveCYZV!L-#wXh|8{DsFn9ylQu!*NskMXRTSG=j(4KZmc+R zg*<7PYkss31~V2x1;>~#=M;ziBpuh{U8m7?R{$)~Yx&ycRL4gO<)~43n|*ZYHm~L7oS8qn z<7sNc`@9sBz%M-dDr{)FnqsAVV0C!ZKQq{21M&7rV=x{Y@V^ZJ&i3a6MfH7|-%(p5 z%#ivbZ$|z#R_V^hHyObuZ6UP1$=!N{*$qQZ5cAcY#*J|4y1cp{9LrLk?`(u<@r3-f^) z9yAL=_+~>Qn4wQs4Lu;FENhIEJP_uW3Se zO1-R}>m2$~qYv}K>+VDKKVtGYdfu!HM7|SHfFAl1l$uUiopcGCv?+ibyDRx{@&Z^f zNb+w1V~}J$sv9R7;w+C;-~3?K(;%4{Dc8y#(cV;hLy|S8-43k zg*=-|Hvm>|h^{sIiIUC|aGI-8ViG~GF;iCpjh|CrYzJ;99YwBY!^Y|OcnpRLVB>DL zu92AzYd;dC%A6}TNRTq%Ys#I{j$n?E;v%|K^0zD6tz4TyZ+u`iB^B2KYO3WNBBM?B zoul0bi?Wo*(r1Oshi7i;7k_ekLBm=Y@$*?xc=;V>BW7%wGI*K9^7qJ)Eet?e-|l&F z4!afqW1y^dfktEnSTPob#lo|NC>{X7YS$c-RzP=ytRu|Cld*dHI#6@3w;gi-~w+|mg4Z*!smX*hM_lEq3!q((t`c#gwK0_w{ zBPGTQx`V_GG+S(u#?ObBCjw1?GZmNQ$a7^!A4kZsLzE%vw|b)``(pa5#bCPlCID99YQwZ*Zau^Qr`RyGN`I}n?w~<*byoYRsGmDW zy%AFer8iR!1D^a|9;G+i)ROTPUMRg;Sy;q*B=}R1WAQ;zNN*xgdUMY^lge9SnULp? z_NM16&!Y`}l!bBy$o_B{&4&kYs(+mzYn#5W<-f=c{ckY`>0BZoLWJ_&^A7za|9#Gp zH&h`qtq^?*{$OynQxScZvfRVJC4|A_476QI-n3N^=EJLk5j^DxWxv+J(bK7qBaZOD zo}fPXu13S6NIkl2DVMVN`R)xPQr5E_j*cv2df)75Um9LlS2H|qZidKLjlM6zx7AXH z4o6*$yGO4MM;+4AdqS3I0$u^tixyk9zQA7m6gbs0-@eL`@i7TG)lYY}scIuFoeCNF z=k)KW*MUWjKA;So-|i2apJm`7)+j}lVa0`9@Nwup{?5K7)0xLIOyA{0)8idm`2Ml> zv>CuIh+Bu+ObVcC%M!pEXB?g_w#1j^ilF~T!B#i|vD%>CPb<%b>Wa-M0?Pd(sBY~C z`5!u;97APnHRQbixL?Hr6+reUG_I>E_AE^iNQPDTvExNC#0!PMbw9zxZ6^cL_`^GX zwcfm*%w~q`Lm~WKBQ*~6791|5-y=q>!|w$GJ({!dn8UM0WXYI|S{oke&yE7VK{N_I zboS|-hfh1knlgP<%eU5T8xKFEr-qcr`m!qd)@h8WtNc?ZBj}nsIde{BJg?3qG;+-z z?VI73Iv*<)^+wp#p}LD6u{p)hYnZ(SRiXTkL4}dyX)^{I=)^y6UcAHzIpKjSgJs6z<6%6IJ}W8fbR z-YCNRBxurnR27d}(^F3(6W7gsav@v-LLWJasd9RBe_JV$LEnNo#se{_jsPq$2OxaOZH$&wxZLG#p*?=Z?lQvs^2e)BR*?(B}lF zf3ZIQ52txfEBnMZxFSh~;?LFbIo(|s0QJg z@q7|w2WwUg@||wFGsc4X=PH2jbQ{9{+=Ii}3sKH}Zpz4?Oy70D%e~4Iv@{TRI}jk0u(Y=Fz$NLu?Lnm%rUra|Eq0;u+Kj;zCxCb zd4r<5_Gz^606V^WWtTQKdwR~@5NxRW&z>e#x57DjR+B_pwN*3qeuM=Ocz)XqNY1hs zLc%R|T6P`2LRlUL7cae*A>D@~nn!u6bb1b?bkYFnTM-eoP#_5{-*=_sd)Yj;7wjJR zCj~aX+lDr{{Xx3}SD5QZZg$Rlv$i>+aI>P2GJRA6--u&%F;M$Pt;~3KL)jUPxOIzF zcr*bKLf7ADArG$+0udJ{dvl?)XlbBs&DSat?~NBm)JYuznc0F7da*aCP!?_v{fdgT zR-=qc@xp(W9%C7})Cca#v0rus-cUfh$$G2_dx}&OG~DNuQ&rjis?CxU!-tR$VO}ds9S_wq(8N@7^i2!S^I3}!%BC{?qdiNE%zJuTH$5azd} z_^m&tLK~p_S2wrmsMwq?eb&W0fXZO1h(_OHCMMT&HqpFdl9NglT|mS(z=|cWBkUrv z?6Z5HGUh%cLJ`tz-CFlkv^3l1Ba{&nG>LWqXDkpnQz0#niyYO(Aicd7;)}=_bRBuo zt423w1Jrm8%H4NEmGNdxa&4%i_Ug{{=${0_^&(Iv-9EQNanpJ~CE7?C)=uFMi^A*l zYlqKWn$|G3znp+g9zh7Ajb33h@-q$bs2*oM7Rw<ZUX^>u#Lv_^`~kHP~v$%fcS6hL^ma(7)V>0t&- zqwo;9M-**d^bvsZs2Kh32~`f`-;IPMyUz8`rT@5@4JP&2IW}tlK53s%t(Li}Ol;#v zt){D`sUb0jdo`%JAw9dyPh=LR+_ub2zc!7w&3rV%@rRfP{|PFekLo~wu8z2-03wqZ zoQ$)Q1~hQ`y=0sZVuvq)Ya?RirKuSd(FqmouI+&(83`zJ?MHebrleG6;u4MxT6#PF z(XYcT7jW`g&IVZGDjK4P>RkVnpYDOmUIb;XaL($My2_Ac%Jjqo zOA&U^bGFZZn^_qjPFpv=h!kdn9t^pyNYg9VYM?>NqYtAvc*+>CbR#ho2k$uV##$2% zt^3;ZKdQ)5@D$oJtEaUOj;^*h>OZ`la$8G#$QTKH;&Swo3L}w3FoI)NZ zC?t=J=K~-un6t1l{uEXVQ`BHed-6~Q)g20erTJ8zQKm_+M(DNYmiY-DOSKQt4=KP5 z;CSz&0BwJ~%V}rZIkocjC!AyxY174$=6=`O-JwrQW1zWr z^(?2iH-!xsZmxNPA826$-CmPcJs3Pe3Ll{iZZz0^aMLJ;KWb694GEy08_CZu2$SzT zyY-Vecpa)G@4qY50uu_Bn&KUEWGL;H7bHs25>cAp7Nm{JN7#G!H#FM#E%ew~_5#aW z14d!%;#^M%p?3D31U8m!F98S@i!X|ULw2~J!0avoaj;oqIsTIT zMKo+e+_7za$+nn1t^erO0Tzdm{bAeJYj}K8il%8oH!ah}^2eR2`O}ZKZ<0bQV?CIk zp!?}8LbIuU-8nKs|h z;7r*7s@A<%LDLrP3zqhS!E+YP{0if<2hpadlJ}-Y7}cWQ2}(_Ggkrx42j|kdNmYvG zEonT>ot)paWV`8?IeW+8?ihK+P%}tl21T#f0?+2ZD0pxWcV3BAf?&eZzc7MC*dy;! zUe;2(5^vYvb%;G85+8nCg_AN|1uJP9S`O1s-So5eh(I(JYX+emTK z0(rfDn~KbJJnoSq=BkzbW&-f|(I+9mAFTbX6*V$b93NB6VZ08SgC2QB>w*Dqwsmpb*id6|olFUx)tvh=*)6jz#!*XocwrQ@q{HlT4s|?r407fUu)TTK#m#-K zfh*t$DKh#+=xw-P(C4TVuxz?8nk5Z>m-EkEDVV=)Z`SV8+&7)RKP(qD1QSkdLCyA% zm8c;Y@@@>?3a%;+&Sm}TEo5p-SfTRPV@wg6fu405Lc^x9k7=pD%`BcUEuRT1rpfmQ zJg})oLw(4(CjJ<^#^ zmwX?Th6 ztEz-|mOhXBTQj<|#mev!CuepODSGvRCUO;P!G4g?T^n~Ms_MfPMxR2Js<`ev``oYS^q#*ItZG8|3}$#$Hn~r|8a_j z5v6QrM$;~#j*JQwN<+(5L{w55-d`hRWR^-DQb|)q(KvfHlu{vwG^Nni_&s0Oy|4HC z>iy>T-#zZ$_jJ;#;Kyo(i6v((RprKCO3)0Sfrsb>XAykheqnsfz@pA1%Mx!rvl%_P@fh9Y(Fb|RVz@S4{hdS)tqr5jrgWMx_$9;*V7fEjIi`=#zd zRsa~9;bzH^I7+)-#97Tb8t*A|>z@D%T_2!y9T@F89IADAiGTM7g^q`97P&Vz<_D;O z^V2N&wNyY$y*)p`3Vihcjg5JrdY(br4_6JOWqan`bf7d&13Fxc^$~$esYIQmYK}j#akV{JpLP?LdX$tYtO))5%m~(MW?{&!d?l>HNy0$E?ueJO)Fw@a=z@}t- z#r6Lk^j`GeO}~Jh2hAUi*|kXL>#ER8sRN3f=U$ysC;RwrzXN@3gRCN(b)IE8@A_WY z`n6W=zwyVvyq;G+YM98e5#+EB|8?wn*sZ|#aSDU~QZySb6;a?6E%#GKdjuX^;w#kI z6MW^rF8d+@{x;Smv3Y}EYLodp!MoZNxl^jFC2Mi~9FW}kFrx7Oc{KSdVl`9t{mAR$ zLQal8Oq0Lj-S(rysqaW3Qyu5ruGO$b5=NsQs+1>4<-K55oA6EH9(o>Rmo+-1x5}+& z?>zq8$14bXc@WW<0mJWGag3dZpOEmnHxP_yRQe>)u2uAA6T`7oiZ2NPYWdBIX`S8WQyvhuB-+BUd4?ev)CUZlM+4ezpoPgW0_hB&uz=<|mv zMYj%h*QSjX`LLvAJP!KPQiX?C?^)tv3A_Tuv8Fq-$7&0?dk%Vi0yBcwv2{Yt^M_dzkxJ#x;H+HWuR+ux9GlM}io@;jdgJu~!U@TgC(o3im`4Cbf?R?+a%z_RbC>$Hn)90e-|wn z!jj#m`{(vKJj2LtXN-Fva%})fhzqF?sfzoor1%}4E}xoa=F`ps;hbgo{Wfb3|L}HB z*!hXebA_*BAkZ^+IJTwbLzrEDLSW~`9go(18#&`I(ll1w=z#vZ0|uH4cevMRl+*5* z>7b951|8zrdkCO8F4(H!!#rYFdx(fRtp^FZOO8pt%XRo+R#IW^vY12uc1x)l3k*UX z<|QvFGkfmHycdhwooNiJh~;c^#Y>;sr=I!a#yCM+5XUM9E_`hspOqPKn0T(~E3pM5 z1}8WeOEYsuU`pT5Wld6C%@;!~9}qD~+h?M?-Vx(E8Q4fKTiSH{5>!rW4?Xr|pU$^P za_m53s-gV{w>@c680`G2_b7Z|+;a7C35;qMlCdu#u-ChM1g*l^_%a8S6aGk(HNj9u48UYFx{HdY)$3PSTO z8gSC82nxc>XDzu|qkb_r&u@2Hg!T~9JA@@o&@yINUR+T2;+68@BXXwFJbOyQ;^T*- z#;){11gZT)BMQ!fp0B)aLe>#EdT_eCGgWnwL88l)ykAcC`I0h#2LU%Y-hV;=1$+OzimaS(+%S$$|g|#7Y_kCUj|d-w|(dq1^)`QWepx zq~It!Q1B(Pk@Te(C6gV@V&rcXTtLx7!b9}6WypWaK@EFU*|%t zzWL<%9|0_VW#ZCz9y}i-G?j`>460&Laz&3uCdj4l#p|>A56o5p{rA)nb-9XkOaTS> z>uxP7b?$mY-EFX4{49g`IZ?6H6~KH??yEQpDZf32|1N3jzjij=4yTY+*6tp!jx7 zd*$~Zh9SK-AZoK99H~D6OwUOt`|;ySM-}44uWyVMWr_T8G+Lkj+!K$ z5SOYr2OMXqXA(nr2Tam}+e!0`N5u@Xxpt8*$iltM`Q|R$F-^_lRAp(A*>0StNsIAe z(>Bd!U~$NlED~As2@3}wQn~%?&Bmf?Is(USKM!Ynf8n$Rd{^g<4mVEzihv*YujQsM z3t^k}QCpqa>cbahP8LYhJzL=mDgK3Wz-#5h1l1;8@Vhs`_fxx=+`GV-P(}WIv}D#0 zfOL?|vC7#><+B1K$5w<3wd)gi&Z%XXsNEebzwS(IhF3M6_=VuhP*c^JJMvm*U$rBK zXIalge{KHoQz8^vc0P&Tj$6@cb-fkeNV!z={?m(2k$H=Vd9)dNKeOidnG#AlivE`~5xe!v)yCrSSmRKk zIe6XgiHpSqEw!(Y1X#6x(f%#qB>eCU<{H;zL(-r zk>cjQ&|&z;o(mDa*?yMO6dSVs!YL!dmk_@=2Byi_jYW2FWuP|0tZ?!eJ(EcO-mn6( z(XVtD(;ZLjyQ;&ykRx8Xw#ObVW~(2;+%gaqZ9;Y1|rVRTSoX* zUfg=5=62hG^NwI*!$K(RXB4vro<+XvnAhenN$<(&-)Gdd#tpLhRQP~prfrO)Yx`*NDeW|9J~d0C?nk`iaA z&g*i6WZ#G1wIXkwr3{+Q^?B`&9mgm4GMZQ*&igQ)L4b&_2OfQ0mfv&EZ#N=PNJOiz z#YJzSpd=3ME-iAXb6`L~2P>;ld|R6r-(Am}!iwkt`IVO-;u; zbKH=nb*&s#y<(>&!A|C>d7{j=92)n))^FT;)(79}^KVbcP6uzDvcD_+w5iS%XV}Q8% zIpRjuUnB3hxkpcn5=we^BbN7v@6*7$dC;1?@Qnr8#qBRy`l6Yet^w{Bdk_jKXnYY| zbW#xrep`BG1fSzDb3~bMM;apU_xm(BUhqPp)kFqC!`Qd?8^$yUi52o8xZin^FZnCQ zkL$nZGH3+9ljT3jeGicP@^`HsH%^{1kp!@c8zA=&nE71;qvQ;d`(9mLwFstcO)!)j z%zXIsed-O7p*;B28Yr|_h@8^p`GTJLF3Kxb=t>);M_0bU>k-H_*>y|~Q#5kb3W)82 zUh{2G6bgKjPRp5rEaeTx!mf*uG^rVytn@C^ct`nc(&?BEyC7r|GXL;T5D*R*;CwGu z_pQK9#^DiwK1@ILc9-SvpLIfpPaud5dTVl5&tSY@vi{l z-}3kip}~Wsv$6U^kk!d}{lfHpaU!%Aj8`Hbd1Z9Y2=8v`DC!Y)_t3ZE)Hxn zK{26>a(6*EZvT4j*Y|$OLTyTdAaenkMImqCG|x2!_bdWr zQJTPM5KN|Gad$J~3p;9de8S~v*DV&-Pr?AfR3I96)=v0q(m!TTtaFskRdVlaou^cuu=Si2-HI^EJ93*-e!{&K z*;V~oB@L-l@CR9=M1I}>W3&79+}DR`CkHsKU{q{9(H4s zw5AZIq{WPUMwt91{bCpkp@XZfUpfBzRRfiT^pKE1h?OvPY*IL-N=MK^mNse6qf+MI zzYTTW-ApkYMSQ$@sqqRF@zLFO?jj!XVJ`(!*nIYgHGEh6o;=dj2h3jiqnotABMse~ zPmXEK5i4{`?6-M5;RQll1;$;@kJG8Qj*}ZlN34muoYwnuGmoN(O>dGF(azCHC{Xul zpzTA_R!$N@;8n7N>J#ppM4PAhM%nO+Kr$;Y#0kINf3>l7u z)4R#V>cfLM;i{jGnj}K7i*hSsvnTQG#u4_COLkZa{DHbyP|;q>skpTLt_U+n@Ddcj$dSiC6PW>0R zym!A)%PC1R5?;$<@4+Bts`TnF4)dpfGC#_PKo}BAAYA*Y;Vm*65=xDq4+ z635N(AQWI7bre!I5AtJd=n$wa2Vs$cw|?dHwvGTr>X6vkw>#}v_?Wlk%++)qlx@4c zYboRt#~{=A$7aQ~{P(dAh-fCt54%hRc@J#l%*E^;8PX zB3W?=p%>DcRc4uO->?hnkCK9m0t7& z_qywsB5h`Ew;D20?J{5mha9;{PWIRhiIA0#`AZ~*yB{nB?FMg;8COPY`46E*K*hy_ z4en_H`cFvvB9nF^3+b}*9S;`hkSrKW+2`l?_~rS{MZ$O44^3*CYI zOvC_PIN1~5Dl}04qcoiCfG(&tBFxOk^8?}QN+*cZ5tgMaKMwxCeXc_Vg&qQmB79&^ z;U#@_AO;ffP=Yr6=*Re!;rU~Wy5mM$k4zDmN2VBtpTWCgX(*R?;Is!Qodq>L2-AG*13 zy1)K08mfYyxJ(ROkDS_&UoBrdUp9E&+WRqtHUh%&WaO6wW()~UYr z@l)sEOkFh;jQZ6kN_!A8Vbc8_Z>KzRu&JMtq4MIy%JPF=|LM`>E!0iHrcYQn%5&`N zaO%7#g7I!K)6S-TzOi(`PerLu2&0&!I}7=$sY>8}`DHku1`*{Uz+bky3b{CWJE6j+ z@URuPyNHGLUIYcMl;u%AgPQ`U%hqxes=_IeLE(YGcge!&$JgW`3k!jqjONa|l%Q;1 zdhD@f5qtfuwh(I)H`>wXolkSR51MR5Wcjg>WqOVL$7mEhwRQgAIh?l=jkww?exJiL z805d<6gfxIXp}p>yOOG0=eQ~R`v%8sptF7bP3RBAUBbwp^|IDl%X>w(g25y^n#rD6 zIx?sp1P6MAY{6TtdS%=FA*^5NuPg*7uRDio3;eR?gBgO|L3!#+My2Ft4Q06q*)e~W z@yE#yD1F~50uj3P zMWx=@LX-+@{7#rDx`wmrf}kvsD~2L)%bngKpKu%U#lFuF>3##e6Z;`q_&ni{V}#J8 zQQ~%B5G{mFFa5r}YC-m^oleBP^uXR}s9Kd+XW!85_SoGB3`N0FT%QxxHNtUVHMZk#TLojDY-=4`Kc#m|+hVDmN0#MYgRLegKRJ0ORB zuV%uYa*kL3mo$=vnIno-6_x$oTElf5NGsdhP||7Oo*_MkhLhiHh@I&hy}pR_B@x(& z8!s^OCuq~#NuN+jME@JkrQ&Si42W6ll_g6pO6*VzE-oT?bAmOQ?uoTzeb$L zi^hB5WY!giYs-M>VxQlYDdtz=pO7?gkJVkV&=#4^_!%l<5I6nUstUJC9c4mLRO+P> zStO61YN)J|s9TQhzlSRVTz(LsQoja7dfxm|PK|r*hS6{dx@)XJdXQV|Fd^AWT(j0Hey`P}&{Iu@NQ6?w+L&7R|!&RGb7-j9K^M)3U#Wu%7RTysLjfS48pLfgLvp)xXj zD~N=KCMRcUd%6r3Dn%zgbCAOp1urB{>2HY&j4a4=)}$oaVn`X|HQ`ZRESEVf$*!hHz*4a2mv@ z6m4ogXUL+NPeMl!tUka1d=Myue57dcgaqw66L1te8xB~5{Ab%DwhD8U!V5ujmICov z2F;nrC%)(*i1-3FPeQ~e2gK*`IchCwIY=EFSf>x{G4Y#(;{it8y_%A*{^Hw$A?ExK z781u7%;kaAOGmGHLB1;!bAha0^B5D}9eSB4{WV+A`E`)xBC6@6=6spXTW7|dVI{o? zqqC@?8yJ;AcQiPfUW)xInk?CFcgz=ViVjYqrO=~L)AX_bfqjFv+@b4*0eP~y;=d|f zAC8^~;g>J|9j$;!h(^R026v@ax=DgPk&%Dx!Cz`zk1`G0e_AxiJN@l6qg8C|zkJ^3 zMq@WXp)!x?KCZBMN}>`6S(N(OVsQxV)d-brgm>K;g9sRcwaLdv=I*@3kBzIRASHEv zupKHm2{MF$r}XKq{IWhixmQH8Jeww3SnR$Rke*8GEv)}X%5(aM*b*4A5Xeudog9fz zKAHVm_CzG~R&Ewlzn$z8*D=QRQ~i%h%piHgIwKmhYZvIBPhTZ2 z(yRrdqUua(q}GL79j5xUA{J=kw}esl)?3>W^ApVJY%SI}(a41hZlx`lL#IUN!^n4O2MZWzOSPbt20#ZS*)G>j={wGKy+IWG; z{u5Y<8`RB{kyv=wAGtU=i$NW&_rG|7td3NW$j%?8H<}J+;E;5cPi_jfH2;t8Nyx9u z|3k+Pl-wnS?MXZ4F>N`y1JvOl9By#M4KymeN*X-do2mgid{AN?V(t|N)99Pwxw`D) z;j~ISr#}`lYU9?yfg7JX<$Cve$t#W|B#^AcAz4?~US00+7jA21@+9|x#tl>G>Z@2> z7p%1DOt&ZS9m(#EA=Q>}n+mXqo48KdRn83*WA*>gmXMh-xsG%w0m z)ONd8I+}iLkDKbhP~dG;PIx~k{R2s5a9N<7#uctr1Ms~?;(JY(WZ=QCeW-(Uer$^o zf7GC10@6(Z+7c)nkp>3Q$7(k@l1;&C5`{!}LHmT>Z%XRI5k%{GF0LfB``z}0n7t6L z$nc8&7u}>HVN^ZtoloJDx8LxZimp|cBdh3G3G(;3Z3ubgXC~n7`)n`9xK@*MCrIxj za01%xfVJ%6?`vrA#LSt4g#=n`9X!esxGSmt8-7I-)v0!i{Udwbo5Eu+&wcgWHpsu+U3f(C`A;{_wsIz)V@opfTc0;f*f-vI9`SewIpUBOaR1-x0idI>-^efz z+U+zEC;C>!x~myCZqkiQ1MwuJ=w5^kEy)w>Rgyw9Ax&lgxPn`DF4c8z6wLhc zGx=dm-ES|J48$*5?p-Eg8~&vov3QDM^bHHujqh{M;X_KhXb_wvgQxPNGY#R$>S-wN zR=Io*K2D6?2{PXLngotUB3SU<)Elsi+4M4g3RqBU!Gc-~GCu5WDZe$fo1gHd_}`3? zfnERRX4gG=BX>?7dT-YPZ;?6W<$h z1p8HIaliKQaH5mPEcR9uT@09rY6KobnFry^Y z)hA95aoN(%wn7kaS_YMI?Qhq8Yh6hjZLx%Mf~)ysuVsgr!k@rolooONv zU8$&H@XL+gS?~>8840$@!(2%R;9w9ZUl^!6_84uyW(hChK4C=OixLlK!EvcR*h|Oh zC)m%LFpi`eh);vPga)OA7j?R>!`rM7eA?xpT&L3qwO(C83HM5;KId@jZT2MSq#M7V zZ;4=@s9L>Z`Q%7AS}Yu`F=@85;NWmZn9&Rt!>E93wk% zM77qn_ien4=3nZ?;1Ue;gcPgCj^08;vxCe)A8k7gUD6_AqvgRK+WSGw4d?Eo)9N<( zZ@DE@UeUc#*Z}l>M4p;RD~!u!no~AxZj7_tyi&e=z?Q#U;SPevp94t(C@UJ|_w5#) zGUf(B{Jw3?v)iOYC!#nvp`B%XhFAOOOTUY5de5avq<5`Z5z1;9kmh#D zv(n5>zT6;}gd-xe0^Ohzma*6EgU6>3nOlei2dw6PmGW6Pi;^yZ1n)=~`PBVo!jbw# z0OHkF$J_q;`g20}knkn+N(3ratVm>el|iOPw!FAd6EErMXAoEqhAt0R^RKQ^p&gXR zh3)H4tou3p(QrDe{6B1y=&$?Z9`y5lrcgzr0-?M3Rpz)`S`!ocl%79ECeU7ZqwXH7 z;bgmOLfP+>qsY+edMh+)A7cpS!m03zwo^9*v%4?ZIJW&5`vAe^kU6|S z3!eqhh831%$UsCrCA&NeLCSuJX9Q-khm?XMKTpkA(>E zts9G(o?h(sz*Nb*Hs#|&8c22h1XNUTXe<_rru|b;E@zx*LBjC{wwKJ_vwX?MgL%!6 zh!eLOCrw0G;igWQE^hEdG5m@kCZf*dYOU^n&;qyC+n`2RrOE5w59B;$DZ}x~^&d2o z-sy0dJA3~Na|-YZj<7r$zZ*XEyepdY=yXcX_Bv6rD#?ZDN*n( zI2yCK3WwW@n>|Bz+u@xWO!=ZBmOjD@+Jju3sLo*>jamQ zQyvFi9_N2LM9uN!x4P)NcI5Z>_CI%)jaBDXFCfX>-A#hT8cAw){f)C;B(g@O(5GH` zV=-M24yyF`6#uBl4U7tyk7V)Vk8!-6xYYAi%pc<%SD2*}H&SttWo~gdYA~L|>x~?_ zrda*8xcc1bbPsjyIZ>PA_GaIL{$|u5+B?)Vd&>ArkAl`*BFQB;dBb5QX}8QENmM!+ zu(Q-^#4A)!i*}ncs88o{yJwEReCN*hCOX!vRhBRepneG)>%f|uGYOo^^bJSUSI(Q) z)7z1FyVbO`nK8!O)kBPqLV3VqUt!#Oe?RUoVDe=tE#I)v$2%Z}+&jEY1`*!rUE2}i z$@(7-|KgyiEFdCJ+2L*O4^f8|HOvC!np@NCJf$X5KO(kSwJsxbr2GcWG25(t7&MFV zeq#BF=I;K}r1oyZXSEI$t*uGaW`+I)LwlD8C86?H-_i({|1dRii`1J*@_P69Z_#vKtg5o9!_Tx}haR2t4_%wNC87C^56pAl zIRw#px;eg_rP}RPIQ0o1f`bDL5L?nCRoz9+QIQwnvF8mQRQ}dOFs)X^R zK8zxX$L*W$q^uwfrm!5={Hvxm=295dJ)ZCa(4ru-bA8e`&TC_-?xOK3`HWXQ^&h0R zr>xG7mG2Uof7_A|#C^>$-s4<001X_)v?NzPT>GRSdUlZy`3)&znru}17 z$|(#T!8dJ6JgL0_q;~m=blexE{>K<8|96gkf9#IY4w%TKehjr@vx|THZ{dng#V?=e z_81^NHK5u&oBs&ZUhjPPE&Y#iBwYI(B>JUeMtMD{dj_U3gf4abiypKR**H(4+RVMB z3JpD>dpq>}A3x|EzR)%2r9d6_09NWEn}vagO$U8)@D3v_mJ`Y{wwP0tmJU<~H}2`~ zSJ3=$d=L(mg)+$%8|cG)b(M@)@9!Io%R5L~myE3%nPcCkz7F3sO6AV)pU(w(u3j`{ zm!+WMTQ)E>;?CfP_#N&G&;@{0PbOO17}r{k+!o({{3UhP3Y?s$j6)|K{WNGmi7AQX zZk$Ia*_fBE#|5vdnt0T75Js~n{!a^K{SBUFJBt0qT1C=%Y*>c?2c4A5ws1hJb*PvADnYD zC)W@xc2J1pnvOFb>`Q^hM~ZBq1!H z9s(4w!S#U4%C+`5L6TnD^}Gf$+8(uMIv@KMcYT-wxg4vv|EVA0v~`vZ4^8PuW3sU` z7>WljH#U8~MG~>(_e1;XqOTKq)Ah+ebdxK~Kvd~;b>$%w>YjYIEHFpZw)4JLk0^ThCn(q?2XF`r1I()PpmrjO3C!Dm-s3{WEFoL=`rLeDY!B3=KZSXp= zjy%zGJd=5TI_aqQ^0jPZP_}puHis_$VS?n9ambUU&!>Mbbt}7UxuI;Sreny zpg?^+XU;aPo)KL?A-aCCG7a(IB4xWdGjp|$*C z^T~6%E=LVyz+Uc`yEjA~I;5y+^@<#@eW>5ICwmK9%!kniZ+HZjXu!-|zh8XEdh1E< z0t>3gM(<7Y^&H%K%j&(Ih{i~6}18ZPstqWcUb|C>V_61r|UFRn=4Lh5eo4$<{f&M>Sqz4T2$Vax(!XTp92LYDWzLry2-Pn&V9Ptue- zwO-NX`C|^=K}JZ z(e~kj0Mp%D{jGLx(SDTPIT^0z`OC4Kz!}MCo{`qJx|a>&KqyuAEqE5QZAR^c&BOpB zc1aRc|EpOSAn)WM2b%v{Z9lWx=pn+gaK)y3O}4XQPH^$@A%#9;Hg2 z#m7}qpPmI>#;yxZzI2pngwB(u5hF}%UbuZ(W>d=x8e18z(0bBxbnZ+(44GaCKjplO zfGTdYK4|SrSwMPc?f~+UZ>uiu!>4d;mY7A*hLzgXDp^eGxw(z&0YB#s z8dj_~2Jdou$Z31?!gpH#IsZM1p(PgTDl;vzM%&}NXL1>8fuP_`$hfa-7<+S%?E8=i z+B-cGm)PW-TM$Y^LoB8wmUwJcPrwPjDTTYTR)c5RFhpC)+jX+)ddh7Hn2B|W@w>9w zRsYGg4!YpHtGLm7%QzD|tL&9`sE!J2mJgenH9u8Qdg_W|F`Bg!z-z2`NDfpB^~V7p?UE#W@ohBx!1JpioDW^4u^$q98#REDd|x7o@2eW=H@O zw5$k5-TUAzzv1~UU0_mAJJ`A8N{P{#u9LIQh#<%2I=VQCbrd-^8wyC*cd+Jz<)Pi& z>XDaKx|t?*S?ANG`7(lBXgFLTB)D=~U_V4BkNk-!9+jb$ceYVJX0Fq7gFTmeOSpumvLN zp0U4lj4sj8n@HBw>FQq#kK(yC!3zilLf){NrtAay;Y-q|NI4r7*QSunfy&7coNl`9Mi_A7>M z-Xa?Dm!l5}U5MP@JX4q@vW14N@Z(qba@;ir`Os!OYlflZ(C)o6aif_)IQTkDhppIy z%g@y4Mj&AY5>dNq7bks8nyYo3Ivv!i1eW|mH(3zR9$O9n()oon3U{q&S>B%Hj1)M> z+TQlY-z2!FH8%npji^iZ5xmzIymqdyfmb;U!jiofJd1luWM7uN zNba@78%J!f?7wt^QpMk!>}w@+(Q4#BiRdg^On^t?#1+n&tA!Fc~-TdGqO5Jei0n6fvhQ#r8zob#z+>Z9n6z#&q(8w|_A0$G5M<3v`%fWlfL@Q6^|FuBi8g7wG_&={DHj1(gKyFV z^&H3;_;UoZMTD)$%R@H}X&CuWzd5sZj{H?OIL{wT=hbhq6yrbpgQq$(g zTwT|Fx*i)mCEiuOajNeq=>q!U8oX7Y-E4O4*U3>IJr0P0 zie!*sm&7d+mBv+)za_u`7F7>qnY&NvvGMNLWyyoRsiS(}#J4(k-Qncxr+fb!_YuQ( z(DM~a(Vso8(ww5%iRVOT=XZ8^{;t#=PQp(2`+4tRtq?hJsdW5696gs9fetCzGxzAi zNX1bg)4s1Fm+x|xi{@UNHA>Xe=uNxOQr$EFSAi*2$t@_FRM+nLgD4TZA0fdi(TrnW zGFNL1b%mjaR9DJJ^Frh@0?~^FEnzFf=;xl%hr{Gt;7nRDY*j-vJ~I?54cg=*Um2L# zckPt*6&-H3yA;aGar=T<(2U*xNYv|?r#N!0GbGk2lQu}iGkY@f+*+J=I&v;87;H=Y zNnmV}KLiYgWYFhMdlyIuy?ZOwN@FcHpJJKk-4A~9$wFw*nAze^*d+)wCi#{f zPklYi%>2{)tMa#Gh^Qd~hS{G-k%J2o(`m=6Ror5|dG|0MFK~uz7ZlqVyg8%ELoayR zbMuotiJ}AMZ6-c{z4hP~*B}W>-+1N_)3<^D6^l(j?>%`H)fT%^#?odKw9FN`MeYA_ z#&!8Yb%T{H1eIz$Gj0-85}`~3%x(f#+x!Z5csy8U|{HIS#1sXI%B;kCfa!T2pT~XHG!2ccVC)#gdV>IgaBx1Z9oN)GNS)EaxH1j&) zGOv!im7gX>ZHsStaFU>7DCC6{)A!=vtQjAXFVgGT*@|5e=gdLZ=!>hmAcpCSnfCo~{8Q@9C0@7b`7{p-SnE?STPt~o*O>0^z`B)!<>uiqDiLXK1{#; zgCJ#}uL1VI{dzsL3Dhq~_FRY2tu=hKK>K6A@M=8+swEKz7psCjx5MikO>AQ`FDv3E zYhUVD7ZHtAhq(!2-8p`>QX%vOv$y7@pWjnOzQ}_>E)_5vc6s)wMo8~EihuhT zu6GaPcv;W1t*P7gauj713&hG>KYojKYmZBMWa;@5@8%)ASg>y$M&AL%T?>BTe`sae zB&2ID*aG+LQXDm8Jj$~HMHMuSD11uw6!9JVjcu&5H>5zcz*fbF<`2!u5EA?G^-2X@ z#+da=w4ZXefgAA!!fR?O*~Axmi#t=C0RAe5as)ev=K7qYaaOyPBsNzpG(}1Bw^?!B z)Kbb-H>>dKwqh=8Evclz?P!^)gYM)A=!kn48PA zA_CDg^-mSc@Tf(p;`F~oI@Fbr1Nwm`68;}%f->(=#SHc2Cb2>zASjRy4WKAn5c7&Y zTTm-)TJ);H!{G;w@_D}4#&_wZa|C-pfGGS!-Jm``k4msIS$c`ZOL)*0PziAST<`C3 z=espV)?M*X zxiL57#?n}s1OiEsG<6L6BYi=O@Er+h(DVp=w{hNrcXdyR?i!~E>H@32&*PQ6cnw8W zP6qER1>w*AkXmmb%;X^`5S$&KuSfYbmp-?N#a!J4k2d6fn;%4Tsy+X4AYJ1&j%&DT zBw+CQYsH#xpT(qL_0(2Xg+By1-p|R}_$+eGAgaRy#6OAl^XP9#2_6*vfr?YQwhV_< zj@w-EYPWp=#AplA zy%#<(H;!d4a)-9J!od`Bo2YRMXyJpYsJ$&Vkf*@4X)lOcH_u2~xht zIn2NK_S~shqS(q_XboSt%?vO9?MS(Li?lpWmiVLiDjHKDq5J3>T?(7C0lS!HHF%;e z9iyM(FauXkrbWWRgHNmp9bWhjy2<4&)B`Q8HX9H>`j_xFyB{L_EoTMThTdfzWv#9% zt5o~Q;NgUxe^y_^tCF`q^Ej7g6cf9FAs3x(_&++potDz^NvAKHwCXCFlXd{U-&omE18+$x~uKSRc(5gP<4@5Z%L+Qb$w<{ORGuRx+0BlUsDrlG{^Q>)|-;I zg5=Zo3>0E{A94fI>lFzgc^k=7ZF6Q}s-HT3m_2z(6oX`WHCh$?-JQWM3;bxajX16r z%9!S>-dw2~NtZIuK<#;uc&ipAT?v=78dWoF-|}(-i>-*9UZ)$ff*KsnwKjE^4~?L- zKLM(6mx}Gz1vCU(cZ*d#yB6Gv$9tQrmy+I1#VVk(mV;u{%1$zS8$#!bEaw%Q9BhB{ z7>|aN;m9LltW8Aa*9tS*W~L5EU!>9#TgR|ts6ulv5L>NoCk;K|qy{hNvRMHx=O2zN zJ7hGHz)s|IFO=5F2!Xn$O?Qr_Y#VHqLdg`^An^ejMm}qBwD*eA)?)$`PmX_on9NH1^2H`Ixejveh^tZAMRnJJz8 zT*xlC zNhl4~?9S`)@iLl-qvMy{@KWplN#GdeAC4#*Tc?64U%d%kn@t7qHYPakC`lYYy2GJ_ zzBF3!CVfTFk0Iq%N>v8b(gd!|d07(Y(J4)1NikPoi!Pb1pqV?ue#ek?Y-s(dNZITX zfmZtvOHqF(4v*cMJy!zjXce1_u*ioCRrPB;cFW(VVu+{L|{N~R*izKq_4!|}Dafjm#m=As#;5Y764y=JW(lTh?e9Cq`#U_O7D+P3_<9yn6t3N z?K|iS&U56U9fMszlS$3U1Oy#qjb#)pE&my`nUXdj>CKai2Jdf{2*?mVI4lF>MdNG5 zQIJJoJVSzL(A``CsJYv)2ifxO)Vu~^mt~0LM&+H8roy%4ehV}CJ`C|HdQ z>-6?39s?za-;zmXG#a5WH+ufzQbDST`~VRrAWcp}{q8H}JV_PmRud>)<5fcMOIboJ zqRx>k#-Z20{b;&A;F5Hur&U~SW4Lvmumb|T>iBhu zwuJA5r5^DoCWMFLB4`GmR0Ob+K8hZAy|3nGB&p7t^nTwA)>$uc1)N!f3{d8}eALJ1 z@RYg|q^`Y3kwP<2v}E+&yRP9+*cLNg>SgO@@G3=RwF-{kr(>}06IDd9+={-@wL7p^ zFu)(PR9LP|I6=J*q!rzaqSwHHnAIq)IQsV`Ji7&VyBuqSHu3@u zHRtrf5-aSWunE(neyrZID*(CJ?dRzp?-0C<^ntTpH21^xBQ48!Z^@%{e74^NWCUK? zI)%pS1$*5M8d@%%26IAoY}w9uvMP{8IfgV;#zVFNpD>f(Q#x8k)0&?lGg< zAY2R{>Z&^pdfj(Y6V!8KX3fI&_T!?SWi|A9Nj-KkX9%`vd6i*5Dq#wC$y3JMORt(g z>t3NUEyR3Uw`f$GCB_G3h|)=jZecTW2q5ADAR?q(Vb08hGc_)VRkN7%b~JY%PCLKWNu{S>^w!M{G=5dX|&cf26a@LAMdb zTZiQ?(x7XICZ6W0tWJ{Ns0O`Fv#KdcWw;Du8rNR87pm^5?)k+-?FSYoo>d<*K$GSx6A8+{G+<$}x_z0}~$6N$># z^u9NPih;1TVu_gwkKOj1h^Z&iF!n~|p3mUx4bhu`j)E533`@5Nx;D-O->sf>gx(5M z(%3SgjpPj}{4qFBeAy(y`Gr4V+r%EbjmRzAQ+?~zwgojq{*7S8PEPc-^PgMg|MWpV zsm`0oq|+lgS;2|dTdQz)xEDFieaFa;&G^N?%B7bFz)Jrqq7*qYdtJ8h)^UpAs52^U zg6E;rv3jYEX#?yNBr5+KO=@bUd1;DRXh8U>d*K#gD}pE7x$ z6mJFAnI;)}Xjd+#MlH)o_NB;P*|_xif|7$;$^@-ow^jK3@FlU#&nr}1w5RJ|c*|7FfTul+@m!PH^!)T^v0zw!1Wchm2= zKUzJICbQm6jR1f>B5Rc2E?f9kJ()UE1NW08Y^!;pEcqm=>J)=@6a%#fhs1#9N)5b&xWYB_zKb`e6-*qnuqF$E-PZf!LHse$M|I z>)p6RX*Q&AHXtKN*bd=P5sm7V5X|t@1quLE z%)AdA3(+;Fj3O`U%~?xLi8gi&+uGuoj1Y6vFOS#uKHLuqPxJj-Vj;5}2-u{)yXn)ped)W@%k?C~_qmSJn~J|;s| z*}jEFF{EOgC!98nHPt8WhM*9uW%rhaXr z;{*aTVdo`7i=$4pMxDQ3MM-|mER$bi%j{W}5y0;!p zAa|w@L$yGQYc8s=2qZG3lGKEEd8vW*`3n^COhWDql8rqgG zq|7P9hPbwUe69rV+e3N5!SLnGF*12`XFPVBk@c^6Q{X*oi74-pG528~<Tq%(i(WEsdmWDlpdkc9{+OA)p{w<;xT zzBpwah^TmB-@EJ=mlVhwCZNP-5@r|b=}atF5qj3}80+09xpOyXQ^`a~OhT*&g*>9< z$_G3uBx0EGCIXLly`k<3r?u)=Y;nvt7ngQw8W_GD%#vL}ryFSMX$=pvjF-@M1`JBPvx#xlWAz1QLFUg8pklU=p66JQi`*ddB z;dCk>0!X$h8D`S=F`ZP3`#5gd*hSQhAuky5R!8rc9ZBkIqt`Lw`M+7a*h-N#(I$~C zdP&wahfu<jds%Lt-4fkFQyiR+>%$kUotB4o0{_k>Ie$y9UKEj_0=ige?UP> z@pNiQ=3obguS1ne1D(ip#O%sibk9%|0rxROcE*+AMlMtWhXs*O2!MwkvZThA(DMF% ztjK}yBL)Y)3w?Q1=r`IlXeE@6R z`Cxjq+&AdJdx6k0oN9=>-JrES){2Mrwa8thLd~T@LiV*aC!nDvJDzHc9A~{GFGKLN z;L%6|q_NAA5P91ge6=1*9W0UMQ5t-x85dpUQW04*A}F&C!2Q2uAV1*RPsNUk&27%X z3Tr7}((*EtKD`VH4p+Gs?285KOWUvSL-vqHkTE}XNVcPdS z2GkFTT~M%jv*zY3)!h`^cW?u<>Cs0RVBYYh{z^6JVjqf)@$fQ5IWGMkgn>ueJ->AR z^jZh1XQ9~6(rbXFSIF|XYeWhm9Rtc8Zn2yT-k?@^DuL^Jgk>I;_z_~L#t=j8omM%C zqI1u9CqB0AKTU(;ygeW}+?ZM5lQVZlXuwQrCa*Kc&V=l;et)D1C!AikAR!eY@qG1( zUVg#18!H2WnAqYMFuf4rC{l`LT6k`mLNXFg^lqn35P>LdV{yb7FX{0nK4R1pb zpp>A&(|kKTKA+j}@&26JY?0r?sl*Qp@^+DI3mEU$<30E{b&NiN!D;`!x=yu2 z&UMaKb&DJJ*H&e>jip1a0LSown~%(p8lD+4n?^zn1v8}X+_Q!B-jA_Pa4wA)-j5x8 zqNB?BHI)hsbyLB=_Z_tE&A)E{AZMEB8vEj99>vpi8w9}%A)4E&n$z&i=FG<;g9H(3 z0jnw-VbyjNb*~HkUGU9TWnbCx_TDR~1=xb+5KeENQ%p>>;3~vRz-#650}x@Q;WY9VwkgGm8m|CPJSq2SxGp z{8&mT>&YH#*sDH$%dmn$E2p(=WB$vq9R#wVrOf=88zbk^u)}VKZS2RGjLy5y+$jYl z6bBsREFJHvhsPtQpFlCS>3YvJAT7^1F7oA3xpYJ5C<2o7hBRk;b;e#W`bO#Gw}k=OX2#xUNuZ-}}1g0d-g{|!!A)y%|Iv?duD zJ#ehA5~1dIjegVMK6q$h(V?bkvM9bxA#j(98!g?UXhz@ zdC%DF#EeF{ppuyAAnL%K4rBg-->o!}pA&HZ=xcMD>%||6{vT=29T)Tef1Nw7LVF-} ziHbHMT1Qb-N<&5^BxHr8U2h*ML=noWkSL>+_Bt}MDk`MZSs6{D()_)yrSy89uYUjC zsc zra^lk;!)mqAuEae+F@pKzT%;WD=t8YV-%4#1y$V0@o6>O!)BijQ%#>vmtVxjqG&fm z2LaQhL;@=^a^h|RKe~)y2(jS5S%6X@{I6yFEDSG$?_H00xnxxnFTDvmAbkfKb2!cr ztTmvS#{1sWrI=(F1IO>lywV>c9bx(pI$}Rh)XMb3?&)`YD9`aWH1WJ!MU<{;jiYyh z+h0TyoiatIB;h znD=v8?EfflGvJ_uUqe6ITf382J_Slau)L4%n7XdPzo6kIDdvSzNjVr9p}V0XJ;c$< z$~(plFi!sfEw|tm?#EV8K{7HHCsC5ybdS1$a|Mno#Jg!aPxf1`yx1WaDn=b@xVa|N zW79HNmBb@W`mBXN6*Tz~GW~K>u5pEeLzGR?&8_w?j=`xEp~-efP3MIuS^_9)2<_Gj z^Q66bA=VorrkE*YvoRG5Csu4PbsJFRJ4o<;n8pevC|6o`&LA$csOWL#}7}j-Ch^8zipFDa^0g_xp&dHd7 zx+A*P#6>n7O|7Z^b9KJ68uXf5?_pF(}l==*)j^Mjn}N3mOMymfNt3fk7O zut(V_^2!>8&<->%F>@KX+o3{gz&CblQTWqaxugM2<_XfQ5gt<_UqVc>4;6*HrEL}5 zI&#+AIRgK4?)A77>I7=-?gXj@BZq_=H;Q7p$;ilq3_?FovOMo*2san17;+x+ahP-c z*Z_-a5FCQKON;FIK#ODm?eso~SSYr(>`MKa{CxpX9mZKxRvtV&N0wY743Y`DP`-ry zMK~yCnBJ+4O4S5^Mh^@d_6dY;!a>E>h?r2h7GL!}i}?aKC%O|6=LV}|)Y{?4H9H8)6P(CT` z2HAzNg}mka%rh~^sQ^ui&1znWBerTl-cGq#JKN(Gs*WgaRs zYj=78X+;*9l#^r2Ng{9=l`o@`qVWA!hQA3wtF#TQ+8q6|yJyY${&y>uhRnxUE~6v@ zlwfGK0;}1_w=qJWHCbo?4GsY1dY(*q4X;wzO8+imaL9vQQM+3&4N2Uz{ctYeGaz^YY_R9Kk^@e%#pljc3$zpG1LK_n~yqjsi_1&1)k;i}-^) zawiIZHvf{L?F8ABew$=@JIxR-Pz+8&&3k!sy>A1Qh9VKD`}@V%8o7=QG&Z-{4Io{F zRyiYD$=GehydtxzpX1v|i8LU$L2o5r+*TLcBQD*=- z^f~?NY{8sGk3maz2>I}}$n@0^afMda{TfiaK6s0Hh75_@Zcjru!t}E!@(#e`ES?Dt zrLVl3$R@p(XM+0O)b*bzJMjZ38oZ;Pv&aeu{G5cE6=RZ3A={4pUC_XTyr;v9UAqkm zfzd6U>dg8q?V)sPKQ&n7+eV1}>E0}(X!EF@A7<~E1iR#aE-TF)_4>}?);s+BcSDNw zzTm4;c~?zqHrKi>eMYZ=|`FXU-4+@AzN@u;>TX`7T#pD8Aq&n}z=P ziGG8G(i0C>=32iOosGi}`oElIw_SJpQhs(OL_LH!C06`Dk-o__Lsdnj9xJ3*)^YxB z@y7w#pg~eSK^Uduv-wfYQ)v~=2^1BBo?(H^&Xcg%?8=JM*Pe%^khEO^)3a)E)E^M| zy&A#I2|xhh0M+23E-6itFc_t1kP9ALwp_z0H;&zv2)|#~{VrF69;;nke~Weo-RZ`RtZFz@(DeYs+g8h?XOMmG2>pLt>d z<3sd9`tPp?5i)a8ujgOD2${PL7Lw7@rpB^DN7=j;m1~W(&N;RNN_rU?b~k!G8);p1 zT7+G-^Wb+7HLO;zw{=zSR~A`2h-UZ#R8BvD0;1>d-U102nF)&{A5B|%8$KkrP`trq z#-h-^YqbC16#J=22bXL-6Slr)@Bc1^$k9`S9R1PAN6@SS4 zX=DI}tX&ofe{O9<{RYt!BJ&2}cfb({eS+0&@Sj@y|2Dy_8xI6O+3fJUh3DQ;6Vf5l zyDS_Z+OSFMCwM?U^(6Z4uVdL&kfYvUowoO1<`#j?kWM>)7xI4ass`K5FjBg~vM(g5 zpp;Yb9qblC(L+g{-GYIO!KPINYWA8~#rUu6EQAEXBQyO-KX~Nc=>n`H!Q++ksP!RQf!^q)Y9@rSCCxIb^ zZkF1>-;)+Wvvy8?1NSm`_dS}ypj#iGUN|1&M8*#k9ucci)y#6^=kME4&$9z|6FL76 z)*kpS6~!K1yk_OR17M(=dgg(yDynM6P!09Bx~kTj_rKNLrVfw{gLm3; z##hU)>;79fwqhqhDw%wN5AIF(Wz1%=b4pGJ*obGO`|pW0a@dM+o&581>-^&dBsN3d`qz}?^$c#K{jR`LyfGE ze(Jtv092GVnQ+cqFt=eo=$v5A{Q;2>&0G=Q_Sw}eZCsK2DPj~qyz^u9{cJ2rW;<#M zkwo?Pzeeyw2b8n!X?zbJn+C?&1~X<44%1L!Ti#*!JnPF)0#IcJrw4Drmid=JF={Vw zx_&|$12CnKj@QOqvwHQ`1B)K{Si5oV%m zd6%zok&YlAoWAIzyWe7yd4RD~m4~-^&(^IUek_Uu^W;nsQf2nb6xVATV5^U+$)6Wq zQ-+T)bYmcuV7Moax#|LE2FkdO*FI2)om8R3Ve${AA=P>jt;8UD?C5t{4en?4{Toz7CQX~ejhqiPzjd& zir7%`Cc~3JZpzu#ZmZ(E{2Xac5dOI$d4A`@YcQh+!RVhrsf%p^Cr z!zSRD{i_3yjttRzecK&+fI@Bs(L__>#$=bBkHFweDuFPtcjkfZ9Q8->J3tE)lB99) zpjQr}j9UCu``WCsGR<;xfa@4}lt;M_roGD(Mzccx=R*V<)2c#Dg;k?gE(U3+#hr7r zfKOJMEQkZLH@Cgco_6?ms^@ja>Zf&^B|pPy%6XB~s@8lNA>26z1k(_C#t5L8DXxzR z-+8x-184(eC{nV$;CEr1y-a2ajF)+(@-fJ`knwaY5?v&?{Z|B~yj=lIyQ5^J@8 zrTe>slaz-N5k2xE>G8c9(^aL<8umdAAS2~XXJ?qsZo6H@np*?VI^BwraATwlJSUqG z%wpu=q7dkQgwJQ`ZY^R9Myp0RE6rjxul~=3v~5bTqr7BY{p<0Mzg(Z+U=3_iWigR7 z^Pv8(3b5#iTE2{yQTtvC4i>9ubB1iZ-<&_N@OU7-rwGf5CdO}>4bn62Sj<~=%e%pj zN;83t)0vyeUmZlRS+>u75f0yk+cGt{qx>72axo__BE8hV#KEIulp8pG$%*gELAT|t z4f}jx8+s^am^OsPt`)Hvo-ZF#01{!EkzP#8J|49LpdbWBNx?jAms3~aKaiEA8mtmC z?yA67j#lso{8F>Hr+L@&d;W!9aA?Ly0y9Q?;WiFn`*$T<$8n)}-9vTAL{ zXW*2qm4Zm6@53iT$V3A7DtFYP8S;V~Za8j%qLIPmwc1;Crt_Coa`C|{4UtJ4gb8=l z_$U5t8M?+*vfFoqcNa7)B5pbCcvGX}7Wx=EELuIEKQBM+p%$CNMu-}OIDj=h%yiPn zwIZ>TY@4OP*&(>a1L?F9`{>t3ARndPV7z{P?;8{L{5PKw256no1)*%e3eTpINt`p2NxaVCb#alm_U%CwpAUkOh+bg>=E0_ym z-NvU*wP)8SdqbYZ&UGUKp+~R+KVC_Ah<*$qp45ec#-d50-gw%_w+Wy(GPFZs;GZ>10VH zbZpeKyn9tUm-*)#{`l`;&6h(qt96KdTZ}^zOPdgnd7_d6s~voP5r?}kPQ|b8#FwYu zw_nUs)+RLLBVgkwdIu7z3SM&WzQ-?wLaDg-W}-RE>V~_|*2~R-(pdR|%U2b(XsYjl zXa}jN7;kDkrJ$X9TxTi!ZYgctb&RW6IwcVFgmF`_oHTyO>^t z&p;I?cQX4i>y*uicq{1>;gh0)HiHy%OS8|7E}JCFVL2$z#shV1?mQ=Ite;E}(z4nh>!mLFMAro!J&B&Popnpj4lrup^D zU`WS$31j?&&_p%ZJZ4^|H|=`Bu3lz6`T689c9uB$!vo2a+8jH^8C_&Uu0wvhK?`=& zGJncu_X}y)cUaGEdpz1f2u3yWAN@YN&`ttrlRzK{q4sS0lgsC)RY`fZ&-<6K6yIl5 zxBg3^#LJ~^$^pQKb)OQS{9;F3MW`KwRici^{tfTaef`Ar=Le#b8rJ?iV$T#aJOI!x zSleG4@GGi}I0)=xD1WoQVJ@{x3rm_A*_b@ix%Jfsu!vLLByyX}`E5;~-qgUJ4hJDk z)LhYLQ#!~fC0%{mRO9gml-KPhk(!<#q}~mX2SbhSKfn2Wp8iA@0l;A9c~EPkmXXby zCAuUc+1x&3LQarvbAj-Ll$EzGBPz6#u?w12-y#*P{Wbo_no(W<<80q#g@ONDa-p~Ak+=ZvPOcq?Ip7cceB~)Wy*^) zTbC!D0p*aVEh7F*DeumOd;SR$KNj}JlU^?c{f3szo|vSL&qa-)faw25f|Bq+OM}fJ zHgKVcSYq8SDCH}bL2q4-{D%qmJ7)*8x#|5+Qc{^jSZJJfG=O6PjfjDzd?cPu1b0Ws zl1f9oGQi(CNfAOSX&*!Elpsv&kWn=0`GfJGU-zfzVKF1IgDYzMbF+zGQf;OUP! ziL^VBXLn*w-tv*41waj4N}I6m`A(2asMd?^l1gnI<=zA2K`dpNdlGf^^Pk9G%(FVi z1`i+mZh>||Oy*T>Yf;e4hCs;hFa^Lk7V4Xfz6_%wzJj*BidcW)jY|U#5=Y>nWf=C3N zvn7mv`bmN#9PC1WXr<;p_ZQRl`v_6ZBAP=9h2!$e#nWTS) zp`SS=IBWOwIWXdhb(|r~j~M@ec)*;b8sUdhBVi^>&b?qW|8TJO>?YrCb7-QYiKIpi zusSCxj=T7&Qt{KylEx+Af5=pE9{UG2?tjqr0Ifx?5Lmu7dHXpR&|KTd$}ET=qi!D? zgK8)VaS*&*QLl?oAS`+0?$-0wHc;X5eTDesW#7YA=al0`7Lsc-$O$v*cEC5%+1(<^ z#055$7y=gsX-k=Hlc9Ne(NG#}6#_=E&ET8dfx8w#G!pf9{(1}N& zvmsP0;fY!#&n`dsl7f`MN$qP5bA#DU9qJc+{U0O+3}(h$N-ySJkp=|A?#tUf{qQZ@ ztXP1Ei`#-iNT`B+N+}K>+*2ef-dh zD+gWcYU`lC^wZ9u4-Ha;MdE2kE7&MnZnt&J$8|z*pc?7Y(nIU~2Q538?UczzW^SDC zpxV54J_AX^<*jymyZ$9F;>!?4VyMI-7v|!E9^iLn7Qt0lzKj_}P3h4QY_x$iff75# zm!VW}pbg4!N_i>#n`2LFI6;c>OR{*-dg4PkplG#_Q_xWmt~bpH+#O>pIiXDR1(ZET z(z}BXMPWMzH{cFbE6hVEAJW6ip3ele*jQBC902>Emo|p@_cd1o?mO749~x&#*H6$;rFDi^Mbm4MTM{rd^Lg;h`J*r+`+g zFI|?LutZM^?kq%?@jj0df_qtPR0APKe)DPk1K->_By>Xu7QLJ6Hm zDc+QDu!6wZf>yoJ`VLfkhBDnC>--u#nS!%4D1V|K)D zn?_vhn+0I@^eQMO_n}<5OWDOgwAetg<0=)LrS1Yoe$YMi+}CEU8awcjfveHwgSFk` zf4m*h1&%qyumA^fgeU6sON%yG4oO|RezRu#V3{~@6Y2taN8FtUGUed+EL5@+c$C-0 z0S$D~XVvNacs2qguYsrRH|Xe+DE+ZHrZb5*ZZR-I+-W_Ezf(3Vt{zv~FmS^I*Q3{y z6Dk%c*uf%7nDYEX2prnAd(v-C-+%Hy&qC~m79qi6U|q#6yt<-5bv|F}72l+j%8xdw zKpV8r^Hum$&CdWRAm`~D(5WuADo68hOnnYaW%(v z=7+CAYzk7iEfe?*MJSxKr@DY$kJ?=MR-G;!Q0Ke{QtXsCjRvn9hdV^?FhrS z-+mY^Cm#b4JC=6PxD63jcoZ(`30#V-&nneymjRiwfx-s~Gi7pu=!3C<{f&OVD5&z# z-Z{?t4jxK{D55hyc2aVVpalL8e}JQ3=Pi^%$;;Q{U;mQZd15kfJXaR++bLFEo&-kC zQ7+JaozcpC@a04V3heQsq{gT7P=|^NH}SpU=w9`M)>FXIeOSCOV^CTHW%8BodbZvw z(*{lr| z;1$e}WRo5oB6yI@n@1~o5j}ntxc3FL>kpCLc{57h1P1J11tC{$jMN zMG^qz{vj&*_Y%|{g4oseY7LZ+9KF0J9XTT3)Up4uKR*yfq|z_jvi|(Ke>21y9+b*h zBP*u?9Frw{UVA&!{$2V|Go^wZx1q|+u`^S*TUS9BaER?=ydMAbKi8mR5GcsnvcX<; zJFW2AiN$TL%60;ax+>3)?iYQ7J}|v{EQiXRLSYaR{U90iK@%0!m0KLT3WVVZsqQG; zRkytD%eO&GGo}(X7MHaF03$a0TXC$qr?uUe5hFUepf?PXIQ>V@N0I2%OYY@~HRVA3 zvx7f=*)E@o69$lOA|6xiL&x2h17A#dQ&CBzH+kA(;CN2asFY5(HPsigzWTR2_ygk? zDMlv6BGf}W5=i$(ijrPzsk^sX08(u%+qY)^doeg(Q0PXeZL%)`%iP2+^wvaFg-Auq z!Z*KS;lEmmed&-`EPZ8S+O{TLV-s5#z8grTiPEFs-#JkLR~kzA_wFCX&+P-gJcI`G z;WZ1&SD!qzV%1fRoYF=uXhx{@D!Z+igiRL29h;!%0>jX98|} zxhYBqYtkxINI`H)5O;#^?ut9z-4)Jocg4b~J+}YSDkac1u(KwWranIbPFzG5c!`6? zi(<$CA0aY~vT&3FsOGU)FgnK13Q~Q#sCF*bZDX8;Hbfo_E}}*+0xnizM3RjJ#uZl| z2i!td*pq8{tEun5g*`b4WnqJvnK38ft@oC}2Ads&Gb>C3n#R{>Fy)Aau|m$v7e2@5 z_=uZ5l^o=MtK=Y4J+tVs9~Da)y|prd#uJ7m>g?!hjD0@=3dx}Yxy?k)3r<(aVnrF? z)1>OBO{a4wKx3Xfk?GrAkyRC<>~+H*P(g##)c{6lutrr)6CFJwn&(0>vksB?=v_IL z5#VqnB88HWVxj?e6?~4PpB7>h_#8ctR#nurjzjgX=k$HfA0S6%u;}lTrjgC0nB){x zm~y!OR&yF?*-s{JMell3vu42A|9H>Hslj8|j%Z%VDLB7<41O1Oa;S*?g*TZtcFIII z_#L>1#R8G<;=i&o%w$wZh#u}AXv#=Aq5_w4js!5(K2kn-%&Zv)K=fY}F$kIW)nT^d zh=+I!iJ?M%bWcH{%oq|RfcS{aAX)P3#&$r7czPw}`Rn}MiS-`i-+{ZQigVfPYt6+U zp5=3l;6pj!5qa~u@w-rQK{rQqJ>T2)uW=K4q%0|>X?6+6X8gkR$a+*uquJacd=OM# z>QceyJ{JM0547y(B;Q4}EN`#9_~WDAx=lyBZoSI+N85+)gC-6*#Zq1XP@_lmWQ{66 z34ufQQQ+b)AzODP6gBY(CxB7db~PlFJ>7KF2Xf5-ULZQTqE<4^w4AzZ&j#S_O6DoX z>y-rsny^pXA)413u@^AsSyYolHtK9yzXrG}q;)Fljb!!a{wMk`y}7J~N3qWq(N}j@ zA^s|VnF3x5L1!MPyTqFJ-IYGnv5pKPZF>Fyj&v64_cw+{1-(6Vs!t#eT?zLMN_O_t zFu|2Wg_6XrDkL-81mi)|pOdtmYQO#Lu7m&f_HK35LShA-7qq_@)qE%o5HYlD%VPBG z>y>Za3})s+cJ1ejsI9qn-K({*N%%Lhqa|bzqP0xM^GCx|E?p?FV)Y%KVrTBx{ zMWS4RxTD`X?TH)xp5s+-kK0)M)H`qLBapqs4$x;E)4T+R%SKzHI=Hc#x?k{`0fk?O zCH3uEx~0ApD10i(FJAc8mB|Z&wen8$X&TQigV*BF3gtONG~IuulL5m*hx~j}hau0; zHXT6505*@<33{y5lBByJ*@X0zf3^uFEXPYG7C-5eN|y$~9ToHf^0G5q3nqyu;dg-o z{fhY!B41wO$pgo+-3y6D&|{}8nRyT1JQA9PUhX#N1{`3KB~*LaR%bjpu-MIA+HR-* zcH0wl{NYi{9CFoHo?ZQqc7k0d8qbnyVWnB2mnx# z7;M&k`7~RXpR4a8wV|xgpi0!N3r&O7R-q!Hc1jnbaU0R@4y2paYYqa&1;p3HSZdVk z_hBX)dz=25y!@kJQ>g*#BBr0g4YKR`e0L=6sAD=Wt9 zH0AumfUa&!;wZi?&?^8p9E2dL^nkVv%mDe^VVTcLt)zi8J?eWA zDKR-z4fz|8=;2ehqLoa({MsI}1e`5<0{u2)OswJE{iW?FG8c6nCFefl0^V|837O33 z0RO7CXbl;pm|1BS5$zd)b$}Zr&wcIsIIjgZx_JK-;V)DqPf08C8-yB8(n|rAP48DG z+{f!abZJk2swG1=4fN+AQ;wBvQ8*4Z1rbWDa_8k5>4&y2G=eaIqWn5bc7N@cD=lH& zO`bkAi>;7SV9p|atM4kWx*h&|gdB4*sjIcQ%Vv{(E|B~~Jx{E{H~s=i1}vBXQR1o} zxvlAKS+h=M+9N2m=`?{rrCDW~uLcz7Sucw0d>>&ozLYhaaz+1?!VIMBYY?~sv7 zPS|lteibAGBI8gzBRTH;At0(XvZtq8ojLjvBx(REpo^j`KGzrBm>9nm{ZRe`qc(!^ ze$Fo|0$hPLI0$o6Y0MHY2#Fko5?9os@o+&jJ(Lwou~<-JX0R60wZP(bOjJ!dr>cn9 zFjWf=z0YUpD|OSiHF@!@$^;hiW#o|)jTNFRMHJaF4;?LeZatQ7F3BRBb+Rv<9g%-%T|AUNwBY&G>u;Ur? z!-){Dq)&=Zj&`=P-LH;^8cHK{ZTM7o#N6s6g~MbjC1BnMnptGiV^qvBBENCb-r1L& zj{kR@;YNtxc>VJ6gITUyl^bO@W#2GcG2YIhHAK>*buWF#nkRf9aoF*Z#;zazZsseX zPd$@c{KaFTrwtTv1wb$QP2!uGziM~BuG_>WYz}~^p`5M@J6(4?YXk>Gcy?i=dnzgG zt$qXa4=@qOU3MRWsvkuIyA<%g>4q`Hy9t%wgnS$g))$u$;g|5*I+n_HSzOMqb7HW5!AK9|DTm=La za}#Oo8qLEMckravFfHCj@%b8?Z+IYr%le{OLl;ESr+vCumNEu^bcQn-@xhPN;rVUH zq2ltegLKssdLOWS#Co@pE^X}UnpQ)c-atf7Y~b2rb?DX?WpDxL!JCNvEf2ol2t62% zZbbT#_~AMb2|~%ZDW;x3i5(#MgNP44Lsv_z+_*8KY;!0WslqZav4~r5t8=jdbiq!8 z0+G{IqPclfHDIHJW$Mq15SUra!v$zG4mP8c#o0s9`_#!FCfbmHI8x#ZIB)bBiw}VRY|SjvLv9~ z<%5#ba%FS1>!QFW@HCMxt@UbP<+J6(AynIf< z?>O^L;$K4CvQe}>ozJdm3wW@S2iZ2UkABtXd@u*>6Q>b`*P9AE5pxj!M6Pu+e5a7lL?V! zThjbtCUgxE&1qg_s)_^LAnr7q(_gl3;pVk?6uSxsM1Ox~Z3`n9f@}f#f{cb^A|&}! zL+M2m%@O2hX1NU?@)KE*e^6=+^adfw&-k@*+CK|UI&&^@<>`^}TOm8MZc6;i#8%r| zRrr7{q7@~okm&u1m&S2;m*HG5Jyt(~CFiUr)v} zH4=Dy8`IZ0rWa{N&yod6nrRfNK0%euOF|eow$-a8Zo*@Zwui_?V*5ZQvuRM!IY^Ps!g6&QS*7@`v4GsA%#7dHMaC0+YA9n(mXYP0 zjF&%PAs*Pyt*6+$Cab+F z#S6%0Q9VuQ%GLFAeu+TqH0&bYebV`9h$nJr>nw;gEJtQbv+>)j50o6Crpy5V{{zuI zMq9GSuQg8~ZJxT!ZgtAbC2yMn_#+4?Qw}QYe1mUJU@j)qg>LRrdAE3h4xU1Y)yVL# zKXcnEN1_9i(EuBx@C7ou6*`(LeJ)-333|OEq-RCxUzVhVJrajc@)u?pB=ZNZf{MS9 z$>YC!X1q-)bh{~xMZN2LEc55#IfR2aLq#^bOk)`KO6mnS`I&vQ0J@2%VMSz%CKIS3 zV~HysLVfhjU9@*1$E&bALQ=5|NkuRi1d%ZEjZ`ROtEX9h^b9+bD37OPR1?*0Ml4L) za0bNleJRtxb!S|_QnNr~BvIFuC3FCB6Anu9)djDAfE+&%af3jB+Rs?=!SPOz9dSeW zRrL-p#q*W;*e7BxQSw2ab$$?~a+0jL)X6)9BP8()utGj=l^cK5bwNo0fJji+E`PxI zhAR{(-ohMDL~BGxYuL=#Ux^1BOEUb;eUxX}Zy!f{10%9omUHvQ?@I9T0nnqKmZdxr zGv7j?E^F!dm({J~wR1q4`J4Ubt-x%^4f@g!jMTBET!`^d+XF!ltV3`&0`TJWu#}ld+7~WpDeq%dE?h%z`dNbbb`dpcM#m$E$rex{WST~ z4vs|oTfC>`sIM-s&e}$4ygYCfR=*ZH^>o_58_r>V^x}Z+B?nC2uYZK!zDcj?EVwKg z2vVYP1`CL_2N%J;Xs$<)1yl*vCv-?6Ds3{)sg6IQJ4vd%YXg@)(XvZigA4D9g_Q)hsr zw|hrgs^Ps{SvLIA5B$SS36i^ArEbYtKw!~yh)Frep_^CG^q-Z;XoBr-l^w`v%Te1D z!1(XTVbf1Yz!z^4XShG__cC7+0=Tn;0_C7W;z>0K@J=%b_44>? zkS??3O;0pt&+#~MVG)ppg;qv}D3M9NaI!t#w(7(!XfUfI@p=Cn=gU_=se&eDa2);U z_OH|N#w5G9>+`VUvyW`G+*ecs;DH}UlRIK}zIb_3dDJcGRd`2%P({|7%jmLO`ViHl ziu`-@=Jl%}6f>ygcc!`dxBd7tr>?>x7A zy(6b~N1Hw8~PMMcma8X@Eqw#HZa-bt*GP%&kB zUQb_MCF=5%vHyVmE+qU;A&;kebAD(+`Q9WzyXf^K>c&4ivK54o7|Nv|Kl}-Pt~YW@uuxJF>Bho~t2ej2)W-gUEfx;^F2{HV#Xeik^*Alw&B76| z%=nw_?88c!>Uicpz@HN(f7GmWu3d$bKltamPv;}Ym-KmQ2xI^<>d8&+>${FT*Z{4; zpb+owgh@d%%a;*K8msKN=shs?krj6S`pnwqpX~?^B7&-C>|PuV8GsGF4r6xfE1)GG zz4LGJPn3|jvCXG3CJ0Z*DE_%ITEe&l!v6rv;ZJFlx{&5rba5eca3T%?-oaZuDGw(e^~+Dx>v4cTrem582CvojQ&O9Ma|< zRH5duV#rMLWvC$&PUGoadm!6w#WTE09;Dy4O?6ss6*KKq%Gu}Ec<87|p~{$_5nSt~ z!Fn}jIO(32>})U{qcRa?%$CTGJB6oghVgJi4Xnt%`n9VTCmKDBwl2Z*U6`-0#A`v< z17;8b^76?^#QQY z+1ig9t^~?37SbX^o2a(OAj^i38#ekCFpbZj-(~FN7N7p@4*Eb?5gWZFj0=aMTE&jhi_`U=g7m^F z9qgQYd(i6!(azrrF|vIBqjmygHqgK}HLakkPY}Y{$i~r2X^s^an?RF*@6}61c_37g9${JHdkYNIu@wrKHy zX7GDHx%)SbGeEg0F%{LW=__qe#A^kyD|EFvK@P)#d*D2pBlDsNRQiAlFUmT(AYLI% zNcS#p2*SgZ?n|#Cjg_?Tac@W%(mp6GEVzdcZ_ zf=ZJ48htFvuKTjN|z3;w%8%^a_%PR!U>%s9;E* zw@fzmbZ-KqruGWV!g=?VSL3h3ME-_D)w5!2Hf#v|M5yxUZS^e91N@CVD-^bj`Lg5} zDGxN+QO?xU^*g8~?G+J)Uuz8293+hTwzE?-K&I;1li}=qDpl{WXYnI&=XP<;F4@Yf zflEK>%nI)7>u0&7fOZvWa22j*PGwI1o zeLR(U4f5UzUeY~(SzeGilTmi$>8w2musdftcPk~HJ_b0f4=*_O2)jTpexhFsl*JI5 zlqPqlPru%+2dbIK+FU{r;aXsHX&kq@eeheuQ2ZQjl#yEDrlvRy&(7`RP%dkg5k zFJ769eLI2+V-)c&Hw3(=kfwn`c@Ck8`>>n){}d7-?*Gf?8MY>MnYO7w$ljMBOS~&e z1Y_PbX-F%Xw*a#!zYEKE&`(aou2_mRseN)+Lh}ijih+UiO@o`8E|BcwEu;lso z6Zjzs-NYU z)7=YcF^o!k7Nu&iZFHdVBB?H;mEP$3639`Zd;cg03r2)vNf|+h&_vmTGx`^R$BEGB z_m*>{he0q@Yd%CV%1Orx5mxD zC?IdUnrlm&-}`6I!!QCkNvnDEYQ2h?fN;&zrN`B2RwOC_aAkN9?>heTz#HE*I>MXH zo2sK%@Q(+l(bdKUIlKpW4W~l;g?-Bg;>zuym7V~`ibM;qdbHLr_XA+cOr(EvW6Xf0 zugX?dm`-CJFqNNih^{6YBs08?XVZ({=^JPFpJdPn;tS8`Qmu|X3ec^H4YrZ4UCeMu z_Jk$V#m9riiNq!zJ@aoHm4@M1a1c780jJxqJOvC0m93mw8J9b}*8{Up$l5$Y5u-G* zCKVW|Uy)10w~aEx0(Ld!!a^O#pU}>&XzqJvzuA<|^(YXc1Xn@1 zin?-k=I9{8>*EB*M#=>@S2g}&!Mm1xVVRC&6S!*@yp5MQ3>V(l=;8ve=E$j(Hp{DG zC5~QE!$yf=!Mlt{@2Pij9Uuk6qI)tI(WlN{gQOBMn|N27Kc)|k5L$)+J#Y!_^nU#! zu;2@NAL~WsCN#(9i+-!|SVp-Lq&DDO37MM7CA59dHs}qgQTXm#-*Y2KA)YD6ur)z+ zHLf5Bu*eR-s~*6l=Fp29^c8c4fTQ~%;!AJ6fct@mVC%|X2s}gxrAH?>9>XW|k=tCw zd^UMl8Z$^RU}fi(F93(AXc1ZA6-6E~)3G2!$FCy{hoJi@Gi(tKtBRI0 z$bmT=JH-{L`xdK@?Y}161ajS}r+VPNZC1nq5bkfOLb;^}&w(&XVNtu{nY;2J{aenx@QR?W`%=jB-mihiUOEvJGCE+8~)0C#;T_6gwz&EPU`_kBRVEC(& zAF;rm>?+`9dljc)ry4nkZ`7V%Sl3xwE@MfQ)^LeoTTrjO)f2Kv@5`A6?kH+9!ZQ$= zYAs^=!>9C~9F~Fa%M3fSPE*ll^}t%rk*vI53k2x2sXcvZxnW?e2u(q~=bEzZ6aMsw z&o&^@?=A5iIG?oOs~aMlilDFxg!FD;h{g5DpP<>C8bE!aD4H`=*(nGt!>}hGd}u$3 zAJ7fKX})W_o^)|W;Zh=u$>a+MnjMnD^puX_jTJ1y`gW4m-2jqE0#wI+`JQ~tHyJw^ zvh2MOu_RQBq@U$;1`C?*VI>-;T>+iX_C$7bNjsL&@<#*7MT8bx-iB}4ngCM%YUmv0 zmisOV7IYv(r>JgY1=P6>X>!(ykokD`6rrv`>%+oeqP08QTL$^5s`fOr&R?v{i^53Q zY;4~4e(=)0%$;XLJH1=KXd7UyV4vwjg^`tA;!300b53C;J#7SvS2M?DuAe$o4z^2b zG`mElCMa-NELHLyb7xc%&+-vlM~2;r*iv|NUIM3Q>WA!I`QhREBi_(XSjbDuj10Co zkyadWqFd%0iW(Ryn?j=l?Y@x4HY<0Gxr*ysC8qGG{Y;-*dwNRf6?l3o1Zh-gF|Dxp z>So^C696g=i=odxdv#mt6EzQfHi-pxsbCe*I%*VAztxe+1LO|5g*Sfvx!Yim`Np4* zAoa-xWgofJetvyz*s#p@?KJG;jQQjv4tte97*7L6$1WB&xFm988z7$I$(;VJp$#G> zIL$&oKr+tC9{XwAVg;M0Y&Hq}6uFUzwzcu#t~fZ$6rW$LnpQaGQ|tt#UB;^`pha8> zi%bq^NS(?$Lbt3y-6IAY`iV3`8(8hXbM|_XI7a{gxO4XrQ>5e9lB5*oVW8yfi79jA ztd`N0r;h{f7Nd)2G9Pd*Uxp?{yei_8M+o+oh4qN&TjvI5Or0?AC$vJ}HZe+{UV>;o z==KCI{HeoE_0qh;<}X88y_eG2(!3C&c}>Ak?B2;eG*2Ba&6B+m&y*y+WY)fn@WLt{ z4&n*rh{L`OoqkbJM6gpKxU)TRHGmlo;w(k{UBR!~JbV+hkBEBhX`R&#@@(}l9x;MRnI-wF+Zf4~aS4&bet{{T_>(heAPOxs^0wo2+-h_8CT$v0HVDo?OBvbBXDc z(QlL*v#x^rr%xRWm1*VDNLntgzpZ6fhxJzJ+9dtNJB@DRrel9bB)Nw>N~3<)1PE}! z2YhqePGwRz4ShHIhPi|gOP;8kG8`|S&fHFV=E0{$1S;9tsO(~XTBJBvVgo(My!`u2v`VU&>_Sq@hcAdks^>lvq)8oP)o(UcaKsMEc z_GZtS47^o>%ocI7`0IkVih20*xMr@iF54|fmqHEc7#Z_>pM(dcsm%DNcZV$g?KB@^ zo4VB-r-wRA$6;Z|TD^-pc`S$)PcowS2>bQemQrFbW$hIg^Ehr1)42d}V1h@{8%v@i zNmbuTZ;$OcmVlpyfgsh%Zy=7x7@`+9s`zVfi35+0{l@bE;8J+*^3{q( z566J!B%z7p68j(5*Xi}m0{CnRsL9|I#ERJfoIpUu z{%G4AM>k+>C}TDy{jK%x+>d9jx`L%}u9xWUAK$&en$avG&sKKY*jBH+mV!UK>j6gF zZc~@hkB28Ct$5D57?%`RTWwzlbO^UxU_3MWru@haO1lM02j4HfuLOw&h80=-QP;uK z8?d~ha)i<5VqP291)v_QkNd^GodQvGBj&Wb)(e*=yyhoHk$X@;$d+TpG)sB}P7S_a z{=^nM!8($EvQG`?9;`X<%a9|f3VGzb2}}qz#-5R#G0!@R4hsjuSz`c+@m)~;v|@Or z;Zgnpl5XH$(KQtYAe`K|)dP_|e^eOz@LDmK(f5W&IWgp>vZofS%78jCZT`=GyGq7{ zn$$Ugx73C$rWq&Q^uo$P1T>-m37oE9V{YKJGvhPz18*$JaQNZ16|8{;;er6zvLZ6Z z>ZOE#N`%jMVAu=GzENdo-?YdDYkU91o9pNmdGi=j?cx=C@d~XWgR$vld*{W~!y+3& zs@l)kxwRECuSx;Sv7y(Y@^m=_USYx@lQ!+u+KP>Vvq+|#5BXGwHLUUSiMUA_og=ZT z+fs$ZZ^ARS~ z@h&9&ElIU}uAeoya=%W(d|+6UFNjWZp9F5)NzFquNK^`1+)3C#2oe#f$WJ`E;JsEJ zUVBLK>0V!#3Ql7MFx+#7C&o1QNf&0%$K#suqld<)drg`S;w| z3j%mUm!@LE>0kZnSA{(;yu?T#SEQVA^nsjxkPLfB*H92e)?#B`8p<1L;bDKG7xvRO zJj9zL9KwjS%w_8e5z2=_tMj=+_9u_%&IRM$46&sx9E(gdM zBUvZ45YM@u8h9I)gSbk+0NSZWvP{zs=O!1d4M3;f4gM;&YO+Zdy znK4as7UM_8849Z$caPb=%mzR%JDTsc9_2yn@gy6Mcnj@sw9mXq|6#3HzaI}VVh82OR-HOO7bv8+ zpC{^0wUss?AjB+bW1mWjpOq{r$CoGvtSM4;9-ciwZC^oiSH3Vx7q8D4uD$kSg`W#l zg2sOHc!+S4ctirEid44@bJw0qd|G194oMBf;BUIJ(W6YeblHb{l;W`G-qw9^XOB<;!89Qg-cI);SYPLc16EOncgpb0>$bgod^rp zjz@Uw44@#SM+lOt#autbVaY-c;sN=B?8TUuL0TVxYJipm#?9KC_G_a6QOH5GQJ#0C zq=!HZ*b++@Kc=HD*JY_)fED*lDWbWW{zYus@QfI8woH%Zo6{738BZ7J4c)mWx6k8d zgVH02C+dOZH$Xb!nTU1d??M4m&)aHc3O+y+g4m0gu%jpnW%2APK=I6=|f&`VaWP+pX~6>@y4+#8D`t@$CLt^(#><&|vC)+`0Rju~T=&*bvhvwqZ+Wa*GH)6_fOMbKH7C|^to#c+!~QUSu5u}+JBh3^gXwpiN1NWg2L5x0 z%Z$$ZF4#0Nq@(+f+CoFRR5H5_kmv=1D%I_7CznAMW0$Z&R|nGvu;1y-IV_6HpT7(% zbve+K43ttDO?1-V4bP=EBZ}&_KJVCyPiRcx33JQ-ka86$7!8|GGrk$4g~b_iUyh+{ zSk8y<#n^rf;vp*?XYWx4l)JOnqjcsTRxal9o3eV*b^!8~A}WpTW&1?>G4;m>N%C|5 z?b)E{t`tyD?nnu51}51eU%^lNLBodOlnABiAu4CJaQ=A^ve`|9oL+St2*clYhdg4j@8Y@P!!rX=G0(FR0$DV` ztqqs$aihKl;J2$;WpO)@^53m{0Rj}$GIwu=E#xBnEr;px!bPs>{7+(lF4$=Gkf`;n`K-oZ*OmNl7cuzn|qO|JRluu0yv58g2S<2dgM(>PM zySR2jM2BP1-*`+#k+U&C!;tH-o)m%RrkQxmql$*<6th$7!3tPS6O{Qw43bqy_lP@2 z1XkR~!A`-H(NIOnwwQwTy!+`I|6u`&ug5;0VfG`!7n?_Sz0eEt9SaPB^@#+s*@};` zP#dhK6$|7xg^swr^T}Dz{AN99a2TFeidP^$k8`WscGB{=BNjI*M;Xty{5bGoD==5w zkk7zSZvGhT)==Dqo72DavT2Ge&LA`t3Rv@0_0}+@qk_4ePp#wu2?5~Xm4ZFRJ@tz3 zHesa@3YA`=PrJ2kJtQKx^Qh-_Zk^AAB`Icv)Kk@K!`=HTn!7>8&!Y-$Q?BAf7_pR$ zBBqbDXJI)3*{6nr28Qwm_%tAb`e;J^ZpD~Ss>uoXFtms~U+$@O28n}M1cxFlTIG;l zT6Ezuq?cY&)-H6PZJnL%D+>w0^Q4%<^b@!oDI43Hv5%yBe2(9YVaD(h$QLe0#k^cE ze0?RB95h!jUp1N7J_ECOzet;YO^L;4iO5t!DJMzrJC-KXvWqS=J+vtOg&vYSwBPR@{a!t#bAfD#DqVP-TxmHL!3Q_bT6xr^nF z-=dN}lH_hQ-IdD>M{6jX{~$SHcjqxk)2-u)x;gt6J~N8y95NWUZ~siong0vN!Yb!c z%+M$`OgY}G#4}M1d14M zI1y)$-Cb~q@7u?7vc{zS1-f{&MT?@XU;1R<+DyX^H>i@gb7}RgJog0qZaT`2sdb(N zed9)!$?F*sItME-WP}3FKUVb|reH+%jx_frs7eAZcdQdq(dbwrmjdZhc0~f^vQAst z+O|34Gu3FsYQUPus?NjSdkCZRwU2<79AGv}h<^5a{GQhh_?aps7tDQa#Y3#jMGZcN zsKU4F`7Q};Sb_eKq-sCMPjPtC1x;z=(&JtH;{uSEaW!IY^lM#bSBDRR5o;-CH&4jp zLR>5w(WEhhTSqM4hR;$X|L%sk?#bc#cj#gQRJJz7-3*X=<;p#tMzanR7{32EBfuY3 z+;tUpY{QHf`U1b(b9otaEe_d2A3 z6;CMtUP>B!IkcnG5@(Dv-lIY);*qMwu&MnZDEQ+npi#E@z1h-%BTf7F3t-{6ec~(5YSQpH!uEldCuVvWAS^FGouNwNV))EoiT>fzi>N88rB>lBuT21=lD$- zuB40;3XnL7`j~d|Y{uDobUXeYicbhwDFneLd}?rbT38YQB8C}~^f|}Pim{IqpD=MEYC8oA$fDXptWNWFh$Z@nJ9p_dbU%)qG-G@IA@k zAb#&M0tSM$oAGgPlmt45yuQT8i{@i@fd-Rz%xzKklN_#;oP&DNS)Gz+&5q%7g9!pE z|7l%)DK!oYI=(PdnsI6h;WI|J8g5npXFhOih;{O73-Ow_&l$Ns^?D*695F7M#8SJl1nkx;LxY$$Jqn z6>}W5+a@p^c?!Csi)thv9Q~%E4gegD7g7ADqX7z7Q5k&7SL(s3EWR&Tyz~(^c!2h$ zEHT;U()eJrH&)IdFGoM|m0_2lsSaLXSW^Um&R?2ox^M2sOI?&JxGG;FhwHA>d$FDP zV}Tp)KjxEpC8pJolnq4-?vTya{G0~#hf>>RP-%XpcO!nV1L9Lrc({^&4!7QRBlEaVVd-bFhDpQp-lD?NRuRYvMEyYJfHci28)>SZ!B)Q-2|i!AiMkJFHM$k zb&v@^r;0}g^D>}M<@y#~(U6)4-Fyjorm*0CsZTOVRP8@V$F8=t1O^92|mT$i|Zc$@a6=aasTHa3sj zbwm!Y&$AUHt=dvz%7KF0aa{WX69Rx5BXahXLYLf>x?O@;Qb!ksSdSNaAaie6{lf?@ z0_2`V57*N5c!?cK>QMJ`3z`6deF;hGvPuF(NcB|ljJFyoY5rLAbp_Ae|6}dR<6>Ih z*O+mqvP@~YmYXT1ManHDS2!XfXVG$y*~uRsYH4YhIJn(r}(s1K0w z{7Lt>+WQ~C7>sRpoKTri{0gULv&0aS$4@g)oyQ&*YbL3-e9)kn!hmk|tIxokqMDK? zBP52WiUKyW0AXlkuiaElTLw%x1Z@ducky;ndWJbfS?I!E=_1A$M_$ zh0T04bUt}-m`T_o?O*26E3^;SCd3C+UHoQ0|7-#B86N|(x|XZO5vy>-s2H)OqO7eb z9@_J&2W%7%!y?~c&K`U3<7wdezi|5xEZ>ul*+)H(!8acKjvlAVyretlN}fE8#VfQ8 zMMDo(h*8v1To9{PbbM7Ij#XxIHOcA~0og4%b+|G56$_#W?L*qqTFO8uIytoA0SzV5 zw~tRXUP?{Ad>oHULsa>|%?Ar{flfHnE_tb_A1gqy(rL=p9k#<{^8oy~aEQOg|0gMa z>u};3ToIY25$UmOQjIn79Cf%P)9|n~MR`rQRL+Fr%dWCmr57;Au`52Fy1z^+&BwUG zMejR}>rh%_`;o!=wjcFe6D=sXAHuy+1KAXA7y3=mAPJ0dL#_v|bfv27Mo;M9BPfXN z8N&F~F}n@#6IWEexoVoP&S!j27HIq(c^{cDpSKaKDz~h>^n^MW1S~ zv}%{?e?j`mKX@KwfQ)kD6$)B82zHk7wlNg*Bc&8sVpr9EE>KA>q%X95RC4j`g^c{9 zA7htlEAJ%2miX4+8;)B%N@97nW(z&zP_0QMu}CwcxqnhTG$RiUc(gIAxEcZMs!UjU z=psvJd{yLy@1zX*l2Lyz0Vc(MPQnKmMizuTe6vL}sTBtfB6-a(@=H-W2c)j3cwTL! zPdi?G%Uwp>Y&`N&^_*X)lT|$-`JfNt`e>mkIi1n9e0H8MWrf%c#@T01A1DM1GkLVn zt4%Am+M*G8x)&>~d;_E}2biu7{a(YM{@mB%u;(1eeA@NKV(Atve+hQv{7Dau?G_I~ zQE!$^sA!$Ii63!fNr(yWp60O->~Zl(Fz}k}S5lO|en%k)&C)=0Spj-Dj5t4GocK0tQjbr&E2?pLT zk9~IvSELg}^H!HU%S)iJ!9kM~6!|yilTn;Df3MMMgRp%&iJo74=GfAlU-UmixE~oE zv27Du`bVH&AT8)!E%xn?t!CR#KoR#p1PvRIE)`{iT4WF^Gg-eVm-EYl=91`nZGDrH z;0N@FxM#5ukY1|kX&6N@t!mw9)~60eB2}T8v1HDRHM7zW$Y2^tZVW5F@1;>^e$k~9 zp+)d#V5lX&pwLL`K_jIHC(I608;PAeohhZj61$>0is~WfoWH#I81(TJ`a-{7$NDqT zSNZYJOcsyAu)-`;2S>O}dJjdul79`>gC^^T6t^$Z8>GYHOFp#ddrK@vPldZ1JmFa7 za+jg#>J-+`*EssbFEm(L?e*#7bG+NiWejW0>35H#R?c{Y%dMp0q}g1nSvWiV8zuSf zk0Bxd)~Mx6xSEO6?AE9Rt7<#QvXnGr!H`RL1F*gj+C)ix(= zDMKSO%=s9R}TmPs^o8V2l1whynCH3n2Rxojb)Zd;NRt8v%Je!clJ0_IFftu~{s1 zb7}20>~#QvJD9$swmEd(99-+Yrw_buA|3x}=)ZXU$v@Oh*@+*wED7n4im4~+HycIw zx3ykH^Ejje-9SQhBW?hbo(#{%>#LSBFh`CTOL(>x-F<$y38$w2xe4w;M*Wba6i3a% z85hu4AJ4nT9(X%GyBQDE!|7SG%l<05LWOxJF(7!&I^J>=HR`rJpQX*i;=6wx^-ev> z8_m;Z(x|}W%^+>OJBK~hN3jom6fEWsx>tBIBJroZ&D;8atyKO|6sgSfDWwo9jrP5R zIuF=8-yI6qkQ>LIf`-6-Wu9O1yAxq~U4p`mC$}*SF5a7tk;ZrG=qqUynGupwdPQU3 zS&9QgWy60!i^=qq#7n8O(SG++e1C1t^!NXu=)X7l|6yB_kxMm>;SZDgkcYNEU}PK* z`}UN$nTL_&X<)D0%yT6@_%X~c~Q7k5#3G-50!!$k^j zC8ujixfRKuvr<4gD5>k#dH?L4*%XzCI3~V2Ju(?s^uPu`gIU=J(B866yQC3EB2K@h zy57|8C}HR3aFwcxazCFvZ#M;@^h-)H7PdXCK7Y42QXKmYJBSRhIhuO+#cw;m+S6BT z;Z2`kQePL=Ns)z7Wrj+HTTxiVtWF1R!|OVoZmfxj(4ZY#>h1aP*Xbo9M0?u%jKhiu zF*3WAd)(8{8lAW@r85=TEXkwhTd=o*gn7{VG0ZWj0~g#Am~J)k=hUwL6oLQuW8R6s z!*}h5`%wamB#HDTYx||E;N`JbC7G@lqA5Ze7P2`@C$>vlp#jMz(cvfK)pTF$pv(RT zAx;c{tIMEB{|H|aMxjU*d(fVsa0RvhL}+p1p=E7bD6X}M6CGY8pF6!C6Cq}Wgl9$3 z-J|($_mkZeheio?59!B=pVyw=qP`QiF%p2%AN$RpI}b%oWC?M3@&Pp10u^K1L&|IJ zsUK!zaCJ+Dl?N``?fA=XbvL7a-oX^dXCti8+*i0nj~4nfkb&1Xka-M)ny2Yh_ArKQ zs5;n7JErRGdHt8!(`-kGw&Bx^6UhipW=nu`6m`@WH3ve7dYXI-<>)hp=bDA@-M33TugY{dI!t?z?T@Jq3e%_Qf zkWnj5cZu@pP#Sjb&Bkoqy6q+bzntr0p3j|OQqm6>B~KV%f^<=92a2G=gkXDLAocbY5kC6q>Dk2&VNyx!>>vcxQPfx50sx?*M$}PiO^<==dHe~ToQ~A0wF|c z2SOvMf*OT1UDqQ;tJE+u;z2;SD0>oRvj`$3zQGRf2zTkb^>|433NR%kMOEJqN6#9B zSt(7v&TSWJ|Ai0(At`!Uep7!81SyTAdtQ&G^l8EQ<~v#zq_njP`~ht_wQGGhXMeMw zf8LDTM5O1h9V&i!Hg?)fDK(Z@`54`=46?7FRAh6sSJAd6Psd&@l?pRiwJ28zLVM)j6A;Xz1S9ZkzueS9x1y z+=`rUwX0%H{ebAJ(#)qbV)33TdW?oop2V6L#>ta0oKKbrGg-OFPY9gXNkb62>0u-K zd8WDrI6+%8jLp9yg0E?g%|^u}C?;cYftIr2l$7jlhplf`0ik3H`0nod!&t|h}9vScvDsCh{#y;alJ zTaU)_#UeCo>G%dAXeJ*jT~56lU4q?244qsOZtaQd!gFV#nu_49p*>oYe~QYV)_3GC zetBtFJmxWzmzcxHT?^`;k&oMI-x%TO>Sj9aX}+7T3_`yy^|!sX@P#{GeM|Od7;K80 zP8DOpB}MZ%vRcu9-TNgJ4BiX5Xbv^5mipIR&@Vud&BWUMOFzHV=1}*{mEvn4 zTYX+`NTiBavUye|)ArQV~Z=%vNv@q(8>dlDTlboJ8Pys%Q z^to+`&u;)K^_S6Gb#7nX^Ofl90U2PVwpNQ4<8_7TJKt$9Z+_v$g!^y%T|jTElF_`` zXn49)$AXPg-)t6BDKv^A3>q_r=LL<&v*w*5j1Bi#Uubfcs54`c80LqqF}?lOf44bc}%hb>8f3jjR^ zj6$tht`03T@$FroQxq~?j?I#5o|}zn9KKCZCzF%fMPXraM4;Anndkan*GL>MktO>Y z97Wo&)c^|!c4pBYWqG%0q1=edF8-c|h`R;Hx73GIq;38ewX^^1=`k^0 zXgwN3D!GeMMXPhjwEY{%g6J%SW^n)qi1R$R>f141p97aH<${f(-h zZ^a`$MuBxh|3a=Q{sjvbSO8+KX%u{@CC!X$kfczfl2A7wPpU z`h|6TB=lDG#Ro~MJMxlFy{^A&ME)wZbW1@l@#&l>C$yYhm6^Bt&XJrs?x@g%mH_#p z=`{2tLb&w|&qT*=NmXo88@ZM6bT2yHt^FMudxPqp-$aHJ`h%gx+Ulw`I@EBZSWgxG z&9@YV@?3kGbJmt}iWUG0baGOm*mc_d>dGoq1A@e)c=2B%3?bZms$2d#ar_RpI274;vL)&k=jw#GTAd!@UE3`yyGO1>sd?x~t!|9gt znQ>JUwa^bkuqg0_QX1}f(6t6Lbcz)-JbvJ zp3x~$y@}EH!>=M0tZYrvX3&RX87sUNQr(WNUZ8szqhT;uX3%tJEy>$+5YYmc&4}EZ z{<7AJ*p6@{{3lWPQYX0Qf?r2BwuWi+$9*rtqlHYHUbN+ZGMd@msXlPk$7;;Q}+=zpflloT;yM!BUj@m)T zCcJjsFnL^{^BfsuRoAJlTMM+wty@iqx=Tbcu9*wNbM{%lX zXr-8qCQcs7%FuQ3Hr(b9Jb?fQ7M4Q&tu`VBVMy~lG@-@*9L0e-`%6ZliAeJ`p# zla4`xgOHK`(rr0AH^7?0>yf0%Z&8y*D}_X8SD=tc{$7nVmbxYqX~#rge`>w)y{zty zc=_@hxQno58(i9IydCfF6PI>tKk4-RstWG+1TsVQ7aF0A&QD(C3|YM;{UBE1?kYZ9 zV}RSD!9s|c!{R*yc`AlH!CZgN)W7AUnc-|)1d<7KgSpNw_(Lj!ZI0u29lr9Y!xaKb zAm0*El8VTZtnm3>&IlnZ%0v5~Ghak!EToV)Q=wq3(QV`kG2_ECke^&& zLJiTv<6;zL4&MU#4T1mth-~63B;St4i571#r19nf#)GS@8nB1p5uK$QI0s%p>Oa6l zg*y|v7Y%;9JJ|#i{ak}IPrqE8_u zN;jA>Z#u=k_@yl&jyK&^kda$3C-m4APfy)n4-$oNKR`6v#xlF^bA>f>tS|$19vr;# z4Y$A0r!1AJ>?oE6MiGFvfGpzvfE)X6dZH-ooX*yb`*l4;@ccxU9Gm>EWemnmH+m8- zx7$XI!^b@^rQ})RMyiU~%dl%}NOhU+yWxUEZUpxoynjCWF2ZD}IVDK&kR63Q<8_yh z{pw9I%q|AeSiJvE-4hgm%jWDSzt6@*AN+ieDL3WW`&Z>yyA_vTQ3PSGGY3(PBe7(?yY`byYzON4z@0-Smv1zFrbjGM%^Ptja!+;e;1J zVsCuUaaoYV$lbd-sNGNQ`$u11=axWxv4AoeMi-M|GM30vMDpLLv&K(+_xSyF?{=J9 z?3G#ZmoF|B2Kf(0@wQbh^Gd|b7+xuDbzR-v+xJmSKtNpO514m`5)_JzK49aI+ga{0 z=`b#v@Du!+0eJ8Et~4}*Ju~&hWkfMl{XL@YLV;f4M<*}oV+|~PB?iLWf6MAnFwnkm-*lmi{;D`5eGC1QqcJ{VjQ~r#)xf{q9ld>GvV^=>~FtCgV&= z!F4cl8>ro+L`|pk0mYsLwb1wf2`C`+&q?3##mh(b7$?2nbSgy`#Tm$T1(wzod7M+2 zWhy>-#{y>rSt4GF$^y3T=2{Qdf{q9%3;IRi6CwNJ3)Lg4esOqLzBkkZba(8!LGgW_ z8tHSV79TeYyzC7oT!0^*e`V^!kd)2B5c&k#^%avY-BZV4E7pYM^arN`D$BZ5o>jU$ zV!<~|$XoZSwsz$q{i1%HnE5##+(~1{6zr{btv>u@+fbtcNBcc@UeH$l>Wbp-@#{E> z1$i;Hp8YF6+IO-h{U_*~Q@Dp;*L7c)#b9FXvE;Qpx|DD`J|6cazJca@D*KzR9l_ww z`fJ1>%^h8+S5JOm+P7akJt)r_{aTI%nNv|1MWGt}ShJ|)@rPQy7 z!lRC%RKv(Iho@*f5_an|xS5^1Uj$=yV`hT) zc8;aC-LHo$=`j)kYu(aP9%|+mpi`-<^SCEok9RnYwl0C-e@T1vGPaPyjXbFyDYx)V zeU2;b1j6g=oJj7A06RC=YeL9YZ;>@6!N#3fkcm5q@%HlRBPUPbG^0W0WcgZQULYkM z=PV}MT5=jFuExZU=zESK7ef7p?Y%bZve%NxxMyw}J!{$NwAE4+V7-%IzMFSZ?fb9x ztem4uZvAb~-BreSkhh_Vvhr>FiZ!@6@0EIq+)UK8-KqSbe-;hIa2L}H^}JGSHsYtr zT|sj$Of92`#x9U3IQh|LHlB`)VeXDN+MfE3-3uNrtg#4boBfet! z(L%kf(zy%@*z;)4H80923K>E4GgRq@~S;6-DXlziLBN zDMogz*J%$nQA$OkEq%x`M%J?Zfd(xo)(IFB8fp1E-YG_~*8!i#w4I(MiBOx}PQv|- z``3;Wh04Si4k3onIzpqD?@vaO?m04~#y}5MLwtrI+vhjZXS0qv1(%KHbLea}bJVC) zV(L%sR*_HHhEqXrD5cprDb@eZ`v4xgK3OEXVtMiX`7)TZ3sJq}41;?uhq3T1JX|AY zU-K#P+B__@Ob!rFUYwPhDvWS(6;1H^aIQk`Ph1bbV-++WST|@f9-8Aw)10NPsjiz^ zEZZE}`szG-88S={aIfFH_tdY~`?Aeah?AS1HV7anaC? zRVOH>AxJ6Syl||s-pp*FIr3!|xK?ZRqlP+o{iuN;qJ(=jGi4!UQ#qSumNl8Z%PH4BDBuMTzLLxd8+T%A02EN`;AS)5;CIt8``tt8X2#0x z{?_<4K)u;b=YH?687jUl59!`_CT?oz3)uq2uy?-&t1{ontDuKCj`bldQMUd%7op|I% zhKAg9$IgLvNV^=jkTK5H;oV2;KLiok%l|lv0imp3+u72Zg9l{x%t_jM&c!b-3`b~{ z606F32Y&G}!BHbU?wjgF2cqUu^K8D2o2n{|^1m->wB}lcoHj02{lIKV@NjR#Bt2C1 zoS_}yy*h}Q-w-z3MvFbUfB7mbOvcV}B`ZVQlOik_C+?rpRVu`Wr4@&LdR*DrrVV6MO8|kj)WGoOM(&C{EKY2HW8H!oT*NNIyA- zlYQ@G)9FS;Lzk)Eyl|kgUhkP?0|l+q7zSjVA;rTuhJJv)b`EA$c-jH6cowWaj2{BXdudddZ$UQP{hl^VmAJlWHANUln@+@wYoQ$voN2)OVj( zhBu+~-n^7dm+RiI>xaf>=~Zg1D#{{Mo*zw4>r+B(E+WBL0ZwckYm;*8U$6aTv704C z)>KSB_+&Un&yz=fk&&Ho#tB&56qt0hG;?&O@w{H5s)rWD#of{hn+N3Re@6u032zja zJ--nf?AGYe-r0O8r?MVXn2|-`-}pwTjKEiTFqQqld4Mr;mH;3j0@_rQeHg9Wi&F5J zESFYkB@~vC1^!DVPX}>z3 zjE~E;=Iqzz9*rMmvsd9F_>;`@db5?wyFVmR%%91bK<1nZm&WQ$fSj^HKz?rA(-)Od(BXHZLij^=#s#Au45882YbXQ;R!XVEQgTj89A5|w~@nxo2T zs)^d$fW!}TmVxfS-_Hz>uj^{CbRAFQv+r}3f_LFv7<>UcgR%R7LiTuRX`@L&sss9# zMBwfUlalmT&TW1I8-gG5jTXKqs+yujb-%R=ORP*?3#Z08iatv}Y+0;@4jx<}V`O4s znjedvF#f%7L5JTou#DDJ?_E9RQe^`YjV3sYXttBO#;>}Bmxz;7V0y*^T=x>yt}>J=b+y z!LLPK>)4Yn`p~^G3!_!aU4QpuC!m>{iif&5uh&UDukYM<&4I#f*(erj;I|cvWP=i_ zV?hFAeAX(|C8ekBFE=wCdaz4XfQoTRhU|yCk5TdPWXi+3Kh4pur=l6r(6g=K6b}Vg4UvaOr}RLC5YfFoTK{$S0JwOwnF5Bmaxv{ur+8;0Iqy-%r3! zsM)%QIkO$#;03!Zl{svw7+Z?Y+Rjbjj-FnA!Wc6%tB(`ztAwPN$lXNE2cQ><$*IIt zV9{>z!UYF0Be-WYPizs^mjrm4Ezun5qv}5!YvT$OOI|D-xtMe13Whg@&-v~+_y=^A z^~JA-0)CST?1#wU~K{?7}!O z=O}ohG7fe1I0#Vi>a*W91Ce-q+BfDWUS2S(FhWlv$jS%fbS4N0+o4iVsM9bAwX6nsDtaRCS@kGkCw88m}p z%p8Tt`W8uCKR)5zn6etnsP!QSiQ2cn{T#V__qT8TjoKexo7r3%vUz>ocwba(XG5xP z8aR@7o%ARO4kyyDZ41DTmWN`IZZ?r|$h96vxwn?F&cO#kzI=zC<%vb;^>6aR2 zSo)GV2eRpVgram8ku^_em##UE$QQdANn0Oli7$x$hwr|nzc&i3H^;*bF_Z#2B!ERV zk7pTTnn=Z#U%oKR(HB3E?`(1O(AZxJb)qNv1rNlYuLaN{DczzStB0jHfD*(cnG9EH zimgpn1=GdU@zDwlKqx2O8zW@!B4aB1bsU7chR!xekKG?~UM=gCmtI4ukN1i8=#%k$ ziorc^CIw4^QdTnw&rY+vC(z3GiuS2ErhG;_;Vd z`a9iPkDVCuy&gKaCz=qk`IVL^MagEbzEwJ!U+f}R*rZm7WsgtN6YFy_*IT3JH@Te| zy1g=W4n_)0&$+;y@#*uFIkS?D#?7J$nq5%DUJd7J)-{k4L68xp}-_Q7t)?Rc0P7u%ujhJ-|;{U*v$^E*|in^XS$FxYL)$BdX-H%8j3sxJT%Lb%?EN5 zD8#fOuxe>of&qq>oCLysvXG7`RHEeF1@mjcD6@&!NsV9?bdBgU!ps-%^1aGpx}J}s z=pT7F7{YxIRZB5XDTIjL8zBsvh7hhd_KiSeBu!!~mIu5Wu8hl9D6u}UZI19T| zp_$6H21Q(cha8r!Cgd4)z59G?&Iyn*^5%cP>Hb13O|{+w)?vaWz!*%&1x^zv1osaw zp!h5gEc&^#$`%8_(}ArsOh}!|Zl1}0T>{qE{=N@U8N%Dhz4MtCAdd@u`c)~W>%|y~ zC`O`qK*76Hn=rgHyNv;OVSMU7jnm3(*Z$l8H$A}Sc+2w zrXkIk^Nu3T7$6T6<2by9!s7goEO1io5t*H1_(qsxaox~Q7|}Lsf<5y2WzHh(*dZ1Y zNvNo#AH^RwZvtI5zH~WOtxRT$CpR1vsumLj%0uu=TlTL0+#!mN^XA;9eNyJ8c;gLf zKdRf|F6P%nQVhI-Ss1COjtZ0fVis$1Odo!jaUF50KxS&}SfJsAw=1hSvZb6z8hW-l z%Sq$=-uA?M>^O>*fLI=OUBz$e`w@kF1tV`Gguc|)v^gfBcY1L@i`#$n4*8tljI~mU z(3HeNC8u4ZP=}ufH;>K6M>cqiCNCD6Rwipib~Na;e|jvdw;Qn*$a3bFMlY`vN4!am zvyA4vjFE~ZSTNQ0Uf57PtnfaT&TC!{@$}}F-TRPiPw$mex6&86QgYg8?N`NQX(}3c)f7u^IDi_~IFban(;OtSrlZu`tsmmgc}Nv>If-}_ zXS!nnPEKE%b6*`bT#uv=Zf<_l=#{!2+3*~GZPci^ONzaPQ4ngVzOv?50{Y*;hkwTQ zs87v7A1LI;4=;to;c6BkE7ji$)$a<%+zQ&#CP&MrBk?z}^aV4+fTubz{pd6a6o%?u zM76~+cQm)joew2Zr(-NCF%`p|PD`C9obs8Y$r)7lHU+!k0*1fHUaByT#0U4s4`#-v z+o4evmWn;EremWmd$ORQ5}{d&L$oOM$T*7PyxwV_p4ei^T0FL>-{T3b4Zgevp?^37 zxNOWN(NrIQ7$DChYh~G!5fiAofN&ouq#s0ZCX;!w*{Sc^#&8y65QGng{O0mF241Hd z!#EqW)fV-j=(E8MvRk=aWz5N9jL^!UrfY*xo)EX2*73I7+Y=ixqa@l{C!$n4W*+8k zu+6MRC?+sPjfAi}mD~J^?>2YnsAIAMQQR24(V5+*&@mca5)?cD!wR2RI=c^{?f~4# zc#OEL7w?9>2oALY#1=Jo;P#IV42-yW`!zmc{9oPoKmK?(*l5j%y{p%qW@KV+J5fcm z{XC8R^25mC=++a(L!XT(M!n)br>;Uk#zHF6VmiiBh`Pe$OwQadng6cLwufoqf(vnN zVd%o==xg?9bqoJa52nB44POdcF@$FB6{l66VV5Jklr$=zB4iOAQ(ZZ-qYKI{PxZ0E zL0%%ruVw1!*J|fHUxowYWhyhe1*0zi#Aj22}+XKQP??h6Hh;F zBIyX~d?BH@$5;xT@C;)`29V7cmv2Tz4#6G?KG2e=8EC;#jHKR(LB?a2Ip90S>{LNs z{o4onjQc>GL%^MuoJ0PO_mGV-qZC=Q#YQ7_iGa70D!c;^#yni9gCzX|#zgK75;D8R zx(or9j~Z$;_PznfU(RK7` z@HfSB^EshVYY}5twHHG+2k*`_LL>#!W`4C0?eNTKfeh+l#aiX&|S_63z4xOCG&<~wBIvXotli~;C!Y@+| z3hf=}X4d?Q?g4L&5mCgiL?1|5iT=ZD;V}8j&Y4G6mbD4#1Q8QxOT9UkP1i)#(bC!7 z{5;~?xq}hA8n(!N$2j}$$XGPjPG^?!BhC|2bnsg^VC+xguei(2{E=tT@t0-#nb{m> zU+D9veFE)Pp42Ah;kq!9OMU(f8=lp?ZPJ?&H}VRnN?FIBu#@?H?mlnZDHi`Sea;jS z5Bj_DOa4MME>v#5T+r9pHw_&(MqZ$wT^KEex!^!t7wGzHi+(?BfQYhHsy<$64jq|G zg;88dDvhl^_ao3I&&yUxBeD&r%#BNt#VSrkXf0x)0Sj*94L~S)@$XW2|8(Dxl&hKr z=aDVpF9~W9wmkXl$X^G>VV4`QeX?P2@Vkfg6w?6h=CL#Eo$yN{S)HK}1IyoU=7*$G z$#L|#Cebrks=b9$5bhA7fp){RPD_@B_|ilv45=<3U;G3`OqdmWdQI#}bnVDY*zvu^ zvdDA+;tlOtidti9~zeN4tA8b)Fu$OpH1H2UnB3( z&$>rTBdo!fpQfVrg^w)Xox*OCC4c1`h zcRIvmTBi4)C))RRVG=1voXpv(p@YUf$vO0{ETgA$=cVNi+$Q~Rc`A_k zxCBc$aet{&qygIS^#<-td|8rTK!F(>Ddy-Z8;a!D8>!AW&i5x?ut)NK>;a^orS!@` zqmkS2K_d7u3lIiZoD3Y`>>%fq;D_Q}j(-=9gcW{K^(%t?Drx2z>_`Z3VT{MS?6$`4 zrKf+A+~agT&|Pgfb|}45xe$Lm3yiw*?2GAGXFbmp2!_?YnS(aeWC0R=r z6ylobs};V&YqBQjpo1ENUi=n~ckzGq+aIC6^H@rbMuZ|J-Qf0~*PF^Dw_*l)A5xED zkg)6p;-dq$-izAnbK>igjRh^@$P#X9>hbY?FtY3=p6R}lIVZ;+xfg>JCW5*BF~AUu z)WXLln4!$oH}N3Yaap*mZ%yAm2-y5Ye+W8bU{(A}YJ@Lw?2XZcs{V)YvVhCJf z7Uk@|6BSsjSRyR_k6QE)p~%~K{F5Q}?g&lCiIr(S(yv{Gk733R91$*&`?B8(@Tvrg0?bH zC1b+dOURz!LaN||Rxx$-)&#o3VCK&DLw^Xs#Ye7-vd@c6ue8JkS&?AdlJ5`4AGz;^ ziQ3))&0nF+W8lkHCOTzo4t;*zsLL)X7cdWwZ9}p=7ImRgj~GakODT7baYbHij^K7z zm6kZ!IKqLhf&63GS>n#)#e)3#3RzM%VJ$TCrvr zAjQ&Pc;DZB9mNPv7|3TFMfIoL$-b_Kus*>y1m;Zn-59O&W=_{+9c(h&fP9n5GBV>8 zZC)}s!FngcgaG(>;Q{}|<}9lp!AU^et;jvZl(}1!D6T{AUiB8yKD=P^z3X1A+#NkX6nbt6txDzL=msp}@B!`;^0*ao z`_s_7xXf9l&RX@Ls0sy~La>>OCB&;;Eggq(O>eQyJg;dMyZP+=3!TqqZAP|Qs&;eL zIa}ibBv8R$;th-GZ~xK)I|&$mMeyp$dkm>)1Y4|ZZg*>$@We8DY_>HJ%Mx$@pQ<0= zjwYKMt8p4oO_SH^H7kvKCpc#;w|LTCA7RpD}2K(gS)!tV^O-5mt|eA^|FX$BM5;jy@+5jIBAsS>&8C zA|6BT?y^RRoZA6T{g|%hHKh`NU@Stgmy?kJlPLzg<90_nNOJc(UExS}7ug_6+i)n2 zt!8$&pEn^(5QSizCJ&p7=IfZ#6<7){rVT@A3k;R{y!tcM$cp5p$ zElvR%@fdUntq()Ng6o)Pk&!NH2T-zO?F8>bV&x%eOfSVq?QsfUDx8z4Kbu=~aptUH zNWm|65!?|p|LxvF%{i16-@~I zcnSl^r1ELYvjb=wh>;P5*+MCz~|}meGr{Y0(C%|r|~MS6a`?RI9h~& zL1_(=4G2yfF*yb8w6}BO<`1YEuZxD$0>wj%DW+MID?wq|`S-blsA5+2bZ~y+w|Su9 zic9%{w#8#p(ND2RA}r~*F}Q@82Z1)lc$2ZnM^8bZ?X<9gHi9#n z49r~QAeTS%VF7kZ8HzW%E}ofv{3;sVPEw(vi3%_YXL6_IyevpVdg3@9U|GcqX<1d# zs`R}k^}Q$xHPaMu_0`Q{4o44yinAt<0>vKT@Ejd!(d#d9uYQTM1=$ao zhh-6lG2cGUJ9Bgs=6!|`T{QWRVc2CL;PLZQBc9qh=w$?UhMeGgPlXPn9D`unh?lLu z8&B-Qv=m2#tjZrKV`hZ~<6ulI=IUdh)(3O z@~~j!oYum%>HKuJ)98ANM&N*vtcMB9@m*oe0z3@9@u^hD;S(`D;o=Va(0K*$)edSz z9Lqa22w{D?49l&^nN*vN3XKqM6YbHvzNaxs2lO%o$`PGnNh`#&AQWjwQo@r5FT=mv zTZiHy-}wI7SW>ewySwWt#gsyI1#r|9R!U(NYwUrLyu5HLOanRMpV-G|1&+y+)4Wbi z1m6??_UW$|R^bD+>SdVA^N&nKUd2wA4;6P6t<89hX?`tgI^dEE*-e-O$8qqy*h|&- zE3a;w+xE{a0MtbuAqBUmZm=yx%6|DLJ6VA>*>|T0jz!*Mn(UzB;NjPzkqs%x?s0M# z($IQk$gR0tQWiBCq1x_z5a^#jDA*zh;G=Rg6X$2L~I8Mw9M z)=>>)ReUj&2iAQFkU62`;30}nU|leAb9-$6w5rn^rBt$ z5<)M`S5} zICB2g>3njjDJ;d1)q9CQh3~*sKHZ5{u8D#n5JiaLlR0-#f z;`oIIej+Wxz)ecgGvekr%eW#NHIvHpmhaR?o&b9)(42Rwg(K($-_B2DQ2ydizab4n zgccMs%^tOtjS&#~F+{x*55E{)`^r9eBbUWOf!7xgE^5Z_c#T)i0ixQ+a~fispgZNu zhJzA&oNNLMUkhj65^A)znk$9+DUve>BF9OE67CVk*&|IW(0M4(4I^2w;#_uJFowJw zQ;3R33kkG4t;#G#_fV_g0#8(Kc8xOFaa%(h6Bgp)p&MVS;(4D}bp6V`wNXeOIWh^D zQF4xwB=$)v3<-#Dem$g_o$(8-?~q&CdV$W?)umqJ{S3$tES0J*oZn4-1#);%(IQCKgX5@<8Z!TocjbpNg*lSxnI_D z)L*#^g-ZLJ22s@bZW@JkitsQT**wwEj0!O%X$}Q*8~J{H!9le7M&E+Bc8#j5gPh!i z{=}^E$}X%7$Z}O%T!lY*iGkd$k;ko z4H?eI(Izb|m+77)10PZLZ zFkxVz1#AQ6l+%th{~0I+nRX}hOZ}48t}8bYWl5ScJ7=6#zWD$_98kt-22B(fo}CG> z=lw;u90XUSGd(rNo(^qYaeo>1P*Ai{{D*u%&p1}L>>^UWWdwfbkxGRtXsVsu%naSU zZ6ONRF%N+a&f+Nb1BeDc%gpr=l$2Q=M*%J9FG=j&)xY|PygJI ztblyT$P}!?7aMosQO!Xt=Ahrtv5>DqYNBJDILgn-ei(B}NlatLtZ3f)_~l z8f?~OYe*ArJP~{9dg%i})UAv@)*>?g)X6QZaQXLoo8APUa#EtnjAC(P&_t&U_%xdQ(t!7zfw~iaq-N zhJA6>sIjMATAvv1o*1w58sRBQI0euU0ldkndfFl}Z3xyfN-{t~%+J|tfkJ5H#7-Vz zj@QMhD?@C^_ktBBv3Sl9Wf>)$Bp0DIiQ8>`U%E9H0c|08xlrw4SvIB-SD@yip+^gE zAuc?nNai>LV~(*mpMaf*09p~4zWj!m&-Z*9Tld(gEJa>&VS|O(Pt_2&5VdH|aaw68 zS%RL~`kQsz9ye7%wZBUeM4?4sC@PG4EmJc1og3NaHYV8qZKR+Bf}&z01okYSsfXsJ z2+kz(RKup3FcNSbG$oy z2s41t*)U5+u$i8%3Le`op{r&y15z=BZ{i6F=Cp|_a&r)-0&#)G4asqVU=jO zk-ks@ctbt&Im+&Xm}Q!~^MvvwK&UBmwl@ShW+5S}oEhY=~A9RdFuZLKrcr)Vmj>0?ml+2S7 z%=`U4tT5hSzB1-j4EW$~myevImMrjQ1C8Rgh~6^iWKB+H!?V{95QBmvPF9VVKFJwB z3X^OT2Qw$Wv@JpagKMV?pdx6{h}$99Q@Azefz|%g_x52AsSzx28c>uf=Arvh9(koY z0>aDhZfDFz4>e~eQSD}b4iycY@wB>0QHAlRDv(}zD01KV|G=Jmxy6ftJ*kpZa-)D+ z&Rx{P3zj-mSRK`QiRi|fjUZmA@2j^6W5Q+zAAI5BL48P9dPc4NMRTk=BZB1?wBV6M z*+tBP;9R0PUn=pyF9A!3*2BE6-}|924&m!gOCxN>pCBOeOHV{&s}U-?{(uPW%HJH^ z1!Xdyx9^LFzTTvZsu_B{EcD=2b}FL>r0Vy7k^!X6oBRtqzskr64)-F#W8> z#!A$}Bi#9AhGTZ=BgejLuwI>`*u2=yPkcp@1O5rGEzE@Dc$=T`tf@fntj&f>!}$S9 z^>};YI#D|A;|n{loKwqt^t0-y7sAT>=-$aYQ0gy{CTn+4^(8EAZb8m;cq%gtGSXw5g>SAuzp9*x`M zBcvg1HB)mXS|vY>nXuP=gZTi&ApHrM!fq}K(b<36qZ0|gu_uG?R_`$z3lqV8h-Pe0 zy^{w}oyyt=QRZ9i$?}*^|0DseKU01S#uOUGQDOArIjW~nD1N&)2VKUYN3whl-uW3j zmk?qGP5w{@ekT}?!HM8W+_^s3jiONmQ&@*uWAqcS2ddjI3EeouJg+o1TO{+^B72h;*g$5mb-!e;4q}!0u%GcH zK_c6tlDn)TfO@8IHTfY#0#n7E3tDK^CJPA$Edo0D^l)b#x3$Xw3m+bEo`vEUD55DzR(4!m?HWzy!trN3}Iw zK{jX9xK_~$Ie{aEA(J2VT=zKzpe$2Hc`cUI#@~!TN+TQ+W(m&xa@~~C=m(J(FkFI{ zBm1SQV?fZadrl^8?{@2RB^C{m_|bL3nfc_UD)^f?K(dq;$34M~inc z>iPsg7xv){bmmyj+gRzjGp2acxjrW~L-fi|ZK)g?Eu!0Z&Qg;gFNJag zS)N4BTb;1Xt+$Of+ACS_I9e@t@7SeXW6Vcf*&GtHuI}9@{e)`q4ar|E>J}5S#4vtk ziIreM#mxaCb>%m=zsxWeI1rEyjxu3Rlb_d1g}yHnT! z^qT8MXz{dp6%of>asn^w3dkx@Q6fyKrwSozQKc;B=2=!jLfKiB>Cza0 z`po`qZ=LTW^#>Rb*cbR)B(xd&+BIb_Qv_$GkgLSE1{XUt46!!jd@Bk&ubOt(OJP!n5;kX?JCba4-G1)QCA74o_lUnaP~^srlaK#u6y(w* z2R`m>r%~k2V`wcgkNYEdg|mD~*HF%_qOj}{B>e=9)0v@)&G#?uH&B~720`gxnqxa0 z2JHJhz7MAPY#H@gx>?>B?-q_Ri`wed7aOWZaA=40w{J?1Kso|`!tx^kp(4y zq_!pL49#$Yw@>?Q)I;XpXVmAL>fkP5xpcv*Ha9=b#H)hRWxndzvfDNthj9hdYs`}> zt?H@k7zoPGN~&Bnv}2@V#sQuifA|n@Ae`H_Ep-Vgu`vL}`oa?%fQ%mW&oV!w7|@35h<)o|!DBW0H#OnY%{`gqR#8 ze{WbCTXP4WVBA~!PufjORDJ!#_3k)<4HHQ~DueR0Trs1U;Q7#69vN&!W;=jsIF^xB zJ8o#hMsvZTvxG8ZMqtgAQXRz0N4SZK^q=n~V%{E7AF?8I*+)dMF>UyWt4hII_UO#v z2JFex&HfZ5W562gIQOZGjBlVjB6M!5lFo^%(wxeX75~)~|ND*CIxTL8*ap&Y-aC_BRrXVBHnOAu|~LHq~UoY(Jp!MQR5;k4)-(E z5<|3aTN=~9@J^l=0t8(RFh`8Glo7-n{HH^c)ifnJ3};YVp0Ad8zFsuSBR>J50Ior1 zCiSJA(|=9G&PQAnRw=jIUoUjsPAkk|ml#UoHFl&pSZK{+(MYLx(lFYgJJ)1O zLXHi)J3kiPF$O5MPx2Z4c=8C>E4)*dJ22#!9U{!Hdz6h5ln{J!+%cLpVtmOf6oR9s zyc&~(?atSb6b5f1pzP!Ic}IFH|1i*D{X#Y`?zV=#>m)%=A2$_5i;0Tmb`-dPe4_ge zlZI-%Bzaow?s?PHtdZnA*&zlTT2lUkqA#qs`+>Gz^%pbeX;rT-CNThq&)~c&8a}Y^ zXtc25jOh6@)~Kcgp-I5Le+yGn#F(T=tbf~zyQ&w3v~u&TxVcBhl;qS1iUPMNpqF9R z*$WZ=g}9Fm*_k=G9Ff^zDDI|b)ef&ozINC~KyH#Te6%0lx0K>0jNYQ1H->Kl=x^wf znc#=K^U4-*_hEp_Pz-l;np9Zdj9Ig=<6>18fjT<*ZVx)0G$)=r*3>_qBdEK3EzZ@q&X_8QpMK13K}V+b&Dtf2;XNRm=ziFz0X=p03i6W56aeAnKj*=(3(`Gx)o+A;1sxgjBvLTN(tvY&V z0XqMrQ8w(QsVd$b)i@Ze{Gcl?$axYxZ_rJ~(z(f>^B)iVDO4jru9iBQIIDcunFjg$ z7=kNR%%a+c=FUP#eUV*^`Yy|>nBMI}!c}#({pXK3iB0)Ql=!{jh4#!pu-#FS2?9I2 z*&_4MHN6~5Tv6L2sERi3->XN&n{)3B`qd+MV(_Ui2qCLYLw z82T`vztCH@n9HmwS9hIBf7~Bqa^6@lep`Hgw?oG$Fb&uP4~iM0ALsP}cF`lOyMk;M^+jC^W4qYMbnGo(GksE1~J902 z)l^3`-XPMc<^S&go23)L$EVK`3T=(1U+quO|DDx^F8R8;YJC-=AkYUS4jce?9lFyxzn5x5Xh^Y`TL)}2NGR_nZfwtK!u<&Zyj*riYcTu z!E1)tjOAquOh@GC<}k^AFd-q|6HN%+%pIQJoy38%u7RY zjoB3)g*pq9*@LMvl7Z7UTDdGgl$hu=nXtZDCQDIFRnG$Hj+kN4304waBcY}%u*!S0btMs_FK1IN|48IYLK@YUBev1 zs_TL##N{4NW%+JFBej14;_|YT2VgMXG$9M(m%YSp0U&k7AX~5uuQFXP z4H5U86RJX*G)entiOZKgTX{#&HX#bY0A@(MxnPc7?=(^L{KW0LNHHZyV-f_6!p*Bu zh|2;C9@1a7WD!=#^AkMEV$Nq9cbUiZU!P^Z{Ci>oCazHgJ4W}!Az4g}{iV+GFYwRA zA_X@UfMWblK6iH)Bt*!aoYP-s5a*7BKz{~ww*w(d92NwapAd{0vhoOXjrCck*p{HQ za0dI~;>bUd?Lv0Ofgk)Wncj{NncH@*is=HX`j_5=zE>Fpql$6A^3nDe5Fm!CjqTXS z8c^bU6%!F0OZLMD$IwIzIg0NnZgEXV1{4#E7@GoXs%xZCnS>iFnAG8?eTym5zC-wF z$QcLH&~xSb)9afO`~=Gf`GR0Ot6-Jol95@v6$GVejXe0NtHvD^wt-`YIQXfpuRIQE z9;g>wW#}j{Vm4W4*kgpw)Rzex(Nu%QMM8)+`h%PIiak;UojtMvBB*(%E~F#3iT%LV z5_ptkO-l?~cIRoOVETyQ(H>t>#{>Uh`ZS53ubc8(9X;N&vMN^tI}Ov2a(+Ub4*9(G z8hO2^X;f3+93^std-8>Qqo5FAyNJ{ckZ8SQjutfDXP&>`UklF*9}wH7oNH!miA={L zZA4wJu!lA*OL7BrB_&Fu$Zn+?%?mtL;h#UxgBvcZuPc@WB zgbqkWYxcvH>s!!g%vq2Ll#f0ngK$Tt)KNz-y|?Sn**GpRL8N9cl|O%rHEgp<;_*rw zbn^~kJ@Zq=J9mU7X-3o|dt(I{vV)%%-^RhW;poRP7Q~;$Ui=C8@Yf+Y>zr5>J7*Mv zoIhm1jow^z_b-eEO=QC2?Tc#!g%Q3E@bfvbZ8n-ZZx^0BH*~9zg1kAnC#e*$j*U)4 z>&)T?XnlASsEmTgN+X85J2#>c0ImmgEAiHDzl=>|ZIXd_Y0)C4kdlQ+0zGuG>VP`M zSW858xup;f%8pxOnv=N8xVU@XUD3Cuf_%l}fuS`iV4x_~p(X9SBoy^oe5paqo}dp(1a{z46E5 z5V$zXWQ)tm+W{MJGFeXyH;`~gS&W+nWb)uabQx9zJyCR9>xv^S{V?0I_i%$bH?;@p z1}cUFdXEKype-j(s0eB;K6xw<1^ttGaR`Ep5U91<6xh{qWijev2@)6OfAkK9EOCtp z)6@~5E<%|e?kgw#^x)tU_g#oyAUl}nUoSOO?)`3|aC$~yVZ>N0oQ9qpvg#Kw^}>7V zcZMtF;|0s;*N8o|<$GLHal=qk99%ce{VOn2fbF8&vfJA=mGe_h`nVhAQ z;H+X&15%~_(`7YsBQYqXSoEx*}q=oe8x7iPL-ERYU>N(Z2>| zv28({r;pbx&O+#9oE6*4trqp>k~TmT>^bM|e8kl=+YglhFO5eH7F_SA{zDF>>rY$I z_c(F^?LKMHIZM{u)x$nmJ~%Ai_INn5A=dLWsP7tAwE9K6pgJ|%02ZjnWd#IH*eaCN z2ccJpl?TS0bo9F?sCx^Qz+dyy$q?+BfJKImW{p4TyAe|!Hz)8@qJEP+kcbQ60D+0j z(a~6&wIBpP_>VipY?oy|K$5a6=0K^A;$N#SoDgggAd*hemirmoPQcLQz^|3XD?`co zAW-IeOuq61hq$?hfauUu=+4UqfA@yRyHn3xQZT{k1}hwpg@KH5QD)mco?d6 zM=(Z9B$2ZN_u?Bc;~boZLVA6n zB*j3?d-%^Ayzvj2~?_YSDB|NqBz6pfpP z20{mEXc;LI9eXwq?O`QtDh&;nm75z8qEv@aq(PI`xn(D%oz^kZ(jaNq_jR4qIi0$m z$NhQ#e*YaE=el06=XgB#>lF`7;9QtXPoH<;iz?XdUMcjvQg{jE;qs6=g^&y08w9oM zQ0wr#xK{w2tmEcg0E=&b%yecmv}w~I8q}c7_&LqI#l$noa6Y>8KX;eC1l6Dk!opk= z{|400@<}{W40_l9q7)lM+TXQ^7ThH!VQn)}L~rkVaXRrU)M567B%h~ZQ3vtXZ56%n z{B?`8cizNbMsGt^+9ftYu=~z_+9!c3OI<5vyPnQES2aEF!=I1-i1^Fbz3bQK? z|7r-+kvU-XBlZ5jQ~$jGlXA?|`L=EE*C^?(U_bvqKhSu1^(Kq#;BqGBI)u0_^DclV zqWeri8H?1J;LUU+X$F2{`ft15=%;mMulh>fMD5j(SB`jBt6g@b#kbR?=j8#z!*=*Gp`YKrerFMvQ zR0m0a$XB~M+iP94$Dx#2hrCm>WNMcC4|WfD{YOt-hMd8Q6J|a)vNhg8DKZX1bMBS; zi6lQM-l_-sI>`_TaB|XOM?eaeUZB}_US9PdUX})*Q~W*Q^xSxVN9S2Fda9Z)wf{<4 zMdv4V4N10@b0RPv87&R4ndIP$-#e)m0;`9SZR`|`+V4T43iJ*5<-Y1 zb6h!FFEVeS>G|O={W%nAUQ^kG9%modzHg^yq0Kfgj`C=>i}LW3bZpIDQ1WM6XgUWq z|01rY-jV)aZu!X<@bPS=?qzeeQlMYH_f>pVA_kQLPBS%HL>+^?d z)`-uBggKfQc^yK#)TSnJ$_)o;n6{_D2dj)}Tr(v%zNq2D;L9fgt29vd{~V?5v%}2# zUrrV+zuxEH&Kt;-6@yRCWKl2@PlPob?tBEj4Np!?Tbu3su101f(}i}C#XjcS>UiATgGZ-!5{M9)r9RA<3iB24 zeC=g*`7`k9?k)78!LICWz*i#zQy_xV;Avr9S$3&#pT{fd!qbZc+_qCa4oQZ^t?b&; z)*s)Jx3{bQ;UDFWe+NB6XK4AmXNFLP9wTM@_A9=<>^EM?hpv?*Og z{qx0Y1_K@$J+(jcg2cR$q|Zf?UeohsKtAWshY`E*VoeoQsQ-rl2H;|h5O|D#J6Wau zQ-Q#9R>~{Mgs$^JXVAgb-+L~F+C!>{$kxmjVBEffaAUBiBYSy8>OFw=-_6KdCVX&~ zN%RenfboJQokqL}(3(YYA>ZBCTCTJsOpZd$A!VLRY;fy*V&z?bv8(N(8B5q8bt1bM z^R(qGe;D6DU&QtjgR!Q?7k058nJjR#_}Zp9 zpn-8fZKCH?)=z_GvC+X#CWW;&*Wo?|7Ns**A;05kcyhni`B^D#7cytxR79&ib1f!f zc1gY8lP9&tu?WaMG&Z?r|9UUeRx6VVWST~pMIXQeMU+nKnkWVw+(3E7hhoe_JS`C2 zL_%nrZ29g37kZAvoP^BND;`%4jdLTW2@*81rg_KzYa$(`)^UcuVKKBaG6WsSfmQRN zt*-e0vQ_KlSktuX+vX2fW}Wd|zA%!-FAipBC>spKs%+_16Lx_T&}c?k@MiJ#E%1C~ z#(aZn+k;SYn1IM5^vAz)7etn+tkG$uuVs9&N1uBs883C$%r_W#_p$$pd!i`vH*l0H zDO^63lDY6XFnPuVdd6e(ku_AGpY<+c*%#0|O6Nx?uF!YAWzh>`P)28LrGK@)#0QEE zO`7*?;rKjf>%~B=1f4YSp{Wil5#m+hpeYfpv?bFrL*j(1e0no1)!Kf`TzriB!ciH+ zP^Z4tzqHyRsU&^rIX$BYyT&m8%9^Qr;7NAoD=1OJUdKx^Za_*8wHwtuX_TJ9frD01dD0^yKP--_xxy}eTN8NxIu7VW26Gvts_ zL20zOxh^V3Kl#`DY)9w69svi0xhg5Hz0AJh(uk6d*(r4=9LnLH@>`G zY2$wH3OwhRFL+b?Xz?n5MriJF75%XLiMxQ%j>IGc$zgn@Ex{00734Msw50FVf5jNT z#s-9xjdWZQ3#+P5wQ+E>HY|nh;EZgKt?vbbD9f_`MX;BW_Xl41g+zT3X?RN8RK^1p ztB+Bp;$-<}wISe}qZSi12uzBRngE7EtmUbj;1)&IzsG(0&dS{M0lBU_M-UN{wo!X~ ze1;bH+C=^<<3CWhyX}>~Z>8T-+dm~aC?}ZdLOcjK@n9D)pNb{$KFE%jsN2(-n&M}C z3Oow}doOU)EpG25$mp<1`9FN%osElX*`Z-k6~4WcF@S_JX-<9v%?G@f^!TN7LhMSq zKVTf#jNw&9=VU~8FA~n!TnEHoEV{D)|L})+tJi0nh?YBSBr4R;o+4O?)Z1F zi)L!RgJOGr#8774#vEuRo_f|v-kYpDZ&Ush5~0PMdAv_#;P=A0ObMJm*TARy*23iZ zSCA7R*e^ct<5p-GyG^%!B^K1Bs~HMvT^njpd(n5|%>TgI;RXN8k6X}WmPI+CXuxQB za&g0&JaPuw0z%X6kk5;pq8%!k9nO^=QL)fQSd5#Yi&Asje(d*4>K6k<(Do^1TW_Cf zQT(l5z+p{VMZYsiw*l~_#$h(dDZ2l-Ldu|%Ed=Zj8>FVjT2403Bo{!wA&Xx0siah+ zBKMD>`VnQ#b=89l?JhB_V~C2uz~m=GD-OGsZ64-r-7Eir!yd(d%F|IYhx@O4R)6-c z-cL-H+Xkby+Fkw!np0yGt0CbiP(TT%oiU&zVTuozB|ldCpL@iRe~mV2i|{D6EXI*3 z;Y;t(9`|OtcJ+PxR+isvs597`>s`HE=bWC}`^h&f9YD|@Ua;`60S)k#W>cHv!*{s_ zmcE+nelM(ay!?UV?<3nSkEFeswO0TL`Pf!^%!gv-1*Vze3Em5-f3i5pR^lFRf@Z|Z z_%Z~%YrcvxT^$D{myTwu>|m!>IhGCe>n~ID*ziZO{cgl;eYuTBrZp36fvsrGp*!2p zd{XccFvTJXv`w^RMd<1kY%=aLPIkM$?oVU}-p8-L2AP)Wxb5upPIhFv#=0WLyRx%e z{hX`&d%Y}vUd$eRY}thp5Jl$_<&tiJr|U446`L^Z*-9JShX&bCDx%m*VN36B$tci4 zH&t^f?47)XSS@R391~Z$v1}auk~R6k=VwkS21?cA$1gqfWpnwr%)evz22W7tQT|eV zbV?;}*0|VX3pA~zcIEDoeiHcL&d&{RYxZ@_J0feQ)9*E5s>|BR^*1{dC~McC&Sr%q z%HX=qAW5SHZtl|@|IV2|`cD?b^DNC_X-LGi$)9_Ucn|d|+Am`UTjILpmfC@#Yc=vI zec#9#@4Rb19*F8X>i8#AQ9?;;p7B=x_qU9Bv z4Oc90KISENwBLL`hx!HwhSXYK zb)5V-P}Fmzt8f7j8t3z=;-puZP8)0VH(!d81(yk$7R;Hny!P~ZNPtDk zAJTeWblQwR3rvJjSCix`bjNi_^VosE9VWpnvFnpI?C$MSc$ZpXJdCkfQXBhz_-ydb zPOsJpyLiM(=47z*EV4b^E>F#+Os%pcg7D1`b)MOsn1Jzqiut z=hh;S0_{FnSiRbA==fIXnVjT>D33V`y*nMbVBo0uw@QbH!?K(!aA&~NZ?(6-X}Z6b zOiR{Eezn>e%Bj~Y{_uvYl1p3N*ZlO`-Z)(X7!$U(AVs_k5^?`snw;SdZ;VQNe`3Q7 zQ0{0Ud^Hy4@ym|a0Y5d|L6=SMvGN;Ffi!j4NvGBzK~=bO!t=s{yqCi#fFzh=N&a0! z4&K?{TSHH@FKSMYZ%c_eZ?l9uOk#@!z6#H|pw&0~&8*EVa*d)&!cEGeEP+?KVSB)n z8F_cjNl3iBQyFv;uz7s%)#8G+bKJPE01i5e&8#(MoN^P%7rn=pQ4OWQp`p;OUn@Cw z7n-+To%^$qFwE$BI@?R9;>dL9dK`r?%A)X-`+TO{es9@$ICufHmO9CDMUURcfAUC2 zD{-gT(l<`M!L{A`ME`{?4AEH#NCg|o;Zj;`_8BN+{X_K`QC$aHvX=3yC1&;YI+;Cm z*#C#hRe~MXzv}t613E_)e(WpRV)n<3;UYZ0Ryu<6K*xvfNH`sM6d%^$5 z50o%oo1AUe2UiGoIBJv*+sVTMTRVnw6T@qws#_!8Z%B_9ewM2_v2OnQlu?p4nv6mM zOxBs$#({^}_)J-vA8sO=c|NOU0T|)ZCh#875aDttxQ~3`Kh9Z4TfiQ%bGR++%XRLK z`hzVrT!SPuPiWJ`L)U9A#%#MWe|WRziXMTl8;z0WGfJbFtwZGb173&9N&OGvf%6+X z&X2G(aPns_jUqOdc8YH7^N8U2*}{YvFZ+nF(uu3M+&+juL{N~)$otm&Hv^1Hu*4V& zSmS-d7&y8PnVTU|+x`O%Y&R+44((O@=Ob@+Y(>PPt>?R4nJ;}_ekwz{jScDkZ9#$m z3{3Ufrq%&?A760`Irvk003J(bN_ib_AZO2f-f<_24L>HXM#8N69xr_{!mK@WnXS8~U{(HcLj!gli)NMHDNHR{CDt!=NC+%*`6^@Nj@ z!6&oZ8V8oO3^w`{uS~C0eRSnMaRcnXn29h9WR36d6p9)VMks&tX{X8`I%oXzB`QdNz`pZN6u}kET+DeIG zO_UvR1Ng<)QLA+(4O@|Qn>Nkj`T*>sU|OxEW34yPiL1Shj8HebX1%_4B@+y+eMy@l zle1pLqT@#~3H}U0tLaL{FU5wRj(rsPUL3cF50FZ7!V;|GTyyLTNuZ~9#9!vv7kkCI zIKuY)auW$?9Pqr+k;l5o!(lUG>g-J6Qruv+B&N6AJ1hd#wT7Qb*Q4Jlo77h2k*@>I ztqBRqe%XYC71l?*PW-gLwDLgIex)^8oQoNy2w0)u*X&7t9)~PG_RoX* z@8K0bP%e0Q_z*P5PoWx<{M^hRcCGo7Wro&s65mb9r)?Xj$GY5bEb^OiuVN+3NjErx z^)J>PtdJYJ8PtV5*P|89mvtbXGagKBAjxMseb{jYxL^}oEr1|UYQD@H78yAyY+!+{ zci*yuHOp^3K$6KhSJ}Bi6gU3*QfHiWbO!bvV9ftu5{U7k?b%&2Mi~$4I3F^Mn}$Z@ z?7wRtN%!pRnzW1cL_%1F#Jj>p{bJbU&kHhToK>c=Ps}hAv+dHazl4LS%H7%UlrR2P z>SIzi%DX-WPdT7z@uGTrm%Fk(vqigoA9m-1_s=JKc=bk(*YcFwdEMvibBqj@U||m= z?#zOK`>bO7L2X5wJ&z%{A?#|zbWnc|$5NK{>e4JY!k!A<8A#7xk3xO6*?(FY&HZYe z1VJpwQZpkx&GNB&tGazxmKqH z`9-21Q{4KVysf*>5Vp;7?Ugbzo3A}`1FVjNJ~`W~_E71cg1#s`Mn-;J4{5}&I<$ff`mh2sCEceEF#v z+|Uo6TgH8V278BD8TaT|A+SYd)xdw`&*^KxgjamiERM^cmVPO)HS_Uhye$AY= zs&nz)&JWMBAHx1nDu)82)x{NNmA#T+#ho&R2L!cJl|cX5+yAh5KqZiZKfvR~G%anx zO_36+i7o0!W7#p+LnGVb!%Z-vvx`hG}! z@eL$~tdt*oC=1u!>}c4(mKi!Eiy#YST6`aM8^2X*pYL<F5h8t9{Pbe<=C}?!`#dS0etcbc(2Uv|oPGyXS4H zaoJfKpeDdhOv>DXDn0n*%II^)WF*S!!geu1mh+)BS0oTMuE8!VK~=>`Lrubk(R}8t zQ@MRB^DJ3bkB3wzxv}ri>!XFXr~X6hn&u;=D@}HD2Pkg5ncn}|`+koc@EuaRY1qp} zL2O@Fq}!6d*Yi-{z^r(*GL!{t`0e^g?D8ah?ZtZJX|*SZGKY-QpGpAN0?-vnL;XE{ zJM>&9|HoGEpm>*4?__Yjvvk1qF5>OZ&9F5=3$UQ4>Z~jdqYMz`hgVX}#X0NL^{u$S zfh`e|Jzp9!*Ek$;GJlGvM3#DZ>Tz~iqf^|rG|>UPuq8nN)Bo~D?%5frW#Sj^CN|m| zz~X^((pnUGXX0^_FRu1;P0w{$&dJP9F$OaSZ!DO(?@y5yrp4c_duV3O{w2h@@rSDs z3m)#7W{-<8VHxy^*h}G~-`QUw`;K^--o9@N!j}X-#LEuJ+k(tcHA|qs%~$O5kFS-J z=R*FQ-+a_#kUiv<&HYAjZ2oXcYC&GgND2T8;6+85guY&KhL3A|fp{N;ZOkR!mBL~C zE_|y^sS1ksbF7>r-2)ymRmam1WoKrsXeA@*N>Ra))M5F=AFRjk7q`8(@Zd5?$PFfA z`?M7|+mcxqfy1jQC=3v$I7 zFHD$)$Gq*T%_D5!(7=mA{T=mf7xi7>BWmz<7>MCfMZP+t)TX+rsgO-6g=iWxx!96e zblgTkh3f`sKk>L?cTdnwNOf#T{+YfKD7ByWV3#VsHt|h}nP;zDFh_51KY{1ke&pya zXA{6rv7o>1uPN+*|K|rRng8amr}idgx4F_4(-lOnwu`%`xN2J;r*k7>e2Owyu?RUh z*~<=VovHVgXf}nbocOa7ba}ED*4)bi4g%aS+N~abW!_FNqUItR&%xIJefTP??TPBb zh!vmBn>QPgqkjYPZ~7yQPBT_-oyeeNBF{R&hcj4>`J?XllO|h$lf8z8N8}l!qA|J1 zA!fu?D^H@Jw3KiKN+&vLWqER^Q@voCRjn&u7|Xh{0flVfj>?QOgWl3RGq*AhMWbMR zm)FP8DmLL>?rc0wGlR{lYf`qV{%04n|IPWKJq=Z|ynK#FLaR6#WEsrmf=S$38nUcq z|4X;viX$PJ!?g`utQ^)1`>91Jjnkj_fV+pI5Ol0|dT?X)WhD+(VXlUz!F&0~KIz>r z*jg|`0SfgqDer7qls0-90fbY??Qeo-rBYRiF(svf_rlTY$9I*jpdaFoqMjb!S6<)# zlrWokcF4p-TE{RQIx%wRcWs<_=+gEe?wwuqRXo{C`~qJRHih_Oh1|BhvPW>tuxoaK z`HMMFu#6lge?Fg2KeDI41orGFzO>QZzv>`(OE}~IQzWD(oa+nd)xPz(4* z$SFL|kBVP>Z`Mu+w#}q}7+$Qv1K?m2{k}ujN9o{B$=5m^-y(d2)+?b(e@%>e{6{uL z#(cmI^LMu#T2>=(LR_4KKJJYl{dXPYZ%_}D^4@Z}o+V{|`+KRGsZDCc<2fjg`1HK1 z_sA9uR3TAAZGZ*e`Rr(aBLVC^|*oR!8I3Lfz2+wlE3C@SRoKj>VMSQ!cw*Zxs z)`Y#?Ni?71u)B;b^4)KtTzQB3{BY(q)u?1unwVRikOiB;+OJ#Ja|ynDq|aQ)a8}uyao(}fQKUj zpj?%FW~hm)Kz9Tg~!__=;#xGAaJ-4x>h94ULopX0Ea zBb@XTM|EczkB?wm3MS959^rCf2e<>|bEDoh;l7b*k*#@u{D2B`tXu^$=8rfQPV40@ z^wS>t9_Bwmf8vi`k_lJ$G&&Yn?Mm?YS-KJFP4_pW9Wx-yb&RIQ7m|H*H)sz=sKU8n zRKW=Pe$U(KVb{Ku@eTB&#Go(7zInuFfaIr5;j8J{^JPliO%95W!Yj^A zkLV4(j4Qi-^A-BdxXiR>sS%gBCjGI;c;nW7wN-;Kg-2dCg82!gyk|CYU^KjWF2a0^ z5c7FJn#VebgnWXuTQzboUU2iWO7MmdJi94-eplLEaU2a>@VKg0cx=ubTKL+lDy zmIIY9vo?%~`0go5IHzBEjuCFNk|o5t7qAqcf?iSoQ0%@r2+j#uDZqqvM6?np1x0B9q-Wka{UV(O+f%ejq74d`Eu8H9Zh9$N8 z81}8*5UU;RZZF;u2DD!y=K|&Zj^1tF!Sw{U1T8!-R=5h)Xm@e=_*7F;%iuxVh_GET z3MHUU;38!&;c_uM`KKxI;AH9@TweM+HRd1uU5GnW*kb`C78TpCsiAR9M&8eE*W<%1 znkk9e#_f|h2ffI^3>5@-aDk+S$Z&T($^maVWJ>=xuKep{2&A-j6z($`-2$pSOvS}^ z3Vjt;;fQ2MR@rSyo~EBw`w8yhzIE@#wVdj&|V24_Y?rhi=VY1D=`2 zSQAZ{)JUFe6tLmbqUNGc4FO+{jI0Tr&C94H$e-W!I$nT#+b3-e$uFiKHGvVa!yRwg zahEp$>+<;`wkyAwM}dG%?w%9r&r5tD?|+7(21i-xS(H*onY)9(O*y48oYb@A-~Nx* zB4tx3CBXBUREb0~r?xh1U_<>j1HxJlomm9jTi$G`^crx;vP(8fCTyY6t$%=b3Ht+nJ5w|M}tJ zF6#ryxnOw{)54o3%I=#d0}M3Yh$>4Kw&9z&QJB)n>={D=m>Gv>$V0k_O2^&lIVcm^ zW_c9IGBTH3tdCs3Qz%V^$m#bY251AKjVJZg=AuyhcWPqhM4NKBw<>@yL|EqVA5Xm) zji|=E=xJpZzr{OPcr$i`n4rLL0ulkbxlQG0@jFJlO**JE*(*O@v2ayJ!@+MrP{b58 z35oW~y0cl2-g2{%gcry1tEYOOABhZg}+r60jD>i%;LKFqcJWw3qNY1)(+3?>5jZyw$C(%U)~a2Ti)NO{wXqt`+k zDp`Em?2iFc<^vz+Byy<4kpWLX!yGx15EUT8=oQ@ZZga&)iVaEzTLgn27Su+za zuh`?j&M0!SMd3b9lue5vg(b-4NSK1X;DYSyP@(&WM`LonUN)CG0Q~I+e%KdFP1!d2 zI<>WYoXZ*B{w~?!ewhz;*C0ztolMHp62Je4F~TuxPf*3n9Y3YNz`~5{oI9&$CfH;w zllJ3GVpi`(g6BDcMIiCWW zo7@MePm*bJ50z}$3AD2^$Qzx6a!T=TzGnf9PxuFiZ=0u2ptl#BQ%ySH!+mL&NmH^a8Q*YMJfxZ^EM5TwP?aMX;m;BJ~;pIu)Q(|08 zHlC;Pabuk%KaOTjhBS5K<%8N5hlnu0u8&;rWukhLdYr?8x`IB>lY{cC(vpbUO!%&J z+4l+38ih!j-n5`=T%ZeJZ}~kmq0+H@R1CpM7-ZUkGC5)&Egt2@v?H!q>1X=5ilFi7 z?3Ii%8}JU43RWWZoH!Tx-tV`_mp8jU3xP-g!5Z&dg#zWhg@>U^ko9sB>Q76ZVr&RV zAKw%-?IU#Uk{d)NwES_HKOf4q;6cW$S*H&EKIT1|1lOj#j=x(tSe?An@BCfJbzwm3 z3-R{Q`aM}{KnHhu2JOj#gATJSAjf;2gzYtTXJ}#wUmB4RSS+5oGW%Oef%qNsFQ{2y za9r=54tQSH~|02VHL`+q=@VUkAwXa zk2>&BKU8@B9OA+;51TF^A+2HKQaci2Dr9#_|d}bIICQseE9I;QEwe44RtCh!bkDZROge*++Iy2 zB1-IvquspBmzfcR5cOnXLXeM7=bJ>ki zdcf4f@?*zBD;>v~5M3@N&jMMwF4e?v9r74H9Txmr=7y#W3Nici!&xUDLnaWJu|nfO5X^UD_k*%Gk?Ard%G3dTW`Tz0dZS za!evK5zvmG?RGB_+)f+{U{XvW;aKfjsqVZ>L@A)HN1Z=-NB#Nd;5ob4VL|oW8!3N2 zfR@E>d`&bPJad=FE5_}Np<)AW%@ZiX2*DGPID1x^=aF_oH86Zff^!gX3tj$O9TFYR z#jt@JmFGfUY}o|p2;LA%uYTcvsqhle+lHOTRaW|F-zOSQ(MQnrCZf2bY zFpPR!~B(7YGL4I9V&xxwUiBCs{9vECBOKnWFf8LY4=SUv+Ly%%b+oc;zmYNb}oSK2U z2<~OP$tBhd5v(K&s+T=|`T}wq6q1jrk+1c(1Zfi_jkXx?vN{k)2mLBsGVn!DOv#t2 z3SU7RJ35APtBLk6dy@AanRFjOQ>MD)PhlQFq2nxi001e4M|jrl@5Erhx8NZ)i`&Mz z9cT6Q;~m4cLRbgQXVp_RI~l9)5o+ONQ%CWpIu*ed3@RBbDlT2q+WPuiJ?G6 zMr$8f;$vzj8ykitJ(i~DsANR!aYJ8U#PM6lyJ{66h&v^b7i3vK;mA(EfRZt5W$mq5 z9A$!L=goS%l5<{x!Dr)L5X9U!&KI`3*zpig!{?%AS?5 zs({@(zgvx$9ddA#YJY4;+EC9Ms5d`uw^Dch?Af2~CZF7~#Ncj0mbBHlb>!M{yt^KV zlhTf#s7gO@#3TK{-svarbUvK_*7#a!SLVf=34+GZ`$mC3Z3C&Ju_5vg%>}grGmM%O zX6irt_G{_Q@G-{}(yx(9<_N#Y*&BVWMT8i|r3AsBXU$-Qb}WSQ=fflk-ZW3Ep4M6 zi1t@MM692aCu6s(UWpoRCZGh`-h0W7?^hOq=(2V;J@53kDx29vHmnpu9Fm#g4!Qj} z&7P|uam#kN?)PzN^%zuhl#JGkw>XCjTjpuU4&OrX3UXe4b+y2|Cj#&0d=rX+sQDh< z+?eh<@hxP13pB7hj*}Xp%qrF=nBkrH$=CT<(|;lbheS&9vms%@h^XOgqXhFJ-FZ+K zydk)^6ll$5NKo2cnuFHUx?kUjnnNxyMcheE(L4`1DFqoc=e%G;;I6lE7`k^aa(8Ik z1>ml6Cq=qYlhb{B;+3k5P0-YitjW z^H|6r(HNlxWu@UMrLc2cFXX$>y-E3M&SjzRwgSJ@l3fsbL8~}+7g4Vmi=(;oHBHKA z!dqEbxx?s3Q0K7>kk$AxK*7r3QOLV^BJN-4e4ooQvFz=fF+()IrOi?{@W`p_e}<{U#DhNq)U1`Q4g<=@qP%jFK@#nS}z~4(?k$ z%ytoU105}u|NC?I=1;_l_HkGP-{l6rabq9GWtGP$Nyx=f`1t)e1da%@d`O)WzE%E^ zbssJ~SpI&p!IgBG z3(FvnnsSr0>E@%mMD!q2=tr^o;M6wZ9{4moZflVzb-t_%{UJMJS97?m*cbpX-@x_= z4vhJVP0{CMq?3EjC<0Q5Iis6Bhw|F|Agv(lVY2Vbx5I=Ur3nnxrhF%L6a^Rb%z0Wq zB=i+Rj$@P|T0F(jhQ{a$h3_(TOxfdseZZ^DnF4Qop1GBkf7tthZgYg zL?pM;bPI`PEZR;yHYn-Y3PscuO}@)cDY4-7c5#aBO}eMbzN+Jw)r{sWWg_plqHPnO z7875`6wvOQG)7<$Srb?_mSBDsY~wl9`Q{y@&G2ufj}+h+ZxUt%Qx?;(|bFX!zc`k!^5yAQCb&?3mb=p3-*^5nM31s z}hpk2DcL#>A`$|u%{I2GR*E$cD7vnH80n7JHZ}Cv_4I-_KIfde?y4CMZJoG z1fkyzwso-|#EG27Uh-akIbRV9nJG$qmio?eV@ZuatBY{nvD#2 zu&XXQIYtmLCw{|o+Ty|&Z~4U%uzgqukPE)Ak-V=lA*Q97TXunMw%8whHj{gbEA$|f zO7%cgXtR*RM#BOiy&NR+ox*b5<{lbrGi@(Y223+e{k)Q*l)~6682th3;Ik?E&?CPb z0CseZS-4e=Ryd^(Qv3e1H0SKYkL&?)5^2ankpEO>HEAryq0Jl+?7sbE@hxuSTCt*N zLv7NhW%P8$nj&f#@~DSm9@P%@e~GUTAH5MaO)ypdeT`Hh$0jHkWB;#FANn6te&#N| z&UPO;K49+!wX-waQ#{TC8sGg8p+WEWdGA370qxa8BKn$F`9JcX5=?88g~#UAu?{>W z#nU<2_cXaM9fhrr-OBGC=>(c*=z9=Qow{9R<&!A{av_CM*z(&QiXUL1dOzj5?uPoX z2C$%k7U*(dIDU)P{?A<5#{ceKq{89h z(}@Ths+Ne>9IW|A{#Fe?!71pSYk+(lZSB*&$=O5$$@CFED$^HNIA$$JH%xMfJwrXx z?jbFXTNd_&@KQvQhCoW;Ez4v;ERWG7aNLMn8hRi2VUm&c%9+Wj%fbM*A^uZ-;jGC$ zT^n^io1p*Mcz(_QNBh(Vcb6O+tl9qtcs{xn%@I?cc~W`ik>w{_0kyb^E;#*qaX!c2F`S;HKGE>lKwe^Eh-(Jq%9En&@#frkRpaP870E9 zN8l8S#}<>`9MC($I6-La`UXTjy}g?Cr)~ns)xXx-uXoWhD}}BpGvH%FD0C-M=jj?| z(3ajw9h=;7(Lu&P;Pa=2#rC{oHHo!Q+aRPYAB!(o0xPK6O0Ni?shPM0Kn#>SlXY~` zbB4%JwVtZbm3pK6A@t=~60rY|js(kIu5lh~FUbb+qK3KJ#r6}p?&BQ76}v4;y+ouU zyDUa%TpW^CiAp_1V>VP*mu-bM6S+dLr7S%l)8%k~vBKfoUJXNln) zheOTGHXZCMdz*|8D3gucviNC+x&0@ywIKHiHv=J3?bBMm3J1hzf=H|0?(dJR(U$x#sm`qK{})9-J!1{HJi z^$r0wM8-qa@#yBI9pov}E%8KO*Zf#eLp;Pbwi+6lfcsQv|2pY}N3juc-Bd+XDJV8n zbO)pw7eF*7`l>|B;Z;z=vK9DQG^2!)_5@E4mMqfga;t}-a2yuO-~I5nuCXo`lo<0w zL;?@VjjiTZ;BD#CB^BQK=15#6!aNxzuaQ(|MV}=;kntCKEdqcl1_0R0jr~8EK8k7> zuCnFcF)4R8qiHLU6C?82>ZR9Z)f|-HLLZ=S#LjMGEW)zif-`8mY0b#lcp6UVBsC zaoue(#45YX2E-b-S52ECWkgoy;V@?moL>`fA@|!!wM1n@ujsNF1hx(DsUYcCzJsPp z9I^0(_ImcP|Ha49M#(Pn*jGLGtE}_WIR%2QN2*cql=s|EG+EQ9pdtoqPd~3_>oQX)aG`IGjX7^+Nq}!I~xXBx3 z2Pv^J`u_GNP6Cg8%cuolp+d5n@l>|Na(;*vMSHi`Rhtgv6nREbRjU#}+ zAhRB|I`c!yST{h#b~DxTT=cclxgkGyK{YTQ(jy@hVjdy&5M{z!6{T&FBNHAa4(2!F zNpH&J{oqw`Zf;nwus9)9ABfvfz@;I@jY6$4IEp9J?5Z)RL;y6#y_@U%@p8Er+Fwv?6f4=i%2yF1XI`^fFr>J zaB;@G&)+uv)@Co+)w<3X&;<0thWKOoE?r$Un~BN4_I0SNHVIU+OZ>8zzKR23_BbpE z+1aH40UBcQFvd~i-_fRn#XtHW%BEK^9kV{oNJ2L^Et~Jbi{K^ayjz})5_S$pHB|%^ z2wxX|Qn{zWB~Jn@%N9RwG-MAzdj2Y1wEq^TWC;K#3Qp3peO8%Id1nVa6ZME`v4hL^ z8iWlyN<^2bHZA$bTP26vUdkkq(_9u_=mRXwbS_g}N`FO)LQHj%53F*sTMSzZ7QHzT z1he7&7Nr)DTexcR3qt@GkmHNl@;=x2*n8fwC1~LJN}aytNGHh zd}?}RszK$*cQ}j4c9^$rq-AAv*-~zn(nSSDW0v;wI{>EJhS3sNtT6S^R|lL^x+Lk1 zirkX_K`ghUB<2zmJr#(-NNXQaGDUx*R-y90(qDO)sE__%1^$?~W2EI5WcG)0ptca4 z`RDn&w|dNdcb2%7s!hm+@p$kMyj?<9P*zuR2iRiX$B(j0)lmr#M$?rcY18rEjY)>v zfPqn*{k^J)H^(ecbniXafdFKx4&FiOFYMb9!>s63ZQ{p!bGIYz$F}0#gB9A}DH3-(a!?Fe6pw zD2Y*>aT!LV3*Gb<_d3 z-vW30s|E6imYK1hOetjh@t(7QB7K6&h{T|_fZDQ+2(^{4D(KZH1A2>=UHIvg(NiFj zr}W_kmO(l9vEC8BaoP*gn-@k;fdNx)P`(Wpu}4n};e`||8EK^K0ObUEG$IrmMi>FnvMU2<=*6oSBy&6_SyW**nu7=$5B>A*Z|{ zV@ep8w#5%Z#nQW+Uk14t$3~`(W5EJ@1KpNv7xOGPd--0p-K5R+%1xqR6s$wZ8IMPf zDLb49EYb-|8*s$^<$waOey=)NcwJU4 z&s`ufA@YbKcIe0l0Dwnh$uQJWBS~4^v5}g3W4x4Mzs+`|HEM9mYuruzvH38P<*FWm z&l2NbI~%n(fmwKw2%7zqb81P?0Y#l7x^d1MMY-Yiar%!6eBqWgx8JF#6TYKl^Px6? z?D3nScpB-W6r;k7%zjQ|6j2e{?eVlymse}8^}CUOB9n{ytirP^FXM`jtTQ#7QV0ya6FGugpro?#833t z#y;?s%_Xc2apyxTBX+fK({1kM+oK!kjlnZ;Dg8$O6I@6 zY_tUeO0*6OuY1?Ir3H<1eUD4gr4i4jm$6_aJwXbs?6otiv%0}Z8fS6HDP#km5)HL|uE{oA4 zrYzDV86khH#Zm77$2wVSP!&gwGq6v9cmHy&V3^C%b^U{%JUL6SveasnERU|9)O3OH z6*Dvtjn=%3ihiiBthrsE7|~)ftU-bJ63BeuG(s2v9l`QzGm2#3fe3U?KChSvKmh(< z`p736?Dg0&kLZ8%CpMnpaxCpy<>6t6&h>>vu%ayIZAuQYJD7QIrU#q=7DiJ7K)+`% zBgAL1BT0X_APbe3P@WpKVhm>8+Y#TwMPEdMkL90y<(_?)AOfgC`bzrLJ#PU=nmiwq zeUS7Fh^^01kj4zmNz0u>`0}$@`(39))y@Zr+eCV6AcRVk4#-VTP)zbCjF?mEd7GAm zc{@f~e&J#-$*Rb!d?{gUN)QOF2KU6ertuLgfn<>&ir5Zg6L3WYZ9#L=NAU#wQQhXz z{mN`;Rux+su5rAkRC<+~1Fx?r^&I;f)&~`_=rYd-ciqD!tHol8+(dt&eic zj2Taa=ul}6P`0l|RY;4}@eSaSCC1ScZQw@@XbO2Pgg5w<^#3*qmT?97eoTW&uETC-WXv_3pc0F8MYEn)8@Sf zgb0@~zhTpFb?XkXmT+bla>zc|NC7E36wY7H;=2sg4pD(SzNSj5IX0Nknp&_0?^?(; zUk&Om*@h8}d5SH@zH>;!u++=&7u&Dz{CJ5NcQTB?fLQyDAAZ&P#OcyU$h52k3z_`C zR+Ago3C?E0B=M!A|3cNoU1LoXULvJ%>S7{zqjIUVhMGh9_aS27N8gKiw?vzo>hv1F zf+k8)4r>Q9^IGj-SvLCB3~kDqf~vuNt!J!=(vPs_Hl^^zy-sMziguBtUsK*S_v~EY zpet2uy< z!CbWLGv=u3dP(REF*#5m&tp|y8kMdHqW3}})C7a_dVA#pf%E_g?^3er?2GU>cS+td zW;MeODH^Rc(X!pK+#BG!%Og~#P|Yem1rauB1Nor7k{0kY3Tj(0a&Ah$^4^{JLlwN` zLZx}*a^hF`U)oKEv#)SUj8~O0m^HmT?EqB5rF%6{dTk#S4vYTAWdkt~N@&i4( zY8r{?L^s1H#GHk@p>aU$y+D8IlM72gO%X<#QqXnc@A1SPRpWfAwl{r6{EESsV7yk* zIpG~KnjDAO<0G@aPx0>YkfIQ%9EbQa9aSt)L3}rIQ`Sgag~SHZ86J|1kgSZ%5$GOC zERG+!)k?8VQ0aeIyvIJX;TG<*Aj)%*FQ?fk{zB2&>P*S~T$tO1kKS~JltNvVZ774( zRV|tgxw5FRaL0a9GmyX^hdJ|EX5MHs6Uio;4!2!2sU-K`r3ZBLC88{N7$bHKBJm>^=vo$cK} zdB!}XE)jgZbb84OyBKf|oQD)F(7m;1zf&AB>oY=BPBLT70p`MJLX~Xa?=UC~ZIxW$gn6I%ijR%N zxTi~(5Kq2G^9#&lXO^1go*ne(0rR&llE}iOOBWM=4*qvEthS5X=(q@K1N()$WZ(%X zl)sSUr*QiEB0wDwm<5qa772Gwcmr8VRRNS>GKhDa28a$KOMxCw#6stK-w(uE8LbD+ zuq_|jcK~|npN10?k!kU2b5H_qB1_tVPmClkv;akee3;>ib)J4LBt2)tU_6;{odz|L z)cJ8&a#B`Fg>*F0heqn)jan1&BTOt0h!cSuWo6J z=+3~;V5nC+3^X)ik^ZMnbT)tpss;4a z#s0kr>ZANq-W^FK8uvu;F{<0;fRzez!2xF5SYiE{$Dq1VcaT=P*4(eWOB|L!6;)K2 zS!t8()H-cp^0rbuMq=rRSD!#GLDw|c%6%N z?7~mRL5;7zp$0??FxDL(*4*1-8*gt`0$TjAaDG%}>6HDOOYH!H0yHPkl=n}}sY&PC zcE`&Rc1asRW#UKP=imJSH3(ms&u@2V3*6FZ4*5_{q&L;`m9`$E4IOA}y*lMp=_#K0 zZMqAV-3dBNPd~nE{p#n{<(~{E87j`GJs%k~<1EE@yomAr?fi7X$xY5(;jK5Eq@@Km zZOPxKb6B#Lmw>hsgDj9fnHqcO zgpoMDS;2{MTe#$PBPEtPr`+nUOLcjw4W5>J(jfL{LWJ7t70VN0+M$ka6DfJH!e1zaJ$QAjT(w!@6Wcu?-}5UoUssHfK7 z5xJ%<#|DWIfHv&nf%OJ{wyUFlPS4pwEY2-Zz`RfI$}i;7v6L2ntc_Y*W=2dDV>W!@ z;Z`A&6u`F8Si$~}c5eSdE3!qtn(+Bo;y@IGxQ8U`=pAnS%MvZmm->`c;n#5?3UbQ& zw^B{(tXB38ny`MV2xJM#JXFy*ib*~#Ukhk?*TAjY(ZQGQk{sR8mM(vVCm>evzw zUT%q%@y@!IShn)_G*~{=6G)BJ7BOaRd8$U(i z?HAhoUEruA7h>vTz3rdu>c)LO8j?#~q)0qvg?-EcCobBagpL3V`W^HdSSOOXsQO^Z z+u-;*MVgeIB5Jr5@QiprqH^b&<=8p^qYEA*i&A=c!Y5eFt#zzU7TE|vZS&X!z6U!8 z=Y4GRAN*jA?vVqDO^+Z&6gJkW1k4#KdI28d1O3ick9<(|%0`I1NoeByl}64vpqY!h z1bbEY5NRYVj1>O*JPl+Yxfv97HDpoL7N>oidyWWj3~pGVtcKWQx8BaX8vrVwKt#^5 zw%ZAG!eEbtWcN;l=E1OA{64?)z1BS0*+lFV=nkOC>qP$+7F7e8Q*aYk6{jqu5-Crp za{!x9Zdb#+Cm8krG+P?_Vj%Y=p?#jAa<-e1eX*Z^Whp@K*7=Cs>ED2QCvrC~3dqV- z+7J(4LMYND*?!ThOEQ=^Pe&C%zOC#D#AM<5KJ>u{TmQg^?CGH z#UYo)fx;o8L#@zvwTXfe8kKFezlg1Ah=%F>hB5tH!tq49YL6_KBd1+QlO@yp2R~nL zO|t|gfru68Ac3!b_xC}$M0zCJOn<|!K43F$^V<_{x`$Z7b0yE^kfF)(Ljso@NyIf& z1o0r1%pY15(;Pe=XZB2mZMqF;Ggxf6bkCRP-LAEid?0E)GZUv`_@Edk)0OF}-s z^}R0D?rtFn|7USe^Y@<}wi-dK7HQZ>&!{+E?IWreya6g+V6A*jCKkw~-U_ca0iQrF z_=j>$Z}m03PysohP|l{RNMhMFqiaZgGL49c@hoqAO1oc;Cqy6o0kOA) z6gmnXXeFf1?{VRuxb6Ul{;lL~fFM+Dqq};g?bWysd?(UkF%8Bg?cu$4l^i!;2h9Uw58u|Qf2a$cXT zIKvO{s#O_5*zyBFX9H5dF2VlZnn`iQR4BMc#0zHuW_Q(J@l%)1P{UL49#ESXc;X0oTl=pp;Ymaq|FeOnZLi&B3b?L05*tsOJ$(y2 z^q)2K#-9B%&NmTLE2zCApicRLA20!gU<39K z*~JL!u#rZpV&Mu*8YAd(MbIVOd9!V3plwK9%1{<$?>}3~Tjb|98>d4HAhHT&chRX) zM@YnuZ(LGz>GAc!l_dCHXrcz-fB9=Y)wF)Mrqy5fEKfniZr_U)*+`$Y@)N3u5gG}w z%#_!KjjuF55+E3nd@d$`;2$?xHK;b&%zL?6)s>i~=7vvcdU({@y4nbm8l>*XR%i($ zbJ4m242Y(t(2!@-`8^*3P+W0QvZA*y?>kXX8&HpraJ3{El$>}$*?7OEH4t~TBs{(S z8r8GM9Q?w_U)3lf;mY(l$K`N#`Wyq9-)6Bhx|=T&yJU`0{y{JtAI<}&F;M@*N~G>5 zmBX@}gJJ;Hb;IH7f>I#ZMAke+NN();7&rtjXLyaX&xu21_E}5rc`bJo z0v-IwpINOz8=(`hCh;RPGHI`^GBv?|AwDF<>IrKMAfX zP*~Q!lNv5snz$Nr!Vu!sNVZ%2PCaihk0a9!ST~V_y4i>=5aB8@8fWdiK)=EXP@@8BYQML ziYTQNrL2{uLMcSuwvrGc6%~>ckx-PHw~#G`L`n@plw@tu@?3W*%ekgc-{h7s6i0 z=Dlm(^idQCNYi}2^|9lpaL9Ig#0T#JkC|YxjyaqYG1SG%t;}%a;=%!0OY$JNfZx z^fkmy0-F*dl5R`yBBZ9jfLfAywhAkqLW#f~l2>lGAKf{-uo{Id9B>MTO2)lonK;js zDSJL&nSEa_ANM5Tn_2R;FMfQQkV!7KGL84{OTj0G4U%JW-p07Y+E_H4Tr~8SG<|P+ z^s~P#5~qTKi^Z-jeQ^ozK`lQTxcp%2&mNx;Q3G*~=@j_HAM8=@9_X|jLaX0?jz)IE zDX<24{Nv*ArHHwwaE?2?tjJqHmnTV+X=1?mX*-Ukg@K=JwR+W>cw3Leh(np$ zP-K@sP!L_s=lPVjUalo8_+!g~sw#b`M5KFK-ORAa%5##%>Q`^^+B9Fe=>2kLf#0o^Kp`;po0M?*2iyOj-5YtDx`DhTzY zuv8Yi&50qw{(t-DxfEnkj!pD>N|H6$ zY}Y3gHL%7#5j04ibU=cpfwQd|z03 zKDEzHz3lA*jNbrm3GLkeY&ibW;1vcxZfsq9s`TTgqhgpZj;TUuv`}f*oHi1nnp;qP zn7bNlOmfx-PoWqOk^}sox7oe#EMJUry@{=ZFH1dMI_gUHeYL87Coxw=h#Dqd|KR80 zPg!MzhR&grAf9q}JZr+I6Bn7ULnP%u->3z;u z78O;fD7p=CLajmL}NTmRZJ!Yd4BtgEPl<`LO5Htz?Y*0EfswAUg zKjL`8E7KsQV>qX(=@9z|0#Yc?@ML85FiM{v?~G9hDgIerYN1|->=$8oXVK|tpL5p` zsxBB!r$aqdPve=XvtsSYn4hPJo`VXcO6xwCC;`Grsoj}PxtR3tkW>hnP-2j1>wR&} zQUr%VGdMew2E9OltB?#r>i=RB1aPM?AgN2&0|-du2s0)FXGHyMSme4i3G2gvfG89Y z-wCXHF2F`3+50sdME^K(7DB<_=EiF5ZPuB!lzfQUq6}1(g5U{^rEiRP_Y~8|2l7q) zV@4wD;H(3^S9E1`RY>!wDooi>tt`Lkr?B(wzrp!(68{yeT+5moO!9`pPVVsi6E7j* zj@YMklw=MTC86^Xkh7}v5*{kwn9G6AY2Fr#YZkW>H zLgQpxNc2|eapa&sghPOsVuh(VN&)M%<9MC`y7CBdMkB%qs^9~jySSU4eRR)CSKW3E zy`%CZcf!vzF0nXwERqB3c9FXU(zPu~M-!(MY?ni}(R)6p-@1lG#1CZ$!WLe+PLU@U z^H8jQVXCXg*;~j9+375>K?(z3;F>K6qHk36=n}h<$7mLx{FuOhC^)BS^f^yqOdpN>g0MF8!@LmHdk}bUs{q`cG7@Qp zn4)AE7HB%|Ay%~iQcNXB$MFras8{Uz>X`Sh()V2@Sb2(e?H!58seV3}5XNvWWqdz& z`N`e?F28QkDwsfmiCPWr-op)}mg5{@LTBl2UH(SqdD(OrQ2B$27P8tM>Y=^QE$Ox< zd@4n^g5XjoanVn0})tULKz~jdJ(V{>3SkN>`Mtn9nA^k7%+YB%V=8vya$E>=HsV@LD--wQVeyN6( zxijKXgSDYSo3~SkL=qgy4x$zEe*?A3ekPG4uwYz;O0%v7(y{z6MB2Hv;9!8B|2kDX zQn2cmZCk?9Aq&vyZT8fG@-ip{o>Uj>i-LhZ^z*TY(}r$`$(UIzm4O%qRnCH4zfcWF z{1x5++5sOhw;u1)$YHma#`Zm7XM@_Vv2Y9qo$mJuwI_qZG?)zZ_!(dFqJl{)rr-!& z;=1;~DI|RWk{ua$GLqLJ4Yn{T7}UqHhrU}7q2vlDj-Q&jT?#jGkBa_}uzCQmsx7W= zy{TC<2H!6|M&`Z$K20nff%+mD;wnD*8j7TVrzd^|e=$Weeq0ZcCSQ9GkKL$}OSk%8 z!E|Oa*tm&5@2z}-fi{3wKzrfeAh<$F>UNWEdLHI@J7<*Aqkl)!#4_x~_P&mQKj zVE9kS&is**k4Xg#Bd{AEG1yIh&A^F2XN?R;+%@3MT*j$;_q{#dHZC6c2_XjoFCGBY z?wjL2AHzp|0{6?q-9HeHMqdVJ=R$$Ok=^eJdZY962_g@|C%gFcJ-WMb@Cvf$5bpRX zendC*>9yjj=9fz`Mvj#fEP~*e-l$aMo8bVlbe=F)$$PzD}Bo ze6ApX_Mf;iD1mdJg6`{^^TkJVmVMf#I{*_SCnUjtI=^wmvxlV~yAgZ@nL(A3;*3+n zF2#{u?o<$LNMZKqd5CeL-ZnWS6_t6?Zw5tH>yJrt>{k#V&?ru~BA1dtoYm)>-PYQvP`C;;ss+=YG zI@y&bvC$8UQs?2O{bV+sa5>KiY$Q=ii-QTW2}SE6KxmOr)3gy&i|?I64YyKW>mio)~#C$O(#%gR;#AA-kyD$9;5SUKrvCILpx5FXXtzO!Beb zGx!IFs0}FUV@)OwgeXZmQ8OpWZ`)BU!3&#hmV1^b|1z`qM~3MWOlRqD0FQ0ux1K^I z`!&LF@!S^KlS&9>Ns6mT*2Uv9auETSZVbk*;tch<4)4*HZI+iZ_!r=1xbMG*P9lV| z3$g0AyP$}_JoAAFNj&gR<#e9Uhm8H~kUDU6jjk2H>>coGc zCi@|l(T6tBNj#sbPXXG<`~XxJZ_p0?mOknvLa#xzfB5iwoFYM!)I!K;dOhotfL5Ej zia@(TqRrq{{{6{NGH4|jl$Qai5yA1q9(1TZAZacMTX+;Yg;Or0lTxlpn{Jr9Zwtv> ztSL|&8yJ-FnCu?qu|=8`irJqcBS~q`x&f_TG^5lHc!Ho3ps6I=&hRGBk6uPT%T~Am z;yutI>pAjrgmb}$?nzbbxON#MbWHs6cyuz8@`?2$Pz0-6B;8I-D_6b89p4ku?aSYj z?9m6cPCbOnQ$E!-&nAYZfQvSDy~5&>4Wv}&6zt?aGP5;9wj5$fw-;=4M8s!oK4b4a z`ZOzQXjtb@O zW$qvRFaW7U7!y(%c`}vo|eZ9)k1s7u&{@dbW{}R$xwrS7V zCzZ%;vZlb)&R@OH(=8>B%tgtr;}3w}{j*1DazQ|UQc zxcpM~fJ;-z&CR8gfDY?V-oxOTK9zH2X)2mqanJ*%uF_kl3i$u$QR)yqG~mz(78%N* zu~9|$LnYd5esNR46fNq%U+CyHKl?fYNH!g*q@?WID3e%@^u6)pxM+7a$ zlP(GMc0P}2FU09F+Y>LT3JaD*AOba*G}+n4T2d~Pp>S+B7tNeFZF$HAWWB)g!J z92Fka5GavMD+){(1bBBS>e)MhTZbXrOP6i|U9gpb5DAnsZrI$=Scn#f>xio8+>||p z$r%rbIn?H9Ss)zerN!@+d-Z!bB7b;?MIJ=00{OpK4IfwnCEnBcUJ?C1<%Kj)Kp2x# za16A=xcj;zaS9+GDV@)`;$z%^Y&~Qq*i4I8*k_Y4n;-{8o*NvFK0+R22if!e#$NP( zS5S1=BLz=p*SbS?e_iJ2@tf14`jD@On7TS-2HtMjN#_1&yW+TE>G={gN|G#TntbIp zR-wo8bAS-;j-O+qkCGqUE$;Va^5Wf5Vq^>-YKcnd81C8eftRxSyb&V=G!1C52D~B^ zKjno^^L=*-8Hxu}bU{QJiOohVSqg^f4IWD(2CRJ;2fS$IF@%J$yScG0bl~28>Rlwx z#f5r`uWv$&j!vGpI6JQqna2_q1S<~*NTqqj)=J9j*t(Zt6s zaQVBq*Rdu5YMn^ShRtrHsY>Ky$#gSwa^|C@$Tc_;!vsj|i1$0sqGkG1vF!$MD_}F` z>pkKJHaHd`<+#*lh(}+H*?yXguR42y&KT&Jk4(hmcv?^u(RV6PJ%ovY8s@|XDy61& zDPmkgf%VrnmVgp_0aOF(eJ>rxeRHk&ORn%oL{M`1lYy{`1Ai1Fj1ubxjAAgz$`B*j zEJ@R>^)+ZyP9JeFVhje(9)mnL1S+ua2$+gQ2iB_x-fEmR3=gUYaCM*(E~hM{7;AUN zCp%nIi7?+0drZ7WU-qfTl z`v(dU(#l|8gMhQ#roH_U7{Q4pP^ytrzqJVISyWHicj6Moyv|q0=zGZ z*lo3&tfj2DXtb~J+kw|3UVLMWVJ_;iu3-8>W9M`HjVsDL%3!YBXa#m*zO~uogbzj6 zEXM9%33+YtZE8u!iWA8m#&)pYVzcUEbFR7K)5aEyojH^`44rqwUr8k!MNfE24mtsz ze;}WbAG5sM3>c@u-@a&QbmS2P-f_z8$fO-=Nr;KxCR`M(IiAnxv9%j4?DUsw`GyFF<|2W;ChQ(Msqq&>P4A2=h^=G(GhfK`4fd+R_@PvkN zUE}*lCiWKqPkuDxW!bl%>wNNcK4L7zoy16bb0&8AK>=~$e_u;oV1Br8*9Hrg|73YJ zf1Ws?7zrrwM1}RF#tT=Vp&WV9-c>VYBToz5f+R!l>(uXAFD5Knv9Y^elMwY#Z6+}NtUl1mh^bE4Oa7Op>d z0&6e*7k}7if89f+FpVD@+L#PB9m}-KANYft*-`k|%_I-5EbyLg$-( zK)_b(Nj1LghdC469l+N2&uglZv6DEp^Yb29&9KkHwl+nZ9eHv`{ArwP;cN{vXFHEY z)2HcT4=>^HJ-&|^Gewn91H;(`KUKC)o`ZzZycphI{mhUOMQ%^n!tGcw@@=d*?b?e+ zP9DiB#lRe7&fk=g1Yo{>VSir%=t@XTYc0*$>@88Ums}Dk@zFBv;%R`13~9I{`i$25 zi`WT^O^y2^fLS9|*|>Ptn*@ZhQG&At2RKP zTqox{??KJAlg${sZqMNuOzo35Tae}r-NH>jHQ~(Yp>dkn#5$&ud^-W%P7NcyLT(Ms z(i?YvK>TAEr_-36QB3yG25^NL{(jB2+=J6G%Mc?~s@ed5zNv7gF8wbeLCLJa_3YB4ic7s#`$bcBmx?lB=fnoYJbkb(uK5IcOG) zIxr)A9@5OtU&h#QtTe=mgP4dmc_>wsh*tm1`G^O-7{Yqu8A5qz7Q98B9T~mj?I}Tf zxIKwe`n7Lemf$@+#`l1&5=J+O7Vdkaj13*fQEd#;$T8))6#@w6bU9YutjUk9aZiBB zs!(CqY|8fV8GA4en<>Mr(cpX3e+pWqMZBDH5(8-JW!E7&6=6n{BjjVRJ92dm>@V=I5BNdk&*;OmpHfXhV)n+H^lZ1n!zjolIuPA z0%6^SX~e2e-+3x|8M&fi%n!r11S6k}okDH$*GO48lGLeFlmK9+!}p=gJ5e0xV*xjQPg-P8Ld!)R)XsmB2-mrYnSYc&tFW~` zrWK(hj%NyQh*P#>W|1+0H(|z8I^?iovK^8^3;;*+*iJXsW!P~E^lm7rc1?E>*K}j% z^2)!(Xe}kJ4W0rp#6aaUhY>ammQL7}WcMF(MS#VCVQ7np@z+NMHw0rreA~u1FQc!Z z@`_r^e7k&5FPK2aD4f9ytGYhcp zaD}PPI0d*$(+*h{^d0-pO2yx z%;nF8kVf@fr=M8GH_3(YkCbGB^d0NS?vhb0#Vs+PnEnc%THQ1kT+GCRGXm*}xmm7V z!PUGI&m!a|jRBqnqvdjIuiisQtFcBG_}ZuZ@eX9MYors_YMD+zt_)VJ&3)>z_gPUi zaxwALn-J8CWNy}CM;_>#A65QfwIHn-rmKJE#SFb>7cSPQ`9RV&>iyWq_mN$Ct_3;!NjW-&ZU9KU~v-Y{!g zB4#_CV1dlTnV262j>N2)tC0+~5GBp{zOzb~RAf-UXbieqeOWq^0ChH`E=PpOJ1jwj zFLS?qL6|{<@*G5l(NqnCc~@m5mCnyrPCttXBNZ?Ko1_g5NPl&>RDrVUiJUoPgCcJ- z^Fv_ua%*HY{lEyHZ1O~dj0td5sZ(#XPkOyU#9jdJD5$(g1!01jN{07z|ae1J5D1Iw}U zrcIW%!j%DBPIusxt^gscE8&bf2E}6a^IKQ$wO#lx_rhUtS6dV|?U6#9e0C~#(AqU? zkd2UzHEl6C(eeB2EdG3i{+PjX3Pn+x215kJ2B7APwrxLb%E*`)icNoJEl~%PvU<4{ z8`TLU3$2k)SgU8b>E9j0)3;?f>wkOz zJ)06wEH=RyK zXI@1f^V5zkuFM^kj1oMca0L@0I4cg#M+_YSUY9!^A&a^xg+)}|7~XCo0)};vXgN)j z&*^ZEKSn<8+Oc;kcTd_bh!~AnnX7!BoG)vt-Hje>8m0>&jl@;)Cr2cZ!|3?Jz|FM* zj;jzKha*9a+dF&?VodUf(E+j_hj)L(BquKQTbwus@_lBS;4urp3TTv<>#etM{DL}8 z%oaI29T$K9Z^(=@Dnk_VIqn;aF-*8Kyxm0v%#R^4aYfws<=h(eGZPU^yn{U4@ncsK z5P-B(NQfT0=1$9E=cUNqh1^8C3|>%i5ej^$pqwJEYwl9=Eh1v5HwFJq65f@WGtvhpTF zXh!q>T|s9-FBu9(Yf}CfXIUgA%0IwxihQp=_b?KP=Wl=jMfybaGyyT01o1QWcaR0U zgCCe1bwd&v3dOrZCl#+)=aKm5a5;;G^Cpj&=zw)G0@Nn5)W67_AIIIaW``(tTayYPAtvi9R$7<>A+q9U^Mla1 z#tp_Xdso-~f|vi9)jK~*vovS)UrYJ56OFmN457OdHXbBAfx)T}9hkOil@mhsX5xir zE_&FhQxa0oexAJ4>rM$#PHUMA_TD|61#i&ZKT$C-5EpDK)ibY8Xo8Sy){P~Yq=L~R z5akHpv=ZsA<4*&=ZmD;Q!6;(P@KtW4OB}O7lF=xO72p zgVY{20y69}inW(t*g)uY%GqGVli~6+03?Z*BR02Q$C@#e#l4yrRt(xkCY?Ek7QYOjpb<>UgDu>_hgJ* zt$TpQ0eezic%I~C89DU(4?C}Fsc7NSgGuucvUm!3``pM;LI4A2+pmgud0>DXJt#yC zgvy!xf~LnP7--}@lBYv{o}bFGJ7Rl7)F*6qf+h*s*n^Un)z-0bh5PLEA=@qv z(cZm(_C@LXX(gn65vC0xi2e8GB6EZ& zC6N3xCA~ETPHd?^$2#+yPDK(9&VIXp+! zRikHF?muHZDvtR1=gJ?MI}{<0p-^HUZTF!C^Ff$8J6dv^i-?Hqw}ZlAvS{e7bsFBM=Hv2WXO47GgAYu4yk zI3n)|malyf@XDVlBoK#xJ;Xl79kg(k6~Yk&3_#{_A40rD=j!I0gfGQn-?nedx@8Jh z!K}>t@=t!Q>xGVw=`Hen+5Uw#)5(Si=?TG%sJjV*8d<@3;iz`3PUL$(mn}L}~cSRO1QpEX0VQ-PNZ< zvRZRdUzMgJ<*9N+KnZX|O=E#sEue0ojUKtzX@(woX0+&BjyFOM%+0?_(T8MzL81<{ zGeFQabFhk~k*iY)rjJc%%B#?vjXg%b2nzlua|~Yg&Kn~zXcWM6X)8>M9@+gqIY3*o z(UI{_u$IxAVud$tlRc63xj-rU@aGX$@g%Mtv_LH<_gRQce->s)f?*wXOtcGTNT0(o zTmed1*U_Dr+d|t-lA^xh+$n*Ivj47%`xacq`nC~AniTgNDVb&x;--n!D+Q;M#NAq{>-^ z*;n35ky46!1>sV=Okp8{lBmxj(T7q$k4`~bu1|<=dmDM|PP{-TpRF(hQfvxZ7t;|! zVwIXf6w2rMol)dPRq@J8R$tyHk=000r?hGLmMZcQs4IU~7l^x%|p>Qt`*`1}0_owOm+@A$C2{f$y3hpII_h@n zF8?5xNiwhCe^hiV)sJ4QKqw+a1DpfN6XN9YQ(TyZl=P-Ik|q>ph>Ag`kC}Q1$>+3_ zQRps+s+>^@Po2|?plGf=qimRE(fTBU3Ts(lP8cqlk2SZN8pqC3nqh{RLcRfzE{K`H zeR1d?7z;sL*<=vN@_4DNhD_+}rrdbO8nW1Vh`4`ijoA%{{F^2nxy=Lhbhp47>324d*%gmd$xt zyd9IV+<(x|;Dp1!%F7BP9@OrK-+ z%UmPf1oO-yNmjlt@Uh*aeIy-$rgNcdQb#O{z_PJx+QN)}DF^?h3LwbgatR}nXSyL* zk|9K#V^gI=iY1QcbU^s2_;gI`!YNC~?7PrqK{K80HtvutiMWlABScn0&;r~OWD&bZ zPqm+5!S~lg5DA9@)K(=MB<;jerk*w^omh^IiEUR|6)JS*FM4T(*Kwqt__kwvNyS<{ zYoriR0_p&BdibOvQ>7?hkq^Gs2e9+faz&dOzL&fnl}0uLA*K*5SEi_fKC^M%-xUeT zvhs&tAJGT3;|xGP>^C`nfy``z$qD||Tiw+J;|Vhsixw^xkt657VyYfiIgu_c8{*`J zgt>$$SEjM`{g?KO@4NP$q9lk4c!7+U5x0J>t9$7!{}+aTeKBYnf5wR2>ir@FbJAar z2~HzpTYxpr(|Zy8R$B#QvoNk}a2MdW0!ur3RooieFC>gL<^v5a?SV{Eb@qbtA_cr} z&U9w%ES-f7h}Z%j0$O%(A3{cxe{%lz!I>9GA+;Ye;3KXmA3z$D+H{x30=k~u@U=!u zt`JFwTqRnLs#qgUVR5u>m3e#!A!ll~$cNb{u=)!O128d2)bI24voYp=i2UV@q6(N0 zE4^{(kl$Zu{_9ohBG*Uksry({VJMB=wNtRr1BOdAAn7c#sTe%C~pfM*6u zJo?CDB%uOTuuwgdw`K*21gK@R=NM%7o~bX`AmS#{^Dkth*Q2iW4K4nQ9-pIk-zT;= z7Upp%1`aPoOhJA;#3vPdqC*9VrqCdbtn0ZIKSh%+{Q6>mjsSj%*-qi-`358y!6 zJ~XG}Rr~I$5G8V#osJf?xWnWNN9ffVFilo)-&5@vsh6*_m{3)eAFba6)GGWX9ojz)L-4#S8qBcc6Wb)=Ka!xB<$K3=)U?yc znIOGI46fX-wLFMKXWPHqq)J;C=e~-d?5;#-Z{i}%$U*~-Hvlqj!Imb35lZL8X1N*s zhcJSQE=b}VTA}1H8_4@RWjbrUeZ7yIzRdlvEeo#J74+v)wc09%(pYOVSZh$7dow&N zgj~@D$%0*~Q77h*A?Az(+KWGQ!H;|&x;HN0SU68xZ(Ayvg#5*PrnYUSg|gX?dKJvAKtwfV zAzpd&i`#H<@{@wSnu$74Vry|O1>t$#SX$EIt%+RzEa+u^Q=56^vHN9`>N*f}Lzx}D z4~XZpiV8XrI`PRG6D+7m!X7e;xnd!W~WUalFH&trW`h+!udRW!{oVe-2y3?W|+Lj@PS=dm7Dar*Gb6qbW zeaP$>uFZqj;yTFbYSa{wt1~B5Nu+!ubK)HksL-ta*sye6Sr+y*x2HVGi?0OS<;KlZAv+!#=_*S>De<4J!k!&@MPz zb)>3FFrn4&<))>$yvoK*w@_x{8cC~x_9WR!Nx42>Y`kg?LLi$Czq4f7jh{+F`tdwGD{S571n8XMM&17ta%jH^cEf7~mr9aP!R~La0+(%pV_L z1}8a^NnI|-ky3iGJQA_PAdls?_vs7%a^ii$40+a^H?OuNIUpWh08fU|yzn4a_R&EL zM&e!rHfk8{^2O%b3}e`g^}l~(8EILXF5pFI-_c9iLMjV+F&X&<@388)JK_c(6&v=5 zkq|T2<1d`|I4TP1(B{Q32U<0#%f=vJ`9+G$QfV3rf8~!6zdlX;ChVad8zvY0*FT}L z+L=T%S(rxDL<6H-MWRzNV~Zuzu=L zi~;Ir^Sv)MeLh=`Ta4~Swtzno1dL|P5OdK1N@64jE8EFpK@(}UF{MogfvqrJ? zgsg+a(>6x)v9RWsVO#59QD0oZ6sMs*&$5WNjxVwqQwL`doh431$XnaB_7^&-e*G!T-LnUl0qPHc`uWf=+@h4Nm2CMMlF}0 zT8cV5waG8{6Pxo!DW^!242Fm3ocEAeY_ZS}f!lxLGXJT|AVA|W8M}=%qPWE}|9*;U zVn!QswX&x^CA$=?KQLWr90?yR#$tUqogE7u8)So0avD-K@njjH z5VZ@;p~KZm>gf3*9WwF{i-XgXYALwm?wHHAF%bw{ZULh?`ri5s@o^{6L%T3pDZAqn(a}ku~u$o@Sv<_azIf0-hXijX9LE5vw z7Sq1Pp3<(*bDS6VLsS)4ulDl1Eq@SACvcn>Q7xfBJr;&Z?*(uDz4*6{`tLsKHXrYg z=rNXgtfoArD&SCNa;2-qWme~gcemPve4hSCKk9p+`36$pbwVsexnNcG%@E}k*kSTR z#OJ(edabt!F^=JYjra+rp5gNmXv8U7##v9ryuzno$9-;$Dn*10UmT?Kmt9(Z7>)8m z8GXYCT0OSIcL|84%0*~8ioX9zcOpVZ`tdyLD++6U7Yh_&f4`YCo>I!Vg$ca+NzUbi zH{%ppCq8HJA#bDOk_b>7z^2m#n@+376FpF&{rfx}5J30WXJovwt?R_mA3r>4e(*@Y zr}Ou6+vs$nJeUaY04B)HwZUYa&87_z&#- z0_HZw+P(fQ<3l)B+iyxw{1f$ zxAmKW4VHKf;%Rl0*?o*DP)gk@?iID6c32-I*WR%Q&!e<^Aix7hwgtn9jCm0{leD+8 z$*U46DVwNPEMt_XJsh z6q@08OclxWup>Z?tkaT-Vet^1-GywEUTq^d8wJxI~E#xU{GjIZ`au+JE_GmF7x z9iRXGbg8=KdX1t@0W}CY*KQBUQOp+lf)w8T!X5uV#;K3)%Pijgx6640fi5ae1k{U{ z(VO3&>sUZMZBu+Z5Q&A?wu%Jz%J(2&htdmciXQ)%-9x=&#Mgxx!s6cojn`F;<8M1o zYV3}cu)cw1^k99)R>XD;;F&UPt|+)I$wAPJne$MxuCzCDUN`TCP_w$kjs6l(ky9Xx z>9u!dU_&f#RrSXkDOOhG*KTNl!*@$zJ~AbkEAr!`V!@I{2tX7pVii1Gl@UvpH5bAd zFLxXugAbf>;DS#Jw|7RsKa4e|_wXGy`w<-fQhK$H{EIL0sz3YH)shKQR53D*Wj)u; zNYGN2C#ZpUm~r#))&a<|u-pV-8rH~22a^5wiDsTXv`-bQzk&f)&5EHfuI^Dj6GlGR z`Hw&NW`^%R)_khljQ9s!XAq}!jAGb*XA|r?qMhKBj;TA2+8_)`3SL3~Fyt#GsIH9Z zAZu{zt9Gt^6W6`(aOA=8sj#xa+Ohn_W&B&;$|EEY!7}(b43(1RinVie;}72&*a^tr zKQ2gl)-SfbcNWQ~wqrdsmgklcRs7Y=bD<5Xb9~czRm&S{dowy&yz@t#GQW4YSCJLz zLsIvc!S{66$`WKHM0r7eL=m-f3>_dSCy~!VNRHclRr;eFIf)sYl`9sk&iecLz@ z9Q%7U(-F2)n86#-_tyTAq&b0nP?#~6B{MdxP%yXsO)HC8K>3S%ufWdfum|BYu`A&d zM+=|kxRm|#Izij{W1EWQ!Cj%RZj;#`b_y?R!jvNmybwxxDlYT1{1tYN*lIAIht)71 zApk-}@ND7032Il*FGnO?`~AgYZ9&D@mElfULFR8d?7$L}A@8|k247qS8Kcc-+~h0w zM*`AZJ}q<%k0H)e3M(`DP|B2pqNI^ zMtj#P?$+zLAKBBNmugRQKfh1QA_M&xfDwt+Mvms3f+1fj5sR|pfzWtJ2+N1Py}O*e z35xX-j~FeQx0Y09DjJYeV$MJPr)&L-OZkhbSFg|cAx1xE0*I^lxzkCflnSH?Un1gZ z90C+88PD{^!AXhIq!{S>6gDpM@A=-Bk%O!x06scL3$b$=~# zBwXkvV3j2=oUmbK|GtD?**3L;As?Qdttwb_2Z2V%V)V~*v(>%IYI+WS()}>>UNGQ4 zU3r1cjXo}=aeTU#Kr#K#-WigDqW;;@}O&f(&Rr6e_?~cyyJ_Vn+|DJ z-;%4nzcpq1?(P8{hILI1KIuj34NmPo*s4+E-FFy-JLTISKlD=qat5mR9F4Yzw!Ng? zKwh`G^)vE4E`K6Wefj8s402B_7s5UdO&&Yl-n9}JkZ5h3XI&wxo%9_=)I19%W13ggC7jN~+7f?h$XaJe@EMJv-Xjo3V2jH; zs+1XADpo~)CiEN-%vYUrqJq!8v0~uSR7>qG_m4ukrA3bD5V|%#;I%Rv zuO0uot}Z*Rg)Db~DKS0i!1j)eQc}@!`7R*-nwlsdgh~XbzG5KtHKtl!!h_^PcXDBLo}i(ApN%UXL}>|Q-MM+R2ELux8!4V(~@IkCqbYXnEO z%2H8-#EV*yDRy4aW3e$8SI_fE6=)}buQ6to&xnoFjwSCwT!�aQ3r3xJ%*qT{1rN zH>Lhs8pUA-bF5g1quCZ#oP~!KQ8I<81TE)pxjXuQyOiGrX%CmKtlRUT#Btf#Cm0DK ze8sh+168&hH7OI z#L7$@l)=AUu=Wa8`rkAgWR8DRX&~}hD`^cYtvCr%xl?8u0(i0~O_xMyrBu(d z)My))%Gw6Q-KH&kskeU{25OQIROmqGl8m8n`=za;Z~mKJ$uaVhEc>wO9i4=Js2FmCya!Jaq?hD<{9M8(r*& zCOU$_%Z->WJK;~B`*Sby=`_MGUpX~07|dcBqkxp7gCd$ z18+8rQceFtu;n@rrf(>1BQR7i?4rGdSdG zB3WV?ngS-oaQAcMbW$Fh(VTNO6M+bvBN1z~EoJ`G@N)ii1TLK){{&(3$Lli|BN_*z z{(mT@gDw>2#430hY(-=MW-f7N1L5y;9dQX+I1~j8x!#qF$mPpX?u*a8mm7^_sVlTV z>c5@8U@fs_z-i;q6BFz@C?hYRE)4J~7hRszdPm^*hR^C4<@ z?bO$G;dsvN4-k4~G7_{SGyH7=}59zzfV^Z?D=csoAn_@AWM z&eN}HfhQCOwFdN#j2ZHUX!6Is5E{D;-D2TBCa=%b(3&%cu7vy6=n!5 zw1OAT+}I@Og}j_IS!mLYY8CUUibQ8<{K6pY0}4G8W;^#G5f^%d77A5y-94B`aJ93s z%(JvW_ToDv2Xv^6zZ3%%#~he^xNwaop)NabW6f$y1euAXX){PY!=%$$Jr7S;A!va* z41!<5+5t4V;5bVp-xJG z4tE36c<$B$(scpz>_GDuEYhz0$J`Kz0~VEF7^Za4b`N&j(bmIuEU zYQ7iDKYzgttfAmZCTI_a5LDSJIBV`BNo$c51ZNiqYhi|lnaIH7V}_>PA)o5}r$vi4 zd441|`TVt%c9m0`0+E3F`WfY&7Sit@UCGbSVltmi!jZw`AU`+yH+>%)>OmrAqHKa; z<_GH`P9!5&03$~OBWFr>6^QaZ9B?fWtvli{=wx@O)f9qIs8AZPYYZ_nvsBx%)bG>) za;2TX`}0TW`GCN=s+sADBpLh$8UkY?P4}B~V19J(SlDq04IpD&9}D;%%NBgM2UD65`{!nU9tt z0`HZS#;ag0DLsh43;DiHUo>fcp$Da7_b^CofRj7iHF zIyR&4PW6mnk~x5&X}k!%&u0!I$*8BIGEW_AFk|sE_`QnJ=l5d^MMMyXAsnb`a^6%) z@cqN3+DvD=emd!iBs}Hma_v_u9J?FlbYKQM1b-mCa%62l0W;_r)eJpvB#A<;WIkw~ zw6khlR93Ly#j|cGI!kEn@!n64l5pMtR=>H?>3-ehKK6O8r01xIe=_8+MVD%W=8gK~ zt=t7M|8)tRz{aOFbrPGp3O#XzK=1YnHO7WHE(C>Tc!v9kqLhxhBlmD^)2mt-7eMsb5(3`Yxb2QNFV7!h@0* z@8lau4I98+2I&x`)LV#k)tj!jRty{=_ZRfqHZ3?_{+FmB3HFbFm|6ux_H-F?;4A^n zYoS%~eII#V15H0iEdF264~a!+qPRlWF*h7hBQV0|urCBmmYlp`5T;Q&-qoVsRh%IU zxc1f00a$1{-56wNa{BX=e*miErLWi;uY!gm$CFZ3bZqoRpXBZp3;|~wfxFVUH|8f& z9nq-)xUP^KDzkN6p@f9xNs<7kN^Hze)d$`OB0FEv@q@pXdiC|(CXDuHfrWRYp93jO zsX%e4#Sl=!W62!2L*edptaYt}06llMl>@xKI_2(25|~$5zB`O{wa#|)B!_U8Ot?cu ze}oIkR}1)uqerdvXTQ4oAnD>|0k_age<=R!b?|0US<;YDu%zQVdzO*1fI0&B54Co5 zB&EP`NsZy}Ppc8=;+lY;dq3eUqEjY|K^4a2zAoCxZfA=hX}Pp(Ty||2J7^H|iW*n` z1=<6P1k&#nE)5M~Fj{H^{a#bqR2PW!po$P z-SQlP=rgM}k0#esF%;6#Z|xnhU{N;hB!*jLb`?5cpMtzfo$R~2W@J`L{~`ncb_{-m z)SLBVjp?Dbb*e2<8W=W{ICrD91-Nm7j zQqmm{rCWA~%UhCzks$o6bji4pWIOOlFXmQBuS3CT&hfqoj3H)R=;1k$It!~Po>|0m6MSPh*3 z`~3sDwFgg^{q}{0wCDZ43wZ&RA=0v8^OcRgdyt4`2LV3ihvkNMSLFGK%lPbdCMThT z=n;jA*jR(($Vadpa{PV`IoNE8bYA|}0Humu2uYMq(j90Y9B)x)$ZIh2)yaxk1Z<## zP2_zw5>-i);Hf_6wt9rb8C3NWKXC5;D>9#E|C*gwQhMR;U zD;6JfL;q(h13A;F19J9sHF$ADb1q`}aQ8sq>~_lK2joJ1#KuU!oyAQf1tU}0l6hbX z*=#G!@DZyn$vLW=-dzdM04Bk>mh+2{>khKRk$T&;Gq>&x>i)RWE$ zn*K|RXG(^dIbz1b@cU#qP5&}?P}<_~Ipi>&SRpE{#g2;=R842IRJVl@wjCGFKYh@e zk`%K05D^#CKhE>evrx9R4(_&8>A<0tltSdFldJO(a&wlU#@U`IoJ}4989NXlc~IKc ziXav0jEHg3`)!EyK@2wmx_2`xbBOJj>VbCkJ#Gxa5c6y8Q^hm0$7fVaOdY`LUZpq= zoavIRlT4&{gX2My%OJ~fB8LaZ6h zM9O#5`u?Z)BZualgn7j&VF_!<_~{Z|_VDg&=*>edb3f{3qbI$WGRq`}4qVq)^ZqKQ zH;DPwfy?@6-g^IM4#{bVti^%78D>qMa`JyafB>p6V<&6dl(z*W9e!ibS!X>Eir~)CcMV1>yj>cbdqKTNxLpeKaJE!_a78-}il1ku&!2 z7lv@yCJD#7$}0T%+mK~|VK@+JRR>Pb*Ov2F96XRJRLY9^ z!S0}x4d&)z{M5u|8MS;t&QPGX!8t5pwckt#Pr5^VbZFi7*YYkha*~f;rigO6Kld#q zuh9Qfp;Wo?Yf{&iDgsdsO431`=JUl(x&AE@JrTmWBfhOdn$>&dz27p9Fk(q7+FMOFaUDG9?h%ISbZQ-D5F$6Fv)m-Fqy!! zgro#(M%kuf!qEQx>A|vNK1oE~`@Rlw*KRxVzrPt;7xV?W_6Hkwsyx0PstoSzB{AC8n zibumaKJVkb<&d}g$|o!q!FscPF!~O;zj>DkxuZ^S9k%3W8m-iQT0++6a5*m2IQO-C z)XC<07?%j>-;y|;Gz-{=Ejag|PR9(6368ATfGqA_6+zgO6~uu^3h+`jS9d?Z8k z2MRk$3T)FI@p*IpWnR9% z8e(VZQ((ZTCnTzL?t%P4ePL#9)bhwzB}7n|T5aQ(IrEkvY2GYFfSiZnN3tAVm~l^h z+nZ_nWYeJ#l?&FuxB8rDl6p0)V)v9NVMDeockl`>E@d7>Ot%gQ1n|rmW&hx$KX@tEB)uH8#>6GSU_3DUD-`_vJ#A_v!EwbEo zjB|Px#Y?3SQ>K%s@gMQ>u+c^}OgPwa`D1Oxy`GSq!m$x{xfyqL?OTGy*}n2D1w>TE zX#;I$H#RCEAp+J8F|!5C%63d!%u@f zv8fR2>qB-;Fn)mJd{QcIYET@7SIYz-SYo9rYu zWf~4G3Z2vwYt+N`3aRC_XR;g?BZ}Y;(4r!y-rU*sd4ARptO86$WPwxk{v#y?ndWx)W>t{-+mp8xS{6{^XB_IoJqSyzVE$g;p(We0yUCrI6%ff6}RL(n6xE^ z-OyFgj91Bc*Sv7;m9qaI^7S{_K>9JXC_NtWYJcDJn}&JK4DT~F{5_&p$| zWK>^>IZ}^gK|H>AIg@nFutf+_14ORxuF^&#dFRK`s>@xi2gx*Nta*EAasWshkJGTlR`?AZ6Si+kXupfB89Z0_m@ColgR2Y{x~Ukd$Af1~UHXsQv57ORQ2A zw)?!LlK+cte~UR3B3(Y-s;+OKBZ}~`Jxzr+gOSms@zRxzkG*bUgQ4_~aSxxr{0Kp} znrvm`>$vZ-BrDvWMmu9M`uj<4meGSqHV7L}=g+N*LS1arZVqpJ#?*$9M597lFnD4K(t6nXjpa-=siUe?!0#q-%%4bOQ?pCG!q zlbA}?`Gd+fEwDvw_4&X&ZZCR73O*I?Z<$ceW|jLEoxot!`MKXe?5;s1IVt90S2LjS zSA`~n|Mb4E#~MVmU{4rwKnxD?y{n8|JS5Aycljxjt>i5R_j^P2Bnwia%cuesCS+bG zsSw(CH;(}d=Q?MN*G5ik?I3X|yDNKhGIQfHQmE9Y0$BW8PGuuVYqH`M56h1GOt#1I zf<>+eyNtl%3r=EiwsLrR0~TV)W;O*CW~(&mbu8?E(RwHP%z@|y1o`x%z=bT{;MTp! zo)83%uOG?lve*7^GDEOfBkgM>1JtfiJ8@(Z0=Uj)-`C+wA2 zoO?a@cJ8AHkW-`Bi7*FI3`${`+J3O*nfv8$g4d;UR^Vn;oTjOGZ=xMDb1q?s2jmY+oP7nE)e|#>m(lNJib|gOWuNE08i+Q zLlg2x!xT6(6lY*kkT**MJCrnw{gg}vPu5vK_d$}VEJr7 z`i4mSs)T~zdg1)5ylmtDiOOTVlTP>sAKSL~0|F_CagD%bvhj}tToAaTC}1iUlHQ1q z{+yICRf-4@(j-Trorr&C8`3rf`);>_`%I2ZOL@&9axtG5IHhkZoDiXrkr75VYnn3Q zzH&ao6l2{zM(`sb+_rzsk!?|_@b;ztAo&_<2IfHEh{^IsamtG7`4C;GvH&B(XE#_v z0*4jiL4kNPEe#zS*Nq7_Xt*sV^SLx(vczn>8Y zURMKd>AIPfc_XMAW(Gc@rlHgLU5I8Mvqgwg^**E4$j4BQSTX{%t5Rl#a_FKiddS|t z`h(26q02#8r~=9fmcMd3yHX5747LN`duaLM07Xtl5EFZt0Dc*dB$tH{U{liCR?H(0 zj||$Hd=2>(-4){gjmXi9rI}(~zL@COzk>I5b6t@%OaT^}D3JI?K3zu~nPWosAAew* z@rU9RrEgMMCLI#3qo7_rBz93)3xPPhP%h6j!LdR_@RA{zgI zcsd9drT_gF)-UgrKsKNrWCQG5e?`(_j2B96s(sSqAE2 zH8*)*gSQUiaT)#s`D=(v@_>5-jB}5_IL3Zh;8RHlJHK;l0wO=b!c&Hfo&SJg531lj zA0WL;?;R@Mi(;ZgGg6|L^jt0-ak?bf=X5%vLSP+0RFI_e=g%wagj4V%OqY_#Ax9^N z3o4d88@&)Z!b(}paOmIIIwNT6OFXco+!|FPyas%vRArB7;nvAlwmr9B(ipCaCex>4 zo8F|2EEwi$GL_6I-btZ(h@OXKnA;~JB1FEfH?VU(V%V^bbcI-!I!e{m2YxTV`dLr> zS$GIqvt>L7tn-4*Xq-wMqHTeQ5YX!TYBLd*7`Puhd(U;$b&(N_%)ySQh|;xH%V=TC z=cO7Sf*GWHIdC-;5Ii*kl`O;6P*w2zr4PmGq-20eap(MGP9`S{Ua@?>1Np)9dXzMb z%*T-h_R@CYrnFpqX5on7NancLiT|4?7rq~4^>-YWggZZhCV`UQ1K+|zx@8V*m&@F6D_EHkwg zra)L0as2>yH5gP)U}+sIR)7yRko|$B)d?)EjtLrw%kG)eflv{n_CC)qSTpD5z7d!? zG8c;2pzU$nix6EzR4GNBk!19c`aXiK;QiVeXSqAh}%^bS;TSbHNKZnH=6PE&v%qUQSnVMz*w#JN?kB`F%Su#DI-2F2? zA3?N4P|Oh4B>rp*m!!>J3ix=Yg%wBZoV*oxuJ2Mt(Ki^2Fhrv~!72&&o5j^&<%UE# ztq6$cj60WiAiyXP1%j z&3HBku}c{89Jn?E(dVB`w*Y3QU(?zq7!kZe-7W90)5_++hW%A3y4k%mKE;SE>j;NM zOdGvk+7jfuZmNYj!wt643M5dDU$?LP+{obYa{ucSBM{7Od8e~zG{SK+_ch)FYxft! zdK1MR(bpUgch1P@%v3u67>9CPoW+LJTaC$R$ zHxb|%?VflB&NY*^0@Hter8dJuzmui&-<#!Y&M`pnig$D~G0~jnsgvmKjOd7o;$YeaT*FPmJ#KMo zP56?%vB~8F!Zu5p?lXo9O{`G_$X2U6@d2$MAZ&<;0*b#?6@&IG@?M%Vt|47{4}8px z%psSHA_ado$gl+Xp5Bd^WQ4|;9*4rka#@g0oKd)N^n01u$G#^-v`T98w0(?o z5C61U!(x%R5mYR>NxTSzVK~UE>36I2gec-}K_&p;sz@Np>sL=lh;k!ucT&i99dpQT zeaDCv)y#Pe*Qkb{Bp1mZlZDrUdcr9E@z`|a5xnEBT1xLLz5BgC{CRSl)n4(Hyn?BO+p88>9 zfnWqCAnSPix-`!wA{@bb;RJ`yT7ejD^+hvo(~r;@2pc(jIk3-s6K``YkY`a7#UPuX z+dM7@mJAlH5q=g_HWZCxC(07HtZdOS(u9*`2kMg zgA@f(4$cga7viQ=8amyagou$brv*2`k9uU6g>Foq!mkCsfdj7t;!<6z8D{3P4Uu0H zV7L>wbu(b-DLf$NYM6nz1D(0R(SDRLY{X_Al-t#I9@yovds?`?5Fl|aDG@XdN4VeF zAkL3GtE(&2cEwa8tsCw-NZABrbMM`QS>ymtvI#nZbcHDF` zVwNvQWL_8atu`~Z@%rY<`*2xH-pK7WVKMj%k zi4dp}kyFhsLrgoOX_)JllIK4aT|vNvl29Tugrl_!15$e63D2id?3OL zqv!&)_0cU3HnzxXLBWTCs~zGx>@#!upB#}xBx7B{Cq^DyzQbrQ0mpS+4=GtQNjLHX z#NE>L+@B#2wT_^19Cn?McQMM^5_L}t3#=pKGQC3Pk0LA5yICe&I@sR?fxnV(CIIm$ zQA*yczc0MGnPXiG8Qe-*T({&&htJc8e=ZLT1eIs+XPPYJ$Y@M{PZK0o&ifbV$(REW zOQgWz-1AynVbhb9tFWg|E_qiv>bX4C(*z0>8*?Tuf-`00RNSQsR8R3lYfx2jGv+zs zlx;DOcA@K?4_XK#q5JgSRQ08t|;4RM5zR>JTp zK7>}mY;hHMp&oKqF2F}ZNjpJK%PGc8n^S-fC__e)uY=fwpeSlex)bL0-GC1cZj7)o z3pgn$V0S(!Qws0SEGh$OI1v?;f%vBM@^fn2idrDsz&tz$4mhdFp=V%O=YV`21embN z-rN1B9vF{vn+77y)+-hus!CagCh*$+2*Is82ItpORsh4zZC0@nJTxC4@Pg17qJacl z@b4lS_#=D-h!MQ{wmgyzSj2n7M3Ep)GXC{Xye=Yw!J=AdfgJb*HG1M2TBWL6jj$># zW_Uc}gK}9=(ugbs!448)95UPRRR}h$a6h#17+hz-2KzBSV62=w=DBbDFvug*t9#e1 zMRE%5cbc!p9anibA@UmI@nM%f>|HtW)Wi>shn~->@fMxogb(Z5_5DN|& zvngig^>xLct>D5FOaZ@4Wd1>p?)=DlX~r~B?Vp}3m>*JaZQI7{MRc{wQ#fa%>hW>6 zt2cU@qMC4g71Dh8CA#q`A{h(fxQ5oVBCsX!r*Mp*6GkxSC*j9wey*n;&mppi z3a8QT@pL@+SsjbIU^o0Yd6o1L65{LrX`e#)_z;RaACv_2yw~wWz+-7c(eAmFm-+N5 z6a->@oBkZPuDb6h^2Q5GkhS|I94CgT(H$Z8$lis$A>40TsW}EOGr=q7>)sLn{)92i zyxrCmZ8dx4HrTiunGB%2j^yQ$t6`)D+FJ>t`U2 zK@w~5x*@8l%X*lwu>6pcQJH=5-9jGD`zO}^&MxjZs*ag6yNz%;-4oZ~$rlKfT*K&O zJOMobr=%K49-73m(jhjODcsiRH}h_rD?&Lj2P+~|TytwXe{?XPjQnU*!n9iJ)v9a} z3<^(&2O(qrR=cf|TnbE`Ed5w?-C@r~T)sboKPg3(J-b$a6oj)FRCjE7;u9rAeHCpT zF80CC>wDB;ozHJ+KvM8d*@-X?wB<{uo^#Hsf}>6&^kR`1Odnt1kY03W3LHKi!75c4ewvR<@kEkR zL?rum?Y0~po#7#2XcAhP#-6JeGG& zaA)dst^fmf4ftSfKkzs%r3JM5x>x#HnXC)j5|&03ZS`Z(El}*1ozNwUDls*UQPpL; zVZwCr%-ZZ-k2-j*J`d;$<4$w9Zi?iAh5KlKhM~PJ-L^O?%fiYYfo6DWJUHDj*YAj( z7@`LO%h=slXk|XRO)Z}hTOk{T5HpMn)2qNA6!cjb$-g6S4U^=hK!U?r^i}V}ufQJ- zJR#r5HC|t>8SMhE<{CIEV(+SkYMz1^RQ7L@(97kMxx*x{aGRsaK|4$MP~CLm@s)ae z&;8>l00*+i!k)l1fQ3~83t&*!PV1ia?E2p)5oaH0N-C^-!w@HipCaqou01-Jk2?a) z6c#gmy5izZL=0|Z(V)fly6TqXta#4;AWR6hCv6)^fxlnbvpqv@h65{KWlHD2*|BUj zY&4nW(fr(xeoY{8gz!D@ahWdd;=4H)pnaRsRYbSe>lE}4VxB(GYo6!b5GOaWdY%LI zcR%YO*yO9gr;zWtD=xx4-NF<0D(^7pxPKUm!2oEtQf%*iAJpf+Zq-& zK^4iXOaOYuv?-Yw!hmU5ErD_|Sm$HDj{M=1`}xWP&aY$5gyf`v*h>4q2{0>j`-Gy7 zsZ_6?f^gm2E(6}S)BeW?A_Df3(LNS+wK6sdSXQT(qPkYIE~qV&=C|YPcQ?sc*fnGv zB<`zOsRg&h1`)I%P3Jl?d?o0>;a108a4rHNvSg~lc>A~O%R9@Un?Az#@0G|cZjgHn zF#zj0G@a4q6H^00-K53OP?sE`L~&G897HU1L%!b^oP{`9KcXtw_d|rXWv;s-6u8N^ zx$X>qO6XIF;i)@_df|!~a)q7a34{@jn7&9K$c^pgC-6akv%@sMj^(}wZ4J~|83SVY zY#t+zLWD<4y8&#ITUyUmAm&6$6R}2~zjdPv9HmBMuw0~#VB&V{BIHk0+-9J0GF1mX z%Mc3md2Oqci|h`v!v8byp zw-*v%_42V2h_R1Y+&3T9?0fjEP^ zP~=m{&VtYI!3X|G8`?RIr;1iFpeA zcDnzJ=W?~6{UQHNf{8bx*C}RC=uN1-C0)l+AgBu1^%kEu)vr+I-3*34Sx_(u(kGY^ zzNaB-_1Xon$}0hSshHO9iFlc459*W2l{ zV7m<|HP{{eecOqPL(p1}qaq&ONkDPu?2EG;is3W_>x@_kzTkAgm8lrV6X+w*(cD2m z;e3n2Lqlf4V?0EaoA4yCQ)!y$2)PMCkc*pla+8mB}(Vy=RxP& zMpgsRbBou=BP+KqW;TL3BSaD!gFa7t#%;mY16)IcxH^~grED5+UzMSf(g?HL81$i> z1}<9V7Ei><$a2tCIkVqPkjpXK4wAdys!AYeG0X*H0fSv86kL%=lkdUFLwhKdTL`aIY7W?g=d6ARuS3=f#J%UCZa8D(jeO$& z9d9hhHC%cv!YT60vP=qLynRImE^Qi&gdp0p-)snj;8te@){K8xz>V1`8$mR-T-*ij zmqmWb2n`||VpsDMs}m4M;K^SYp+RJW7kJfpqL8#o=EhAYP(77c^a;4bqei|j_oOgt z2nbT7oS4OsWpABY!QBAw6o66ku{#Z>%a%C+i$m-(JS6?-8Un3NK=S0dTwS@~nsXG|PkRR-{N zEH{8Xpm5Nk?k3V4QwbyMMSWacG#@dt9Y0aIITJqMy%#iq0viAQtPtkZoPW?~V{X+g zamdY^bvv^W_IkeS<_0@Y#D0NT-w5WI)4OjVxo72Y+0BLd70ZtleeCm<>dhX}oYigH zXsb`ckeXWs^q~6u!qXhXCF5~7!GZfOlMR?UbY>=H)A)MH)P`fXpmt((4M6sv zPjl-K9#BdQ+0ygOYVN4S-<=EODA;}rfr$m?4@?G#U)MX6Y8bJsPs}1{@A|h|iLOW8 zHN@>I){+8$UZ2XD(ny*Oua>+N_iE(^vzg|sOM|~?y8yUlYNy)L+I^;Mbr{ zS*V)=?L>*UBpRTzu?%YsB=z5C{?!bp5@c7<&Mgw&IbRs^45a4MSAIE_r?8BpnbWp{ zgU_%Q7?}}TRd=}L6~9#^?TjkUDLl?h0JFuveM0*S$l-2E<~79HKZp{)OMFJPqzz*f zPoz#pv`2;23wT230luVmYOx4sMmfXC;}|Ob;&p>;MZa5&tmR}1q(|5cvJn{irxB&N zL}B<*nxq9X)=yO#uV=EMf?&?kPr@oW)X5kUyOoa2TOSPvzEA|Csp1;W8~;G!5C)V{ zr{8)`v;6!B*j$2)nwxd+WEn7T4MJZgG8;&ybBFBTp!{wJ)nzlnfc)o#)7 ze^LC%fh_F*!t?+(dK#T|5%fke6U`d8DQW2k_CZF)I|wytwdVI!IK#Nc$B2l9J$)76 zfiR$1CZ<_1!VEWU?v(q(i3BcJK{@$udA6Td~x zV*ea33dc|`5b4iIrx_RWTw z6t6xXWIm9g8a6tB7-ehLJp&iG)AOGov8YV;e@V&m3zSG9I;L?g-+rqpJ)i8VJXJY= zaa+O5qjqQQw@y@ddG%dkf!~s-S|r4oQbG#AZwXNB{&oY}Pc1hB2lut}3^;xh9tW7!L^X0f4B#Wa z18--_AwEe2I^@(-X)%aKG=JcMmd|whHv;T+4%DCdCZ(g!H{HeEb9ievAJO~s?cT&L&$jI#c=7mlro{M0u;+|yZ*J#$UNT3|!1CrG z6KAgjd%JIP#&KBD(DHDb>KdaU0s`kX2vnQY=U2cU)1Y7&`*M7F zkH>#_b~XauYsUb3WbIf6VOdrCRoII_F*S7;2<{u)N`McZ(vE^UmL$!mvYfg6j3Rxu zd*z!A&;f2*6(eP;^Aa{%(Fp3bC-weT4(1w6cogh7;E&VW{adm6OS5qqx?a<;>Xc?f2668#iX-0Z9cTQ{I-kXGyWNlI!E6reRh z5Jl;Z;T(SGUn3+Qk0TI|$H(mzk^A@PqLmZwmyhq@GE2!i_YkDmLg35FUpXv-fE=X< zSlADA=hSNDb4T@JML~Usc))faqDqKebOx6}-VJo#6M00B4w?-fsE>#{hdBF!Kq5vh z13+K_q?tj~%Q5*%6l~p*>Dw@`F64Q|5?N3)?5zFt&y99hM~3upF90yx9Z)$d9- zXO2eUf#w8iOSY+QM6`Rhv;f`y(*BC#viKd-BOcJp`|8124{&6}@Dm^;oc34_wwc*5 zxJf5EJ$$8#XoZufsFnqDZ_c4f!;jVjwYBE852`0LRD>6IJR zG3dqB46w7{S?#az2TNi;e)_%}J z^^atG53%0i)i@FlEOd3@P8bJnfBh(81vetc@PyuQ+kK+?QXEy#QBXZ^oLY-GOl4^b z6rTSBBScaW#VOzjB8ErG#xPtQKnDLRG6$-`_6nB`4gcgFXhjuQK@>@&(q=0JJ=Vp0 zpes}ZzK{(BE&IGG$4oH~PZh~1Y*CH|MVx&KQ1g5GS0<0W_zOr*c7t0fVpp2Y=L+5Y zvIZof*DFws^AH$G;|Ire^i3q;pozP)d=s6MS)@W8P&D7587|;gqDq%4*8B* z6j?U;-1BWZ0S;rXvY|~aytZc#XWtE+j%_bHv(XIlxW-|R!0`e_-3Q|! zIR-u<$P-kJzXnrK)`TSVW|buT$vZ}#AaKQa7_lfEtg->RAp_Ofja8zteT15H#qPIo zNCd&YtRFHZ4O>Q7cIj>zm#Q40T)_YZ>(;rbW}=`NSw(ml@DjfvuajX!W@XN;CP64; zE|T@f6A_~0n^%Z%25N0WK+hR0h(NUJ7?ZbX(V)Kb&dzI&h&O|T+iC^#FZe+j>l8I$ zT)HQv-Ge{!6d`)Xc*5n|vQlISGiO9!FlY1i`Kx^ z^mK8Mr`ugp=cp+vQ@ws~%q+CG6Hl5L~p)%>me+Xx?@w1dPNH`vuCjid{ zir2JScOH@BvTl|@Jb=?m;0~wYN;wb~JY%sQQux>z#(BoIv#iieF+x*mFOMatT+kTb zF$Vw_34{kO<8muTQ52jN3!1g<`)>l`u16Nm4o?7%>k(-|Sl~$BAW*zEOco9lBbkuE zb6{Ui0#wS2*Z9h+bmD+ev!|zIgOUHfwyQIy3>s#=|PhC4#{uDvP%XRLG3mfZlDwBBWtwz4* z@>`=Fo&5dd>P@1xlw+3%1=xLw`uI~f_J+KP52se;NZjIywyP*nVM^$G#D)Q7rJ$D` z)|@vr`@ig5W%E<^IHW)G@kb(VMB-@#{B4cA>bv7Eu4G*Sg3|`S>9D3Oto_{Cdk9W< zBy1qv%!=LyZ)lW?LwdmS^N1`jD^rLIM~XVGlu?CG(y_h;qmboE z#zvCcuW{etHT;PtmT&&Yf2H_il@@n;_yyqaG7Km>5}9(hQsB{F^BKkEz7{n{nY}!? zN}e~i2wyWr2)puJvlME_}46NL5|_x*lu-K(?z z1=HSqTf8+8$9zY$)mTCjrB9RCyX4p@L==A*BnFVB3RugDr%r@ZP-hAxQCB)mhDq{& z_awuVmwO{+As7gT9sibT!0OtbkAm41&miLbPrp+Yov+=2!JReT;}H!3dyk#98IO zHQ>$%0Am;YOi6n29^Q2=F+lnarRIhZOzi42VHs^ny`0c%R-H1Iu(LuA8b8Vr(&Ua^ zhtFdo7#D_j;E9ra%H7o6m1Euzf(e6NWyd3)4A=(Ze*Inew1AM%F$g-!LjS{8B12Z?p{;!L0Q7!#GLj{NimG9>W71#r3fi0#$TX814 zAVTmDOPPrv*vCwBAALlOtE3pdF=ro2#GjG8cINCnlv~4H0Ap;lawPYdpC?$5Zr+aK zHY(|732a@Rz!$;@$YhAXusm>6X$<#@Jds%r?_;4nCCAbn1gDP?wdxazyw*jlBXs@Jp!h?hpityIEqih8;$n|hL=xF+KGwX} zGysucp-m@9zp7QO`>f8@B={aVm1?rs?rcnEW{RriW%BKZRR;gTBg9l0eo{$S z4#Ib1TSt{7*di-KscYeIU*dW|#0{t$$WiFW=O~AJ2mdVykAq^T6a%14tsMjI!t7@) zr6T`C1a-IlzuP>iyx8MiSw|PTBG%!TNd8e_x(BWtM`|U^5bS^r^W^>DgN)RvxbK&n zA4GD#Ic_icE8eMYVpr=D4d}Wd`em?>?|QLP2Rh2jWDB+**g8Vmy02b{oebl}OTUWd zy&=n;k4)Y`aI$gSuu@eNNmiy3@K;t*&J%3y3meDAK+OMh^TR?RJSjW>2V%$J=4-|~ zq~1*$dSmqT*tLNXyUBfU9xhv_E(Cm+m>98)%Oz+kg^TCYVS1xk(VQ0;{Bp$zo3(Te z*qnWKEp!-Td*K?j+9n`ux4Whgb-}mU5wgW9Qiz4a~hjvleg1=@w@k#?;ifKR1d<^dTbcR;) ztHESX>>-3D!5ziO)%djAgb3~`{;(gwZrl`b-vACtqzEwLwx`Cp+?%|Y+y|m{OWyXp z_J&HQG7LegqDt7(dJL$CHW%x;;hECcsb~yx2RtNzF#9dwqrb&cLx!81z{{1!@=8Zi5By(-j6AZ+BOP?KCM60~beSwIk%h6*F_* zA|O8nf=|V8c8?m5Yx$WrlZDgjff@mv(VK!h#CW?e9)3bV$iS?9R?7jG|= z$KBI?cJ5m^A;8WUIZ7(ZPm;r2;D&{mAtRDzsNJ##Vq!o@pfWr{m6tG=Jp6;qhffpP z!tHIP5x}%+@rT{zVgXBB%$jmtJSs9_f^XJju`_pKVs#TPxW2a1{c^aAN93i!tCU{Tti8M*ZK_3=i=<@Y@ov?3@l4 zeT{;;f6s;N16oU`#DrN#SlV)@1FA^jnUYr#s&xzuF%7y>aeyixXR*^`um|lRs4h`g z=DzZUIRncNnm#`5nD#p^Pcaaqq=A`11s!D+-V3F|5H zhUOZNJ10`4v~eld`vqcruN45xG3_Qk3pkVWC$D58}M3SBH9}fB!MgLql88Q|V%s?bjJ~0k%1p;j? z17ct&Ttps&5r;pdx`Ketjhw6g+;Tb#9}bVfE_x^=AZSUZFT+(HjQPg-FgoW|W$y(h zg>u`Ou`0DdG=q_sM_yFQNII+`n4f`{=yDOb6xFwjzQG~cj8!DJH5O}N)rtb%6_Elh;CMX^YB&cKW*bfa~{y#U5ss-mFf^OcH* z3QEvo$>O+b4fQ6MD`WLY%vc3{D@6l&E^jO@76K|Z!paVA41mS(P4d^xZ-*r>LKb*? zN~t+7VJZ8cpOi{t`z;?v3w6^MG-d8CfB8@Q*=ugM44b@uSG70%ta=gsnYLmtS)Sme zU-_hF8LZe9Hh`$@wFy}f)qkTlLd1If=c#;popA_uDN)p+iZFuk*TSUXfm)^k)6U)0 zay5(~CYuJydMy!IVCbCw>&N$9{rh+I_hkfoE57{M(0=pRhL`Ov8Fs5b-V&FH`Fbt$ zc#HS-PYuDg?VY||A%%LU%4cqFY3*;*e0$<^?}@FyAJ#T%)anH7%n6z&p8wM&>Cx+q zV8a|A#TNV6A0QtX0Wuy>vVHmnhy1!DZnCt(){ei_0XFZ&A@1j%f z>R%5s1DgFbHU=z6vdZb-!DsYiUBQFSC(Erw3zKK*>HTQuiT5;kQ+KL7tiXEGD}NiU zAe*Y+mezVf8DUrYF1||rFXdc7*-`J{_J3G$8cw=!jVX?p(Y!^QBhuc|QOdXV_lb;q zyM4uH2RFIsH%Di=n1218zo@H0Ytiv5-U}bvyn3HiST*&HX`{8Q$0NxyG7^%6pJ%^#A|C{jl%5{uu)OtbgQ`Av`Ynn25WwNwEzmY^K0Iu)krul zkw5!ubZ$-+JeDmyajW8H|E}(8TdjF1t6l{v?#T*iYW$q5TT>TazQjSXPTVR_rX^Ui z<<`}^C&;n*DfNo>x&2#WSE$2*3fg>-I~D@Q(0t#Yh#Chb=dk{878HwWQTP21q{NQ# zl-z!DOy|>lgtIh=c5)%%L+WAYM$)}AKe9s0mj-4vs?Pkn1*`u2?c*y?`u9``34=nn zt$jv4AC==eV~XCMd+A^N;`QlRU+#>8QH6xwj@w@t+`Mkom9e6NTNW9yyy$7TU#W+0 z#dW${+aKM3rO!v}_B74a^tN;Dwmo}hB~Oj7FK+meo+^?*%gWlVJtiY~PKyUVM+%gV zG*)%W-dde%xoC1W?eyfh)#P&NG_aZ}sy~;ysSJLs=$CsX;?o@>3ua3Q|loT75*?qPs z)FLKy>Tl<{rB2ut-(m@u?|8(OAnO&qx+g}6VE7^derxqmLR}gcg zulrR--GyhtYH8iIetkFQeCDpQb~Ltg$)HhRd_Dm06{9baT~lEejL_oip9e?JiD{eA z4_ZESeoKlmY0`Vu)8Dx5$8>BSZ{8VKiGC3ee3gRA_nnacDC`Y7XWS=Mh#!u**S^4nKkYB-{Cn8F*D`ol(d-#+nO$Y!QOvC79Yp;L78g)-42-S1aj@jk_Jh+ofo=O#N8KdI z%L#GY`D62PZ#%pwJ+pb5Uj{96W$-(}Q9pnufuE4S5+>Xg9XAS%(1>S$*>GB<==-%_ zASg-3=SR?|xbXg@Qh%0rGqA)=uZn&@sD0qZZg%!!LI*v_cEl z)!!qk5Mlu8V}|*z3l!G+=E8F?Q%{gZ3CTX&WmVxx5rP6U_|OwM0kQS#S8^LuM~&RZ zh(=0i`a)6$9`OiN1PXp&cUR&BM-Jr;`UKv!9PXC(IzrORJ zId@hE3QM2{Xp+Cq-3EkBgIYAZWDIZ-Wh;A5jL80V)5ofN8&saycOuBzEqE64areW!2=GAp zSCoIqOoXPjC4;kbA91F;xjTx1B@;mrh>xSt&QXatS)?L#fA=cu-(tVo?@stAbOJ=@ zHhgipJQ2G90=LuOBCMonJrNSo48awBAkuD05O9Mj1wDF z3kG(ovr!pTr8ENqiBD`lSrHb`h^$~62+0LAc>mMRF%DZvoHToTt>b?f#cLDT!tJ`P zroyp@Vak{YL>A8J*ZtAx`KqUUwMO;|>POrLM$j^M-mn9sc4jL~2yUNHuHh;Ta^1M> zv5LZSG$TPR^Ks#*`6RP^+8c*y633UcyKP_6FZH9*rgLTKNwPe?uJq`cWdfQPX*Eke zrZ2q%<#kK{VmS8yoLK=YFij=K$(Pny67=tr4OM_iN^$JfMG3aoAFV8X|#2;&dW%m|Iu?{1gH< zkY5WDM(t&XJt2ss9yWcnwAUPLeFI{V&SR@n?a?}?bOxv)ewOqz84m~N*hCA(4})?G z5qd|v9fY;=P0G=`%mWRB(oy^gjPo{J1t#HjPPQu>uP$0cvFP6KX54GH1+I1(WN~Buievh{8=DIQ z8hrv)e%#MLTXVou|Bw>Vw&gy*6Uobn(pvj{!L;~4c>wEY6fXvcXe?%%k&W7{tbdkg zlHAR!TxPECih%SPx+eS2b+F7HCIUbS)SmKI*+KbU`={!_WqWA^Lh{2ZLTm@z=7V){ z90ncu7gYkcKj`>YZf_SrAOT2=-5KwU7jXZzA!Yy>Z;)!ZwVgj$1hACh!egtcCvY38 z#H^ig@x+q6U|s#9!atXZ^)rGbi<*=AC%LcXj@csSgezXVarw`YSg<(8ze){3d3a^< zoyntCPHHQ(Rcaot4_&f-?vJ-WL-c$Oj>C8f$rhG|^Kr%k;ON6rjnBWr;R?SorD6!J z9wK5Hi}Rp}5gLR=D}k2cqJol5-(zQav_TNAFjdsFaI@p|Mbf1j*v-`Ptdmcb*G&bUP`$?Rsm{Yhi5~?*MGn zP9EFqx6Yd2U4;X19 zqFI7PI!h;FOC=61`v24RalLYza;ikIP(XY17sH#Y_R<#PlcO5#vXE9V)dLu470ALF zmi3OX02y2Qm+BEj4iF(ld@>E?x+~f9ys3*DvmijyrAux zGwo9>Fg%*-OQl;6(nAqPD zB5Hm2(1N>KpJ`oERZkK(oh5wK=B?E~Ce<0rywh&TN!rbApL64ef%#VRH7bhx4$HKg z83>P;JFJ`VUjNb!-nFl9+&C;mFj(d!(=PUAL063Ttl0CB%{7^Ke}wvaJa-qVxcj}- z;Uqn?>+`dcJ6*lce+DP3Rh|!c{=4gUke;)>g7Y~*3Ns?H_Ny7M|$- zyIEpK<^vx7$lJ6%uj*)lNUSeXXlp2(?W&0(8qhf@rrh4{SZ-5==up~->kI8#hxo^M zOh!XVBjqOI%Ek*q-E9t2)$iOz9O~r&Tbyj$wTiH>$F}!wZZ3E|ztsU)k}Cx*6C$FI z*S!$2(WinQD9#)HR}Y+B-K^S3jrAx0v{QXZ;0Zyx*5OumdXqFc{; zm>*W#T_;v3dgJR|&=_wWy?>FzYJIBu_+ZhEGp{WjlRHN=`TgqF`j-K2>DJG_d z0za@S{Ot`EZWkR#wfagEY1Yk;lpk%&D|eriD@anoXn`HlnolJE^`aT5!SViU&g z9VJIbwU9;~bqH)M1K+dt(MhNoz{6EO}eBZyo+=l}Ol;w&4A^P~FJ5;I>wz01kP1l`_>{feF>-BEaw$((~fjQKh) zPN4*IM~f=uww5rRvVMUXW1)z3@`b_`M?rk}c;m;-8n;!|%r25I5=5$I*`b<-q8ZC; zB16U0Hwb#dg=zen7s$U|iW5h3pwJ_-$^q+I|B!j?Heatv^CP|EGuyW`XWc#8i%%1d z470mkEBt&V^fY5#%YQ5S$+Cw9c6t}w(B3FYd^TWalhb48ZLyv>PzDb}GM zH#(!=cezEIxt(8cT4VRmiW6=vNs_=PJWJCi;HDG1mwcXNl6LgZHDUq8z+VniYa59Y z2#liuq_^T^zV;*Q4!GqN+Fb(BM_>1Z&;5f6Oaft2_-6%ny=$8bF0Q^hZQnSokyqjG zui0}G|Gg4qjJ?Z_zU3q8vOpA<(8>lRY+e0>34daZxlYuNLcwl>Sr2bL+}69TS;8~? zHJ&InFC~2aj7>zNm6QNSZ>{~t|ACd<@g`2M*28BZ*;kTaPVxQtx}v{B`Hj{q6$Y~a z*2tQyS6TwA1_ChfLoR3;M}VkMcwBRBm(Cz~Q9@ zG!yz2`k(h&1)()j)zoz9-`^FKr9M*pXRMx+a>xdq<~Ag>u1CnVjKH z9yM}plV9X^8h_;{g&*ImcT8rd9DcB1CyQvC|6bgaf7MFLt(>@D^_!LZ-8wU4O%y=M zK*AczKWfo4)J_;!ft^&X^>;w9hL5jrDT)L7?;fr**Zx`DT=lPCzS6V;yQ0LHQmm}{b?O&@HKb=*~7YcS8fi3Ik%r)7`7c0+i&{&BP z-t5|;-D2far<;4h(eoM$no+8pZJ8tFWAH0=HWsAgU^IF~*nqCbW)VJ!oZFF@G?E4ot-B)6b-HRi^u9}v$F&GlShbTgeWFtvuZi!L zZEhczG-x34@RgWX&hDgqI`BN)g>^~5!d~Gm-c?_q86@Y^D1TaUJ4gU2idwqt4r=Ey zlB0i(lR3L%7AtySx#skw#)KN2t8o`hXn(;y71AAEc?n6V`W-Ct=PZnua z)A3cTw_ak8@ji{D{^iXDrt9tP&$}PFLgfDxPV0NoguI82jT`=0^?=l|F!?J%ulS_T zl^2Zue6MIN#iP+6;_lfIdWWaeYTmAW*6BT{V=H;jIG*?LeFStw_zm(Jq3bJ74>D$r zIc3p|+RmL40;KSJv>%nPJC++*UZfrTf~DFG5|ivph|m_x$(7l_T0W&E?{zI_+b_T4 zjlmD?oR`Rfy7OAXhXGS@mkGmxM!RgSwz8N!*urt@?-XM`b&0N4;ly@HDuIj2=+ zq&T=G(6`|nt?F7FVh6P9UqCU-94elN{O7ubby1dU>(| zNb$kR%FKf6KXq{T!ma>D-CcIAoIya^8T`@9 zkuSG64E&GQK{)iFp+h4TbSPRU2zC@w=Jf_?O+TTDJaNN!+axTf8)f&A#Y5Rb2$U*Z z;}@+KWw4vf_qq9-p@I2R$6;hATz{xmx?nPVT#OZ%!KIUb;M`_zNYfYxI}c{DdviTr zJ8wl-6fwz}Cajs6eP&Pw0gaMzp7(w_CBNcY|`?q3cne)bjcTKAt0cKC+ zJC#BpunDvuPh2lQet6*!?c(d@TR^ypq3N(~yirH&G>&a$?VF2D;jv9lexWfN zH{q-to;Yg*rOrFLQNS9im>XSR{;7F@xjm=!`PKLfFdbC|{B|^cJMNPZX1-Rd3Z9|ymT!CMi$ku{NM7r) zgIAO?xVvzSW!-Gxg`X$urQiF)DmH&AUa$(95Zh= zy9OKN=ge<=X{hX-9%+GJ$X{V)^^|(;sJ&n|eSDhzmA1i?9-pFUA(!p@-Za@Nv(>x; z(9=QGNV}ljdIRt0rF+RqxbMkLWnZ>h_TZ}fW3>8COG%Cf16 z4hxR}dUxw!+xh8yLi#7S2fSveC8|6_@5-Aq(kWzT!iw#smD`RE7zkJmA>u*O#2vqN z*b;4@d5+(7OVg8R?9Qw(RE`4XhSWS2iMv<75m~K>F;)l5C%Br0CZ4rcM|H=Lb;8EV zBgmmT;&x6|&SW76_ia0uFswh?-?%GZ z{z)4)3N#41pRm$e?NrtZ+EQyQ`ip;a{^9K)yq0x)Kj`~aVnW&EV^evAyb!m_j(<+r3f~7at-Q;**26B{`fZ8^f#O00m}6jEZ_B z{ewl<4asNGN`}G59;T#=15?58ow(kwp@Oqd_h{wi7F~v}z~cmGs)h7l>^n1OK$~F! zeD2$})%_x^1Uf2;vAgUzkG~K~JNxBQ+H8d-;x_9Bc3ko+ob%;3yYRo*!YQ;3geMhY zVFj9XBv3z$Ehj2u-`h!43>iaDvJ>Y|242k9u~X?5+}Vr$t1_9=d{5mEb-xumCodYR zdtGHm@9Au64+-uLdHhj`QKr68RQBlQCgFkFCd>$*YdUXL%a!mT2VR{}e-e+-m-Ej2mJ`5xHTVsv%}bo$D_RHmc5Td~%t2#*I$z?gTh29hjN{o?B|!*b#?q^U453Dx6!Ks|;nEWE zJ{A_vnP>M1@QXcKiktuU5X;0#rp(&5L}l^@wrd8x#IX9%yWOc3C-ihm<`e?LQ3bMZ z^;jRC%?Iv!Y1U4S*yzlmq?+^cK}4w=CljW3f560sS$E_~n=@|bF+WsoPH*B34T%W}pFT6C86&KqMCZIXMy_R{xSbHQ(~o~84KN)%iL zWsB2pTTK|S=^F?Z78Xjz z>)8MTe2bNX*ot3@r<-XEOPfwt5KgzfvGvq~!Pm(%@k(}iVjrK!dM;l-9c&Jzt3kw1 zs}j_ffftHwC@Ny_CR24V5uWD6#M`n-35Cn+m5>6bE;>@T)W%jhWp}Q}>&E zt0A)ZEFiv+T(GpaSgi2$YwryVsVtLBF)QR(9pTGAcZ)w^7@UD!2+tGqynic>Ddc7s zY1bdU%6z(TNVmI$06VXRD92DBTCzahPPDl`poi}80c~5u)4}kscK}nUA$`~s>cZcf z=ieUlrI@|O+-Yvx3h$)OcCo_rPO~gR`cT}!GxQGV7t`ZCX~C!kjl=3S z(3t-4udu)to5A$Mc-(m+a7$LNV_a+#9z*-^!O8!U)F3Ao3W-gcP#8r4>BDq^3OlRl z*A_pvT2kKqlRi0ieD#3N!9EkgHaXd7WjWjZpEYtI2=uH61c3-|Y&;*ePXTcRfyl7B z)N&gZ&BVTkb4AOd)wJ5I9a_~nup(mpo-zT~_v?cLFw`gcqzzq7AAXe9)8j9<<{iKU zuoU&zJbd=d#3K4EBMXOV;}1R9G+RHDVF(<Y>aoK5%O+#xrlYpjrUe(k`KwxEY@agp1<3|mdE>*^F48CW=lO40hy#+I*S=JJ z=_)+o=cry?35sKl2qFtxlGNF#G71$&eTOcK>${?mHfG644UoqB4}5=BI1hnah_?%9 z$qZE+XrkD{4-8iErPl^Ay^dD=lxVih(smB5G)t`o65TzAG-WoW+|gV`8hE|Lc(z@5r*K0wd?A-JE;>|NsJ z{biRNXGaxVg#S?2_2#nPZ?hSjhD=p_oKi}DzC>`_#9)=qJ?;ZTe-+C1YPi3ozHKnF z31Z}4n$3eTa?td7&8&>vy&Z$tqIobp=?UBT8rg0cDI>M5_1@Sy(P7pG*GNY^Sbgg} zmEc={1^$QgMvMvDKH^$wogann!JeCDGOg-R^_1CfN?F=+ZWPeW^vf~y-Zk`otE5@P zd!5j>f%d#*^V^=t-+EY3up)Zy(?NZ^nrG64{e%8K7DZ5c7{rXyM+<8T-hJk?j;*nd zF>jvG#CE@$!^OsjQb4m9E1r_vXQyBPv=}23$-?{yw$_Xx|Mn{$%ENJZHA@s20y%vX z>xQZrv>0BrOu&4wfn)0lM=!5ZyI?!;IcW97C#qDoun;)-aWX*nXx(j)mYJt=W42M# z&~CrWkiNzI{hYx(NeEHVS?Ka?!qtP57z_Rwvx0K^tAvSa=YF0Zj3W%bkvSkPqE z<74uC77=LJd+&8Thp<#D46N1M_ltl*N!|xEtW>0d6hrNh%wlPsO>Y{H$iyUgQda{r zMG0j3tbZB(^-2iXt?^8|bza+>E22C93>1{fw7GgKcD83vv*|oB;Jga*)M&g|Glj*v z{Zrz`Tsv5npCL7D%oAot%jxg>!i*de&krJtd>Pl&)HHO*b*&IkKNlYj-S(xy1MHlO zLEi?-AGTM6Q8W+6$JR}5W{UGjz1aJ`?zZ#!7hECke?G*1h zRgGZ%9!|-_f7u&KteVDPIIaN=rCQX49!`9uV6w-73!0TJB55m(jz9lxm?2{~EY^g- zEzC${0S&^&u|dUsp~Y={7M@6pKkZX&<_ut+EHZXxYLsg)EYy@<<7a7+gsjkn;EFf- zY#dP4+r6_bCafz?iBj;`wb3EMhf$`6G@c&2f0pIw?pOxT1fR`cz+jyPfG#uU$(kw?Uq z$u!g3GyducP-av75-&D`B!-sU9exd+AJw-D$t3%fdltm+y`)z zTO;HK`^W?_gPzN6yRG-g6vRRx-qeAF&U!T}b6R~XzbQ0ZzM=a|6Q zyfh=T_cQM|i+{mCVUbQd&}#U0If*i`;8Hf%QVw=*U*IE?>{;G=J5CjAWal^j^t8AA zub+UW|1$Apq4?=vbQ?-f_VgwT(%HaC7)5d9M@67e)mCs?`YAOSo4c(0pZY!zuX~L# z0QH7{JlP1C5utsbAUeP8u3$m3tD=r$Fcf_bV?Qb~KM&hNI3nx%*NrK0Bu^@xZkERC zfVXjk7#iQ%?K>A=74<8Wp2fp9Qh@;b<-kYj;zC?6Yl^|Slu*nEOn9y?oJ)s9!Sd(@ z*g3C~CA+Ngd)8#7Fu51OuPp4y3e(qvCiBqBWy$yW`a2MmeB_c$e&yGzasKBM_G^?e zNL;fvJPe@|hZ0L%-=Tkn+d*nBLa9_^CSnJq^uALnDk_rtXsPJe4Usg9MRy!7n=}3= zvJ*1rz6X?H^qxrJAxyp|{M&Rs+?8F*nHDjxYy6DALW|~>lIDD2LF~OcjX4tAGiz_> zKwg7hPx+>9x_4004!!n2&;_plI?UBSngoFu^6S_o&Ri+!y!|qQL_Q^Nta4xXx4ZZ6 zm+a?Ag`h6Hh9V$sd?GI|&nIa!-WHK2B|FW#s`nqL1c-@(%@5M#Uw%`fWm_AqTs}g+ zY6reY;iIsLt5vmE#bTkBWW9-f=jtwi^y8`Y?*cDC?zK53?eBOm#HHq^L-uPVV;{L% zBQiavv)Ck&-I(7*<@0t&Dj9M`JqRMYtJJ_87M!~YMAX1)H=ZCVOh#$A?RIwYUxX;I z@gnLNm#y!1%TWA#5$yS^VvBk%kaKLb1U41E!(W>3$e>4D7nf~zUcWbD)eL+yevOR& zLr44|VvD)H`|*(cnjtm_^XF=PYv%@Ryr1ULf$t;jI*_LAe5(fS2%UpcmmjK>HE$hb zf2gSd957GiS_1`e3@-n87k=aEBO)Aa5`!e1jE#igpm?6HOf?6wkMNC{ zhni#3FZSFH!`bj7l%|}L3_Eca*LD~ptWt`@C3a$oKH?Bgyx=!vIMI_hL216QC7i~s zNNFM`2N13(@s@F%;>UUBo!Py=rxPxBf*Sq!i+x(U%LgfzV>GqK$Ln(x4(f1-qUySp zXdKPmb<73I zkhw`|wXk`C801mq${yj9f<&YsAs(nJg2qtzo}|s0uyD^Ez!bvgo~)!FFF798+}={B ztexmj+V!mGQ3NXj*aa@@1r z_JocZzg_ii~ ztlI3xdP7yel5II@a|eXumOA}m_e!2+ZmYMRy@{Ja5lbvOIy!-IF*?T2rQBAmW82f& z#xKtu$~ehFTJ#SAranDAJ=dfX89)yov6fwJA{8=vrp$b*BU`?^Thfcr_}k0ibn<%ssH zNFe#(XTuOBN2^Z3*T~FI9SfKM^L-a_h54|z*VUy~E^Iji3?YZ&!}x*t5LAv-VYJ*G zGGeBPx8p;ZcVFGKj|onBv#H^`u&%wAcmDyz6&4DYyf-~5X_Jc*CW++`oaE&RJlt`2 z)%g=Rbb~|F$n40GBjrYcNMTAskpJXf5 zi7BEsGbg0zs1bwUM0$0TqmRBFP2R-h09rG&O4s4}e@h;Hi**~8lGW{Ci6eiNyittf zK}Z)TXYzc#6%s4)g$?_CdjtCWzlG}$EUUzK0SksuBJHEZTa-12#){zJUcDW=8f)Av26e zx!j;P12VfmIQ{q#pj57nV?d$a3clN6;rARAwq3KpTT}Eqvj1fiAU)%vnMlv+fLAuc znnJY5J?v;AiqONej}&4`mz60an_*z)`s|zc&xz3C*ftbv?Kjf4K1gxWbr?C#0|^y`m>Ak9em^%ntUD<+Y}hG0X<|fTT}T_$HuGC&wwpv{uJxn19FE6Z&rt| zeoIm2(yC6=!IdwkB$~IviLev4Y2TYBcBAl%A8;GBMaSaBh}^=kQbx$+P{e^n4x*~w zr+)qUGYNWN5)T~CUPnsC(ljBRvA$r3a4_-tys>B0t|3Hj@OX1aWMBc$dWuMj18~s< z%8Ej+=lIa80TnL;;`rr?o&mAa>+@QoOIC)x{q#@4?aMPBFvS)=Y@tsV*d~AZ^l?v} zGL+>}pA@KCzA%#XiT}buVyy;Tt?^c|$|K4v3QG~_NV7ej=-ns`fpTJ=r4?%7v)=&J zO-S5?16PF5ft+E5UE}1wwH5Wfe!n#OriAQQvx-*jQv?Wo3T1be6uZwqyXTT#JDtBH z55fuWo(b}sVcJ*>7o=(kvE(8bswMW%!+K z$BkV80yJ!zz7_VjFd1Ao@7>(^xn3j%$c-Q$MjPsmnSlF~be@MtMhAElYToX7f8b6V zsk%hxrtG^bkg0p*5D0U49_5?mgdy(w8(CuvUUB$L%ynf~IjcnZLcZkY7uL@c9+We_ zE+T`qwY8;<-3JJ0Y%W(?>&taIRsT3Kj09lhAy6usICm!IgCLEcomRG0@g{SR5y7Pk z@VAm4Mq};k?eCC=E5b!1GFwWieOnq+cny!=03-;MS-8`8{auE8ML!>(U;9hpicyZW zd#g1jp+eYT(g$f)OMXP+O^QFVY>j!@SF?3Es zb6|DftNQLey1sv5Y>HS^LTmeZ|$QqcM z4+(q~ZoB3#vwXG`Flxx{WXq|sb?N;UR&X`)JUlos5j0CtRTe({0%pin+mr=G9pkOP ziqM)6h}!!B8Z4P`et^F1875j-pLbn)*B zDK(O4)+Mr@M zUly8XlgD^}w!{;K)Nm8buOwOhnqKpUBJy??uE6vnKV4RxR8wYce()U7Y$J~yDs^qj zsUf%RkiYV41Viz)GwDca@XyR0{1>xR$b-=dvBERGBEF}<^4(r_4k1;d`O3=5PC#Jz zs#XBkFvU{PNH;@3#w6-+)FE)S<{(F{`rL$lk+df@Ru#?-@A2$M5{IPT#KS5du!5vy zClcrdOG8~&u8KK#L-i~zIk}&#qW5Y#-y!GSM%0Ld*G{OXTRP#Ub+YlS_J}5iunOxB z1QNjqo|exV&&EsNptTca)k%iQvr_N6V3n}d? z?X33%czi6jvrqaOU!BGp(()l~da3Mm-xl1)pQf0aUTk>KTl7dLlIU;xHKAk@$FwW5 zJF(sib%Lzo2{tR9`Zj0Vx7Xb2{M*xsXxDz7*}i>|Mji<$A{^8*2A~wsr=O3$3-DNX@$r$>LGxm8t0?w^5Fq`Q-_p#rf zUAp5NbyUfI_Tjy3BWFjcN$lEEmzxeQ|BQ$4b<3 zQz>~9)t095m!0UDA|LY4cU;)0%P4R4mo@&FIngC%Oc6N}HI%SfHsM{woybtPH!1Ha zC3{(**G(|^> zdowW!u&wBgvZ4^s?@sVTy`C^*@9LZsy|p-J;i4Wh*;@<{s^&bHtmE)<<@C}`2pY8L zK^eYSS}MCg2x+C5E0HZn%n|t;(}Q6WnNw1yF4}^)&hw4?zcXzRi+sciRbS3K&FU%O z=!0n}m3;)s2gXWv0&O~Y-u65{pb$Q~WHCHV(6gS|=6)3w=(6`vlpoAu<_F7VY)rRQ z3tlVjoi%744}?dlC2e_O-nPa{52vAa3y6`pV)_z(v_2&T*@KqNYQ2mPFPc+mZDVc3 z5Ub%$4Yd~8_e)&2aPdl!0UQv~TQV0FC2l;;VI+p2+y(fG?*WBKH=pF(uQxG!fU*|( z$T7>pTH@-yhpib;TAacKn%l{Ar~JkFD=#gDmg|FDk_k!~1pMp2Q^bfBupG8d@6Y=Q zzlmuneo`w>Ow6oo=N|qWkSp*tNSOx6m^L}D?t$NA7o$|t?Yt#;vs%Jd=}%xB1wTbSC!SQGg^LxGCv|-ZzFYdN5naDWzeV}>LaAZX zClc{PS?z)4Qum>$K?zGzN$70mmp^hO>*y)gtzdCc`3?!2ZN1fvit}+$?t#hrMn=!? zCIU``Tfv`ZSFlVVHnX?$?k;`&|7e0i`tCDaL& z#GvONQ(J#DkK|tm-i8j<`*~rf@6HdA+mZxHkh$PtbFUcvXX=xS{mt!24+$-z(mJp? zgGIxBb$IEgM@QbaT5i3~yyy{TOx=@gZaJBRRta@IC=8|+saFvpX~sM#%^M(bp=wdC zmBkJK-is(_SI2(j_)d;pX}N4F{HeA(ccs2YXmLPbCXc?5|J3)_2ICKNv@9-CGq>#V zV1)$AM`de=7{3(^SvyKof_j-touDg9D`JPC_+VSGT?iNM0|HPLd@!jV4l2xoQ?uPr zAxTt8uv)fW)x+(bqK_SF$8^{icpP0M+Ii>IqolU-8RGOE>G|TLzRrA-nJ9c<`BAnf zvzEMblK<4>>+tGCX&g5G`^u|p5~Q9lx!!bdXNsr4Lea{Tyc!zCk6w8MUDke@nBf29 z(#NLT4T^QeIuE0s+|g<7IvgfS+hA_c_MkzupuMBe?yz7uj$6ScejQ(jcA&ekd-jd* z#R&0umt%hp@2UxZCMw$~JrBR0g3QgowwwDlZK6y%_nw7!nTH29^2AoNBXN9(8NIq_ zA9Yak`LnTBz;tRm^q$vO6^i3_#SUdEmo~>Sq8A_DDPA8p280l@!OL4VA>IAuDe@&P z*dzAKw=eJMHBit`JE{b-2Pp`(cRwDH#p&Nm{7E(aq!}} zmzK_>t&T6)aIs@7IYdnM_T}BZdz_Tg4!vAaiio>Q+f~1F$g#Vm-TsLjbneKTkjLp{ zq-U2nkA)?ojibzWJTfQBwcAcEDuFnBYqp>^z}sp8$e>1Zr1gBSsD=R_`)(xNWGr1| zHa1@`#{GGKOvGdZ|0#2kpx`*my8XjhO}cOLJJpm-5I~zBo5l-G zIQn`^9bi*^(`lk-mCyH_8I5Om91v_XW$kUiW&@N>dFq5C{7Lbt);8!gJ<*^y?F}4b zH|>cec~Qy7X^$EX)tY)dogSkA(IM8v5pr9tk|Vw8m*-j!!(FO3rDxhcgb^NjhxmE* zQyuqR>3Tz;2(F99#mD<;Gwy^fya$n{ltdv8UB5005S*8s^HCyv7T*-FJ=dQ;Bq}Pk z&}vk#7v}W+T-~AED3Trpi z)JUiLC(~TpFk|AfVn{k4tiPe^&Pm>Gn=>@MtmRHQ-*UIR8_z<0=z^F3cGwx2_eVL9 zMIwdP;Wtsj?PtPCe=(EBF6NyrxL>sm*VZD-z{(bJNg-&9Auqs*Z{(Nb-e4=6+O>_& zS7xL0vxBl7#sTeDe~80}PjiM$G?^Y37?MhQ+nVL{lQvT_w)7~VKZ>|(aj;qo3nAm; za@t;+Wp70)Gz|3(7=`4V?yB(ZlG{f7fWaxmIKarBk-fMEmT*GH%-UKe-)s}^zH_jn zwqkKV4fm(3P!?H{QX{J+5p^A3EYy#kOI{avIrheqa#o`#KRDAiF3avts{Y(PS`J+? z%RjlSMaW|L(j+4N{F}6{s9#B9&QRoyqAcKus!ZiuIc_Sx*_bDriSx%Bp7Z9TDn}X^ zJC4|l&b=lpFA-qkIkKVJ*()b5D>fSglf|6W=@-?dk3P|-?`pf!FPDil)jKLJE&*qi zBhpX4B<i>$HIEG+Za>2smhcZn<*xzC49sPJ|3e~ z{Il6jaLS%=r#PCO&Vk`2Rgm=;2*Dqk!S_+hvY5URBB z4DH$LF+p>qhzrWOy&=u|0-pzT7u-OeeT(o?C^Z4V;d9FO9|O@6If&T?=FHd##3SyT zjmExRkqULSe-2y+_=MW0M3J@E-sJ(|H1V-pR;+$^`$^@-i zWe#XgRi|fR$Yz_VVLc7o9}w=N$PrA2Eq44GHvujDvka-HjbYCanvivW;^kJxOjVBH zarkLK4FkB@IynG^>uFy{@@w+RqB_c-&Q1O!lHqqHh7L1J}4a&%-##$?a1Y0RBfb3ozO6zPs5%&E01$>trG|vKrf0Qd7aqTgo48!e2qV&8~ZAY}oj8ozjiWbuh$Z0f*+D-Tr;j zLhc&l%y%H3KZH{`W_6m<)ju-ycez@(Pn^R7&Bp-+4a>NaXiN)_f)xQjyz{a664d^? z3ryd(?~imDzS$^B^Q2^#A78tA8z%ysa(>IRY=H);TZWTiT3U9$BDKUmH)QAUc6qb( zv(^RN8OM1GZSOqd)#vN{n-6s$B%=>+nR3IiZzJwLYaJ^wwspNR>*1IBS81K}H@vBP zh!{iC2&$<&lZp{w|0ze~=g+hKwrpTX0(UTtOD2sQjV~~gJOsLp`#!Bq-R@eIa5Y2a z(Ok5Rf9t}JT zUjgIk3TwmNirMQ%CJj!4AO!Dji=tdx<1G`I2vGfFU=H(nQ!HTJSSuX9H8Keg8E+9; z2#RyE!7MaZnLCN5Ae7VJB2Hh0MbjNdNz5WIoZ3q1lhDjM3wARE0To3?V|i0nJo!Vu z=>y+*tCR@{26;0{8zABvNh>#-U-}{!mq|q#o0=T&e8InvZVUyYl8g4#5iDB@PG_|c zUWUVhIf%c)i0G-#)iot&2L%mtxw_|RW`}tkzo71m;6m&8%372yZdZ|q9{+dxesH#a z6MVXANLCKWq;CowGvfx)Cq#KuXl6@ee1Yc|Czpp?B7oH}l^g0cN@-6SY=;>4@ZrOY zw`@Wo#1Agz=@YVpf1D+5iSfNpJ0yHC-`Q>az|>s`T204~seTkQZl5+tW3fn_!OHQo z$$L5?VbnX6vnF5rj)XK+J^iU$>x4$Qu+9_%Ru7{oQT82|A})NT=AZ@{JdYI@NUN%< z+9sbu6bqf!(?3RpP0))mKGa;`%4mUC2mh?K{&Wm+Vl+7RkBJ?-X4^G)l8L3S!A#w= zTRt~DW}L}*uKk`>ji;kYpZFb3lB`7&OtTWTWp$ZsIlunvw4~1*orK>q9ul0d%^V=0 zLqkBIQaa`Aa3?TaX|Lj@I?bO$&!RZp^Rir%+=v zdGlR5!=%zBinyoz|HeIw)yP>{YpO-i zPzx!S{TU}Gz|OB(1I}iDUi}?EU=?h~TtG8D&vB$}I-=Qc<>uR{IB8K~LNU2P%an6W zbt$9A7X0))kER2E1TX;=o=T~D*B0aMMiz}B&MtK`C33g$iFs%7s^C#T!OL5{xfL6@ z7D#$R1(L?yl*I+^#7YG6HdhSI;ZZ{vv{mzLq%^bduZcfNcs04=ansYp&6dn1W0y~8 z(VyB(>2)O150BWEtgyZ-SV?^4H?6lwi{L2hFJEQwg$)=0<{@MLW!2oc1MTYB4eEU& z&-Sk%oY{y;ftupgk5zlWd_0wm^6yhQ8=ISVFY?Bv8@%S`?)Dr=SHHC4K%I!(4`{A| zYL_=4kUbJ(F-%I>LFMEVG~$lA{#lb1qAqLoM%ZwhFFXf-_4T2tDQ=uiO79M__egsC zpD@G^tL7G-U3hWBh@XK4g!AeP?zbgKUWiZ_MNiMb{$fAaTwAXRdn8pk@5=~|BC-%Z zd{eyD9-BCxL;p89^ghc)UVnNzlu^R_%P4yE_$vbWx~hX}Ti3-~Ds845R1VX$tav}0 z3ZBkkWr0)u*-=)D9ESW&ljG9|7IR@Z&3~#*>y+H#W=9MJ`f_;>A_{m@Y3XX zP?wGwbOO&97Y7h8;|>#f5c_a0hzyRWFjFjBF-u{4ZO3n714XSub4)LLk;`Hsdwp6x zJnWXb*|p0H?+m<{DM$b1FN*UEn;YMc9(c=;bYb=EuSOfa*v%LL39r`Igoxmgl|AbD zSU3rw7x5?0;Dc+*1%P3ny?oIQ@^GDrJlmj%%L-=Co_Ji3?Rx5A7{kweNqr1W4^o-; zQ)_}z@$Ww8es>eg`;&>>)DS}UE2KeJNN`$8@~2&d3=KSHkw{DZ4S{L5P{((_2y7M5 ze=TGmO6z9)1!f%GlZ+3|GlSm()j^>g@;4$1p1C4%si{hMW)FNb+rWd4PJRqpV3Y)+ zZAYB9T0dzbg>$ipEb|U4LX{M8?Z2GiKDPh0zw-m8&E@2$7XgzNNB;H+BRmdold$z- z=ydqF{u)%nJWB)B#dfggiv=4qN@CJ3o+DPMt>)xFd0Xz5AYdwjaQzQ;R9VTT-?ZcwVg% z#iQH*MBBiJu@3gmFX|UaKo*iT4lovwB1_5|zIN=w&!z!aV`JlvWnt*mHs?W&NJ!Zd z4G#Jn;F4sM-{3y#mp`bqY`Rh{eMW zgm1y}bpPlgd06z5mEmEJr`#lO-~h$_^kK&Ax&j|?U83c4JZ@HeT`Y;*iP1u%dkE^@#@!2-j=9x zwn#jV$Jx6?ml%f4VrBhH{MQeKe50(tH9XS}X3izTwbD7lKg(Fmn?l^-gu#XsDMB%Y5zN7_V1;fe2w8U#aC zzTikRUUs_sx$H^tvm$7>mz&9X&CF%0(ch!Z!XW(Z0k_Y%Z}=~=Nl%8<P~~30)}Xhi_s8A?~)6IqHr~(HFcjk<+Jx+RN zJyp@9}855(V7&F3M9wlED8WS;yByrs(C7CY9JdQD1ht@qLwG&|g?B`;uVm zE5ua^|AAHH<%=91W!?JB_4N3Wt65kpyYu|W>fDH4v7Y6c#Jk?0DHWD=A+Q@%0Z4Y$ zX9e!UcQ|@1AX9X^_5nr}D`U$spJpV6(y;J7Y$|)c?x)dLloc4iv>L4YkNDJh+s&5IhTpYuQh zeW|xS?vzaDck2C7mmO`Cq$p`-4-bZdi187N{=jr@%lhM`l^WyFnTm4xwkL~N^7Ts9o_L85b`;ycRQ1e9F%+f|W_0l*3Z{xnfe>Q?< z+HW#*bWHNI13^MxkTjxS@tR?H5H9)OED>&$Ni-^6*Ue8HQvD9qOQBI$TkgkI;)3PbN;{I~X^; zFk=HRtQSD>>jI=b1m&$3y;)6My9wyH7Zz-c%$ci%Y>Z0cC*pfACj$nIUnDQok5HuW zcd8>>1{mxIO=tFP0=g1r#Z7gNZY^O2{vk{A&xg_1?`V?qhlJo=xD*X1kC2U=A1pjE zQuv2`&ZKF0_lUg?s>W3cy(tE+8G`SxU0{uOrh=NQwn@%Ch&mZX_F@6ov?Yk?5jGcS zYaOa59(nR(&J1#X9%>r*WyhON^y4^>3L9{L?~<=G3hakl4lAXPAL$z$tpP7r6XOzw zVizuv8;(P+JkoRCT7tU^IJ+D4GRLl0`LRRu+zwO~uYugwqN+?;=t+QP;9wvT zHd9o&yoB%_##XWCdzmQc47S$Xku*~%pGv*5L6>2`?PTK%PAn|fy2eV91|JqeDwwRa z zVErkYf@bQ%JNVoPn9~FrpRyzA_GprsK1W+u693rRQ$uaiRAl+TjNP9jsP#t`;iGUX zM^)p+TwP95K6gkye>yHj0I{f^C`Ybv5!o=C1h8T1ruJw#K*g;s^ys9jv1e5}Eut6m zi54!#^k!rf-ai)~;%I!tW+}^4NiDw+8sb(%$<3A*v`Xdr31ZzCfkImc0g# zp+6u~_F+jeI*UAG0i2Q5KbAe7BZSL@Q}(pq;{Hd2A~mHyXn0WLm{t8%@DmtSY{FQV zTR{)>dJg=NC;|{hn--j|T~}u{u!W@84m@1{D%E=D;wZPT>(({iBE~Pqjl)7iLw6>; zKvkxV94^g=-*S0*so3*9+Qq>LYeRV;KN5PWBpe>8fa;0%{j8H{G2{DTB5bQ|T_ZN& z+ksD&$uXuxh5=WUTxnJ$cXg-iCzc^Hlleof+@2c#7MtolvLk{LjZqWxcQO-=e_@Vn zaK{@vs^-+60nsFg03E;&%5loN$xGp#g+a7+=H-Ug-nf$pNbSVqrK2Qc>QD)axphI4 z%f@?EH%AKNG^v|yUusDh{echlfBKhx*daszZ1URr?kKWz`m=cY2B0cpET#z=3v@!< z)6>&Y(d|64MiR)gdKlt~`#}phjWb-9-c+~;t2X;cIb1Tv(bUvgZ#+SmA{zvtf8Wa9 z$f)!Z2cSWq!`htpW?KNGF^bKHyG;3ATG8*)L~PeLPN&pT7ZY8wPcVe;r#?riaf_uG zv&C={sFEccb+v%ZRT2=U*}%s&yX4wJFJ#H#)e?~p1ia8}HQ1q?wBuJjOF z4uYX>_bi#{HZS!7;ajCh1L~rbGk5(_syd3Kl@{J!z~BqyqyU!}Lw$*ub`tO;Terza zZ`~VVPAOaQWQ!^zCpMe7VB|*S|kprj_25)d+!N(LhXN}i9sATiM>-ICT=9E z804)IhcuP|UVn!@z=}|ZL^*F0Bz&OMuG;sbAUiKu{#wCY5r#H@vJs-QS_S`0uq0VO zuxYyucO#rD{K_3b6ZSCCC&EnTexA@k#SGW?m$qvf&4O9I(|O8TLT-sFS!$9Fbo||z66*g@y6lJwWLu$Z*kUD+ z`1%Z@3&Q6g^eul)wTeU*k)TUVrlqc047M|OKAio+R zxZyPIT7b!|8$Pps=5Zx|z2jk*B37F56ea!Q{kYzzs@nJ%4p3{!+kg) z3vpjk2f^zSix3uO9Ur7XZug-1_~><3sG61(W{)sGmrymWg_!_vg-n4=djCyp4Bkc4 zOg)e9-z|sk_1MHy)|xiwV)S_ydFy}kX0SM(Fb)?!q=GhlL?r|*8M^Xg%-gcV(rOk< z5Nd7_fDJU|k|CDn4n!lHr|Lq-KVuIU&27n*D{z0hLJVC%Gt zPGngnSS5yx^~Px%@y!5ZZJg=alQ8=Y>IAib?EZ-*!Ki2m5!QT)mzP)dIrSMIpC#9V zH%YT*vpPWR;Q2`%+v@c)ou7W-C%qC=X3v-*erUq3c_0sBVm3FQIVaVv=KLIZYh?b6 z%ob`cr6(}^Da-3TeI`Lke!Ao9#keXGS%B>;jq!kPJ_&zAWB3~&C7|$Gv4Q|fU}~tn z{#qL!@>4V^0a@nBd^#cq#J*f&OFWW%NL=DHNoXug!lN!PP|?LR3E^9@yn_{={-~{< z`w5KNE?MMBa^!{*0GJ02tpSRQW6g2*P=F2YCQp&QITdal41^e_`hKa&r?TQ49Qk02 z{1AoX43zR{w(r>q*qyb6{AqCk{Om7_a(!}!bJwH}=fK>=Lc}y~xcW!5by{?+!r&7$ zGKUz)fqb~&YK5xSk{gvv@H=aV{r191`VZ=QQF|%=I>ey z@s@^rO<*=4wAH?8PbQS0g(>};O4XZQ@inB=L3L6T@@(FM8#W75vuiyZcpuMilXQ=# zez)AoMCKQ0 zrCL&Y%ID2x8T=S>>kIF{U$}+YjW8FW1;O*85mwv~KoeK*S4|@>Eo+9=Fb5$5Okzm(}m1c52Q#O%h>AzEV zkGp>N0*{%j*cFc|OZoX$c(LF28aVb#eRcw_Kv6m_DXG+U6p_(MM(v5l*maa~TuG77 zPPp>y8S^}G?jPgUlR4MO0k;;6T@Tz!cXK}(aXQ}40QxMk9QGyCn!}0a7m}F%bZAB( zG+c>N^}QrCeF=HU;}AOa-emoyU1t7vQ*p1=ehWRvTX5_2$~TA;2uIM;TC{$*V(4AQ z-cW;(dzeQ@l?Ss4SY71$FB!6ro!1eTPXTfRZau0#p}qqUQn-lEYI6a9pNh~y0or?5 z!HErKa;*bB$iG0Jeg-YGJL|Fk+s*1fi7(d3miBpms?=h_h7R|*l-Y641tL){^?sGp z$`cqHA+jC&Xg|%hBU^Zv@|73hx(0z_+$#7w4gaq*!iXPHLx~j|L(H~qxe2pz)}OX) z%bPBjGt@K)&vFE{Q5H9ME`(JGtwMldOuW*B=Rv+3A5B&wLF|^oL@wMc{I?nE9<))p7j_3We zgSQd@8~Q<%XRKJS2#GAn(*vlVIkiW`6j^WfzRGjWy+LO{5BLar*%|#>`ID%pfJEAOL@Et)oXb zTzV&;eLdzt1Ja7nHXnRNZ~NjKq!0ZDWtIHEFRSLvk0iY{#AD!kk%ndMI~RBn$`sge zVdqJt4ql@Mnw@f|aia)e97tG2*ye(3j8ylD4?slQPmSnFI;|OJ+kOll2%k2*icc zYR;<8sB)_DW^X=7boCZq2aMzXdub>OVX>9I>k}s%v0pG-;4vUKHxCY^6K2YC7PXXC zhkL(rM#cgLQV3oa%nRQEVH!MQh`k<8*A4ox*%GXG|MRGUsCJld*>a&yZb#}z{M*4aY20^wWlmuOH2AI!LS(72=3*}veu+#O-&n^y8M`b)y+Vscu1x~%$<`@cNo4~5Gy*D<@7uZ8_ug?4 z4BZ9BD+ZjA%IQ^LVRwjvFT5mv3O>W+J?g(WAoN@l_Kl-P_6EUzG4U1;dTfuxApFM@ zHF`v~tZ}R6g5aJ-9B8t@n=Rh<;;ml=b6NHD3?o&9;9~x4X>F0Soh(OI9%v3}NqoE4 z#fe9*R$aYAB*>%D<)nCJ1qPNhHCb)FQA~tC)3^b?KYsI;^Hf*L?!LCnXV$lJC8l-B zTGuM=XW+n}Xwk8~;ax6qOOq@Y<5(Ybkgy%7&G6|CK2&nwI=QUzUE!{Q%G1cS3@vSF z+*w>AexJbz5@~ju^67Z=jqgRoWsDZuX1jMsJa{(`IaHjKuCA`?P`uOt*@0M?*Lq4m zWCv`bf(K*@*4ri-5vqSDgk^3Y++NpqlBx(TM%eBQFm3y24{^{IV*;iw3+_Mp3d)Rr1hhw5b3re$wGYvy zazrcxm*w5=q%ucZtWk&IKzhAJucb5wWaa(r7Wryg(ZjUF;zc0ebK=fbYpSu-Xd{xH zFqfWZYT59Kd3v-l4-W86~h5B%<0vhd21d zVz{2dp0HQBc71N?X?9cndf^=io|y{x#aO>z>_ao;Yl~MY3(5B+wQ>Pc!WwWB^RFE` zgKWJq`;r6GbB%wSD8>r?**c}#N(OxIVRorly3lCZq*ub-*UCRJ=kp|pf~%$E?Esk% zn5(#YWATR7C>sovLw)CkMX^0s8*D?|W~{>g;%VkA0NX(6`(eBAHPb$_^=j06ln}jl z1R>bYu|k^*cry9KpYOlTxDi5fPF(ft7sn1*4MeU(?fx)J@8|0qgK)RHA|~K_*loiW zp+<#0qXP((QL+}~Rx9$CLcJW@jHX`C+xP*m?}nn5r_jp?O8*`qm0tEEm3Y8(r?@Gm z&L(+XE^NJ~3gcvI<$N??kD%Rh*Q=tbeQL@FtX_v;*u*0xGoSfB&=rDS$ffX_O!eLc^10zt-$SA~T7*gtvWj2Mq z^3fnLuJBhF25}l}_qd|gF$+-YKyenJz^7j-4rH;*BQOB|g?->~>MA`D;=n53IGZ!- za=L0%$PpWj$^_!WL6gySMt&bkfPvKQaMl*-8krMk%>>gkIW)WDZIiRs7D#n1!-7l3 zI6qc-Sy45*9v>K4JGn!%?Mm&$F8yyId-3tKKo)EOMB~<;Pxq`#4nwT+#}w#t%rm4fyk z7u@tqmzLlybSWZ*%~`$#cy(BoU{;(_XO^Taj@!df#c+*4m|O3mWT!9NZWc{F{TE#9 z3}E_0%JB?pA@u?0nvwLxti~Eo_+~Z1YA<7ld~eZo>t_cU?jOLZmAk{FEV38(cxGef zYt46pY9Cgqu>O~r2wi~2o4jTgk+B%Ll4T; zW-}k;8+xnV#vdl~ zRZpm9CCjdli@C}(cp3kVQY;WEkRImr5-zsl1c{M$h$Apf5&Jsu(C{(w9hFI(rj`YS9)OX=UCHow0e_qF@2%>4+$tW)I> zY)D6c3#?#~7^q=#dOi8ThqYyum6mtXQeb`hL9`DIJJXpRi{mjjj-H0~GTw0{>O>$B z;x^&1L9RI(+H9{y-&{I+2}_*k@C-p)WRAIJw_QZ({C_F2!GDS77^fCI04KhsN6((9 z8ifx7ve1Wuq^HsxB5GbV6VQl3b0X2zhyL?gx^5g~1}6He==@1)xH<0s*!uf5$H6Aj=*UIT-^h?_4i*H4Vt*z zC=s`?ysSCFjyOQuC@?{R6J{)HOWuceQ+qT}NcybxL54K>B1o(@KI%AGBF-p1s@-lf z@x_G{qkp#dJ~ftHj!QFo=?;+=(=3zGI#W=|sB+SjgVsAH5#@^C6wYY^E%VL1C+!=| zr=K5Y$q}M|IMF+ik^h00kLQ5aw?!MaXuzt9Wn_c%vYK7nQ#-jLiAwt-1STcsWCcwQ z^gM*yS|lEO`4uKPFV@>U$W`m&>b{%e*l|s^qHo=9L@+?Qx3v3S%}~kuUHi!(Y0uc! zqBBxt=L69bJlctI-7;R0hr zyb)l}X(BOI9wuGGa8A2NTaZJWO%c|U`RqV!{2q?|>}NY7Y;RmALJrs?n6TQOWzxBl zLD6)6{qgA&)?1^7p5JE{SSeS|sHu8e2GrG%4-=tae)|em`>sI6arlJUMhx0jBn`7% z;djZ^(3s;m_sAlqpUwjVTkr0%2zwc&6y?yxexa)>(E7DF~q7 zrIbc?dB%Fa-d@_l81V6qKiN^{=^x>I8Jl^sWz86s0EH8QVwIuG4-0I(uQAnzGJ{4o6REK38I+kCrDvM}9`G)sK!p(MkDM-Wk7KpBeAOD6E?`)>266rTunz;@T02Hn zP)CS~2-=Qd&AFk8U|Y?WLij5gaZVclHuV~qw&WL`rzWl0X!g1L;HkSx7k?ZGblhu_ z&2W&h&FoFf%KD-U*DcO~N__w7#l%|PW=UR2V6+I+uCeJ>u5+I3{b$qh;0ozCU0Sk4 zaeF{W{=FAZbm{M5ppV3>%XtS?j^hz%3>fd%7dOImXaJ7Fy<3{hV(d{`CLfG%>HB`o z4e3f=N|EgPSrNVrQs6d>w=pL9-R=U59D7Xv{x;xSSs2r^8(gdRnZI%pW~f{^qUPVE z?0=nk8k`|Yc8a&tvIgP|=9eGBm=-zz&7|Gz-&XPu&`i(?^otom z@I<;S#j&|+d~;@BuerY=;jFHbmYs1{6u$*<27gCSc0>rFCt=!*pmMoz^-dDL8c_Xx zQ@&?OrrsWhRFu`&C{GjlG4d>ZCngo-rS@|ueEFzMj#nZvtjZ7E&^T-%>LbEL%RJ^! zKJ;yuQ(dT|Px@OmIGT&*wmh33>;5`7@?Ov)UA&uLavic32GOlR6`)O(O7{Hs`f5AiF&yvmE$!#~}%KJ%R^}{UQdi4vdS=I~z z(ruRTV$IgoxQfO;z!7}##xn(&N%w^#D0JY)PT~kQQsk|x#%1=l#cn@47frwHoh2J> zQq`Xg*X`vqldH{rQIH*(!~n)%0lAel8>6Q8NJ!S z3YvAonEtTS?wrJAG>sCTsc;6|6fc8aXuzbuG*mKQ9^T803nWljhi5|f@`E|Zlbe{L=7_iOzBFvWm<(g%UqV94wJ?Q8QWwth5OS|8h*sT|!FM zsGBLzh?u0iiL#DYUo|rwVERH^%%;_deLS*NB0OMBrM2BI=ge zKp&vGo0^*5t=>!=^Q%0dJc;?+V>lu5>0m}a9qft69(UGcuH_vdY>g3pjCpJ)J~-T% zP1kPfL!ps)G7>cm=3r0Qy65Td5Lkt-7#xaS%ssGB15>{LX51b8W3-oOK%SwDH+;!P zAA^Zj^Ig6^mGIhXHJu@{BECma{gyI!HTXWXOb!>J+Bx|1;WF676*727E0Y<%_h{|e zk{>$mAp=4Co09$KXKlk-YUVFYj)I#@kR=}gL;THdRh4##K8*`j8@C@CZv87asp5MB zSsA$R1kK9uOhsuG==@XR_}22}-A*Pmr|~Nol=KA`?n^%Xm9(93&w8{hSM!#3E=Hov z_bjcj=empZO;l%L?(cv80lUT4x$y?i&$o$)7+`k0wI%v-RE$kdnQ8MiHe-f%)UqOP zb1huYE#!AuAc!sk=J~S8@V3#0g`fT9C0S7YNjqX<ULFYQcs1ss)E4Y$ z%N!`O2)A8CzLLdiNDt|D?!_Z*xHTDROUrOY7$*-2ObP#FLE8xPD(~gQj_?YUjh*pv zeK+qZB5MZxfy9YX$&oB!4};>V9!Rxf*SMlQt6s>z{=)#sCj6-BXeHk#6c#7%$!fEm z374MFsl`Pk6z0j@i;ou!`3qBkY{Ln;K*G_XtpHEc=}ONMI7DVsDMbylGnjcxS1jHn zSEz6GdD4iaEQ%^;e2YQW4}xRto?T%FS=L!c7Fe_8SnsheOO|HjDda5$2}}lXsSL$C zJ()J>?NS_XQXJ+Rryh*<$Y*MFEiO%QKLW|p-Mg61T$&9GVA7|g;oar*HgKy=M4 z)PXxgs^#gm%&)}6Z0?g##9DoR)i}~gI54?mdD(MYNjc;qP-n~9n?B7PGxFj|DwIAG zYrcG_;fkI15JW26q4wPpWDZyuj+b!t92ZpRbbN?A^3-UkhP=XIFG70scaKg# zuG~wEhzBFSW1)t~jS~=$Bd-fbizB5t7mL3Vu-U{McfJ{t0(hPPbN;IJ5;2VAg3T(d zny1u=0Lu))1`@l5C(=d%>#g=Tz$>f6vx@C2x59(o{WFdS;&60(eb6X)3T_)Olyki2 z`bgr!L(N0+c?pI9IBtIh(NWJeb6tJ8sjRy^D1R4QS~T`YwV9fPpG2+b=H6 zNKyMEPL)rtPkL=k+>Sgv>EM0%xwVy6KeS0`Ok{$;7DJR{fFpcul;MnJMTEIJr{x_) zrv%uo!O_^%Bz{h34dpqvzEWoTnI+Cb%jpLKh0X8ZAm|sQ^l^7qy9X>xS{^IWf5c&U zo0VSs7&oC^uM752VL!lU*&N^{uhjpE-}xaN0FKA+Uu2;*VT#09sAFxc}*!|l+^u1dcl9L%@U^zZkMW@2|mL& z>d(_uy$k|!79&inqD0)Q2PenlaEcL*$%y~bzkJk`!|3vTZPMlqb#6gjKeLcKFSd>N z=VKnH=JfWgF~Tl3A<^FvDN8^y_eS0z8Z`jj=%nn!KsVa!ni-})Y45W?=zN^PQOuq# z-`zyfoIIFUWGZ$xTRF|7Qq&&3fto>yY?}Y!u&ox$F29k;OOP(KUWTE`pZHPf|G|L6 zr9D@NDBm*w3I6i7p4V36_Tq&LxS$a3+hM?Uu*qyyN7^eVZ+k}AamhL0RPsleDPb;b zuL`W|=|3qeGlcWyHu00=H&nb*KDS%_s4P}?7DU{@&OmbT)=Pq zfcdj`O0}1=6l%$>;hA4Q$U1#*_OH@gNl2dxIL)8%*+M>ZTK*X$><+PxXwyB$g_ST% zdm|l2kIv2Uzw{TD%P#G8sCLpcJUek+#%4+DOW`aw(%M(eZBfmVd}hoT@C*~vR<`>$ zWN&6QdSGOdTaHruumY8VSomLTBwmkcbAZ)WTo8fEj37KQVBKmJgB}10Xm&Q+rc(sl z0QZ1;p7NENi#M)ChPqf>cKo;Uy>p54yhs$z+?mX&2BZRvy%Bw_gLR91)5L>arW9z( zFXY6`C2lSv&)Owz!!PnOeEO(N-d8@UF)Y4Xcn=|K4p2VhMi*O+Lhv1_>F_muH0s>r zdj+8YuFnQvq-d<96q;V3nVu`(wQoOC>fCEg&E`9uQSFJeAVnQtIJ;#V9|^3Tg+6g> ztJ(eUr^d3{=8-iXM|b2=Q_e0u&OTNEdBxc_+df~?&fBNYkVD^K(EJa)cg&!$@xnEL zvxxjRDA?0uAqH5zu57&s7k2+!g+cDQZ0<1kLld?K;-3GG`8Lfva|^so62DC)5Z6dR zU{p-+?!fz{#*F*A0M1dEe&dG0K9)M0DT{j;S>|Zk%bz!7)h`YMH^=_T>{3%$;F3}; z{fsbUTAV1=eEVesJeE!cZ8^bsJAtZz?0}PU{_ZJ$P*qH$HG?7y>z+Is7xqJ3E)q`e zs?GEFD>Al=Ve>z8G`brk8&?YB+On4t`Qxkw1O!YHe&Yw~K8owysKw6SB=>Hp;}&j- zGUx->Lp+|G?C?n!QU{OUSfbt-{z=F(@Xt3x?YXcX-wVi}oEHmd$oEpRZ42L~$;2_b zP=Kl6Pd*azB)vsM8WZ+3znLLllC4U@He@y&4W$ibCQg+%nX$1E#WW{9h2BdI8GoM!yef zf?4ayZ0kKAu;B4wOl-i_2dw49Y?G@`A0f%WYB-{1?Dkvs8>frBd@tU5;k_4EvwDii zO04%;KsNo7^=^er=NKoODi7+vF(>?{7*%8*c3MD&7-|b#gA%0Q(;fJfQQ9ad$SIk5 z#1ckh348wNv&~5#V~Hb)ND*Rh@;n3pU9MWEJ$a~Br9O7t%I0%#e+=~YlGn^?vHikp zwqR5ye_~)*C5vzPCZl527tV)x;;51@*|o>n(Muk#dnu~p<69z%S3GBAPq;Y836xv@8B*vd zt%j}hY}ZRi7KBkn96>>fw)5oScNX2_LojKi6Yqr!ND#@ovo`2%nMI=N$`gJ~fn8wsPtuNu_^{aG3> zZZl%rW~;oPEXa?ssOI_>T5|e%e3bf%f(pgXD)^K$>ffY&u1Ly;nKu5fH_3oKP!J;w38B7-lQ=C;r=TX-qqwTU&%MvMx3>oZGTZzYsOet*V9i>1BnNt;TAQk0Cf&|+N1O&W(Z8I@8HA_X38_;L<=Unj`Rh3#W?wT{Cinl+nN zV^G74FMu$`=iKT3wBJw3nI{$eGuztP%5;XxCqrF zR6er7s&-CnV%exmVcG+es!)qLZaz^xCb(;e|CzWH{m3s2Y~_nJI^(h4u^oKxDk{D_ zj|Qk3sF%7SBd$FMpHx#42qwwi*p!FxtKMX)a?v_m?eX#KbLDe-Y^bG7H(lr}`NCBl z(>CGZG%I4}6$~KXVUzZP&0?5#F@n`5aDAU*LZf5JkN9NRgZ(m5znejrz(G}2Ok9hO zsrdFo1903QtVHKjpyZX`hWcw8TBD{SqV!sA(bz>-G!x9)235D9nsNS5tIzpU^<;-O zNWLWafY+-2n}k0PJ&^3fIk9G!$;p?)YJ+hC4O`nEw@5`u{o@Rc{`ehq)eA+`?hcp^ zdX^vLP$+lz(~G7;gorEa>yzpA-K|xd_VD95FQWwN)7hRgJi21d=cnB{fF7VHsXR}k z`X*7zF6WSXlquR zWu|fwV`}Vcf5C8roQM7gxlH~!&np10KxX(z>;PoGubmwp{^fN!N2PtQJ2}u~I6FDl z5Ia@CH~`!fI>y05z6XcCY)0)esZvqAGTLah#nP}-Zk{vA8L~;v9+|O`X_`GBn>cca zgsL8tLRp;uma9FKm=N29gr73*m4DSjpE*r^Pm2A2beY z?ZuC%D}_vh8k+wOE<&Cq2-WXX&i1m4Rfh>d)O@LW<|8_*K(S}Id*`~|R(sEoPEPOw zdDB6D43$WMap|IAW~H7DK)^{J9_kr7=@WkHb{(wCu0E}dWwW%6EDCvo1s)!~fd^rL z6}&gl4g{YzjQxesPZnl%*&fkC{SMZb|F1aJVjijg)}dDnHZ1GMNr*unPReidYV2he z%OL{Wquz=ZP1y3GjezqH3*zzrPF^Sya-F!7n?$~ZO2=M8Iy!QP#_T*c_xt;a(rB`T zFom9R^<`y<^hSNy%tI&hVeW}Fb}{~2<_~>k@VhMkQ=m<&zEV0>cNcRR9Kv3Xqg@<5JPgnig97YcrjgfOk(ALPo|ft<^~6_W}=0 zvuWkH0)ITOV|HwiVt5CsQBCnYUgv;{cYZ;a1uc@nCcDuMMQ^b%vR;rvY@X$YMqekP z1ZMGnUVi8a-XK0=FT{6Hy|oD$xbp^1&iT+$9Iov?+C=X*23$~Y0}Fe5MHE!K()}O& z!WD|3EoBefdfHG7_d&N+@7&(tBi2U#bj=9mC{XLwC6KwBVMGf&EHPtB@8;k&A^J+_ zK8?;(1q$~@@-Q6qzu#*_GRb3ETyjt?jm>Y9!oh;RTQ@jzxBzx}PUE@@)C$RVRN5ta z0W8echC;mFKv@j!S=ykOT}IhMFLTR*5iHM$u#oo_2s@iDFP57-#HHw*<|a*=^q2fV zdOe-3pr}EL-bpiGp@9E}_rU7{*2(E*GVj^>_=ilOu%_b6k4adu546ofiEOaayI=wf zAm-IaDT>%Z)L+1ge$n$kh58GT@z)?lx|J5$B*~x?CMlYa&&Zujx1?jFh+3 z=gyGE7@f)fAZL;iDV}x7dd%Ty1|CJF^?7b+FuNV;KOMWMH|KYBSJ|J2&XAkSPJRct zbN~xmb2cr(s{d!})y+m+Vk#nqYTIAL&zZ==tS0Pcp7R zjbhPJrn>64oc_$D=jGTZlyhh>bHS5KXT~6pp+-vEo%9vAqNUKb9)Ue?(5ghp94onf z4i&(EGy`Hs4`)2}VnnnX4|C*t#wPAjI!*7zwOD|>$xp5NZ#6bz4xGrqoVP}}TpWIG z#AZ<;w^S0kus)Y%ox&oS>8M>sF9Q=3N2k)Pxx5ya&M=(->@=er1uKqI8c9KU8sE5l zv4GQS)FpVM-_x{i$iIQOIxr;$Ab*@9N6IU)yOnsGk*5Fp&=3W#UXHs8JN833hC(FNUxXzjk3`_NQ;Xe;FE&g&h( zTlS&T0IpkG>cZ%HqN;vW;&W+ z`-K)H0(i$zb=dzTS~iAIa#GiG4`rxXpCzJ0*3Gy z2d-;kq=uSMNcX5^e}+U5TD)yEHggK3eJ<6l+HQq75{^dd8yV!IVVQVxxtoPma* z>7|3v91x~{B==W)PTflD`M3_)Nv>lfO;AKXA)?T9%34x%$GNAH-96kG-)8@rox89 zbS4K=B;>lt!_EDKA3^^mbdDP4?t8`GjrvCb-51-oWX~ZLU$%ORNrPkSpi9livLzQ( zg4tp~Md%`r41X{Fo^vqc1?N%RKYI$JuR5_JC~6*DI}P{OQ*jXv@n;a4$Re~H1giK7 zEzQgq1mO3#5^QO$?{;}xaUFwh<}^o}LC^16&g98FqV$QfvjmNfb)0<3u+mZQ*dM+F z?Shhb|Ds(GIyKgYVD3095<*D#P|^s4FX-)@glYcrf- zwLr&)ode4TUoqN$F7S$KWPkOx55=RaJB8?eTn~C8$QllX9U1p+xNvAUWHM(~e|J?q zlmg5QE`w@Wn1EQ*v?eE9G4qZG_HKxQ>l?~F6h1m3A$b@*Cvcf^x=on>mEO*DNQbud zX`>1XpG}Hg z>TL!m)i0HUvLbZ|$z;xl7)xf=m`VD}Cw&{j7@463Zl1<(wF77oAhAh@9I6|X1?T*} ztdDM`#1WB>{o(e8fIb}j-oN}01^iguIAilSY$AzbmdJoW9`s}Bc!{gapw@@DHl&xg7qiB7@NCw2SQlF7g(7qIA3PaJp_PzIzbF@3C9g_M^P?!xtBDq_zwG4x zeoxLOGm-1)DkG{$)~gglN5tBbydi}=Xqf!sFsM0_G5awJv(IK_qliiLSCmzx{!>k| zY~6}`ylQuUzTy2TeJ?m4Lv(@pAmxeX?ev6e#8^b}VXrva(t|u-k2{Fz+|}t$(xwj_ z=9GUeT5}x8qnfADn|Mi>mV({537im*ezE*`0q)b&mpNl4txHM$vFrvq9qdSX36u8y zeQMHyjHU;c=Gx*Q_QUR}h8b1y?6TUYY3v9l7W(sv=MDUfVUEeC;;@cy;lDMmKZaI) zUVmz#V$O^qV1U(V)=qp~KIEM_pxGdbcMIBl4PtN!6sk8@7mdfY3w=Xoi1Fd}c3-8~ zv}jxOO8_ht0SLqvus?xc`Mkw3of5IRHr0%C@e z8x48}G}p=9qhI1A38engPa9?sC{}l8G!Ffoaok+6`Df19Ms}iQ94cDIl@l50$C97` z=!Jz)YJNlJ(lc2snJ31J)?S{MJ|_VaY80W+t#>e6&fjbD*(=e2*dw+iK+Z~0+KyG= zib07u9M)9x9g#!k%b#Te%Y7~2`o4>MF54Kd_a=a7c==Rx1B|3VsSKw69%D_g^x@^S zSE#Z4b3+~ULV8wY_B1X|P}ikSh|qq@HFoJm@uP1yWnFpUrxX7m`AW;afF)aaHG^YA zU*7%QYUn8WRdU_fcwMRaA%f$U+!Oo}czEZ9nZ}P-HlK5^pCop?t@M+I&fZfkn#Vla ze<|C^juS4y-Y$s1jP)(WYC2;35nm6*)_+t|G8>Q_m1om2;h`t;pv|%{szHt6#HnSZ zM3+{3TR9$JI4Jy;PRsqtCVa$_V)PZzHIpsBO}TP8R!PjrNH9I1J2gR~Qin1BaZuRC zGjh5?;(?Dk5m=Xt4cd0%TPP1DrjDG|509x2!6*3g_jcq>S+z;f_qjZz*uHX~%T=p& zxI{l`M2ExqMA}E|qs?!IE_0F+GDRx!SAf~C?ZHuKleFJeiuC=>u{Vd1soC8}R?H)| zer&j`@W=gpLzCxN(`2WBQFg}6A;WwTxveh8^NDd3EXCm-z|~KjeeC|}qE|=kcqX`NNNlhWQ}7B(9?arOn_df&23?O|5H+*?;q(J_55o-i?&snS z-VOn_^qwT5pgNIip;VBT)d*&}4$b%3IM3M%`&6gnx73H%C}dx!yUqNaa&8Q7gWDYI zUq0ZDop34nt-gBwzZiSO+nuVgg#|HyExL1^@8KgY8F_R#H$bj(zms&ma}4%=`kb-k zU<25JF0JuJ$cCz_C)i0)exhSq`Y%o6@4ZTW;#*sOzSq$VQMc4+7f!&XqOg3&h3i5J zx&uEL^D5Le9Or>SvxUzq98GUVDK0h+Nhl9r_@GesKi$FwocDKe&KWm+Kg^`?-eGa; zTMcie+})>_@v7+FOK|_pe?CK1u$noX;Wv>%b6ahVg{SB5%Znz1_h$j~T0UIQd5EzI zjAwxB_u=VbEp!MEej7?O5YLdTwjRrGJ2%inz(U*_JL=^l*>M)@%S8NY2~Y3tyP@q5 z+Zb*E1J4Y;9VVAJ$c#WAHyEriims`Dd^VX!`VJuyagM8Ewi|Z*eAfNsm)N>V;;iqZEO))=d;AD;a;}L6HJG|kF||y z6RrzgyVCcKG3$r;aQE%$yjqvzTGM{RJpp3O6k*cL#N~S&!vjpSD4)!Ggmdo9Wam+g zezsz+h;!#8A>4BvI$Pf8trqsp2XB3wI8+J;?+zdZExs0eFw_{|Z78Yz;jgw(^#_13 z5Q??}+)2PYlc<--<4-)gVWIqK5=qS~3MXZ32Q!$Ur}q|G zdA*Fr*+o~kq7R40!J`sO9uI!}KmF%}SV{5qo9D5`j!py%K2mE`X8r3Uo)5g^TX3&^ zs~7|@^5hb;Hb0V>3&(@bY!tNpj4!uL9!3?|=~-wXO&l5hW?icU!a%>R4#88lSLKqX zXU)t>Kcatd$g6VX%o0BT9vd>kxmvD-D}Jb4>hGA6pw%ETv~{UbKDV5;x`xCV(|6D> z!##=H-zI<9GX%e@J|JZd-ko0Q3qvo^tY>P-PK-*F!*n6z+23p)JKcsK;Uq6U@LgQ{ z;@Xqyvwns=@hzj*`CsCH*A?;cW?R(4A=)wZo4TCTg_w6ul8d%J1ro(*-Gu#0>dvNzG|3h^r#fDUU+fTE_C?ByIBB*j< z)}mucFND-IH1-{Ed4@d$p!C4uLXid{pUs82CNKC!y&RKC8!$7JU!=G3W?j!pxvzmu zxc*1?nxum)*D?E+nN~Em8v+Gei-F>%?-YBRR6f1#xbe z&K|@>R?w)b`i{fZP1vib=wPqnOs{5;ITV^<&d+VVAN=(f+Qf)sRNd$WMosk2b5p@n zkx{y;(OZsJqk;=_VU_xQso!5mh#cTkg`;;cO+OboUmmeAqbg?Ts{YkxhV$WJp8L&{ zE%00)!$$yG4+p+3)^9N**?O;1-1;-;-0w^8x0Cn4gwreNW}mu$@gpe2(t@k#lB#!G@WDJJ!IKK-`7 zRC5{A!}GYSGmj|dn=IuMOR@l8Q#dQK6=Na5q#A!>MRC{Rms_bP%7mR7mKzldKM1~zX za)qq$;(q1MA<;I0v%badpAlw#q>2vw$+2Qx`PPROQ+M+ojJ<`9M zJ-xK(nD58I=m@)FuwCakbr*6VXTslgCn4v^V2oRr8K7|A!{rRr=-v-nMjaUW_d!zx z{}0qbro0F%ll_8uub0pci7y_{`NWiRsE-~!>I->Cq&quQ5q-@c5?S4qb{d?!C21>c zzty#E5`CF-h8P6z#kKFWLGRlS;b;fU@a2pp6$*cLnQ2?`m>>+(7npy->Mt66Hp_n$ ztFroN*c+)^NkP|K55yc6#)Tocy#T&LcYAqn!AK%*z(Dj}7_t$262%D}Q0D|gvS}pJ zbk(CG51vb!3yXSv4f6a>&t3qyTQaqaw!c@Uj?};;(YN2e`1bEc6{L()vZI#qadZidE)jTh{Rtv4Wh|=R$V#^MZGgoti!ln zaaZs&dyo2uUr&L$OR@n8s(5t6FZ{5bI8CS2o?1R3oJBa)iuZGI(%a1}SdS>Igb zT}RKCME_oPc+r30FDqV~mw!VdnmsAjFwGd}zDaywu1xG{ud~-SS-`~`Z31d9M(Zk8 zt%c&z*SfWP)%CX>nX0_)B2|PmE4te&Kd!EZORHWn*=#p{&0tKpCwJ{XIm)Kfnf)~P zHM9`_aD!FNa!>nM(tD8b!~WwwCn@dlN1xg5_*ximmc>|-=H7i{y;Iq+H_}HoSXwvf z`p1`TKWbckQ4tVv2Mn3T^qiCYCfeuEGJOL*Ip*)l+wp}j;Q`Muv>8Ta!xY3wrE7yg zHP9gKyv)>!6Nep(tqI7j@hJZOS@7r4$o=QcFZi+DDwH_TLz`_FAi~NwGbw;9UHE^SS7%V`O21Zx9s0>#re)* z#*b|7Q=1y~BERuq39*Cxpyi@6GWf+{lHex6EeZDtSOuj_5R}3F;)c97Nf0cwbNG2Q z@g`L{)f(MmCcMBx3Va*qp)BET9LZD9a2@)U{dn3P7Gj9i z`dG2tHtzeeGpvMJeZ+Wd+UqPnR@H5|b6$b|SFyd|8u_=YKb;)?@aoR$iuwF#tnxlw~|&G->dS3)t(L{WwEr z;l$f}^|=1@U(>v2Gua1>n}R1(?*l@?ash=MKNL$9(r~pHy@^(v?WUrqdUXuUpy}@E z+2t#RJ3fBi5Y^VXd1e~9SOmnvC&hd3gXspd(vMF>AZ-=xs7*fKYG|Vv!Cr_wd8yfj z=kGP;@cb-0hGKmxkLQ-0mp%*Gqd)&V!WDvNRWEqvW2Myv8)>CbNU>(q?sujzUP(_t zO-+q+$}A1F*82_kqYy7n5R+aly97wOeD6L(m9@&%&`728Qa)nXHz=IykE+`HXEDEc zt8~eo1DDs4FY$J$evvp3$6ms!u@30Vja>uX?vvHKy($d$xj=laSIO`u~7ggEZBKwDsve?Eu zAbnyFU9R_jiR2tei}n8fTgfSn#f?G#7wuM<5|EE#~_GQJMCx(3*|KmQxm_k z5+^($nT!o}oHDBNMLuVYjD?u1C ztWOA{(~nt3rx8i?KAOEQP9MnX*isuI4QI1f3Mc#!!O z&W3nze6${|I841h`K4y;frxc5a^^wzYabP9o7&z@qN;d#76m%snjh5-2xO<&G7W&NG@-xow9 zpW)~V?r6Ve;>@oQZe9WdKQ1~QBhuYx$+MOn74!gC)=>F{D2aSkMu}TX_uPD}i$r@f z_yCt$ZV577d>Fw#GjUzMo0Ejk=7_5HHCHyUg}}ymEKs^5_iez({RimKM8jk$BF|B2 zoNB-h$&pijBiuAMB(nk+@kW8v{$D*oDJjRGv@n=z9ezw0E#o?MOBfGb*u;R4+-G|z zovTQm_Q-aTzgLe{&SR{y_c+YddMo8NKs^x41=AfHzzE-$8vjDtYQ&onmob z!=$FzBGl(Dnih*i?yk;r_&v~%7F$@Ig29)F7k5_YbGiCgky<=8rB?XEkWw^0y*Fxx zG)2q_sj8Q8znYF*!}yTZUKeromfgMbK%R|LHt-*nhfpkfNW5Vn zIA87I_Z|Z=_Omyl2SclrRMLbA6X*g5N#5dv;nB;tp=J#q0PwgL8`9`NNRRFQq z_?t+_pEtRU6SgFK`30N30~86A3rN>(T0!57-#@UId1WQY7-R|TCD>^~5Ml4!7U?ZC zAK(XO{4Qd&E~1`PZg%u;{iGP5<=hQTr>@|#D0E)ZOcU#CM{vuM@$J+b983Kt8D=S@ z*ckkhluvSu402F^!^~5E`z{?wELzA)JS)t(y`_*EUbx!MRne zq_syjcqf?^lQBz&yQmI3KmQVoUWZ8{HmVvqz0AKE{ueQBj%4H@-thu8F7fu+}6&Qu}E~!6hfL6H4bXof2Qo^_@AJ5xpX! z;qaYlWxhBN2gVdc3Wj!B$i^@PWuCNXGKF1*jtS0rYPyusJ4bFy+Vv*%P2aRhB)!yx%zI|&6 zJ|1MRdqPGpQ`6s*tsro6cD(*gY3!a)+bFriO4wM9MeMDIiJ)#O1J!AnVBqrwt^X zCbGB(9eW@ra_eDHy&K7z8+^A#FV+8xD{x!LMnAKJ0i|z{AavjR+6doUdp#&}={uUw zF_E_w?I=#UYDVVNnFHfK1Y_li70VmY2Ks+ldU|@^4M7uqYk8`<8rBlS<8F#~yjXY9 zZdOd_^VTw^DQ_h*NY~n1LjMgM%I_3K-FKP^JBCJnq9r=bQ;1oS4hbMiKA~ehkV9y0 zGA$HW+LSUhK-uJ;%V%^G7<2mv=XGr=+*<3pH)A%9vMz1*D!0yXgVLRa%!R0a(0$gt znX7t@Pz*mBOeooA9P(E#x0nAa@BneNa*@Lcy^$Y$*1p?mejBe4NLetsjr;}hb;rYzxZ7^-iP-(gWcE+FW@ zKIS)3pOM1+r>L(#PUV8)koJ?2lbMX`!E4I)KS%{fWwQBuW(Rnrw4q5L0rtnFO*8sV z`0FjfAt6>vK$v;;-qmv`5$h52zV{-Q8nX23|nO^t{&-A8LQbu~1iR3YCT?a`$ zZ8aMb{8z#~lZJbCh$o(?o{?W+p(HAAX}F!=dka|g`BUX@Y;7MLOXQbK4V)nR$^F-1 zCM8fNn`G8}D3427%ObBXJj5wkg3;+>KHfk41w?q|qyiZ{jB*s{F?v)bz+Jpr~Shpjhn6CF^!9WniJSP&+mcu-`Ca{N}>Xjno{aH<++34 ztT2yCywfT|9O{(0oBciUYO7&4IytT=2CJO<%CdxJ`lD0&<1V~}~m;fM8rDmO=oyI~Nef1${` zN%2J-WlYD0f=JXfZ#movq1?eE5m`T5kH7*L{NrE$XSZxg@%^+)#v@|2Ie-fRKivP= zGTwdj9xTR~g$Kn^eM>r$3~&j$d=L(@S-*7&uEHce+9_Co=-JFvZ-j$-3UxfS^mxYb<*+-G zAr=^e@NoB%@A2fO6VdNcpA?D;7pKa3Pw|7&Mm;%+Goob9t&*rG7qj*Xp_3rYn}uTEP$dOqnyip z&m`tT{%6S*g|mzwSs0);v$5h`98^5oh!%FF_KwR9NAOSQ1B65kUlDPaPUhw1L3!0W z-h!3Dn0sD*6PK*x8EB`jsW!#-Ej+J7|4~(o$d|p$xo@O`Y~ug1j`PCrDEP3LAI!{8 z$u6P)yQ7NmaP|t`G0*sr{bk_KWcF#r7%W_9gu zY|&7-y!YA|WDClmcRq!(5)2GXI85p?o)7vR5k4F958~w`|2&d=#*(6V;@q1LKKLH? z+x;hrxJWW6mx`Z;ww-5zY4qako*5ME=Pn~;k8 z6vEKq_fb488Bzm$Jnns8pVouX%qK1Ai(Qn0b#VO}w;Gm1P&WJf&PLMH<_o#Ky(@^L zThC!2RqFBC@_E43=|gB(#CddVLy8SOzY73CIU$%CcJPTMZUFs@YdAc_|mS`=q<(d5d*?t*=yyK|6JAo+g zW_-zTN-1x$=xTBn*j0#Gf%o`P6mf%N0g`^n5QSb+UXFK1d+R_E`0{(J-}Az#iV2A` z(`I^o9g^+=+%4nn?G(vot){-s4+{ zSKHo2qy;?tzPl}W8mmzyb51UNuNZdlz;-)43xCUchcl~dSrMZ|_ZtZLsqaKu1}R=e=IvR;&^jZL@$Z9Zyx^ zTCl%REm1x87Jj?$35ZTUjah6jIR?mh30L$Ei>mD{b~zIWUux*R2O$}5&_@2r6p~=3 z!XN%(%V$%*@Xbc1O^(=)9|9?G=kfEmVRGb!Q155RY}oVcN zRQy=dHZ(0K`y_Y;1eXrvh^#p;y0S0aL2%VXEdC4F$eyZuf5%OjXWg$Jp)ulZ6tVG$ z-o!b(hq3C&@31|?-7+P`Ny*QLC`OP$h!Y}a2^MGh7(epfj$XB)^H^ydC#aR+vLtyu*RZctzuBjr|v9)Cv*>;_#4G6YvvBnPft*7gU) z5|SK{{{DWi_Pwh}chN|XQRKF3c7jg=UMk}iqP;QnttFoAWiC+zBo)1xt6s2;T@BKF z692oZjMov^9On^YZyh!2qRN*8&+zGlqmsav-{{BNj}BkdU#iL`C($1*rV43(NCqe( zEog~;LUJzlMhG(;X{+YC@cW0jpAU6yPSA!oi`>rV_7;63Aj1HUZk9>m?43l*F$04k zPLKtUTB=p>rJAG9cS%p(n0|uM2lw;0|4Gt7x;s--*Hfu5J{*e0|m3zxend|c+^w3b!;q$7)AQ1ul`@jLMi>o*>uBGipmJfWr zARX>-8LIQilP6EU^yLPg6!8m0D;Lmm>0;gvvDBB2wLA@rE{Ecwh`{+t(??BQ9p;HE zp9$6Rqptcd#0lj#sa3}wn_823 zB+o|qtY*}4Y(bQ3Xwd8BdlTz3*p)$};A#g!m`#ALzY2ZnVDm%4{Uwx>S_0nr*{Pjn|I;S(}^hv7>8@%+AU-Y>m#gDtL^w|+#*!Fh2zeywwVB!P3) zH7LsXK@ZjWq2LO8gQ*zN!)4SbA-r!Fr!Byb znhyf8QyrJS;$$|p?vS*!wCb&w|EfSkVgOs8zT9uW;FAS4lQH0WnA!ePf7Z3WnNv0v zw>^|&ib{HKiV)Z(bA@xY1Vp^V*U#ntM?mEz=OtZM?VX;AH@jU7%nSe=*M8*8u}N%5b7=Khe6x-K#c;rut?M} zrcaU#hSsZDry+{)MR+^Wyb_JNYHyV*j7V>IOx?cZH=SOq{Iy@{yo|35{qbVU(Y$xl zx6Ec{%#`HBZS9L2qf!>KxDC^!RYIea*c`C;hf1pwGMQ4Y-c6~s+$kw9BFiwW^uxQd$3duQmdwV9bFzz)PT4>B_GCVO$cZNAtS>GR_09d3$>s zF61S`7y{+zHY+T+5!2a4&eG?iO77yJC#cHtoYMNt)1H^?bPvp~AdN@3IHwwu%2zeVl@>FHx1i57qPZ((efA_a*JMz5B35WY@&PM{ zJIu#=L&Qcad?WiU9jC7EfgoZub`M`eFXY0SgIDY%1$p6sfNSaq#7eLOD&(_?H|4e~_s9x;(Te*DMQHItwc9()@`&8z@~bti zflGq01wawkJGju{9<*0LWhK2#1zmx%frZ@tX~Sp3<7U%$^4n~)fLh%*HfZF>-qNjN z2tbdC6bzzafNve^)pVWJdr3}!$%j=epjj4ZapYm z1`-G9;)0BvPV7mPWOA+hw-;6%fq~Q+q;$>T*6bxkrUX%>JEr(gkUpZJ;i|csMe(ux z)`;YintjY6y}vpzV#`WC6t}?qx6Jk`A?FC&6FT#1s?&S(6L4=aP!^pwiH6B<6(<44 z{2LT}tVYS7_`Vaj#=vi_T9*djB}W{WAdQ?5271AjdHkmRsmKn8vA^Eo(UJ$j)UJ|@ zcU}oZvXbG&0IYMqJT6eeuIe_A>8~$7x`|?JD@jIYKxIlq&GB>M?6wO1vI_e(f>uwF zq;Caa#`YNBHqliiRlp7}?y&a46`U2?>tQA0M-P01P1&?W8t1)_JP^B!GJklFiStrsVcvBWDLd} z0RIO;$+%Y^po4KO2uZ7~T%rw}k_{ycNoe~+^hR3c21Nt4_<>E4N(swPlIgpF0ZTQs z*6&m6Jea}iHgU(DHb8N>H>Lr6hZ#dUh2c>Dl0A`$WcQ`U<5i8f z3MrN-^6aF22tIHIAF$0xQvu{@;&y-?p*=urjyy`R%l((z86j7oeYX3bo@C7HADv|Z z-sThp@w%s4hvC-SL>IySbq;{-7HL zqONl{ieQGuy`*QZChf?A4xOC(KCfdxFp<-zAy2eUEEf1mMK8?q~03Ew#M$(X$s1 zj5jkWqJ{jQcb9Er?(AmX!RUX1X#uUGtB3{xMiLSlA7g{f!XPf!rC&Qh=Yxn>XkX*f zoDQhhMEiBxv%cxIO(fD3lZ4>#P^TR6;Q}o#l9{x^&^PzNioI(vXJRiG=(|Y$=JU2p z;UDc)5dtQA1z-I`C2=J5f6wP=vtm1x>JNPCka}Eyo_f_&w)Ypp;u~ISq;)JKm`Q#u z4aVB~R1`pCS(!NaJoB9<5xGG5l@`j=yg*H0uvq}?0zz}0_;@;%3-oCjr=>m}DOF+e zpp_{W*<+^yKEQC&GRq+1FNb-uk`CW$<7{Mh2_@u9^d5xJffE1pII;B*&3lv7S(GA^ z3~f26dO8S6(}hP!{angu`|V)$ByYiX8mNZ)07J89(^ve8BcsXT&SUK-9Xn^@XgYVf zTgdj27rJT-hycalrH3x@W%Mp_L;$_7dKztFqw^f2k{l^k=)W>L1;@7iRLnAFIeLu~ zNb>Pn&qE?nPiI*~kqjZQoZd%Au;)>fN%lGY&dSE*ITQp}M`1$2&1qw(iWf?}nB3N-6=4p}S=% zZlQ-aTyCLEGd74j)9`D)RO&qSvkDSxj@M9^M0swUGbTfS`O9y=Q#x~xA1^kEsB5xp25+A9BlD@$NsAShB$pxA^CB*qkl~ zda%9_)&lRoB!ulJFtmrUjTCRkhCKoiOV}5<7+Tc-c=0XJ0Z%}d_(9d&q-_R)V-P8h zhXX&G9e#DUN^OrOG5|Jcu0^?a)i}}ut`F|@sg|PotM?1j^?!*h(n^#29>27nK=v9s zXQ*uDcH+{t+e&)D6W7vx)&2%s5V$|=-(@vbF<{w0_4C+WqToPkUz1O%?JXQxQRz19 zZr3bJaIh9|X2I_2L+l@(u@t0_Aw>x&CH%m#;mPBtOQ9j=0r`}rU^(SBc9rJyzjJ={ zK{#wbWa&pNZ7-L6luE*0roRtu|1TK7g6q(|4HC?4EHG$Qy(T5Palx>Oe>?etGn06Q z%?CaiJy|dTBSVKbZ0YBYty!)g2^J9Bfq3MEw{=KKQ)t(zO6O*2 z_Tao9e2waS`0fV|5uIzZ9_WqS)mYLlE_vS+z_$5;GG^zLd2F$8vD4qh)pAJDH>H*p zC{6?Sp(o3zN0~@ClBf~0ko-@o>Jse+BMXk^1SJ_@j_O2KB|xzzU%A;@94y6D7d zZ4nxfO**eooqF|4epTD)O&TRIixDLn@aN=*nsqly=gW?Kjo1?8qf!uxCtPxwk`OMW z`tjC(0Ff`7ODlig}Y~WSlg{F-Ia{`59#JM?XCaVeJTiR7hNq+4|Jd~7JT|P zVDX<9K(Cx*$bP~Cm5?rJ@9__*02D+Gg${E|K}}b8e?y!{FOySu$h)q8P4v_ zlJc_^=jZs{p*}yLSUNb>kl`yMZ|-OxQHn@m!KW8ZA4$m(+{p`i-NSX6>4V;b#e93P z^*=*H!7VN0rAyW#cI63PQ#5-cd|&Ost(}E}U=J231!$A?gx|fZQ+Kt#;dZKC>D4n| zOu)Vtc{lN)X83^d<&m!v^Gl>U{aEXNj`|KTL)>=FZWzOszv$2C6ah8yarWkwOkYQ? zaQCL%yV7aL4)k!ph>>ZXtvVohpn?pHrhD>{p@o3_GeZ%|C%&rhBTPRDnU1#1_ESe{ zU8NsA^93xXaFC(jqoQWvI(Qy;pG=WgN>dw)Fq_y~3rT#XN^9XP7xNZF|I_D%l}kU2Sn%CE?g_)z(6x!LHOwfTN6q;?BoQuMSq8 z3!q4qXU;qEB7z(TvyN9Oo!hJ-WQ85=GaggN>mNS6ygp_mQvsM);K9k#Y?*0n zXgtvqcbbMz#AWy@%rFRRGs!KTJ}hVPf?Gb$UZo1a{pgRe5Qig^URu0@%vrP+%-Ra& zx5R{0Q204@_R;t5k>3j%)wJd>d3SQlq&%D4xij%I3e~bu?``UH?VG{eVp9@F-5hL} z3N7&b{O?>2D_-C0%dTE!__l^|`4X<){ClCrw^;;>hW*Mfl-l>)=h=&W^wB0_CF5ap zRVa9R1;BM&)D>Pqs9PT~aFXGVL#TBQ2oq7T1MCpqEB|6G`SeRGeDGs%PJyr}y+m|EeVnMd^q$ zCopE}+~~{n=Rnc~h5zsS)cfKD_7ejcQu?OvF@vNrL}Q2$zi574noEILqxL2ja~0;rmp_ z%$GO6kNgVrzDD_rwtj?vZGjY%^Ey&KxpK)T*nbq###ZBZ228Un5_~5pwIEVH%-pyX zTVzB4De{#}UyJo}yFJd=tK^b0stU#X;+3A$i>^^ws{%H)-M2eoi@p)I+~DRarIKbe zRtg)Nk)Cqz%gQ*?;yj&+qyK)NRAq9XZH4mXu8~YL_&(x4QJkRgI_J5y;xSY!K+OLb zXVSdkI8_vOckXT_fel7kikA3$ix;Vi!7VJOY?J&i$5ugJYQ5cxRf+gB4(ALz|Jg0tjD)L$UC>OAF#i$V(SB$6+Wqf8xoGjo>0Q*E{KB zFGJMGZME6cpNidvVF#-b)jIb@Xpz5kTN;s4^t(r`vd@{hHgeN*z9Kyfc_fl2Bi_nk zQ`)axw^9kn>Qxr%MQ=8(oy15x{Equ_%d48~a3t;Jgj*N%B;xkpN30n60NoR^k7H?t zlmOfIAqk13q=#2Z?ytqnp;lg0QJ@7A>bdLJ0kp~u8UC>9clgs0YaaKn`6BfI4ErWo z#AL;BG~9DKuVasLsVL?X-PfY6?+EzO9lC!V6YG89mOq_-==8ssa~=E-Rj=o@V1~_# zVcHyBO^Nf^9MiYmIb%DSLv+I=CPk3+Emm<2eYhE&Fi)Wa%-#J2nEk6IA-uTtnB4@~(2jpFDP$x4BA>vhxJZ7;Ev_$2*r)mr*MVvVG0V&LJ zN)k~8&SU@$KF?;Yh2yd0E4c(XvH+A5F8O+QGJx6|Bl^qxl>yN=u|g__V0SBdz>8CA z;DUse#SGAZzRA@l7=a?jBXX7rr)1YNt`T3FjREbm*6f`2>^Q57+b)<{>`4>pKR2G4 zn+KQ0=07mI?EJ%?FD#s{5wut>=3v=%ki10{ucmd`3ciq*`BA;&l+~of>~53QrGqh> zl5^B{&)>f~-fp*7*1g*Lu7U|i>WRd{a_$&r9#BV5~+GTZsI4Ba-L! zCP+Nwxf-3vB5Kg4XFJv7-^t>_kZ*hcu9dnJ~2)QTK6}eKEV*I%e2p4RHCry5d($sYuZ`VRHej(N-?GdB{of zf!eGgYXATW6i_MizDQlhYFlHb3^Ytlt^;X-Y*NIJZ`Q4}obB z&_D|=13K9|D&Z~>?SQ&vw9g84hfUuXtUxVN(LEu$ST7%MEY+Z6+Yh6czJqa^p?%I0 zF*@3J%aCj$opi6tZif}ZWbX`pmw`B<<`z+ziw9PmXO=T!O1F=jD@_+DA}V}<(Q9?h zCJ&76d!iMg(T=5yA5@0HW^+&@gIZC_}TA)+B}p} z(mb=ztp=hhFK*yq`W@cXqg{QslzIw;^;zuZv0PG1cASg;`DehoHLWUWs)qHNM%Qvf zyLK=@ij74~Sit^{kkL9?V1?Ta#jA_y!|xWM4X4N#sPtNpZ3Qs**ek_(Apy>(V@W2J z3Te0gW8V{17>P+vn`~+T&8{>4_l7Yeo)4v4e$<02lcxnxYEZK#V?zx4MUBpZQoO@o=BRv6D1d8EXGb)&jH%-n@eOPFjsVYWLj+`_3JdllE#)ad{^DKL%uI!zJg~mF0-%WOMC0}GlsE-gLZK!=|o9`;z>4Ln8 z&2BjI?mtA+$W~${S61lHXTc-G>4Iz_H!41Ke{PnE-2lWGvMft{QjhYBIs8NQovy0) zZWqz2C8m$cQER0;oV&%rCe^v*jT!x~Q4y-E8J4_<@coD6KeC5RHjzi~pX1S2Y*#~< zKWee4OJN+uit%WsB#-jtJS~N=7b9oDuL$imn!qo%F_Aw0 z8?b(x=EqDU^u$4^jTJ@no&{0LvjAOUa|R84eU*D(Yo<~p5CodGy{+Mf@r}Vr} z#~Zs<5K=qclw07VaDGPlx&@OM-%Mu`5YvTGZ7KdRPaH0zd)_+2QW_E+e7?0>~fC@_3oSrmsgwRdrk>lB^=f=5P7EN=m zzGo>axgcr|odIBMYSkmd4^B&h4l*4>rFc?VV8lUwmzCffwx5}A#uRa5&=3qOq`9CH zgCPsT@Z^oj$ITbUPTjhMoebW18jj9t=AJVA!M6OM5>0diF3+LRvLLD!ns%~*xI61m z99fA^i12f|z+o z(*ddZTc=rG+|Qr-%B#*`ZccAijS~0l#*+%z#7k|8#iHJ`?xd(^-pm`kz}ZK;_~{zI zjSuxntlR!GveHaEJ0y|Vd?X=33o7DYYK%u)7+waZROyZl%l^T;aL`&U7~xhA*eHANpMH-&4G^j!-p1E#(0S;Z3W>M8yhBc0rxs@4xypp5Ivo15|zc zv!ktNp2~~83~Pn`BWG0#-C;VR*IFf58X z4%ySb_eTiBpV%DOwRs>d+#080NO!}(4De`oBE6>#@dneTu#YHOUESZc8Xa+JKdyQgX1R;PeXqFz&M6Yk*b z3-euc9#Wo}DgyJljiFx6U*d(~Cu z@T1riG+{Gq#Z5-;rwVcim#ap-)5R-VY07k2lGXKgd(`~97septQE)Rf@O@(DWrFb@ zD>}5-W}^sNy%SXCAXhmc!lGgr7gcSa8+~nM49+^%{9v7`4CrhmW*ISTVYOtE;2Y&r zb4s$Pwl~Au7l)fpV5h4`=K$>$RK=^e90H42)Laj{%<-sL-M8QQ5oVQ~gL>g7YJpcc z@2>=5WAH(cNSSuXgE8|vPO@8|V6)g0p4=MlNcng#OrPFGC5`WeuIgZXgaHFJ!3g@O zbcAjM$$;fuh*q48!ePW|Ve3-{p3N@X?V7?Yy*M?bXd*9WHFPk0F2nW)xGs`t7}0dx z6)a|d-xM6(Kpt;>3uh2CMG5J}_*$UW6k12nm?HH%%CEP}Th4`@vOM%8AP~1s4s-6y zkU2Q>93hq&Hlbr|;rhJ)KEeC!r3AxohrX<49O2Zd;KqVBWr{$Ft!PMW=-V*Jn_^wB znET$xaG{^+D- zhX;RSuI=F?ELIQgZI^mdHmmPxTowiXW9AV+g=2mM@$ZBeUW-w(+D1||!$vc1P^ql#c#lnXgxdYgo*k)8< z-1MKy%;{oUh~D|@yV-hKOSqu$pixi@t5x;8kK$4IU#sgNZx-rp46)Azl#RpgPDI?^ zR>-BN=13lZSV`hsyP8?1x+R8uOJrzkYPE z{OA>R3&0FdqKO0k?nYh?;nti6jHf@+O?fy6R8g(0ZsI^ptp>O4|xX7-kD zJ^S)_rK@I(!ssuj6mkqm9*QZP^D@PB1v4fLvXvun%gpL(@)JR*Z0NxW@4($&C=h^94Tl{F=W(UIFPv3$*JtN?~{Z3irO#={o*r7>iG_Gk^lI+4tw% zJoon}G+Zar*N&_vFFjMVSBKp-1aB_CE8c)W-F}S1BI`5+dr{=jPC}E5TZnQDsxe2c z>!&c7h3)e8<6FK0m`~@acvd4VSLW=JiI|OEDdr&AyWV|zaWd1|!4ta{yYj{9^cgU| zgfQ*mxjUarq?KgX2-9RtsX(k2wb+uF#VzkmWZ z+r-U)28yjE+Wh}W`|fxu+yC*W^PKZ!G;D<;vS(2#(Pl%^DGC;t-;SyqkQS%VM+KbW8?}Jm}{?n$ZY=9Hjs2P7} zB^s~qr0j*uigt!K(650ZR3f==I`N1{Uzs}0yb+{%PSopM;3>Mj5DBUl5tdNRNOzcr zPh?u-x`B>s$)nl`8+-+P+vffr`-X|^R|{PB4Iv3v*+98u7J(h`J<;00)`9 ztid;6&tHPUxN!^cSj5-4)C{uG)V z;{~wtr`_%o#nqKZDhdC$q^VZITsAuh)cV9khjSw-0-~vpYfL|Tq(5dYl)>aaT4UG- z>JRPwWXY2maeC0|T~l&Xo!bhwJNboyoEaeypRi(zCq2JY#Qv3Q`ufiGO`Rxu{6K*q zNMG>qbN6OCs$I-ND?`H}!fP*0=)J^g#+d5P!4zrUXU?Ia3`l}uAf zxcI@9za+@TT636`LqXrgM=Gyk6HrzY4gCqJy~N3We?r*8bPD83HzVFVb>!1yAF@hb zgc2}Cu&j}k^ae@u87B0;rbm1Z{@dsSb{6jVp0quiN@bXWlX3BPu3f>!q z0RyH>Ca2MVrGZh(I%vNDB7iyJ)1YHhiRcgwkI+Bx$Nz*L!Z>D}G9cN!)VG54kChk5djdWp0@O~7cI z`t)KS_15M{gmUxUS6FY~AbD~`W$t{7gokt3pAjMxcC;v*b^r%5M7c7=oR5$aQga&K`>af=4&;t-Crs?kYWt%O~1JuV`}~X zgS#uV;5yR+`zvN2T>ZRwIEAL9G=S+MS3WRvXJjdkcP$>`1ttJ zL=&EoUI#HEL4((I=UQ^Myt%h(!`++M(t#0KK9G92bCBf7y2otF=-B4Au|wb7@q9=eXBm{V-V}@W2-9LCJ5oU)sB|-abm*Z$&_B=tj2P1@3QbtEfa8O;(J4mA9kq2V#%)>lu{Ga) z#feRhZ|%n&2==w%iK1Hw>;kZCm^6LxX8ZplV?avmU3ARToKkwNG5?b*fm7T4#nV#q ztsM-extHuhzk}vNpo|rGv;ipt>SZRW?{Eja)v)Jn|NO60;I;Gxn4ddUYU~hGhMj*eGyK6n{vA#cH~y`7NuhWCQjU1#rAo_~bwiEHR>9A}yeZyPuBHub!1rNPklDNmUVzE>F2mER0_wh8D@KeY?cr(3xdnZ`A&~c)sm=aC2VBdFaOS% zb_6$Ev1>KxI(*vN zRdL&gU@rwL*=2gr;}Q(xHTtDu$oAvI-45mit?uE5AyLP_9EA4*6eZVDEJ_-#Tgz~9 z^Lv2>8avZ&*d`2C{zrq1iM4esQ9z7t@;@bl_yC)1?*A<#lR`BIkfYVMG2D@;WTfo|-ecD7C_J0CT1M#qOoQ2TE0K`03LA;R3Q{=4;w3a<(NE z15~pbt#YhB{frqBhfC_V6`eC7b2ORm7vA>WTsY*Ot-ioK3xPe$3NCTAX>20rT2uB2 z{LnLR^msp|PEytXksE*M=Oq&lW%0y|Z{n37 z=q`T5AMO8m?y3m3lW=4&n5q(H^M2v_ciY92Ju2r z7vQ&r|HffLq5|QY`JDJCa@;Zo&cr#Sb02|!-OeE8mLz$zTC9*A!8_@uZ97Dcq|)9; zzu*VVKy-@is=r776Hv*Rqu<2I!M=yI3x=>99{ zmB2svMMsr1W$X$lUVdp&@HM}ZjUCj|zhEu{2Z-QvTS*k?#AM2t|Jyt!#)N)RshmdP zc5W?`zH7g zDAu1U3VLFPA*BTkYC@TWsi54x1nksx@5Ppfe`BbbiLH!%G#%0Hm zT*)AucgonGP^-cxG}w4HX`_HUkEVWsL_F2|u%3!|uAN z6&yd4MNd{NU>Zupq*-?8f$b6iQ0xDPJQ9Js-e^%@jy+3}1H{D)m(wfebrGO0unKND zQncxoIKxI6P&L`kc!%uf3r+;??O?dVxpPQJbl6iW(d-Cq6|Ew@S7F|=7+4mfM#@r%7a$LO zI2(D7l~nbS3bcR|RAs{fGI{U0t{5g; z`&Kfbz_m~t4DNbdaqJ&NDqN<_%si(z3qJPJ{W! zSkNHk`R%cep6T0BlL7f|?k`;3pXPWa<@|7e68}qDe_6nQ`r`;Er34lA?Y~6|-D*0j zroTD|{Pf7|*BbrZYt8w=e)jX)zRh=}b)#V`>ahqree%paYmUGgkTKKi&v^J1hOTF2+=4~}7u~`=V&4t88PJup9 zc*TMT669|5q^<1VXZb2*ShU8C{b)@d?~b;l_!54@ao?Jjep^IXY0t!&?%|q_UF#j+ z9~(9P=vFhD}V=K_^V+V8wE4 zx24LB4P|7zZSj|cY6DM^r2EiVK}6CmvIXcvJj{U9q#KfkFEvdIA!H*g)0-H-k-`5( z5YXA#7f}olAKW>xt7njT`r`!F2r+yjk=%b_;pYjAeM=WWOTILF zW|y1uZ=nw!UzbmHpEU>^6WDTa)!I0xhMsjtl>(jWH>nRgeBXPojc+sCn%&3$^>6#< z!WAq-`)j$%&v%ybW*lFBK(N8*+Qz%X#Ts|FO{_*PW3#z!<(#OIYvugmyS;PTPSvDC zx9bM9&e+@&bpFv5-aU|`qRNpQ)8p(Op`DJd8M!!nooIJEvF)!`&5jSG4A>{s^yF2r@~2a|iHZpI)ZU??y78aWo?U0gzLrHb%y1|DtP?6GwhvB=WJZCbc+sJ-a?n{LzDd@&8z^fX3F?ftp%6VIg-I`u=rlUx_?T zWp|HMW&WtLlZ-__;iDK9#OV+&xSvg_#NCY=#!(;1(MhpDtT!`vdrwV#)w#)fou@K) zz>H@;WsgDcAGN7PLUzP8gUnF>Q+r!aw{>(cT<9I$zy=t4Y!iFJZTWPTP!GRnv;G#FFx?;C|Jw8Rh|75&A5_@7!MM z+w1%fy(sn6v6*8AKTP75>a=-As&ePZ%Py(VTXo?k@vp9aCYNIL1cdZ;m}U0GuIFuV11=AGAGFST0`|03EPjRmZfK8Wv>yT+@rP5OZkt?j~j% zGYJk>*?zF2t3kKih44$LKCaMy-nzg7Uu8S{rth+3lU)tFVxU>wbC`@|y1o09Llv54 z1z(m3HFOjNVg0p5ck6@I` z-;jFU{YhMuX<<^6*CZ*YZ_Q;aC#8_RJ|u9cI&-=YSbS>S_4W0)e7R-)zwSOrUKeBr z&&YBA^&p}--R}XiN07vBuC3oy?n$pYP4fRlizcVOJO^&i$(oC+{(-Ko?hdNfI&7fNB~%l)a> zaPTgv1IZtx*Wy0`@sQtrYoRHmR$>66>su8k`&L*h&{*Gbl5&~$g84^Ue(4b-cuca% zuU;L--$Ag6#i8$SRP_@9V{VCj7zhs{2+Z~tky{Bx#jMWwr$xR&@a|UPua>R|(NxuJ z63@*E1E>Xgu3Rg;)bpnO4wIoFn|(@6cE}9&EJ-)J=7)J&o;|su7Uf@m7=IkQ+2OkL zzOoAV%QGtx=TmBT+JVyF`^f}{`I-J{N77$*8WRh^I-Jkn36GnZFK%K((YX$s;^cfC zy5Gr={i26)>Kh0#cxg-6n$8O7V~}h~aj{ynN9L>ucgOAhhee=`8l@bD1|-Tsx50$d zCeO6r@)4p$E8@1K#dKr+5tVRhJpNaG-bK=z)i`ZVt=x68s^f6>{H*hIHpOuL$rm<7 z-8RL_4L?_hc;3{B@7?v{_>Yvj^3O2&Y>4nF$EWrwW8@n;9`_BokGb@hr#^6VIO(u= ztq-t9TWUOIhC>49ApaLeEbYyjM={F%a|b>$IOrJ^bO4l}ow3P3tMak{-)t+QKyuOB zKR|~>UjS*(trwfY*DrDJzkhQ4zfWYxIKv%bd*D-k)p%AD(}QSv=xI996H_ANsC=}! ziWEN9)W$7O^?tP4IM&S-t2WQ4An2-nk<`Fpqy^e@28)?~rxFjQ!Y@61&*<v0^0R&(zW=Abb9?M&|hr11Y5WQl|sJG8j`Doc3z%0d&rZkbG?_`{P zIf}XWaMs7>opmJV_^ATPEMd2ELUIS8#Jc9%vxDrd(`GfJebY~e8)mEL1u@Ba@L&eFfo$u^2mWlakFixiof&0VO!U+h z$GIyXeK!Xi+_R$Gn44!$lGv2=aUFX|DaCzOz+_0i!85m&m1F8mjikA}oAQ`>tI*7` zvER*&;bmXtd5TBZoSc+%^E`ch{I35O-$Ut~>_Cx88r*aElj50!f*2Sxl-Hp;SD`v5 zkkEd}kS%fgFX*i*6vyClJ=AM4>grmZGa!5P_zQ9rqg3W@^l4aEV9QW5BigeH=9j-e zd|Yvs9O*&Vz|yGZpdLT;3YjC>A-g|QH9KY7vRD(~1 zkAeHvrq+(}WlEd2n+rl64ZV2L)Vkr?{PgKlW8u1Nbti(ASEZB;H*~bI)d)#Iyr>+> zY2MWn^UO=~-sm90&S^AIu1#g+Q{Ayf9iyyu!j2s4rd{703H<{dXI5Cf&i~W8JeU6N z)S^`q#NjouvDoh)gCtEJr!W9XqjA4`!&qqHM0OtLa$~q`*lX_t*T^#rd zb`>mm*L_l??ZF1@O)05?%y`oLH0(0eOY=OQ)ygB4%hapF(0RyDq1%rnUDYRN{s!NJ zA=WWe!XHs(8@)ki6*N%V#ax|e?JL(vTo!0R5?aPJK~BV=prnQa581psuckC(SXN{m z#d$L&!VcN9(Z2p{zE;rDM9O{t9~bBkNOxwF4>G}7OFe8U3#!M9@gG~Nm5s6eCjQWiGE3{12SQp;p8YoFmkJz7yI2Sixa zomRm2nZdr=s*;m0Hkqg=!a%{u!5aKn3In;JXBPXym4?GJ)#c?RZ1Pw z-AzyM5|X&pFC^Sfb5f}{v=$=F+gwZj32BaDJvcja06)GEQ$kWw2^e{~{rFi@2peeP zVoop+zT;9=IQlutKU{^gB*i1pPI;^P>1a|%isaQ$c0$E+>9M@k+s$Z~hTeqolnNPA zukvaAIL2QZ-bC1TC~RnLzjly(2L1E4=c_xSC@W?e^y%7^tgs|koMN$Am#-X|p1w1L zbliBq7a(_MG)OzpW!k8rTiU#b>|-kx1ZfAQZ2DRVd7!55WT0DIO(Tp&h&{`o97ZWs zp~i-D^TlhawEcO74zGQpo}x_!yMU2ED{SXsasGCagMhK^nI!Uwya*}?f?iH;aZ$WW zS027s#Z|iPVofr|tI0S%AsVn>%)mBt*kdEG?}1Ri(`>MpOqb9QDB^9yhk?{BoD-no zjU=m1Qv)dbf|!kGjmUQr4KX=hh~GzT$|0?zaA3&#-*a&FUfF(3?&pXqP10b7B{sPT zL?##&hMzPp5Su{Gs99!j3!tq56OjVvtmAKmct~kqYxFHooH+3%x{)&NlIbtcg&)f-SjR168a$K`Eu^CbAD`Bmo*}<%2OSZCeL#D_%|G^KA_fv~PLX z!X2l?Ti4Ok*B(qvQ~9E0S#=zjp4-Vpb1Z-yn42FL&HCAtc==`HZ%zJou+Z!Vq9pkm z?78Z~#aQz`UsX*sA=mntzH_Z+92Zn5}tls!OTP^G3 zQ6$I>&DgxNqi5UOvV)(b+LQK4&M0=ai>9g*TsC@!mPz9}@kg^u>DEubqecFMIfp3E z;Y=`J00uNq=q!gipB7eSM;YGKts!}j#DQ75!I4oFvmen4$|yR3>q+(YMzY$*+=tx< z_npLVV|Szc!&K5cSbAS&cTk2jUSkZsQ~c(?N}4(M;G4lY*xI1#X|Q>?rEuB zxe*aNau~rL??%DqMMqyW4Mor#z^E-Sus2{X`usC)=KD>|i2XgA0VlE{`ag-J0?~RHZJVzF@biM3*ZQ0^#>%ZwfF-z(S zRuOTqVNV;$cS14hFj)wGf3>Ocu6IeNChZy=iDQoay9X9qR_)QUSWX@Krs8#R7~er+ZZ1JuZ{^LJO& z1#nDj{1UH&h+^VX&Kth!r2Vclw$O%@n0H4!`Q*L9O+^aiumcGxsjQ0k4-KD>TIaPU ztjjwo=80d9F^ts$?5jSH>Xxrc<-49DX{e5RjfeD6Zj0Mm?kY{^9V=8=kH9r`7+XYBp0!B^&$lJ* zA^Ocy{?oyrP;xq9q1obKxYD@4_F0<_l1L>yf~iH^{5t7lQkUdHSR}|H?(DSMIf(uD z@}cwQ2ybphuNn89dr9rhZE-=pp^qCxlsy=xF{Xnw*jGsP&tb2ylvQ)L;tN z*-63~Ivt+kmd>QR5@KX(&bk6ylen%Mq(rf=63Hir1~VO8=GAaGuy&~l%{X3cw@_7D zb*h5k4c4)MEtr~2mxl{jiE}o?+-4S7JlYNwlAdVVM!l7V9>x3zP6tIidN1}7wxOd5 zDID@$t0{p%u>ddIKjQny4}DR$w6jZ8DT)ik1_Ntjrpa|D>yz`74XcS?zOOKos;RZU_QbFsWwZ_>le-wt1x4VVr`0OhKGeXc=qZPb?S@h7ZZ=0$ z%pii{C89WhH;g&>z(!gw|05pfYgIW9sBkQje&}m;{nfZWuzCqG(fxF#d=L zA1im^&i0!rL|bZU=}CeTv=cSZzpld3mD2fx3VJSPSka_B7OMY{=#OawZgm{fg|*ko z^a#trNI<*noQayogjZwg5xl&-MXSWtL7_<4!{^fOBkB;+Lat(je#7pq-&{!!2seg{ zhQE_Cv(`Tu>Q`>uK{}fDX(`ia_R^YA|(XMaL4aG!N*iSm)@ZgD8aZKyO>JnXkek9d4LATs!tS$1DYwD3V` z8K|2X7R0bo(XD;*KQehinQ+$_V)!m!l;plTZEH1KPm;f<8Kk@e(zOd~f@ybPsRTW! zx;4Ajap*`@<3Ji=YP^mkG;pS%6H&VKQsK7?$ifV0e&k6IJv6XS5c!<_hnPs?BNn$y zfDfdTi;Lm|K{FyhD@gA?z{*%=0O+?t%Z6eOLUpK5;mQZE{sWl-2kx{{K)IQTBB?D! zpCQhscIc(;y$kc>v~p%pV(w3iI|fsp7n^;xgBpoBeG7TtZrRjWy>vkcO#LA)nFctHF?gq2IkQ!o->r@8X)#RIywrX zu)$ry{|V`A0cZIH6OA5X5|1|v-Uh$lZG+5p78+dYoQ9mOYo=qm-t7vwG^QQ(IbDKq zpk5^cLbd$1|K$A-CNkOwJ#;>0}Jf@R!V7^e`?m$vfPwg2UD&? zn#i`;d+^&ZzhJ-V_p^Ee3oVS67#0;+^#?K8hX4LpfXB-Y0CBV{{skrVlpu~885LSD zC^TkzdG+@g$Pqp)b`=B{Rc~$h7uv%B{HM40C>hc{63O}b>p_#5GiDzRw}DiU=7OK4 z9UBQx)n{Tq3|<)X=pZG^P>_(pir2i9G!6W1N>Q)Mjc*cuzEf77r}}L3v0M<7*av2JSLDF1()}GdCsp9N$Vj~v5eU_WtL#G8iiG52bga}DP zCmLpoy53c&@-k5V`~QEzhsMTatiBRM3{aA_zyd@d_5cokKW;B2mV8JES-u)9H9g=B zJP1my6I$-QM_YH`#O6ji@aciXR=$f2(~Nq$*l9Om+4xA9ZUn3$rPPU^cho+KYm&3| zNnb6M9(>yO^>=0zyK{Dl%(!QyxW5I6TiMk?jxmJ>#13ay9efN=0384W=&wqgGWQ&sF#mcGpC>}Uo0f)ScsGq8wVLq}EJ+WT|bWo=|Bkwqkg;f$&m zt{i(U3xJcbj}n*!kFs+pg3@NBx;zJThGFMqU+RUnx87$sqKLIKIs(vh+uaWH?Y!h& zkQYxPKGCK`De_gpvXOa5R2q=bGp7y62F4Igy34)s#WwV zhY@Ix%=%+Xh^|@@gl-} z4CSv0!{=6o48Fes2i~9@ri+G?gwz+BdlyrP9Q$D-9HS6P&1l4%znEdnoc|f6H{5A& zg?2Eeo$s%GVVX{mv%nE*r0`lUXwO|fSm6gzyVhOeLE4RbZ$LPEY~Gd0vBm=AKk&P- z9LPtJ_oNSf4SxIn#ynkB!;z&V+3TE|+dZzD8iI-=I7fhs=;esxR%^)*8*wVG-SeEeOYE5n zc3?Mg(zv6a<2*b_7V{sTJ;w$TyR*83N!h#Di>PqV-`!a*L+uwuH|>BB%s|}WNUajV zi+jZ3ngHXhIL2my!NJ1SB_CxA+zSuyB3VnzSzXR&peJ&rbv;@3c#uh&urJ^t1t+a8 zbt*Jc?UUl=OIwGa z@Oy`Y`o7dKYb4Qi2AMEDJ8kkYhx3r-K>-c6xr09nW<}J&jjO=mK9Ilk>v4SoaVu{T z2f4(P25am@ZlJ;@>uNLNZZxwg@7 zT0%6r`AL%LAtq}5g|0&K_*wDwcqZ7q`bInnJmlVAo%U;s#9g39w3SEoZ2RXtKF1k> zH}5#={tb}eGEnDubsHg+p=W|SiDz(oE}Ps=g9yu3L}J2^A7G1O8KlO7*o#OIRpnGq zr8|!;f=Wn`0R%?4H{4jUz+S&{3?4dtUe{$w>hBS%G&V}mekDN+-k?~MU0im{Twfy( zC;xUjhEU?-mgj*_HrZK7n&Ar?JMFqsCWQ@#q-7`KU{&x$sK`9sp~~HLa+#NW<50H^ zr*fP-yhI%bIFRu0HDZA#Jv7jvWkTAYKs886HE-kl1@=4!(5RGO;7@y!1{o+ow5pwp zCk^D5Tf5Bnrgm|a*mrgiQgDANOg2})pm9fAe;d38W4E`&>iK~5XZwQu+yIg|F@=t% ztorF&oYj&x&*k`#%SGLw<)@mcmTLTGC!#;=_6Fe3;ugBavA{BE_d`^P?~#w(hWQrw zh2sFmI9B29A|yc49x%M*S#4Tt!#?a3Ast%tMJ_sDNINOcR?-i^qVAL~iS(GdhB~m3 zX#U0KV~=Pnb3S?Uq()ZH8+i@{ioV?t@}!WX*ll3}{uLI(2GPAD zun|%!186rW4@on|=MU$Ig?_?*LAf)z_q-FK1I>JHE#d&iftVGTnFjxY_C`qwnz#AJ zr`Z8VbHiBHH3~@-vAFcTDuKiIMGQhHP}B+3r9*H{AmIi~4ub!-8sCRY^Ujm8saQMX zAq#&kcLDbzFrjYw86cq0>w)>>xxRX#IVKb`r@qLA+09w`C(&U>vn9xw8NU&qP*hHd z&n*NF_+?Cjl{<1+s%$wo`VpN9nDub{AWBD{4gV4gsvwLgpy4ngoHx&V4nIMGK?+be zQ0?NPXJ8VB}Xp`=eu12djKmUr%y&WA-HsC6@aaM1s8jOAY=% z*|zgkOrQle=FLa1mHKo$iw%YAksP+rmK~{b*eHZth@Bh~RC_?oB+@g$3bsGYOJi!< z4SaXhIn6p8fH`#n#T;0Iv#(5!Jbv(mpi?De>_6}6;%10y0H~WPdtGHLa3DZ?qQzhQL4PWBP+M`8)OrtQ~p`Qe4l%H8jPi6iC%D8aWYVdj2yU7+_ zw=M9ZfRO~qb1n;*hTawuJW9ZS?*G&M^V$WDQrj6797F2JaaHQ4FL4eoH_ZJ-uG}Gl z!-w%AmzJij)W4*|iyO0PwuA7eh+PHFd!-rl&~N}DV~)wtui$EoSN|SRw>*FVN$5Ht z3()C66fZG<`HMDgzrnATs#uFQ39=zU{7fS=-zOyOA3);|WHuJ8flu3@FWSJFT``Xj z{iPWTwScVa;oNQZq-1GoFril=RMv+7nY-yK>a|k~9;&wj6VV>Bdh-`U$rv;bW1K!FR)x>vIIQIqh-EG+ zJjaluK9H*~&YbQcoAaPxr1YWW(0ic(y*QB~mNlx_=?Sp|jYK?Ep&mtUay>C`N+ueG z>`dXwXMrt%?*`Dv7fASQYXDr4vgDaPi*DkNTL*$!WkdMQobB{z8{+_u+Mf+-wBuTX z@1U)pZhH*fA(`@bHUehcs;lJ35NHM@O-hi!E)r@mTVcQX)^v$LEH4nd`9oibCWL_8 zvSrLqwEwA^JCeab*WrN-9*ty1uH#>A(P0qcD(sI+#TXUW_B2srZez>l#Kpwbu1)B!O1ieYS0mfRrWlBg) zB0~$Esb-!?dDKc~X zLXB5;&g8MOecM;k$3EmXK#4!KQt2Ha^WnCI3skezX1P8m2v2ZUe|CDuq(=FE%VI>` zOEce+^=`JssUehZqQJ*o*k)f~HYx=2%Rqheqpi6(;#O@CzE!u5(uM1K1P0H8VxIMh zI|Ad>;9ZJk!H%oJ>+MUgjX(y@aB2i-xkZ)(bJ){CLsrY=eHIwtF%Md0IvA&K{x%=C{CPhCxnQdYiU^L&x$hoBrMcYHeC#xQ$d`rpwe zd27M3ScjkZ`F$pcmJg%><4!|^hrXqVWjkVK@J#!&|0st+uym|HoTjA|?nts1gI`}! zEfPI{=G}2PB#?mqOrfJb*hx2T8?_9IW5|+CDt)L&7~{mT+j0Z*1w)0~EUJ{;CZbf6 z|jjcG?V$*_n}! ztH38LC84s{_Q-cZI1Sjea|@|8HUPp5Flye+DD`S!P9g?A9=!DC9qj*s_ArO8;5U>V zL9tN;5`ooMZ5+(EdB+{ePRXwmyA4Yj*s5K6^)R9=)q$9q^8XRK!0mTquAJBYc%-#? zQ3fSx4N(7<==_zd-?^Yb;PgAw&YA|VkA8e^`99dmZQhKl4z5@4m6Q1x9z zE(2z~@hTDn)tiGLq^XD7T6G$p$Mk`tKWb{S>)kz@z&sAZ0TFW?wpNQIbXQSpFCzK< z^?!oHz$TxBr9Y;Bt{7JQ0S$W{sZA^v#arkfpNg(stRv;Dt=WtF{QTgFwAw&)Hi!y{ z8(N;GtlXR%&Ms{K9%K={8>DI&CYk$LhhL8V6|1Ci8YttBobuqDn2t+F}t&Fg@~w}Gz0>Zn$$Vqnul?}M|&^KPLFF}_-`+}*bVHp z)hcU%7YIH%6Oba7jaK?N>%pZgJE6}(+m|DQ9q$eb%Gx9wGg2?yfo0?`PQ^>DFWmnP zrk}qsPuG#?U5LrZ(Q2RAT&W@jtyVI)2jApHx555Kq(SO;axVbN4GUd}MZ?k9;5W~R zHY;ce`t5H4i*QA<*Ys8ZH|P(^8_u62U%!y&;*yZ(F!4wZ;Olea?-yxfC&Zwo1lh9TUt)P!9+-|E`hNIz_z> zB8UC;e=OAyVc@1^XmmIB#@d7@EOT%Kupc1;%K1S@&6{onQAyu z(X0*^oTy|RSxW5qaX{9-`}6b9b(nt;+d#b1p<}}?vLl2ca6b-IdfvXd-ZgfgkE*a- zK0xMBIcY9I6XV6yqKY5VSMt~S5weykYuDKfIiI{-z!H{K<8ki8%g`*a#n>R&kfo|? z|1&nxFJRxm^G~wG#7F9zLAqZ^jf}R_l5hiMZ2d=D<+U71-3p+88BFutw*&77BmrAP z&mF#yZSUCUfHMQ4EPQOBw&;QTmp)l{93`=q}SZG~L!) zZ}r`7JxpY4EWiPpzu>|8C0Dk%Jh_6+K&Y7IOZ(2bO(}0vg^hJ?;oE$a|A32FZ*;HO zPyeypRzqJCP9jQg3nZt%&+8FI*p>%iwAb#-ky@;2E!mm4)=V+yzy#QRymLB1IY3%%X=JKmw2wBn5 za9lv!V--97^8fljASXwmS1-YYVw^1i3&P7la>fqkygc61Iyp#94&D+tgef=d>5}$+8q^o(LxBeYFXtJW z?<-IAgG95Iru^OQgu)~yIL^bZ7-q8oWl=szbph;TkSs9GNNXk&MJNXvV|-7ow-cGUk zk1L_ePf&I2v;WDX&EG$L40Eec9+xi;$#tyQUNJrqI{*sR| z9VPidb)vBWo+DA4gHpM`$mw4@lhX6sDTw~gs2NlJiz}54+K+r`mdoWI5Fn%>^dDh; zHW}E<%OkhB{rj9cyp8rn<+HiAt@h<#O<}YW2#O}W6b!eXe0oIPcnd98VoeY~d?y=bSzXU2 z9@|U+MC<_pB_2cl1M3JIrWJ2%&r zPv4dT#&tx&aD$=j$MB7foDab8nDcp~28t>wDjruPDWCUa3)YJ9E0vUjRFPJx4T6Pt zND}`O3%qrY!+Ev>J3 zWGiOvb|K!RG6b*{mjgT#va)5n>yn#k~2y12l zi`3<7NkTGI+#aVhBJa0?hGd{DF-TSwoc zkI||KZdvn$*!!C)_|#`~AC0$2j0@a>lwh@=HDgQ_gnz3wLecd!09j;Xw+wM_?YDikzrO%UiXq*fgapyXd0>#BM-X3caZYnFQn?M$ zk%*($^7biJa}hpt>mc@6$A$iz3h|8JF6TGyOQo7#@}yDzl{_iftc4Lmd<$1I; zfY>An-ScX#Kr5c6S>62JRn;=cR}ifp`PX1OD*c>Q4dG5%k7$Z%3BJ7ro{R@per;rEL zg@T%;Li1@&g9W-RHHuf-SvTb@t$IGO0YMtE<((5z!eNk5#MC#@wqM^r3MZUoM2s>5 zclC>WssYHh`z$vx+mw-4_asAwdojL!0e$c2_PR&FD z$Dmo>-^Xw&Tie#v!a07QIo_`-IlVPn@-Jm8^~=bTiNy!K?LOb}1%6W02e8>b8p2Ek zFVIM4JM?vLfOq9k?bUL|qr}>`sXah9Ot-HtV6_Rxw$%NEJGI|y?gSXdz^?^S0wpuESgi{l^gMjCTF^k_NFxos8Zr$-(cH%n_2FI|)RI29z6h z;Q_feWJyAW++a=V7Cua4F%cgF^I${Yb2jwkt3KOyy z-$~l5;B8!A=L!*rBa#{DwdA1EQ}!9RuDr<@FM>ivp8$M%;Y11(Y52(k*daf>_)j4c zINq9&98fg0#Jvy`GGnKEKq}O z?cHa`iN{qJ)PSd$hY{bS0g_H3FX=c}z0BKnH$3Yvt>zux`hgJi6Jr|aAhMt%Lz{|PlCNNEL4NSz8>IjBGBjs9itZdPlkb%} zCIguu^N0M-f6+Ch6hZ*Q$=t0!9X{3SAJODQ@UjJ$Tk)DSq!1_@456ERQ}Vefy(5Pj zap+X!jCR*e^}R91Pf641W~J_~^Eaki$sZPp7GQ*`>_vT46y~u#*y-JjE9dnOx_LQK zkg?c{YPo==o|tz7MdSo16~(9GnQ@PG2v|PrVN-#;m;Q)QSU z_aDX;svgl+lv6HBtYN3N((be1k9XaWy>8ByM?A?iir!u4*HoA0PkUq`i#M`9Tx_9) zg`oWqEj(u>X_K)CFt$7ffMMPC>OY#396B4(bZy#!JB^f)57bLxiT25%liv`R!`0`y z%lrd5p`xq1a}EY;V+@v!H>LlQB)GPH7(!)N9U7lUBAb}{xSq~z9XWAFgt%p+{Q{un ztimS&I*~yQ5eg_7-pR=EeD!cnBE(RIelc(Rs9KR(*Sss&P73PJ0D`bgYl3V*Q7T@swl|E$YN?9%L2O_s< zmlylM*K}6`ok3PiK>u6)7epRMyf}R=4h98NOw-_0JH1(xwjZ|U4`-Uth&fYmwwlgD zXb`PEHV&8m^t!ho6_c$`^WY06)7LJWYHCL)*#v_sQ1`{(`PNe!n6-qQ8?f6;@^23i z9o>SQ_>*1N``b%sGr$?%Z5(ud%D?_%0Z;WK(jcfgcBAF6g;|pJ9!QPhBJVw2l18V1 zll}r@0L^44)c(Fr00xx7P-c~ykrr2hME=^TjbWCiyjDt3?y)A*r%?!{6bVKzyUFUfOxd@G=X@R3L z9b*xm#XLsjnKufa8?c6B888-Y6RF^s6B@wx__y!VV$r29+~$MWmq z_|~FNV3)6?l__)@Dj*l8rR`FC1li7QAF*zBy$0csJ;cm+U2AHCF!ibbAE=gLO0BB9 z^}6TT-!=cYTs_~`@CEuKDo6UK#pIGe!d?ZcArGa_L&}9qkN|tq z|6Ufq7YLfV!v=@Q>*Sx4qjMG zB+CI-mq?e+!^>k^JKD)pF^O~+t8U4W)5iSNQ2T;D@#v(1SnV<6D4ck5q1EcncXYj(KnnX|p#OdL_rp80!xbp$ zsrFt#6S~eWd&zc76Fcp6l2?%Mgn||h5*#|ub@PQA?dqT%C|A{?g4NTNP5~xAw#E{y zWMTNc&t~vy0XGa4CC*`JL9Lnm67AfADqGq@Y7~N*Q9E@9k*2mVD&Bc5;&O_c3s&MV z4RWtPFF^h-ng`)L%R3n6{8b}rty$V0ut&)Z;|K6sl6OO`lB*8?RNC)x?d>BP7a#}` zz#$yxYe@%=zAIe=Gw-dVfG11V=`7W3l8mr~4fe;fa*J(`EMU>GV^ib?1Jt_N+V!y$@ z)CvPr{q2Z&=BxtqmQR|5N9_%9*xfzm3^bU~NyWA#P0m(4HFRY9PFO7VH=?1+Wm+|X zj$_E1qooNltZB(RP_R<^6sPafw>n(MlL|oqPrvyZFUH}(PVp{ldqyeYPWPfJiu9=QqFL$(% z`jlc=>Yamg>S&`5U&IC{i#)pdZ(+JIt02Tq#Sp{8)7V0JgW$nSuIJl(j8- zYnqzn+2pzq^DRVoW)Dl&g$^~Bf$SeWVu>P5Hle#IVDE;#a3dj~58o#=&VJB$ z@Ce~Ij0668mC=|DS>uBuhDoWGp{4TyjZlmW;*Xi`tewEVoKM=~hh~`4_tfCvY)NEQ%OJrtp;FVO+&tS$8SCYa06nqQ3Tn zBOP$ea$y#u1rWH$fEB1kgU412Uu-8#CY?}+@+A5go6@#5LI_yu4DJ%o?Z4}XMEMd1KT z_A*~|J$h`?r}e1U21(N1{~u}J9Z&W9{-4u1WxSK^Eed62wnQaPTM^10p`wh6H0<$u zH&hZ06p1D!BUzcJG>vE=grh-`QCVgE?)&vR>*bur_xJhl^*HA>?)$o~`?|03yskTm z7dTa>>G#NqMzDgU*4myCng!?6-+1LpoV!}aGni|zW^iyX7WBI)@2R{0`HXisT@COI z$0!b=K|>+KFT>y1pmnvkL;)9Nmq}ULnrU(nu;0uK{}Ao-rpTxxkL*N4CNb4S_ z;}2O)S#Y8}h=_N&+dM&EleiKv(eha8>&;->(9mplqz?t@gT9B~#?MMi!1SK&zIhbV zJaHv5T`YS+=q*d7G<+N%WHO$;3+i(qIfM#qH3VCi_Wbq*kYALQ(5*W1Sb}E8+*SZN$3mDw-DL$-=`_m>2ELE{1tc^U4IKL> z$gNR4G@FD?+HnnHEFOBx`^2~}PWC4uw@70OeNAUA!qa9!((YOffDNHvJPS`}tNmq~ z1|*(<(7l=cj6Ly0rWO;LhV2iqH#-g?A0{*>i?-f4#<0wQo7qYH*`8V3e|sxBYLn}f zh~Sa!Q_ouRq}4uvOw_3*GnlxDwBxRIZ1`to38W{WeOYUzR*T^c>2P#* z;hgno85dob%E|YVUsMM3jb8J6iDs0uEHOU5wVxEvFqIfX=X6o63}c4oqi#5}8Wl~M zX~>=#yFW3YGYk<=+)ZfCsL7dGr@=Di`MhA?-+odai{k39rL=x{w##`zIN1I?zqeI7 z{d~dbzeni+#%g2rA@XfPchdGIiF@cm*)>6+X zJZt~79M8!?{7u#wXAX~E5T{$^}EDu<$N)wZzm3%I8>we$+Q3QmzYG>59+U=zPNHcX{E*y zi#}|=D^XO+`Txno5V%9udbjHe!*yk{opTo4BphUD(qmWN!X_Bat9`NXx}@~pMiAD& zXv8=&1yLpe{TcP~_3VsuFd5}mNULI_Xb?f*ZTa|-qb)c(C-NdC|BUv!Up8GcR}=RS zLz4b)7a<;Y-)GQepE;|EzgP%=();$%O}LU4)E0vYB);&4$H?YDo3O&Skf$J1;rfB+ zk^5bkLX2yyTZT%sl>wE~+Ts4=0&5_Vi%`xpa&WKo&ovH*a-?EkKt>9rVlX0YIw*x@ zL9jBKWr&W#1o5K*H|AN*+~LcVc(5 zLCfe@+6XO#wR=MPYp4~BgaG^li6V|E_nlbw;`xSs8*%^qdA^B3&~G0T5aPfvtIdf8 zAACw#r^HzH_=_Is=Qj^GX<$?Zxu~AP??xbt_EFtUlc2&2q3I(-PxS2f<}m9rZt}b> za`656Imy)BK#vE8lZpA&Shys49rg5;FWdR8(x*C@(>E75nJg3PV3>b3-{rao&$ChX z&xKKbV1b+N+GzX>p5mFv$~NXKWR@U%yk@$xpHQ19O1Ro;r1JB%94j%mK}6#t2qJ>t ztajlFJ*VY2e1-0c$XcmYBdl8OcLTZJD* zU~xwM71-8yaixkM%W`85gMG80YzCC?-u!+VE+~R=K_D!|xZp{qFozmORW)k3t-;v~ ztaC+P0&jwUWlyW(28X);FfpN2k)$?vM+t<1jp7cyzbTl6j1b_N(0YL39$85V?9)&k z!2%@FqS~HMe`Y#8W-L`WV+t>!Xxnp#qhq`aH?o?&?9*ZUMMeQEJ;fW^nRv>f6ST5Q zEa=sr{3qUlcPeu4ns!uCr*kg0OcMVAkwN>%3u)Wr_Py_9fnj0by59 zzZa&0XmA3YBWdcojtN$l=PCU9SW>p?`x%S7{~-M&Fl}Mjj;LQe6Vov+mnn*2t7@e^ ztNr-A?aMKtz?hV5;aH$FD7~tr;mR#^pGKzf>h%4n+UR z;dQ1x6gru`04;veC$s_A;f9SoZu53{4z5Imlh_=y zPaN-Eccn^62K|mpCKOPwfO=s85G_X3vlt6Hg9mEWz}%G}1y5?? zfpj#L&(JY%GANTD{RF66$+T_0=;%!1fmM)}cK*-CB{scdCLmyQd|s43gTBm*=VG5O zEq}<(Hfzu~hu7!5#l_*-tY^M=34iL#Ege|L-%yu_VM73-m|rEG+vb8P;FKOK0J2LA z0L6g;8)!!8PPp2@zZH@!aVsH#Ti2^OLroZW97eeCkk_Xp`!2uAdrQFh{0gFPU1N0E zBlQe2{`q3HDmAWdcC*wAPV8b(7+jD|p_9+ZQo39WDJ_%Cb$&*Aj*s)3oT7M_3^&1O zAR^F|^2SPJN^v9IrERi9yJD8+@>SuGT{xQ*wD>TYdEv#}q-CA!Fp8qmA<`xK9aPpm_6IZR0i zwfE89KjXAHmWj_e2Jmn8PUj~alKe~kqHh6&bbXFiIJ;kQO@rE4_p)XCOb%*?m5Gy( zaK65(!2RzvMX;ZDi+Wo5+Is7rDozL<`_WsblKxO|Eu)MMQGyP~xqFA*5-8xTh6Xy^ ziOfT2KNJxcL%~?f_=5Ht>Z(WI$JP6c?sZ@+uGT@mxV$X{N18Ei`v17-;Tamp9#k4( zj}2F^hPLhTJI<^I1lfx)8am}Nz!N>|zb=c48psFtch;3QdX&suB_d&?1fYz31+`dB z2^bJ%0kC`aUubdKIMc{KRJ}iYes^l{VMmY^y4r{ z)_Z?DNSb=mH=<}|$md>XqVniZWf=f9BhP4kygcekHf zEddLqq@}eqi7I~~$9VmA}JMLk;r(vR=NHip@RsrT1aitk;(aKF&uM2in; zT^4_S*P=>kwTS1zV2_eI6Lj$W(>2WzqDPC0< zcW2XPR%H&%0^2ps;{txuz!_eD5XOm`A`IY*3c~(bh$k9KQF0cc$>l5$dw!VgxPr^$ zgN;BLTEIsWdq(l{htI8x!AFi1?j z1D)mB|3&19`35I7Cv+g4NGv!rPX{FR{#amo0WF<#TcNit&f{oL&|pEz#>HWj6CjF} zuKkJ`n9G4V#+>ZiEyswL0tf0n+n>iD6FQDg*^!g?E>@SH};K?p<0?}^<(>dh1Igz#zdRhXh$+b+(cUAYKzdHSS% z7hFHshm93<9j{gk}Gc*}0g@0a$tS?43@(zjRZ0xYX z6`*487lPZ)h7KjXrLdE)PdZ4aZOgPO0N*tdG9mldPfSb+tJ1gHP;W|53&qI<{rf)s|2nzuwK|_Fv zRr?e35D@U4bK|;XIwKQE7hdv8LepWt7k|#H3m_nZtoNS?R_zTEZ6HSj6Kys~L3*yG zL!c&Wcob|_@ka0Y-5j1}k9so{3l&)Q&J zl4w+Phvz5s1k8G)UU_lGQ0x-V?sEdoUXb@w&~CFDpL8WoTn zUJ&Bhy?YB9ZzDTig^E>jOUpZAkTtO89L8R;Se6&c2qI&1j1^uUUySWNb_AH<_xbTL<~^_c#!R486#=^# z8e#FAd2yAC?`D|uyj=&IYe5`&Nfmbtb^|Cr<(DcB5(;Z)JOD2or-7B|5ng`--8@0% zF#yEbvGm+v84i8Dvkaar2P469>uKG~7%~bkGV;mZ{Wo{8Zps|q04dWg`l(NvyD=i6 zWbi-CaG8W;gRE(NgS%A-Wj0KxE~r4UUf5`QcnW`Zq_l!lsh;}>4<8|m61vZ(m{_2T zYqRhtk!f8=3dVczh$CW|pwDfqHop6H7ox7ZqA{6d034f9H*-bc|6<-b9wO+@ELma4 zAqZv$ZCo=;LtIstfVL?><9N6IJDJ9ok0hyW#f29n%K2b>$yRVoeYx=>hMq|52e7JZ z{Zl6067@{5OU*@#)1FWovi2@MSZF9)njk4ZKE)2a;T z-LI9O&uL|w$pI{#?IwAAy3$b)m;=qsI{s)8uuB>|pLdb+jbN-d+V|~j1yig{xDAs` z`H9M+AmtTRYl`7fuE}^(d;3LlHce+0sbgya9#<|{%J0Po!Ncg1x;+P=Q|m75`CAL` zjJW4w!*8~?S4?C%S%sLN`e`!?KV*?_)^&@GgnXSax=$K~fI$W(suB3-dz2g1HSWCB z-ao~J;l6>w62Lf6SmJR5q#iwXc-}-=07{sq-hWc={=pJgg7J)JWYgY+AD64wr)f+> z9kFE)nYv7}jt!*$i!~%B0_-?3DOV0|6XHV(khCrIpHTM-_Xmm)p}9Jn7=4+Q%*kXB zbbJrO0oz5*HeDnww|r8mVzR`JvL6h*fhI9 zCyG^XCgK{b2@X6(nbDaT3M$zgu0ISPl{XTI2Y-xOZP8Qliz`z z+sNJ8N@)FBy<)=h+aQ=HkT1)qndSwhMcPLe)AHola{tW~k#HX1c1YSbKHxBwTOz%4 ze<)|yu%|NLB!_4n+X3YP&Hm6r&YDUuC3rks(Ib83KaO%IKnwbj7elQA%6Xgl~3q78#t$W>; zTQb_!`&iQBwb>SH`a(xUAeM@E_ovHTgzgB*jPDs^D zK2}ausffMjzZu5jC>pdHoZugGOa7_g)oRtj zAD$(D=fT3Rpsak}_Z!`I3%%NXn@=V(ecsh7z(~DXsbFOT=J%?>xCyRrvL>N@<^%g_ zS-9olf>2^srIWU}aezCqYrH@F0yf+mwUI&WjA~E;dqZP$+X05709Gx+O|}JAC&QeSx4WMUpEVS245^Q>OgnJTS9sM#Nm1S zZz(5XYJ@Ija;hLKo~tp%!6CX=%pG=MNfpH6Qn@!A!vDeyfm3jt$+h#r?W;T4Hx#lV zL03)s)t;w#SBZnX3kicnxP0yDgD6eNqY!ur&;)WSK*wYjxiS!!i8Bxt%e2EFpmR5N z+pR1csABVjE3ssSGf7u)X)D480lTfzd%b#EN%yRMTh@Mux>kk&ws@%(yn^f;;P^}R zKQIC;vEn)hTh{X^dGKVXItTG~ISI6k=8hC1LtB8oZw<`Ei5*D6;0OSe1FMQa|CpB> zU@1mfu_hKa1;a48MCoeGE!6^*)8E9hgg~z+&}GrDOw^e6DMcPBk*RkkRx~UijxFjd zvwA!OB{C?s1HSP8>S6d115|96ci;MxJRla_eO1n>pG+~6AaMiMRs?k3H;*<;k%!&R zzc;u&vv;RM$-#yK0;->dYCY~zpaOzm|7aB#ENrW)2oR~!agMBobzoB3E2ys?jedM` zC|!LS@)(6#1J4-rq{?{s?oR`xDXT6EL%~Z)L_4>ScC9@xvuHwD|0HF7-ylFp_u9ouBP7P}BHzz@G zs+rZjo;Z}hnfDd(-kU!@?_ z10cM3Xytk=xjjRjYV!T4hvT)c-*qAuU9e)jW23N7XKL;PV9nU<@|BdM7U!*qlUGJ} zQ(4diM&DONQWghToS|AhH*s(=yyVsC@G}1C2^v25p&TGisdG zAmZcZ^|UMKdlPRGrnYvU{xYGjhT{RGN^CGX;$Df}%<8|buc2{gniy~^W?ZzVRXE`Y zQKDQuTBA402+uPao(M8i)QOp?MWlS&60w|F!{V-sldzsiCTG!NRA8Edi1n@$u#?z7 zT6^B=-_c|i6~C4Pc8&Y3+q*gl04KgJFKE=SV|NE;B%D*o*mAqimVdiO<*Svfq;*N5 zNQc_n+SX}7rptlaqVQD*wT-Sx?xxL)^=4KHquU<1i85|Z0d0!oT{xsG5i1z*vAX(< zl^94Z1Q^4s%*2a>I0rfsRz1ts5HAj zT{GlhHZAR8-RWieOT36uWwW_VEuLOpz2MB1Ox4)=%V&7q4_EuTU7zqT^2_Jj zA>Glj=A`xn^~s-h`PZRZO2FzUy4iYa+dY2WR$-Q?T5h=Ll6hmXM;qb& zSM7aVU6{d9Pc%AWVRd2T`vh`)=he}=_qFH01eLhDsz68zfl%_D#<0IX4p85aA~El{ z+IiR(c*4t#MS8n_C<;k1MTaxtiQH1=jtBM)C!6Nc@}NFs$3-)idpE7t7{@o;jEf{rH!^~74 zLkmTo4k@i%X!C{FMy)*aKjjS!x_yxA1t-cL1%)te0G6a8lp&qQZG)CtyPTxV4ZWka zLrs&_Kn38YAfXX6>n#HvaMF}*#1l=;+Y}b?F?N#wkBi8{5RYoblEWO3%|0fHjn=`v zXXxJz!Pt$Kh1u=r6a#_?qEBEBi6>^YS$OY1gAdfcxx4$DbPQn~`E_Uw< z=zp+~1Ba#wxM(F#Wj1kOFhL;Cm@>7f`+YC2(BK94?LB+eoLwV;zN(tY6&k0tRrLL* zR?y0y8y=1`=OlAC2^RvV$cA^UTez3|&GaXC_&39sgOb>mc&VpBUf-%10YGfD6)L^K zrFVQi4q%XqV=EKibgenPiWA5RM|c_?t|?b{-AxEo4q6rpJ9g6jKVWP;J z;LMn(S^IWt7=YH)M-Lr3Bpn}A?vF>k%Ohfuh{n}@(qG+Z`9`p z?krhA(7NkXe1L36zytKdhzRNN`@JXbIG-{En+79=2j40JBVeK65Tx64yFSe!ATL}* z=q@LDDPbAElkv_waxA_fESnlvlnSFm1Ra+m?aew1o5)w$_5e--%W>9VecvWFSRY7X z1a*EXw26z6fsVQd9SKEtwt+`bok12RNqIFtG*2x~%2Z9!xW$lo@?yd`IGW=kXsouS znBt>jA0#M>4wAfzcVt9IA}v-RjlV3;bUWA&?{!>3SW_ZybaDCJ z#Ck&xu!BGT0kSvNf$+aAsg3bVhn1DHd9MnPc@SbzN z;ONHO?KTU6U2*QCC`~VUe4_YIOA~ zBHMBYlaj`8bj6W_wo}j--YF%pV@U6vl1mHFu-<#jIB}+f9E-ZAKg3`Ic7fdBy?rr2 zHY?$Wg=ym}ag>b7c8(q%8Uf#)DMrvk=E&(b_gr0 zAqBw(AeQ3sidPNo;VF>3$r2O2?N!=`HZZ*<(jHQaLH8D_Oe@C9gOJy>`)c%m0)fowl3IcAwR+=Bfh zqlR2*;d``4BenYFp9GC2!ZM%*;?6msTm?69Y@MEWNL)Ui%3?(`BtjrJWO~q}BHfoP zPerCvI@&CXD?724ZmKINTiXrDl`b2C^(54CEa+C6COqJ0Mv6+42-k4Tjoa6Bp=1DO z*YvXa8VOCDyd)xo;3f5@m$K4#QOn$5%i>CLrGx&Jte_fJDP-qaGPFHW5FGBs=&HCS z>|$xTf!#o7TiayrlsMaeu@@jD-jh$>lb-LmbrCHS(H$Flf6=BE9=VL(K;8&X}x%}J2j0vNYWtKz`XOx1mKI0dAbC?DY5 z2^HnK)yP+$w-0mrFe@f{c7|}kk$|}w3b@U_lw_eeTI6b6-)mkAO^?{QCSL|(>(8gL zbK>uRL5}bZUC%jkHWr6x!4{Vo@+v;u>I$|gF~nk!JFD&zKd@2!Y6UtaF5{7kPwK_pL{_J)Of9my$-J5Yb1e_}% zd3olgJ4w3+W_Q9a-qS?DuEEjuqYDYPy67BytwF7b`B_J1S53%A?yQ)Fsn)C_!&rj& ziwH5Rrnf-=TFAJ98yN29Y-8-!ZYz<#+CpHuFk`SKb(a*-n^NDIf(;Fu_e*HtY$)LRj2UvP3EtCnf(M(t=WLMM zpbWN<8$#v`^By#`{wK6_%Kpno@`=qs!(I6sQm_!|8R0iPsUH^b;Z5d#J{`^Dy}9>| z&(xF%p#`55RYFyf?~Z7IZKpGhu|54?E&}d0x8Qlt>1mT9O4+k3Kd&gGA48__om_i$ zig!}BGxyv411c~>D`6VP^pq%<35V`et2@<&&ab5ud(V*Hj#7;h%=2aFXPzDjC#>gJ zQP-Uv{a|`o^GW<3OjP<|WJ7!JfZ_5-=Bx|&Hv=V?0yc&p^-f-ndpV@dFQXes8{g0* ztM7GIOgto!``X+LuT1W)odK?jl{IHk_`^04&riN5Q-r*41drAQPn$Y*>fX?EjOO@> zo1l8#H0pB0hHJRltqARwjO-_!+IS_n>i(C{>WLp%WiNRX^~wFJ(=|`i(JV`aEKosh zdF5)X_xz5d^TNrwcXcc0VI;*QaICuXzn?PoDm*i4FmA$Me3u4Uj>QT8!%+({x&Llf ziLGEsCbrIW^RR~2yLIjBHf&{u3u%9J99Wy0w1ah^CQ+1nYSPnNnHFeU+EePiZ{v2J z(mgK0dei@fiRePyMG7d@ZM;qk0RKkHlPw)TI&Go@!a%cZxD&wE-BS)+i*knA$2n#m z{RnQb!b6EiOIugf*~#?EAqB%R&`}O}Ij@K26$m3SGoN?&Fer>(>=4n`l^8!d`r)M8 zQFtGD3(Yq+we&skw_Jp4@e;>Y=TD6j;~mOr{T^Ax`ssSgREn3)?jjbw9T`jZ@A{mP ze=i;+g0S5q3+x_xgEI5NDgHf0;z8fzS_~JyW&s!Si2@fAn(MyYZ+hD9JkN)+4&unW zjBX6wtzP3?voe>5)4lrHa4&4-oH$8{Ra_T zTYGF?ltMz6ug89T85O#V06=kofNE6K8Rph736UaMXytnCvaLd&cAQJ#*K^=?pQ8vu z$fpBcX}#M~cevH_-(Y>7tHK#A;d|Dj89hXwbWkDm?!*kdHR*YS@$(Hk(4wZ-azN*3 znp?27+p=#QUx*`awg(N;wzB<&(>Ea35J72Zv(VX!hIhFL$N98J zbiR^q&kM4S7PT;C%qfIo2^Sv^D5UHu&ZkNsbBSNPlgJA&l%OH;pcDr&wTeI417?@J z15KN}mhF98zYxUXYBt&YbqoL}3bdhv%9F06{a0slnA&tmk?C9Z(NI~mr{4)^4}{N# zJ$B#^z<|*nDdY;X+QjE+A)5 z&QO}0o6jEg!E!!M8W~FkeV(;`sUM#?iIwt{+l28sLp+(*l_z1F2&4mK0W?6Is)H{D zAKS%Khh^x9A?f1RGx*>r#!irl@o3nY^#<3}nlV<^i}}1DaQukg>oxKsr6$F)^#1)7 zUiV087F2Nf%2p4Lbb9qX`trPWAZXnDz08ylArAAJc?Y{1-cR+V1!=gGR;t`K8k^V$ z%azpKJ-gt(apcBMXB4>pS`ipJ9V%&z;!M^-ahUM}5wNu{{9;qi{@)Uwp&NllDXEqd zWfumIxufy)L7a#{-<)}-jCF55W=*A1WiBrBR&P6&xkjcp%wc3U6xaXcm?!FeP@ebi zKVHDi+{Xm}V@SQ_f7vE!50FF(}safbtVt_EQOQ6oA9kn@nMZ9bVSQ3#IGIYEQq z@8RLi60T6?Kq`Ie)Ubz|V^CD)48Dxs)|} zm=Nfqto=<#;pr-hu2#f>T6s7csV&rQuC9sk95JM1T2Rm~F^%o;C5e7mG$;M%1I!or z?KDu<$!zD^S>RMSWW&}Q#Yv9ZIKUc*VP`e=3;85LMKSE(?awgp{)~txx8Ip^3)fGX zsw$~TOe`@nl{D5Hs(1LlV=vV?okvR9F~MIcEDU`KRTfwQ)nk#z`EXz9^+8JR#sug@ zdZW`j2;={ztR-)3J0b4z$T(;L*p~lfcT=94B*t&8vSF=Y#zg+931#Yo1$O(@Sb~<3 zCs7OFXMo~`!v8QQ>pV&7zggcq9-dBBE!X}}p8?{H%m$(H3V^^f)^JQ%Rupv_4hRIg zyjQ9O>|?XZ4OMzu6epKRj*Ps?vPZivll$q0&flA>cVjZIqefK$G6pn#9h;>Hw~i=Gqa>T3NPvQdR>Y9g$$=pv)emrZP2e z@&*jzD=!A{RS%H6Z&=?w<6PQ6E=P_NaoykpI!Rh+u3GC%kGg-TAmN9bzH zxxpUgnK*SBQDl47uEVuurZ*o(VTS8!wRy85u0B_^3j|@DT1z`;=EgI~J<_IC!ZV;g z7~ifKJ!%-nX2x|x8xXvK}tyg zi__|nw}Bb~f|2J**gw5Q#8NTz?y|&D9{pyVnnQ+(&D=o;zvv2RK(5Hl0GmdbLYT~7 zGVAFk5FxL+vwJyoetFqVWN(dKNh zURF$BE;=|tUJ$ebPL-g7FvIKSFfh(*ltp-5V#x)r(>~*mgTXZ5RTwN^SM(9zF?Kbm zVY@ezk>~zN;9q4NJT2zM{q}_5S-K;=rOt-C8G%PG!ag1lGQZco&s3K%ko)6ywh<(y zV-SD=WK~79v)oAJc2dfiY11l6Px65Fi(q#YruSd`<4j~C<6)HJ;DmE?P$`fxMh;%u z-H9tN!v0vtCH+tN-WpcW0B98n_WyJAbN#M}0zu6(Fm=y>&CBWMnxLHbF`+&BF!d$PqbsiTwvkJ@!&^!OETq2S1eH(3_g)_8!vHEvlE#ljM%y63Rus3ss= zH41~B?6reV=){4zA}U>v&cQ$!vnV$?CIV82bL5VBWrV zBM{U03eMr?1!n8jr!3f4#GiDuw6#cMxnl2ipksf2yQfIwYAYdWWoNIJ-30q9l>6d& zyW!%Z53&o?p(Rd^2b{Is>6`s0y+Idhpy`^PPodEfw~Xt#v+jO2!#WA!{vaw4bYtx>T(azReHLo*8%uo@y95*Cg%nlL;vg_6E9Yq%-kf64P%kChljnZ#sh=!q8& zJVT8d*Hx$>uED58l5YB&+y0xW?bl`M->NsS>`5MM@!EA+~`Oo7u6eL!ZX6hML* zhk3)*kEBD?s-=d`9M1?qjpFvGB$}KaB2*cv7Yf)+w;!0G^K>>-J^o9O^p`uOg-+EA zY?dj7H~!A==3`Bb9#Lyzc$MmvZNjTf3}()YGmZx zn+c+cs8EwX5d8i9Pb-R~ZvdJmMKuXKQ5ognO%gvp{{vf(BF%oE$=?MaI0>9xQ+3sP z3o07O5|Yu9#6Y7ZxvUO8*v(4#gWOcBqR>j%cOpLBl?(SyIm?Xv;g=tdLf|h6J`iz} z@J>I#G%RVXMcxtvChO&j;#xvuT-wJaEl@r(9kgj@(os$p*aA_jjbyQTRuHs2n*Ra$ zV-V~xS2BrqK2mdznaQ6Q2RzA(T~n?~YIqKMyaRO>;XS69Ge=bdXgOCs-UOD=0q`>8 zDGo<0===FQm{j(B_vM0i>3UW`Io$-~Fl7+H0^ti*oHyepavGt_P7*`H_f z_cYKj9O!?@BBF(nm@6>~GjvyjqYA@k8!OqH6UM}DoxySzkSLC`ko%7Fs&;p~W`ry^ zJS1-E4r!GkfD}0J_h?@Wl#NzkK+fPU!B2RiuyIUg=;j@%TAK)P@3Ae^dv|xP1VHlT zHv(Abj2j_i4!^ko`N@FEC9Qn7|LB^6WWeyy!ma(bEe2{ih3GeBmU4w&U6(7DP0WY! zH?NNy)Uuhi%`iy-__*Wzd$s` z0{=RX=Gf=2Hd#l1f7>>TxfG&!Ko|~oSt{$8D^e0Nx@*K8J9+Z83V?YmFKiZN7PP}X z!IftuJJ897PXU6lW+;QrvGrm7!f9Pbw*M0cHxPm<)vni^VNcmP$`X>6N%CEIB8U4x zh7K@so_|x&LQi@Wc)HqAXV%V_Hy2AQnnZtm-#oxXzakB2Kc!~h_V|W<+#s9avgm~3 zN$hPhDoVc>*aE2a?`GvCf94VC^9n0bt(Vh^28F{XTY`iT<*lN4r%1=0_p+ zB#9#zq4-G2q}8Usmjn3zFi`+_u>W#+2ezL|pv|I7)3QerLGlsW;EeSE3YZVwmjMOL zHHsOzpmELKC`>;Q2pY?-El13Sa3#KbxpkHw|2kTIf(Av8Oa)tpb7R3{^dZJee|Zu4 z9}LQ^G?d_Qzp7zkQN{&BReXpm*xfd!x|{h-XIc1kQ3zg#DZ z_GtTbHR9CL@L^$bZSQWocQcO}(+M7V2!`h_Z(MF9+uQ8lb3{^WkKz267}`EEiSl85 z&9w1K*)Cu8;xyLb%?qWtU!HlYe%*7~b~LMObq?DnbCW+;{Ly>(?dsLeBo9Abc%DAM zUq}R$+zcY}{!ypF`I>X695b+iMaD2_4i3TmTI_Dml#64VK%nm7zXmsE5Wj49CtIS* z_>9n-3sNs9cHy}p>Z6u*gMMnW)d^6VV_R0JFu`iatsd5KB9CDDG3>%qPDk$u3H65U z;Zcib!WJ0s2@~!`?mV)N#W^%U!~yK+z$bqe zU+&m?>d24p^BDZzlf;=OQ)!J$wn-v z@3%)KD7eJgx;gkhR?vpN{cAmY}!k22}rh*wfo0E629KNsNGhlUsOLhRk!L&zk8-sm$6lKDB@6p^dk zw*$T}TX(Oi2>Tw0RLXw#9hU%5WUY{H#+o_hXA62d*qel)G?7L+klKC(=u_j0qq^9_{JLC{JTG^L|HrvJ>0`PRk2%3fz1nHI!>y zCj6dra1lEmLp8i}6AyB@hl+0Fs}B z5ZdeS;74mtp(B$aY%|^N>xB5OlzMO92d^i(-#n!(;R0~H353_<=JzX zsJ*3j3p=yj<$Or#OUax>(;U<2kLTu0V+I(2Emsvh22bbPd=Jd?;|E?SjGzIah9SR; zgSWo_N)-h(&q4oohp12GtjuN-YSK#3V#*Q+(^zs2zndpx!ng|=P2`{(@{z-Ko1p~b z0c$oov)J3<{Z?nlDK)%L9DH`KzZ-{bNFQXW8GSmnKkloSX9nO(C$ETurTJo~h^H@M zAieyqCd#2}8X4~+2l~V}O=TT!vWcVOkn0`Zdr{C0MUDeI;Qg;;5;p_Lu;V=1cjfPp z@D0?_w>xen6rV1cx8W};)5-;anA$(iYQxODdTwpi<#E@G(_dt&_V{YofU zVi2RQ=DFDPx(qBq3Ig4ClLX9JPP(FJBTq+A;+J_p0L{R^xmsZ%E625nDZgvNrV3A1 zUG@PqGXe`SH=<&2I=LN8DA@`mBY}UMl6MR9<8UkM7c=H`5AuW5@V%u2mw%wq;WLPi zNPgD3JehSQi|iafe(;{re0cyR2gQq|JKASD^@c`_c7FZTLn~nE%9V0?0mgDh6nP2< zoBg*22am5WEo>np-`lG~!C7IN84K0WO&*}~f!3Yb9BvNE<|xrkxkl)HDMN$0V2$I{?UYd`>*F|5(=Cy`*qfu3=51orPZ?4r)D4F zWGK1`^>Ss#QlnTk69rA(Eo|P3^$C#iOb=Q0s;9 ziCWj>_K?F?1WsrIy7lKOef(>UMPOY76J)#&;#t>~e2#z218_-cdzUlMGLn%7A@lR# zsN&Jhl;VB^USmwwR}qq=Ua~=1JoCtcHmx7%$sVg5=wuz_`OZPDaFkq%5b0t~=4v}r z_6JsLRG-ql9P&qkkO!cpQ!h!wy{!}Ubosfd?`6RtaG^dQiDm&_OM{d$SJ*$KFSZM5 zNEpg%7z_w>Q^B2`6InnxwcM#YnD7(0-(-21#aTad4O6sOmnpk&I{Jbv&QC@J1~+YR zMp?t@c40;zFXq#f&7^>kT{jCAFpnRbHRS>E)bil~?kBZkixaS_Lh>F0|Hi7Fk2Jv9 zJm7%cu{jAx4=_T})!GQ3xcZ_r#c9i}sonOEX@;?n74^|G*)Bz?*JJZes^AFfnM_H! zZ+v1V?|Zc97ep#h&1(B5K;dsC6krNLe6=I&76(9~%xtcfiU^nat63wSn3mQAYX$PwuZudq8b8Z3tmrTBnq0hLQxH(^<1wq_v1Lvor8@h+i2ukL)A zy10iI9CEK2F!J@uJd9n)D&oPFoslVMLXPQQ08haFPK1usW7HF{I!4*Iv+D4++}y}} zhODj&Lz{BC=!dRzzo;b#R~vKy?BZT<48H_%bf^CX!2ca>1Hw=KrTrkK4r7iWRM+Z} z-=M_R`8N6EYr5kjV+$AN?w%!!b!UV#!OY5t>3z%lN&hXt`?C*T2_Mp%u7;PWG1qeaE%iRg>-yLAbfIvnM2~f=$np9;N{b8E3 zwZa8k7pA5hgw>G1=V92k%4ZoRDCoda3&#+p?(2ZBhOOG&n|ar)LoDyUk5#G zWmujJa{?ROl{s{uXRfh7PTA@x*ryr1!!3_!m z3y-;02;KvmBS`fy*E!`ZOeUY5D)Hi9kmq`R-hL4#XJT`EE1WXLrCt{6Z{EicYM@{e zUl7uXdWyB5NVO2k>IU;30Lr7jgudiXSHXtXC-8XgnoyWuNSKk8Uhn}DzR zO=ixFIbf5Nd=<79{gX1A6f|$iwIa<#5XZB6|k;{=J#c}2d#@L!&L}7N{B z{sco{mTYfk;D7k;xRrGfkLd3nrwuPm z7+CVWx$5KP?-Ukc=QBUmr^t3xZutUQUmXRhpGCPV;1NvJV}vIW($n>Z>#J54jP`E* z4Evql!go!1T@S5t(ZKHCM5)cqY>jYW^)a{J|?zG1k&}`21muLD-+|c z4^=$9r`F$zIO&bZfrt}0l@YXA;2cNz3-O@MiFiZUXDFsDsh~=UX%a95HXH_kC2JyZ z#e&sN5Xz;Ho1}$4kzoe6-q$}i+9!ammu8jmaKlq%`MU;Mr4xd`J`ykenLiF%GC7N! zo`h5o!J)b{oBcXdEApSGHvv`e@QPMBXUhHMaOq%%>038OTR~JZofLYTs(Bsa=zZYA z1b_x#W4N84!@OrUVP+qP?KzTij+F7?PP1Z1k*?(-0BVca`3~C3zi4pS?DN%mwZPt&Y&P8tI_X5r>#NWBKAP zW(ff9N$0&o%RT7)#^fBD7QQ*D*eb@a2UfCySco|?P-k>Fs$bkRTm$V}D3EMUeIKF6 z51=NuH4nWj7X&HMw_Xa1p*=Wbc5kWlSnr*9c%)}UU`rf)nMnj(>q!~6qTpUPH(;QC zXVmM>*oJ*guJ;hNvt@2-%x%{1CfhnL%j!6ls0$U@A~Fq>;Z9bx`9DZDHdFWp#@u!6 zDd|Pao1YZ0{6_mzf@h>p(N==qH<(6~Yib$!uG3=%csHOK-vhh=&cC!grAQ6{iDDMr zbp^T=v@W)^_x*S${Gx8)&pSQ-s0rHv6@9;mMYa$yWz6UvY+8m%nGTJgja@&b4FpUul9685QF3d1v<9Sk@2XgoI9^<#_!f6LfFu5=@%GreS1!*1#H zVAV5PfD|T&DCt4{DW0C5Caav~Qv@>fQde4sk3VT{TK;5H{Ex|c3o|PUHmatsnRke1 z{v1hz^~pyJBTn@DxvO}OXpN{RZTMM`*BW&9wV~v$wdGUZJ5uA0`Bk#=ZGUt*!N&f;g{6hX5MAXmI*3~z*3ohUMK4T%A_Z!X7Y7*c1|y>ng%Cm zl1c&R|A>CmNzb{tCyK{MH}#~=95@4ged^OawF`k%xjb3T%4Bj8A;~*IR{E=yb&tX) zkWfM%lKgD1RyRt?>mC_`@BH1e|E=eS)RXe>a*o|jcrRIs!1u&rrIpo5dYeI+`COql z6?3*Od|3HC;Ap{Hu+<|2&;z}2RGL3@VN<&ToK-SB^~bEyB)5#HlVGtn6+H(`POkSI zs90MERAu$4?z)XoT*etzcp z3S5tv*9sXvUfDU#GtjRi=SX8<*FPE`AAfFL;gCgy!H9_lX@7e~ZYO~Q~KqFO%I^Jwx|EnxrS$B!p>e?xoznyI0& zL)f|Dc7AG*JfDxcnuHbFKTv-&_4S^PV32q_@4pA&Bg`n$r&~X7DtB9Gzkq1w| zZ+-ew!>u!YK1xA-Ys%%0xjoHI_1|?$hW|r3=NSWh_`J^kL-s(c(>07HtTUdG?`C}? zr2XZB12w2yV@9g|FFi0R-L*NqxgV-SFx!*Z^dOS)Xe_gE3m3s6=MFL5b_|lru^|sWO@zIu7v&isZ;d81W*V@(r zf^zLPJ5lTFoJz09_<+a9#U@1yz?mX8*wP0yQYLiXw=6cTSHT6E1P)O&R<&!4AD0dL z2U0;Gm+av#;um){ZxyYen3a>i81r@BU41bdQn3@+>5_y!hrA|^e6w|1rhwa)F{XZo z;=c6G6ejh#1(eJj_c~`+`<+1dNhF6`+iv-2JUI1!RMrp@SBUgHK~K-JU$wlAF<}ru zFW;T$=S*m9Y>euEi6wci&CZw=@NrpG5o?zlF2a0n9qFa>A4a0qy^sJfN`&<1qKQ5H zxY;;@%IrD$j28~-DOvffL#7GF8PVQyk7s-0sqFtb^A1t0FXX$i+J1>v$fKyckHpNd zy8Eov;KYy|r7CO9hQZP_vU&K0ChfmW8`bLRycH0mR`}9O|>IrIly{k_s{6=dJ;%LDYno^}K+7sw| z=?MnSd#xJjT>q9wOib(nD4g&wIs(UIati2ebr_Z4^O==;(QXx749D!K;ssN)qybRt zLxCIrLQ`(2+QGQG3+8ZVOFHx;3bt{lmi#$GYK>Mgs!}zs&y# zgM_+fN6;M5HUCMk+8lHszCl?qRAT_-#DbD=03(v1bc9s=%>ds4AuYqD$r0T zOl9ZJq8jwP2LSPOAi+Liy&&QBRo{&I?PGasZL00@8{)8+_(wh`>x0P(p<9BJ+r*%N zQ7#d@FFC-dsrcQo3nI3rzr>-Yc6SRgM*z! zmY`1Jb;3H!=Q;bmwqx$r4^r`PcR}y-Wj!FCQDy^93rf!}X#*ra2KM&7^GCkLl<1f} zguyA3PBqlX^n%;=k|XA+hCnM=)Eb~61ewSal-S7)ruE8r4Ss~8p|fu7o#`v#>b8Jx zX040Y-?|xe8OHDMR|Gz-J-w3C0Re(g)z2}M7s4sXFY+0AnfZ0jbr?&KsodI5qg-Uc zlK6Jthv0l3AmBxW@oyUALZ_sbcqI!c8ejTHqpD_BlaF!27a`Tj16$4xL3J;lR&fCoM|EpbB>AE1?dNo3KgZHFoKt4?}DL=lq^L>tVww6600{t4~ z9kCd=Bd`(VJKkGn_keJhJ<~+n13rZ=rQf>ZHSbtgt;|y7)n(x=3J9DQIEuHqHo18c z44g4Y|GNwFIYN3#Tdv>LxBp&dr;D3-FP~?&2Qul8#3KtrWge#V|494tK&aR6{}N@n zN!f0t5}_<|tMQ8n!#a%f|?uMf1cL2`~6<0|J zt7l!zvbVRduMb?X^j@$SdbZvTbbBX;YF*>@85!!W&!3?dpB9bTDkM>B@|sPlNvkPq zzsg<4tsweNzTr}R5dQ5zgv8ws!iapmXu5!}7XSADC*Yg4DB%XCdl)qcou3Aa!L*A_ z4mTpO#Ko8_E_FtwXee1F9@p?oxN35|R+?qI%SFCSY32Un^%^rJduF~&ak%Bd>*s|u zdQV2)+P)1k*v=UsJI&7bSs_2F5bXn`M4>$eFNoNzP090C9@xigqw7%dlu^)7RCw(s zdZbiz1ybriS8ci!$*PQnS$5HX_VPgt5hwXpFZ3cmM2BF6sKYVJqBI zgqz7#F|5W6h6*MG}S1hbNZ*}p4 zwG z7(-q?l>!?3dcOFb#%vTQjjU}GY6Cq)dB=93L}ya1@a1Y_w}QnxR$KlX`}NDeUH`-Gr7OCZ!~}@6kwE%T~%?^E7|`< z93pwge-OvVRM2U=BdFYBvZ6Y7CTcQe$OSP$h$6+t-dsnd;`fWc7z2*ik~d%WvQYYq zEhxMEc;<}>!uX4OGPEf+-&=2fVfdLeearg367_HMZ5!L8aO9FJx3Yupwnt&X4PNH@ z2OL2o^5v0&ts+mz#yKt7gUZ-RTiIct&sIst_n`}X+SjK}T`?Wg7|JK8&c~8G7aS`g zw6{;&VY$bnN&j|PLDh6jNvm;+<6qJNF)LcRAaW>1*i};Kcn5Ftw0W~-aeec|z~L!% z+V|Q6uf!vyK3D#=1gO@#LUMLBz}Y*28rD1!l^_QV@6bAE#dsOeb%0(bDWmf|?f^29 z$^0ZO0p+Yi51%$^;r_>0uIA?E6Hs%a=$w3V8(5<1QY%qbfma?Z(fYH^+xIAov>wD; zzQyQ6HGD;td7BD*RM~ftI9WUAhBuzT4sDIXmU`>qBnx=3qPt} zF`_wh$Rg1!bC$2>WY|x=Kq}a0b0U0us&<%;H0{jeK700TWVsRMRet5iYTs@R|BUVz z+GTk5Xya?sO3d_w-o`@iuDP_MJ)1o?5rBnHW!ldjc;%_I359B|%Hjd>m@i8USR7ZD z>W-w3bX(N9y{zCdk(`IO-j8L0A|p@b>Jv3RzN&07;{o45dwIGnA++ow_D{;@$$^Q& z_f5wEJ? zhJ4N@#BKz{w_I}=dWUq6O}=&h>*0%2s>N&PJz(52z9j0(2#L?NBCp`TdUvQDXN4ir zWw3WzB=aF<{NDI!pxCm_9g2(!+D|NX!#NhfeV8X9YP^-`m@JW}aswBpD7{0zz$kYW zOfBo*+zJp^^M3ed>p49owF=Z1e*5O}UEko^o_ z8vFKdUf4W1YH{4Y34*oxv}Zb*&Kf@EOEuc)X5i+ zf7R<19a;#zyy=547i&W@OTcLB?L!=o`@e>_zmmFj^@9f9yyxOYY9{SREtg{mA&GNp zgXJEjXZqV0;r?|jJyC05xW<=x`KFcliGX#VqtnVaP=uZ>U1!~?_35^<+HhX zbjCeJo0UNfAWD)9c$YUEpWQf#S3z#%8tgCe=WWaFHQ(M)zGMqn+PEb|PUCq0{{54J z00#pqYcJS!f#}G^e~QYItZgC zWtYy}-GraRrRbjAvS#_{wMTyvICGu)q@#9UXBLlKcr`xumFB`$_Wh>|NBmMlTDbFL zF8{v#1zIh)Q6<_A!IvrVm%qW4ZYSZZfO*eVoxqw3JH({c~v*lxja9{2bu3f#GTT!T-#^oapD8_r`xZ;#g9kn>I=2S4DH5JZ4Q!q(w6KanfXZYI1WMq+Z zMGNC9&p@8m-rZC@em$#Xbd^#-1SCNe}|N&7GRxQ&d12haz!gp55MmWcG5B#l~u zv%Z_)BFF%f*^-MGNTLJeP*FwP!R=BR3gg&0AVpq)ops zkEQ}fHxSj76lGQ;BNM`?vgB@>eQj~|_A${{TT2m2mGhp&pm(DuS5 z@puD<&3cx#|1@*8hP^}#7^MO*8gFVjU#RN8&zp%RZ&4Nj$SCGsK>_2D__v)WeL(m+ z$GKH_FE`>xzs~yhI=uix5{&&K{z6Wm{hu@;r>ybenqX9$TXx(}9RvL6MIKeJj4O}G z-5JrCTGxz9=hL)Nx1wv?ZdjQ_4k=)fv1uqWHm&Z<`D(-?`yUB-eCm`A&8$7WwX#Qp zU=H6CZ8!LKk569{NkOPOJ&+Q*FH(Y$DHGQECvSCe_ZdF&YKUh(^EQzPWOU7S?pR|R z#H0J%BD+m=6tiluhf`3#!gQ;JPMf?7q^$?)XuA=$2DG2w%j%1+ue`Qx1ia=zeyME+ z)%sYE??-vm{VOs@rhiN@q`F!s42GdAfusQ#*csOTZ|j?9wwz-0Yxp*ALPxu-N_GqQ z6E2hJfzWBj^+wov7!`+qqdYn9XsSU^Mh7oJQgH$G=E&+bZzoX5nri^;57?(0Si0M$ zK=~{FYXGo10RXE^09dW7SdEhMrH27VXE(d!-A;>y$fPLrq~r{0Lt#j-U;ewr?5YPe zA56z|D8NsD@LFH66xLu|IP{KC(_Q(n9DUDa0iD#|%=|y^k4Ljaw&-y=7rX+1@!^xm zLOh3esb;@n;g^XRQ>T^lYFiVKKz4%PWJS0(-7-&7JdTo;a3M)d4orTLxeIQt+1e-p zQjX9kc3U9HLC=$rb2$<%^5(DW|8ga_?r^&MjW~GH<9&!u1eEF>a`jSnS1Sk!wH$4GR+l)vZOik$&U^_ z>{vMmGmSU}B-&r74KGKwbIhS80a2G9?-S6ZD>msRP_qb$z5OOeg?et?30B5Bz)=8R zK$qP`w%L3A`Wr$pbze~$g$Hp4IOErZ`YxCqLf|}YJ)2sucE6|?8iysigxux)_>zG+ ztIPyTMu<*Fm;)W$+ndNBF-YHDT+jaBCxm1RnQEV^7zMKcv^dH^wmQE7N0g`d{8h_~ z0_F#l0Nw25Oo2606v)CBJ`d8Wdu0YMjPzZ&{h@pN;J|DzRKaV=1D09rt|q190FPZ+ z(|`|PEA=67^4Qd@5}MmT*Kq^mYOXFy{&YQMk%<-jDvW7!wm0zApGRO1Q6D4e`>+4B z&T8lR>~U~HNhv0{v|)5C=-O%gQKz<{pvfC6dYiMSvT*I}J71CI;1!YKWIY9FwiF^m zfJ8+^&Ce%z7f)Ve<%4~De0_7vuBEs4n#X!_C`foVS_#EEdxRme zHKHWr8QnT8crFHY;<-Evq9t1z9Jf|N@-ujQF>X`0$|Qf)>lyep0h`?;Y+UL4{>ES;KQW;oC9u_+X4_*?9O9Ei*H2zx zu+^nZgTXPQbYsYjkCSkAhZ<7%G^c7Ax>`guzEgOMQd_4{8-7#%8G-qx1Nc)tcydOD z2M}b%!{TSGI~k0#>Xn?hIPT?xu;}Y~`RiUXiYHlsBiKXTLtX0Gw-xAm0|3lUpoatg?ISFc-c3 zIQ8b|%97PrYx8&s++G$<-BNPZwZH^$*?>HHo!759Hg=8hK}J4}Z8=$!TUkBw(g!={ z+C~8UWl6j@`hy#qF92e|Rb##Qckp>a!dd@R)tPfBe)7nx%UZ@-5&8JMV(q2sGXh`? z!?5U9?!1h;w!nQa&I_9FT#r;#s09STOY$lUo^ZIkyFW>{ui#FK6UCOgS%+5Cdb|08 zO6b~j$14P3e8YL;r}pe(b57)^dZ9qLSFp(hXerZfjx&aL5k$3Dmkv2G$m*zYl)96h zK1?oRQS(Bhu&s-6*IV9;gltrSKzAGQ7q@tCf8IB%yA4N2Ts%g_W=;SIOW@9`b^9V3 zgKoV+4ivO?vl!{NP|w)aw$ePhjBD=Pxm`~)u)=jMbjBqNjojxWM9SmgUq8HpO>u(e zNF=xF^=P(4?_s1!FP*C9nHV2trUqOTkfcY$laFvSVj9L)$?CbDWM9&!H*DpIGf*EJj8KBnx-l)MAAtPS>*LFlC#R%N4xSDjQqqrqRU;bt@+Wt@d z&(M+CMK9V)ck^*&+zwWRjxLfEfUYI(Y+DxDTgq%UzlDjj2W+^R$R(fQ@UcwT>(WAC z|4}6UY_W^+jtbQaX?i`%Jt`$#_>3y@OGsUx727VWa)-)?phPn{YrM{9!axA_EgFx+ zX_;^H@P=@-Y2gVj*Tkea!6TB&eCJH-*jeE?l z{}L+DJxVHM$CdZpU>!#@!crJc-9##5^r=-#+?sw6gHnjFi?Jl7cQiur$iy$xpUW%e z^5tpjw9$^LkdOy_b3%mL$@)C#qSg*5o9BER5xhe~A~`E-&bFJY1vf^4t91g*wB=`H zM`iiSEB1|xK<_JDUbGj#Dt@v1@%sd2uk*dhXmUY)Y(uH-bI~Zo#jThMrz6&I8TgNl zeJX|$a}sAn#M^?1+s)loBbEL1LQJ*CKXuW5^u@vTwcX@tu#~h2Qb~HpQKiT2IEX|-t0T80db3!v z5m)@0i@Amaj>e3;cy*!6opX2Wur${aHhbsC+qHIYWaP`ZYGtucR6jVv4MQIfF(+=| zA{gL2+}0J5F~$dm7mqF+osn2O?FGTNJ7s`md-IjkxIzFZGxW25qEzR@zcVH{G83Q* zg_5h#d@*Z&2%n_Z8o${M<1fp%%tZu+ZiMVd(V=i}EulvTKWm~XU|Owr@aA%-EG*^v z=6DQd;|<#BT9f^gpr?aUwfb#-XA(-^k!a4SP*2&t<4K+Q0AWWMR?aN-F{tv^VB_4i zEIy^MjhggS(P`^+#vB?hO3*54Mxvoa0>NTA!w*GFasU{^M1}GXW{I@rbZt8>byjR`W7VT~Bfn)m8wg4)j^6`|a z4`~h7j7fD;J=@j@86G7=%0&9BNJX#Up`Yv;bJguz%m7uNO| z8(cpDnGRAo$M8Vj$QqFH^kVkyMXg>d&NyP)o!w4IIm26YK%Lhr$xAp5E~v3}kgD0X z+P(-uDE0&>e?Vo4<^M}uyn{=5rNra4mx!&j(9VNP>NID0wEOH zUcwLw6nPb=@{QcbyFXS{aUoQw@8rW^3PIi(<#jy2T-tO;D+7Y$aED1>SqA%IlMQFw zY0dhUF7JqVUmkYs8Jz6zkB#W8IOfQQLGnhWaSP84&YSnTc))@pNAb`xDLM16lQrdC*OU@Swg%*|Sl+@(E&#%jU{9?^$$F*K= zZv~*3%7``??yTUx>NxWXNAEzLFwl5hRA?P`zIPK|#g4a@Wz{PIM@bJ8X8N1{u zoIcP!roQQ29E4`y-(l}mm5;r;8XeSgRDNC6nGs%JuP<&?@#@?UX)fVAMUn`7TD{n1 z=vTK(*Vp1z=jT5wLL<2A{6~BROitiTcjJnmW>J?|Xl{Y=mcB5BEwlqVbDqnhho7S3 zf=_DiBSaPdjR~7gpvGmJ%Hw8&_~H+TY_a{p^iEdcgmDduNr8b}a(kcJiGa`1u}*RL zjCCj=S$$LT`kL-iuZZY%#|Gi~i_I{&O}*k-*-$H!OAY1d-~cLeaJV;5Z9hk0qhPy; zO41ECw3O0CV0r)epi`}z%D8;WQnHkKbmDugIDtB!UP<5M`9gw`DU9Ekuu>FZLj_#F zqE<5tI!1H(fxnsWJ`~5}%Y<_3Q>*uYUDn8tkRy)#fIe}Ys}kn5b`yi{`oX)8Nq23cZ7B&U zuF}2&wsH=Af4?*?V{!IyGh%|ga)R=^n^$vgy*6FvFtUasNp{llO=q+N=+7@P0Sgm&ig~vWf8zZA|ZCi~}b~@L!i*aQ6WX^{m%PJ&dtb?@bYPUb7;W0Cg4MQ|an#GN z?ANgYDiT{g&i4MN;u$3#vVGu0Y7N-3sECJ1cWu;kmcS~;MZjsJ9!ELqb>D;^v_Re*`!H0!d zBhGTD&{|#pvekbG2M><@R^UwKtn9v-B_V+e(-5*dfD56gp4cs6HV!B5D&sCP3wRzW zW0(`A0Vlq-c^9p_!iZihJNAB>9^L+^)ZoeZh~*VsNRtE87VyO%{m`W0gqbX0Sjr5niX|Ov)Q7s8qjX)XiWvC%SsQvDD zXJHasR-_+VAb_r*XQlA-&mHU9vdn_15F2{}qxK4=lkl0xn>RpF^(c^LjM-1+Txz;Njhlu}ebjs4j8i_P1p)2c3i zSV3m|nRa3Fvnz3na88kDvqN7_h5X%4OE%C3+VWEGMg0KDq(M$r7Y~@mc7*5m+?nHkxPXuoHK!6xk#ZaF!n2F8G-Sm zhnKE=h}7$#QU)bojV=}j+v43+`RCWR#S=1h7&)Z5>^_u)>DdlgikQy6Fi8miR;OK} zk1Eod>0<1?B;H#n*QfswYUR@7Q-bOv(@X$qv*@{h!?m6C?E`w}U-*FNb#ivzbY&wx zCM%}{^@zcl4c*751#In&6^2~}|EKJDpZxN_3K+vLVqjnUL zBjBh!+^eO|c$|Lol-8NXsvR|JcjnN&ke*r4@dOek3GArn{xvXtCn(t)(o)sn>a08Oc5Xxp2 z1i8c3SsQeD`JJ;{gS^T~)j=$wbPKOYTE6Kj3zbCJ zSp2Xdi9fN&|2p1liQ#l3`T_;o;|>P0r!nVhN2wp>+2);=9bfFS>LqZOR**|MK3D8p z?J5RZAtgO)%P;jJ*}}^OGH9G;m~4Br+Rzfui2Lq=UORszU_s)iQpv5NJ$Pk8CGcpfd*3?7@e{E5@ z7p%0z45g2k1%hiFvG1Bh7iUeDn@r84gZm;P-(w3UYjUb)t$Fsn)b^?DNx~kGe{n># zpEDVe+zh10VZpz+uZoC!V>6YHf33CWlkaqnYc5`#$5Ug&f6wL(PBP z{WoZYM&Pq&&+e_@0jMefw;&xYc|rJ{0{~&&p~Cbu9yI`8OpDxIt6rJSyEo~wnf&(JCafNZ#@63IPZ=N{y^jJNRp7rMvZY8D3uR5#8eWLQTTp?r$eE2@-DNEnR~ zOn3oThq&%K{tYi)NQFU}Bz77PK_P}MAlHY&A-C>7ke!Eq6mk?LY9l_Lt(lFNKY8}m z2j)Y(`-Xuv5&$q3z$W|BaVMq6d1-NvU5dpC-VneW_k{#zw7zSo=`ocpn=6jh6jDr zqn6{fri)QFIy>i+^vFih5?5rAL3uLBdav1*&sMRSWu@4d(P{jijW<1bA5v>wd9CBKU>FNys245sUMHLEr zPy3%*0~Sb;9O|wWw%FzK^C09fOP&|1)rJ!>23#;$;u2R#Qk2C*h7a+I`=^b*I!lD{Z;>(Ov*39u|wjU+-2q*eaC- z$<=ydy%ney?5~^WQ->d^R}Ot3a-4%()!b4p646O>qTg1Kz(;{JW|?I5AC0AOq|dYN zlk#@vwWZ~H!SKfnB7-{o8QwL@OO1(VB$Htie?ji%OSd*o-g zJq|yxB^^ErNpdJ_w7V|8vDUL)6fTUrJ66udb>Gz` z$wH=956kFvRrC`sCLH?VwMR{=^_OT_Xugsch!Co=0mc6G5})xqgU^7>d3SX2*#_0wHLQHs*R}l{Cu;Czcpo$ z!WOc0H+P*+SMmCgU6{+xdCzuE#F3`^)z-cPEgAM}vj0I$2uIUh<#sf5qH#p^&@nZ! z#%wAc=(OUBpDJImw9pjqw?G#(h4nN~{tX47ZpgDa7lj|c=xqP8iibC-#cuG%%(;YAoWubsiw|F>%!IXN8+qXJz7N>JPLAzVJL=If#21uWudtR-|hpK;q#MbXGplaqRAj&$S9Xq$f)5=XK6+hm24YnQ7 zE&Dmp=8GwlR6*G7)On(xT5tJuZh7SP!{{m3MjXhV%~Rx9*Ys;rPc6BIQQ{|&@3WuR zO)o^0^LZMJR*9V0zpuSrqK;Wkf3tDqYVM!eh3PkIX)N|Oc5!LqCp~Kx>9L82=c-(C zsfvmF)*+0Qqy+ZILp>i5z}U3dEO1Y%Y+Qb*HBxN%L9qo_C&gF~`Q^pDZ9*O*^#tIP zlzn=&Kg;-&+Z^ygPv8p0pDIP`*O1@gVrr+G#^Lx~5{6pqWq>o>2OI$e7y-hX6N zBz{9GIxJ76;gFwE3^QXvt+iNb#Fm{1{ydR77^xy$E4I#zvG(Ycspas~v-Erb$lXGk zdQF#}Pnu@1)dll*tj+F;vS{5+x7&505pO+ovZQxCaua^!+PDohYN*|3aLBLZ^fgr> z6ofcR+5(+63e&dUc~5ZEf@UetHx0sl|4sqiH2Gq(gB5O!1yQgc%k;rC>C~p;a?mJ&-5cPIxytxTriL2diVLv2aQidb$6~pN3>FxX3)N(W$0WDBZgrT`4z``oyX5m-MoT1 zeuzswr%hs92a`-POX#ZGKIQhD-(NQu*M1Z4@oU0eSahT2^dEZZQLMsfb8Ad8h~a>H^vs=_tX*2 z_^BmFx|NscGsM406hF32Ka^6?5T9i$$@^XTE(iTn^vnK_qv)(4Qjn!JO4sHIA<~{;kR+= zc>~&PYuedW#3=HxX!!!?VK#)VqFx%ZXF~bX`uTs1A1n}l#1zvhtR6Cn%qg`}H7iM#kmN(c;Y=mv|3{z-!zdTvNdN~_)L8*rZ-R{%D!hA zoyBg9?kH(KI^SKR&CgC5Q3Ep@J<WPD(*Zfx2{S0b94lYhXyCMJrYOXGk%JX2Z*H^AlErq7 z5;&16W;)?NhXidJO?8&Dpp^Zw@HdZ;ypfMega_#@AP2nG@;#}z1bbd6`REMSl4)39 zJE&eQj1HBCkDt;I)hXM2S#^&1d$S8sKhdq-v=GMFHZ8Z&iTdedeC7BGN%ZwEOI?l( zs8$0r#ENCc;x5!W_VdTk-jUaGY_rHoZuCVXNk#?W-(P@-(^%qlp~m?24(6UI zWIL|3IK}g}EZ78PsbIxOox_9abp2*?kve!0IhnLqPD!TSWUU=bx*r-Q=-U6M?Y+lzGlLe&D z9OqY=PeQc23mfNp?&%G0{Zm@U7&hUB^3kInSJq6r%&PJ;N)TKU-RyVk2-_Zdi8}bn zbx-U4*XOeA@m3D8^0fS#E|t5og`G?8VFlwe5in;%#)qIq#dnvRCKwr8Sor_EgWpz? zY#C0q+|YshyY`V6l|O%V|5*O~G9H|1mPwvtI*|Ba!kwWl<8rtZ)eLu@| zw~jUsk2wPqVGC2^4hhjKLGg1$I>)wYgUoZ|6+ksjk1bAE{=~D?1H6X$)`Z<)B6W1N zEaaB{Rvnk8lFA4#iw_7aMj;{cJA%|rBHv*bS{>1NCdClTIW)<))BZV*TGjoUcKzTn z*+Oeoat{*ZU{X>=+^A&#zyVf3Dguw{xrlrY zbcmrlBW|;x>6_b}jFeO-M@Pd^q$F94Jqa3-!@xUgGlW=l8X36+>T7^GiK}_;1tve1uLrwSksBqSpGO zoh^cAhI0&-nl0D2RP?lUU#t6?kjsm?K=tv}#I6QzL7Z@bYW0Im+r>;4{vW-K;8GnD ze6a%a^N7qL+py={HB;EMgfKw{<0;9IV^GY@Q1>~({jA(gNq13@9UOdDEBpu#E6!O; zQ?H%TI|FbG`GU!)P4gu#G~28mGQYO_@6W#g622hs8`5-~SC=9iEZ{?ibI3=fhbJR= z_O03Og?S zwieq}RX7#@Do3Yw(_W_5R*Dzk%_*aV+Hbe&mkqh?3$_ZBu~dT9L8i6)$R&wtm2F{B zYwBFE5gA&7k38DULB1n<&ONx^_~dV0LoD_Ij@9WF4*8Ss{R)Y$6=dUQg{qZ1p@G7B z{;st2yMS#moGb|Ceu}Fu;YUN zjRwvm*cm2Y=Zp_93jHwrnV8N%#oo30(FaQI9DXMOqg?17*6MS1nt!~>dZFMTni)G{ zHNX>D#d&)=0g*mY$BcXh)y)Fy;48ua$r zm6aEERe!K^QPCayyJR=Y}$N3pq3C!59F1h z3D@(=*r+i++**9u$j_4e8vT;jQJIO@wE}=sLyDvaPqcnS&tzN}^ZFV76B7%;lg!w=*C$97qM4+?_R(-@*j)hzSSkI% zlmb-YR}j4q3v|F|vGdiuG`YRGpjD|Bk6KO_hA6n*BkJLfRM~K+ySsr5C=xWt@{fAQJ)&PyBwD>+Mfwkdx?2G-YZeCgWK zr8hiv5o?SuPq-c6h3sgm~OQ_lhmwE5%O3YsH2a~j=CtcC%g z+wtI$-m^D&OoRBziRYN%Axv+<4AP38O-GXV5-$(5*#=uFb-NSalZf+;$WypPzQ>E$ z+}w!$C=5vhK|lRq#!Z#N6!i){^aIPeAXBM-!#5QfE2Bns!AyvHHz=G*KHK;Y=M2L| zn7Hq>R7~sHy>9|6P&xi+bV)vUHB>R)WXEH_ZgZ;Q|CmVVfZElVBkWZFat{Dilp0L;u&T??Ie3W%XlEsB3=Vh_=(?}>>k}`wcig;2*w5Vl`xBDC< zNfb@GBA=tdPlnx3&K#V;@K#cr%vk|H~~WM$cw3okx@Usa9QLfXl; zm-jU1#dHj65+cF)kLn514Hd)Z%cl|7@h@jK<|-)e`#ZY+CZrGW(*bkDT8xjsVpW-K z2Qi2Q1II-O$~`V4)XA97#Y^3fHRV$>O*`O##0Y}u_P6Jmei-SRuz)i{?I$fa^2F&LrOMK? zIjJJ+oe84HxGL;UVOXc0E!oc_^KI8`7O6f6u9$yVP`IUlMd8Fao!Aov#FqJgdbXj7 z-sf&FU;DzgD>wHBTU~KXMtR*!JdmM&$=@pC?C2;bvc}z^F+35edPrwMzprw?7L49`s@j$t?8tyF%{ zLdA)hug9J^{$kFeQYSqlRw&IP0{~bTU$t;$WU00s*d=NwdUX9(b^Fc5qE+BV?%K6$ z`HRA}yMnFgzN?#{O}c4)`F(x2c_VtR^0KlgEQXqP2FC7LiA3^?I5^gwOUfzIpy$`y zZp2e9{`|(%&Cj>g5pl6s#c5n=A_t&l=Hi|78_G$)_Wz)`2xp;LjFvu>O?|{7hECx` z{@F~ccLe^Dk8zwoyiKTPJvQ)BR8M#Ef=<77*KGe0zdjf@?9o0QL6srG)7{;T#$~?L zZ=El%Q&#Joh50j)T+m|o?U841ZS3u3f)^jc+)(hfi@7nLTD47ZK&_O{lZmDbH?|KS$05jL~HcW%Om=g(61e;t^w_OyN%qnMX#g38|SXsw8MonEYu^;!inw|W@w zm;{~8aHN#p3Glc!UQN&`&iHsFZdK|W6b)L=;{%Nz>(9zRKBclZu?h++uG+7ChDj`G z9=fLXR@C1pBBoWaEt8{b?(~!N_VWLxzDDVYNk-mQ{dZPlKt-2MZd)c?;idK8KDB`8 zvR>^SBtr@ONQ=<;H~52a;sD11I*MdmkohyMNj3AR&Y^S)GS~ zTN9a6AYcaj0lS|dRU;LwOGH%bnOxuQL7RjJxkw-1AhR=FU@TQ84 zEpNLXdOkY;Hg*Xu|Kkkzr6$4i9Bw0*(B>%CFIhpfVR+`i(D3kCEcZ)(f=sUZwR>%8 z{qmzmAFp(KYD+-L$@e&laN^cd-q016=3Gu@R{Vxm_NbY#wK}QAELB{TfQ@cu34tD_ z{l^d3U3O5@tE7{Xu`NaL+h$+?`z7lJWPJb{J|LflEV=13Av!dDOO{8Gf=;hF4J+BY zDh87yw|?hW=P&VJe&fzx==;k~gO|Lbc}otf!Lx~UdopvsxEH4d=!k>Z-}}S3^y`u7wwp@Kdmv zoL(xOk^?Rw6N~Tg;qgw5OB-1YL}T#{#6%vjv%G{Hy9xIx&aF~ovirU(NLTz9_d-dQ z!_j%1Ew?;7%Gmb@V-}P;`?{f@WvCtD$$K}KS_fN|Ii?{O`x1A2Vxnf4Ly9pPN$(5| z(D#SOqg)iZhNJak?%YBDo*@&|N7@CNNDK*^;zpj>EMp$?lk?sjJj2`rTJI=*vyT>N zG5YEMx^8HA3+FeC--s1BT9B`OsjHweyEqe*ITg0jvMsLeYWwBVXMHm(je)CA#a!;W zt{5{P%s5~uNn-b2nP4juhf80;)u)!@?Sz9vhB8t{rf8S_9C_T0;-Q>HdX@@vij%$9 zntHd!y->M+8F9RmKeTRX_aU2xoqDWFs4vk&Kw?`ZSTqd%&5kYJNj(s9m0nszB#zw1 zUi~+-R5AaDS2DTOM5S^=9QGC|pWWx%z{hD3R#hK)YEZe>arPs*=EvW*E>P4d8xl6b z_Ah`3EUYKq<+$62>1*kBY;$z`_%&pV8COz<7B=Tbk@_0$XJN6cIPJ3Ymzjj*0! zHo4CjHfD@Y5p#-f-z@2|zZqUEyAMZsorvF#m8dds?D2XW`}bnB(IYHIsdd*Gx;+D?rI4@+(W`W?tn~*Vz;W2KGHwbpKNje zY)y`?NF`23K%_#A8ipEKUo_K-#eFfh7UGLYF33eijt-G!STcMJa#5bqDkHO)_m1g5 z(*!_SJsFGnhe^=X>paxjU>@FyH6E?akEy6*je<6y2NY#HJ|47y>lX0%J?399wJfj{ zCF@Yq?#V!TChYC%TM<==f0lDVPlZ{BuVt|fcZBGA>gIM-#6(>BZ{$`~FABN9Meavf z8O6zRrBOug;EyHsv-#~w^l?R%{$uZ73?zBipN4$v^-W6@v0o<{u&w*)+xxjF#Q{%y zQ}(d&@bKLJ(6UOld-x!98f_VqV{WW{1WX8(OWRa?)*{-y`8zd_Ey-b+h z7MNIshpdMwv;JH|U4|T7p@iF87GD1(av(?bj1ihQD+U(ux1V)wF!{lV{3EM!2(6a! z8f^rwv9LW*ZEzvf8Ypew|7wj!u$5Pc0Yc@a3o5&Q)iyRZj%gX(I6WfDc6%hG8bGAD z0OMEB9v7be6Nb}pqmkCB8@6IMT#!)TGxuK&rFLm#R+is<`gW`Oyz2ea-G&3R5Mk6| zA{PvJVE$GaXIgaCenLN{Q8@|}2I2#i36Q~;UzAdy}*Z-G304d(% zZ;^7?;^N{uPOi~NL1=tzn5_oKF0>5M8K~&GVY_6(oQU2#szw;j&2k3$U1{~_L_*^; zI+0-uanfxxjhC>XgPB*q|IZxpQYXB!VIsE-^el6Km@T9Wam`S zp$6uu`F%18UW?8Yf=y1M?8aY$_R!l;1@{Qh>T%`!C2TdmlcvopGE zg$z1e&?%+TogA{^N3vBj3-?FQo_;+gto)mKr1bA>ECUmO#pGl-UMqRwz$mpi0}t|~ zeLgQmOz^Q}k*Gg8;JmO#LsG05T59=jjM!rg#G;!?q5q$~(Y8mD1B}pVB;7_RzS3WA za;;uTiBbog&`}80w3JJGQo}l&5hk5{q+VT7E|=;lrdaY%MRlPUETX zQJsV_fbte3zu%=#Yr#bVyfyhOB#^%>^)SPQzE}{A5OU3LyR2H6vbz< zQvO9>S56L&gr_am0}ofoI5#4)4J_t$eYE38c%AVgoMi#v6}|njq|$*|Wt`Hm?EVyx z?AfEe$oA=w#i>4jKf7S4A;f|gX38&qdJs7&sF{b+zQ-MHiz~;kuN?moVM)4B=7FI^V(3{}Voy&7J0vJE1~{PF*Bt z-^Q#Rp^A(GM`~r`DM|cduD>3;i1a+j2?+^Vn_fB&gQgA0_GtTRq`MHEXcOAbykCZ% zP4}alL~dWLDpQb)yda4VOma50`$t7S1TfPFj!peI`@)Oq+HzPqh=L(4vXuMm2Y(;t z%a_mQ47Kb)$%!%qYWv^FZ$J)Vf$cq(0i88Keohmngy>XbhZ-G%NG>4%ZHywLk_Lzq z0CHUuu<5Ii3SUnRq>i|pF$o@OKi&q!mAZhCSGbUmKWpn9n6}GC5bcnFq|3^G60OCjS-MVlV5?8*R_C58$6I2DLoP~e<-}iZJ<*Z(4%aukP zi4J1*))%qTwxx|bHqFGgbo9Dfywmb_>JBG$Jn9eNbZ~p8N68*|DqBcrCZt88Y^O)v z7&_&g)1hgT?vp&&towu={EFS+_A1__T^fw&nqS|J$sJTP&&g?C-6<}F%u(VpXl-n| zx7P9l7?;YN-~6q54kd$Y_p!`wyd@j>{?g~sj0xW+5qtYRO;#>Lx~iW$cBX6uN(bX1(Z3#mq6NvCsX{3sEJqyVErR7C(d6Id@L1bB5fX zNdGhW0~KZmFb3(ZC#wy8*R2OMOFV6V!-d1(|8<5pq1s|@Zq<&b{PmF`=CQQ>??jg9 zl-coGOT)JmHluA`-12d|^T(Xo>tNDKu5czE921+__saeJqBOBB;>6-V?2wUf(o=_P z>JDQdF&5H4@iciIUP_-IY3+tnJhJN-D@>60jX2C&Mju!*XdK{4SflPaf?B;5bAXne%ICcsy;LQ@8Y*`4@gDCfj1xBXuFWIZsPz_3$lL0rCgjc%jtZAgKu@bBv2+ zIxI|rgjPC*%d_I=l;tLjt|9%DQH%jY;iK&H;7KfF#1y7=1-yQ>mpcv@Jv&)iK206+ z4$q}*4#VDlk%6=Qm_t12xlHF2II?6@P8db929?4Jr3$UR*O+}L;2p9mp&x#Q2GofYxSBdbsGLO~gzetz9P7mA5>Mi27!dTb{Sa z5}nid+xN6D+;8H(Ocq7BN+%&ree`Po#%A~IJuovp?-(`&3N$iQM#cI*aP0IE{&2bg zOX7HQL1lX8$HEtDnP?#YqHkl@I%5qGuW&+mc3VnLhy8~Z zcfi&==S-OdA1*RQ5y~Scw0n!KT?#Qgzri~)tk?vg*xG@TepVWc!p7$JAdxN5k}yz4dm)4?ukQ_!!=5H; zK6$~^1sj5`I_4+uhyR3}zC)wu$QKW27zHN3M5K{>&Bo#?Rh9ZqD&g z9AhFN3t3SYpMeXk4(f8Qc=H@6|5~qoiH_`IMF3IyAmW0uX77&p|`@&HUgI#BqV=p6#!`jXTkAPz%;EC<=rejU{F}NN?C&)%s0rtq@!A}~>ZcXL!)jzPC*k2fe)T zz&_JW{en4$^ch_^VgUq9ksW3P!~4JrA7FJBf2*_^pEJ6s@YWs|9hClod7qH%1 z4CC=pPm%?HO7+O@>aJ&*r!GvOo|EsT4sG*`X_bv9@ADxwud%T7%Zz}M6xlN?1&~S# z6!e7FF!>Mmz2Myy^asS;) zYZCbs`&ZqZzqilXjtLpHo+EL0wtJtLVmxY?)vh+urKWhJ<|Qoqr3Dl(4xU{V^9f3V z=0t#{IaNXk8Nl!OVV>|XA1cpnnr`$&19edWtf~C%D?%8xQ0EO;(}V;5+>*@aEL0Om zXe}!?@@5iq7RYakTpwT_DG|rR@t!gQi=cTaPpnyO z3QWiFP`-jLBMmZ)Kw1|cAAhxS`D-Jn0HaSZL_X9zo9aPL$4^~men&7H6u{Ek0*sWi zn0jfT%_pxOHAil0uEGMn6D5~%W5&blaU9_oi~2TZM~(1Y zWH1BCS?LDgo@;i=WG zR74psqBKJ|3eqh(13Dgr$5K*IF#g)jVoQvfmO^YggD!ngxVSz6RnAFEfp^qk9s8Mt zW|Yl)u?hh!@63X$c6)=0O{nC$l6mFN(P(A9Q(GZE{fT?g^a(!;Y)Zo}+xH7l-C zwn+ln81V@er>`?(s$qz-d-LQ5771rPCFFC|YEEc6<-k+4w%Y+LjDK)bn6EFJRJKlJ z7$O0GLDk~pF6=gS1aIlZ!f9v{h`Cq8H4$tIB^WeVC;1s3tu@!(y&ZcMTf7netMz#;+zXpS;{NRjhwi7_;!Yg(sq9fb17KCY{HgrvxI&M z+1IBNbGHjcyoMDqun}Y=>o~%C>f7(WSq!M0x_&IH|B%|$BprBz{jEar{mU!R`j!Pz z(fB4%V%GKvy$V3*`#>vXPVt4B(iS}Q7?w?o`sggqw97D`0Tn)=9s;uy(7XxOBoKrT z`wTZK^v$z$yon+hqPG@juY06C#%WegAl1AEnf@E%0ey|H!-7 zX`eufti84oYQB{m0=<3n=A$7AxxtT=$bhfpkAH|2*`DEp2sMB$9g3keKotc?uH7ub zPlc#F7|;^$y-Z>;Cz-Gm&Wi#~u4`|FAHt^c<1V5xbW1 zoj|qaCJf%u!uc7C>?-V_K})CUfWQiR6=7wvFNGVS-*Z7teKgOg4F~U|P4`hgDhA+# zA`yi-4ZBm`b}zMfZ1%nXFWk`SoCPT9y*EQ5(MXB0h2byydGI(+r+hs2YZKpR{s#Jw zUMxb8+Nl*YJrCZkw4kne)8dRbrTX{hK^aPyl(}jtHvbp2iazoV^zWRMEu3@35QPJp zB`!vN$H=s#W8vxDJ4g|rlb4kox|Y;EQk9+EqFk`jg65pD?&$JMv+fytb2@Tbn@-(A zK(I= zJ&@RSIWDUy;g?~s*!`x2#(uTD&H}CO9Ud*s%~#jmJ&N%|l!tt+^yQs%b69X^g|Lld zkGlQcTVA_42(~1PlQ4cZ$Q?XCt6e|i!vdI?Iz!NA-OrfgEPjnsKrDG=nn!Mr&%#{d z1wp>Tqi{=EP}2X`+gCiwIKan18|1^#;m+|FRkgL#!H!+mN6Ce!##|>wm));=+JAnH zqN3nOn9tx79)tOfGXzoLN#)4Mpj%bbp#?ibe%Nk9lBR4-JDpprHY4cxjA}e+N?0^B zBW-9&D6Re`97-b0*7$rxRH< zADUguZQqNV`E5nCQSPu6-kvGh`{D&%* zsi>$7KNoBZU9{zylmaRwE0Bl4f8l}^cTc!wUMM`ZbvD}DQwEk2p5AWvLbfsc*b*Gp z6-N1QdyGP>2Ao)2)4#hSV#P}x{~v4b9Z&WD{*Tv*S4OW0p%N;xM^UMaQyLN($*NFU zX`x6FJzLU1Mn+bt$jC}oIHiz8$!MBs$V!8j-!Or4f_qiyg5To) za%9!5X9j1fI&0GNJJ)f5kK#UE`H zI$?0^^h;ZV{yF~=5pKh^(0upC(xKE3D7 zm2jx-d_FqV(0(DdYS3c@TKRLoQ6ie?K<9O?2kEPBe-mYJ#G*7QY5U@@XZ&*dTX`k( zVqf_-f}JLd@AJkqv5NI>-`6oZqp^7>)oAg<%a%`Um0HCU?DnaDH0=obg@V1bJ#s3o zaiysCD;K;)117-iC-O8UyCNyK$22%Jl!D_sm=XAmlH(KORMk;e7#)k}r~-CctW+!! z)T8fFgxC_KTHp~8aCt@Tc~_RNz<$KoE4Nb{i}Ib@-bRmtw3!z2Dy0VvY1yt*hURdSSP?3x*zPU= zwQH}dR3R}fd?J4_etY~KG0rdPpSRdw-OBJl_zHgz_3)0%Kgr~Gy(MLsv%~UW*~IWE z#JOL^yj#EV1rcTlSX+y@^?I;#C5ZXmX&&rc#t-K|y`U{(3iVNHN8Otk{)(CX$h#lRVlU`{c3T$8r`xxS#H=LJc?Mf7jvigH zBhM|%@o*c*5x_x}lo>u{w}z>Nj@%l4B4MkXBr^usMz%%0YrBE-D}}k%V`Qik@Kn6P z!gbXk+3Wrxvb-1q*o&I631UVRN%vE!^?_{zhJ!&FaXujQVDM8$Vju($fw3N3Ni*743; zDbEV=l2r zeg_k0ntORe@bH^>J12Hnq(Z}n?~#JeiF7?d_q1JR(y;_OD61DbV4ZpK;czboT{R#_Ny;<&(h$XV$*sU zYBm$~QmD47TD?wqlb^abkRvXN`^C9)-3b^H-L`eNU{4(j{m2GUV6M!^+p=6ey77YXaeAy< zD4(0mze#@yVM69n(1hIA;QwCUkS-YO+VJSCTY~}UJ}MI)!I$jK@36Ag@w-|2-4gT{ zwHZ}2qONzKm*XlEP%FRuk)aN$W&T8Xoi+r1;js}}e3}qF`*9YpvpD7|Rhp1!t-qNb zpZ2Gn)9rQQb%e9-n%(*INdG__NkUgx0d%-(nkm~vU3`+}!nF9a8NbdVsDy_Fm zt(p0mN!us(z(i3Ekv(-$9l-RB)zD(`ec{XxwhW7JAF>Lv>M-+a17Fy5|rpIDGR-kH;2TYZu1>7hNg z22RR{88-wa(I^h^*HVmZt3aXeEQ(EDl0-*QItpRO*~84u6IPr=cGLKeIq%SZKFZSY z9}P98&W?Rs(DX|2Ij;t4#|a%`Qd7D1cDd{k+r)Lq1r(F8?oxQTv}XBvIZgePNh?0rYF zNf-Cg}YPx|vV!9d>Q~>oAuO1E5q&sB1 zOZ@ib6Ed(Qkbx!PXgTKwoTSOySiG{Yiqm-JWxE->*>El%ry;z60%k&L@kOX3l+ol> z{NbG_H&CNH`qyqEfw7&WO`|-Y-t(Faw@sB`?irC!s)>-ZT27BIskg`OoIUI*bcASs zRjCnW$Kj*%>fQ#U@>p1ek};@X0XJGL0M$gErsp-Hg>~9v7y0B=-PWAh81J0V+aSt` zTq!0;UgMdyTf!Amx+bq4D`7`&0}-w>ayOjz7YeC}uT%O;)3uc(xL2wkMK%1c_^}fc z8FV6*$2kGOd0K+^@dH)1s?s+%nco+72y5| z&xH%ksa?I1c?dd;@WH&d@3B_ixaP%dnayTi?tEMuL^5)awuuQ?KKWj*li$|xzwjl1 zCErCPy}Y-9B*+0RnH1XlD*g+#4^hbUWaD99q6!gP!m=a#$le({yAEBsy?0pq2%)+b zi-{F9-f#`SAq&!aeR?(Co3#gbodiHbTUjq58el4ESgdrB>Ruz;!zfRbO-DVZ=&=g! z|LSsAnnl$_#OF>W69y?PeP^8nusYH&~p zx*a3AKR&-LJA`LY$CmY2T)w~b$CARUxEx}!l+_LNEC#qt*5y-(i?zYLe7(>}vSZ$% z2eZHi2g59}atFe}KtmflBB8DIAI4~fQXZ}KtsTT` zR}FiWjr~2{1{fEP-m#N{SWlI+^Jx-RJ+DU-t9;^8WyxrY#-=0V+O+%-o=6@0zsKS) z+`2aIa%_LXAN`E5h?dTdEm8j{XZ9fY&c)qm&w6lkAM@ud4Y9GYDS+nKR-bU*-Ob(C z*W^=R6M2Gnd+W3xhRv#Nw1!qB5V5!HgG~{%uP8`MSk$ZTU@hJK%zh+C$mqa()o17`cX_jMvg98kuMdxs6Rs zyrdnv8y9cV&%Le%x)BgZI57RjJUx0Lq__W8X-DFPaGAqDDt?~$xG{56H;S4@t2HIL z=fd`Dr+OqGU8@u`QENaN(<|ici(t1KG$!I#m?J_kIx?-?bwN>E$L01bxJ|nAA>b3I zp!L}Q-n%w=1qJT!OgG>!gbyNJ+&jhf>rrRt8<7vE;4-sb9{ZX*P3~ObE>CFGHMX#^ z7qMB?eQ84AKiJ*1aGT5pe`0cmi#fXWZf@J^LzdhmyFG6XYTL(yg?l2AqO8FJQ2-01 zDpdQx4*btMqoB6&xV_CfSJ@qzoO-6H<(sb$gm0h5B*ztT*)G2Z?Fa9 zWcS*NL)J#gCpA;*B4<-?!yF3mJVcTO=I(Orc*bacQ6c&a9>u-o1HBzRM0NL{wnMLS z>R(en*YNqA@a86yXX1uYCi`8He>XXf$68$(Io&t1yxj`efD^-vH?g>SK!P9ofc{xQ2Gy{*LvBZ>ZyBp z=gUE8CZR|S^frU=$H#4^AGldizgRJ)XA)>9zJW9g`Qo_B*Wcdfx~@ROE%$W96WJa9 zAlkEs+hdEY5*Z?2QLQL-Y~UmvKXf|y8m)8VM;BGBjOWG;$ALzA}fEiq=(g52Ih zz)i5)TDHW? z?zs!J=;Mz6akEgzd7%6=F|Ur{5W8mEe%fy4M7PIL9`E9UOiq_%B0V1Bqd3?m!F!x; z5w?i{${Tw}_1=PQ=c%}Z3Zo7&tqR{VbWXPa@g~0jVoojW_}1niRQnt)AYc6}RXhbZ zgRm6#gfoS&T}i5ibY=fn@9`Lmi?xPeoE?d`U2Gl|;=w+j?3xsB22Z4X6sR(O8GQXA z?z4MKU?8EIzq7Qqwm#*=Ux1^GP65 z$@{gq!oZ?g5||D}s$TG4Hu>1FxY3+jd|VS**X}>*DRGSU?whLleWsu_Oe7~M#ucpm z(quGzKKVcC?}gG8l!M_8|4ca8x}q4rkmSg(x)D{ko;NnzvS(O>|3FJ&uCA_LoAwp^ zT6FGN|Cxgs*A7o_M*L8}i*ov*u(XVf%Kl9fJ_y*gG)Nc!$NvEAn#Cr4=+N1a^ePtr z(bNyw0ZkOVf1(3?ho;2jRxzLy&`t7vI879^mz1Jc3ddNrN(X&77svdNOd@#w{8~VB zt-tc4)^~4c?XP$=zF2oNm?Cy7kG}DAZw@pxpHI2C%rHh4X=BKb`YuD!A4i_|L~dw+ZY4LI*t99!qxj0l@J*tVNQ3 zXT-y4{E%zQT5{wieU2`b$5t`4!OO<{dFoA5;*3_I(~i8o_edFPPA9w%0=WK8o4S{B z1_uYT+|~Za7v)0g&%hbipRwU}eOnc8bn)LP!ni2j1PRsmzjPMGw3IMjy#PJrW^8`9 z-Rja}G_c~oJYikEspV{UzMNf#PspVcUQ`*T(DdL6Uy?^jN`s|peI}!5UBw+9`LIql5?s#Ah-H)m*;#WivdOecAD>= zZa2-5uR0!VzebZ!Fg_&kMQo$7HKTK=gl8zg{PGk?C-Lk5$ilw4=q?*AcilFd#K^j& z6SXqWaMi?({mGnZMRwOTA}(qtgE9*cqQ9{e=HSIWcmyW|$NS{Tlg`$(a_gOjxtEx- zKOEc;7=TjqSQFb|f4Rp@go|;|kvei>fA5~NyZ7SRk(aC>yu!WPZ?G~XC6ur+74?^l z{Re(fiaV*3usSZliR6eiB>}9La`Wk9I>KWGOt&MBH6*L|5R&#S%j2K+{a`nrgBcAO z%WDdw;898%5Ewb_{LY9ALw#aJHlfxiR2AlP1-lGR7adXKot==3{!urRx<~F|R`N(4 zW17|kHX z{5;0`(MJV20hiKIxDOu|EGX*%>9@|djJoRPieLm`o6ZLA;|QDQaj`>@}nU5)iTp|>3@BXsZl>E5wr9M zHj4<4E&TTdz&zO$g^pLQA$!^lgeHkDmJp%)nHvgg_6^C6Hn3mD12Jtc>lQ`r=%4TeI~fdotZH_+3t#SXOE>ie1m9?wqTs%on-07?I|3Q z+0|nR)+YOw8!B{5pp!-TUcO4V3Xk;ynDD8t4W!XeMC=bw%74Rnq2m_3NGRmLP4~y- z|MOT>KG$CMF0BF=uGl5!-N!QlhdM_m36F1bArUQ?Kj^sQ`o7@h5Ea>S068E5>L@C* zsCd>^uv`QjZsB+Vs<12;SbyM^!_Fmp8J4t>8&K9b4%KA4%3D^$zu;_=dx{gDb84jN zQI<;|NIu`q1tEL>tvgKU)?uMzVfQdM%!38Lhlj9uqofVf?17}{(OqY0~ z^*Qh^ERD4#5c?>3(>mOHbL@u(x|_oEU%!P}N}e#&Gb(v_E+G+=5iUgg^Vj(0lc@}y z#z%qGFHLpGSdr{b!nr~I=|j)pv|p`cX9zu?BTe~gy8Rdna!$g{1vD!eI0UywZa+PJ{mh~Kp`K1=Z=5SJ4QA_J#}R48h1zlqL^ugK_x~}kT(YqKjj&Y~7tu|fp1Mj| z)E^&XRx$R%1YNTfl084HE-b<^c;oj*d2Q6oFqT*4ca?Vs7T|mn^%k}H`Z+BR`r|gh zq`zC`5=fSG@t~`I)oAr1?9QD#oz>e9Ss7^KU~47hWhu8yoK5g)P)*?E$17rmk7G5b zGPE{&%=&lS$RB&rcWpF8^r-Z$B==vi0Cg`DWYwj$dDoEfh*H)`ox7{E!WHOPoLp=B zz$LHOHuYitf=3U|n+c!uERESaH#co6Ji0RzSY7!b>t~-$wDh^$_m(4$r@{pnNX~G} z*`3KD6&bn?5sULQq%R(GZe<)3g?Y04&Pl3S2CCzc`O$wq+%WUrlYL8fa+pjc zjXe)aziu?KCd%Jp6R0ydLLmK`I{Xh}4kaH~3i3b3}T!e@~zh>byx z^X^Xm_JSKHd2lq5rdYDT1FP&KeCr9&#Moh?o4JJPe}mMsfVKKALT-;VV|WP`p>!La z=i=aI68e-#g5?=Fc`CX6d0ORrc29v6!VaudCr;JW=i)9+U^9V*o!9CHKlv_l4$`Yn z%&3(l{#chC8~Sw(8YbWVnO0~oWO#htRK!71M=0E`UcBnjN3xjcj34~UDTR*mu=oAf zs29)ph5A2UP}fi*SoJv{+$Z_TQeIo@9Xcz?p2o%l>Y2UuE`3W90i&q?%KZqM+Z16< zsLj|*G(cQ`wb}IQ9x>b!s*E5gWMbBKi8;cxJAN$x;1!2dRSIgGiuz2bK2eCxj%*w1tt*eh%b?FAeBa}F zdAFbDd^o5rwgL&_3w&UQJ@ItWIOU@{AddRZa+oyWO#nF0Z-szo&XF*qEq0SmA*yV& zl7dZPU%ZpG{NDt6$#4B0-p;R1d;X~*ssDyE`&^?Utg2(4K9Nwqo+xIZToOl=B;J^n z>Da8fH|_S`xz0zAZoZ}?4{N@pZee9*C2-(pu`XEOGvXz1dKS%sBEljQ)t>a|m$t1c zqt0>@!jCxId&!7>5MDH@qisfIJekfV*%oz}62a`3pF)o}B}7G`=nDa(MJLE^3WSSl zBA(@Y(f`aBVS#qv?&cwabSbO>{kwiZ;dY?}s=Hh|+odhN=8;0Vvj1M~CtZAi&mCF3 z3b7yPd+?iSLsoB0KK)8c<$sF1W)5r*xE}0WRVF1ye}_PcuNX@;|3AU03hSOZsgoqN zb|;x}gQ_ilFjQNl@&*U@7jZ7WohBPUHXJLel;fJtE5*4RQGF=%R`wG)7O+jh2CFgm zP|?!XZhpW17-CT+jrztX7k3>!+8d>Q>$MSVSbqvDzF|E!>DF6jESJU8h+xS?ffMWh zTLasL7yd;VI|5w69hQ}#~o{K#{<~T!acm3j}B(2eK0mHD?KT5SF?0rl*!ATLV6RA7; z^O>9oB||gIp(9jODXQ!%5zrx=UEg@BiO}-=oSb=RV#>GH3t&D&=p6#ODmUCbSu&kH zX$ZIqh!TM4E;+K&ANBI7^Hn_Wh<+DjoKNQ$=h@nDX*YJN0>!z@|{G*Xzw1sGP zG(pY7iA+b^J-xG)h|<#SnKKc*X1)W?4<|}2T_dnRo@9F;Bp$|Di^dN?fTUs*-m)#z zVN|)&GMR42#1yCvy;8dzAFeuwU1XD=!}?}KxcXRhn`1W@Ww)a_zCtH{zBG2VBhqk% z3lMDAHhMb4snM38bn~MMQmD}X#hH^&+ltHfs>CH}y6ukA#c~nYAvRkzX49z){)@Da z@7ec!jm9T|af(Od=u_8@T%&AT7*Q$fPladk$3T(0U2s^KfX(LIr95ApbLJRs#X-T| ziy#;0ljgR6UlPQ$LADoF>ny_mKz=5qUKh)qEmSi7ieGZNHQBHGUj@A9-~{1X7xgml-sGyfx+(<1Vn+!_m5QXF4IboAGgltUoeDCTtzVS=0U) zqe6;JSr}`KPGnhToFm!`7_6zan~@7Gnny(Kg(b0DFIfCZEfGhS-)Xt4i+p+Ls6o%U z|K&%SI#I{!I#70nfk~hX8l-C{3qD;rWMOyDeN9ZPs24<)QRRo4`@TOq%RUzAL{SoE zr|RWW7;4RH5~z>Yn|Lq4rvd7y4gKV|xn#38>e|)CTNq#C;m?TbCP+!pz2^}LC3TK1pZjY?E;2m zL5PBl-EybyLT$gB$JIm5!v|N8;I0srd3VC->q*>^fF}3DpGSt&c8%<+Ac=T>{|#pC z94PJUc4EwI{82v@F6ivZF269}Gfi-OOTS+f%DfObsy_6euQ0*+f;_>&CzhY_x-*^Q zHF4^8!l;36fL%$0y>Xl}nm2Co9@NyOoLlZISq2;V@>#gKxmOw(;?AO=s677+!F0=n zqN7KT7Nqa1DSW$C0heID8MMa6-AX40ewqs|{s8Ehd&^Y}RvkJ_^j4dA>FQWp^Lf({ zs&8ClX|wt`mSJ@3t%orNaUTatE6!8D)jcAOPXsl91W(&Q|Po+8g?*R(%>!GQb2J ztbmmf`-?asi^Cr;gG48mz=Sk?XWht9ok^f;>nf}4y5p_8cnD&9pef}X#;t0W*-+JL zd*Jx%pVO3_Co5eh!L5+K>y}H({agGLq8ZaDnEm#!M%#jM&*#3H*el1l(zhb=qCMZCjWw(gisqo zTA+Ks4)CD2o-QPCy~Uc)RDZr{T>49n#OK4;i{>-lW2FchIM&8*f2ICSIJjjYy7uQ2 zpQSGso20yfF^8B!yXU=m{96u;ZE*5Cm?N83+0cWqhc}6M#~x1cX9b@jr1=g_qgkSb zqc=()6lkhyii}`9_pAiS7veaGAieEKdK}=}q%f<$% zl61F?s@|a1s&?i$9PRaQ0*s>eZ_oK0Uvt z_WmmxGhT^OTywRz59yUhsLVs{ds;Z`)}m{H1_@kUyv?LNLvtE&{OjbPN95YH{x2CC z9YBD+9lI(4VDnR99)q@$KZp(081$HLf8%la2?^kg;RjRHH(iFH1m=jUCM%dEpA8xAr840u&M(Z~u92_ae(@ag+)7e4DJV16c4T;; zB%?O`>*F@ijxtHdO6e^Xf-h(s2t_8;-igeU-^2+pwXoZjQrUloFjtSU;&Uva!NjpZ zHOCK%+CC4e(TN)9!BIME-nMQeT*R1m)UD4SMiO*QljM>t!^0pQQmeNDspv)H8sKyv)zc=h|L)|qEUCqzl@Tpoq zS!$_dZTSrM1!?NcAO&3jYb%ufY1j1a^M;Z~Uf9te0$LBPcPu5+n(w@uIE}v`2Hm0J zlnrDK-6mK@syolvyMIt`99lh*u2d}wcbXde^_6qBS`uk8sx<;#rJ0J!1l<0*NyiDr zW^VBHbtieu?-2?;7=M)pkpG5k!*70}=MX6TT*0n}z0d3;w<(>%p|ZLXSYTjaXOqxK zUyAix4_l{0z29EE{n^=4bn3|D);PMXaOpMhy1Tb_qMw#9G3@8hlCIu?S-GjnfjOK6 zuoCs2^4zh=pCrmS1p~`G{j*@knI98b%g5901F3nFTG(qz$@qqrsmi6zLg)XWSNNL=M`~HA!Geib5xylX2xM5-V?GaL-{ZfLeG^aeH>I#_7R7H% zV^`8`kdU91CJ=N?`q5`S5yMP9g1{>;t$2g+XIL&k71ZlPxNBfTVyZQ$CrIom)M@Gw zzcmO%fDR|u$f7Mk-!dhEPahhubZ?A)Id&(Qc5{KL6H*xd#x=IPVpu(Kg-YeBt;WPu z+zE@+X9rU^btJTSc;BMGl7UzU5&$8|b^H1l5$GqW%a}u}1fCH%oJmUKJ*pV_KtQg> z)CZi=M+i>UzTVcgSp<(meiYIDss07(FZV9B0upk1(oo~njk*#(GQQC5quhalxKufh zI;VY!v$M0H2j^^DdQrVl3rg9&0AGN!J_%=?S@y(8Z_-&u2~d6|ooLPfCw0X1JV{B{ zZwmc)cfpCrw%Wl~fh2|zdySf*VxDp3`9$v)i)CK?*U4EAqwv$*`*tik;@W~JJ47H^Y9O~5e1|!OoCJ#b78LE835OI z6n~Q;>>4Y+;A_{|ZOS8_%X})WEw~%hBjlX>byrQ+0x5cn1C1yFI%O9P?-Tl!gpqa1 zKmv`N9y57Sn6Y!JD+!Nt#$KYPE%oOobDA-ARBNv8vy%S7&D_C#o{?v~gfdF_v=-tg z26=HbF{Vh!BkXWc!84c$)wc#Arga@4EiS3LE4OGn4C4Thb@v8&82;(mXxkb5pTw@|Z~(p`xH1?a=^qwr0qb=7{G_bbWa@0dXl zHT_XJeq}b@(?%Z)7U(5+%Crf8GyZ?}BGAoAkjq0v{NluAKxz3M=3WQUES}xyS5PT% z;W+;gZ2i%SIyZ$+dr^pwdJHOBC3N^VInJ`be0bM3)V0zFL7jYd_}84e(Vo;5x{(0= zfc;zO4XqSBYujtCr@s+$J@oHHV&jVun+@Tup=bN%{=b2?33ukwKK82NAsRB0Or%AW zG|2wXC0y%g;%6amh}{s}5PAEn@#o4*Q?QZp+7Buj+di;2nftY#;kBFAbNbz>C>i1D ztuL;wm2T_l>wEtzpEW2nC34Qe@(zx!%b$Cd6~b25 zZg{ctl{mt@Tf%bFiT^~#yUW+-EdW;V<-p8G25K5w-=y`68wSSkx_nE_*piFe-<(Rh zs0R(o_1}6x=o@^8Sk`3lTci@_!KqmP3hV>cIQnjtgRP^tv)LI zN%|2|Z?tHp`}gk)I<4&42PM_sDxOR@a|=sg;uriho%Tlzn68HH7nLc{$FtzDe9yr4 z9gW|=XJH=-V$2~-T;n8}WWNfFU2-^^7zW57uvTMs?UIJ1&6i?$Gc#9tw50RWiDYUQ z#sBckT{>nvarBJFcGP?cRpfaEIee|S_4u$Rh-oZ=1wigrw|JZ$OTVy7-(4oGj8>(r zX|ZqLH@%=exjh;ALoz#{F=n;EDO~YmBFs0$HJ5%!$!gix#@XGo_C)T9)*Xx`Rt~H) z+?S^$XU)28c(qA$0e$Vo*vXMGH&{tLl*GdQ5(Aa=V9C)REihQ{pMOp$AIq)vrSG%$ z^WG-VBb?FDhoAl3yLU^hU6g)8iOXCx&&d;?(Tw@AgsFMtiG8U%S?%w;GQ4AV7_2E_hKmA6_ zq3LN$ZKPB^RzTc3>B3AV6{NQoVsHJ+&%J$B9%*}b6Mko-G$@;dH0#=&FFuap10u~3 zeX)PJXXqivJZ4^A-bemAsv#YV4ZyL(1lXW8*~-?oHc``KK!A1E{P7)XigB*jlRbVn zDZOC#NL1TH>>Wc|8zS|uq@FEkX*>I{TzCfENsP(7uniEb2)7O)l5YRSR?u;*Wi?>0 zx@=8P4uT3whV_jtgDHo##{K}m6Id%tSjg(2@ZAOk^|`n-26P7iI;?9`0bdYyg=VLl z-$-e$PhqXJORo#3N~r$kU$m8~Ni);QnkiTqi&n2kZE|MTEZzY*2AzPPR5Z)asD#!nQ~ z-MzVKXWO**;HNf;K+4j(C;I$I=PFH>1tznC!>*NUO0*D!@nRJ@Ar2Z)J7I+v(9w4p zW}Oz2?pMj3cG5;rA-NO&O$oKh5O5HSc($n{zVYi?1N;Cx6Tv_znZN!-;`|%6X0b^b zhmCShO){r|+%w$oClf+0ZEJug*+~^A(jGosb8w%L()ea4zG&n*KUcxw93Mks4l%$b zRs#h?A4jssg3ju^cuH^2@==vFemNl5zxZ?6WvKuqoRY#T@cIz&lf5ckzf~uqQ1d#+ zO{g!bG@G=ntaXa?vM1tjC-z*DRYVID5KT@`cdATGF|T{~jvbI+-(NSe5tpw5@2S!U zxtWL!Eh!%p;7Zi%9%MLe`AcIe@N}dMKiPSr{)ze{hYs)PMpJJll7rYPCc;!}60WoG zvH;nyEj6M-ubT$^Hv*>fB<=Cf9}5h`1T$NR=Jn$DY0s~%C_stgb)jw}L%k@#$n{hd zMO;!BcYeBd=-k(@UlRgvMFgW#8P3E1;O=X^9)x2*gGS7{pO(fwbLPz5UNS@%UJX-= zy?Z6XpuOGKdwZU*PzqQLa$q34AghQ?il2UK;<2=P8y5C!^LE);Wkt=mn~a~qRnI-9 zL2n1st}gluM*kqXOFxxj!WCQ1ocdhjm?e+gxcj#cR){uim;H%#4N-!Mp^4!@LAB)?na>%ZYRseTTwz zL9Gs=omz1sm1lic;?ToK-*D65Q9X^3IiO%1%)<<|)n7(tJe;%-;;^X#D3IlyyqlB) z!Znn#_TuiQt+=5=zh!JItAS2>3E@>w(hiO?oXe~ocjh-vyu;A0?`c+lYI=e>e&;#w zXJl~ep?2mAkBLBZoyyC6_3G7B)cHe zYnk-0-@kWUp!U(1|c(>MZ8P*6#X`@BbunuYyv(l?^|GWOp9lKmQsxR?>tD_R|ni=OF0OvrR?6T75&o8gEyZ@-F z=It)~*o?`RV8CXJ<5nxB4<0=8u>2o#TR}wB-rnBVK=K&bKL2$5A+uwx?=L+|Mpw>w zYW$LU``jMVkrlc}q>I_CJuuM!otcM-ZhoW+dlh^|kOC-(JREg>9qj9pc|A%qt0x-H z^RSq8ctL03yhCTiB3u^orAs0#!g{XPZ{KR(3|AX$;PCo*g@}YbmI0gTy~NU49`>Py2$rd*9Kx`mqn{HJMk!#x?DRYvBQ7gW4l z0Lhq_D?T8x@DPaww%Y4Gf@07xe@?CYueKs>2RyUCn^R*qN7wfvA$+{kxt6oUjeE)t za^a)@?ckJg-&w+N!DOT?XAsSzT_3-{@zof}|8ljFSF`{o+~PA8r;$f{Kq{>=QPBq7-rv7tchq75#C zUC`R1kF_1$5gM{5ncKJQ6PpF{Q7puICel-v^y+_C-X)$I z#+sT?50>4N;2`GYERZ&uN-N_Y|Fw8}6XQj|N3jK0v63n-at`_X}@KAf*q|;qDk7PS6oElqEI&tsq zATk^BPlki<9L&yIQjb7Rklmi&JVLud;nqj>yNeDoF6Iqk9_q9Ne6oOc=9zU-0H^jmJxLIMfTxZ zh<^7|U@F=_uKk4480^%>XMO%&)~Ma+dx{3};;qG!qNH0*l|o0F^W@GXca_+OF>~0I z*-}aMBy>$h21Dx3s1~|K)tgfS-&#Uksit69ENIy2IWd1*_XyV3*7n-;0rYt8>nz~d zb5RaCR;kjULeq9cyyfCTN!>@#q@Q1PxUcEVQcc|MordO3Nv#X}6>H4SM_fK-VTi*B zX6m>5bf@>^PjRlP8>(?VM7IVIiu+lS3GqV2q$T?`{e|O18wpX~irRFgY z_Z6v~gY4Dgiggf*6}=k;t0+E=Vvp(}c3MC{Hr1}|i$DzVY-+mczX;Oz@?B*eE0~+rtTv%|cDe~=c(1?u zdP(a22?y1_`qRHue-T=(OENh#lOJJ%9$bwy{?MK7Y}_g&qN=3(e$pzK{P=>+Oop8g z)z(Fm3((?h1Rzf}yD>27o)JX#4F>yhlXTEJGVZa|i3-j2Ga!se`kzz%&}F$aH*M4H z0D6V8MMBrradG8s54V!4t3;)N8{7Uvhl=!J%Fq~xWJ3Ug4cVZnX152pxcZ*RxzBHj#Imr`EOcmC3!<1&mcXS_b$nC9_QjM4ioYu*Lq{hY_PInS0I?CVI zp?t)%w|RN+k#8uiy4p}WtLe4c6a83px8Nr6gV^v6Y3Mmk0lqkY-1T~1t$XLy@<|6s z;|KlHLFgCd!dPMyC;deNx5ypK&CTueFJ@f$pWi9QsLQ4=le{t}QYR1xgSf)oRpP4F zyK!H7>=WqbuTcJ`;PSs)@%qo=vtVSDz5X`%CEDi^WQU6cji?}=KCVH*1`eyZC2KIl z_&|&0chGh%P=<6j_PVy#n~*NB>b)pcvBf0VjUd1-`_9bC7ULxya7FsxsT}p_H~>!> zTgmSi!an?Gx2_rM1wcWaW%s-xmlm|w%%+#$q!jVsL1VP236I0vSPgz`yK6@#GR~`m z@O?bXkjMa!{R&DDyF5SdJ}*h60E+KY1w5-DG|{>|0o9U2vH}8DWx{T?Ol~?K+q~`s zO~Dqj3=a3^bHKQ8L02h&5$^H9>#9M#o7RWeM6jZ%8WnrlgOY01Tpr}LcYc4QV*D?i zy99w|2;=T@IJ`*ur#VBA7vE2pbaF;U(C4lyGUYf0OJP;Iwr76;h3>Hg4?u8aSw^7L z1Pgnd(XbR`w5Jqu)0-$ziQqDDmNPEh<Q%!N zKJ!azS7v0PZhKjAMk&DM;-_fC!|r|1;de!~VS8=vJOrgrDdZvk;pPHVsJqxeGEh;U zPu6DK1Y@tcc8>n&sCZ<1lq6e+djCKbSwxjy-b!*0?h29j9tmnDcGorb#bg&T?$ysIXV z<3r3RdU8N)^&i(SqXOfuZzDaMk1ki(X=?tyuz^LoB$uClN541gI}5Yh(4tF9UJ3Rc zJHmCcD0Ge7srArl_i&HBSo%`j@4T=eIX73OdILDAgr|W$K$*SfTLw;xr8~cwkF09A zgoehSgviAlsYjW;+IwWSpn_HaZJdFyoqFkVCw>faTkCRj<&}~d6oMcxe`^RwZ`qK_ zy~$z(CjxeZ6*4EY6GeweX<}hJ)y8p#wl&_Mm;M{rT1a%i3A{~DX@YkArXU<<2am?$w^)&`m0XnJc$VTr2TbunuG#w-AGGR|cB6+U= zt3uG8n;lVLbCB#=v!tVq?-wK2T!ZqtJW@`7_3=5;U`Nc|qj((=xL$-(*QPBQShDH1 z&}y5oU$^)8hY)1l&DGZ|=P?Hj?GC=d?wUl)^$hB`oA25o(?Kt`p-BYtNiBSot48c5 z6A8cJQC}!44!##ZesO>lWJ=qE~PL`$|HmNaV%YIKRnnkuh3L?YH5%0(ye9C zj$n>mx~X*w?f{nvqae>&wV|&%d-gd2RZ?b)5(Vr0`XCj+Sy7Fn)l+}OX7IIqYtvIV znIz{N7s=HCWgT0v&?GR9o@`a3Vn(v9dcFK6& zFUserMp)cHtA_8d3NQ2eEV#k}qBg|$!Q?Mxhp0{e+>53bJqP4uBMW>Vd%%k1WTIvFVuXO;Dig8#+8jei`p(B_3VD1EGuOKOK9SiD>tu`uf9@@?SigERt(f-v8+7%_9}(OeNy> zKR!MGQ;d#90E__>E;3cg*%w6ZHt%>qQeFts!ki{IcVPK%l>%?6LMHIj54~7Pf*1Ii zAaC^uF!dX~70>^G881Ep8&Tiqk9tvW_J2y*zf4TL-c@AHeq>X2)XjYOY6Te?8~VhtDSdD;(!BUU0Z(UW7bXa?LV&CK)|!U28N! zH6ZImE?I^{*Ab8~TOFsik$ni>!sA?_2Xr!Ej3-d8tMlDR$7W7C`uRFwUN!@s^9}bc z5P1LG#jGXiCICxTfR^i_BuGa135H3&R#-s-#v+pp5ZoFup#Y z8E`>`yO+F{BN8{l9h8xtLnBvvdD)Ccay_F!Vs6hIR;2d^pWx&;o!e$G5>Ki;r&1n{ zB>vPM({B^0Nxg&Y>d{~t!=-BHi>)1bDMqIqC;oc;YE8kESq$v_8%p2rJ0`yEGEN-} zX-bpQ1MtGVZ{ZDpd{P-Y=d!Xt=qizFcw-Z(trUL*zAv6ZL)fuSWNcoN z_a3S!Ue7`-cmv!C+s7_*GEy^Z4q!JdO0(J1~uZC%v@)6v-6sOhhfBbQv~^ zm?-KV#O!b1%iTw6LwhpEahN-jP9a>%KEwT`yj|(l5NgLnz9_y75i7TYcH4+VF8?+Q z0nZw6GW4D$qejSCJjSM`B~~9UY%v2R@X@~n;idf8kz|mbM1W+WIkV)k=5b$hi}1Bc z#nKio*uw~?U56KGB}#MTzh)ynGM*jvg_q|scj&rKT;}+Jy4<6!jvsdZ7HzeIM1Ja; zVRpy1*Q^}73%}2P@;kzHU^;&8`f##^kPDond@%FMOO*KF*$Co*H)c-wW663~QA0D7 zHtN)XNac^>Zv{I9irn`?M;!cgp=J-|y$1(Bs|g)7{=S z1-tE&-qxkfCEc5Fr!9s|IG?-*$;s=T;7LyYD9Vyj<<}k0*z^v*xJ4Kuzr##vT6FRf zyT`oP#y!-Tm8iwX9y7rpbY;i8;66CcK+UOqH)1PlT^9LR#jj*WSAVUc1Q0;?Ao3fo zOzG+EEr8*viuyAy;>3f1D1g~n0EDicGo#;=C$^VES4~+X*CQ%>(p9hEjP32c>FN4v zSdctq3-u!GDE9ZA`#s6=f;eBp9G0v1VtTv`3G*ysG1zFl55c7wFhQ zk@!_=+w>8s%G>V73Ac|BAPjHLJ{WF=kk{Usu7k~}tMi8sADYBMVJFxr*1?ZrYOHd( zKlLAGS8UlqIh5ON7;7NuaF!1be+n*u7=)lh_s1YK+u=;k(T)f=ECl~c;nNg79;;+Y z(QpGWuXRs=gFR!W@e2BdQn`@xUDv+;m#h9HjXEX`wk$?wTKN7OCKGouem%r}AxtNu zyTX+2yhkZwv4g_h#3q90r^cQ)wty#G{DX}RhvYm=#z{eZgi)Yi^SNhEjhd8&jVX~m z=3s|7ohP4}OGCpvvCN7#XC3)xJm}Wwpj(q9G5^V8G@ON(kFNmY-hA66eyOHbMbsjZhsem9Q`zwk(lL!$UWB`P_ zeIB%Kz2CFtkGd4_#NTR?A`f2QHsQ2> z@3uG#uFKP7(@V%KDdCxzoxqwWWS)xf2t>7&A*$VfXx;RQPZrOlJywuAr~6$>nAxKg z=RItMm%o|w*TIZuC=z;$8|1|<2Zxj+C-%80f^1!BIwc<64hvh*E($+GJ9sap>I}%9 zOTr&3tPLT|3N5*#rN4u?-YfkPWbgNJ=!#%p1DnTS1jDX>5FH!1VIcZ|?bHMk#{v#% zCh|zjcU5VUeJsp6RZK$JJV6#mxw~>JtEJx!4a$!nKX%#K#c9ZVMHWm5A7Cn0IbDV*W{lZBqCB|x z6hvuE#MS>@!d_YP7GX`n%=)B-!_~*v0ap$A=A(CGpkqu6)0&vT=WjZgLm!UsWkLET zLZ_DAR-?P#6KGACdnGcuGDm-9lW|SG12}M>g^s>cnJ6GQi_gxGdQ#Sr!T5k&{_~5fYz5p zgAyU`Eon6?pNDoy63C5I@lGfoJqO*erLW!w*xooIYyRQIbjb#)@Ha>kHCXs40X@3) zt47(vQVa5nmI(`+M-M%kO+Y~4(%eUQXBnln^-yoN@x24lsDpto$TlpjtBTq6n^u!f z7b{?asQ0eh*XSV}5-eI}gNkPp^a%^|2ouCF&TV-=ff^9{zxd*upgw13u0JIkh!J20 z0Nxn~PyqDjTy}gNkp2eDT5Oe_iR303R=6>FDlbmhC+E=HWX)Xst<2H2X8f)Hj^C8M z=%(x)@5N(jjF5N*RT4-~_wzz|j9uP5UAp!);~PK6<6`6FUOf9YncJ$n7_$ort&$?U zTm>k6(J(g6eC&B%Y?bbvJ7R|{WM77jPFKFiwB>LxLNmwjI0oDTsV~5<&vEZbi@bH! zywQ#Q0rZmSKS=Ec1}VM{X|d`T+d5iX#{;NP0VRGR)xg_SpNC(d)!l{WIudo1USeL5 z(e3CMn%R4DC^u@1Sp4gOEiR?LHzjU0m~+#oPoI;Zi2(NE=g>X5@bbLu*s@8k1j9#r zIAgsRoTGQrM=uGFF^X#0A2pq5yHFhvrg=8_Bskk)MJ!;1seNjXKID}1VPl;=f&?)0 zLce>~nFbJ)!(T)ko)aeGCRRXY-PC{T z&y5`)iRvwwR`+XqKE1V}D~%oZNIIJN`CG@(7+McTGYq=FSK@g>sG&DpV9694u8D(( zQZc5xX1S(O2g%DHuqFgn6HB=1VJeO3mu0uB4x*u8-A&gV7BOp2k zH>MtmJlTrK?i)Z$_I%?3jglH(>8NSPDI)|S0DT~JT3UI-*9`%B-FWY!-kTo{(4E=Y zpZqKOIycc_fN3{y1??DMclZ@p!fk*g^+1yPU(+Ablf?HBkmS(O%%X1{-3x2wh!30J_u0UptVrC{)T?ZJ%g8y2eo7YHj}(`IAZz}2au$QAhn{*&Ld z9;|U!7$~UnJsWKEnaf5VW7>q#!^-+#c;Fiz01>~Ycx*N}cBj;oIrBW^AB^1#VmbX> z;MX~Nx@Hg8j*k?4yZ{tSBa75x;r4Rnf<qXUSx|bL6A55C*+uz-TO>AOu6I5I#T@k+C; zK@jQIzpz7nhyW?gI*q4_DXUy9(x$UI#+ZdpQ9(#llH2CdM-KC68&l$llU{_77m-S9 zGv29u-@y%HRhI{=F>{pxAn)v3^H1CqNls4Y%!7g6F#$V~2n^T?S0^m<`>vk#Vl(Xs zXGlXgs>)6@SUc_pOC?Z3NRYoyO{tb{34qzE{N5!|$wek(% zSnwF3O2Nm^|4oxy<)DkG2SV@^`1?39V8_#ogan1_)HEg$;|O!hQ0|)s!Nhzcg|S23 z#0D8@kylSgvEw4b2nJ2%m4MG-rn_8T-;J=#-$Lm`Ch=3Og7raKOGoO}c9Q{_p#H^3KMTZCFwB8(f&r(Vsthd2>80* zZljz88>kSTw9Tl8XcsHsJ-Jr^TI57y7D~dwdkL({LqA_#e`#x(DBb;07vdip!=2Rr z;fG!HPOFF%=-nqXdo71@L&oHbhC1lon^z3C5bGA+fSo>lnm-z~o5dX2QDf!ie_oKA zBINso?ujib9l4~@B>;Ky8O`VS5b>tF#$dZYZq-rH_gacSlKOxmrcwzwi;)wkxAlW3 z=K%--(f}0848vPDmD&2tN}9HAg?f-*ctrrfiYt@nVu-{musWC8e|uGuE(cYB<1#)UNNoMd;x_DHAdAy3@SOl z|J^K!58{t*t;*a4eGO5qh2iF{MrCk8PJiOy2vKW2 zo{#6^@R{xjo+Wh_Zmo@{r;FHT3}=1>tp_P*`!wk3vbqSRX?e6E=7r|B+(^F_8Nf7J zV-%+EjPmzz;UV6-XWqy&^I@($n6|g)^Jtc z>YD)MAw#VQZ^0lySvbdRKdd9b(4uo>$(RE`FFpd+001H2y0!`#)#U%dTKIRfj9u4> z(w@4B2@JiUn_CY|{Go6@#lQSbPIK?qJ9rM`97;f`Iv)qk2i?`%C9Hz(@BbYjk=_1nVB-CzX^@jb z_#)E87p?A$_O$^^4X~MGmYO$LAH<@3vYQ!aMbgt}OphVvjS8St={qOxC1aCGS85H? zHGKCJ4j@Fz6lk-x#W53fO|Hik9Yh5T{9NfZL8e;zv|aOeMozeCdU7zJd{Totv8`s!PDr~{EAcexs`q7u<69}e*>l*^_@&Xie z_VuQN)L@OQTFSq6vjp0)qX#m~5x zmdM#%>Sc+%8cZF7K{3LR<(3LlaqZE#($u5AQT7O7U|3RVf{UhcTz@PIv65b={G8$T z6OkwA7}o@kAX$_vPC$2bEd+D6OFwQEuHL6$+-$8K9g+68_aeCm)t)eqdU@%Q!^EeP zw5;!DRJC>3B;y9z#{lJ77=ABx;w716uZ(jT*wi6P^S})}`z~@w)w`1@55!7Y1dbx! zd9Ibnh8!?`O1avIn@e|?>8Oj|5oUnKbJzZVjD2?? zRsZ{V-LA6ArtR87XiMU@Bq}mXveHJBmDzb$s1#{x(a;i!5W-C=O`29hsgzkZ;rG1m zJ@=k->-713|2v#}&UroK^}L?_gbfX#yq_P%3lCR`P0B9iNPrlWaX#H*pX5_*T|HK) z?vc-!*prvdsy^5vD|kxKZ@o&+MjT zQHpI4Rz1YCr~d^o4{|m))zNS4Yc!!8b5g{vT6y2YY0$vMKdXVZ>1$K9v7IzKi#tsl zT5YwLOM+*5eQPd4gCaV$6*CjB9us(ZcCHkvVmg)-gCd__B%z^lv_}A>fZXn`=4i=l zWFhkbHcGM^ZO?x(Xe>@*Cfh#S z_WcLGCnqbQ@*PO$WlJApnVya}=1WJrQ0p?&bxOBB-^f)=x!~bDGG-FC)z5SlrEa%N z98~08>Q5Ue-e1P99|fbsJgm*TdeNw&MGA=Iljj|)Fr z$|r5)Kl3Ll6W8KjlKobLMhC}3xSiZ<4~ecy3BZFg((G5OscaDJ`?duU=sJLD@L z>BbWW*U0s}*dBVcQ}W%?+BR1IgFUTflY(2TNc9Amt00jO@UE=M_rOnUUmRb-Y8FZF z@`D<2XPLz?Y+zu3=5qnnS-P3mf^Xx6<0=hGgg{C+N;bu{oyb)pO?B8M4xTqn2W`yz?nZT$z(45uq<(Ey*l~< zNpSAknBmmUe5hQ7)HR8!*Bm=vJsG9?ZV4(w{RKWr_rM&)PofkPv3T$O>w@7=lgdt7 zeg99CpoLu4hRxTt&C9~`huFg5Nuc=iBB*+hk`fy# zyQOKDa%|MXtLUQ^dLWgB%Z`R0(6MmZ7IA-DcUVDCc~eVYmeawSY*Zn@MO<+bsxPlI z+(@d7l3tf!nA-UEATTvIWWrFM}_0V_ERPi`vy8&^N70_!Vcx$!_ zS)<@$kr7W58+uq4+;suD)rfWA3z9_b9fUR><)ol-Z?9C+ojXUqYp^HGJpC;vZW=QI zL-~g;ZEQn}u{SYMMU?I;1CAINJ~9XIzQY<4{9P6{P{ylq{N_O`}9(K7G%G#j4NR>?C#HP6a#Xs092Xg1vkf<-0CZzienc)R@PYLH< zCgV!)HVP1_o!>@|EcePmu()^o!clRuZSzlje|$-gz;B!!>ReSQWo~e!S6{}YRu5$^ zi#l?eQaxVb&!?~5MsioaWyQ##V<>a`-HhM7W}N_>(jqmNM#7&l zcUWri!LdH36kWanpE1|KO}A`jyc-z|E|}7b66~X9`;dh{dwalr=4%uoJGyd;Joi6r zJ`z>X{n><^bX$wX-L4SlX>kU!2T~gCg1b-{x$B@c8R2mt1R)|#aG?#bKFU6ndIk~OzA;%f3fX*hIrI5qOj(=@vjhh;PJK2Sj?9=Q%Y^oRaY z_9Jc1+Q0H)&=q|O=^PV@kft21%=cOdQ$H=L(Cu~j>~k=g^c2I6Q|SYm+)kTx*LF3w z{8+wn<=0zYGNcGgj1W@TRz)ZZf`$mPfs>^Bz;5DPyoC+tYb++W?tb6kwi`n{choT? z8;+l24zYihU_tBe@89=h=?wU@_&*lp!lYS*kNPSh$AI3W9kX`ZGOnU~l7o`m71}tGKW@^W5ID&=q*{6(uq$me#S|s-!y^$}+UJLUG zJ4X}_6mVFe%xOzGGz9C%EOp{sBECJG<_(TFeR;dh-Xsak-3H?7cXtoP*|v?k$sZ2p z-1kPut=@x!{4N(IaN^IK<4S)87)YM_MYfrDX@8TQSCB8K?J$(BQDBP~It z2-GxXuP;xJYaPEN%SAa4_y4|Ns?u-7K|vXb!d#&vSZ@jY=LO^yl8+PcGNE=9Cu}>3 zPG1RcQKI(Sfo+C!QL&f9^f-cF#MPrfh1mCfi4r}WFns+W?{>0Zb}#9(&?!CDpVN-6 z>{!TRp@I>2@L~f|C6IpMah`Z?Ow0%jX7s6!vSC-P^-4fgkeAp9QIm6=ybb-A=RL2e9U4KZb-OMPO)Egt=cULz)xL?-gF>N~XbmBN>__DL| zpih~_7^H$8HufbDwVSmXn$nHmW^fIt-@JcE$Il!$-KMGSX#DSbR=)LA-9>L5cD?{wTy%SIcniz_W3la z$Q&CZ@aWN_!Ve!DB5d5%Vpd|7mnL8QYO6lA?9JQ+cKs!fOSu=N>#;=<8d`NjD% zvp@j+5ARw}^nrw7WYFwxIga*k{kWnzcqBQ@&13c|TE;Ky%;C#P&Iazi-OQ!5?8AOl zlodl?1up(_`#PF0eUI^yw(om|-s7Vr!v;VCfFoqw)l!YHtrJlON{4p5?aI8c$325R z1&Tv?j4pU5bW6@2rjbDK*S_n?M2Qwwk7`?fD=cRwn9~xC=ihmGEnCL)S*M}zyKug> za9QYyO!2q&C!=-nMC&#SY;Bh3{0?>@J0mp=%gD$W*q%l$5`@I{()Et+KBh>hc*OF> zH(?HEA3ULI%FdilKM{Ok+PLk1b3O{_fJ#rvM8y7KF;WiV2lPq~-C}`Hu^1zF>V<>LYd!DK1F=`YByR z`pPEBvyMKbt?Va>(h1$&-LF=qNHy$d_4EYj?fT_rzEzV`Ez5?L*+*X)Z+I^M!t%ul z(R}pvd(Ur^aZ&SAPF-5~rx@3?N!3C0ZQhoL5(XHl>8#4i%9rdmK!0-w^FI(d15xkj z1tAxC)F42L+{e_GowAn-R>mvf=IM*STwh$m>A=c;>a~`|+4C#f12z(SAZ86_niyMA zG1_o7>|OoxVL7C4#R#$$B9|RIrc12ZryN5k?cPn2)1R4eMHJaK!yJXBh4(q0u)`b3 zjNQ$GSu%5Xr`RLfo})o0pJn=^*u$2%SmMz+P8PBB_ukQzvdW*nqk76EPWK8bxQW#; z9Rz+IEh*w3Iqbu*NVc6$>65&`{2f@3JysP1Kd(cHk^G&Dl z13PbX*(_OcMrj=L`YJIFpmhy}!J8g7k(EduM=}fP!uu8$N*=^>>zY)(p!H+*iMwnf z1&Q~-=(xhL-;cwZToP4CtKi}aisn!3uGxR&X15uh^aU6XeQh7l>jl7j$XllP;jB{* zyuV2o%4TqMt7@j+A^lGrTwmUSs_UgD5KU8_w*fWCY0YJL&oKo zj+HFAi9wr^_$H9(%cw6e@v|=^TO_XR%#uqpFS@O8-n)HCBTuiraK}MxX_nJG0$750j2K&N;f0v@ukdNl(=}7Gv*SQw zpkTeHFsgm8*1F2^*>P9RecDw){J7fsBZ~w{>)?GORwu@6P*C;HXV86yHqGqd4DbDl z{Atp`=1ARguTlER9$d$M6Z0a{J}$P4#0O*c$tTd+OOgX6bjOg+ce*oYzD@5FmSUvl zB9?z#lCn3uIsJ}9O~@V@Dx`~>oMIZro3D1oEm5qR4&m;D1j~aN`*boM*ZcDYn48es zr&dpdxrxA}uw15Cv@s3l#={6XTmZNZuoY zP|Om6ms&47?nR9JlkDi2a9head2ZDTlEy%$C;5ruOr}fV?5bf`2n9Gs63foc)}1x$ zc@h(uv0=DU90dz#c?p69&4TBwCN?* z%lUr!I?%RS^NWQ!+mNw}cIM2P{ZBPfC#6psZLgNfKjc3usgOqIV+<3iA9V5zE zsijKl9lfJBc8QXk@nSQDq@#Q1tv&tGJe~K1n;ptA@eerq*c1}@PU3!2ZG)>|^D;b7%UQFK>aMOjQAB)myL^ ziR+{36DZTaI)r;Bjr|_7eFcT?>?}^pUNG|=Mb6JKtV4M5mnR)#Hlda>JP?%~5_IPu zZ4)XY=*&z|0X<}ac;vp_C9YZ@M=B7%E?Nn@w|s+Srh(Il@4lO`}`(s|)U4mb z|9U5FgcKaPBN~&*3H(20+WhzR;I7LCI80-pw?kgDq)P*?{khj#Y@d z(bablb@c@x{psw>`^za}l)IT5kv+R{(;R+ZDNd?9iQ>*HH*b(g$D^U!8s{zEs?R>3 z;Tzj_TXyVV)zRB8)h6;#2BTDD)nyO5`1y6cI`~1QR1Jf~aouUtUS0L92t{nFrL zj+L|l^|Om%vGwhu#wh#*miyYB`i$Cy>2L%}cjWIMgHzfG)s7cJx9L94u-3~fYGIn& zmI+S`C_!*Yus#3u?(Uz&NkJ^AA(NR>CGd{03I3oq!Jp!hx0rRS=jPWblYZ=M$98k{ z2&m*vUjr~ZXv^Jrw>3Uz3u*r|CFzr)_jlX#870aJH=>{~I5XkxwTRD~>=wTLAe{K6 zZ@5M|f4c=73amw_M|)kjmJLT5drKm<>yz|S4Y{=1 zk8emS4?F#`#mzwxqj`UmFUprBbnbh6%^>5MMiw8&VE=>rW5FG=1i-X~Ak$Ra#xk7g zkNkfA!q-WlFg56db@GD>GCRlqHw>#5;OJW}ElsB2^6{^62FXVLGA_|_v@En_a~)RA z<=kY9K?2)5QUUdtmDEIC*NZmdEglIva-OY`0~4x!z|4_k#}NcgSdTe8mceJc{_$bf zBG6Im7p3IzYYBT~i_Hx)Cb?`boz_8;Vzs+z@3waCp68)dI$?PHlaF_A5XTuF%lv zlr7V5lbDfG`jZdbpW?+2mBOX}0F(WT%PU|*m{ys5CHotJRy+2+ve4^VsIieW(hp+v zXZ5@l53WBm_Yn=o1t0L%e??kGLl(F`20X7r5N?_zp?rJ{%@5Hh{ft;`sU}ueSLb-# z7B^bPCb0VY`iA9h18oFz6S*@eng;=cvwFAEA#m>s3T%XQ|d8hs{nKheDFM~ zU{jZ){V0NG*$$4nO-B7|e(!;)8cZjW`J5HMJ$?-FQxYgXRtc-M{L;_bbNw_M^>gOeaDoz2b7}`iY(C46@Gm&KgB=YDY(@uO-K%t zi(pZ#aCMKH!Kh7-!{$^(5(|JMD(PKU>QgwD(zM~Udhjz{Q-K3(ec~y^&=q3S_Dp$UVvbEoET9C}O<5#()D2O3CId z56a9AdCp90o>0X?g(m9%4j4P$@WU;?J_2G!sS5bLUMHG96>mrZ;F~=cyd%-f!^34-)Ls}f)#Tw^0gmtz`zxhIm+fZX$K|P(R2!a@6g*(Z*uEt zl39Wh3Z(1k@yE?XVqZYiT!?t#yyQbA+#5)p733y7EVu?$PW@JQvu%|fo zi_bE(cS=nlqGvoRg98H@RN}|4;u@{?SHeK)o zb)`N_A$<-yB0^fn^y|}v#K#_E6%_{a?`do45URCD?nl&JCW%UxfZ@T}1>Eh=Ikk$T zSOo)B1sgWn?x705#CT#e4$k;KxzvZiJ&y>2q7IBXZFCv|5ebk#wn@i2hTYiF`yM+r z1UZohFzTIRCR)xdH_jF8SXTS?x>d-J%j`zJ_&dE(Yq7((-4vOOL_z_3hy0sfKK-Yu z0!mO)CMqVjX`AyKHb7XEAV9mx&2l~bnUG5x>bo^mS^eJ)5>~kf+do%tsS#uL-Qf}6 z;e(52hB5N+O*2*EcjpHyS)4jQ@bx;oH$MJeS1nyb!^x=a=2$i9Lrg(-%igYvO{+-w zi&=oZdiAR9wVBQauN_KK3~@OWsyH0KPKfYtJ6wE%8;zs~ft$qy!XqMrRPo%sX7065WLx;?Qi)X zEHVLaffV>~NefIp%KH5~xcEzOXONnF*=Lky@kxp^D+R|-A4(Emc)_A!tvN|#2?KXIE#W1(}9Ps|GhbgH=u1&MxK3?O?}QYm;FC62{gmp3ETL@4GKZ$RRjTZ1P$aO>eySJhadrFkaRv(Bb9u?60L1ugKA!|rm~LM% zvw8tT2yJnpX&cBA{uxvU`et9;0RS}|<~nzAQ={VC(;LK_d7og2k3tHHUQrC5LEM0` zpzG_$JvU5|sgXwu>vc0YrrYCaaVA8qZ-3WR9{wJ3ktVt&@hewABIg5@ceN1_Gfk)HnTQ@)(YLR#r|x0 zh`$J<3xh*jX!%sW7zCFAmPr+>OiiVXUHpmrYAN->X0vL|E0Uz`GGBrnXZ@jJnovbk zTX|OS!Gj0Y+DYt**7ysi$?1jk`8=080A*od!*Jts&(EzBO8gS2m!msWt9XmM9y0Wi zdAnOR9u7{G^25)z&5!8&Bh1fNNxWemE{I)RX<)Du5 z@D@=PBSFFY>UZhQA=9R7m?!Skvm%R1#(mnu?-lf`a)c9!*(b1Z<3@Jg>EMDDr-U)r z+hbRr(?5P-jVMV@u|Cr6!?uU~{`t5&vmAK=L8o_hF~mbwoY>9w_-RoZWTf(zQzJEY z+_>J4GCG_shTReTaMxRD>ZMcY1PGD18}QTBsc$p2wdg2(cFo!E8+K)owkMZ4LChpG zTdFpl|C7e-FDE<(4UJK;-sKDVQAlS1Q)_Te1qnI`w?g!$CUDE*gbA>_GbU_!OMHUK zP(Zc6%GXc9Tg%Vzbh6jKy4suHklw;m8khzG#>U2<#x2L)rQq&>bRd6+MTk^xOQ5M% z_(3_HjT;ci;gkxL@DqDd|ENf5JV%`~P%J`+bH`V(AeWpIZX zS~{HU?cp74jCpu&fmhw0GZo`1`BJYVvzaM+vcIB@2t-z-3l$Ykofro1r8*94eb+H^quu8B-l@mWnZEPbNP4 z8$*BpM=t>mt}f&cBiJb6B&|2t@E-Uq^V~1Y#!^I%nI@L%lLho;n62un`21zxP~7XG zm1kmLN)5^J|4(t=;pFV&b7yFUFMbpTYI}Wtbm)9{DWcOBiJs=|VP{UPdQP=PczflK zi-v>D6rFW53Em{Y*v)c6*>9`)_B!)9m>z>EvguiiClaXh0A3#tTX3_u$ysJ&dLs!> zDB2*s&*7z!&B~#99t&x7KV(_66aTu_*nbSoqjr}yfDAA1{J5IqbJ7(=8(QpQ@_EE5 zY|@@7{;-hJhOEt{g+@H|pJhPoMFOUTGFs?=j<@!`qq+&RQ?42GvbO2)9V*Uk;QWod z9}&ab3~(IDBb!;?VJ8MIZgBoex}wIOTv5S{K-vi>E95fT-VyJ|&C0@~brF|D+P_bH zZ~dnXfrm$G>FVq2*U~F-xbno&j6j{IH#iYlNHmz^a4%q*?@r37EGY7j`{O>^oyfKz z2t*&L9U~t=L%k^pWZ)|XW2{l+sGQ;5xa{oF4 z1N``+&Iv_DMfvd3G#MvQr{~BG+85wO;&U)G9j>kc;y4nX!9$^aQUv)9#WXY#C4Eq;T+oQwE%O~hnmfCW zCOzw({APaMchWQ51^BQxeE$*~e8Z2_F72EA3&}lpkG~NmiU@{JT5T`qg&H!?*2q^- zyab)0$p#r&)I-6U31+lx?RTrF6BUDGBcC1(;`Wc@E~{fH7%Xq%jdMucl&Xfk7gNzW zZW?62O#-`%NV&IQsJ|e3t=2Bmq8cu;rzsqsJiqec0aH+w7-x7Hbzfhm?B)1UOTc+a z)**17h44}5Iu)FEAc+=a!quI+Na0F2NZVd8;K$L8x%-fyFLqzBr&?x@cNr-qm-{Q` z34tAJCVyl%Kl*cTh^_>CZFEXDzgpim0{hhQTr4G<^m9m1g;CJ#1l4uo*KCv4UAsum zzw$<9Hn=a;RX|nt>mocM1#FhDnerU_JcrUgj}VDEeAw`JcoIiqFh2>P+PE1%XN*N# zE>AY#+d2Qh>V+Ys%}(IE!@BnQ#rS=dR?ZJ8@F^Z}joEU+ZXL<8BDOIzTHr*mciQ8^ zr(`kf97gMXvZ*WU{#MfW0+Gup$ll2tmeV$_B_p+ukZvP2#h1Kt9?`(=@ga!27YPf! zxxJywmr@#Z)8Rnjc5$8}bJwrg-c)S{N;t|<0u@Ihbf~|^|LQ3X;!_0JB)%lk2%3xt z)z6rjw2BH9T;AqB>L*?-^LXLl&u36$R&P(5)C;}0o53|LV)zj z$mrceU!zNc6riBE0_CN2hkJYoy4zRT*sONuo9%-~UElxw7_2;I336p<9rob(4518qOx0RbxQV}=pmEm}}pv|kDZCLw}>8c^1i-(Ft_ZKp@2 zxR6~NKc!EdJ}q1_zuUp!!7^mDiXts1=naTI_w#Ev@r z*9^x^%DUVWPqIg&U|F8WS>Vln$r?T6RbDX3#?j zaJVG@<3CuQp!DJ12+ttzG(tEsZwahCZ!j*jY{ncC2!$@x z-38YVqmQH};hx93o{Hm;Azk>PYyFn&$%j3i{3$+clEi9g*lfRa1}D3`_#SGFH=WZ$ zGFmdAzd1|Z_m9??JW^6$K;&%4JO_X3j*Ii5S!Rb>ebC{X!^ybpQUHHk^<%yvx(&y{ z_4wUpi?2|J4V1feX2fqK;jm*Vq0B^-oC0ZzQgLfHlbPYNO>OCs^)A=+WKTO)n>I#%CAbLkqQRt#JiAb` zd(AwS(sj#W=WH;;3a9pQvh2^~3t_aD+l zi~|d(q);7!#QysVeQ@FQ|NOD-R+c>5 z*rhb)87;K+>(_fntK-$JUQE=yKnp3qkOVivHWihie3wDByRYY+eZu7dGH#0Zf=GK_ zbT*voTw|Q4^#(kOrOMmKZo;^umwQDD?#3PWenCod8itjNNFRQ&w`yC#{*aZ!2{C%v z#@WqH`Pj2BcMfk#i4uy6j*ft&#l6Vc;J)KCVR@R|VxiIJ#!HvJnU{dp4AUemFNK;X zc(=Oz|2gC^8zWIFcu&4k0Sv|*>OQ{33ZCByhyX5B>h85Z^tk zRW!fz`lM{zqyGohO)xTyD7O_=+FX82}Hs6XL+fny!g zlONuG!8ROfIBBYrNn&xkQxzq|eN%O3&wkIT_CiWoh%|y&K6eW`N8JR2d+H+U(n}1@ zj8{(~_>n~4HgROk#w2MI=;uKN`ZB0-gBh>!#!aLf=u={FD6nmz_PROi_|oxEc3}A9 zMWH{k+d5xF_f^`F^8{NUAxcJ?Zi(_7t!72LaPbQ+xOJ?WwdsRGx<CfM9*!*E__Abv^?q{7m3N{^)o!gZv`>!|bR`qRr%2v&4uZBs@1o^2_7nE*T(au{&Dq^~E;qb2KD8-KZuynWSEuJH%!e3U^s5ULv(s^X8Qmlv>rAt!)lJUFLv z0pk&E(V|5cKn$Qs7>}kbAvwsLb&%h0L)^S z4l-=GNd2e}PC=B|x+8ERvtaeEI=MMp$eh8>I)0Om^CM@CSQAPNY#QzHX*p_*fo9#i zx!NK%9=EMb(!pjh!^^R-;V6!?JvX#H7(WPL%4q&TCB+h*)etY7^UTK2^UKUy=-j;Q zzO*sCn%PZfj|et58n_cAfagt8ppS<~;=;{>5r04K5XrNF3r+5Vc`HXFR2MD1^1#An z=FHaM-bfoyl5i)W7*d zP&x7ly}Xs_bSHj$fgc}sIqTRg6m{qjhA+ZWD>XCo#Ha63C~1E{#uR6G$83v z8*@kRkGLuiCMX67wjDJG*SdKBW?%f21h0pJhWS1b`43Tcx?2cb!O6VB;jTiLP+ z;&R9((C99IC`gQLBKE%PItbB@vcL6ZU@uTJHf`T5#d%azC>Vm`bM00mO`)rAGSwzxastQ2_E#5FXOHN81t{ z&L};Cd|r@lH0fPx98~3jyJ!4id85hN>vE*aB2h0suAd?GAXpVb`xd&KwDIHsG{`Ps zd0$~TzPsO(V=T=?84s1@BjAl z+_QTlNP6tQ0OBz|^D3=(rARqdJt8E8z_d5Enply%;|CwZGDo3sACUuxZn8oJAiO8@ z=<(z3+!ukg{SuH3U-vrEZ2uEYav)hu_|D*&kDP5EOKcDGd-xII^p7LLB!72nwaU=^ znH&SId<7ICPDSA7PTh&Djq7q~f~%b8$Br45mP5u9D3bn}2L$X34i-{~9N1%eg7u%p z7xGyMJdp2zyH%Orw1VWB&|lwADN7JWJ##h+_RStSYr{t5H12r}MT5^@ZucSt?J_y= zj(t}uW}|zY95No0(?e#qtjE0s|D=Dc5+tHc+>z~oY{VT4&G6L2CNn^S2PdbPX)j=F zYx`RNbT)YxbNR1$H<$`fS;veiO@%46-plmklw}|8f_L&a??S<_vG0$O*(vfi)3e75 za;GQc5B@fvwsOjN-bTVY(1Fk)x?YkdCeb!7Oz?mi@uVc0BO!Ur7ER9rr-47mZ(gOG!z&?A$3uZoDTXrGD}mawiFyP31HdX;_W| z-*;Yiy}IkP4bI5^hmU%LqLa%egys2#9pCi#!Um+rPM9F#6#R3E(b^w)NeI-7cz7h^ z^&$qSk%G)%Z~V~Q^L3XA`<{dx)@1tDFW2YaOxw#73FM0biQ?|7hqV9xHv9*??bhc% zR4q*6LuJA@BpKSiv<^9y^pm_rFhm2ePzS@MpXl%DwbG7x_GKZ|?rLgkPKkdTKz!ge zYG?O)&awUMw?e8i92iye3U-Me>fblJBstT`{cJ&ZPjh2|V?n`dvR2Mn1thV-A?iz{ zUOz|u6kJc3pdem{Q|*WBo#+S|*nX4jzau`Mqg?B6;Ui=@j)Fs=q%@}WUqyeVOTY|~ z(GK=XKPYpY57ns6!j(;9(q7=j)a(;7NDcut8eF@(=IoR?Xs2`)ZlAp9^ZgL+;rZ}=`}^BJ%N}=$4E-G_@?u~=fBqcNoQ|76 zCgJQpU7VVOga{fM4nrh{aZf6oJ0R~7Jn9~mYh5T4AIonsLklL{B&q+z^WZxKEz%2V zkwMkQ{0{r_CAFnRQZCnY$Dj7k|F9tuS8v%&=c5P~)w~K%9jr*O=cd}%WJzKa0yIlm zB|X2bQiMa8T4$avy=NBi1adgk~oHQXU~ad z+CWv)_i;~AtF7{@tfx<(8v3uM@+FaX2Ej7Gc&SI3p;srQP}*MvTG)@ft>t)~4CFk+ zepR_IIz_anft?t1%IbB1x3^d7NLD#_ts4bN4 zym@C@7OX%yNR!Z>L915&tom10KA`-9vKxsPG@Ma~-R+R>(<%qSg&J$dp3W)er->cH%A9zd8~ zhidK=PPUgE$sKuvGlp0XPq0Wd9@s78PO`>0l(=kH3q_aTC%tsze4n|t_UUm=WmqZn zia;h@din%D8ILa$ynAQYbfj;L9nvPnfO#wdy)%CM!e=}L3h}E$;)g|_s@8!^p2HKFj20(7q=ZULk)7HtLcw6#Sa+!Y~#M`d%7jXQ+ zaFB@J(^fY|vmEE>qIC#f-0v8uin{vV*pwkdh#ejs|9RoIigEJc1&*hOOhocwiz6m= z4pvw{BWUer84@>)Ld{4_&*mEtAqfm-+LSv z4tg=D^W2y_C91$U%Ij)N!UlKh1$DW+Y&F=}TNjEH(h z;L24URV*NNnZFqP50tlvOq{!;eo&-@vyU)qRJ^TneCIgi)y)<9{l;j(3PuZbc|Q9< zEr_*HId{?YlNQ9MNn5g5fr4UxECGHF8MlRZ!WiA^^4-M4Agixi>$7FG&_tt912}b6 zw6j>mchb~RpWnf++Xqz-UOGb^m4RQI#IWk1rk1M@GHV$$`Ou!a1(_9ao?%5Izkk>j znEn`}&I zXy2Q7wsSWC^-K^uZu-R~%Yh_R7#rbSdZ=}Tx-uQD8j}}BRE&^YhbJFF1$kzstY=OB zxf^k)iX7T6K)*^fPsVTUSB_l%6IxfzTK^SAUC9zrTsVkb4#P-x#K{f&n{L3e?l{Z- z(Hw*hMHHvbKY4oXD`5_l+JOUC7V@Q?g0>n%q6av7$4ql0EyP(4)Db*hL+}9^$&f)5 zAtpaLSWt*_A3HCM!WqbgJHPn?s!RT)+SZcW8V=5znVz@nsgtqJ(_d=!&Ak%zUmB?e z0#ABim|*?L*EUw%LxOkX?+ef(CY}zME-GUzb=1y+cwm_X$kAo{HPj%fu&2rYxYab` z-h3&Lr~gwN`k0~fqgo>o?|vt~9!)EKtaolR@KZxRODC-NS&N(vbp(&hawOC;>c^7t z$fGTs0H{yMVYLZl=%yuxa!JumQs{>W)<+&Z+PZV+jyoSV z*c(yfLy;bWGnTj#_8>y+vHBr(&RU`79*WLCB)$FtM?GXJK@3c1eVmy(>CFT)G%aDZ zo+>{W%kg*ez~Ed!PpmoD9`#Xa3{2!G-L*sK*-bu{z$T+kRzV*Ypuh)?pb9CJPu&$h zdm83}shtl{H0W{A8#*uUgGQQ zw}1cb4Q*%V#&pP+hb7F(YgqAC#L2qRG$g^HbAhLsjY@*_tc94RTjcmRv6&YV_x@); z$Kcu(req?m&UnQNL61et1jRDLyzK=~bq4zRzkJ?(w)L51(et@A?Y;Rmw>}?t-(aA& z3e$S^k>hIPt_UZqg~D+8;+v%}BuSLVDuriOiexljAruO1m0(k4h9-F1H%YIpI?9x$ z?K;1dzrT&Gtoi}hFH(mo>By$EqEvZ~?>4vnML02^iuXL4lfUZG>KWjz7EfgT{QUUR za~0`7R>&bypM<*pi%{M~LH=EV9T9RYxPa9cP zy6+)8<(Jh4AA4gKp)Kx1u3-QT>yM3UyyB#AnU|Sn}Ge6tA}m9Ij08 zq}2d`g@Ch0TQhn1=S_95-#tHNqUVuvB?-BWX$S^nE|zJDg+2lN@Bv0%%ND;*xy7em zaDQYY4ye&6I>skiGGvQqdx%Kw%-vSat)@pbcpzQe9(<~*;vmz97CQ1`t_qFV3<2gS zCwHPjKwDn7<6jHlevR%bTb}8$_W4gY{IDCTj6D2%VVJWE^Gy_x7RDQ)#{Lgb9rbqR z6W)X5i_`qd=OWoD}RYEm&7A4!EH7A52x^@+m zo8okRO+y(yiR~h&f;kjgBt6s#-}&ujC$|gvA3{ZNv6_X?=~t+|3Dq~`gx%yOw-MGJ z`A5@)wRENyjWt6WEDtng72Ub5ts9qBdu`zHuBjAq`9J}arbqsL`V9sW=_v(+eHx38 z6KuiUL0hs)xonLK`E9({B1m&+Yct)2z8RhT#>u{6ScG9vB9uR!B(ol*~d1Jkb>bn|K0XfHC>hLum{lO^Rtn>Cl_!#0##@dKj z&?acsuZcAAu^BK7aDp$rpQNj&{>NM;tvS(`8qMfU;#Zj`Hn>z}dU%I(d&!Tz#@bmj ze@^MHaM%cp*_hSUmHTdmG;h28FqS%W5F!$AWpRx)*Ulyu2=CWjh`H|#s-kMIGn}?f zQe8iJR&o}9&F4r>UBkQ?Q7hcXH(9(P(O5m^+phnTZB*M_h8u~<&-NzVa7zP3u$LRf|B=fR>$-e82sWin3z+i0@eUio(5xp!{n2+_|8-=Yr=HFr6*)R ziK>zfGXhF&@nY?OR?1;|^oug9yN18m+M;v_C1MqIAgqKDvw_Uk0DuW zcGhzy_Cs)@zRxv%7ZoDV9uvuWd2ZeV$as_7lBCLA8F^!%4_L@y*RNmCv3`Yn+E*{B zU0c&<+XEvj?>-g2ihkjNIJTft08N1U^Km9)3+8zBxKG#@VpRktuN`LEp1T%Hb(qEE zfb6=mG6BW%c@#6&E=+2*C{mt|l=Q&J6}zK1oZ%-*bau;bU(TIfc(7x>Xal=KIVuuEYc33aJ~O zo$!Jl^J42YgT$}xWuE_bym*Q-@1>YE{lG<cu1fqIRH=vS^>+4|O4hO-XmS=doE z^Ax{I)Ck7fwiYVZlHL98QxS^c<+f!wbuTszr5GF4>j{(}?YYfL6WiJsLgowXi118% zqZzLUJP0RW!VlVGGdb`a+I{d4b|1=6Pxv>80+g6UrJr0>b$Qd+>pYxri(` zHx~;s>&H)9B}q_L>m&U#(MEbI(*ySUn;mm>sWbCQpCV(gR*jag@^L$zigJIT8Os+) zTVdtm+A`Fc_mQ0WX$WGbca&JbQieC?cmh7v_=4{bjquix_54rDXw4aL-ZcPx%y+d;M0m<%`3 zKY-zIm4ym+@r~$`t2T+nY2*hJ{Ah*v@1;lRIG`5UW}RJ z5Ah$2&CtV3Um7~SY^$+a@GpcWgwm|6tU5IlaTPH2B5Ov8fz-!c-_FUD%mtMWyCM7m z4ig(*DkGV>VA+L7RBBfJ$l^;hI&kbt2Uf7B=v-gb{HAXZz1-dr#p1ip(LH$66Q$4k6g?`4Q)84#! zBXLu&1R!glbX6GgZ>dd0+YGg@T(nv6g@S3iRY9 z&S`n6C%(KVQMN6N2Bpcq1K<@h2KSgD(M0l%Din^|#Gb_80qSq6?k3 zZrv)r{yDxmH5AdLcUw-K<=s21nt|$?eQ&OsI|W{#ZjTvh4W@+uG2_5(MSnSS0i0Sz zTE&vX^CyP4x@si(NL4#2XvF}59Z?5RU&jPr!RS92 zpbAXd+CVT-qyH$H*Dg8XDIUh8>4&wZUbe6zw;|xIX{&0?yPMJa{}+m@h(sOQaN+jO?N4&Y5-9|*fp(oQ zyLHT%K9W(pY5lNBV}b|D6IeEO>ty_z%5UGFqD^&Nb567#^el)#( zZfuALgubx_BEe7;A@(?0UcO^>J8$LxmkV2oV%xdjsEtohY#i+)XP+VKHR2`)}|H}8XTJQ@!Gcec~oGTFj+H{B=0`aAZ;Bk=UltMw0*ErgRuCB zLn>xB=rrLM-DEGoAH1pkdArnR=Ye?-^}fRof%3#)k%uwp)$ps3*_@6%KlP zP|XBCYojG&hQOx1j;{?*QL3R6@&7E=F5TR+-{1l%&iqMI&!@qn z{LU6DhYOb##E*b3BatXUvDYZUM zq(f1rr?0GF^7(*I`%T{Lr-bfrc-jBCc8h6Sv-LC;@htqYFNynd?B4Qec&~)rPMYuA zU!i%4+yELYr~fjDo*HXFzbM%@L-Jj-IIpyWF%8+d;dw#bs_)sIGzq>XAueGh0?+rx zB{bLu;4O_{gSUDEQV~AM+=arF&!g4GQ9{ut-gYz6Fov3HrkK`K>xESCF%!h#uy0y_ zoWIMq#R=x6yw&eF?<6+h+m)~Z-=`d1NFO=HtF87vJ7@aHM$$`5uY%#&{_Uq>vKCnk z^KscH=~HoW`*}>y+=BWusC#7I2YA)j);4F=j0yXt7G~Ks`zy)(B$zB=CM;Kj^LrBJ za8_1d%g_uO(M~Lygl3B?yTx{#xW0`q5ye(+^Bp-`r&@B{v{k5n*WgD~sN0judY`=Z zL4HWTVQ`@Yi78Fx;D}6Yb>Yk1CVdOe`Z(H|Iorn^GQRYD>T^84p(xc8J=7D8dhHfl z?ngn0K{`rY%kQsl?aE>|V&HoR8*z)(!G@Q(B1xT1Js{*ZFg2a3-T+1)frDdLYVcWq zV-3>MEyYi{>s;YGh9=0Od>Ke7{1X0cEHj}6og{e|Ly4_-QCj_g;!_7|24bWBy`tA( zdSEEd3|oW@275klk$Hb&7*;9x!Ta$fV#^YwL=SEe4lrJPx_jL=(h9kv*H@zWhvj0V z7X5{l*V5pYn|Tm*H{@*wOpyNQs(<+H{m&Fl6bYjRyDMPWdENZsBny4o5kZiiCb5x3 zG8$tNN_$0>CO*R3@C2{Fz9#tA)_LQ`E1A`(4+8q2tt^TU+ZooO96LqX9yIZ;?cJ@= zS)cY^B<%+RRA*n{TKf)$>R2VD}8+wEKcu^KmL02Xd!3~PP#{MiZ19syFE18DvqyqD@h6>{6`J9xba0V5kTBej5AN1WeGZeUBm9IhEN z+J9ayHHzA3&&)*j$Zu8TQ50QtsOVNWHf=k%gm{akER3w2QdV}3Swpj1=W7GZ+Z>dK z`(xPr;O>B|#$bF5Gl@rduLfob?o$8n41>ccW7AkL@%;tr1TMPEt_l|DJV1kCQyY5< zSpho=xBI}*U4&*!bw{7+i(Z;nCe8lYA5>G+~~tt5KlGV2raE9?DdLU1BT1G>QY z=7;pPNraN?>_IDA=U-i^oqC#i5f$oOP(QG^Dv4lw=b5xYQN!{6xfCi1=Tm#+K;Vx1 zZ6U=GidcgH>YCdyLl_xV{sL?VD=7b+)mejNw=Zwin5l5U?8PeE&y-StA$ZT65md7c z?*zkphI3)D2AKZFAFc(94Vdvx^W&eN5gJT_4`v?xNy^33Go>TMotdDG^XG{t^l**%twk+#AWwGDJT54HEr|uaL@RP^-%#r1i;-Tg z{Mvd26`g))#k|Wt>q#tyAmwGH)TTY>zJG9EK{{?CO&Pht8q1%z9MCwbOFZQYJJaBb zUYdBMBdcV2N0teb`!Q_1(DRos!y$T>V|>W^pWZ4=0=J67h5v=+q4*HPdPslpO@n7qD4EK);(?I74jU z^YiJ*EN+7#?`4;wWI;Q(uT761a8K@^0?AT;fx;Y5J1=zPQOJ8@h6C?MU03=a5$|~T>Zes z$xH5#k;Pj8`{MU%XFtCaBRDIMxyDk8Hi+H46WSnMJHW2qYbh8SyivrJyMMe#Q+VQ< zU)7g13-zdiTg)%?w5KYv{Jw84pUO#q-?-#pu^u5*0NXnRRI3K>ugfmH!c(%WZJgg+ zS>fXCef!4GFRHrJF@ut&nOTPj-oC61o6yvkdKL+SajUlOj2Tw#;XiQsE+-XGe`Kk) z-%}J9TCCvpc#{9#tdD`32ecMa3(Pzar`z&Q<{ain9sc80LT;-PC3qS&9~VqO;&ik_ zvn4?iAo1#3tey@Th2_grx_6Wjht9QRR&T@=^X1FmX2!eHpGtx%x8cxiQiUQmBn4$a zVr5QY^C`6tHg1_7bm+9T_01AoF9cC7X7sxaiE3E>B5C&g*Kda1*$OS2HTjmsCGIh$ z+BM=|?w+PnJ6LT3X?5GTQ2Gi4k3r1K{>$h&{P{h$(qo@JdQg8jPxJgvA`hSW6r|}@ z2Pc18qikDxx~IMz!RrlcoreYoT%Mhn8geU(c;rv)i|4YMn%tWtzTn!Asbs+S#FK?t z`JKtJS0=!rfgKY15Y(Di*YW+$gbAOvQUV*by0-XrVWdM;`RGIowN9T%B z^OuH6DRVIg9Kl$IJ;@9UI9Y#)J7NS*TpP?YEBD7PH6iiUYn;8kr!8NxB02c=D$-j= zDq2WCWPTk>q>c0O5im{U643QjPpI#}*-lBk=c!%(^#9g*!0CgTiF^obOg`!8M%mJo zt|$k>_K2D^pRve01_ngj26QqgL=<5Br-<~qjlUIC$chGYG>F@M<1;M@-JkV{-ql)D zaC>-)Dopr2vEc&5VJjUy2nZiYK&F7+gbKo_{*#=#%1FmkXm*>xd5U3-MNAG3a+sNLVEk1se84xM$pr zmb|091XxBWHff&UUd>zgrVl1iX8Upu@AnYNommJLYMIx*L=F;|=jfr(X)^rr|Kff z@h<_zR9{?a9pA9$31^B0kPfALaZ+gBN%d5NYx&2%6V%6_reHwV17YSiG63`496*o;JOemzKq|sqRrWv0hH06XH0AALPI004hqj0RWXleBXZCu{H z7!8wP^B&eGD7|D={Pfc}C;kB)LhMI1$lC1A_jkni&2^#R-e*oLlhg9y+~foy`&)8# zUi-LGfq`-;l+5yn62qoy5~nrswQC2Mw#O5wBS6kmfnj^HWwp1FpVSox4al3ZQay0CJalL#!<3Yz%lse!!{@z zn(s0kDjg!1)Hb}jR0o6NZx%OjbueyTW3 z__>oWvi@F4ciPS+f}f8zX1^t+&TUmezAY4UwfD6QXQ_inPyS(M7a^7{wxO)})UcsJ zdw*+cO$A77V(0AXsa^f+G_GG6Nd&arAGHit4AG^U-k1J`VAjogEjpW;`x58|?JgFv zUkL~aREr;F%36(G!zZw~`x7P)TzoUWUN4>RZmlG3eMP{j54}IlZtfsdcjkb=FN0fQ z%SH={E&vfb+C^?H@jVl>+VBaUf+yGct+7wcAkqi8I~`w7tOSttiH{8~C|9qky+2Cc zp?B{kz`@v97IaM*|1r4zg+lX2{Iub&6o1b#H3%_ZxL2pj(?f|R0Iv4ZDg?VTsndr{ zQAR|mWyokU3R$MKL%W8?ZdZ|e%tOIzN$?jSXB2Z84FU(F!7r!1CFeG=5y6{uK=H*V zd&)JS1uqkP{^ErS%6DQvRQrkDR2JI6|9U8=hx~Yw0%#;0(r}O6-SdigGj9!mjq}V~ zZ^nPz=tmXZ+RYLdNKc>+9Wj0jL3<9L3$k=QhT3tDUwPjpNQ1&I)88YFxnn* z6hwe|s^g2)XOJH0F@inH-*AzYo4!Wv+&}&W7d?&11$h|6aYE#AMl83D@wT~5!5(>jp{K?Jj<)wk<@&>ikO`H&T z3C1)iA)d9BJNq-$5z`6zZq}Ih))(lvI*XmqYSq%#xykjYR*TEeu4N2qlz z==?EK|Aj84KwPW}zJr7#)e>mbBNsW>a#=lJ<8%$%U*(jM%vIJB0mI%W=HcL{Wc%*0 z4De6qXNue;9Zj_tX+d30LNKcOUc)Xm(mQ!C=UmvxojP+SDNq2P?g#w=f;*F(Mh~H? z=H1Is$Pf;b8u(KTn!p4O$*rc+a)x1%0)gjji@qns#Vi3$+S%8`fmYzgfL!bR7a&qWN$cO#(ny*MP)~gdLItFMm z`S_q)3=_IH&{b8ZGx$koC z63}@PtwKM=n>v3(Lj{bq%y!^ij~sPM3lKX_Pdh$FpQ^j@Fic-a zdXiJI&DH+vczBMzaes;|e;zz@@6RVaXjTzdpgOZ?2M-=}2@MTpSshYhGD>!mij)N1 zEu6vVuB+U3tGZVDBo(?jGT{>n%p97R;KNxvN)Ct+LxxWG?`uPZiHfDut zB7tlo$J|LJYqqM@R*cEWO%$d=su#xeyC1ZjN>no}%#izbgH9rkd*MR-5^MGB$*TSi zQtM~N5jT!$Kpw^Q_R(rFH+IJ-Tesf($Rq0>X}zIuKlbn6zu@ppY7Zs)srWfo?~svO zV4!}E0}Ws4B?&!9S=c-~6L|WG;8}fNjo+{22UblFk)hg*340(xYXAWE%7KB7zImFEFU zM%(Z9k_ec-p@v%HwLz1tj`c zWo?hvKFY*dq=DX&-{11e!*dh3L#MVi77RAlL0v~i%Qeb?*cPFQYwS&uQt?rnT;aiy zBFdUEDpd~1cS@)TxJZkY0@e3beM@#B>1NbQ=iqktvGMt?KEs^v# z+IJKI^?ACL@Hv8{Ds$Mm0`!6jZPuUv{ucK?-okh6lZmX6sKvF=RzL{4=QWvhWljMX zxJ*w(SWiUTx3Ix)ol~z-CMhfv?$9^fd4%k<<4Mfj%>QU>{yS$w(rS437^^@OEx(gp zNdi}V>>=c9AhMN^>=#7Ldp{*pIp#3Z8eUIHf|cP9K?^47CDUs6KcW(ZxV)9woM8~4 z@iAA4vwZkOwSUe0(}$W(cQdC7K;E?6iIXR{Rji;at#~clrWJ9gwV;cx_BT7X$cV-$3wW-rwc}*q_x8+3HpatDs*pcdleme=cSA< zA!{s7L;8j0zfvRE8?l_8xxHrcTIF4w_hJ$vD5F;hJh(kja!DPe8{f7y7VQ{CB$@SE_~C>}uqOljh7|oTf>Px$ z-#AAQwRNhq3+uFNv|LK<-@m6;+SqgNVbEC0QXPvR>}J z$9ET-E}**6aC~6^DH#NQF20Y|J8F-E_d}UgZW8}7&mnVs=lp68Z4ie*oPWj)DQNv{ z8t3spL2jRvVarcE~ph7Y7={K-RkNOizWQtI-EBJgCVbNq9Lp9 z|55hkfl$5Q|22)?mKM8qQ`wTGMMz@WgtAl!WvLWePzgnJ-@V&yQA(02EutbzB+IlY zDp8V9C<;mTkfq;whPn5Su0FqSf8ESop65L0InP;M=NxjgCw$!&Nab#?Fj>sqMP$b1 z_t6J&tKmItVXThhPDqD&ib+kP`QBzZ(+(U}_JIfptpg2p3!jtwPLss&{R z7YTSLe7+-~6Pk}GB=Rpg#9YAV+gReOobj`4NAVa{Lg^;2jfDs}(c&)dqs9w$h~<7; zZ!nW`rEjT#-4>_nM)GUJi$}`=IAg+lrNacvK2Zd7W=nva6lN{35sJ8eVq>FHzFi%I z4+Bf&J9$OHTZkH@#o0=01d^?%F(rz}4o3Ty%QU01PUs{Rkrh1xSa5z$UFcVfnr<0x zTu3H9z7-SXMi#hOik-_LFD94a-!d6-Oa74{Mop4Q3EQwM)k5j-{J-)*Zf-5JzjEJk z>iYYnWTAcZr%#_g+E-$;K9U_G8j}V}goG=Dh?-!ZI7M5br;4xF z?d099ROjd+@RcNvwP~bwwwswjoNeXo1GP^`&$71DsyBRn)YZN+R&s+a!5asKHhO;C zw+XPOO{gwP!d%F4NJU{OdOttc-Jm-*9P)9!FY@J z`mh8(wsCb8Xxf6m+f9DE-z^HHw3JwHAZ#4>rh6Di{sDSo$HtmT#K=huVP*r4HBJ^0 z`Hy-4%Z*uWv4r5OTjp>irPywU6w%4T&GS=7YM;X=Bm-wfM@Yl1IpkH~;jF3*X55!0 zX1?-+TsB)syS;GPrz29fmfcs8qcn|Kl~Q6Wl-)Wzd(Xo)!&qa|BMWxM6lA_7_>W*C zte-Ej|C}|ov*rLYTMNzO7sZn0`(44+_oUE1#fOcJ6>@*@acsdHP}uwVJen$|eyy$T z$p()qP8YqM|1g_Ji|lGU3>?oM#aZ8=9}{*P7e+NGv`Y* zFVLc1&q*j!98i7}p9_o#>{YpK9!G+Wo`~s_dcBVleV?&^Z`!YKasR00PoU9%NdVTN zPbG!$zA+PNjUJ1>S7a_K?H|Z!!1;l6;ViVXGHda!5slns<;(ir*K}-AQ^wxn1;(O` z;CpP4Nsn*n_SL(6eHorSJ(=v2=kh7*9qm%FX+wD&r7aZ4?+|x!FZIckA_eK4Wu9g{ zCTFzdgvn9-p^NTJ+&6}lsyZQ!ZKUy09E#Tcqf-JfD+?5>>fn2YZ&)}>T{2qq1c~M5 z*{wiK2R_g-W(I%HUq9f_YM<2{Uf?5lak2Nkg5ofUl3!r&O8qE_miX=V1|k+nFe-B? zVqwwkaf&1=5+8)ru!GIFJ&8Y%Mxc*a*q|u=QyFQ*0LKBH!oj_>#rbu zPqH5#{^xO5SC``Ki-gv}WGM)ey-qwFh-L}G7@66H zE~%txX0u;Muk5kg3AoHW{wX>>n!N?TdrgLMDlry=;b|D3OkMrJD~kCutArc1B}R=_ zlVLDYTEVFG-fU7dgB{E_>GtAf6|X&rd!I{bx>Yf|Bi>^pFbOaK>{`+e6TkBRhmy^E zBa54cO+{pE#k#w@&ond)0xH{QxqW_eqPY|L_#C`*&wm8u9YOV%EL0ppJoX!*j+2=6 z5d>bshZE~io^vo=Z3vBT3PJw-)gh_6hEfwM-;AkVw`f)6v(dynj>Dt&^dg5C_$}K$t6M`(Wwnxh_?TkVE7TzY3#jOE+x(RlVP6r;JpxmsC#r4V zPJOx*^Z6vW?~`^Uj}IE8<^6obczT|g2tyE{R+CW`=BtWs#pdge0J7Yyfzd-8h(43q5gneiKU^?Blv(V&8uIKwh>9j zWWkaoHKkA%3}CYE(5!4u)l<_Tg&&e5s(P(6ZjqhI>;vHU_3N|_ir9g3%x5U;p^fk> z`pfO1zd0Cc%gbU3;sNgOql@P*DeAUh9FC0%XLlD!?W)Ym+;;ozpkne|RMWTD3zgNe zs?L{XGWK8q!d}q(S+#$2&8!^4sWYhbASPkk)3rl4%?Z3dlw%O_ARYf!S<5x5a~D0x z$&Y+ze>9vo>@iyqpvr>NBP?4klB7Fs&SOg z)UE2M5gTc?gR2aP1_-hqp5lmlGyQpo;_P5^_4`#6zx;9US*8TgoH66s*c-%3DdRAP@gdpo9vP{9hHtNG+RMD)(5)%>))FxAw&a% zS|I6^TE4*L#$e51)1z#thrf|iVd%IS>KFbAs$8DFE=C>YIV{zzbo61w10bk!pwhsYm@DYM-RJxkA}x1@ zbB+wtK9jaGXxiAI#XsL4Q1u)hNP#mWalt&omni5+YD-N1_9!Vx_?^(TdKCGHVOHG$ zKf{GhKHHy}jQ1iW4Qn$EaGaYue|(gHlFisJ!J7THm3v5;nwHVvT0^y-cVs-@Gb}Bc zi;=S1V6}P>V8b#)H874s0P4ou#be}|_Q^Cz%=@2HQV#=b z3lIhfU?f9PCEk-_X?bRDuJvu@Mx%0D^iocvWVuk{PVkHz3o$ zp**fz>!h-fSLUx5YZbCS+j?T^g8BN*}@5&(FI?zQxE zQHnA(^Y|pCq?W~f+3UJ>QUs+ohlXRe3LT`@*tJ2e?22d?#JR+M>(BYlie3E(+@QXk z0)$Gcs_}k@s1GaCHArQUFjC>k^u>ASxmfP=$-AgaEXU4<7}bs9%>5z6$;lATWWV>C zsaDqi(5_v>5L^laufoO)eE;}B1ALbU>(WL+fX)KYD*@_<27O;>Hp>~HIM8P;ACAMI z@%l_;;6Wu)ZH!y0NKw9-J!<@afXR>9bDvMH`FH69=?R$)zs6NXc^@b^8x}Uhv(d&o z^HS!UT0<>PTerE0y$g1thtqR(`B$)#nU~G3CYS6sDtx#0fZrwEY~A=(Dw(yNKG~H8J$=7+ zU#;8QDXeL0UvO!0%OWtcb^|iDI;wg28eo5_Z%o!1+S#@DEU1rmoO3uAtZ3Tez8zXx zm2O-TkEG2P(GPKuEB_AWKn|*(=G;PmMl4Nk7W2aO(($vV4{$Qo=ksZ!MvdBqC#0IH zVLRe8)ol;dU%OKL<`~nNK2BO^N)zC~HkaJ7xmJIRI?NU*F+qCr;-8n}dCn|+pH!J+ zf_%iF$uEZqVIzm7yPS@SgENR z(DUXka>j5^6BY|_3(>6nwK+Z?4U++{x{+0)va{t&!i|*HMxLeu*12 z>EB(?swY===@}QDqTGmBslfLMZQi<$@=lZ;Y*t9bh^L&lB~KIQ@bkCXX;Q3LVTHbA zdR#PPm8E{WTCkra8!h-kWb(GF-RD1J%X;l}reXwll82c4`6QLC#do~BHB0r-SIW-Ak+Yb}YSEd`-n|?0^l9abV3=GlZ`V}@pWiXbCj+Ry3-0Ruw}=_hk*rgsW1!&-hkNbyVB2od>)AQ{wgon^w`bK!bPSsQWeSi>tMLSZ z8P$!|PL9Cp1v7eEU)+Vl<52Ie#68uTsQp7CAGTCLZTrC^-=c|tD|uEIW|=yF-Smob z7|hqOzOJto>&e+Z*h~KQ_V~Qjl1m8Tbs-=!cBM7JwX`GxvK`T>O<@uLP2Qz6ICbWOXPxJ50{@pjX`vyQW5@(^pch53A zD3HZ2x@z)e!IcEqvTeCTk%rv@#;~qsNB5+%iWOUzI37d0HPM9{W z|H~FTXq{k$=|!K;2mcrTR;SA#vy`S^``h z=0%v&pDQ*aSjukT@iQq|1X`3#KTTuSnubL`?*2pmBR&X*TL$w>*Rg5Du!x_)R~8Se zTVa=7Lrw~y^Q#%KZulh|$S))`Ze{~LM8^5!Cu2D#%bBBMlv#}(_w+fZ&)8_&KJTaGpYL&qN9R6i!NukzJ{BmRk)L*j_WjI zm%M6iO$EluVCEVP1;m8BVU;;i+;sIS! z)pp9vnf=*e9{VH6G7lFK=%QvF$Yp3@cx_O+%~NguqUyI0B8X34)`|x+*YKfy%con< z*+`nTPBieu*#>OcRYK0fJ{oapbYNQv7uVj^FU)S8KhI_#jF0!F7 z{FaCR@*QcoCX8JXlrdQQcKZQBBxo)H)$*cS{xHfpk{DPuUzm!`fnL5K?%<5XQI#?T zUTT37hUzV5D@7R1dMLr>L~3?lV@q9hP}b{t1;kfKf(N#h^X*jkNb1%u?A3I|`K1oy z@p+Ojo+}{L>}i=6Nk%hSU(gm-j@m?MtXQ}ps2kxfDM2H!as0RJvUR?`iY&+S^oXFS zQ#J_b#-XKjh=l<&z!7c#g{zbXMMJO#26b)~D|#wAp8{~URno?mc3;e^zq_`2YLnMW zlwgo+t`%cfXp7V}@%^)=}zum<1Bj`a2HZo>tA1nS92W7!0wi~xyyz@M}Md-(8S>9kGU z;=)yDXq_MSn)tv5*7>3(#4mjQJ{y%}g<|HXAmP^a>#_HgE`RJ_!S53$D?80k;j#?R zcM5$l!?qxIUS~C#_*~i`?z<`E-kG)V$~;HVmT`rHQK*N>7?f$|L&t{;)2n*!O+5Ju zXR_RM_I0C(%@rB@t%7DrlR1cIG^}bG&@UhF@GVYjcIc%Zd;#iIrAAdS_91>r1zI>5W#BV#;}RSQQ48pIf%KnqqtmOlga9EGJjP36J za_-r(@r%!V3T$3aJyscZWTNIs`9c0@({b);n_1@7g#mSG1&UH((M%J1cfnP~5Ro+1ef`5vtHlDCRV zX8Ri`Xj_{nwVzP-2q{XMJ~0dqf3em06pJ>x62*UqzjXw5UC6BGmCLX2aRj@}*)Y=e zqRxgTJp%5=>`vF(??$*`R>j&&o7*`?vmcf2sXhM3Q0Y?$hWF>qAi}~2};?{_X(F1phljlJE+WS z+E4z%PslTt>`Kp7K5gcdrVCn>Z8CE-H8rCTs&k*&HnSNz%W72g{qTGS;3mht{+V<` z`DQqKpF+WlYV4nB3O1fc$omZ6rgLnN$zSvl!8M1hE&7z9s_Cpu>KrNlmrVN)LhBt_ z+sGMy^a@K>S<^9krDZNrzpqgodf?r4$P4j6X>FJss2*>g6p<8G#s*NOxA8be$W%nK z-(Lu%);7FCD(I5^ZMwhb`$9i=4RA|te0%bMh*K;Z*~6&03o2E+{o8%87K!bLGc-Ir zDJAO)b&a!;G-a`v_#*4i+0v8!yJvSz z?&)#Y=Uia^=k9E9>Z+<2c97!I;;r_+@@cpci#;&Q{S8{v9 z`sOfh)hh~)yD%G=`~8Pekz8H({B<^}4As?qOjkSKCQM8rh&|QwgNUnNPkA+DRn0PS zHlpV2Rfw~bv>&2=^t@Xc&H2na*4kHP)MX6pf6}UL*;?MqxhQ1L3#ukyKa!5lRNNbQ z|MMW;2oX3^47?nBAA{fmFLhQ>#G^W4?gue{0dV)oLaXJcoD!y#TZ~^g_Z~W&?u{}W z%-uP&w8|CQ(rtbgIQ3dxtPEDq|G~Y;h;vw}`nH^^->BDp5jY%6f>_sS9Y+L15j zi^sfli`qp+3t@#!Fg}zsp&kP1XSH>#xCipFtG4HBzp*0z4$`OldOe&PKm31|0e5?V zOCZm9f&oEeH3NoGkz8aAWiXU;8*@J$arPy=m|VDI7s~(Zf?a!|-v5z^(>c_1uX?6* zckb&Z$cH`Q5wL)|4ayN=(20-KU8c^l(wc5s|HO1YC4-oXk5qL~ejfRjYo8-AbBo{X zoc}i2lT+{s%SwX2F&FB1iVDRTvnGJXB_4fT691VVD577~etu;Zv9tdWIpx4F`gr?NV8>S3!lGIQl()@o#h0dV#y+9dPm;9%d**g)#l-vdHQaAx3_@#%5Kl|FYO$!+!GB&-ora78+F9*m=cv0?L`p)~;q<#- zT2mkM*h}JitaLB)O{ApuU^_4%S|{5ABqC4@7BlVHG(ukFCNXbYoXR;RReS&6@5HL} z5Eu9+kpE@mB8>yy-iwGTv+O)Ns)_OB?0VaY@c=>03rjO*xzX&ppReECTI+#)A(D3@ zmQubHHbCIr*B$}$hT(eg81cljq$*!S#zT@c_r=dAxfz&AdWAmUSfPEHyA}A58qEh4 zJ+M7OtNTUWq={jioDqE8c}*;}9m;vL(*q>2${o2LJYmhVZ0H=Kn}gD>AQwlgcx{1L zZVLO!ljXhjQT@&t4K__Dp?{N3iOqjh3rRYtNF#?4<)$)aD~CbqF>9gQy51t5lJ9hW zaedZ}N6C2X3iaj>Y?YnY|mp1y7;Uld;bm2^yd9`y@vbRBxsKdqKaFoSd9s zp+2=Y#odDKJ=6VNB_&{@Rn;`lkB>N6$!l9^1-{G4&bQ-}rmrSbl8GS|1g$5RfXoWI zN> za39*RLON-!lzJCK2#)0U7mkz@UP(CI_(WoU#?R6hTY$f$RROe+wh0@y(dfoA66_!T ztNFXP&7}1fskLqEOt+^K9iJ?$y%-t=sc6GZoIX!3!Kb^`Usja61>G{(U@VFoggimz z98qweIgSrj8E~kdRX>NUQaSNV+E4q~*yXs+Gwi$Z@q)mOWnPQPX(znsLnI*S*4!J+ zj$5COtEleCtNj?tg$V@vVR?4`jfY2In+2eu%w~x6Ks+h)DL<*#LQ8&Xmh z?L8wASmf=`7mnk43zOH{1B`5Up6t0N=d#+bSp@D@$HD|r=f#Sj_fm77>GrpHeL1_{ zTI)_1iVq0x=ax258Gx9+nhh(?+r{kM z+Y7#TNO(Aiu*JpAR!OV+cb#&Z_DI@7(8pvPPvj80+wBT?_~dQfNs-B+-?e{E14DbA z?G7$Ff)z^B{oP$q4R)1hFBDAK4;^x^hOT)jH)j_HDYSk89StSVegmv=wRikj(jZAf zqxmWF+E;pEJos>8b?pslXJ_3`90nm`JPX25cW$U9^2o+@5-0}s=%%$5p66YtjqPiA zmvd#ssSBR0P!O5_fg?XWcRHaEVWr?7(TZsNIXtf$szS$Bvjd|BL24iu;Gh;o%>_i8 z4mNpLLt<*TfQqv--=%{;OVhr^#s&7z?}2pqv+tHr7G2;^UJLQ49bZ~rQSJqRk|sf012r=1jq(>2l3HSw zDM1hD&yR#uceeelTtkkiWtPwWyMoSKAO6y+z(qffs~J_FUO8>n3Om`hS*VW8tXGRW zKcEUotyWCjmgnK5n&oWo=`}TaC#XD8&<0sC+(dzr=jnT7g5UkxgEyHTSagT=tOu^< z9*+sXzo{j7hHT%voD@+=Vy<7m9`^e@u{yjwc<^2f+FqyvAmmJ&laeFnfV;jPv}fLS?rsHw^4qpCAktDy%cB8j|O3Z{*AMGx!sa0Uib1W+=yFT>Z}EBhs?5Wt3f;0ZQ1fI*AHF=))Y z^hp7F#3m-z2p>sZFuV23i$!XsmV;kow$Z`vx`bkYAD~!N{-U=AbmQr$>Oj}~XF8IT z)ps6;RD>S!xW$y%uaUHTbXMhSzarVk#DRs(>TB(^5v0H1Ltzv;Aiuv{R2`2k2VRM? zrtJ9V`)gCUg410O5G0=45^mD@lULZkzOv#jtk%7k^9ZmNb3Wg%U%x(oPbzTvdYT%q z!eRU~7Qpy1$sZ*K6~~jZ39gk{X`fHd{tUew{84{Z%P+}!XOPUYsS~RCj4`=O1Y$VTB36k!AN(h#I-g>xzbthk zYpZf$Ovjf8huX>Ol6#z);%B5s>N8{NfSo>ldcu?`N_$p7eHSlthJh%l|Lz{hWKr95 z&dQ!7F-Xhfpi)7efy?* z=W*)=0?-YiuhD9!b$vcn4Q01xn`vydmT!K)B`9Y>$wslz`1`-1K8i5phTNX~br>`F zd?Gt=Zg$Y#=a$qtg!YqYXPs}QP}Kp4fnA>t3T;ABVIt4(@v4O%Q@?dYxe?JerWnHA zh?(pKJfxLGjG5wT83T*zJObWQMaKdrYdr1kZZk>yK@H;K(1rby4lVjN114o#L?hR} zs?o246yL!72#sfG;s8|0TeD|P`K;!{(!C7MrZ07jnhLEKcA##+k=6O!2f54oC&|fw zDHOpBS6+v8#J2=-fr;`%2wybWjOc_7Ki-z8)7ioREvG5&o#GW!$rr! ziG?B&0ZSAB1Yx2%;YdV38cEgF+ZDCXpGuq^RSU3%d%r&Eu8sO#w#-kIVd@6XIl&53 z+}()HKvwRI;@88QbHM`Gr%#_&*9db#%!Mkbd$^8H%L$Vwxw-lupvrO!bW2Iyk-TuC zC=>ub4nWlT9LpBa0-urYpSMGYysU(d#)#mE{fVm;DdmqilePBHIBLW&BME#M{1K(z zGbfO&hHmg-^h|%;`#~A-8UsSLTMU(=Kzg6wLs>Z{AYuW{AO2b=f*6wfQaB8a{TGCi zmxnA@8KzE{#B2-k^r$^t-U$`Z?rSgF{c&GO&bQ*Y>iJRKt9w67WowqMEfJDIMFyXt zVi3^i(F0YmfYhh{IA)_6*CoJZC(am{yHNz~b662oMUIiQsgg17URgW_9DZCVB%@e^ zyY3faG7$G4hkXlq?cqNc_rg@Gy5~#9{Ji5|*E;W9xKJ5xLIRx1ASB~;(Ir5>9-?J633;tE=L#ipQwX)t$W1SX z@&h>CU@yEn7R=p@!6PwfaH+-F3nwLJZ}#!g_J!Jxj*PSXNg`ff!yP|=jc^TYE6~*i zb-EXd9Up{F#rEnehXdSCg#b+E)brb^lh>cmtg;DyzBhgW;f^85$XW(LiRh^pb}Etf z1O4RmLi5PU#W{{roMuLYd>1Z;U>`4JgptHN-+S!~X@5G{uq!tt`5vnw2W5E((W;1q zVoBW|t~O~s168F*84z1Kz7@BC7@VKg`$hE`sJ^SVEllpFsb;pX^=UZ;jx{J3m$>!C zXXsXY3i(3vrE8W`Zhc{=h(n#~PLorX@GkWL;m??{*1oBru9Cyr1-76DL|MzfP9$Rw zuo;4oFd%+6%ou;;R7uUYm-DwkU}mcECh&GON<#GUBe{wyIH(}5JQM?oZ$ET_trHqE zetgt{(-K_KASwv{Et#yJDe*ZEDmw01rffGy{i#}@G5pp4L`&m+Ae*V{+xqNDC}^`K zFGQ9TjYOpoLrV_wNCuqj%q%_+|A4PU)IEG0xfoOSpNT8D8 zncnSqo9LHhvCN##2W|tQ(p7k=P3#rIJ-!+Zo!lWbtPYS;1n8#R0*sy>y+izj~@~ z-Q{B(5rTk5pL0%C!=AB2)^!W`;gT1g*p2ft&jn1ZWp1{2lFd8HMh>R7nBo4o9h9;d z`w6-Qf<`t@b`m8MQc!M=)-Syd>e#fc;aN%@5 z1Y$$y-)Nm8A5KHoX`39#678e_4=#roDxo$Qob4g~tMC{ooQ#Uru+%4ZeZ_V;s9gM6 z%WL*M@f;nQch0w2j}#gEuvlDJ;^Rq^g^kv^>BZX9cHg?6Q;{(WxcB zJt_^iIEv*aB2?`j?Na=ehAIHW%j0`Xj>GYiB-z3~=cL5#sa4!KA2W}B$)`21>qD)M zXZzm7U(e6Z-U1?QrLHQtFEnc}?!B`1=9$%By3$P+cbNI~lvnnDsYSsiuV3{yg6wL@ zW&KIJ=ZrPmd*Yd2KW9^d4kz=amutQNbSyq_;^K@gc?f?P&J~pU;Qa%oYf6>{@e&iruxk(vUa`wzjIMDIUGSR`nrB#s93gT?g+-L;u zL%9`$+@2f2u4zb?*F`}W>3koU?z3MV4O<=`9gCpK(SCQVlH|VTN1Tf=UN<%!PHxm8 zCdk(pC8K_cGSTU-F$+rINlqeWYp9U0WZ}=p>1{A2t(To1f5}H@7_cJHZ6P1|g>4cB!F-{+@Qem#>wq zs2Bh`*8wjh!9(%E(JU2&qgjgR;Dy~11pSNQ@#Dk(_O=v%aC+W_j3djWZTYVYUcY{A zd4JEB*E>Q>q?9b1%igT+>jtytS%L4*r0A$1onKD9UC(rNe(Z%8KW z*|#np<3l=RNCJ=PO;0bM|5TikdxXy;_h-ECPsBkq@`(gF9D-)CH&*OxDQ$UPG~Q(I zjV}a!jm1Hgo~M0Lg!FW&-cd0fFnXu)A}|h*e}WWxezct z;8W50Ra#uU?@@T@{PB?844q(3p0o2^I1Y&Zp%y&h6A)(B@zVaUb+t(aI^OLCi@kqB z4^eFq=#p9xsH5}AUW&voxOxK@Y$ZAR z1c)|^E8ckwTBTrNLfkZu)`g>q(VUNEgHNp*VwREL_B4>!VF-6^o1OrPURK}l;Vuxs zPJv$xCG?|O5`p~-yWdk+`v$TDg!p`AQg}|!44y%Azn25q;Hek3;dCWm(d{G}6owA&;71qd8MYX1BO%S-+$F9LoTlADZPd z2G2-?FjYtJ=#?eTLN6>f*l}eHCMUEyYkxW_H@;d>ZPHkR4e9exsB2pyKiO~2Bg}*q z(%InQc}*^a&Z|&ymx9jkun|;=7hX$Sh(D3Xri~f4C_0nvG5kx|ca)4XR68yIba^n-jBh|726{AGRkUmDswI5=4J>>|t= zd_jg@yaZ5@vQfZhwD&2OQ2ltb71( z{%K@KO5VTZf`5a2k$a0No0LbbmNFkgzQv(?Rh~RxMQd3UUW|>7#N9@wG!#|;H%t*i zEaupk7w3?{e?9$!7I&o(CR`KJpQ>NZFW6byJ?<}y0VO~j9BTd^f##CFOra`Mu4kq;^H+~yBP%G_rfrQpaN zNOB981Vz56`#)TNRycMj`&?MH&JNt;G?cL%Rw5)Q*x6?znYde-`|3YOeof^4Ty^UU zcc=s3j2*O!4uu__%coIIddOQb4e=N=lT$ykPHSweHXt652ar#VgUNm4Lrep{Uhm6S zHSoT!%%=#`Mgpw;IlvrA&Bo-S&5$>eqjHn7Le-zoQ2k|!yy?Opr-w1 zK97rZg$Q`O*PS6Xc1>QxT6^;eD7)pFuR%#~MSV(Jh1cnECyV_HQo_0!?-WfjkVN@8 z^X7$Qnu=0eJ><=GM5=ij-;wMbK`J2~ya_WrnskCvL%<#l<{utuy2&8(>jh;vk9Yk% z{fb~HjLj#tQCLVyMTwK%bv_W41h`^-+t~3`3Nic(if-?$9FZ$J;=uLCLl&O=1!HBH z-kxtOEV%pTFZW*HDEmb_XWWRUybHWz&yzjh59RQ|HycSz==`_r`T;G{nn5lgq&m!6 zxrQ)uE+_)XFyg=^7_`DscEp4`XL3BhM@^R0IZmkA3mTsw+EwJlcHjEp9Qf>OqdH^{xH~ zY`ZZdfBPytJ@}RzJPBS84#l=fHZEL_{9{ynuR$BbRPN~dmA4d(-Pq%<$Un(k6tv`~apeq>{!k z*6nNWl?>)#0-n(YZ^8QeeSg~-1vW+1@%+NeiJYIHj0&JQ+QipeP;$4p1=}@F_4{qg z%JVp94qTY-#C~L*jhFnc=wZ-^Z`TWQNLF}+9fqxU9k3ciT_R9zuJiRSRx3(f$%6qR zs1IHQIt|6+1gvAp?zA!#>(nqGL<)v9Ejrrwm9Dg>p&=!q zNs|tC9oe)ZxT!~;G9@ubBu4zkNovg!vIPb#s3uWz@fId4A0aL-?}^BR_JRYXsj;xH zej0E;Uj@=m8X;Bh>f*zzaeidD`GfVW`StWL$`|JqWy+>;#bt}%4A$e}p*SzK0r0Wt zY44AhAs_eb!#6a}AYe2mFl8T?F6R!7L<(S$divAM!h7zW8#j^YwoM*X*!d4eea971 zg(GY@NTai}v&C)BLOs&2H0a!m%=4GMBNh=KUCpVDg*-^kKN5%ELQGaTtXIYAxbRDV z!ISX}lxK@`CdUlpQ?wc({ zTLAErq4UXdyd5`MNLnmL^Y8B;{q`1F^sC!j-JQx}F59JV=qz+CclyW+bWww2uUxiy zlxO$4T!mfHxzaXw3F~tRU-|*0ezt@K0 zP?W7(Cqi0sIB9ONn?L!^d!PBcbjLIzZr1#OxkfzOul_fXENu zG^T6$Gvbus{(?{bmg1a4eeGjev=gRZLJRQfc zlu_j&!P`DP*gsq6I`Kf29+ZQ3&G>=*^S)9FFIqcQ`?xMXIP~7}^>*)VctUdP44saP zgjZMdraf+MZVjkN#n7Ms_)7zS*LQ5++wa8QCkAr}dV;-aoZ2`H9LjPf!y$Cvy;5@U z466|I|2f{f+y+O*W9591;N1$o>vAb;sO*7NLQ(rF;v+0c?BmCeHSO)mVOB@~GTskL zb0YFxY^#VAW6FJnCTKqvi@RSUbL$~*W;Q9qt6MlIN>zYufaPJ1GTnWZr9E zW8W*&uw_>yzInpLHFb4Opjcm0&Gr}k!gUYWfWQxd8ps`yOZ>QxVw31PeFyhxPb-;| zM+znJN=G0`IX&@Z!SxT@Y6gMm1asP%7F(D)`a}%$jfX;U#Osw%(pU7MIL*H<ksM5b^lR0g)@T>JUYY%Pt#lW-{pJVWYy z{O zHle9!`qQV)W4UsDxe7GGs}X>L{|t4Q)8dC{bA{w50H; zRnCq1=Cq$NET%KIj_z0k8~QZN`2PEi_N2 z8|rSR?oC?WGb`NeKP7)4GK>?#k5Q)9X3*5ihj~ zB3cjfrh41-ki(J{Mf3Ld&U^iOjqZybIDp>t6zrj}g@2QEO7e52j0=_a?b>ud$AWUG zyzAs5l6IlM#p)AvQ80cr*BO3%e&@jHuj&6q@~WZ!Z!>^9}v<<$Bz$r*d;_t z^zNSlcNJ}bJLXAF1dz@z=IAv~&g3d5@X`IXX z1pIHLi*{p1qs(c0(NX^A`PShV;DCH{{k~(q!{2~Q40Q?1myQuct*;>qxpNKUlFag~a@yni@!1kn+#g&e3i+=Rs@b2_j#9T6(2L6Xg50H*{p)i& z@#&kxHnPf@OBC?p`4(sA##mNC?q%MMlCj-n$2ae;#vij>U$tFlgJ;}9{1ZGErlE(T zX2c1UQKz=-oRQG{=z~$$chXj3$0NuG`PWAJqnAZ>zQmbpZaAAcf*78re=Rd>uAU!EKCOJV6<`$ zu7m zoG!EHL>h-Gy|}mN2~l7&Q?#qS(>(jndEkHfETO5R6R2^~0VmdQ7tFUbomGr)V?2fcq>@uV`##zagpssqo>1> zyJ9`55`{3vSZHoQ6l=fZRd{>Zzq44u@+9+ z8AftE9=y*Y6B?zTis|7^GBG{+t5>fkaaxLh6jOMS=zUEMcQiXKuYzWQ24PzRUaIq? z`0%oX{X&kt3#o-Kl;o>$RnzOj+{2}H$gdCAOPVUx%-|?wnjz%xKp4m5!i0xn9(+O zVyN9&=zT0P+OucRB8MwQgntq)OoPB!^0t3Ba~EE&gNFdIBKmO)pU$G5m+3k7BO#B5 zE9#{41d22G%jqWb2t9si|1)ruvi;~sA8*>@>uXGaOxaIq)Bg)7aO3$dd5pl}Klz|= zW>VjDIWnto$x9Yz5QY(HE*%+p|LjSsTMNaoWckI#gwKlfEYwcp=nsvnrB{$YZ<@kP z?^!YLVn)m_R4RG!iR9&=`GmGRae(} zqA&u__95SHKMRZN-g$GMB=yUf+B9eFHQXK~GO3U|P&;w5?VaoLJ)EB!9^#BqfFVbTwc0%UQs^n>@OK6-YL%f+RNO z)yl(IJ%2v&=UfJdvw0KSl%56}0 z1vzy#D@P6?|G=6SI%CO2jc0Jj4VQlq37E(DmZ~?pEh;8InGnu)`t6oP@~AsqW0#g% z?P;pWwAdzf0lEhBjT<*Eq_!aH*<{msT#*mP#!~**j^e{36`57Pg~l9vTmw3*Ci#P; zEkLG)hTz70M-5v~o)kfX0H4M6tA|Uk<^Ld;&`hf+KfaOV$YnjFE#g?Rr=~&qvcbIz zZmdhSeM)yAn`#3%S@$%|AA=L9?hcse55A}kCEb>_)neRQ0K`1pO{;2Zt{%Q^h93j? zi-umriZ@%0G~cd8-SMtN;A%&}ykXkD$AV`C8MV)6Mv_&2>=pl*(T5#;n$zbW6vt(? zr7?(zFOt@9Cp3xG&c4OJ4KGj1wgXMvue(BnpeQky!R@hI=;FnTPlgz3e{LQ43u_HX ziCeF`k5YvRKz#n9)&JViNGbK87%DKKGbagwc=vG&`((cfyVQyP0{3PH*LHi1^8l}J zrj)|TE1jc>Y69=XpbDsd*6;qF4)t;}U51FY!sG1vdgqyY$Nq1f^$%hU(g|x6yjs4v zf>11Z=$Bvwrmahxmm`@DtYTVppH*C&5ROStxWEQvZFmM$vrRFwfP3u?u+Y#@2WX0s zhdM=bcSM&i79_3PU#XGx7p8JL!Zy+EdwcTYQasi{&=G&tz(qbkxV@SZC+-Jt+mN5o zJQD6R)4N5CDSkoH{QAK0v}=3Dee$G_TidH0oVZWt6Hc;NiLUlf^@ks_%9f$pmDq1V z|7X=TeLbDp_$~amARJ@4Kj?4yK>30IQ|Zeb@B5!JeAjXSfUZ zL=_CK-s!UB4aZzYi$47Ls2tSyAC$7DsUZ9I1*t(n_)7xd{!V)O4d9TYim-)We1(V!sTQa8bSQIu47OOR zgw+u;VaR6=e4r~1WJJB4bo2j4!xegisc^t`1ec)rY&jRZr1Z;enLPchh&`ttlJntM zNzXy@BUpie|D~>;H?&k&8JVB=0zGmuvjHcqt6iY`uW|ewY|P5msCYnI0@9f zuU?6S+~8Ryv?L#(y!DFT@)@x=M&jRBa?_Zp6|^x4-2Z47}ST# z(hGByZ;B(AnA|BhXTq3}mWQvm9eax(aLkTfZv#@4xex4hGtcu-No|l?TFT9kK2p;VpZ&vqB~R8mJ_gQ(jg;oXh4lwk z^x;nqcY(?BN$zdhbzkP}R`R&;)j4j>2+)djqx_AL5CTGF_U%->4-F#gLE#CDTSlEe zm{y=QD9!pL-hcdP6c`lLBg6vzCq?jLWTb5L>zH@pNAWF_ypHi-;j5~(5DDHItQHL~#ZZU2LZ3pjm4?-H7~)DaK6q)}83v zaga}bA?_q%=%IKfC(&i9WOGK*r-(T2AqPRZM5Wo<`D>`Tfx~%5{4cj9)%^JQz{p>n zYYy}BCi&sx%fTgniX3zx|H?2u!nDqrK8yz*^MYxekoT7%KXQCIQdWL7rUHGf%We^S)pPU16jq11oU;@s6&V@dD6zb{!u zw5(7U>1y{ZHj(bFBkNGaR5{;c_VB$bC@8mEI%;^H9ArTIU0BYC9;-V6jx#A)a)!A6 z%$G7eNzTNSb}~Q#5>2chE&m?3zJX@g4*~zqJ~xNXAF+CaBg16&x7HZ6elMLb4u6R; zuY&rM4ce-?SY@_?jettl}FFG z9bD8P`6i|`-y5BgEC;h=^l^6K>ZkFnT$}wAl z6u^}?RRTPe(WLgDF-zG|QgNp4)O#7th%pXpYirZ|SDzdVrk?*>m8!+RcgSl{TmBoQ z^iy>n@|062yFz6gipuZ~Xq?|LOF*2cO`JLuzf7|-q;0Gf4`cg z^df&;LIjuEtfaw6%&Q999D)ysFCh|R(*%3Fs)O>N&+~!z8@F;_Og$@58eEamP&uNE zN`^C`?X2@k@0*kc1y%tFfj8dV8lnS(>`G#LRgO38FMW&`qf!CKWCiE+B|%dLMvrOH z$BiE!8lUwmHgL^0-g)p0_$>peB9O58_OHkyo@Xdt2a)ge#*rj+I9bGiqW^qn*-LvK zt5NtShzCjMd3SMgzk~YkY6}-HwsDMGj26kVs_0nf_wV0#`UH-`Z%UUJURq~6D**q) z9~X9T5&t0EUW0Z&ebSmsXYKk0lL- zVT-wU`p)b9*5ftGkZWBa1?p1mpaNwsB)(!z2Pt=@?hv@YMk$+-g%i&pz*b5Ez)p8m zb_ZUJXvhu3vxU1yHnmi?OujXZYS5XI`raRH_ft;CedBc(`m`gL}15q@Hdbs9b5i4aOd%jRrN(T@^1X@#m_uq3gjID zlSo%ZO5WLz*)Jw>6)rL>7dm3e1z+}&9FT-Q$&?1&p?;asR9sralL=?oPL<=0RQR@X zYa6imApDogxON=Mb6A1EQzO&Vf601TqeE zDDH2s6Cu^>@B_p{_uuvFx-f(gOU26*4?k*t9}D}rofUdfM_L$E97orh5$tjG*d%IN zxCIPEX-hVCpyA>~{Uw`_)TuVn|Hsd`jEhF&y2zna_CI@Z>WtFS)HpKORQI4jm9 zD<%;zpK=NQ={r3S6_FQw2tNUh($buE-g`)V4*xFi1#>ZSb@9OT$?w9R(lZ_(+|oXp z`rOjNj!2CzIktEyP z#z$x%WHlLA!|bIsRb~h2Ui}Zel1r<4d$l1#n+XkbxWi!Qqlsp)%}KmW9s{rs_D;yB zx9e`lRB`Si|7CMg{{*({8=Z3{c;QAu;K2eP1UTMRlYRThu6NLyqw8Pnh`*1suW&Z| z#W~f`!-o%d9ftNzOjY{NpFcxN;_W)G#D(A+Ljyp0e+Pg=U*p~g(+1be!%ujSHdWSG z&R>8JtVJ|u&se8nvg}g@{@Zz=T(pF|1)#=O`>VqaU3KNJh_;f2=78pZU~QyIqgyKi zSY=h{Dco;ldhO77k6UYttnm2_y}&g2bbNa!IL^5_WYM_mJGg<+G6vA^d`$}YSx(k! zNVh?TPq~=+T57VqHvHi$Vxf@Tc_e(<&f3|Fpl`-rvTbhuG&9~go6PD zzr4vM8CBbin5|*cht7gDihO}7)27JvK&gmBR8NExFms>nxQGXeu}gG9V?h}y*$vYbsM+6tqsa$$Jz$PcUUAa-kB$#5 zKoD(?zpHLhfDVKuU1}|FP-%d$cV2=^{OJ@Eb@Ie_+St$04}JZx;da4X zTtc#}!R-~hxX>9^FGio;wr)i*OmE=lWK(J@a zzo>bKyKR^bNQZDZ@r3&oUK(M$gszrPtHN>6+{Xr1`?v|niN`G;#ZQnHJjTX8qv@F9 zj+MA0AmK8Y7lQ$@doxYLz6^wK2N;yuj)FCLk&8U96wG4qzMnjF<^m2L6x@_?3t!H{ znR~bkW;CrLDSM6YW3oubkC(rD$k%{}JS5m?a=tyJLJ}XiAPL|v^{EeWVn8sxRoia& zF;vJYW+k%e$Q{(7Ro>F$Dxpl`1tcO3%&c6Z*>!n&$G-oW5n?{u8NRCLGS3 zWHk-%N5p#*OAZu0;S!l$0VH41iE?lK?K3vLlPh2Asf-6%;A4qwG!cwdUHY`vXl2? zd%GtI7}*L=u0?Z#QB(j;~}NkiU4t09;5jMhSneG`b}m7q1u z?&ch`?7!c`)b0to0C7YoFTl+DjsDbE9{)eswV$VgU2Au~Dbs_0G{nIJ+uJ(nDuH&C zS3x@LlC|Qu;vM=p4E*{;*>xZOBMO6~aOnBF;Dah+-g z!I*4(=C6R4z>3Pu%H!&r$WbVQt|2FwL-R-Xi7R(F2G0+pB}`&WkoiC;+Y9R`vt2}! z?(yV{&__~YRPT-13`Gf?wUQ4(epIPcye7y}x(5Zip{|4oM6vCVb6g<=>@)P=>=R_f zgvQ*brktQ5fa4X)#O@fsDV841iyviPyukOjbrJN>S7FunWb@vH3;LWj!C4M@>#CrnHQ3DncU|3ihP&PhaNo}>TE?AGf`viOgRU0R zvz`aOI75MJ_R^(G;Y~NW{`5gVAppsR=ztID>LFffp>})^OG~~Aw)&fCsXQ0-1er0{ z=e??9CLhe>CS>h3g>)!ad?pz5g!Rd8KzbRp=wf~yKPN+m8;nw&D46Ud>W(s?i0k*a zSLXuG7oGiI2ia@lFeB14HdtN2&TrGx8w9n*j`9QD!7J%J5vX7x-)arSmmYpw4t1uS zOjo!p3a|K_@UkVfysxXRF*xDkx|F!AvfiE%||c9@VoH2Ed*B z7V<-(s{8E7B7r3eL2GEiGcTC)Kd*T_r0bs8*)|95Df5u}+^i>gtF8AEBKeY03D;|X z_rZxcI~}4#Bq?W3RVIk}zKX=6k`J#=p=RU&G{8vFnwqT}qF)QP-w6!&Okpng+dGH& zF9B5caWNS|qeNIHg$z&jtnXB9-<~a6ej0>X2fF~(`&>*+%>AbqAW1hu%)hs-_*H9d zzTcfF!d(Wnph|}VWd21-V4uEu!($^0MAFmAfSYHsCIlb{!et3 zfj0;#J)@rnL$7YPUlF+VV?a^Zb#fY62_uRZ_FZ0eOXEi}kLkz@z^Hgie^0F;+qNh9 zgbOX?L%~#VHGGOQc#V9AAd}%ssrN1W!QUjori&hWJECCkuj~dSM~cw|sf9n5^eJK$J`<0r%Ft3?!-CVj>1rV5K+5(1T-KWN-2gcyxn=S z;@rz8btChQR?Z42_nZ6mV1@vd5u7Q3Fpfbs{5$`e#K8~o`KIJ1Jv}csoRG=` z1WA)LI3@RAn~c^L(1q}HU7=fg+?&+j> zEn$!orGTQfU>@X2Zfe%oAUuLW8$tIjne-Y@Ny!(5mhmk;lBRuiVqfOo0`y;berdT}%&5u+ARVqO^D zS4|*z6q_gv5oQ&T4GWxZL$8#LGDM2xbc>Hf5bh7SG{d?OJ~AGc8%Q~wOZi)=pQ|NXyqB!#-Auyd!8Ua zX5{c!Iel$O10$*Y9!fO@% zyb-|SoB6{LCm&z{(C)O-gO$_=}#M>&kfoF>LnIckEN2lM1X?(P0(6qWq+Ud)yLQQ?h@V9 z0vYJ_;9FuNAd$t&h_-Rtnc3v|QF1IW10w9Qw%v)y7+(#%oxtU+tiQ)Og897&BvEgi zf)jG`al8fy*ZN8~bMv6+-yp1HgtTMk<$nB7P&EKE)-oLDw0cZk`8SN4d_L&lTnO<0 zfNiCI*eYj@R$w77>y=Tvx5MxR*;)f+i<{7q)7dM}Ry};sD@*8@PnBCB3;Y`lr#?CP zlmdXp%9IJF`YZTn2n6L>^RPbjOY)Eq zYWB^mo`~K+D3X`GoRZV4I~l!`u?pdlAHp3o153iPj}wmP&77JG+9#hqa5p*Z0Eu^r z9O8U{{)GZc!YXK`GS=Iq9wmhVm>4J9*;Z^nKHQB<(&%=0&Jdzv**bPOLP6-V?um5Y zCRqXH#0MB|;Ds=0??%`SiV*OIQJ<{1qX7Lue|;*yTp8Ywpv3&^GD>Fy@rE;aJZ8oR z$IZk&O#A`a;8SJyefus$#hKODmni)B;>j0;Lz~~evI~3>!T3O_|DZ7qNvJ_LZYRpt z{oedsj%YN%V!!$lkQPZx@Or={JC=Z13k6Z2n&*_RB7ld*f~t2?{j@f+|ABYrFA?Z| zLHl*(TIbIbOaAdY{7(gn(DiY7PyB6{Mv?1{yYBI?K%;i4K(~i)2Ia0BN$LN` z&Y`pOMaB3b1nKHbYw7FlzBwrrf`!;}YCvbz(Qm)1UtG9aBf&k@Ht-JR;iGr>!W_q0 zlq@Bu=eMcG9?}18tq%kU2L@2GaDBff*}{PLWeHQj4s;&hr|9QhJpP4etw`tIHnF9v z-PY+Ao!zo5;7t0`(v-GEaq-J%RbyK;?iU@qkvVr^)Cu~dpmSMcLlm8}UkvFU)xHfI zy61s>hUH^B>X?yUxvx|vnJO1KdRrFHZPRf$lwjc5ms7cxq9jzbG@b+*C<1rse!aF% zk^42i4v!{i1B}pMqfI+^YW!sNW@HM1c4^o7?h+TJGeq}hl)Hm7YD^4wDhL5}1P11J z8IZ}S9^u5l4FSp#EtXh$eP@z=7f+KxWUUq(>_?jM1pWj*l%geaKIXBhu|F!lvAsg+ zixmr2bTl|~B6o$jVwuiPHZqoK@n|x!l_L)AJk=fAdL(CO+r4pF^be*jG-U!+RsATv z*Csj{?=OTNV}PiFma+#J6@?xu=eu>r7fR`uc_j$5qAQM5N^TrpV`RI1GJ>O$Dx1P;z?`{zHMofzhc>@_Am`(Hqg?_r@c_UyU(73Gf&ok$ ztn*VFwEuxv-7MXr*;{faG?VYKt%B+IuiU*!hCR!i;K~BX6-?2r9;L;t73F0poNDMbl*quo zeKoVt97Fz4UMW`+b}G!)-kU!v_5P!K9ZI{1?wDMMo-5>49{Z)maA*TTM}YHF^zE&C zgv0GTM0XO1h&@J6Di(X-T7G-kI6U`0c?`Dp)~dtehCS{x!b*vGUEm?b#jfKW0X{Gm z&~}T?_x+>x?@|yJ<6tI2$KTUF;LVjuXd`~`!U^m?^nMGKEtmMKh0Oqk#+ z|J+zFmz$u0EfxNf6KMFyH*2ZOR(uXb;c`%#ZE7S5Ujp613)8T?a|kB0`?X6a@MQxw z0-Z7$5H3<|?{DQQI(&DI|N5dkB7MydOkZNh&wfby35sO}@1rrEd2K&lZtE8*;6EhCSo-Cu z`(K>-^O#dQeQv|iJvvVM2T>(dhaQ#TnKg78S9BJd0!n;^&f=scCWT*89v&VGGfKIn z29A&v&3J|FJiSo{h#_T4r2p?_B_$;$*MkLQR}wgc+dqQh_i^`vgUe8(iV(f9i!|An z&S5LG`5!Abk#T4IrJa7e(2*AoyD3fQY8Q3Cz42_9lPd8bwpi%?{rgW~o`v|v>Xq>A zQ}qJpv_%oMcb{J(Y6uFfu(r0gmR~Ovb?@hVC1KBdKG@U?d8-W@#3J{%m;TbNp6L-y z^a61IM@t6|CAJt1&3_v>>5LHn$+3FwDDUx`$A9M^^LUvIlOu@(^(TANx;Uf|bYB zE}ed+_!Hk>npn_G?_b``_iwc1z1SWdtFDn`0SD|Qc{%p(Z@f~fU;If2qH%MSBqh;8 z1F8@oNaAg`qaIOe--U~nm6hcQ6%hTWB=CeF$(wTgiR`rgjCsWsSuJN7(9$IL)2C0S#`{qXc_2$Mo$#|6d=|0buQH%# zbdza0*`q6EP0C906y7fk8EzI48mUHiX)mnG=N6vuki-1f4Y0mYc!zQdjk*7+Pb=I zNtmyZ;|(TRb&E0?Z3d=!*PsFYiaarN#K~}Vx?}YPcdHRUxh+>`*Rt^4?L1$h#~tEK3zuSj&u0%GUpWdDZ{+YTL%GuXmg7RVXd6ghos3M`g(mE@uGoV(WxHtLiT9e*0`)V?FT)t4ECI&yB{M z?(Ki8kt0EYK=U#B#jTrWUS2oz4e30n7P~svW6BrkLe@E6?_b5d3^9tm|F5M^56ZL@ zesRlzQ0S6GgPdiM+(=kN+wjbM78e6NzokvXHtU$ghs;6O@>v!&FZ0(2$x1@&6V?Q^ z)+2|pd37jgvoukxH`0&PgWKdv`sZ!9_*d99E9vZBbRnL-Kxy$DUESQ=qvF*fnrPxb z-zQ?@7(e&geiY;iqia$kbjG~7!0iskD^X_4v2}{stJHX6Q{SaQ5Jq_zEabMb84a5k zYQPWUboM}`-^%pQ>6}yFh1+-R&b^QL1CGTR&gw1Dwc^SYX|9#Y%P=IUpDHEmw%NYa zyK|oG2Z5eD_5t0Z*+)QcGdOI9tNW>%HLnnF5@QAx92E`ohli~tUW4iq>!>|nOly`m za9o7fHNk2Bx^3@2xWx)%oKrQk&@RH|CLxXZeh4{rV0+aqk7=_B%ZBII40WND^`mtO z1(X*t)DMzu%+$+#;0cgv3Gbbgbfn;Cw)<1kWpn~J+%)4Tr>X%0z+mA`R{Lhfe2axHfK2EzecEB>6qpVX8 zS+AcbKz%o{aVQRcx6IxiX(XXz9aZ%6P=%1FBd;d%*u{w@p?qW*P%74%*Urdt7ahQX-+}|pw88@aY zc0Q&rOrE!iwuw-B?(XZao)OOFLQAl;x{jQ~BdDe_Ev;_H9^NPZ_I4^{N?)C)_YbG( z0Y;-xgu(uBj#)i)XWKPqW4q$c6S3Frg z0pa0jxjNU4r^y+Pn7$}KrJQ9Fk5 z@s`;{!$_TMgdfH*_Z0!+XQ5Z>MR0jksti<-E!_# zE8!GP@AyyLch0YLqJ~@37!T)d+P{DQ+^{k{F-#I~1GR9uB*E@^;FU?SKAiRswu!ZM z=+C}Z}c}Z{f?mv6(BufXdl%tOG|)D&vOfr6=>6Go|}l zjvA_zubs<5D`+L*t5hLP<*Aej9fDC9W3 zoJZIONLjy*oeV^u5t|F@c8|*~^+AW>oC8eKuwmA1Hy4jlw9_!{)^knNb54 zkQMonE}5>pV+-Ry{eO>74Z?8^rHNFm=>SEUW%u ziZwUSj(7j`R%*)k^`Cf{lzjJXnG(;%doO(1h8!NcO?fxk2(3Ly;Q0D9?aM1ZOpnDy z;x?Iw`@6lss~fgEjqF4AMg|(fUM?%+ayt*8*so)FQ$H0K=ZXh*<~A#|^294|%Q_vF zF7C_zeC8&y58^rxUC6lCw4I*9quP^4I5jO~LiY+)@~$Jc&C(38u~Y~jK}dF_#x(TS zr7KXHf&-i)vn7nJrV@A8Y}to+4{z2iZp>K-#ydas>u^n5ypoW|5lC z=FdgMrfJD5ut>;ue)FZGg50aHgx=kg-NbdajXtsbBTfPkil;7}WX6-U(fqQsX4yb*p;G=U4$bGoG?98^*2R zwq@eT3C;#gOda}%@8F?=>&gY=yM{Qa7q7v?mpHb3u~&|3dd;PQLe00pMX~ehDjg1- zVEQ_wJR2bshIttumk-XWEqS_?g}haF*R_(pYV2NqT6M#I9ntlL5GHW7LVC?=!`qop z_%jsD@Ugyn_Xc5sk$7T>$`UHTqeS@)>e|JI3F+4+9SQLq?O!>bi^LJ2s0FlyRp3VW zFrn%8*$NfDjfum_+-P%gOj>o-A#mImPdbS=9OGeY1eC$jK7Z;~mwfr+V(W%Z1hPtG zbk%(<;+s;#*h!uLrf;^|Xg=Zw-otnzlybP)X)tiuuLb*SPoa2?Q_B@^1yui{`%@CV zboXkV{39j(HB#HR^}*ztXcf8HX1Z@ zUCi~tcrayc9$5WGfDw{RZ+u#x?6p<3>d5WE$9bv-(didsHt^`pG%NJ!ss%MIWmuIJ(fj_A6n2FtxD};u8<8y5&(K)eJj`Is=-XZpwoXoK-P> zuq;*|9W#@B?I2w0STSo2`}ZB>nS275Xk&4oQtD@e>h);=lkhxT7K2)Y zUwKY^@_hj>!FfGRy0fn%M{)SD$lRpz!;+*nPLHNE#+XU-8-Yttz#}#Z?`s4wny^rc z@T?O8lrc%MAL*O)zs9SgMblcMxYzvG268;|U|7-9iYM zQPkh_lNO3f3g$iP70u+p=7Q5ud@x12jwrUpsd_0TJnzl549~>q9nb%P_d$PZPz@>4 zIx8S&FC+!-f?Kv`x||*2Qfr(_K}Frs_BgRo&Iv>_9ESi5=AZo4y^9xJNy%8*+lxaF zvQ^2KiOGnVub6Fy*EC3Y^gYU|z7T*uh}2d3x2~MztByKJorPANG}yRn$VWnNK%UN2 zfvEE)Z~cJ!STa7r3qZziYD&$nU4%tIie5HNwfJJa<8Ni5&xAlmNZsOVQ*Dho5n0Tc zS`pCQRWk-r{^m2k_0+!!{Zf`_&^3;A5}%k__#Y)sF15{ zK-QNm&Ti`K{}3`k6Hkr1k*|%j&J5_QB#A`TSL5#Ut*+PjFVDJIKS)Dxqe?!fbE)q$ z9Yi`u&7thH{COCBJfFWw@=+xj*$1|N>h|F3Z@eGYi#e_rhxXrW6!HFzD$KGEhDjh` zkO;Di(p507Tu3}XUymCHw^x4$FwmC6O&;@h8c}aY+XmsoEvK~5Hn!+mI6rNs$5}&qa7`XiA8wZXYj6nPw&?^$U&P+kY9!D#|v4BZ5++=CuNY@T8|8D`r+lh1iA-8zgll2yd*!B?fee%N?QU zFJb8c@PHya|lQLGcrbVZBQIJqcMw&@#*q+UPxLHQ^y&iLZ6$w9(vTi6O|qV zo_F>DxkA|*8Fny8ve(edXb~_@52u%`e`_-{n!z15T`O?}^ zh+t!3?tew@JEA|JcLLs$&>0HwrS=JW#}l86TR#y$90w8MeKFk{c*3={P*3L7^{)xvBBKYc z?05eoxkb~8`TBxJ)j2Z*>y|tBx#k~m&MQh5_}<@@ny#EuKu|g<52CiQje>}3t9x&h z`S&m%Hz{QH&A4d(bZKsiEzn(C{5xHkhyVjeGJa6X#frC+4IHDc;nL(<9zGX{@t&nX zro1&?aO&nZq7etP4$m>^e9-W|{Hg%!1m6IpAKu%Ze|xMWq0rz+36`*`3@8kWK>Wvq zaDF-o_xT;Vz&}%-dRDrHTK8>w+#DRPLbmd{V3$g2x*B1BGd|K zWQErC=*+^nwN;-IH;l+^qN%PGnPcCD&wCKt^aC+@2gzuMYZSxYdb8ZFuC7HL zsc2v!PsS-+Z^Ej~4LbKSKMme;8ia#R?F?HfC@N=9GtG%UGWaAVY9ZsJJeX5q??wFy9)GD;Oxc*FUVw4W0;!u+ey{xUol4L_}%NL z75FDcalPJqHAIZ8k=2{qr97!r5unAfB*TCtgu*vxh{~MJy8PmKmQ$S)Sn1UIu z38z}0EJHTNsHCRnzOT$~C)2{cK@}0U{(irv`F1DnQ$S2VHm~=q)|>6b>WCP)f{uH5XUci7j_>xd&<$ zy=oX}01@>46}zq?z3>KeVI1z+@A)d9W7RM+47qVb?lWG6+27n~K5x)ou{tW`jiZ;CbWEOJ<_aG7YIVO|B5RjN!^eFy_HlC|2-f*=3`p zoYHI{yGG&9{c7$RJ#ekFz5iVeB9aH4FX|_*p~d?x`HR3gHjeJ)tdX#>?a`epb`$R+ ze_>-Yn4LxRUibG0ZZ`}bJY%0l9Meoy1Qbo^SUB_>?c{MGLALIMF5Q(0#j9M|;B?qW zDZaB2SIypxcff596?MoMk0v{uC)k1Cz36BN0z2O87{~oc%Dj2=s$fLstb|k^<+)N; z?@{l;0_VT$Wh&SI`kz5F_<9Bt9MAu^eHa;aP^HXy(!g{=r-xOPId!8*)Y-n0A9|FoatvkN;^kZj+xzx;ShV zg~Z*hu5NBPo-|sRj{&l2XPa&jt`>*&obXt}fXPw=-+4+CmzD*MZKwPrq!F@ny2Ciu z(QlAioIjgiIxLVI#GTXL2qZX5+D=!`JOai%r>94qg8Sg%o$9S;h+=Y_4aZVH-@3oZ z%UL^jxhb)cJW1%pGk5E35R?px5M1H%_a8ive;AWU{D9gnWYE`HoqYH1(0}-C4?yruG~SpQj%M>lW6(zS6&-$UO9-);TsM4mlhFp0ZsU6E&s9W z1AMB2v`{EWoTfKF(ThkvOPEv_H39ff5;r`!IR6ageFFx&!l&AH!Le|yUwR>(PeyMMSzd*B93|S z350uc01O~Er8v0QGiS+fV9s zOo(5;>mKj2JTxRX88XK@+mZsacvVtx^p!rRC1i!EeqJ>V5jO0l;HGN78IeDx+EYMo zM4XsooP41G=fhWs;0^P-D!&S;Xc;A6*IqeFsZqyvAxscvy#cb})IN=^N8!?$~8@eN`fzgap!&Q$zc;;+#IumorbF3I6_{2vJxDc|SrF zRl`p8)RcD7DdPpO7lJQx=^$gqt<mYb$I9@!H6l4rqp7aa1wE&I^7&AIc(z5Lq~ zoY6$jU&5(=Ro~iUe10z{&rC2-NG7gGd-eB33UUF&hS4n^&{5Yt${1LV=#R>vCRD?~ zN`O4a-(7l<$O=ey#}X40llx64vzXDr03r$B%NV8H(*)v%f}4Fe&n3hCEBgcF;lP~0 z(=+bBMgFjkmTb_cY9hv?rHT!ZiUzuvagbG_9r6GGI$%cb42y#KHSwVBh z&P%3vgCODu7Sjqu$1Cp7YLNJj>VTXbc0#`C+rXo_y5s}gC*gznBrL(m8ZSWS;c((7 zN#OH)tnosDvjx`I^l+i{4KeyJ&Jj&4%#VR-5a)ObZ|`ifk&*wgFey2J{W@?5?%cVv z3Nop{XUxD{7W<;YnDj(J-25YAk%2zA+T>$C^Pz|KUF|> zV7;(o{kr!&njE>r8aye$>-eShs^q%M#8S=N4!gueBGb&=prKyRO4Cf1+CK{)tLonL zIc=?ocLjRK1Ys+;9~`g->Lko|@blEY)lctu0&mQ$$rg#eIt zd~YC_@>Jg@sM%}y6?-Sw4cfpwaYeiiEzy_>UFxQkM467gc} zF6vnvR%dW`^uA%gh?_qipM%?`q$2QOaOUJ87}VBkf7_RRAlwDHedwZ;a>KwoS>C(n z9ah&L3>y_?2;8ZDSTe{Z$Uch6dYY-gK93=%AaHl@+#Cu(##y11$<1#3TRMTO?*aQJ5A{>zSs+Rsk0Y#) zc}uWt;VL|A#}0i5S%dZ!TK$Hgh}grB6p;4sjwDb{?BANFd#$orYqN$QvRCL-05uxP z?WgkhEcF*ziqI^ZJXKV2%oQ(FBDn{JpNSdGH0i7n`W1QnkZ8bM>e|c%eNq84v0xkK z;Vy>Uc}+*5!f&F4U+C!$z>NDk?6g6b+SU2{e#hRj<{IHGk(B1F4!egwzmz%Y1O)r= z3bj|l35kh^VMetoZye~9YVxmNrx(Z96t7e;%eUsgVcwYP$Nl~uX3x5 zv)@ap6G)N({hW|ZxE%}yahr+#AJau_z;r@x4ST;#*R{*`pJ^ zyyIrM5QI-s8Udrh-*%Dd5gg;->k|}uo=Hqod!AtkO*iZMpf6j58=s~t1 zR+dyit_K9*)-v*oeeL8qvnH@Ev8(!?>R-}5>G-3kd}+^QzS(PXf|hfU-W&wqlw!d-!`aac^0MYssqSXlGI< zpsmK*;}Sy>BTZAoZ8&RT#gLlQ$ElaV9#J_~fqwDCRfL_Svl?J<$Sb4#X#+aF76CO2 zDLQo8o0OKa%D($USFT6E0S)95-yL)Rom+38)0V?~1eS<$R$`X^N_#kR5tkKsJ}^#F zN>4UwB2gJ0!IlPP7+Dm1gzOxl71zA3=guVi=HCc|2=3zG(g<{&Js|%-|(j=gu zM(vrPe*BFJcQ6b}XY3y_6mV5q927a!kODcdS;{Ks@4*m=Ev$94Cb*qEr<6Q+Zl&E~ z1r zu!E}|tn_y~-VwK>jtv;;Mje*?dnB-4P1}z>c8~~YzZW?mQEZWuckXjzGZP-9u)!01 z;lTFi#SMFe1q5Vf2|Lb8xO-@=kGl=g3t%u@S>HhO4pw1qq53(VPES7JbZ@@DWWoivSrWXtk1MZjeq^(UaLf>oA<%t0sinKJKOo{`IC>?i zP*fi%;`st5AC3<;W}$30E3S6hoGSfBzU4qzAvL8?v|a!h@+81$_ntL9^&+_qWoS)M zA*Qs`xMC48K7ru^VLr$EhglU=jJwpIUmoFpms6g1&Jo90DFboy(P3d>D--T;`|%D2 zDLohPFW%iDzYh_OkUI8BWc-7`v+fIvi1o<*2>zx>*s&&* zRLo-gw7nymwKi?vK%k-lFG5yk+p_y8S$0}b67Ril*bgF{ZL$LHzo+Bk1OSn>RVYq^ zCV(9ya_V`iljOlGt(K}g-&>wX@O8;c2Uklt{ zt-+ty*|*^_v7QFY98qxKA4A9b(H9G)tSWif`tis`%YUU^4?KLb73Olctdy`(2g>Yq zs(3xbfTrc3i1NT$K4$TiTyd5f_h3Efp z!@q!H(Sy}jzw=alteb+Hel8am5(ik1t1#<>=it7VV7zVj>irjpxSoQggNMf~7${vG z@pJyaP`6qX?^}GWxN+&_jcE6f(GoB9H&wTrjrRGtiO=)#k|kkXBWs<%tt8&aLw!TQ zGI2an@^qpAUWFh*hHIUjY}O;>2XEC146!k$drQ|5FYbkX33c*60{)B{y?Vy#Xs|Cg}Y2U;ja_SHv5H%FoD)IYW0 z=i%UahPjAYPy9W~0#D#f{7qbhJ%Q~%U3E{jzLoAQdv@ohTEOxir&lRk8*|IgPcyx* za=fVK?UdbTcWZxrUhgmOw{IU0nXA3+-FKJM zK4RY|{201#)Q3?&-mke_a%S4<&G+InvI9oxd?|0s&TkD2m^|kE#*K*5#a5C2Xh^hW zJoZI^g>t634(2KECEs-ZB_eVe52!Y~>`i**jy+)06a6st)P#9*5VoxL9h+$Af7DC<#^317Ntgwbh1Jmt$qL}l5U_x!YjSc=tagWyE|z)1 zZ;uM1BGaCVZC~v4aNP?B3b49*9+&yVN1a#(l7GES-0Dz`RJ!R)RX^HW+6tx?C!l?rG4+mik zqXZl*7&gX^5JkN2r0)~@@Xmiq!@I}kV=nOZO=QuN%V ziZR>7__fUcGcEbJ(Mg zTo~HYdeoo;O=*257j$Z(*g35VH7|Z$ex0W>C$^-`Z#qI4y*z@1K3OPw`KqmGq80Mu z*hKngYX|`jN0gVS5=vtGp1Z@A6Jc4sLyU%o1|_djmbd(%D2UL7rX>U|#9n79M;`eL zEMJw5M8iS@nI_5}v+wUJzEoE~!Fq(A-@LSFuj8D4niK)BnKD)zH|8Z@S%bgF z-5i62!z0h0Jv%u40a0OQJ|6CiowMTc9&7@MYyL83{jJE+ZZN~^+{L*l<1eH>|Gw(* zu^L4=mEbXa4%4T`tY{8QZQ*tU;&B&HUu#KR2&762cr|7y%DyoAIx$OhakUV-|JOy> zhae)_F~$~{@9~LP)(MVEwKOvq-!0|%TGrWuoH=gh^iOrMSH!>P*Nfg=$%sc1`$D~$ z)W69yh+4k;0x1lc|dRTC#MBbrY?-c6Ry@VsUD zREY~S(+c=Jh%d#QLD{k0;ClGs7YXh>3;Y#MZFf!iPAG4&#~H6*FAu7Is9qh4C!O4o zHj&c(HNAY9G^ciU%x!vnk*MVz+p*5#&xmvLd+GVrOh_D_y2a%(`K!X^4*L5tELz7Q z*CU6MqZBCPcb4y=UJx`S>yMH|+ucvxKBof&fcZF3+74X$Zi__X!JGB#$s>tz(@Wz% z&edi6y<<~A-Z)=)F$*6HEvl8Ak|GuTvT}x4U^JC;TN+JqZ)+&hHZU+q2@o(6jSY9T z6AbU{*6_x_reLthC4(nyuLJ?6c2Bk9NH73cs_a|6sM zMiS2<`z>^dtbL~+78;lMO53wZOMU(|oH$VW0;IfF2aT;fBd6Qnx?13rjENc&3)*83 zk|*FIbtp!wf=Nhj z1dCDbut%kYBu_EkToCjHAs6W9*DHCVUm;MSuNInPD`Qu~&eU z;I{vHE;RVMfKiv`j#%u=Do4b0=K-#@NJ0jEzQ%HteqTZlS@-FOj+lDSj9SM@{(8C4 z!P9g0(K|Nyu^0iA;v{?VV52QLxdwz$vd)g#m%lh~+r8f&xA`&y^=KD?HT08o?}e(76xtK8#kL@fwc-WHw> zV#z#v5xDh}?7CEm<9ks8oVE6^J5im1~@=+sj zZ1kj$BR0D7N#MuMh(0{pZSrU~e~QEugrXJv&~ZXM?>2&YwBHwhwjQ&?EDt?;awPqW zT}5+9K0!B!WkVw(Mwh!jNdAip7Wzh^vnp|ob>9i7Pz}ZYE+!#F9*lS$)16hx7<&2g z+%MZQkayLYM$HYJvLds^*WOQ)SdL4ikWr+L1<&q~8FwMgfWOcQ$)TSQq>=-^k+pH& zs-u3|sBNI{5{`WDlR*E{e)!W1%3O})TxJckPs{wY@+F%5?{84s2YtYQ_IH;O+3n`W zSWQihwxOZ@i}!g1(UO-1d2R;>Y|D#NhoS%9C|hHck|Q*=Tf;jR#Z>uOL)XT^8K5-r zp&hRIi#M9_r_z_E4B7B~uNn#W=74uU;;7zx>J!lW_IYBbnigIdei6Iw^=cLcsjsD7l&=JnVN+%2W5ZHOKKfgb*H45J!!)x~H--HG|A zFoH?|K|Yy`GqpM6ZB(bv4>%LU2V;ArN~{{c7g}%Ne^Oe=Y5IAy4I7aq(ZkXMD2>w< z^2P1Z`uuFA0_TjWWxDiC&Xq2z1qwjbEK$HNbUs|NTIP;@jva}*Lffd~#v)rrC!g(c z&pBK=G%O6C#4#=*s2us>4~>E#)hB-%%DN|d4<_?}eB+QxdGAz)rrQ#{!FuSoJg$E? zX@2AN<~nPE{=Jhs@lWj%ZU#T1m;xnW<8Y^U%#L6p-?`Hp%nLF>31K2Gg=$AJjw%L> z*|vTAh=k2(Mf+)~P@BJ6n_PZ(#*F?;grK;O0muKu&EVwh4sIuafy;YJ1vTg-@JXm( zfs|nhs$XCHr9L!R5AG8PUby6qvgdTQh;qZAjQjA78#l5$N?C7@ku*8$s1v-GP}XFY zIJmk(HJXj3qL^3=8Eb(c^lYS zQ(^h)#h$lO1k)pAiMISE{Bm@wR@;>oY2$d^)u zN1D-&t1j~BdsH>soai7Kat##Iu@-Atx>t&vm6eq+WHIKaC-`y>hCRW(s!z6|1t#bj zS#(1$r2?_$0?}IW%mY$OU_2E|I{InNE%uE>?vT9%b7E89Nd72=%PTs4v@53q4*?DP z$$~~rI!ahT`QRG$SV$B0kTvBVgxj)Qdi4r;WT zC@8I3EA9U27Cyhw!OLq-Pn&(e=h*1iWSBatfbuab^01Tt?Sip~2dgfz4;as{_|ZOf zn;odt z{C4}#hltO>4;U|nK+QOrdFu!vPy(oDRqD61>rq0^(eIUx)X>mCf}Yy?xc{wq1yVUN zc&D?aeQLwKpBxs;Zd`NkqpK}(7;Gf<=AGW9PVXY#MxB)!{2cX&Dl_6o?!EPd07Pz2 z{0Og=BrZ(4$-mqk>?R+M9~_aOtOd*@g38KO6Wj?mSx6FYYh(}Ii}UKBpxbM8@NHQC zdxk7%fLpd~sk)bMpy9u2C`qg`%Rm#Kv%=0d#^ek?d#EJ@n6i7K!J)6i2$=AQ7m3(# z`nrr`d_2o+NK8~p{z+*yj_pMJ{Mc%dr@QQZCvdfUdOrp9)vErU%KqYhqj@+T(d5Bh zyr({%P;DL7f%;>LPu7cZzD2k_28nSTIyR!2zn+g*TKUoDohy>zvtLXnTD!a4{-}}8 zrw)tpgJ_j1d~yvVtHd}ik#sWgoK$8#P2E}h5uXQfvS+B_;cswt#JI%qERZc1B%j}$ zT+4+KBg8SocDKD?#?J8amZl^<`dW2U9Q{gKlZ+N^C3-@3ZLrW^x$2@tpo?$FLH9_ zgWNx954t{Y5l}@-ya!nhM??T+bwHvg9|M&2@@L?>YJDcEf;L7?gP3@@O&;OSi<(dQ zwWgynIc&o``Bm}d(IrMf|^gH zZzVRI@zy(V!nj{PP2cAXb|ugs;i1M&`0r4?D@T`Nlay0YYPdNN;ud+6RetRc2KTqdYm&o;}~lc9c} zxLbIE&7nkyHjBwm#|Qp(N4-fTwE%Ms?3jFj!gI5Yw~O8$Ayi}jc;hAN^BZaE-9vs0 zcq^tU^r<-A`r=w{1tSiZ5pqFgZ$^+4hC#gKZOK36yu@%f|L-is%a}q8 zc{6*i9DekWGYs&=J~=bVc;@Y!{}?ZXzeN(iGo`0YnKC-1a2&~qX_8~YY(zi4DoeXu z95sMF;jtPy_vW@ek%s)WAn4|Xsg>>Fx&0AAi2cTM2;LYTLY*UO;dGC7N2il!7p6bp zIC$x4LSJtf_ji0K+c0mF2Zw;3$@tVF=`7RaSf!3FD;xs72tBoH&oSM3q_oP=DPY)O8c7D91p?e7*IzB*v-JZ&fX#9tbl`FR7Xr(jZKSVIf z;@H?bc>c;y_bDXD(824!+wT$S^>3Ieq2;MKud^vJJUPp+`R+~y+$oRw@BZcu;n+rg1)|mHxvtokPq5==M?90)^qv>&Pv`$h$x-8eDfvBZvO;&Z3)2Hr~Es|8pN?CoK_)QWwz z;ds2gcXT&tPSK}Px8-yj;yG6*tnmo%0AQI14DGPd>YuBFW-=jXchr*DYQJVF$^FRR zK#&Gtsk0P6yj%2l#0+$S8&bI1P_yg2`n_cK19VRzn-k#$LC;6)Fu#9#hp}b}Le8c% z_)7NX?IkStlQ_3Z?tMSl-H7ZQ&I+bn{~xpd)XGhfq~wgvWW1N}*F0(1yQijBhc@7( zaAD5I@0+4APi1%xK~g$x3#L}>`-!z^^g!LHoQP9waU<$c_oyuf8HFdt>R}k;IKna<2J;p&eF96?13fqx1N@z;Tkq z*0n~meE$ZxUBJO@+wfWF0*B>-%rxcoBi-3c()Uxp-f*?gb#1N~1$xB(rn@Y)|A+=y zW=G2Cp2R_g!9D$f&U0H25;DK#J9}F5bH9Ca>|3Zpo&)^pMl#!S`WHGqt&VAk<)c4? zZ+Fh8t_<%2dY+3QeQ2_D(DI9xT-#^>NFdL_Q~vtt!VPGm!y>1&{WCsAa%_jFF_d2) zTKA85l$9nurz3)uEpI*&^xor=OIUp{V8@ID6ywtqM_tmgpO}2Si679phjvuL`ML#C z(6+5!jud6zkO=j!G3*}gGxgnhJ~X514?yjsdPxT2~GdK?b<9+#9Ag~6>}jL zoc8meTb3ZyQnM#Z>~GBCq>~emkrD$k&OdDo?VBcvcF-MjlTq>(d=8Q0kYrmk8K-HZ zymC+BYK31%g><(SOFHDTT6j3k3CrCTO;n{jP$@gEoQgUj_fIS-rw9mD~O^YjIN=tK(9NB%a|6#Qg4ND51qbcF2{+|5Yok>~kv5O7JYu{W1t1pT?^8N0|3!%>>27|6m0%9$nwwSLa z?@v+?;8)~OYV^?d&w{i$=Sgt?wtc?3^C0=W+JA8WPA*lxI$|tqgV0tZrE8y~$Ie^t zPHqF21YHSNF_iWQ6IRHWC7?4eyk90Dbj98@BZS)bOR;~($>88oap@`KNq$Q^E%2DE zkoEAQ{g80du;r4w!Xidip*XgUla)-~K5Tj|Tt&NG{&YBhqz|PWm0-tQ6gJdiZ}=N6#Qp$lWmaga2aY*JmfHE`tAz>Q#okRvlY~; zHS+PrzrP@hCI*Wft)E@0WkwaL-Wav^?PpA^O;kJ=|+ zzkWR@Z$r>E#F604E2sQpggD5~4k0{xVc3&v$RIHQY#Sr*cIel~V)Yp(lnC&U*lL)> z%5w|s^4~vv4&n781u$DAgDE!7At{l3if5fDFFemJfhW(+K?ZDueKNba5xn^-1Z#PGO0@UIUqjcKoMCGyKR#&;5R70-6N`uGMy6H$BdKu!HjF;0Yj-C{uI$Xy|* zRU0DU%MD@Y+D>3Fj#&a9pgl6`QKM-~}UHp&CQ(DUfMz2^gOJN`$*LJ}kmXGxk zYa^thxQLF;xlJzZaYqgEe;?#I^Z>iS5qv$hp=!U^myBF?fiM>M;X+%7)%`Z-Z&=P) zoBhc6j*)8}rtH^!`XX`ya@~_y{|Bvz(wL)<3h9X`^Lrm$ACF)RQF;w;7vdW-W5O25 zLTc!mZStJ!S1pPD<>w)zm>GYDy1F$TYAW|z+#JI)ntC!=iQ>xkO22A3E>E>cVAUG2 zY5#HvV&lXTl9G;|kk|TT1vw+c3AW1U?fE&cs!lBF(u{PpCl|5(|NL%tFCKX95P$5F zcE9z#FEarlQUZOfM{?xhem+YI22gp;@oFY;NG)!nw^ zg3que^Qm}7B*a8+Y@7Kn9~=xixxQmu#r}?R{gci{oSS_JmLj$!PrDH>eTl{eo;#r zJ#%kgV{wcRe)E8Sv4HIlk7~zrIopR1VM89sx92rdQ~B?PLyA3i%;x^S z=EWK1H;D@igeC-CUzI7@DKvG&iH=g{8HvYw13eBbzc2C0>r__=$Wc{0NnaPL@*jdQ zl=iW+kp38w<+yzXVj0#*2gyfPij}L`yC36_=^D|Kc?Po4lVbWOH~=jP2TyP+eE zv-Vagle5=X?A}T^s1E6@oGRdD9PF>bAPK^~_FeedoATV$=cv(?>U=x#b6UMGP-L?o zfgNMVMIRdbE;UQwR#Wmq)1i*?zF?jcdN%H}@IjrEHWypB_cndECsw9Q;lil0rX$@s^cMsLn9Jc#^oz0oYJ>sFzrq-F4bkYS zGdA>nDyc}iR$fB6tMAme0sR))O02*jx?4c4_5rwoybqM$Clz^=NQc10l_hNxEC299 zfh((^jL}m*ReZP;+A_*aCa5giq7DnP;KV+f7y)~w+?!gV53Rkg}eIoHu2^o zG{~)&xQ&i%Aw?6hZ3v-3d!fq1P#UuOej(|uXH*MCZwu{yuc|bz!=s`48lNN zv5zM>F{<-M4w|F$s`F))f3khaNfOqFfOhCb5NnV7Z1SC>)B#J}+_6-3*1yzYtV;y% zFfI&ctWEE5UG8;EucDrs-{0&0=Wwxr!hl}khpN7YHlGM0B4NY=3wBf}`l#V=5rTXM z5>&xyj{P1vjb{lagR;fr)}ol%`ph{UR`0n>j_eXEd&zom|1lKO&64hY! z22H5$83#9XxX4=qKzM4*1(i4fDe)W;0_Bl?vrX;&e=QBYa>e(G+-ylH~){b=MIGO|G%zNMnfT*E<3vtO1OqysF28rqNI>Yc29j;HjyHuB!r9- zvaYgHS!I9IYI0u{t5A{B?j1I_2;$8QdkxTIG2CH4Q5p7HCicmXvxw8FYNX1DaSt zn?cj{el&lJy8u-m+u`0=TmR#elg=o(hqf~aK3Y)=LHASpS#u9qQFWqkIIezP53L-Zs{|h+i6-d4pWUFYu5(=Sror8>r?$(;q z32qSe!Bx(8iU$f*s4#J68;Cu=7K%bU`b|wh^8Iyx%Dy#-7vH{NzYRd0jwT>n-Ae+? z5H(V@j+pSv&p(uQXD13LvI{E^${UUO@Ysy4nL28VA_mXYEl^0Xd-cI3nGGD_V@J!fe z>&~##>&peww}GKQde4cQ6sQP2z)LA`gcNB8Z%<7i;T?Y;?$G`94M`i^F58X+tXP60 z6?b=b?mQHPyaB8{2zjwPte%c7OTtLkwt+_H{@d`@<58|^O2twplh@ZLjP{DPjNW%l ziu``6l`qC5Zr9Rrg)*;W+o(`Ph6eb+ddjG44Rv;ligH1TS(pMWeokOjoiQ9bE~G$|rb3`qp^shqXZo#%1=oe^F_Ezn z;GrOX8t&Nk*mj(X7qHVv;)zJrlJxXzA3((X z*xB_kgDQcr#q)FiztOPKj4`;h|DrQc^HZb%rayQ365K$0D+M5NrQP5qIslpaqhX9y$9!Rlkv)y_LF=6(K8&+-C9)N-6C5uHf;n1oHPQ0!?tj^Na%27bm|F zd?;Xt>)cifa8QviIghZA)3_o;B-1?9{`WoER79J#|8 zt~;YSF$?DKkl6ry@XNsmx~g%Y@FzbUWwRt~p9yO}B}hUvB3q){UkgX0=?t7y%Y9H{ za;1|Wt_K5E2pWoamx4!2S^=kBrt9Gpikqz>z_&H`m7};*G}s6fZxj|4eaxHvnRgpB z;dZS)zZ0c6=qcmjn0a|GMOR0mG!8TdLM`BEJdcFF*l@f~j{jk_eCcoedhjOaR*PwJ zsZoJOC)ytAsrFMsKTAn%Sg~1^Y5RI3FK)sJSv)!)=GAT4@l; z)rk}bDckC^I`)g1jq1c8WC7Rs$vO1xYq{r3dHX&C)0Pk2r-xd+Rk%lJyHCjUGT)Oxt>r5E|{dw_))#%%9CrFPD1x4n8KCBaCR zC(tjZjF`y*YhBtng;QocE6ET1>jPnc0Tdm5w0TDDe5L{4Zg%$Bdchwci>&B8KDVjH zv59HIx%A71F7beacA|9;&wk!onX<9qt##=WzTQ3q&7Ma&x3kn7Jge=x&v+iWc`-QQ zL4$>P`boaQn`hp7ViLEku=T`kzxhJd@Wc5jji28)VwH}LoEWn4o4XtB;D5yI^G*r- zJ;9bYpn_fP*-d5bjtuuwEmp%a#&jj7&c$Kn@j^v2*9&sXuD=pQTlAUsU^;6BH_{VTRzk_|vb8@}Q|GfJnW4gwE&gXzR8rpTCOsAO zAWCVLs5mTThgI}U|XGAY_}1W)v%bh@M&1E z<7Oi~`c62S?1U12F;rT7aT&-{8vcIquE}TSzsLf94l{gRhI)4Y1^hvlmywq-=l^Wn zPES5E3n#zL)?PT%Pg?*)1bDkArj;I#9VQm6H~RsacmNp-Z?6k^zXKp495frh;hw{4Ze^f7tvdZ*iM+l1XE8R`h~?YgIkjl;~8^;GV-&?K+MS) z!;<>xRXM4SVt|atoF5MZl!MZ25T}mMEkT5S0h{dAE}eY?gk=RR0@Q_VlqaM3VB;uG z70n$@v?+MJ%TgfZqb*tMnK3@e7~*c}$Wb)%l01geFZw(1BrfO%Sf;R~Dq!(biGOJp zz;qt**+UPxj9#jy7adO@5-~*mepq?zWqPxB?$Xhi+3Fx79eN$Wg(j7avu!f`8HIZT z`wqgqKt2k8Q$p5ngPb$yJMn*^&}UHE@PMigh%DRC4}^0Jm-1%ECJJS8e>JhIe6~gl z_rUlNpKJ3+o?M@ZLY#D}Tf+Pg-D1vgnB4#86dl}R$0VBj?oP|t!?R8P`YrJ;8t`0m5Re4U z)o$Gr^qS-)9U)zt zClNCOsw4v%{&^$@%rSa(Y5o=4cs#{l?3ZwTMN>+A#L zGH;g(AqhZjBhVFR4kq2aW1urd0=b!~5HRrb!FI7x*n!ioevJwO!7J!Hlgf4H=G}GW6Gjw&;WdX&=}ph^pzdmAigall>O5uTh8Gg$0_QHHRxW# z>lhxTWM7{VzX0k`#waxF1Pf^d^aNokgIw$t(#a3wKTg-*eecSba zemy~{B46+d0RcZv>(uvjU=mq~iEqT4v^JceEVCxqVpDzAw5?XDBvlbcx&ezL-7VTZ zVQ{MYnstu?u}q{{1vBe5uVONRdUB>-fTVrxLXOgT6-iSD8kwFyzg=2dy2SXP8!BNS zL#F3nA33%-JlkX6o>)3Wy><;Mfhw2MW<>8UK$~JDjfzia?+FDnV)jrP#3=Scb zk=VczOBWvdRsZTlMP_3nroP9tL~+lab7WB^t6EzYi0=jWv_!?;X@Xek;JSr(ARwxtCp{F3gY{}f3g7UwVUO6AB@zQAB1!om{4(iD z$!rg>VPYD`xm%0n`)BW)=PtHEaoV~|$Ayx*O1n^3=&$c6ajJU$OF~tb#I+}?oSaa7 z0&pa`97v2Lr-k_Y~)c6@8D#XzD)q-$2Y^g| zx?Vnr-ux;hc2!RvdBaLrnQFi9TyOeX!Nfh%bu#fO*`{-I$t1 z!6#Tv019Rsm_`syP$&u`b6}_(G`%`*>P+EEIQqQ1u48T7aYYi$|LJHm>@pNVpup{{N zYo>q0=MDTGY`9Zb+(cz?u8vRgF|ux{2j$=e;{~6_-DX}Sp`(1L&Wexp0OFTLHzAsB zF$WX>BIJ!X2zgGGTv>Hi1;AQZX{w+KF~vwp}Ek2D~F&Y7uMx7{A+sDn<64oEn}5boTU zIq}D2?$3P-NwWHAHpL|Vlql+SpAGfrb360lJ=SP3V`?ie9p{s1ef5csv!%OkptMT3 z_k}neB&#DxF6lWyg=AoL=vmqgkvHn8Zz~V!f5_9$ckmU-A5v46giCPP*x(rfU}J%! z+3+gF&F|tbx0Y`8SJ@hO;`~M09w|bGT#pGNN!cw;IF%O{PNU3!4x74bykKO-`~^O5 zYpG=k)CK?oy2u+avKbEZ(-7Chufzu94U*pdAd?R@r2xwtWMiCex$clzkd0w2ZgVwF z$NuEwAwELrAAI$o>qld0v$MknFjfE2fj1KX=Mqr$-KQxG9NFI*(lwCw7X5MzbXmR-lMaFQ+2+ zgn=&4Je@_%D3>dMBXWCN;u@?B5o0!$LejqONs_reAgt%7hg#K z!%W3|R6xb=XQ;f{wvJL3wGi*1>7oBEZ+~gktMm_4{JmL|WM14g%&#K-8O-DdT%{Bs zE!<@Ph+&0Xjrm!7$uIngK%PJ!Sm08_wze5(-Cr{5B+Ej3DOiysQhoqgQLq5Hloxpj z4T$6oi46V(5pE?f0aWxxR%1FVzU|1GajuYcd{Mo+Wbxg;ABPoictIMy&>#c5D$64^ zJ~|NBHUtVdBdNEMDrV9wi8)zx*I`X-J86oF_6n%lC4KeoyN!0q_VRktD-N2}+yrMA zN(KIb$mM-?2xl=f*1Jvj+Re>OGD{sroeL@yP#_NSQZAF9O?(6+TvB5Pf1`O~fQ0i~ zd;v*IgnUb{d6h+t2~_YjvfB3B<*lJX0Pr{PcG$|6L;iHOz=D`=R&Q~Z{Q^TKSpo>? z(D_+Z;(gXtX;wnlrU+g7@0X1eZY5u=1OlH zx8YE`&dTV@vz%z|Uwb#iC%17Ix06EZ*zK3P-xk!}kjR1%js@I1ZKDMO<`Hi#PQJj?ncymF=(*ffC-pK_Hr@KblOTD+Zch0Bn!5$lR`LeNS->Krtxb z+||3UB6gjC5a3)v*#@eKAQb9F&x7safxCs_1t=}`nf6!X63}*RFvM2PUf3dh#^udk zw?}rrq*ZW>P7S3nWwcM!#;&4wUFUVG<5wP%_k{iZe(-yeY)<*Qi+Wnh5X*BFO{Lb6 z-aiu0kRl4nb%aX~c#gQ%Kku4O;3lH;(Q_cCA8fXvh`>cy z26Vl9T?SZu*qT;j>j( zz7hIef*9C7I{9#)F+C&u!CL*%yqT=dSL zn50r+*Vn9T%t1^1)+ZYG0xb>3tqir;wPe~^_<<0Lt(0-?)mTI&2uvcEU>wu8I6Ayq zqIQTv-1taQIG%IzSqb7!c%6)_I>|MhZ{=&)^ux!yftd1qDGEZAFHdR7kREP&69XpT z-`9)Z{T{2lSin*-9T;g@#O=N>cd9C>I^|s{dfh=5;OS2iEX})o#=YF%(n2FMU-H|Y zTt$W-tB)?cCs`&E<~dd8=aXirTzM4zr0)m?5?;!*a9Sz;gVuHcL+A>W@LGT5-Vnmz zZ0mq4%ocL0A%)6U(uI8`-S|$#;ytV%+0?Hk3k}l13gv9yb(_t(r}g2;=8$~~ z557e)3r|_Hx8(cEtK`9l6!vLjAz;<^HS+Mqow`Fs(;l#x_DDnf`I&J*OfNllkLn0y zkdr@v;dbHfbCcKG9$R)9n80;@L{>P*a80pDYPQy3b7r#Ck3D)c!j9S)DDBVfbbBdsZ*OX1>IwI)C~9>AQm931e}M=XcfKzwzl-b<~upV7pT@&mXhc*T0v0KSJ0AFg)EVL`zv z!vCx-#Jd-? zs?W#ZgjaIS@i2OUb;iSZTo~c-f_1ypln1#o0_S*6;ms2&LEQ-S?+WMcSvfqhLkTya z2UTbHuW5X_bB0$Ww8kvi-h6_^5UxdJWA7MmIOlqEh9ssSb>@k=X8}K7lB4J-f>31- z-VGgN23xdu8awxKNRsr&Qp5`R$dc!mjJXlY%xE}bNCY9!q(814o?yE!~E*f!W2(k>RlYO#9RZi6< zZD|JZ3RkEL41~V));PzgiloaA>w$gepO#BfV!8_sg31a-0b8(AbfR%Qm($)};q$z? zs2dtts?Eax@aim5WK$6r?Va6dN#oFNkB!)qT z6Z!$n|9C0Wal*})gTj20E1{8&xN}eT%6Ua6AWW)*hYej258*g>ESy;+^w!WnLGaAM zejFH!!>$&P{qdwRYR~r=fs5xv^c<$A3Q5TJ+TT1k-S6A)+V5-!raJ66ybIMN+S{Nv z8@_Q*SZ~f8ICon;j+_riPYtBV0H%-M?fOBHg|{Vh5_FX1dDK=@S9(VPzbCSE-vG-= zD#ITtVL204P~xD2%wn$%#Y?-J@TsMyKM32+4k51MSus!WTGL9*w{PE4GCKMnJ!o73 zr%i#f(8X##kzE@sZuC-p3o$}ZMcCxS5kJKG5e}}AX9p`q?M6B(nA47-1NtQoK+5ZP zanFRwUasNg-E2m^?F=QFKWzGj#zH3NkXEaOPlnI2ilK7jH9a~r3K;{BnO1EY)yTA= ziu-V-wCU23z7?k#H;U!!$V4PUoem)85oxw$X+O$02chtO^l`IZ8`anLm~bKqAnpdX1=e)B8MGU=bow+5`#-rs+0)VZ4C7X zv;BVZ&=VZjJ@Hcyd1!-l&q2kYr{=TGP^#J`>n{5w;Og1k=hsvA4Ptk0+WDvmJgAU+XbP^Jc zvl}<_a!;yek5p<G{lrP^V0Fv5(UyssNh4-hBEhD z6263rOBa&6kT1URqDo_!h?c1us$KzRxU%p8(mbL4KCZ7I5~A=a*o`rlJb`R8yZ!QX z2$czz00yNRd9Vp;2JX(SN4~rtbUxh&RSoaj%b5sC?!!vOsJ$ zJZ8Mf-5qp$a0>Yg(K`_d`59^Ocv6=>`-rSjHDfgU_8pItZ}h2)m^M4p%d-1iJSm#G z;9{T!KErb2ef_D$(QJ}%7vT5Pv`WsT_j*vZH*`sEsIUIL_%$@=2?He!Z1eR@>xe@( z#Se^O>SjLt%$g0z>!3%dXxo{LRrku$LYo>6^kyUj9*Bg`j>>kn^Ta}%Vo;tidh~RSao>K{F%Q>%@B!+e?ah9R8003G8nBVkWm$ZnO z%2AEc415F8a*_%Ko45XIeJxFc1BftMc^tQ;&8!;b9I7*rn7$B{_x$vCXfKp0r)C6o z{_-x-hr&t82-*j*sgt*ViCIMZGg344+K%z*v-gFO$ep$%B$Mk4dP+>={u8m!!LiOH z*WL?*7xKm~OlOtXAz}ww$Fw=KJ!i*oe*d9>BSAuGvB-Z=lf3{hh>&bmeBdub5A&Oi zaq=_k^vHzp_Xh#~PMripwd+O zS_DiJLbu>J_QAs&5S(L}e>)lzba-e-Fwlpa&clU0AnUd+Z>~Epciz(o^}vNP2o=+c ztT9Qilq!pv!*ytF$Sh#BwHYw$xy4Qc6fm7N<1n53#V^yX9s^_Fh=n~T78d`3)|R%O z+xINuwIBb3$fiPGfOaoSzwLL|>r-N29900IwYJ3*)cy?(NbysJtM0U za#axjO!+az}oscG3 zv+Np#i1~sazO&CyQW3f^Oz0brAj_rypM)-(4d1p>L!v-XVetM(2@5oRN8n-zs7`t0 z+T{SMe;QkND_=vvPK`}ro@V1_jyhFZ3JwrH$m*R>{3${&rXtKk65qm=%2Y!cv3K}E zvGJX>Kx9iASStsLQv>)ohAl8uI&3WiD3e%g{t401Af8$_i+hBz@ud!@E@r-!`@wLs zi73UXs0r_;3GZzQ7HCZxp@X5){Pm7$dlQf9OpPdR3mUNx$OFc2x=F!Xoh`KS3tDIm zzBO9W@XTN`hf0_doTA+SjOlEn{QNG*xy@ldg>gSuXL)ralDU$R&p#|PUFtkTP9}j= zBU3-4qyqj|azETw^u7}f-~-zfs4=o_N>Ypzk%2;B3|=KO^NV}#v`gErh`O4qnkadB z8Ak4KRe9t7tDyJ?XQBKLT0%UC)ppH*x^)y{NRb&C{eU~RoSr-d^(;io`_%3d>XH^h zITjQWlvk%BQAurUsO?Lb|63mpx#w4$*CAyx&U%@un?25oF*=I{hYE7kW))4Lp?pqD&}r;M%i6<^E&QL!_Ls& z0;QcDABiu$WJM#I1S^ZHoT}ZcBNq<_BE2Lw0C4lniSu$-DF!s?P_}MdaqBMTJgIaX zgw_*U%VyVEe+%bDN@e6D`VRpD@j3`&;4#`D5<2&4WK5V&=yx~Uz^90i ziy2g7+^Am;8VE@0x;Nklm0l#~p6w{PXVCjB-6Upn{gaJwGO2~&(o_h%mi5s;AgCXa zufGd9@;cZ=`S6{G4nrZr2m~G?Ch`SaLYrnR&YZk9QILT0f$Vd_;CMoQXOSN7`H9Bg zeu3hPlN+%qgdal(ynn{iGqqm|`spPFDAOVF$VT95O_=mIE%`w?<#n)N#C6-VI;U?( zO%Tng%U-MA~8QC(OR2ge!G|#OM->=L69yw-aoHpce(QfuUf!HOe_r(11uEjo0Q+DAwq>C z%F}_M;$eKQ#JG*Rk!r#1!5#-9nq{&X5~;i-d>li-o3(Y1r_~$wBc(6RVGIFn{^v^T zCrbtQMg?L>f&Qq#y4wQyNCOPWznZ==NVE#7L`E!dy(8A3&kTG-iZ2$M2jss9Js_}Y z?OW?UEaT1wVyb67#E=>zP>Uj?U@0}6-`-N2rJxT<3sX@zde27*0PP>nEPF%`?Tjmp za9gH4=;xON#FM+0En#a~2KRd+j|CaLs=;l)czW-O5+MfWD%Q=o`tvnz+{gU$Swbd> z+CA2(fbpSL!jijpbF7gc(LVAs9!Wui(sQu8%SSIht>zp3^b7HIPziJPcuv1}-gH); zr)JFYIv)=NonRq_@7F@$ckg&ns(32Fw32*0$_Jsi8_ur5S6cIF2m#_<(pha)<_(*# z)AP;(bxA4AAad}FDDzgH#C40Vc2xR|oJENZq-vEs`N|lvdeTV+rtO7{dT-%)%NT5# zkGZ9ytZo3a`sYS<3KO9)r5qag3l>DX)_vlx`@JmCRb?R|hn9zOh2ZV`%-$$wZ>{Td zrx`_;&4y9_i!+6WZb#Th7J6fQA4@|OknnqlC%Nm^l7n_{$lVP~AYovjCad*F=gOkxXVv8C4K&R~ z2dBD|ilQ}wnZu4F#lN6F{kX&UvsqxU6b@c<)Sy(TqZCdI_Vx`L{Y$WSr5bKa<=%%B z?L_%4(G_AAAlYcl57jqQOct!bwsKkNE#42p)V!n-eaiI!i1aPr_{=?Uh)DNfRRZh9fgSFC{`#jCO8395g+8Kv|wF}S{HqR%03la}J_NN&ysYxr9Aozm+;w3;FyY=!k;=Z z>QMfI`^+&^&YHBKZv3JPM;^w+D{yJQ=nbGmWeCMsgDu<}w{Cbv8g5GX2hQI9!^Wk! z9ZBgOw#o(}=kIW#Nlivh7sA(xSeFP}ku6DdbSp{F;6V?LME1ae?5VDJ|Fdyu4j1rAb0 zv&L;MRE#YQss@_2RGiaI2ts;u37bF%5$7RqhULT(P;K+2RZOs%mQ)i;Wu`F#*?lvR zhr%z^z(=7C#`*(lzTyIg_j!Md(c=2jRy%u-Eejc zwyQZqPhm~7sg66mLyTPn%2d1o?PN|6mk8YP_6rpStvm`sD!|opxF=$O>;V`0hp@@L zu*^vG5c@U(LCM<8tsrmxi9z!566gohsm#m#AcoTGB!XB~^#;uogRO&rQ>Uv19Vx_v z-kItE;7D!1kg-aC^dIO5-9L6yq0igWCuL9$e! zrEx@|Tmn#GE$}onxXZ9$jR-QPRq`72+!1tD&09ao9_j~XYf706jlJf0BW(T0EOEI+ zwA}J97<@OvCCc5HqjLx_lOp~z%hkA-)W5cYTbrBOIPM}2M=JB1wyd+>;^T~162VK} z3=#uE6iSEpk*06Gf|T5X`R92}Nmt$fkbbwA+(>`1<$`zC7L4c3&t4z;B)I0a*9GK7 z9&m4bQIAA6mrCE@T!P2NM1!iEpTW=vk)zy9b~iZ z?|XXGfU2-{!PnT0abhk9s1_40Bs1tKQ-b*P`@Dl6-=OtQ0C(${rF^~~YRz|Hdf}PoOXGcG&h(Pj z-&JslTDnK*ksKt0ZJcPnv4RR@O98*bVP0*WuXW?2%luFZe_kbe zkVxV6&iy$%WMsyxIX5Fp$7*|WMh4gG*RRuh{==v=tn#*j_`Iq3!P$Oy#nLc28IM1S z2*lWRh~@5r^UhCPek&ddnAm|~Xb?!DWd+a{Yv4laqRmF{_#5|C(78NeKUOc8lc#^` zz2}M)s%CW9Iu9!l{$7s2w3Y+7BbyoPkC~F{Q_}Ypc>-+6dI7Y{efjeWp;ci%V6}>T zr@OKTVKw%H%@r!#-tJQ|?jB$-wHY=5DMkXxJNv%yb4f1za0O}SW=~prdVm*7YnZ;8 zXIFMQHx33pex3H{2WkW`l-kmr(iv)7D>J0fFW;^V(1 zTJ6rcBZMfkZLiM3@_$AZ_#?9&EP05xVXErFs~PDITPODGTP#4I^aU9bF?pr*bd`d^^a{LQ;6DH??yBw#lpohvyFpM9vH zseKyOR`-d`fBFKsKWxd>~{$7`unT6koOmEK-?ycx9C-Ip4z2s|BPK+*((M@=m(1i&yKN+Ab|hri(vsNO6CLM*LG z^HWLY*RH+Q$-GSw=#O%D{oroAXYT3SG=qiX(|`Y(6>vhHoJ{2?{X{nVal)1$&rAt= zy>MWY4&3jca9HxP%O;O78=H-A1gwQrvPTK&HS9;}|@v>RSQQ{kLml6J9@Xq-anjGK)z zHrj*RTaV2c8r#!?A5;OiJoGe1WXVtM7oY(h61;A+sj>vCF76aT1i7g-CO(T>Xn+d1 zps)XAQ4>Q~dN*+nwBUs4nfCMHBD0O<}tDo_VhSOy4CCZW?h zGFU6g4i_2EG_O#+=j%2S^+y!9n|P4e6nwxI?{D*MdHJ30qn)a$aT_(Ln*&j@HciF! zeU(4y{*4wnfIGm6G_}<-y@69BIF#Lve(Y<`H?rF809!+T@d<`hTRuA zf$95XG$S8C!&WE0#_Jev%bylnc?QyTJS0frB@b>L;^saCYj=b}Du4A=c~8WJHfKNg z=Gh+S(_YKGU%rG19G*vGpe2F97V^RN2?+k0hgcx{9kivOh^e>;xGs-f?BTwDzkO^F z+=1N^F+Um6YUw^^d7;YiB+)g}UJi}a9{%FeF)2IR=&Mp$T*7)%naXKGkw+sHM1afV6sm z-j`=Ah)343;}0)Bk^om{R8}5?*gTLxC;)od@KJG_i!_c)c?BbDZ4}|lm%}p!CNoOe zV9afWwed*<7*Qy0W@{tK%l8h z`?w0}qF~UIV|df=SgI|gD2%C|4N|B~V02eYW_!3NJZ8}w_-99WZayY`h42brxo=&J zTifv+!|&%ecKRPbOzRm!_u%^ZG4?Ye`BXxA!R^^NR0a1okmp$a4ImH|i&r?O{V0c( z(!)uR#iowQul2Ux9Q6g|1kv)YD|fS>{b4*r!uk?;w$p0ZI$d)m%o9P@5OB?m=hkhc zOJgKBnqm5#o2Fa9%m9;?uBv#B3ol5?RH0m8Hh7Qa&6?O*4-U564Whx$_^;UdTUi#H zULnRFS@fYFu5W@yF8avPNH&qc^8GNvA+I(uvA(}{iA=t&7KFdAU#~_`WmCHHN?^U$5zi@i9O~BV>wftTO zaZ=e2c4%)ElS({!=xcoT#?F`T7&FH8E~Gy@#_;FzZSBDj<8wCY{(as{qMsc}=l54* zag04b5WDIko3!YCBLm!#cdOFaSk+Pg`l>f9rL1*0cy6y{=}g)D{IpxC zhgbQRCd-H|&SO2D)gx^*Gy@7A7@yEL*4nfSCy2>tUzgv!M}_NdPDlwgkc@jh0qw5) zQ1HyL9+z)|&$2I$m-OvGLQ)H847$q3#hqeV_U^PHJtz73DT2hsV{i8JbvI>H4uv(+{Q-ZG6`?O_haFRV_8 z5*eg80PonoD{89kKG*d@IiBsKXX37;(TW9n-N;F28IEP32k{top|H#UET!CTAs2&| zpsqBl?-%B@ZBK8_h$MgQHfM+2XKpiz8AZ$z_>X>jpvKo$kK<3iuVW)!pV#?z{G%n% zDvk_Lur71O6?N>oCA5=jYTS>C&^Rr6a~Q6Kmkh?kAvO8GKHhCjv~lfz*?$$uvf8eL zp0itKcU(L=Tkxr4OTBXd)JQ82Wy;G?sM3>}?mtIYubyWUicZ9h(iI1rL?qkpuGloa zB!QCqG~L4BR5tXn_3H1pq;83hd-(pxbJGoLRUbS#7P&)?GwOl&ai3i<{d~p*8(pg# zisL0oHEmW1bYA*BH~aUy3iQcuHv1dZGU7$~sN^ z)*2d5y;5~5*>uXAW^7IN@eTQOtrxBGbhMi`*zh^Xqd`{=Jvkg{9Iu=seLZzsBbBd- z6U4|{>O@I354&q_jp2fk53ZHF>jHzCu*F8~#@F^c_SUH$+-?Q7vM$2}8#|p}{!$02 zR4?BS<>uyIAM`Y-kL&zG&j3Uzu$#}efa65|7Ki$^xx;Ci&BWvzG{eLfE!%qA=6+Yl znUOxHYjZ)cqX5uaTbt!z<1!j=;=RUw;$y|PZ^MD(MhKH=ifX^= zyWbV6xWUkPEL_#eNo!xRF6E?@+Z^LJP3qN=UtK_l${`)luXOY_5BgThFG+uabeO(h zsN&+@psstwgDS-mDTm3ioa$-Xa`H8ioS{;dK!<(2>N&Gv5w%`e&28n6!aOTJDN9+j zYwf7~3C7%?gyq?1oUvEFi?LR{Kam>2f+1zf;-TBjhLkwYd9CUE{Zj^ES zdZ83r_05#)Ekq3D!ZI^(SJ7*Y+rX{C%raN;rv1?*{=2~1AveyDG8)wHJM^~ULdMSp z>sC?WY5kl~acf%ovf~AE@aH!^(to5KcbgH*`1_=(?D_}$+8>azv#hvsG3Z#jfHXS% zVS#A|U(C-H8uWkKbJuUt|By8HUIEFyd$xGjP5OMbq~a9XFj=7Fy*X-A&uX}gy^ipf zaQVfO0_;m~u|iUE5XX;EJBxdpGv%IN>hG)M__HriCwe6X_>{-%37gvV2B~kLr@=i0 zwS|q(&}-yd0tGR9d9O^o5^G0!BsFG$Y^(Ux2~-*pJbRR-aTJJ0OLb<;)homNPq_|Ke$l!dJ#%THe2E){UIBZ*%{Ar*|!B&B!-)8iw>b z5Lt_F5+;hZ*O%xZs)zb)FnuOO5juWf0lZmbr=&sG?VtsdD~8RW(%A>BQI=MipDZf^ z^O@e|Jeefk0{;^0^frQ1PFZ37PZOE-(MNtB(+xGF1ta~;8}ex5aLl)!U<}!bI!dfJ^Z*4C)O} z>XAmc#mB%aV1FoTm(%$*VGtAb;9JF`FvYo4T7zKe{0zKi17~fHv%@LS_iZ;?b)x8% zQP$3IWm0akIUf@wA6(G<(_Lb@vFt`Qt;zgbr|6lCw1@(TFq{k~x}I+>#Y_9^W*s4f z+G6eR7j7AaHs#ZPhMy6_Y?d-NN@%eKD&rPPOhC`!dd*?|E|&FIYmDrG(Xg+V%ZB(J zD1m9jx?zi)+Z=C7>nOKJIAnBE#3YB->!09Fv(tR9IZIqbMdRN*!-})r2~~b-9ND^1 zvrwJN^d!NT{UQHm+J|qxj@*yiy$;>)@E4S*o<&8N&}K%R_^OPqm+>txLN9r+h-ctd z+$W|Dz~CgloKUmov;Ftqr@IOWx97#iuB4h_Py2Zb&kwfa#3g@XAceDNfJP5!Y27H} zO{c2lmy>nM0u+ELO9;C?Aq4z4?8YoG@S`SI8qV<(>&!cPd&Tsf>|pTWeqz+DH%>j~ zaw&Sxb^VtiPv>A$inXFv6^$c+-O@nXd8NHWOWYP;TQ&&ask1Dbeg(At`T_IXXPJ-~ z2^H{(z>@Wc<>lr_A$uweU;S6|5-8uiJVk}MLEj?Sm${ncY_xjaeIji+a&|P#X2<$$ zy>~Hb&ZgqEqjO_x2@Q!K>4zCB75{CH?(JQ4y9Bk!H!rg4X&Az!d$1oP+4B0u3q}!A z5jdd)EAYai1s{Kb1_98QDU%!-U?5Cu;U*g|&?=zlVP7UMleeEAwpXAp%p)tGZ20Nk zRulEEzqLYcqUTGSHoA^?0el5HfqA)ia!EgZ(h0|DJAKGJPDA99&P&+NP&i}zD^Pj) z0>VVOE3yN_c6^szWEFL3*g8*LQavea%CQ@Ab28$iJ?+)UHYA@Y;u#wP4A$v5=6+Ns(qAWsP>}g>!L(V8gwcj& z5-u8ie{x5vUy^sMPz#W~Jdz4Kzxz8Lrc?P3EPs_qohPyM1w+_6uHj{OG>?YRZne)` z|3BT%r1=AjgjaV`p2A#<#2k@dM}^rnVMM% ztbX$^%7@0uv^PV&Khuk#Wh=};g1K?Jaa=j>jK=SleXek6X1OCY)ZAD*XP>vBO2&Ps zaQm!IJEtT~TmCU?vdlGstq*9*9`ItkFhhWjUbGNGe0XK-i>S&ks&OTJc+mSc+IC?7 z14?2yIUJMKub-s+x9AkK1>wuWy9y&uGeD)XC#Nyd3)g>*cP!dv z*394URT8ejt7e^)XQ3)XLkSe$hke@10f)#gASA^i6)-0i93u_RnQtpP#pCUcE>VYe zGX_@M`Wn)wIA4}G^Fs0Tj0HVm$sN1dRu~vjg}oM0)*@OH3MYVNKATOZDuYSwCaIsr zMYi4`n!3rtQ2536!nZZvN~4JpK65$2N&yqohvG3(==?{j$Kh8q^xO~ocvqNS=c&HR z(k4}76>HRQn`C?BqrS^Mj*kbA(}FP?-cn4KWqxK*Lw}ZdLDhCT;-ylkyiwLN;lI?3 zEzC2M5%Z2N6Cb&K;Ovl?_|4z2JQ!ey!h72b2rNw-fuFlG;8@x5Mh9ADT3}LeZPN2c zWkzrvILx{PWhQ`8Z-XCj)Zi`MOh%lxK6F3sv21x4-3sNupGhP;IA43j z#_2fRJTdr3!hMhN=*tuP;h-(F55&!3+{rb~e5#!+oaYF#H}Q+Pl1htQ%NgL9U-eu~ zmG~EHQrwEh>mtu#qMtE5q>IIlaDsmKiZ%3Zpzry=m_0WLsRUs1OlACeXxLJ1XyXlr zLc2_+5;fzQqmlKTp%LT5J0^UZe0vqAyDJGvRQFNF%gOZp*5o3+|@KXZ`Lg`cOfu6yy5GgFSJUu@TFM5lb0W= zQg7o&9q>@W>FtdB&ARW|udn zXQ90afai{#e!xP>^r1&W@N`89_QR%qldWh-1^6zei5Ty?Os+8Ngwbo`l(*76-a?xD zeX9A1ed&EImln3cviX^^!8k2f;jzAk(Bb?R@E{y7Ms2%r**mFgUM`}`o5mj3&eYea zRDKKfZwaCWT>K9h;gxy;PBcLbivuqfz70txr05^`=PC|hLf9W$A4i4dGJLjYQ;E20eA9gjQ4Z* zkJWD_!KL(gBsY70QZL*Y^K;`x1Onk(Q!{aD0!S=pz7u>qH?pGj zi^F_V?a+{kPqL1>A5fEmMp1wQ@V?dF!qav}6Sg=jx1=Vqrg_gTd|; z0ti2oY{gFwt^HPtoV|PEr~3_EdNyzvtLz(hSx_7x_+lq@Aw6x{paKhiDHde5xbrO) zr|U9?N<>1JohaHM>=qTURx*m|$bwa?z}Ptb`%BZr2nxbt5DH$pSafzxK+UYl$P4WGW# zA$LJ2Zx1noh#m-)A~;=)%9=h6U3p3xTIdCk=n@vTaZIemUa-sXc)Q+H6vymLfyZ<_ zk5SIB5R%Yl<~Q>lFX?%Kd-?wtLmHQC0ENjp6efYjoD&ab z$q?{_vdJP@9L`+7`g~wLF#HG`;mq~!#!lEzM(!WR0d&+M^J}kOKM0}Y6f%pIH$M7r zox-J<7~TP}1x#oTt`C0ouIpvSWLs!d-J7q?o!8$5FM)cP1D7v1Ki-?Bk&}JV;o7ZO zT0RVj8`o;_z4q1oh2rrPGjI$~wXO32qyj7LfC#Ao6qVIlk=bqR|=$&6KDf&!;8>sET=_ zaKx&Byz6k^e$&0eUj?(Tz(r=?nZAdz#Ko)aCm*x`MRLZH0J4xop+=+x{0Z1f_*YjA z<-7&@HjF)EcI;;>=s@;?^Y(U4uH#oPTiF9U#nhZZUB1Ghk3XgJ<_V>%{gVzv`4<+C+| zrI^-?PdvD?>Ro(Jrk~FN9dzOvaHaV{{fTeIr}K1o%e7*pyE|p$m?&1x0`SnhJJwCq zwx>3Q=zXl2A6U~`{`BBr^Q|?hfYtEJ83H;QT#s76Yu2sEOWztjm$=~z*kDIS3FX6( zsO?B|?!F>&6$T!63%>m=T@lbd%fkeS{MhsCR5TK{m%sU-P7EI`EMZ8pAA>P}U^z$! zL0=dF;vdK9qCyYM++{_$o9lEm9lzu%$N!|fu4oWTOG7Wc+x{xEErhsqcg?;5eEP$k zaQVny9__}f`>mbEM55+zo=`5^Q04RGJkr!p#xm){6$3)fWR%GKKxWK9paDincn7Udo+p%V-O^&;rkmH*<5# z?Y>|DUrl6fhkW;kjwbt)I%CG`|A<*8{$6kX*PBU~N`49}v!CVE{XWfy01?a|3WfuZ zcq{B3^BrnOb}*wgS7%fScVkz|i$)_i>LiB!Ty^7MmQY*^Oc=MJ4;v7W0htiU2x`%u z?T`x&unMH`#R5z?vc=XcZ!Mp5YBc*qwu`By4*6++eE?BKA{cT;t24%aTxbPbn>}sZ zr+;pLr3X4Uerw{kD>e1CE6q1L>4aZBKk_7Hm%~~HT1A?;Jh)JAM>SQT19}4o0^bBZ zhYP&+sloM1f<^=A@N&GV5+H`ed!NuQAi{kH5YXN?DEA7$1-AwER`)U=rNjv#K}JyK zVt(cF6w`?(^oXI985AaHgie4;w^B`ODqTt8S(;cR!b*fy)@8yLjt*+f_Rsb8>)GDj z27ad>jn9-2ZlBZ92_GHmuo*ozU#+WYN;3h9t=t9+ge&aNs0J?-!C+{8bsczk&=puD z1ibRlL9tYP2Z+PE>zXeSsy`+yxh2R#UE}zAfT@SruCEMKGsuo@m)u)-4-_W~UpP)@ z!uM~L=JL5;AfhqJ#7B2|EG^2ww_*Eo#v9>KMex)SnFe-vOi$ZRAyE5!g)y)+R{75c ziTfqHOg4ge6RTQgfX@diAx%Y$&~9cg-<1XW)Cp)1npU0qrvESmzI-Xxa5EiB46&IBxaX5xVNcvXaKzBTD=2CNL1dL2 zz24H_7XMuVOfoa1vel9A63h}rU^F;1<#=R)-KmlHFgaP_Y(bW}SK`K3_lfa9)RPs+ zO6RwJbH{tvJ(_~#h#9_`0Z7Ga-q?sG&=VGz0*3Fw@c<&&-thpXa6g={DT;^8){tmJMsHo6I7=n~83ABvkt4bpyoeiT8}GURjphYy68 zSg>}lKmSDTP*BFNJDXbCLT!9jY`t!(JHF}g4Nyj_9{N_L$uaoQpKMO$rpe$#THR?h zZEk2E4GIv3DZn7)9iV_@KA;wu$P5Biu}rY0Iqh;l&$pEmcIgH=HNkiN4nR)!+ivS_ zrx=C=Euvc!k!?%!?SO6G37OuC5N`?jx25EZKm!64paO1vdXt-Tz3sgdfuEqg2(k@)>>EjJz*Z z{n(Y`z`1p>cd`eT9C#s6410Rj4x{WS6bWPjgG&cG{4ESt46p59KZY+K#u+O!i_aT= zX+hSH9nT3++~Y^|6V3^D|6@4~EoBL=%EH1@aZak`q2Z;IUBq!?y%zvAZ{So_Kf1Mk zQ;@y5Pc9Gxu2~VBKoksWm(Z*^B6MMUmZt8NAO?Vlv@Wd-?r-zugC1Z>0yBL7lfSe- zk|lCDuKD11Hc7H{*AoH4u+6G}2VBhCy98i8D zKaKPO(q*pgu?#Z3L)&;>fHlfbpC2%_v)eH@l{CNiQs$qB(TxgV-1q#r&i5CLAg;#a z7x?T{0~_!H>buH(a~sM$k2SSDs0X8pXo;iWhJ;4$Nw?fe^n^ovfEk9_Rn`L+QV2GY zR-4~POMW`u0U9t8e2bjR&l0wdho5KxRhB9NM|Twe!IEE+$qDXW1nQak?3w8lp?9uL z?$mM$zpYNW8_H+@@|S7>;-W^lWZzqv_eD%hu+KOUgFgi9IRPcI2?a$t*xHPQ&(?Ry zwYPN0O+ORTE$yhEv7luc+`tzyfFMusAeKTULLRWYudV}%GK*tjeXv2ys1CUnh+z(F zvpP75_D`QNf(2rNr8by3Ik_HKM?+h*iIqDr=|c6WaTL1mChd#ir~YFmizX2`uFU{r zCBc}N-e2Wi=?&Km>+OoRq-10~3ch}sRW%x4na4j>>U3!&{OakEu!g;T?{EQ^O@uG# z(pJpU1_U?mO|#epa^YI?Mo76bFXUGtuw_geh`cbaB!;4~7y@*#=lVS!7L_3V3!+Ilx~kb#6%{L1s}BemTp?Y(RuzeqG@P@>n~V< zYROG^?PCGI^0?o-QY)x(i&nCNiO%3?7R?zlgGjZ#xxnfK6` zz1)u1duS4vHX|I}<=}}y_Wy$SO|qWjo1J9j0k&Qy2k;m9(tlx52mZ=YU@TK)d2t@$ zicZL+)^;#Q=Oj!Fsi$&(kR3l}P{U5NkKP~iB=5aKr7KC&Z4v{~Rd#c_3iL1g82z!( zP2v_Bctjh#3R5G;)$Mn&KfF}XgVjVCWHMEsSx#qGWOeVUaJGo=e}{95cjnnXo@loE zAo+9)zyS(Ow{rg zd7lua&=4UsWMmaW*6(>A#~t^)%kTRickg@NujjSb^Lk3SE>2L$m=hquSkmAohzs>m zU-{IwiF4~tdw{EalkZme*jmUPw5(%%Y&K}t-jR;_M;$nW$#%nk@sBJ$$Ll(|%IA$K zH|kI}OV1`udU(W_ctOveH|w3h?LZ~s$Y6Uqxgl~NavTUna&aZftMb zdeTX&$I!&H>*Is&9G%vh+Gs{ix`aW#FfUfhNOrwFnTsrb40J@`e>$c0);;*qVQXaEi(hdBv`6H_ig!@xXHzS~0WkVCOH%GPm66ko@t@{el=h$55}2-^MKk!G!f1sU_!}4kPZO^9IrkjHcqPm zX*6uO)LpX62k1MHDeU2o+dOHFikREH>W>$h{Uo=Q(QJNWx~I1 zeoR#W1@77Ri66}R>(jk;AUDk^UB zj%8+s^e-k3K7p!+=$tLR6idm(;fh)c@0V-&0nou>C>Gx82koKkz?id3SZcYJIuIHZ zXwV`RbN9>cdvPAC0+tdjjnRaH^6?3Oi4eR1nXR{a4x0HpfHW^NoaI9IP z)Si3X<;PHj#7&(*k<^MmVMjhuEF;aU5E<5K(dI)m+I(d6Bn*u73I@)_pI`b&Wcv8g zEn*Y?<<0PyJ0~$Pb+@HVkG(zKT#xwiYQHrlWiwSG>_BcVV&0-T4;V`6p52=I{N&qq z5wzpeyq=co`f_ z7F0UOwhdtD?wS<4mMZ1WfuASi9FJPRlcbk?r)6szl!33_ifZrLtq>2}9k}cYnl;t};|uCkM*M??O+YxHbOE&9^@ z=I&2);LefJ;Xc`3@km(<(9S%V?%MU=Ty);E*1BsyKJiKPZi(}@OK?2@c7fuZgGbYj z*M8j4;qf*Vs2Gt4sT1KgEpL9)0_Q<2{FD@b^_hy&bx^_c#{3com3;otx7EPS^k8}H zeFiW^$-(vH&W%ZPNO>7yH5nmk)f**N2ko3p+jUxQ>$d7DEK~P9`1s;% z73C-9>1BiITMxbaAS6`N^q{WZ?US1p#gn4tNyLh^D&cNbnFZQ4Mf=qlfrAYZ=RK@? zz~86;Js4o`_F!RewIxW(1+WV%(SOc91FgyEvdeQ;cWu8t3$hk1HYVP;oJ-=Gy3PZ` zP`3w$CU2BVP7AuXrMfoX_S;o0^ zzP4Ts^zM`Qp=F^#?LX8mZ&B3J(kgqK>ghG~_?c4gcrhbFro+3?+BHh8N8aK0%pQ*!M^$T=td+#|O6^V{Kun=;%gpjfnZMfnM zq`szl3Sv^~aE-m@VF9@Tl3$4tjv3 z?(Qg4nWEqAHKA^Xx);frW&YX5l1Ae;l)}#x4iC0t7(Dvz&rg;~2b1#E7}-{>(0+NW z7kFv3A5Soq^NO)kN3V`=`#kX>%^w6sRCM0d;Vod>or)t0PKoG2^=^&&BMz@hqi-)> zOOKHOTnO;3?!e#!ImQP>$+T;d<5SY6DoX%rIXKsl&o(-b2I`6J61L*nHM_QpFOrPk zAqj(YDq6>(0W-bOejJDHV~_K`CQiCNG(aGanX2?QtkBxL1hzWq99~^Kvl*fR0ager z(1ugAnMn8I2Kw9ZA-%Qk2TkKt8cEofi(U=hn+Ty#bK7ns2Z3A;b6z%2lU zrb_RC610^e;Ecn1!v&(Q6{+dPHAw@CtM1cr@4AlI2n1&diAY&)SoFI zQ(?CR=arZ${h6*W3Hpb)Z5+eu>o(3@58VgtV~gI5ls<&zq~A(db~dk3=3NWnTn3yt zm&DEHJ8*4|tO2zx6#egv!onasB)$DUFxNh+(*ip0A0p99c*cv(r&ov3o54fou3eTM z`(uw@A*ZA1%Tf6OL^rf)9mE+xseBi=&nx4Nj@A|Wcpx5R1kL?-a&F|p5DD2im^H)+ zlA*Gm>z=MublLDO1J=%b%zza6#;kFz0u@)#Y^HoKqU+bRdI{`%VpPI-^L|p&Uh?^Y zDY_6{&1nO!{dEtp32*95XUt6`TgK}8t%5fr96ZHOI;5p9gyanHA2b0)Y(7m~Dny64 zXnJnfPAd$lc4N6Pz)1&z+(nLUD_X_l!}VQ&5f}R z$vtoSeh6}!88p_k@!q_7Fj^O4H;4@?jOqj!-GT28ir?`ol~-L&dssm?xx|2D1neDg z@wfFL+(J%=o&3oz(ejawpJzISZUwx63W~|va-Xsnx7PWT@!ZZtk75Ce}^qHP6-BW2~X3i$I^s}17 z3n&lKlcQI!=~mEdVg@#ik>AEKv%bz_=92Ie7=?xDc}Jl}L7J&*(FRs6wLlsfrsBlE zyGE?IealqA0RZdU`fFh+km%QaHQ`+_6he3hv<~nAwJPmd={k@G!|skpBv(6&=HGSY zaNZ=G$3;u?Js6u-PqnuRr;_y0N9ee;#(MhT6Z!sMXTkwS$Be?f@vD}=n~~A7x=)M6 zOINVZQjX4CKzh!+V`cUq-SUef*|`#IgezG`E}gnIyI_`rhi!~&(N}PlNw|<&Q;QTo z;moeSyT+PnyJ)zGWP=}(Y`Xix;0}y@vye($;g8wMG(VfzH~PnO5$(`N`tBL~cBb!4 zqPtA7xn|A*fD11F~&MM%!NCypmAK`)|M5JB@hq1)zJ~5@E)OV$vx39 zXvdH-6^K=QMvgA`1;1Qiz6v?fv5eOy-1goL4d{GbLYH1t|G)=Dh;9X*tt(@QV2?oO z>nrrVf>r!R_K|w_)v|CSM0ZoylZZWR$vx~^eRC4%N0;3EDRX-Y98-QlRwjz!wu&8> zqFmuOjfbvh5Y0+;YxKF3bx+a-fgopqR6SOa@8qZd^|Tc!_}{5Ta65bVpb?ZSS*iw4 zUU1PYg{@06!4;a!T>=m3FX&i))Q^*C+PBjTwn)R{liv1UW{mcW#2%*P9%ij3-}v!f zdCIQFcXNaJ@o;WgYTu(NpHuB+=ccIZn>oSsJD7fmVBFYqB%}*cOx?%huQ{}Dwf77q zmekM47cR3kC;yr60`Da5QZZKGFq)3O=BN+Omt9y z3JhIQ4dpem&wSrLKQt#cfxdS?3t7bSSo2!Q@GbcEc5aQjt}fgPe*oZp2m|lDMu%M_ z<@;vJ?iVzoYJ}e9f7NUK?RP{}#ssqUE_IT5Su)XMvZgeJKeowgU&zH#CW=z=6NM_~ z%N;wmZL)9LqbK@GVCD_(WL;MX}?r?d(ffOlckT{4$!woq^tPq zm@r)hTev45foGXV2l6qFK_pqEm6%o)*2Ig^#nFCAj_~24n9+$oPni5r5Hh~(XO_hD zES{V^*zb03A_br87w% zKhjq}8m=x073}-MvsSVZX_fV&XTbn~ zUwY}4}DS?JlRN#3Da)X4?;(y;)NoI`)&bO6bW zh|Y|#ILR9dD>$U{f*q*%;ukw+rBu*;4U~=lMSB8wKg{{0E!?fa)}D*;A%Z+FKFcT2 zmvm#6f)ts)=r%^W zT)yIJiQXdmGP7TXLltjz-3Nv`y7&gY$L_dKBd)El+kg9YniVHQd<>EgW824#4dKh6 zNvDP{xWdBZ=2MW@fP4W1t8}k@_9@NJ-*O7v?yMVjU&Jus}H?4=a ze#)sKqr>Tu`^`Wn-4vHRZ$;u8p#{T zr%AyN*LLYfxeom24)G)a-#FkN_^CT*HMY_fS>gxW$}k5(Anq227csAsFpHB!vf{AiU$=|rTv#b-`qXXI83Ya3W84w7|s-OLQ2&! zNjDov08GUy`L zSbXZ z%!L8R8W$kZb9X7{H=5GN)b;B`Hd%k+IX~JRtgcDYpN|Sr7=+zOb6}vLF^qoBd?|g- zr7jljkl*`|G>|Wib30*{i~*;>3UX3un%7o?3!mxB2ysvEY<8JFYXN@$U z3#>E3fV>GC^1pdD3S;i&#)G&th*Cn{X`dEwn4#Q))O2dgE~V6cui&X^UEJZkdgr#M z(h#mf#o3FA2kXsVyj@){k_DCNrzVJzxP*3@2ZJgw^wEE@f@8HqKO zSf*PWZaI5h`;iInk+Mw06&i7eu7e3Sv0)Ed_DS>8PAdF?j(Vgcf^tidiW8w$RWoIq zV~B(I&iO%FaWz7|k?})x*9J+Y3UcYqIMU2>2`jzVkL?=N2QNq(KZSet4x%Y-LR&cL zZvi+G8`u^5SN1gc&#WnqL}2_-W46aWa_)`rd$1iS;oDL@<{!6%0;kF^;TstR!vJ8h zKGe&!4R00HFo6|`*mMcLLIoW78M4t1+?%hNZ<{vUGg-<{U#Dd}^2xc@=`mXx)}O+} zW*8-4Z_New{%egv4alXG^b3N0OC#J$ys)n@ICTlZAziDf%Hd!4q4@|e>_?>eAde*O zzI?E9s$@*^k*i6R>tM=V*b?Bq!sYV3P{10_64_M!Z!^IHjL8>K3l2$%T>o)Qp#G3% zi(V}68{3-Zc4DBzi&MgD;M;7deE z`|=fq(ulrKk`9=sqVW6E&b>;tRtk0y7!e)jDvgu+=^76q81x}6!3QWN9#VsDffS2x zbq;BDR*sJlg*o~T!W^nxRz}ah<93 z_{MZ+yX+FWF(Qh9UHRNr{->bQNS6{$YDi&>VsE_pudpQ8RKge$%g%3-pET2;)T!i= zNIH3>5+fn2Hda5^lTup&;lYMG|1TG!Aq)8a*FkFY_+Y+^Y-1l}b#U+T;XFs@wwqWk zkTRcyvU1@9$P%ao9%PvRAVM@7Vgr$MM#CC2P+VyBlUiJ_{2!d)D7mK5Lx^dMY%3Z8 z+!It@{|p;Dh=K9?~hTb5|6kFhZZ8%g_yu_&a@T+_YhVFrh2eC+D(?yz?A-L>xn2 zH1X%J(=c8{8A)g?jOqP(u9VKs#w`7=d_Jq@8On2)IO>n0NjIh8cM2CFfd-h}#MpLe z=-o4nKBIaT9&h(M-SoMGY>m8Fq{CY=%sb)&#NpGS{>^NAXPB!sXW0_eV$~gyIsCbC zFEkiLRG8j3Zv41xVE+1f(2e5jI3?-^N_W%pAdNNcWCFIOG(8uVJj9!`6m*>xcm|}w zT<|yLvOc&sMnzDsy9 zNH6aQBqPL8Y-U+8f4~22wi!8jK-n})2G;3f!C%vPezE&9Rt)gUSb1)Zp2KQs1dTH9 zouLg%_z`o0@2UbPXdaU;lLp@cEs-&WF&c05r070?Dw#6oD(-=!=B04cmCYkz?$w1s z^@gKkJ%yvSK@s#uVUu-zgzxHtU|)d`SRwXwAb$b(?hWeR2`hcmNs)rNkBlI=%xtJI zg`I`~)y`YQOBOGr;JY+6v}|DrEjg75>FnLVj6-#yl~KN1R!NNYSqx^Krc#}G{UhHr zFM)eUmH4)^Lu=RNLB)?Lf-#_bQ8I=ETX2tgM|LW|m&5pw@ZisX>?^Z3O#^T`+9yBR zsYh_zdiS6{^hXxlDRX~S)(*i@|F`7-EF^hcda96fWDg;Ha);^_3vo<#wSkn}Ul8mE@pSr@b zhky<;D?ob41DYNp^)Z5?hM&N%nQ5Wtq8v(5Z&=|XXD~Js5Z>hP(mnwJ-Es>W+Z2}1h1yYi3P#S9Dz_MZ@71JQqIsI+4?^?E zw&NS`ED|$-X+KLIT%p9nt0JgBLGx>}8UUYI?#CV03zXj10@3ZrXO@C;KYT=xt;7r9AUMcuABqtT*ix`cX4h+pQ5pX&41vFQ|B4j*c+l^k$j$>>BuSD( zb(xjx41vE$vU(TY{E>%BC?>ZC;2|ByS9=M4ttx>XA3-I?R4Xc@F4~OF=m2f9^- zZ$P_M2~JB80YOexks0NvLC;?1@Xz;mKZ1h_S+UFMm)-yXdCXP${p+~q(%0-Lf%*9* zWW2WW!$b(+re70vfn=KUmbgGUA|ryxcF7g=&aTv-nHB&F%; zHU)9~b$?-QC=~Q$48*9Q(0Yeok3Lvn=}P{TgFkx%A3)X5-+j0w*)b9RA-f-nfrd5v ztqzx;@rKNOr2BRxkE{82(c`LPpvF4V>LCu5gL-bz6%??q%nE9$L0k4BbU+Gq&k?m^fniLYRkR2>@=;^Zz8yAuoj&VyB7UaVsw@_0^q;CqyhI z_cz70{q~Dk@E%61j-{54U$Rn6;C+a}EOY2mbc~XHXdff!y!GTumx3uDBZ9B)M$irk zJet%~7_P|F*C3{hcl-e3?|P#rNuTF|X0KrZCmjn?*QG)^i-{v6hj?UA^Z}&57JaP~ zUzhf4<7dkuTgb>E#S7_k=1a}Q5)=55=9?D;)uDQ&b~`DupzjD2abT(ue&jTKr~3+;%g(takaaS(|?HM&)BwUFcs|IJ*V9hgXaNuYT-S zrY}r@z?O1j5-qe-nF~fQ1=a$m^8(JPbsf&u+KSMnrknp&NVDe!!5vV2#HI>_d9TP) ztg4K@92HuozCz$4>Fw!t`A-+Dg29gJQCCh?*_r53%VzR<0MEs4k-uP#Rtn5jN7vua zdSD2nDOjYiock*5bO=zj;$v3WS<3hUgfA?+$O*YFRwxGPh^W9Fw4mfybRQfXSKX<# z3$ixBgu$Ktp!*MAn4xB3(~lCcF@Fm$cH4?4 zn7ndgxje8y;& z*vp*w2N77w0~;nn7r2fU5& zY(XOCpYedzBRj-Xsyp6-5dwSql4s&WqenN*fcDf&SE;pC`vKkmEuNJ0F7f{&pd!GL zafx{3?r~|X_71f%F;*T}ejgITFyPX8jCyCUwzBbs;hi3Tnwk*Y`0l#sK*7)FO}XFY z)ENj%xdY}N-GpIfK<55{9yl}9Haag~Q`edv4B*{_qeyr8g??|(nJA%*$HX>8kc4kj zayn#G2~(o{d^UrgbHOuv^+RFLfUK5wR7OJ@M%kFyz=9JjeTs`mukD;_BG69|R@THn z3=2`0jwA5v+2l57$X@CE7(_L1!ZX0cAEf}Sux6XErR-;&S}`>U2;iz0R-OfwNylLJ z!iOX=-n$rJDhiqUg?Hxn-@EWfyNt`6UMR0k-x@!Me`G42?3l`vJ4bRnvpkZfet{?)B3X8yVGTC-3wR3 z4p3$ROfeaN(j*WX3uA}Ixl6S@8n=64NVJp5czB!@3$247vaIBzdh#IiSyI`h3Z?2a z7zrv!vyumBzH{f8Kfs#|xk#2Er_10zH>l^i8gvFz@vf-iBr8TZA8eBvGtZZ-WnrEt zXt-ee2qrPT0}T_&uDtNIrrDTVeEyO7%}Q{das~P7`i3e+tb8?_MU;S700!HEY@Vx4 zlk{iUsf!ESL58Ky|MQ}mSO?I2hPK-rm6*1van?nSFjuX1HSN=Q0^wyJVjXU4U1I{h z#1=Aou+!l(_x2BKXWi%J)miJuyokeY{VzU$#l74Y*h^+Tci~q6kF?iWl87oB_Gr~E5+`L!|6afe1!-1ggXMTdAF?13>^!&{GK@}K2k z+o9*7)U!PPq)@Qd_pr;K-}_XcbZ2Htw0?(=*M|h-sAVEuA@=s1c7eeLl$W)9RT&=Q9N|to`La?z3gsz&!6@NP-AU9IBqPQtSLsZ~^K$x{AN=Aicgk)jx4xZ) zP-1?>8GQU14U4hBO+e!1@9(CBX}()-3SES>)$-H2@BXh9*x;C$2EHkh5h9l)xdui# zWDR2*XT*0;J!mOH`w7YK;a3ecs@lOt}jX(HvATQMWFE)>QseIc9MxR;8PR5O|uCxU5 zPFzz)Yo`M^jrsyNh@Cg9PyA}S(|Qx!N=jn?^=E`}I>ej*Nh38YAAb%nv zYw6hV&G9z$8hhexoWbpK`ZyrKicpkP-ZZDa&-?kYeJ zcl4cCqB-uc%e?Nxi@xl^f;}p(=sy&E)&BwfTvC(YV2|n!x{e{bMbj`>pnEvN-DU#+ zAKVd5GULpNd^>*`WKa?Zfg|LRBu3>0Il~x#2CG}dhln!H$XfUT^8HHzGl{X67L_e9H2G|AOJ5l&)+t4$AZOJYP>&QZAbqeIGw2rRRNm(f%PI;YC!_vd7clsT=cViFPNs2qBo?pJ=|zDTP9w9%;x6i@tPN&>MqY|5JciP_H>JUhUw*Rq8#Dg1!4sF35O}j2dB=Z zktd24ANtci9Wpu#?KkDf2=GzzPJU)X|Bh}HP7(nhze)c#MtuxPU|Q2Fv8K0Q>gWw9 zBMO8N?QyG&+n!l_FE-p859PIK9>Q6cg0-IA?ZO3Xy`b9;GD@Z1+%wYXraZG!y*=v)VJvIMuRhCPFLForxj zl>1o(o)zGc(B{2v3@?xnf8&!1}UlDtVP@WI`9}D#fL$ z6??cdg%AI{Ig{i@)J`PBS~lquoDSKb6?Y`}NRS28RDcALEFzV>{_QmBo!sL9q$&o#&l9Qc zIFG0o^bAOmN-X83#A)OtMV~C*pUS#ObIZ_L3?$Hgg(R>Pq@4r;{P)*6qgZfHC z=SXheY*z|p?Eko6h}u+p=9)`1bzfI6xVh$LS2biP}zAJzKb=5O#27!cOdX@?rAwsY_HA+IP6!f! zDmY#rEFv$u62@QC_CRc*1d`PopmHOzn-rPTSm*u%szH9?<9{vHfVH!b;{|dSt`WBb z>MNOsT_(qoSN~mwqWLRdhg_u|yOv#|&qJYoyZ!0Fkvo8);I)H^2HJ)?u>AqFxgllq z+2=xuM~YT^VeKt~@ro(&a{!mWUDNj(Rh=7Wp%p$a>68dfZx7Oa2)$8lX3U~*9K!`a zmqu&|1%4do@Y|wI5a6`~fax;g3J>{ryn|63PZa$Ip0FQjkAQDEWqWeoG=`f<-w;pY zTpG8AP*jqW5~AAQ@0#=R70?0557sq77D*~`3#cekyp7~5Gy0gacM%-6 zJZZCldNfn00Ag%S%SS4{$48+mnE|Im>h2w(zG<)jCegjG#pV8bz{^NDORZnB%eob$ zLJF+sSoF_*cwi4fH(E~H&0_OmK%Hm-OPStaE)Ww-y>SkX+o^ignTs4z7DFS-S%^4; zd$+QhE9{+krmLdb*LZhBv*ZA7aU@3YY=!-wo&bl0dd=98UzruoKXE-N@f6PB)Y|1x1qbHm2H z;(pgHsZ-K{vH-Dx59gAe5j!!U%$aljnV_Jj`!AiIg=}ODE0R4q=L(fMMAmWphhI+=<4h+6Tw7WQ1+9 zR%3X{R7^$I8#15-Rc&EcxvSGzi65H(d&`$n=}_IL)k|x6sNzAyj#a-hvK$^@fXg^p z$3lq5sEQXSx`3lV=8Lmh&hDLB87tIL*h_>fBCooZ?g{ycs zzmDRF(Az6WB{8+YQ%Qub#Yk^7qQ0oQV<_U?O^hy&DV|j13XaN{*QlwefJ+hSC}Ugd zps8dNyzT8J=ifBcQASW&2y+{%eRmVmfDZP}bl9aeJZ|x`ZL4{`VOOhA5r2%SoJ5ff zu@y<0=k4BO?!oX;%TcZ4f>St=3L(TzID<{bTQTIp6#-?n?~Df(VVxPkB8CFLJdrCr zVFtpi#Yjo&9fG^S4Wc+rrFkVEdqgdc$Y5+j7-t}?P)I-fOa58^Y!DRnd3UX_fXbaZ zzyE6ka+T+y?w?zyhUl>*9i!oz3i2}YT!ojyN3lU=R=>L3Q8DkTK za@K;mSHj%vx!1rsg(SqBIOx0l2#|l3Ke@7S_N5VPR4;-uZMfGbc` zFlwLGRFkZ3y9%yl4RHpBht5E84KkUTK7Ln{cG+%*tf74suv9iEm&mXi1+d6SV_=Tv ztBod>?~>PsJI=q|zN>8HA~#&Y)U#G;^tp59!Ceq0kLB8)gXgJz-)ZFa7%%tdjaI>O z9l)RE2Q=9xox0#W#ePm(XBubajuqanWBBHkOjW9VYu$2T;}1bHLp4fjS3`gbV;k1}G{fsmHu=kVf(3->3BlFGRCLK6> z$@qASCC8|o6B>$>eZea}e%B&JvZ1t02G~S%Ww|F7*2BX}S|T7@7{4rhm=W>{PApSZ zQr*)^?KN|!K}7Mw2;PX)s6V_a0h$t2LEG0}P=ntmb(9tW>P4UZc^exo`p@jc$V?80 z+7GZBZ%T!0_d0D-8c2E14y`Kq=V$^MqLi-Etl*;45Qc`Ol@X<;FhK!ZxxuP`qlp_nQi9m<64*+X zK)>rriMAUcT9rtUKXOC*#NN9%&a2FUJu^j;!Jw_mGh=NG_N$no`7AcHkL35@w~M|y z7odZA07qZuh`k)EdkJHwr@4%N&tHY1_tH5)6PTIRQGP6~K|}qwykjvP*a_ykDcd_t zV#8pwpuyC#bmBFajV%~_R=0UfnsW=^e}|iL)37YG3G&UiLJN#Z!!%pC% zS$fWC%PF}?Do<|g=^a2LWgMy%H-L*6xUr4>0il;#(58_5o-oMfs_F&3lQ6snBNXv6 z=qCBBVgJVpV={GlUUSdtV_bubPdtC3XQx54=e`O!U@{CUG9RW z@UyQG?f-Cv=RN*3@IYp-Io49t7;udyntokt-1aBU{QmCJZ$GHNqcIbR1#1;|U#0Rz zI31XVOr!n`2xCnUW*XWv#!e%DM7G1tb25+rYYV^|pr7B< zfQC#oTvxY;WS-%;!rlvtAkZIeQ1|m5ynBPg)o$ECdu}vxmja*{hY-1g+v8)8r)OA1Kd8`JJ|3%#|bkS^_J2eZsGUD(5|5Q*~c#e%f)b9 z0UEvJ$o)MYKQwOKqQN80R%v(TwUndM3Fudj%3~P1sgEONZil->7Tk(}$(Zv`7G1dr ze{X{lnlS_M!?GuRBzSb*ur#G(QDMPe)hDc{N2yRgP1jH%y}=AMbn?T09z0RZDd{zZ zc0mz17!4muV)Rlm;F9?=+68Q&+OC1yC#SaSYf|5C#^j$09lu7S_W|HWT})+g`DaD*2Xh^>P20WEhinOclB zK&YA~V9B`&=pE1P6E(vS0fHVP_0H4^1N>Uz*a?Pp84qFSvlwvEtN?tp{b9`&$ziQc zaLq!)$Vn39W>B>KA!&UAv~oc1gnS({?3I4E>1LZWRBM5?^EhL@j@ItQdPElWM2Hwt zX~LY?SCrE7??t@qU6#3r^F7>MKZ)c*J485K&-&yzSRhRaRBS#~5Jx#;M}D50Plt&n zp3J8BB35%O;0Yc8QjW@RcI#?@;7ZMJH5l)t{z^idkdzaKHpeCEAuU^>trosZErV)q z*D^y!44_2*#TonS+)`$k{DKHj8xMK}ZCZb7ztn+-TG~-W`&Fy!1wntMv|LUxHLMg> zGJ%=NKl)cA8Q-OnaxiKj=!wq3n&(Omm?or>CpJmp##1bMpuKUe7zs@$4Uo|Mxf3Kb zJxW%YLQjKD+0AKiFdz}+t^DnhFj9dJ7~2lJ|4?lB1H}s{NyKm5rv`66BRJWO6;<7S ztTKh0H;(EK9@H1H+5GjNo25rN$OV@K@5Nov276+|9Nh26ISiR_)q-c?jAeNtDTcvG z?Bkrop40|Az6kO)-Yh__QClA4y$*|_lYB(b&IA#ztX+I{hyI4M(BvVB2+l@&JvpLf zf)%@vOqlc?SH>w|87sg{>#>+gjtA)-5s=3!`%pm-0{uADI|qb|``HK;<~dT9vNcGZ z0EP`)#TmQmg)oMBA`#K7I7mzr6ZD{cuG;Z4Z<31!CE$UFC*s?8MQ;g##&A2fkOZHc ztCctacg(r?`h%U?)iLr!JGP)ltuk7|+3UHU?uA~^#)z5+jq3i+1sM3CF>}s**BwpD zJeoXCAAot(%;11?Q;t&i%`SF**fmj{3H ziE$r;^nelV@_1n96SDqfV5*luSZ<@H!E&JZ~$5a4po29O37=msYNZ+ zU1^JvQY*G-=+5^X5f-KVghu6{IKRyAujyd*Xc3$hXu}T4vBV}Q-bG` zdSNe0n{7CQZN^(LfZs9h%`)r9Z-IGfEWp+lJq1D0;xWp$^;9T^%orA#2A1`5RNZ@ zcZxC#0IlRP8zkss(FA`GrHS?Wf2N70HaO<@4jimF?6OebEC9|HKy2f-=WS@iME5$* z{w}dcVer9sz^8S@f0=Edsr2Mftz*PusKxaa1;O~&g4762KZEPGFpWw}dI>P{s&wzW zyg?B2T5h<`Fem;KjzcPY!rxJFY=Ez%+ zH$NTm!ph~)RlPkYPGayf)ds;_ycmo8HRQ^wgT)0Fs;{PSoGed@csncBY!`ylTBOx> z^$q_?HBXB&up)_d+%I9xYs47cA&0iTM^vpTngRrjze(;BooS(PjYSN={l265Gbs+< zHy0d4GE>%>IHQ=IM-uk%@EA?VL{IET%9d~RIyv&9lv>e}*cre0Iv;k)+{-9~5p3Qh z*6KU_dq+|BS(3Fk+m8{9Y=SOt*Ul61F1tQWBIPBIO{em;1*V`K=rU)2QdkRKKl?HAz)Z!WOj0CNMT5-UlPa<)_lBl44EtvW5= zn023Gz^8K$Q4nV!xboiA<*DG`VLX<>jaj^@9lAk8WA)7!R{Zi|t^IZwYf*g#=HMJz z@s_NwGN0MUP<=Bc|5Lk*RQD+Tk;?&?x&-0QC}=(C4Dx~=jse?oQUpodYR6SBPu|qF zJ0Q!UmDb%{Mt$rjzW9&+^D$G9&j0!Jhi2Zqxb|JL!|~m4^>CUSC@eGg-)>InTOot^ zfVY4wWsF~{#|r0og4_;<`DX0Do=8x2-_hy=&@Xbl-Ub*EvxOZ)|5bWo7$+)xBbyoJ zhpX>`t||}(#`;vj=nXF2{vGkU{o+e_)6$OJ4XT;Z2^dY6gmq)l_(H304Y>Cde46ww z&wVIC(68SSD=MR5Z7&fZ9Vsoh9yw&a3z|0wue=A}Bi7nsUaSbh(5%}$cPMR?K+pMg z{ajg?3G4}IIeGmx)cKh@Rj)145JaJN+?k0Tv2sxC@%S%#v*Pf!rXaXOL+vyoop|}d zeMWs4b*JDfK1~TnGs7QFS}<_VC}&XL+~yoJ#}4%dWse+z~|iFI^DL^^Xju!s~B$?n~I6j3>o#k^d%U8T7HXBX%PU zgR_tx#`vCP@IeW{riYK8hFlSXu?(nquCrFPHhk2Np2ko-&VhK-OBlfJ<2hQ=)93TXn8Z*$pOI1waKem4Gwg7?}&! zs-kVE3zuRD-Ca_A{cib=6|nnH$?p;fBYi4oA$RTrFZf0)%VM^o|@*@47f`FCOPZb9H`{TOeI{B!OVwWLx5 z2fB_^&>T?exw3yw!WCh$j$DZ)|A?R5OKo4+xvXHOAMNFT2 z$PC0)M?YqCbl&;{zurDLlxY8@`+f1jL$kB89g@~iqn8@3)H=8jo!SJ3eT*iuOYv=X zf^8*=2^fL7W$OG#63$Y)e$-2WnKa9_MNOVQgBwKDoPGEFeq$Gfi6-^%B!a-8{Q2om6B8&(n99kT zcnF-5)eG9J7j$@kpT{crA=z`RpdU}=NL9Ja&qZ;VeFWqCM81sIH*Y;rUBKPxIiLSm%BZ%pyvXn+Xy?t-t8_NSIe1wl>X zEToC4Ah12;U$ecIRk-lsm5GC)@HPtxH87IrbGNFV?tWt`#*rYRW|64Q3CyA~*(^Tw zN~1V~4x-whTAwAs`w_w6pJ?>(kHsI}Cd!YfH#(*aKu+kjH(JpM^nn`*8V>gr2M$Zg z!dn?1Fv7B{Vqn0|+odHC@J7q(hQEm=C3?=1xx3><#LkBdM)?Py__#e2TQ$#kj$DW4 zey&tT+xf1ul@NsmKR-TQ*Yx{^+ODRcl}~<1zEH=Vs2FsAMc_)3LaE*yOWL~qhaqg7 zEnru0Osb;bfyc2WR;d~o)hc2uPIeK)>-%5dOMZjpX=y~UoCPsz%XiLMJNlH@MHPPW zngYI~?UY5vMhx;bUPpTh0PNOI*LI2k6&d#h~*80jYoa4Ni>avBf8yqGEedJ8O_hnq*p_w>QTq4ZCjpJA zaraeo=$X#3AG;BpRF?D+&N9&fiUO}B3!5(6iq&u|6IJlP-pGBs`@`$ZCHN>#?b9Ty z9Cn}!_8O18r>u?fTJTkWCb5^T)INNAlJ;`tiqYym8F zyW0OBwQj>LAmu75`}CCT?qa-uNDrvpdELLtr}Nt6C&!E}%NxH`KpRR?wY9b3vyAsZ zg%)%ZvygT8_(1;<`DJdZ&o!`!PkC`1OM#V;b%K##xIXhYs%UVEZX41e2$}f}92+X? zj=<0q#He=M=_mZL%5Vt5P4K9G^61gWIQn*($0#xVGs;vYxBf{okgJUG2W_kqH2n)@ z4$S#Ttxjpd_2xk(V`C9B7IHEPPH)aGt$;HIy!jW*#iTIx42^Ys=`D4;Eo2B z*^KJMmGsI>zr-@u{f~&sne*nm4BXN>Mw4N8li+xiAQ;1SZWf}zWUz_b@iH59?_)NNdKeLe*i`{~fZ6I_C=OSIy8Nym zi;M5L$9Z%8i!0x=oxnGkV(R!>v7>CoHE2Jr%?_ZuWGY>j$gc_8i;3%H!E0Av(4jms z%u{uyWS`0vkoh56;D3F+Evxg5iYt6bp?C)ep}b=^&r^Oeoq%zy`sX`eW4n11(p_$V zG`cO~!}Mu9cA;9#FKg&1zXDCAM~NHw^JQG;RDFo`WPjd7Y@)kFlZh=%pa8RQT`COt zOra>{IXp#j%si_4TWodPzgd>@wG;0A1q>X z1y}L*{NSLZykifr=@Gua$0X0dLwbN)k8d3{BUQ+^kNiRs1 zbTaF+cK?(Qw#UTJnQ3hpNom*e?<9L{*^$yV~~J_h$s zh(56)0#~tG`cZ{gft5??stfSST=QAd@G;Y*`VDPc`7m#f$QF0{S+~d>Yro~<2+$-a zzrIjDa2Z}*agsqDfVUdqp{#v}rmHwQpM-G%7hk%hX}49Xo$U?`)8)1TNbG5a{G8mv zXIS3n?uJuXS5_hVc)<>_y-%v|aqZp(wSXiw5UKd8$-e&LDa+*rmt%@t;+Z1UQ3E4= z%lKSjhrViaD775WY&-a#&(mjWbti7aIbV&1?efkQYv8N}+$OR+cKq_kvv4mqLfulw zAqrUg{_IO{sjo3a?!|*ktybzCL!`avC zvrXS?VdX?7B&N#@6@2F$cHmT`FR#Q%_GEL#exIXK+n8+LOB=`P<5p(jfXYA&Sy9KV z6~{~2vrQantHuvqXzwk60=dGxu~ze$eVT&t=mt2w?n!AMj_-Mx`qpE^u4|hdps1f@ zEyNLxXF`6oTa?}Lc%&GLwKHK$<*r2%<``WG&1s~l%9b-&DDCnkDlhZ}=zp$=wNk7q z;Jn9V&ikypWVi)h+nb;fk+1|gFwpjbY&@g6_vk{mPs}HCp7M{B&pPZBDo{IH6#O(~ z<367BTSw{YjjADY-U%F-iC>PU#G2i=3{cBM*9ye;G#2MI^x!J2y#Er}PRLcZILCR< z>ks5RbK0R7J_6nd0|}txt{EkEt(xno<)HaK@m12F1v^0o+-;d0vzD>rvx)I{Hrkfu z4Mx5gv?P>E0e!8O(5k}*mHMdUnOM)RJwU<9nH2u2%JwR$r-pP2?!`Gk%qiY%5Q^~( zzFJn!#`~NU+=B!?G7AxpHEaXTf7aamLCI@Qvdcsa+2Dxoq89jR2L|-8cz5Er+RU#E zQ#Z;B^C=QAKxAjC)hcRqOU$3MZ55_L`OUn)eYx7!@uiRsCg7r_Dptf_orUl){`x9h zShb2;E*swADq=2Ug!#lrxQfj_|Hx%;xs8(2_v#2@t#=eR(7a(|ZR2Zp8xd-$I%Y($ z-n}Hryaim;LO?l;Md1L2An#Ym#b&7vV;EYF<}i>gyJshw0JnAJCxI@Hv3)0oq0T1= z2^7G1Qoqd~!w)J)y)%asM647Phs_OA)PY_JKZ+`tc**1+#INHv^y}A!!O-W>%>JQw z$w;&cfE(wi7dHn<))K%@*eYTexeAhMMo=s%s_r z21^fePSO{Pq`hp#Xz^$#7N0pOgJ{zu_rE}lR$XG$R-Ey9TOAgPb90nzVocw#h!F{r zsBFr3vPG0V~pM*%PD95_iFZ*`*g+@qVIZi9Sh1l2t|Fa2edMKWa@ZpC)gtB&6_ zfviU3&z~3a7onLtZ=T{HKb6R@cxt7>(SIMrz$*m%wfK@JOyRUYN|#zP{P!qj5mrn0 zI03sv|AGB1NE<(O*U#pqdQrI$cfAJATAU$?Y&@Wb=cU}ErTxgq`;P6LiX~%o z3l1TPnF_vBmtMhuGvfxEO1hRvGsEEVX0q)&yhrE!QfiN3!laD-u^GgAjVsx@TLhrT zDye=!WMzyWcnY$G1y+^MTCYMUV1t{e8Y;_#4$TRrNsq2&Drk%MH9v+rrSH&e;fc(; zUJ9=^CzG~%-&Mms-T{UlN~YfRU{Lw9k8PIRGC{W#>e0hGHhTyvf?#qE*{9&HqxhwJ|3xuKoTx5T5q$zkt?jm5*i~rD$xj z#%W*&f|c_#J`}vUTo6%neOav+s7?Xn6Q{tj`})@?yQF+ft;TE&(Hw8urh6Fd35wqT zUbBrbr?{pOUUJK*bO4pKk+q438fj0wh1F5`kWnAvQk?P9$>DbqTTpfrZ!tngamT6w zcC&3&qw&*sm_+S4CdZfcnDZXoNIf=<+T-eEj^(CJ*el{N?t9G#$N243j6{n@;wSWp z74a%mPw1jO8ZUny5Jxkhpoo4vYNsfL2z$ikY|OT@V1^5;7{WI{Y4gQ!nYw&uScGon zjEyXejeG&zpvZZ>l)N7uX>(e|U>6&C!LW#$OQt-h#3|4t;)j`+-X#VKpP#)pC}T$1 z9I;v;IF&OvyefJ^sbH~;*%)tWE1k#cA9!p*s*Y>V+m02{tj{B!7~#^VFlBQRYIU+q za$bVwuT6lnbp0ilQA_qh;G~IMC`?NI$p$wL1mG>$>OA{P{hq=dTRd^flk=_G~* zr6BVaD}NTN6C-n3*I=I_-}1InPd(`L$BFlpUqD+%4P*e0WV!Q(!{r z?z5LLFiPQx*DTT{2gS$@1W6x}Kn#A;PVh<7v1@$4V2V6Z@d_}Rr?)ruGoMj4Lf zaxy|t{A0RQo-c8++skp@a) z4sw3=g+n{AG*1o(NY>rrU)#1-0HdaIj&&&aQbo3DgEl<;pU}NMn}Cf09;T}F2~YoJ z&?7EHz-FMu_0?I;k$tqBHiaS1q(3{4@Bf{0xBZx$(crZVSg17)OO({vRo9s8VICa*xnG>>?UOsE>}Bi|TP~xJGU>54ZB3NW1ehQr;TbQWQl z%1Znkv*kuP^f_bfjX)!i!x)F7=WH=(AFG2_caM{MxgKLACMdv=;_&eYx#JJ=#2@6v zcpO|hpLitfxn~F^S4IahQ3^=n)7uv)K}qv1G>{n#RR>4J{)hmk^PDn1aDynQ8-X_W z`?iJ{lgCMYXeA7E=E&W;m{)lz;jcQH0XND!7S41VdSc||&N0`9b{o7l)@+M8Pt`g| zOaPhBig-635H%o`Xw01B^?I_f<;|DT-z^Eh*bQaB22iTmpOI1R`Fj<{0URb!XyMDs zlmGD0)ymKD-rK)zjL3=y6@-%B-^m9#_h?_{n!@N5f})=4LLRx@X`AdPDg$&L6? zLo6-|i{lpZ0IY+Cq;>1>+@`YvMM|odrbw)-&V1_WQRkGfVr?8egH7R?W?xDxJ!nHe ze%A(Lj4soADND_FdlazTLt=w0(w1C5G!Y+l9YWQe*Po^Q0LG|IAmMJ~w1yTLBok1x z4dB!D(0FbK#Q|~*AJ53!gxO6;!NQ29<hsa0b& z+9IP&My7AX|9-UFRpam5!g~!5G0-lxhX691eEPT18bG!zC?b9w>~xzbyEP~w=lklq zC>3~G%}U|4dVaut+J~!ckit%rR@&t$&-@>2*BwvQ8~;m`(IBMlN+^kzNU7V_Fd|V| zQK-yNLUh_g(o{xnB?_e_oBK^$MyXUXnpQ^H`}cW{bFO<1u71DQ@4ve4J?Hs6&u6|r z<3T5v*&wEH-#VRihGdn2G2htEYfH>q(X zcMh4lk%i*%DkUMmu7CA(^z7@#@2*FV<-b3+B}ahJAdHPjdgRBMLFb*BH&($KX+Z{hx0>;R$JiQs}{@0Z=y1~IskH2~`& z34H0W{^BB(ife70oy@UVH5b{%x1~~e#JRwR?I@`osXdlwQYA(pGBX+Kk(b8a3*h-U z91Ourr%P=3B5elo@Ec&zut2n7%cdt(nrN)8qu}J6c!!gwqA)yZ*I;*=UB^c*A7gdT zv;ATkM@9B>E{6h6rF1yDPWb!AzyE;)IqR?;3(KIFGveX(M%_<+8v}W0=5$*f6}y_} zCh`Z0y$BrhYzpxl%p0Xf?}fe$o5Weegcq=rXUHTyC1P z`A*dbm7l@)p8Ek*p%)C^#0p%Qh=T?Z6IXZkNzOpN2~thCPoYd1ZAY1TpLEC( zGF9**@a3W$JY$&1(6JM4aUA=Ghja?Dms+lQAR_C$Akjk4o%YQMf zq-Hrd3{BrIC{w&_OdfoJannD1JoJ#qZMyBEH%Hn3Qvt<8vh!e!efIQqeUIg3)${%G zebg~(Dy0}j#@a{%mYTBz<=Hlwvc8c!I9+n|L*CP`MN3ompBnAyb5ek!LrF2i`Rkn` zxO9V)kW0si{@};c`Rd|7uT>Tsy#p3)wqK&O+dQ$5EPJ9nl{nHeA?Rzg(0*H2mDKkI z(*yY`MPGbgcZ8E9F2GwU)TSB1?I*Vc0p(R(_mi6drVZ5B_?SJp_h6s|kM=RAxq$h7 zwDhydRh!Y<;<$J_OsU`O?m)g!)W&tlYfjtmZCRAK7CRyUVMNWbBfv%M5+q5jUnH|Q zIfR@1gGZBR#`Vr_u2&CbswOB)n})^=knP*X3%YJ#eV+3hM@EnJ@BgsN1R|?TqpHiJ zs(FtW^aLTe$2- zDF(=bhyN0AQd^Wzp<8I}OVaMCUtmAIrGd97kfin825G6Ab4`7t3ZAP#8i|LpF#?#; z;9kIneVt*v)MD3`7U8+LjOy=JTZWf5PB!J?Us_Z}Wb?8Ipfyc`)A+f|UucFGXhWz% z>KCU!jl)LY>SjOkc)LGoie^_AskIlCYOF6>`VXvD(iN>j8B1e=NC*!qm{2*eBXeEf zX9sHrO174$EEXWn0IR~SYSMcc-Gxa&W0lO|OS8DWQLw5H3?J55#qgML1rHToe{xaQ z^Z|PdgDhP8K0o|uOYvM>LSbOVr_1xh`|hA+whFwix9il@m*M7!Le%oIS;Z3(c^hwe zQGGgvY&Xl18Q8hZt<-udQ6guH11I@L7f!(O)GR{Qs7TtIYK?RR*PmoUPD|%qB#*QN zRGk_N-k;yN`bJOYrF@c;%v4QtfdJO{ccAo_W0b#9Stex^@)}}lg}6(sQNrbSWXzi% z;N&PE$fSPq2{I>-tq>S|%FlWR&;9K%#A`p^TqEVLC;x$~qyuh)%qQeFJlpEl5T(NN zk+63;+wfReGQ$em7Akg0a7L)~BGM1_*ki9xPoBD(M>&MnCdL|#lp2x=9r3ESAk%mh z&nrkmf!Mi*7#GT-)I*rDGs2e3=$1s;Q2xM8ALzvQ-~9ifvX>dj_iIxHmMdNF`7yvx6e{@u+6taTUw^DCauCc9~AE-3mg(}Qo+iM7>N){v!VT)*e~I^>2g zR@fV#=h;PDyq>63jwm-vqp)Vqe$e1!M?V#XPn!}^HJ^FfXYw*7%vE4;*$Qs3gnH53H%;Kh%f;tW zXYBcc3Q7kieHECB@X%EEkPOQ9b8R0^korB8jPN{Hs}mjV*(Z|?z*e(9zli>v6aD$) zT8b{|u`58yK4`z{XrBM4Jjt1tUS{7Ch>TqprMjG_Gr|8^!Rbxv+4Uqa+$$@vPqLGP zSw_<*jX7D6v4&@FmHK6N^|&CzBEx>I5G#uBecS7w9y|T4jT~7#Y6>Pu09Ilh82ahI zaS>a2?BP~^<+H04r}VaE#Mxnf!t2k~ecO@uru+gAqX)gM%M;#ws?NN2Hf?7UPk07i z_E{OSTgDfQ_C0_6<@KYYY4v@(5iRl-I@U$J#uCEmLP5)B2B)`|&UJ{oI&D;B(C#|k z%rWv~T<~9R`KK}9!!^Z?)e%a{pYC{G=dN<>jcJ=A5b}%LnU3agqu#zka!0T+Ytww* zSuR!q-^Qd21EO4)3IBzre!D$~BW0NkH!z!8Axz4}H+8Em9-SC<>G%5yl6@y^a-iMk z%*%ws@=0#F>p3V3RV9#T&EMtYd>H?lzbdwGtBE}lzI5=@hxyl)xmnB06#6X8(>@}7 zWy?fa)WJt)l6gXy!_#rRykNQ{F-+N39~B&G``MuCEUyhv7PipyICY3C>nT9m=Kx7~ zDyhgrXc+zz zlhixzy~c8(R=j-91iXz(6&=zB1EWOJbC@g#sfRF!xVv4nL2)SvS9FptYW@LFtj+!A zgZcX?dWd-vO*7cM{**p1xjtmEcy%aWKj#GD7xZPG#`OOy2)6is>!{>!nz+1JrBRQZbpOr0_VE| zKTQXH-mfs@=$R`&b{82{Dd#^u&3x51Yl(p1&zCN#(b%M8Ye}mAiZ;ofo@L0Z!ig~* z%a*p;E*Zu{Gh%N5L+YYnzndP+VVYVtNKn|0XH3)eAhi* zT3=%qd7{0@10c$hd_KwF#`1!>MHw?@V1KK$-5=g`w0JOSLf>bH>99Q6n;KcMRoKpc zT_yG9tk%qg*2;v|VVih4Bs1n<4!SuGj(R+l8VH-Ski_@ZMvn+d#I^{n-|}|oG}%u; zb@58<{-;j&#|o5{Yr!pHCuBb4|KM3U&(z>6IC9}+1FxzQ{HWN~{1+><-FNV;yJ71I zLf-1y%0FsmLy3_1mCw8; z*Dz+dVlknGBQ%#cQ@EEcz;8J-g(-mmY@VaEN2Tbev`FjiuBm3Jx4mZQwfGFibGm7Bpo66KaPg zVFF*4$!VsXAOy2z6yiG1p??5AbMgbO%PzY^og3i0wz%M^ifo2)B86OTdjqRoayQ{d zXFtmShb-W(j}1I|mKHyotXG&aEOgODtJNFtP~PYi&QuDwS&@T$>ULp7)*k*hBJsgzEy*T3 zh_`*hjLss&h_>b3pZu5#dnQycNR(%^W+hQNvAm%wJs?N3Seut#hW9{KP-4;kq@n{! zMTh!%=-s@M(Kgyyl%t}p)NIrgvxSwMQXuwD{>T~I&0IpzU{t4Rpu&rG*na0m`S!!z z8^5APTc)IJ8GNK~Oay+N%8YCNd5yP_z|uyCg4-daTgj`XLv-|m{jq*lS2Pp2Vfo?( znDN?d5tbS-xyPtWhnK#o6@5&8;jDy{_=O)26^V-w;x95KL*uv@-VYt<=@~xbB$XoS>KHZGnSZ{o4CO4?PYe{@yk8!9 zz-MrC^R@?R4gSw4Qh*H0BRlQ%Kf9d=NC z1z4u%CRLj#C#9v=sGvINB8?%aU?yJ}BiF6<1aG$~Ox~j1 za>wk*iQMZ5hDzSD?Gx$&hh<;jN6ygpDe0tEJ3A62>7A=05x&Pi!X@eXoQd#GKO{*r z1Cl7SreIpsv3lj#MurD2Og#?!)YqbsBxUw1NfrO1z1IsMN!qc!oPs1{vPhD??Fc}O z)x!6{Y08~Nkz%A>`YzRE)h2h7hOCfOcX1~cDs+C2O)wZ*Q;6Uz0hfZz!05O`%>)X7*u z;Sy|}V3!=7Fp=XGK^2e39Aq>9L5@=YL3eAJvRj_KvoYSs%?Ii_;0S%!h(}<65z^hx zKV>)*WVDum9F5GqNt6#4Z$NSsH#Q&n-|nZt6Eb(Xj0{w_24D=rjH@4e8E(_NHIh7E z?$?oD1^?SXyFdS1-Si*i=*Og*`rKBN)rQn&jAUp}&owgnITFdEj>V|qPb*ib%_2_C zBAL(O+Ozq4W)WHI!3@2_t7h+?69$A}p~Bz_MHDr2juU6hzv5k@Ur)Id zZY6xSq07M0vu51VLO6j6qV8#}4#kyVrt;1G^mmxEh|AvrS=0m9zrB~nU7;Ns^?G1rEv)n0bs)qdT!lpP+_Ip7avC3LpM z>=0!c_0Iy+?K%hXsO#D{DVzJ_031D{Uq(>lTvkBdkg&x=?V74DjtnF7-aRU-L_L{D97Z~30|acIJX&e-Yx ze$~SYxnqKjf-#X%P9cTQ#ETGo@~?NnXz+2W5=XZ5)( zLMQh2dMHyl%sjLF0*QhN)=dTlk!xU!>Uo^RAT~6g>_;8j<^PC%f1mM|M)ndO><8rg zh%E3fdYJnwr1Oz;-&rBFQCox{C`(j5c&~8yw3!H3q$!*3PevbO##!fh{D-YQGKV}1 zL>64QY`k{Jm8*4vqAyHA1um}|Tuw?&@T8iOsUg%jkXuWk=fEs1hcjE^u!zk0xt9$t zbic62T1<4{yhICYt;MrT#?p9(_S6~tn8T^!`|b9*8vn_>J~Ezr!88(&DAs(eO51*_ zSkGpqS?}l6^@}^QdL}lbuagUWD*;i}st2RF#!f>4(9f&qXULKdw2$Q%(z!uU^zTdN5@J!N^+9)Q%Vp z8|)v3Jd4R91`@=sv23tK9)2ndXq!k~r>y9d>cT@+*dg8^c$$>^4(W@HfVDV|$ZTzY ze}}S)9&cc86S!F9^B_0|bb95sgC}`@Wv;#JPVa5}(rULuYBjIQOUBIU=1 z|FHeRz)0NJ+UI}I-)SKa0Dmj<7tm&{%z_)Ujwl0ZmZkGvohDv1W7$Bp zbxVUK=Mf;~bp%(8(Y`-Yj>%X9TF_==+%*bmfJ-@i&u)&?P&rn}OR#2*a`%cK(Qlf= zDUuoY!4aoVci2_wzE5oc_8Sj_Qw9#8h^o3a#3Z>Igx6=i4Y zcqYCXQV_i@iF>BU;625LY>IVPB~$DgR`{h_gb$uvqq$bEom=bY4#T(zI=j*>aP zYMz%#)^t#)DXBa%mkh#sHy}$TOGnA>9(UmLP}iHYC-bOs!)6MCPgv|(XeZoalFp;{ z2lniWi0jUliCmE|>mdZ|6H*nHu<^F2p)Qin`m~j1J$2+a@~JCaA|! z@N)Wdof4UGQ)b?I6fq=+w-@5br&~FwIq`#La7?nN)xjLcu^rUyrmZAL$Tdw?IloB4 z%3d?Hv+w3!SWp1c#+#n+5z^vOxexdEP0^cdeC{kM`9|U(S_z*m1|uL!2#~-J*exQ`W*=eic-r~t}pfJMdgKhx_ zNj))lM9PG;GZZ~ZmBd-1cQM<+=c1QUbPeU)IH9mcN{<*KjE-(sq|t5Q zU0tB^`=q4OfgLpvP7%*b>87ye&=u$S+eRRgzWR0Ct?Ux+Xvax)R>%a6zOI@pDHzuoqO8Kj*=nu6pB1om|5x7qVmtR&CpUxk;bA8|X47T!_B923)58{bK@jJ-o zXe!k}vj3{56N?%k&`4vub-@5_4MC=j`60Z&YtR4t)ZTG>u2UF@kUnykMn7QA{Pp7} z3DL&KBG3M|%M5e_qc_s`=KCs9=>->uJ6&YPjoBU@XY(|NnoZ~a5?*-*Wz@gnSFQ*WX!5$)L zS2Z+}aEI?GA!xTN6@gucxW(sPy)tPd2nwGIzczaFEbRHU1YRB;QDa0?v zE1)>@QQCh`KaWlP{=5+-NAV|SuI_BkVH>%*@|ZCS%$_0ws(8q_fQBqPYTQIQDQp=(!0?^7<37BW zn-%(s@;9nV)Y4@KCe-~}PwB@T9SLW&R9hP%I8E{pVe*l!|NGg0z)AE|%O%Sxq5B9_ zeCNIzgp3VBIPZW5XQ|oYuqiXlpNi%WTgzK(9GPk{D0fTN$>?5=h!oc&G6W>>a+sCI zR$eBvc=^DJA7)#fsncjYpljh_#EZvBwa-GTU0HmU1fdR?WhUl7!~>d8ypc15G6X>^gw2z&adB*97KjeIAFwaGH%WgHT~| zudq;Q$RIK(>~%+KJfY;$zNzhATl--;E+hqX)-5@M`o)=x5S=Z@l}KB_um^--dv;8D z*Hf`8$a(abxCBi;3`Q#QK}!W$f=8^?PpovVYDi3^Rbo6fcTQUvHcl8h3jKifyHG*e z)y?8k74{A{cw7Pi&e9YF5iEL@EJu~e@8IvdCcn&p-aaMVX(v=|&5hUEe036N&2(0;bBT*$ZWn;SaDUNsmSKh0d9w1~yE`b^l z;jdxp^A#kj?JPVSsQ;7{S@Z`BxaRkgpS;oWkqrL`1eY$ryR`Aw0sgcoyW$Qii{i0V zZwX-Zp-9;Ngz577qTo<7z_r<5Ypn;pxccmBl*>VCW)(jRWOLzT)kmh$#1s;duPEcDXCpG=EnDulh>pUz%rNf)Kc< zQ`;CwAxuKh>3MGs0J#fdvJ0&~`&+u6jy*u~l_ktVR~37Vni8}xTUHPZ9rtN^E8n$K zTN*1Vox=ARBw8mmFQ0pXvY`~PW zGpH{so&)8&pU2nF(MaLJzk);cS^13Eoe*>$T&u57eFV8){766HaaqMFH@i=-g;moDS>{x+$LHO2Vma(}BF&M$Z^n z&**EAb~$?KVlagYhAifA{ath9tDBZLc=_EgRjt+lE8s5T<0I~@4Bfuw+%PnQG=#|g-6B6 zFu13v!Y5!WA*(9#vmj`kwS_HJ`9YzSQuq|ul^M1u1URUpw~OEy3LYR&F(k)PMPdATT9QMZq}iWo`Aq1|mt{U!Rwjd#og^1Z$Ff`_o|iW`Eo1qDbFt6^&+KWDeBD_qrVV!+^`p+s+DYm zg;XyO3lef22jiIEXFls^07;(I-T%t#d0oT+(Qw@G%C!2q3vR1fDKD+!K|JJ7rlJ}# zSx>xKo$H%*(*QL{8*~g}YHT)AD8XZv>>)OXc@cc(`@y@H6Ep-M`V!VFIm0>U90i5a zDmaZc_(FZ7#V3cmJI=j7*X+tG&oX1vKU9ga*PsdshxU!paVq;N$Me)FLa2%X$=ji6 z>#12+-*sT{W`<9P2K-s5O7_gU1kUBCCTjs|eL6*eNN4UsdFq$<98|>_GbVyPIIXbp zGDR;k=R!A7R6hmc4F6DYC)?w$NfnvbitEAPQm*|b<)BMcTyU52m(qv)l86)%tf72` zw6zRz%pvn~z4hg_k7kklh8{a(7C`#L=>+#Xs1nC7*v7CB{~)dIMZ^y{Dcq0Y z7u+fb#X6r=t>;&~z8~oJl(L7^Z;CdpV~>3xt?5O{D5F{nOO5D5c>R};Aeix{=ToIQ zYci85mM@po;tUyXTZ{TQY>MWgAY4Wed@;f8FK8nJ+t#r154ojAcDNPtp6mBl{I1MS zZ^NRdIUm|1nZ;TJJnphpg?8N}Rsl!pk@6p! z3k&T8NW=h1G|a>$$h>oQ1{^g2^cGk2m+=(^ z54g!mdK6DQ&({E|%5rW?Lx>P8@PbD#Fs!_gKU%ut)CLR6V&Yj~$)$YdQE`Z}3i74@ zu3Jv3y)YHXX1CAVKn#M(xsJkx(_az(#r}lyiSv&PpistSIU;BCZmi?hKO9!)CY{(M z-}S8ghq$vTJALVA>La*JH7a}SD%QMbXKiw|&+oz7{UGV%yHRC#@MY?F-Qu|jEVs5m zpltC4)_p-y>} zIGu^O)()yj@Z%HJ(1Z?I{GAJ zhi6wjel~04Uy>E^M`EHUrwRc34&8(@!z}Uhq(QY{fe;SXnE93v@n@ubrs?DyI7y>;D5-E7}yx_L8)3YT4Nj zZz5}wn|Eh=YFfvSSrI%K&TJ}y*?OhC&Dh3E$q2Shf&3Ec*<5s`j@FCg%LE@yZ0pqJ zeEhpm2gVtfcFx_7!HQt)*UxJwx9c|O(P60IW9UXe{FdtII#AyVGU`y9*Bt5bXTAcD zg~Q`&{=o??RtGhcha3Bed2ilRUq$DMrlagU-Re%~XDcaYf-z$_IBCz%+*AT5Z3A-B z9zC5#!WK?PAZnjo!wG}|`qKlk=mYxW_g2iY=WpfRKnjXA3#pdQQI>z&>%X{jD&xp4 z?509r5--h2g3^rGWo{JCqxoqJC)ii}05?-3el@ZfvWtF`^>BD6pNadzF9PuXnX*gY z$VcrG1w<)bi3Bl9wZT&hk1OT_g;LB1$|bFSs;wSjJg&;A!>6JBm+)}zL8#Fe`1yeZFO76+hI_^RJ3hrM`pJMCvr+Ue~&P-BdtN;pBZ5VT&sGoH*K$b5^-U5|ewxI?>qW6YW;h>r=K0U0@H;AXN;2(gj`p$=c19y=bEd04JtlN0)x!c-X;Id{J zunv<>tzJ(i&f@Q|L-QtN@$93Aozby)vrsQ)r*5V7eQMy`!(O+HY^qRushxD@cfMoL z%Z~QV+swZory*`!90oI{plQP{Z`)Ik{6@WR6c>W7T$qdnk6Kq=+~cU#mz1Qxr? z_tawcIdbxx1wX3Kkkv9c0Wqf%#6`YQM%2QXF!>qg%Y$Bp&%ISn;-bC10V?wyTt4wi zZDIEa=r-2a>hg@eyiQAN8GBRoGI{+ml%t1Ss`1*+#=>#Pbge_|C|Y}#bb?`s1ytuP zT>6&)=LRF}c6KSh+{*nBBY_WAIDookVNiB5YreT*nM4@s@9T}GE}gmpzBng8_Gx3@ zo5{-S`uZwk9Olse9yfE=1`l`v(|{!(VeW05>(yaATz1Sx>WeWE6zpBqdJG@4q>(q> zzHAhE^RxdW(3uZQjNH1G%gjb+r#V6fDS@n!;7f08ccT>tECqNo7&0hVZ^%jawRBue zXN~L^zl{UDax-4pR(acCCMp@}d)LO0Xp*nMd9vE1OVLe*3XVX_jXNeW88V1Ip$pf^ z6f^rh6mXcH`phKgJAvq%`r(E=AOBkj74~U7y-AMzB+Q+cRO#H%{?J<}_>n-yd~O?* zFHd)w33q1qzH{S{zTxKASe;6 z14Zj~Ql?vp7cvupN#BNSzCajvBT31u}bLmHrA^G&hZ^ zU1tI4Vs9;e$D|M1obaYvNK)P@AKY++64%hTqj=lEib%8FG-vxQs>(jK1e7B<4q)oe zPS*jQiE}SD5wfrK$EMBcdXj%C3e;N+BcYILCUjJK#`Vh&=hNy2R)NndFyD=-|@1wKJfV1;y7O^31e-~9u zKE49^*jmF2Ou5wrcl1sIV>tqIYeILYe}*wpCw|_ddH3Cvl&)iKo*!%CxFkAG({B>7 z;at8SMaSt#A?&Oyq@H%%vT&5H{2N!F8Gr>N#QKLx+Gld*5yEYIcdX>Z3cVkX(;BP_ zb1z8$bLF%4PTplJfVwrDTkWnLE$XQuK7j z)Y?#7t!*bY_ks3qzdjvkKNK54=(;n^@30GEs@_i@JzGtz^n=z$X*Y3?gA~IE^{_Aj z>TlN+bY~=YeidIih$*JS);`}!;+X6)NMG8x<{^8L0)m&?ICChCH;yonHUBhx%cLK) zzfjl4jsk?jzSE^~E@T?b3Z5VCYwgUjT}_x)+Uv*W-s0I-_DRrn=d~VyA~qg1mtI|~ z3eBaK$RNn-n3t0$76brU;+Pbyix*&0H6$$cZ!R4M&e}9^R$Ncg$6vY2=h!=dRnN|H z@7u3JvWPjO9O}}&jnCxczF$(_NZIvnDZq#}L(W zZ!U+ly4CHah4^xdJ3l6QPFU%uw2pm-%@=0=Q;88&KQv@c%${|&N2T~4#^;$|&Nmz} zgB`#8)feym*x=Eu5CLA!IM&ux0=6B7+hGZkmOY-{E#o_zVTm~)oY zEKAl2*Q_w_y@zzBMA zY<0W)i6wZ^D&ktWg>vpXQxik7+QCMA%43#B{#JQ}NKWJbyQBStSz@;e#ZSLMIP6;7 zi2T$2tml!)6z}{7Nr^ssAnP_VE=KuhX*}Ka$!0Lm7?P1AHqa(Sv|zdLq-GWlYL5|Gr{K+jypu(H0GJ^`dt*ZX?lz7^;rw zmXd*dM@7PFwX^0lUdSyjd5yU9a`T|AJBayFz`RDc1>=xrJA!+K*%JBIjvLC)r4%Y(vMl+qb&kqC%lNl+CmmbIAg``wpgCH(Zrt+*|A_xO%XeIerP zZLcxK1{;chABnbki_0{I4REGu5QvShBCkGWHv$wQ0be|IZx@D@raB1oo)1zLl z?{x=k>?6p>#v(16+x&Rmjj?uUR!QH|$ebdA0SkD6 zDUhi+DzGql9O8+uLvPTG)NpZ7ICrH|Pz$h#5S(OE&bx4ummh9|lYF0{KwQ*b{1%;L zfZu;@upDVPi=p(> zUCm|Tj$A+O`7qJatNUwLYMQuCr7%3(NWgM#Tlwq}NPF-jU88+$=}_WH*dw8j%VO=H zJ|SF#IjfN}T{ln&sReVvAMaaE&Zo`2$2x@9TCe-BphG$BHO~WdpX`64Dtvcb+Cq;X z2*TtrCf7eoVPFz&4_)2`Nd{0_mbt#wW#6-f!e+0`8mFo7gF2rT#=={tr`}L9=i}cb zj~H~Dj0ou~<_H3Vu24G2=z1CqJqHGjRo(3jR{@Ox{%n+8M{`rLK}g3mRbd-A`nQ*@ zMo1D|`Q*4m_)mjX3M3_|$B+L4OBH#tOESFn@az@)I)^Oo=yd}~*TqX7#5w)wo@SfI zHu5v#z5Ap<$yD?IRbaBd;yQHVwHk7BPDy|c{c&HAnBr)A66w&*mXaXE?Gi7d+!l!k zz}-~bZ*DrlRD1?X#(ZyipP)^b(rKCQeB#QhRYZ~9oal7RtA%KKi?|?feXlrjGxpR|%-L)M*Rnb5n zpcrn|oHR7@PRW!-aQnb?f1`@s3JhA!oZdmE;_KGC?fu}(jGBkcg^9zPOBKHq6fS5# zki@-1T-y&De$V8vtKXDZW94xZZ*#W2_pdw6!&)oHOe#61T;fQ*QQr0rDACMeI$Pm~ zAB91^3?lJxM$InZ(14&a@`I+OAc5tlrBmVbSs35mSO<&sOK9**fYhbe*CwR|m=6}~ zl{ZOl%;Ce0Wbf<(cWZ3JS``La^Lm;1zkMa}i; zCdd6Ad+R94%6<0&hxfkG1S3MIAX%-gJ+NqDrvZbk4kI+Bzp1DA?q+EIsEGIG4I^-sVC21?%)B)5t4Jjy?EnArN)aDw~B#jDe~pzDjw z5&UmIvC6!}EE9e&exy%&ACyz(>C%b!rcXWN&!XgxmFZ)#wDx-*SqT!rzhQez|0=FmwJr+k3iGx zf*&xi3q0F$PE~{XAIZgI6>A)aomyi|*?YRW6TN9#?9eJ5yry!?<{w5hPmumgEKjJd zq1wc!wee14zR!qOYuDQ!t1G6U38I|S=>7+$g1e%XpF)k5)7-z&T(BNACa++GbiQ0^ z6jK(-yQrOilZt=r!a(9Yf|Bt5F$xf5`|iy zMt)_Q7d!!iCv)7)lzs(&PAuD0=Iu4R-MYT&9&DIy4 z;4^+%a?Nn}iruwM4~>@)Vjrjg+UI@p&1IzU%tf<#L?_O8&B;LprYXV=HNtSEsM}ct}+vXn_1&ukh)syN8-#rb*nm_IN ze%A8SsbAAe11Gg!*K#m?JYEI@so%${&|H7~M;_Bat>)hdAY5@LVZ^HjzE)^}%sV;Y z)x;xnNf(GXqtaxiqGH=!6{RoDTjl7~Qx5<;LI4_%3o5nKWhHwDMq3m_Gu|tgxlUBL zn9(ut1&?{ZXa&P0;)|}NJCBOML}aOI$MzHudi%H`3y>HC1fVXO&54qV)xjPA-d0EC z{5_Nr%ewHv=*=7_guE?S@|CnYU8jawi$FMxeYI9OQ_AxkORq8&=L82@rfZsbQ6qHX zbaJL(#&;gOraE-*|IJgToJI3T=BTFzmqchiYalvz%~HTIydX{Lk}SVPHhyP@DQN`;F_p(Qou_UTL9neKcyux$w~qh3KX37I zTIooS4ZI?$WwRqVV(-NlOQ~yex(hT8NvnX`T0xT~AcLReeyNgfFRK!gPxj`E{}3*g zlq5tPiM9jefsr8=faKFDwFR`I9RA^wT2GHl_YGE%Yx^wce?lT6T+cb_gZ9JTNDMZ| z5x1NtyY_ax%;c@N2J)>0P-;$A_W0#ccu66#X)QRc+1{#QU%Y z2#I5ThHWFBYNChC;ep&BRH#}6uvEQT(I4vlbMTaSrlQ$`%aTX;)X>`ZXlvpZoU?%; zIa5bl=KC|{Gwj}U?#;!FkkhN|HOvngEAPDYpMP)rK=K3p9=zkz)kRl4SJzVa7Rv(f z?PK$JFkWyeE5sbJ^9Q{l-F{_R3vstGdma!5a)KC&inSEq0%~&|T$?IeYqE8LTw#E? zmcS`6_`3#P;yLvPj$TI@ptlF(Y8`wuoB0R#s!7-a0&n+TdWR?4{vJ4Ui7W!{<0ScY zrW0Pc!HAt`b|n}6Ii7Hso{j^6Q>~Fs-MRbFHPTUP0VUIN>R zG^%E%39Z`)F6&+Y@n5`fPrl|-52NCys)lgSmoIz6X0SrRC%a-ZR6`Dex>4K9JDG?s zhy{!9<2*QAcbc*hg+%oTP&XyPStdX?piAJUO6_^ear_w{mo*dCH8 zRa=))tsUi*@Po}3{!&z^Ui&xN|0wm3&=PQI*y(XhN1*$i5;7XUrVb^aRvNZnd%Z${ zArUXJ6ZlWexS6FIfNoo@84E@uEj)-`*3HKF&TSkjEG>QPXFt_Q4^7aOhhDBX1b1cR zt!tvL3*Xj6d5EPhWl1GH40b8|T>k24Pvgn`iLMAD^84R8r@Bo${?y{F5ENgrQyK(v z${LQej+^h!wZus?^8hSPOnppNtL{KnBhroUAV@5<0w!;go_C;%wm7y6SjN9wH!Ns8 z(GBR)zC)}mXEEmGI^pjdL-z-1yJsw)N>vqI>N>{)a}D37Vg7rP@6Y@Hoe}2g?fp;rH>(X2RQEQb@NnEF08!>Pz{v2aEuh$Oep|VJH{R-(tfsg5ukc7T^xZh zOU!Ohr84V4K2?#hZ!gYmTvw~a@dW8#AxOsL(as<0im3v}hkqnr$-O1E_m~>#vqDsM zj{%nbw)POM;IGF|o(p=ptL;AWb2Jk*P;#j!;INtFCN_oV!B3pVpwkSv{3)7T%5G#s zJljc$FhN=V^2ailP#<45LasiQOeBL7@|_W4T8Ga{H#|M7JNw!?@ynDR7^6eU;B2xV@Qa)3k%|z{c7T^vX$qiRt zpD?O>hgz+9k=O!Jl~P3bi(R1`Oz-sa#f4H@C3;;xKV8DU6mtT+5JP%hhhU5;= zI9VlA7xUCNP#qS-RQwnmcrCNUO|6&yM65{Q?d3B>*wL8Zn@*xoQEZENVqtQ|>50z= z(DsV$j2r;9{iulc=0*g>Wg3hoCxhjz0-!@jIV!B{ahMBY)R3LZwIDdfs-Shewbk}f zUIpZf3x|EnJh##LvDh%$JY?E8fg2YJh4E!U1wisA^F^9}Xd8x0CuSfVHhU7P_uHxz z5HbF9Kj}eO*9dGx^|Pc0lYG9^&^3GfF$h7VF6V^-vFhs);&HXwgSbvo6O}gp zM1pC$P?%Gu@L2(1}@D%_1%HE7LFy0!sQ98mXC#`6$+OpWUeKPTX2O4)-?oq zJEaLBYZN#=2*jUgyZ_LvE6$QE{2g;!SF1NU)|pHMT5l{97QDH6gv6VA>;<_yM{$S0 zXJI3MAe`bBmjhx#u$C*xYi)R9A4mR*KUKy;ynYztG-(gAk#K4@ewhu6GT8)l1`Nlm zRi{i?VUAkV!`Hpr#oW~2oHPDh6AUvfRO+h`sTzsFe%=bC&4w%gqeLx~I z-9M+0%d8go`^K%QM!7m=&;aVD<;;PT3>tOT9e!GK8NmYC4ozes4#UYGWODIZGcskr zU^*(ptrN$6hoK;oYOE$Mg0aIggnQ`q`(r4Dhx*8*PU?F3QxH;qpp8U8G)Z&wW^PU z+GDr>!F?$j9qg-kmDLehsInSS`Ad^}NIjXvX)em&I>q&<^7?--t41}DVU};8uKJDn zg1_`AotwMyQ=J2BdrC+9Yw0tk<4kgQyNOMm1PZ8XmBs_HjGsn@yLis(Ln>g-Qbx!p zC$sBgcFNG2fNIWzG0`p9jqJxMF;uT}$%3B@P;Jiu+H-Q$8bWKqrU2SQ00>Y{8uKC4 zyNOmABREF~V#*UM)f^1@$+Djw)Dg#TE>2WIOm0_YG}0IimYoG^*0AY@i9@zcbnqMX zq*S4v-=XYHaV)Y-SvJX|bfK`1`%g~tAfMTD&TWSeYc!A#6jO1Fy#9q%1Yt?Lna?Le z{#T;XPQnSiX$WM-`Z?0dAehDOUD;)CQCV(grYTzdPnd{c*yFcdwMnKHyA9}A1K^(o zlD@m_`L0h!gZK8Qht>%Et=#B4qWbT}6)JXALUW{n&{lk^gY6BZhc*mWCI>XK4+E~H zoID_$h>SiXHT1q}C?F#MdHvl{P%rV57GXlwkMLSu>*W=-eUyfGZ*tvcs6e(J;uM$G zuz6_%W%qHxi;&Q=QPB^=Yds8x+bdDm-HUAQ#(qtwp59wKtVGMM+ zC}Ju0G&o2zADev-;^$B=xGLNTnp}jAu-UF^Jwo-+O+L%ejvp{SP!yMQef*eSm zMjN@Razgi1%ImQb7uq0mM*ZezRJDVUW<9F}yQMEIdrh5iEHL~dW+W;>%vzUxLPvqh z+fFkVP%wD9QqpR`C?Lk?WMh`(pxhO+{3WJ^+_w~|KSra7d4ysc&v2QUGz z{dDp`$ig6$a z$WPiuJssM)!^52pv7a|Oo-VyjFH~@viVjjWb}u?ee{_&UbuPXlwhcN+XO7$Fei0t;^D!j-qPB^6HvOd5^otqcN2e|9 zk4C*HqNQv{NP00%$N`F*Iqt*kyXz2{laR4g82gIcSIi8ct@<4aas;#$ya^#9@2tim z4k~h9>E3 zv!d(Oed0h{z+a#(^{V4Zm40A(QTGcd?+JCSF+C?L=8OmOg2a8bfT)^7NE#I!l1MGe zs2K+5=Qv<5X`kG65T7QLTmkF@`mXlIrn(CLqC>=f5?age0oMFt9re0rn)b!d6V%h; zd$o8LuVI?!ryi&1C$42PCcO5kgTJxz>2YgOI<+UObA6IC8~Hm8N>*jmM_~@aP&<(M zWGh?{XM^gM-Q>p{Cx4eU1!@OY*pc2(0cx%;H`_345|gzCX;pmHp~3S`V-W82tn>||vpkdKi6SoZSKGAm;!}3?Ln3%C75vaSH$SdM zgFbPd`5gjFJCn712<@>#O6RmsD<>o9bcvldp&_svH|TvYi}m^Tw00JMO!soWCHk7s zP~=|q{K=;2HDyH!oekB6)s3CX9gRK;Mdd&Ed+1j8s|Zb>m|HpTu(7iF$NY-^$us~! zeaXT^kMc99o|P^j+@C=1AX>(m>}g@-tVaH7m(%Vc3+`&+4@KHoqnshAg6CSn(Zd&I zdt*$l7X}+5O?qNGXwqzrgqPg!#ks-;Y0|YNCkyQEnOxbvA(!V$;TM>#hf6@cKqcnr zK}V}?&jB7_FO2sV>meY0MD9iMKG$MfP^s62h7qr>+lVO4ZbsK1{zBP;=EW!IQ6jjO zifqlxk}6dZ^g=Xl0=f>>DH(4k_lI`!Cb3gJ{_dW@)Y$C*8At0A+2E~nH7S~u;k4L`)m-xNc8yG2-6Sxd9r) zBLLEzyDla?m%ML8bcxttNi@7;&PITEw1?}`V|BI=KlJa~HVTa=2kTO$j(ch45UV7U zbl%zSOE*1G*+kGOW;{p2TjR2PV|ps*~NA!HDVL=dKtXI{V=LNf3rr4_CS_B->tiiTQ@wM zZuh5uUAq}ljVbLWht*oAk>l@3gTV^oD|76OsC}xOV62>UIgHnhZ@AntpCc_)oi)I9 zfp!@^@wOSrMAhQGdFV}XN1n;`2a~DmG1`ZuLDj?K^wiQutRR_={Pg76IZQ_T^Aw-f z5l}QP-I}#B&qtyoHNQi1KmDf=9zmUbL1##(V`ouX$lhc9RffWad)kcmZEIpX>C*~W zt$cqRYpWEdQmVJ1?z3Wh;af6l30{U=^vQ$9Ak0TqxUD7q^w-uRw%DcD z-#Qj`ygz^J2`9}$6%sCX8$S(N;yb4d_KurA^bY+9GEqb#^$wa|OabXJ^Pkj@cK{q| zHr*+$-P7AAw{yorT7rZb#ozHqx>GW>wbdt1(fU6~x$7dG+y2_*1F<6PJ7o6!YI6zH zzBB*p(~U{hy*l zp`WTawUfscH8Y#)Lqd8_{hqdh%~oURyTY}5I0r$t9+>PvT2ZHIIt@T{HDYwwPkh|j zx~M=~&l)tB4${0OXU~#1$rcX<&1=J)E6}Aeb4-yjt+G~t9ADy;nu-yNj#PIvb_zFl zrc_#b?4ob~BfeV}O0XWuWw)3hzY6!_m3{fy|!`spTrrCnCg^JxqSEuicG8dK|K4ChhV4=WUUl9rhs z82u^?%F{A=7S3a%E7SG8;4ZX`1QP zS*xp=u_=*qKKKj_R?|Nu0pTD}iI*UxQ%?A{KBvLF3uI7U%%Np-o3V1JdpfNxtrz{k zas+Mur@F!CbWz-wpERqTs9bZpvni&gpr|vcV*9Jp128{S)L!9!;w@>~-c7O)Hx!9l z++}^SR6!uOUe0JQh`l|B+yWi_-86EK^4)szkK|4i2|MupRti3YsJ`h8t!#`X^}mY0 z2Vl?n%Brh?V9(B`RNAvpZ$h{7nlFSp6f9H#7aPhcqyX;=G7k>nLkNL@Iu+pRMcz%2 zGQ=*5AeEgoG_|ui;-bwY+RY}+Vtg3GM4zGGXzp$=j98=4RRH$BD%J9b&o^hPqqhmK zzc^Utbua1Ju1|k`5A_Jydpz>pR5XI5&3<3V<7cG3Aq1{O>X=W^QS;8fc{K%T9Ym`R z7Kr5e{hWteNXIG!%H7KA{;npJ!A*Q1TGc#XcsC4(BaM|t<3rAbI8vp+_@w18L88Oo z45M+_|Il{jflzIK{Jr_{vQ%VklSxSSRuyI1g^;XSE0GpNmL$6ENl__^qLpMT6|zmc ziX^G*Q?@pH*_q$DGxyw?d+EJ4|6OC|-19x(@Avav&pA+QxTIqn8nS~Pc(gaeCV!PJ z*S~-csUTl9zFzGE4p#SsRP+DF2dY~vt=p;_lnNKwb&$(mU>{;<>h{iWY5^mv`aVaE z2sZIyMrCExJFnX$`H!FG+~eLt`NzuV9h+jsgy*f*vHJ2LTmG zZg`m1-h0g&H`0nFSnj-6o@GJn%ScAN#Sp>;pcDKoerIU|9Q;4Q_m3bGY-BGr8ScoRJHuJ2Wnwak> zdl3#8C&!o=x4OgXHhV(!Al`pgM&VP}8A1)wpuQ@ZZe zMrEtm_Gc=6BS|zjad5s`${{n}Oag0Q*yy@Nt9&^rlNSzplrm2r4b72`3fty0uL9j| zMqDL05S%%maQHs@f_B?X?`o%ssoSF4GO3rJ83yzG|@bwwxGF-qje6(6XbuVq6cODX^ct zh%=pm6U0987s-{>D0t@RG4FU?sbT$0;!ltmflK!z(ni}Z%Qj5;&yyR#(uRl8`c-@T zQ#;<(&pfad!UMMENSDB+n7+|c6P8qea?chWgWk2xI|>NBSqLb$V{58#a@T=a;|f*a z9kOiF64B9%cN*Uee*hwFWV=9+*WAKJ&-yw02IP6>2yT{+k(d*ea{V3Yy#slL1PIFJ zf73a$spucUC}!CbB3NWg>KxE0+F#I@RJ3z$W`Fh`(kU5(*veh>NS=|mXWi>*^td;Z zbe@C7E}Cy?aN)a^GZIxL)gw?Y8;wWIf;K%ov{V)@O)Hc)nwk` zdOGN$X3#gphysQ;wuO@=FFcqY(BH(&AEY@P8=9N?b5ypVKdejb6ICrFc2An=Q>7{& zJZzrZy7No}>2%IPNuI{j+EJF{r+;edtvRG6N5=3)=IoR_a_!leAP4khgiyn1@#@uG z7bM`Fc=lbC2^UTU2rb5j4z;is{)_88bqn(rkGDlCPeM%xfyS+IB7H$OMgrxZVJ?u56QWIE(~M!xyHWlDhdY^m8}>} zIsMjN14|^fRJZI5$s;KzB&|Q9NAt%Yr71nSRr~}!M3gl}e6@@HC+#E;0CbZncIiOZ!IkT5 zK)3VUN{T6j6~bxRKHV{{g0YgyGtfQQWGx_nf})!7_fU=g9#Fo*dU(>Ls+ba6QV9rS z6hVYS7f=JVcQVT~KdnD#4$^1b6Nvsq`RJ^@^uRJ;$l~Yj>jiq?Hu**1)`mtJu3d~L zK-ACaUxpP4h7+pX+Nm4CyJ@$00i18>xKq3|gmloh!ZCXL){P6kiBzZ!2zQB-K$n9l zp>yW*F(Bt7B04@X8_yFH7AayVq`iY?{M7w%|FI_-eL=D?vM1rl+k#m*B@m;tIf!;x zIvzb;E7=}JG(oQH=}F;c;aei9D@E9I1$GNCTX~ZU+UXMg0b}-s15?Q5c&g~z`3Co8 zKKqLk7J4w2Bc{R_(N}@}@H-tj1lB z+5(Q~BCN5IA7-@0w2ejq3hbAoM*Gx^Th0*qE=x2En|>;T=U3X7p#It^sXblb3r5>8 zf35Jom^5+Z*i06Ho04z&;1)7Sd-54fqi3Y&@Ay`nXJ*DdN1trqrW`u_&ahq<0yo!MN7VW}f@uhoCG|sd% zd{c$DCf^#>Q*wnUcYjkJiq5X8IQ*z&c?(4pEpF*j0aPdOtPy~MU^M%0p_ThGWdLCZAA-i4^^`CyAM4|}FYW+;2tAF(M%*&B$m_XxAANvFTcY~?}` znB0I;8^Vuz-8(xXNCc8*!5Z3UKkcP;@TK%wS!>&D`^GH#z1?=(?{$=C2LdR{=0IE?xX6Ww4^><*pe#J&NWmy zE6lim_)A|yX5+lZp1JVyh<~9PsYe5s&eo~h`}ZZ1^{7rJ#oO?@7H9*XaKTpT19qZo^h*@I6xr>wc?;}s79H|R(mZf%z(L(w=2Sab{~n*_ z@@GF#LI=f;BeZNczn9h#?WLLK%>4D-7ZWE_C|x^Bw|A8@=T^l0pzHY;Qo>i$v?-t~ zJkL=b&k#TuoryS@@fn+)ntDVANJ^uL)%xA?tIQ zjba@qFOqLb7xqb@Wry^(w=izqXI*cLkNBMjh6bf;ck6PGEv1`)lxu{|;i?1E5Z=~~ z>us&+OwT)p2i_EANq=V$g6Ox2cD7#k>~LxCb({+O4d54=H8H=WH!-3O9jtjFD&=aK zui%ZGh%SKdxUUUi*lh{m>Pw*CNmBR0jfLRrX@K(S^GX^$rJHI%Zz^Fv>fVUonl8gC ziLj_12YIr%!Ik9xNv8qTIk8G*M$Y!6ew)d|xc;SV3ZhH>`hu#g=X!H9e=O1xwuq$Fdp0mO&-sQuv91im4f=wYf&#$ z@zf1)2RxfS(}9@J6kWOp`_oh$&7KsO*P=&}uIFQWWMPBE>-zRRvu};gsv@0qHW>8M z?n3V*6oeYQLRMTmrUc|r=cL82G2m=t(L2xc??uTnHQ0#sj_;G)mfCb-t7m%TlYC$; zkU-Q0y|&>KUKh>Or7wDQt^ zt_(@d2e8Cq400)b0)VhH1$9~7Ph}NGafUlh>z}Y~Kt33s;-C-F<&>_T7k2aIYYi5D zCF)f4UQV2$yyojdkgcU}6YbAlG}ASd|HHv&u3SxiL{OzG6|Z2*Fd=3*}Q z$M+KIM8XtOXxT6N+FPRYrW{0bjl?$(Tm}@mFLVrw-1b)~T^Y}R)?^inb@n7_n@^u= zNh~2FyE%!_8_}Z#&{({fl?Xk%c|CNB!p{PtODxA?u3>C6o%-p7z!jDCfDSQZwxzbp zeal12@tdur+V%DqrSdkLPt}GO3;iqQob0y?r~s5(akAe?i6BV-evFp9|2Zuo=7&N` z;n-93u;7FY?}%$B(>Fs@V!t0vycGEdjSNN=x)VF~O$gQK9nE|3)-1#hcxByk!6&du zBX+1;*5xV0x}(m%5CiTdhMP#41Eb|X9$|q6N5hTty&&9}##tR(MHIfmY=1nK1mZfl zh03$TRJkoGcR2cnW@Xec7u=yaK|w^W?mD25!w2a!XL%$KYgN%*D99ZCp#B!SQA~Xh za6EVZ=RQDtg2bj$qI&GASKXe%nf+h}8T-`)5e&g%W~KPrx&+4z^T##S#1^&8BUJal z*=qHJZa0lF@jHHZcoN6&uGc(Ph)Mus32LQmx1B!>XDBWSawRQxe}Mx(SyUyVK-PL^ zlr_s&Y7=9}S1i^LC?D&B^pEksnA$DC>iC#H99=73A;MP3HLDT`Sf)pnUeZh2{^;h1SAN z(KKF=12t{FqK74-!_T66U2?>cb$V)e7~2u`w!KfjiA^|{2iUC5g?*bO29i0*Cyp}g zTz|!pTV3~CD){k?K5~x_XtlGlWXX<)sh&-vCF|Px{_BWI6li^sUa4v|=@T#Ou~WbC zwKp>1cqS4v7jH$;jy?|+_l}XKI0l?kU`+gU$mkBl!U-ZM(~UA_q3iT7d4y1Fs$Eb( zkB?ES@(&cV!9@Q-{EqcsO81idR44S5 z`bV~a9GO;(Iw_?Sdz0SPXglM%f#Md{_QTK>Xs}hXRzeN4HPL(^*a~!$e1NS~s2S>= zIPZ}}&-YbSX4g0pl6Sqr*N8P$x*t#L!|v4JVQpi|iH9QKD^7X0@N(~9KHOk)bvKahx;yJCIOY}w*50S&A8W! zi+e;LD0InpaLjQM2ggc=Z(t=XEzY1gc6o)%TFiRU4gnlH*;&Vrc~%zLEV`FXq@Z5_ z_Y0JzkDa!P#=fI(lEt9f5{745>)2#{S61w1sE2$S7Svkn~}7w zXi-CK^4MeO7wF1Z&M0N{)6v|V271y;DSLcXh}Wb)^)EONf;lIC-ToUEVr4AWNU6>& zcg@he3TgAX03wd`&)cVFo_p6l&m@*ww`en^o-oUN^VJhc+h|Wp=4ykK znO1Bj`Dl>u$R@jNDfPh7D>AHSi}z$xHd%-+NCB1B)vg6S7*!MMhkZ=F{gMBNlB0Yk z`qY4q_GgbTt+mu6^-ScU)MH8i6zTGVC?}G)p~g#3XyIQNUl0-Clq$YkA&TW+Kmi}k zfnx=H^-b&;q%r=$Oj09JY$&b25CM_bW%pC0z5s4q<;Vn5FHj>bo2&QIIwNCS8*)42 zgd%$mwDY{J-Wyz>fdYM_bj%OR`Yw7kC4l*@zIyUm65#UqD{-{Es=b)iE%;Ok&4*_e z9)@>ECu@Ox__GuZtSug7?m)WGj5=ZpOWs{EdC&P+OTN&#IhNucqfO-H8G6;q&p?WhWRZ|W|=1pwWyr)UAdRFZAK%+8YU83Qiv&$#1! zd4>SZ13I?u$^SB24Md#&C&sen#<@mfh#z5A6NSZiB=s`r(OvaCiA z)gqGe05Ja=0f0`~6m@S%U|{!CEHZQ5Vrcd0MKU?fWe zzf!t1FQuZEETPg>FXvW8`*l*QJ88+`3xH?P-~YLw*wA=C@f-F_DfJmU3TJDcF5JL6 zkqo&Zh|-Pgi2RKKzUOP zzLS|G-CSHn&tr%Z5w925EyU;)+6#5GvC2yUz1tj@N?!&*di3*dQOC*b7DoYt5QVA^ZG49-_jd4 zp=o#-w1>3m-ks650p7jUU0)BhRe5^-DD7hezeD?dF51)fuulREK{fq+I56d1A74Fe?oMoY+*Wx%^WsVfK^%k_3_+tA--%F~lQC01Vg6P2 zPNQ;B;HrBy8R7em7>9tEpX0j>4^sh|I^d}a-P*+NmDCpCq!s&pp2BWSNDix<|89}! z4>Vt~c#%SBBTYWy2nxWn^FmDd3EPNqZ4&sx) zlTYnc=D4d-hG^>?7)l7O6zqt$#GBUXuE3=A{gdkql{^Uz(0V^*di;l`gNjgVuo=L1 z#iqZ$H#aiVa?qq|)meixo2sO$CT#A1(R91-dVgwt1HXwWH6Xa6%Fg| z+jjmRY)=2R1STfbfMKm5R=H53M>@SuOO>+-k2UA8!?Ov(=)M73iaZ=2sRAnBJtCwC zLVz7Vnn5q#Ue7{Q`Z_Fy{@7p>$>^LE%hmR~4k9&&|G37Tvqbb8VBt1snSl23Mfu)a zBGfV)UH%fM z%jOfMSeFUWMNl7JWzFhU(1+Jm15x_dRI~vCiWE%jO&5^^Q9{Dv>qIO_wB@^-s19) zqK|!EE}jeXpRBokcL{)(b)F~NZ}XCqmBmV8+4h8QM~7g>eu~59-7K%A71abK!<#ZN z_7+SOU7$$wQyx7SoHhnzE4uaX z8yt8uU8=yIxTYLQ89=K2%J0CO@Ue64ljdhGVRoIQJ>sbY`8X3JHv}}RUAm?H-p@OUaZG^Zd*#_tnK55LRKYxy$HK#(oG}^D z2L61y`0U)*C!W0tCAF2&PNJnew8g*W-A=Ht;hO$LZwNnZ$HizgqOtGLVsZ-w-6VRe zmxyyiFlgAB1XEg=4OCPCd1sO39$7C3Z2TNJvtRgxcABSkW=(tQtfyi(EJ&h}$9tuU z+S5EAbbd~kF55*K9c=BZ%B zEc}6e3jfUu@|=VyprWpQb2iKZV` z&Cj0d)!%MYQ#GC>eW-(xImKmz40&B$c&`NbF`MT<_wI0sKz%SSt)Q*vIbOFKc#|gb zc87+9kj<2?Gh4e#w~{hcvBy!H1^QTIZny@`1iBJ>$C@;?DZG`T(>5-^(l6Mmf@T*` zTaroW8wCP8aq$ph^~uE4Uc2XULvK{-k5xH-mQ@O;XxV1g*^ZGU83GBhzEf`xbfEhk zj7#02xxtqDvV_m7PajCv3Gyf^zL>3f=w|yeeWsD!%KyPDF4$9|edB2js5Ch9xmeHo z(a+A3o52I@3np|5vGfJE4Xm@x29P2X5}>Kf+;7pZG8M0w!5@Xu60F|^p27w-QfB3Q z19e!r5~C$(tbE2R<4wZaZg+yxBLV`TA@N!A_^f zX;t&C6UCGJ_uOE@rE>pGak2nFmwE9cQU$z?M-rG18XG}OU+-GA#Lq_>G_+QEdc#W# z;2RW@X$kb}{BZN0kq^qFeL}`8^fsEq4(eTMTTc=Df=u*4+UWsk3tIgHhi4KXyfb1}V8-d3AOn0UVzO%4(9fpJ2ll?J{qr$=n@Jh-;0A zLqh|Q%}iaBbT1YXzz;G^po&SyV_&#N9KrdGPXr}EF8vl`%!*}190yzR0{*AWl&}E% zIj@Vt_ALCB;n(O9=|^42$3xpYQ@|Fv*#SMOt=gTWinP5rFR;(=sRL5E#1|9S^#|Dk z#LFUxmi>?QOKYn<2S-vUE+_#qrbVs+wN-x&ur|e_ox#O=%a;-a6vPz?wCYdOWXhhW z?DtCAQMQ@XS!cEsAoQ}POutV7Hm4(HNjUneB;c!yK7icHc!$q96^VbFKj?fw>O2I^ zOzd{>F7KSNYEln8NzXCx&gNex`lJ6s()kC?VcDPLxl+~I&GI>~g`Tn| zuJd1r9babG!#OeJkHy6SdmezT^HX=Ov|r*8N<6v5#E`BXVBU1@*?-*I{41OT`?o=& zEBSSq-;pC+3B!f;S99T60ATeFi?bBTr?#rqm^}B5{IB9pCgN>@DQI`{w6al0*qaq4 z)Yu&{HoXrVNlvYYFi4+*#6+GuCLcl=Ob1Go!IH2HSf zvvO;qxIYvD{Micp>IW<*PT9=u0tpIvBovz+&!?P*EiTY;aQ5DQQ}q;ZL=ODTk1ELkjtruQ$S_tyB>OgbJHS(A^*;GGY;rut4mfzt zQMTD}Y4vFG0TdRaF!rqN-hDT)Ms@^&^RegX{jZmfcObuuB+@@J@4>!PAe#HeUGL1M zf(#wf>9hK5f#O)VtH9_&5$&RI@sbPm-8Mrc?| zZ`6aK2@`zI(6aYiWuGE1(^Cate5!jJGQiHWXQQ*jNv<$5NAOjhRyKZ8gOUoG!nrIO z%0A7cQ=W|kwIqK=cS>_QbLRZ@3{>sWm8DeR$7Sdo{F4ru~AT4K%y4 zY4nJ|dbOPdF#_GM{HVL5vnc@d9aM_?ekSR9pj-$u#pk89nwil6J^T}7(Gaj_-?Oas z7TKjTnuUB!y~Q%6>q{0&!k$HF0Ktat(%tpb;oqW55ou?N{uzT3S<_zFnpB~`|Pl%!I*x1q5toWzcEOCeYYHqEu{s?m%Rhm2O0-pQoR1>q@U~4$1mr}KQ9Q!2s(B){2_Vj!FwD@QRiff?A!Pz9i zN8GtGA+`FnR|JVOngU9$5_a=%E1pboAmPkl&`bF7k5Jtlvg=mK1mi-Yy;~v{?my}C z{T^`Mg~U{?sYH7JrpS%*S#^B&KJxvCV%AvxGd%l+QM1K9VnkI84sqB7_Aam7!UHed z`RUpI3q?lGh?=z3v7~&`#%M%Fu%_z4)0`tG111d=woEgIwyox_&jXgWgSS<3?DL$N z;1s5w7*Y>2Z4D0y7U^jT?QcAx3{45B6DRLXAbeqt4vQ9 zkI_TmWP@$yA|U6!Cd1}%g3i`MBoCm5V~K+PL64XrtRpxfYvc3@1#Z~Kh%Q?9yJ~Xp zIA*ah%+7A!7)BIV;MudYR`r^PSX(xr75Eon`l){C@z%7Si!$mOok*IM($kRbH1XqwFWYFgJ%1l}MBV?O|BI@_x?d0*h=pVoVsVxPvrCE&v4wHBZ z9JY`HjifVPzWb(lSr$gVbf!~N|AKKV+O!a+t>K=XZu-Xi>ljjL7X+Q{?I%ZExE!ry zZ83G&y6T7jEQ^R=RCb1O{Qi+WBkw%j_?CX+i#w9MfH899UEZ))<2w@^MDBj2jd|ti zwtIP8^yKu1$%hSFZQgi!nwxh;UFs;PN1RssR&{Lm&uMxr8cXy2ulp%}%3K~?x@C@m z*H~GiK+_U=Zn$VK-O+PwH32`vn_X-jdx{@(NLhWg|9=p7+u7?zMo5f3c zI$9c&j__>0NGU0~W-(`WUtycUzt0b!%}+f<>revvE0PYsO0=B6(W9MV@mPU`Mf3jH-?^{<0qc2Q&9?pw62gq-+^j`N*qq^&6ra8fp~1 zGDC8*X1<8LDB*|<67a!w|0!}n`Yet=Ep>Hq|NB z0(?N$*15aRBuP`=D(dI`gn!1WT-E0ZXqg?!!V4?Xbbk2p%1kQwbAd~y*TYQFyq6N_vagQ5) zz{RxOYhyowqcGb;&Dl3znxG1^eEmHExB)nA5wcIS{2AelCv>F|O>wrUT}ZvYGp47M zl%}yZwQrsDZRwV-xUdW&{NPvbgp-H(g*^=?4tMZn2o%V``k9W zX<9w;U%#mPB%oK9M7*v|$f$PanlQT7mVyoy{txOt#XpNPr8 z$!_;OPZ1p|Fgn<5I6-=;>pD%nnrg;^>p)6 zmuu&W8gCNQf9u7=we;cuBmh;iob;6VPjF77zWsTJ?GK>!fvcg55@YK>^1EFl1Q!+-SFzv zq%lqBjxeP*5{V|x1itfUzXL$J!E9cCdv#R)#hYgc0B$r9i7yLw$|(u@8qls3y4r-r z$&dgfATXeB2Giyfyy_=J8+p?97{3M{87C0==>5YHVXLuJg8oYTo7v)8y;K=`XTxjgNUUJxad7f7*Zn){E&p z9jyy{fa&o(z_zY6y9MJ2m&xj@tL~KBH^h2m9Em5ito%)J1sCt+%4qKBIyHSHfo*?? zE&xzKmAnQBv$qN^Z)u+s8n9fL{&F;O2)%t<1=EP=SCsjSPj(k5VMm>-Z$XMIGQ+(_ z^k5?Btptb*ymj$;h08__0;*EgCD^1r+5LxTA*hqLBHKPy8+6{T{FF$@tz_E~Q`&rh5%Xe$Wf0cIfg_~j2IYDutziulmaj2*(-3*P zrC9CFyhiPuLf?TI(_fi8Q6;DV*xtmi%os+}#d2K`-L1QsDt)4U#^uz~Cj(HG*1~)I z{jw0Kdg|IN{kQWx$(9_%nLp@t>e`0b=?M)D#7&ywqlVIqdh!fvMqLy+u=Y{nHHN5j zB!C$`Ufq5ZmJxCj=nGvmi$;?ciDqv=`Pi}sxN~1;-L8Ly5bqrWhnqYJuAZ!YT;qH4 zLLLsT8gAYG<-yGqc``3gzGK>S;^_1hysA-IH`B*{baN|Gi6^H-_(F~C&xc;!3p2L3 zy(~viy|KI@7G|fFzNc?9(cdT*4e!;-UTKwR>vm`eFd*$VZHFK81|SG`z}Rc!CW^Xm zm3t0M-QIqjI3-lbn?c+yJ;8n8kvNPD;Afu$T*=vyyNQU}ZtH;?ymZFKXXe?J`~HBY zka=WcIA|h)afg#koFp|eF{7Mys3Z5Uk*9phCh}LK$&*5?_%1y@a7<3Gu zr+NT~_S5f;Ysw@=1Yn*%F_^r8jIXzCy)01|I#aCbmJhl*5M4Q?8rpv|1o51}LB~)|XTIZV@p21e%Q4P2?4(+C< z&><1Cvp?TCN|v+|Jm`@JAkho5yw?86djBo4`UGGC_kg@=T#{j`rjuFhvy<_9p}GT(=B97vJzjEZ72aX2iW(jTa~Ws0N+4x?Y{TOb zp%PE9rbr;4)<^B&$K-s{FUuFV4jQc(JXht-4{}vO?d<>wDm_nQbqCr*o-{&!|*?ME?C;Hobw9esocm2WO zpjdcA>Zj|P>|h)q(*v@c1A9aAMbGNY}VqT;Lwx7(*>3CxS!)w=KL6nXc8|FIId~$qMzjT zJ9uZ>NkM4jwZd3acQf+w`Gz~r*4TK+!wxXv0yC3YwSIOMnhsL8yQG9<}|pB?6q zespW@TU806w^9*6T}{H|@i;*F#OxAU*;KO?o-otwf&zq3hxl_CT2zXSPH=r#y0Sih zPbCqkk?Zt;&K~9?(lvcV&HFXH0GmC5E3)-Qk;0m3#~@o+>d&}MLD5cXq)WyTXk~sJ zAl&4zyom3(GV?o?O9-~XND8<>j-K~)Vf})n&V(=HLjOY#(K1+Is(9Q?pJ2Sx;sAgz zJ>fJ4WPwe?(gp#EQ(UuGB~mi=#wsrkX`RBgOddF%6(5>gR5@h@*FOyty#pkaOA{Nqm?-)!YG;8d7uVd|NTkYu zQ_A z4v7z>rU)w+gBsqvBMlA2HZfk2w^B^?fYxe15-|P9bpPu+$a{YMM!8w(G2uj0Q7jRz zb$COo{)KI`V`uG!{J>WWiR6==^KsEQC~gbURQ8gIgdsbS!eu!@ou-pO0WZDD zbPs`M^?5^BW(}P9!lihfH>rdhn+R$|k2kn#zkC;chwnHB;;Y0#6g~}HcMhHIP!qkfs`B89#b;_IK{*?W#>IfbvDnhZ;`4MCfw*Cw+EX3}IMNga^Nwf}YQ+v({ZpfOgB;1}i&UQ*)Ce z3>~V=SkBz8HGymq|4XO{gM8=9h~J>rHf}QRMa0_rV2J?GFA8wswBDK}aM5`sEfjp1 zrI2m-J4_aG`bXqi1&E5|3jEfaRk12L+h1r7P|hEj^S^(`eIm$cscm*IP$%kX++?>d z{qwAB>8E{R1H(RbWZ&*@*KEi$0(<}1iQlx|-3FKC_Hxq-yksmQS4(?9P^~{AbMDH6 zs?aH{%o?t>DtDkcSJ+QqIJNW@QG!s$(7k!(?OuG`vN@n59*5HG&-08~Jb*?MV=n1x6XfoOLE;2}0lxs!R~!A( zp_CGc{VjrO76Pl2Twyj(GHU}dUwTE2n;iRY-a$@bOY;D|BUOc@Gr~}a0GA7~`jk+^ zQ*%+9Bp|A|;A4Ze5$BS$YyED>0y|U}S(? zioAXaMsr}76-bXbu38Rvve1jM{78B?g?KarxZIGPA6cDSIg^`d|E|wJN^W#4=8p!J zW@i&v&lrm)QUVow zHDfN?QJUzHwFy$f(;r2rp!b#%e*PEIDu5?VRb6$SaR1wAE6B|El_mH-6o0^t+<$~a zRCOCPy3%j#BewC;=77X}OA4BpH+sIyn4rz97cahtt1Y9B5_8>WYg@4y3{D-@u)66N z!D~AB_t1w`l0z3GFkC=#`AlJKMMl|*23QPXBX7DesCh2)^$S02I|F*BX>qja&re*l z{X7@40|^lAWK`Muk}}7D8Ae{nld#>sOzoP|l`&to)^ZmrXqS1stiC($c8G)Z&>RzHH@8T>Nms0(T04#w&@Y zBTR2l-^y8PLM&)%O1_n<;TX=>6U4=)&<@#%5ND{uZ zhzO^gqPk%0D8gjzWz^HB&}-`cB1Pf@+>Kx1+Z)O7@@Jde4b_My@lA zaFk{|aO83wYI>m}r_QU2MhO&{YmC-sB}Qh0#K^RV#|gVoPKvWzDlAKS2lN09l!2f9 zBrS1J-gI(0X5Sw;2C=GH3eAaBZU2n>pmcFG*C-SE3^Kq~6tzjIQr@sl7QKs=)j=OP zVG)xsyCF?AcA(+hfK+23rvpa8OBgTm_%B9VV1gsv@z{YO1$tnz{`YtaCV8MC7EN~V zd@~#N94Oqtx@VUhjmGRRwoIc1*|}l-KBYe*ckHF32NUSJv-7qJJPQDdT%Zyj;3>H9 zorTDlNJX=$0%7Se2~1<`pa@p&Xo77&kjcP}M&58r;&#$)L@zRMvfGU!uzw`o=g4P# zy|{ji>*y~%(1(Na#HZ3N#ZE@ciLE-}r|7lQy=Iw%Z0Z%$d)Wk0V!8g`3t5H3S!HpM zh^=lFTs}QEhS=R&p0z7tSb5e}se#r23iZHu{m>_YYV3BUi=7Jy^*P!S0OicqlDQ|G zzK||1V69`NTuA2UOPq}?O)Njp+wL7a(LUM_I(lm1i@B!~y9+vcAts9lfaWhTgxjBL zl4QpfE&YNv&|knj2~oTOt0qxn1hg$z(C%%A(wSdyt+@y?`0IPGJ;fS`^YmFkhME3E zY__!LJnSOu6HD__Ld6;B;CFCJT3gHbx-)DJ9PiJmR`gfaZX3O*l{D^!3tfTNCX8-x zXoX6asElgUQ^^e2dP-y5qTl;$ZVSJ_B|2&QIaTsa@$ORyY{;|1w%lw_JwKoDpFu|Y zX=;&lfwakQth>ayJ!JY39@VImEGO3O;x`G%E6$8ftnAO1wp`}^4O!);mw8^Z{rP#?>k5p9pt;if(hwY-E;Qy%RoHfy?i!B2DQHwe@eY@FFqDZpz zf^mf+sA01KZmZ{lDWpk2KRfqT+1viciAe<22VPP}g73`%?UUS!_S2kTv(`us4J$y4 zc$}Ce`wV4lX~fI`8R*U-uuWji^bN$kH@du3ZHi!*^ODH}C$U5l&oJ10Rp{pC8ch!M z!8Zhx8;?1x{$(MH7NDHi;W`sgB5b;pTVcdjb0`6Oht8*LAfF@lZ^W!0#UbXDjyw1C zz%>dP)#FC$yUexc{+NrUzo9+~DfF6iR)C^0garnT8PA+5HzzKgJH94kWyL^M5i_7p zv3@)jMhP`KD4e;!I*MNjlrGLLNKQ`ebA~Pvo98k^=5T|Hu?E=&6=H`qleq4|H`&$b zpnD#UmKMUZbfVQM+Eesn#=^*>#)#4Meoxl;+n41aKsWOEcR$vCkdk8F5*E-O)>&d# z?EWTdKS8FbAWwJniN@5FmYgb5H`t%Rg7u>YtNGWUyYH$?TxV6sFgu01HXE5^yhO$e z^segt95ZLLo*w+DTu}d95hu7WH)8byrM;R4$y|>myRL5bzsn5|A>Kn*T3I4FC|!nt zF0^0sqgzN$-8Q)OCN~`o)FV@4=fNqf@=CauoV-Hd1WP@1mGD|##?3LjgfRUWue`=2 zVAcdH)6*VKK8FafRxi9o7QOAJfJ>*Y=U&% zwJ8-4nFJJoe{gBnmQC2TgH&~I&}~xJKlugbPZ>F|dYjyt_#VodC4eT+lBcCBC#$J^ zBu1ByC`!XD9h}rG;rIi2{HvcR1PvAd0&|1!G47plnRPb{SbT7yHfS~xOWTbDL$k-#z^mlwH2Gjf|I-HWrKI6l%n*p6Os2~DY<&lQUhPsqFHUo{{FVlnB?9pJe z+_UN(jx#L?Bhg0k$QMMO*4iO2HPZdX5eX>SwW7`XwXJ`ZkmbJb-J|DjLvPh?I*G1RZK)RE>zbSp_ zwvd2(0|&9+py?PdQl+TGkA_q3qw^rTo^^LDdUQX~UaN%0^xxLer% z6Q+{-Sx31M8+6lO8M1Cz#FBrotS10Ue4nY!%9Bvz#L4OyYqWVKl(y-TI*zt07eIB~ z$B|P-eY}Qf9|wuNwLc&JlC@Bb6+8X%W)SVYXb#w3t|$vzz<^1D@++rm-f$sfga05AR0qgG||@^ zEQSMDrn0-5Q>I+OL$=+NKD*xhb|<@?T}yZ`9>$d~f;KJnsQ`|W51=aY1XpBxGg`ZCGoM7*nZXF8rb?^ios>%e)*Heg@aPJlO3U+^`9t?3#oW+V?b|DRklxe z?1h$xaQ*YZj&_fPMD${37W}`bFsmb&-|Vz|9|m+kdlrz>+vMM#|3TXW57Mo!Z_XXL7O6PEf&$1C zXWRCFh$!kg!tAws-rrMY9!lE`1+$#@c)E8q&ICjcDQMF6E%j;nB03)DSWu- zL>Yc-6^mY5tWM$AS2+YOxQ6(klyYKO^(+}L$W9Xr#^>7L?5?5%+RU#hN!h&@?hU^H zCD(moNX-So6)crQiOrPg?Crl8b40RW{`Q@8eCptw7OeMs!0zD8Dar03OT5}!2Xuww zi}xE3AisO@_V~$~M>fT~5tF;t=FzFwr9QU2^9)NzvtZ1ytRDU?UksXg`bC{TG@hR- zrOU7}T5!{4^MT!sRvO;|sr%CRI#17ka703URmTU5+n+=9l3VT$E0J3?a%R}@Iitl# zf7!PrWRYsze&0JaYY&c?_4cXy?h<9w#cR&@yqKpR_r>7N+^d&1hpBwb>gc)~Y|+%$ z@0Sx5;jX}P-jV5iku@>h!%n0qZR*L0aI$d0`>g50JnoCq?sGb4C52-ppEbmmO|h}R zrh*HTlkf-AP3K>3j$CtD4*w8+aI-}^KRAcyFgr8L@Iydwj{WvS^AXyNvqGAJqlgC~ zrO6--W!{V4z1yQSx8gcJp{*@-7k5;6oyNU-x(|QNBc-FP%OqH?ag_u{-Oir$0{nML zsxPj+Uihx5f7W8=?2bW_Z81?{UnzF6dzYc4&vADPujQaNGPZ%8S*k z>gExo(V9lB+_MXtaC0lW>6z~|duIk(Kq~zqSzKRtx_~+G1A>*nx z9LK{_KdWe4<%HTRn&EIn^TTZeSfpJO8A zX0tJJcAwS6GuiDgJtc^Amhj$ots1fKfY9^oySf;X|AkB!Bxq)(!$i2!^jseINf{*% zak?d;?Amnx#bL0&QM7r&KHZd-J)1HKZ7E2K;O3hn?|0ji4#k2~{T)fpHnewoXLj&P z($1<)1-Mk9lEjFll%+Q9zjuFFeffHLpw2G3CGY$9`O7-)G_+d2vBJ0gtNSA5A13MG zGjUsq_+BqRdgtuRB^_n>x0?GXSsNQ7!T>LOB)1dKwR4hqyFqIIx4T2oz2avDY3#Yq zfeMrxZhs>_*Tj9FT|4iV>5Wv}#`&D7&ydwF&S|S*d<#ox!^x}a7fcn~T@dRl_q{R+i zX`85FF-j=giCDY9m-BZX`d8UIyU6!;M7&|PU1UPPnS~W}Uf%Z!W*;(lOxE}Nx+c8y z(=)+yYvDDRyXYPKs6+=JF6gr-s;s`DvYhd*M9pjiy;= zc73o-wdudR#1{Wpb}2P1{L*gx??^oicDE(2kia<{xjb6q+cjZ-DF8`ZuaJt&pkIB~ z>H}+bsuQg_L9hw){^5l{zVIvO=kI+;0s_WbN{gA&*Hh+;-uX1G9rhL`BB;%KD44U* zHB53lzL_CpHe&r=gp<>9b3_5j|Mu)pUb;@)*nFDTw|I5zjB!r3t~g+`mOOIE0O`i0 zG62pjA3u)srpKY$U@$v!VGG%ht)&9FRU!IosH`eJ%TH$aofJzq#yXhLG__y5T z5!+i5iusRDzg`VXPi#)b3>g={3J%IeKQ1o%jZ1*RgYfJV^yU6>0qS!yZrskv*nVXM zr>8;Im>QP*Y9TI{);dsH&*#s=Q6-L#qM?0S1zN-i!81Z1)L>Pb7mu|p!z|!9Hx*u|l z#^IW-1Z{@xN8t#Z;o0Vxpk_5?;VXhZAVouE6ltxzr|KNpAMUYD;8rP@bgqm&K!}f4-NHJgCHv0u9Y34!j)$1!a!&>JqS{#r2)r}X2Ln)yv31XJt zwu?FpU!qLttKajUfNLrGU%JPT!OiwT;ihv9%EfzUtC-C)uDFz`Dho@x&cE|!OPHG9 zF3u&=S4DhOOt*yMO?f`+5yKukKdtT6-gequmi;krda^WZyJ#FjBSpeHdsAM_@g1Ap zUu1Xho1Hk$BPwaW4R;zvh zXNJQ}clbSdEeC}q&^V)I3UuxN5xVl<(R z*gz0tl>>l91;=r*q%`75xRzpx#da)J8X4 z7_E=Ncsct*wG@6XV#p}OdZ}+5&OUWn7-fYddO*WNUB$|6WuJ7Mv?}W)j$x=v(7}%} zu*Y@>JXYmTsUg*kcTl&0Zz7&>euuv+je;v-5@W+MT3UU&k`9=AckFH*XH`%^y@?5` zf%aG8&fh-#Q@u{dmGh7&Rx6QHO@p5zd->SGmI&#DAnPL-jfr(`F}R4}I`VrD(^Q35 z)Zc%;Fmx*~z6TmiGxrV_GcR~O<|}N-vp$V$BNv8HL$)KDFkLrd_Ufc<4cr+DCd4$PF5_%X zqbu-WPTa+`va{IYBg&YZ-Y_yHoc|vw0^GO#T|L2u^V*12zCWRhy;v!)zG?&EqBIdz zPGUf$axvbS;3L3Y{i!}}#7P<46sUQ*S|9f^5eGgjqC9@g43>{*tvu{B!OU%BHNTbz2|8rhHig`}b`H3!R!5b!gO8Ew}bUaBBlZ(`^*;`AxsP zR?h*M+nP+@V-4+pie5O*v?TQOHXJYl2~N7woqL?F3LaJEkc?&nPRW^X_;P4GFMYO#1=-w4%&2%| z!A$`uq*ARg61U#g-Gn>GzegFqLbET@bNY&^qPAXM&uw*e5^0&m0`HzTov@<0L+>tJ z@WI1~;6~4~+Nr@)CP1~M?dP?9=H^|D>zas6vorH>@MPEC#?OLT2k9}n5TtvO;3`V!JT5>q+*E9n-{pgxib5{7Pr7*%e#1T!f!)mO{V0|fVI|n*>UMeN;>~T@h@(ZcleFo>F0(buI zsQUhEsMs=FqNc;M0NBa&NGqy$qtq;j?0mwbC&Acr^b!$x$V7-DJ7KvrZtfJQ#3*@) z(-4&usD~+{K~i?1=*=fQVX{H<;pj6>6saHdqzfzKy?}<0mlQQ<7}_u0cl+ ztm;xVmc}yY^!7ZBc$iw5jT+YO#UhaWmvZVYT~6mgBZXgIOwQiVIgtkDbGD$uid+#^9cydB5^9N!AOJ&BUy6_$q`e=T3fci+`m;yH* z`OF-m5=)39q_i&Z4%Ac>ji*9?IOvucJX}_NJOQF+Yutg_2r@p!f;EZ#0va3%9DM}y zC7frZX22fa5PwWusw6liz16xcDV&9%ooPjG=Y)nO5;p!ZTr zK%LAbFXzOOm#euoWi_&4uC)6euNH>pU?&{lb<h%BF;Xsf zu9j7a=}9=@+v{KfAjT?CzLA|YmkLuSB5wnNisA-jB#zBNQvfYUK7`zQ>S_te{Q zkKxN60S+`W1bE!d-L6dH$f_*M!;RtvouLNKVVPlIy3QdL(qAli;z&mJm(Z%^{5*hlO+`O>PB^ZVtd$$jYfGiDj;&)w= zff|V_KS)py4Z4nY8k9g;PB!egm=!z^g|?PJ;Df!mS^<0z=dVfpVEvdgYn^yV;B{Ue z=<)=mvpKjfZ&e`PKa9GxL)9f?KYp+#8J*)WF@0R-8E)G`X`dgtHYI|}yS(DfWRB@d zG@^R%bJFBgMQ9gbS^ALbL|8zv55h|C>mrS2aI6du-;i}2R?7}jNM>d#Qv@c)x6vBhfCGOPT>0An@XH^gw zvWun&YYkTwF2Y?#_QRoOhU*i`CR&n1)M0sFY>*xU`$#lD&FAf}{e0AV=v&FIrm9x@ zZA&UsoqT6+Ge@}gD>s*hGn9>?%bjUm7*v$ zwsw^)S)w5-N-2@FlbtrSkTNJ2rK}MNl@LXt(l$a8iY!^uqDVq3?e#nFnfE#GGc(=K z7q@+kXJSL&XGN4k%zlq>0A z03RHLt7C@b27k6M!rWy9beCJH6(B+TNOx&c_z&J3+-L5xOtq)33K>I~DZ2+L!i1k* zkN2;y{_sed5+BEVv{Z@G+HI5@yaa32G4UtnAd!{e*wvu6%RcpJ67$h5ewF;o}8nWDOE6WJ-y-~1g4CF*;cjc;hmaGD$&%n8q5h2-kVH3 zFlnQ2rA7YCYH4}$!N#?_)ljdiwZ^~Wi_#^vi{hj_JMN)LM*0ss^CX`W5=bbzbKT)> z$_WW{_YWww>h+Kyu1Bgh2&%V~WJoH`YSS|D{qZs7-eHKKg^plDJnj>=`IkF%)rnnF ziNWayF+sZp9uruh-u(|79%|A95d)!^IY2QhPuam3 zgZOUHSJ_7hM^cX>x}It{)cKCC{?#<^*cv5O`ioPQ6;^fNMr)l|pArRYG@t zTx9g^D<06kjuJKT?XvcsG6PIU2e*0!`li)Tj3>q~IPrkFZp*=5j|cpWdO`-w@pwS1 z{$*HH&<7WoKdW-JcxxULJVwQ$S~;`=KeIe21i+F4t3!5MN*K67djlGXIU@>|UY1l; z*pFG?SCO9Pke(vFqp-6pSbJ9*%(X5J#XGwe+gMDX+~Z1(P}xS`4^aQuwP8*RyUN6X zp|C+@pfv{`m{4iMExLV$UX^uA_e7p0EC)s1F3Etx_5zh}Uq~;Z#zR0`MP-g|q&KCg z+Dc@TL7uI906ZLh@y`o8Rrfd;f*l3}%cof3;VHOoxNqi4%X(~fjuNLjo}yApU?Ge7 zF9b5?2zUrTR8d619n*v;d;Cnw21EUMmhP(%i9@+op*J0?;~De$TX3Ps3XCv9tc*op!cRd9Np^iv*E+bRItr;hKNso6I@CRr!2 zc;`gXZP?`;IvlU-Oq>{llnOWsI@5Mn;(mw&u?ugcX?aXjhONCRD>%?`&d|~i9p=WKCT6uvU?}cnU#$U|cR^sej^B1KFitUXaSYa_9IC~%&2HEa@l!zAb7(Y8 z#wf#BCS?w!tfUO<4(c=Hin&pUY#Z2k^d%)`{g~G=&0BfMPzaLu7S^mh-fpX=D&h2C zT0+eAqo$N;DOByDH)Q$tFR&^ga}0;B%;&kmHGc#rhfA^to<7ToWgh5h`8)19sZ{5e ziaU(kutay;cs&+$uwDxhNI97w6aH}J5o2*k_HwpL!jUJ<@exgw`wR61Gf&dk%o9D7 z0mB^{wQ9;}4;iLPSO-8z4A>reYu{MZP*YfH&G%SNIWxM}QcNqacnCut8Xe%mc8;5F zqYPv2eujqHydTt4gYFs5@(GLO?bV2*H#r2Zd@-RI$}>16M*qHv!|8UgL&7fR1{G>D z9Mxg1HAnl@BIpvMx#kh)*N)bsoWvE8%EaZit|YI4_^m@3^3||e@EhD=hHNZ14U<2k zOMMfEN9&W#E-_I-!zi^93c5=6Ydx3}=?I@K8ae#v=1^+=BI6Zk*qXkxi~8?{oQ^H7 z{*Ob)?GdkY=CS)Asy?r4X*2T|F7lr?Q{#FiCF=}2djn5p|A-HFn#Eum_nRsRPMCTk z{3vh1LaV26HFVYBlQJ7HRC(&FX#ohaTf&7XAAUO<2C&3WoDtP+-=T~>Bl9R~f>>%i zl6(fB_hb`xi-PkOgJd7e|d4@b28GC-29;P}wE5T2e7k>)YAc_ocjK$9I|^*tjcL z+CKNzK8_baoPta6D>yPbBq zM*mj9gU0LwF^%>9{#k35+`NvF0H2z&Kfm$L{&Cl`w&={An0#Q#avSV;;}<&CmaMp_ zyUlx3)iiib`J%DR#)hWP-s@d9ReW}gHOklu!+UUTmlV^&eE%0%vjN*vb7|k!XDAFB zaC5ZmXB3GnU`D?Y33jPc4bj58?skdXiw$#fYM(#*T^!m_&?{<^s6-N&ByGC_BhW(g znwRSYOZk~5J4})AfQf-PFL^zgpEcG`G~xbH!c978E^2Et)Wv{IhP}Ysm)rD43|{Y3 z9R(Zm=?iJ|lYUf94R%plc-N+kC~G^hV@Y>6=)Gf-y2>0abUG~7uvzn9mffCstbI!PHsjLger*(H zq8!dhTVC7!&A+oM&EL!Y=hgFDi(s#j+ekp@&=K$Rx5|CQaWRpx;*s`&0pFAa*I!Zn z7qi9n_`m#_+=Glsiw8eyOd1uQ8WHjIFa-e|yDW|taK#~RD{0$HJDo0`9$E6bbuffwE3M1Yb!SdL6K?Zv z>h#wSH=Di3Mo1^OzJg6(ZV`}|^402?hIpuxyqxB8k*iLM{ltIa zWxKJtC(W2jU3N0Q2>$#&J}@t8@1+72Iw=|SIGX#9{E7j0{bt6seuQ)b6)Jlou)y`_ z?PSan<{ls<*6{A^@tQkOz!^QCzV23+TSh1s7;`UsS?LOe09t z`z8bIYPuI{Pj-_edALySn+ZmXha%+RhM2*>tZTo*)!aZr9{~@iWG|qMKG;?v_~E_1 z(b6LQk6*Q3QlW?Q5-veqKLEdO_rz(&I*%w5jB>EypL8DSP0yf?hECx)52a01tpf-G zeI>N5*I%G5y#Jkv1g^SKbne8D*RrHmrEy)RUYx>6e<%9z%QiwAy@&k;f6Rx=;5588 zQ^HtbZ+5n6TY?YF>WQx(4Gqrzr)ZLlwNPm6lcj67%+PVaF%f6{K8EkM;lpl4Rz?SN z&z%2PH%Wg_duB52tLD7w!75bI_AlBc>DOt=GO8i+7iPuogx=$dNK;8`^@p5icTATy zKEf;?>!t9~c$XUwF$Jrfch>G|b5!}+<6*N<#9TNw)FewbTkQPP&z^-+#>21^(pJ27 zZRFmTrqL_8M+c#v{8GN!i!{IfdG$zLVU)Nwv`rbZDIA1`Q}Vn8Bwh3>ta5uz}# z{fF+BXV@ekXcJbpd$J7cOcc*O#nDG8LLaw2-%I{{Xn#^v2T|xhA*xX{(Rc3um}&OD z$+0I*PE-G**p)y4X}_125qc$lZ{8cH%bP`D0-t-C<>Rw$i|*v)Tkcz~9eFv}gYx@y zx0$q+BHR|4+yKzugojQb%#z|2I4}gif7!lz98ITYeZ$#ks310{#E%g-~-DBLqnQKlc#+ z*&t!{jSoi6%E(=|-W`*uU$LD3`!kF-f%7LlUOVhBlr}+o{lN47OT79yqw)Fu;HcdZ zS3ZT|0re>f<@b-Tn^N&P^nGXbM5I{QSQ} zMDFmYf6|~+B0sLwCs@KB#XsIm)>Y7Xy!-j1y8LW2`?{kxI33J{~{N^eco3+THwpuT56#k4Kpwroq25t=Qsw#xlyG z>q}E|mUlprE*30-Q5t~-1-^|`k3V=!SNhZVSMAT-7H!`xVUG^Xo5?8L7+{dxxJ#)R z^RYWwNhFugWPI*zVr_e5vjM?o=dCj>^9MV8axXwCpMD-UM~(Xvwo$`WfGme0$~&s} zi*j*GpXqtCBqVV6TiJv4(_v)8+DvL|RqOsD;;T9hh;19cz%VRfBTHLf#WK_De57~5WXai zj+r1yB$>tCtwl3Gp%pQ#4I(UIe2j*luS`J&8Y}NmZ@bI$@-e6{nLQm>>MoGN(=bXgb@~Uh07Hq$_6;T zB<#rkn~Th|kj!0Uf|1Q>IZcw8sy6HY1DR5GJ&A0U@YnY?1CJSsMS8vaWfBW%F=2j% zyZ-};6Z?ddQcHRwF<}T9x%<5wUxa+5B3<07R@YDKYmt&x9xPC?#Wno~qdF$CiH?g_ zJcA70Jq4qJVI@P#p2(#)g3w*W^)F1@n3|#+f0$-};x>Y~mg8!HpW^@g%-OX)xlCWs zvk1LNmiHrgtwlekFhaIwGR+N;a{({PjtQ1*`>2zSr%Fs=5nrvgmd@HG{!JC#U2$1m zuadj#+OtlUt&M_b79gGSEWE|~VGpmX2EtMOb-pU{-H~^YkpEAL zurtFC8~z^p@_7{Y0ZUBFM^a0BK!A3VwX}BZ#)DiQ?w9HKSGG5(Uenf-J^tVwE+MQ~ z+V@Mru(JmjLH9u0eMH-=99Y(8j1oLt?WNx` zTWZ96(^2hec!nM(cx#)I(`N1f6hFaVl}?<0^iZ81eTfLlJ4eB)a6hJ+IKSev5OzFTi5Ex+{GmorxO!(s}kZ z749tCDD;g~sK$&iW4H@|W;NE${*3%cvnN+K$&LJK`%EGScj%6zX)*guChWnje$iMm zl1;l%AqT7I%49^aIHg47{{yi-s3IVi)Wj8I*1|G8Xe%k1p=VbNF!j{zF+s@00wrhN z6IdX5${98ga|G2K`pRI#>HA5d7s)W4+un=&iG$2*@risirV1=(-Kstb2Ami22LlXu z3Xi>(B80ZxfWa^_w{|F(Fu;zU;rIdY&TJCZ1_$Wj@Xjn`KghQxkF1svbo znZoU~C=UOrS6nyrwZm=M^C#b}3s!>jGz34al*wXjdbT9eHYuC4&G}~1I-qv9|0>!h zM10&wT>0ac>!`YysgP8I^rQOmp5FXhK62Zy`s4#LPt%8V!hZL!3om5M(u+Ie`6S zr5TloG+LRCfks0_ApgYfA!9QSB@jLwn5J3ipqT=?vjq-H*xCrxd) z7ZPvT#%yWQR^O=C+BRS&cJBY3Oo4a?JzQn)$JRIEPl_{lRU2R)J=B22vz$gyEit+2 zcsPEfRa=BhXa#98(#4y(kc(7F(gc0PMyZaH1uvEPW4LBlRLIh$mCv3x*s0^c!S=qt zEzM=dWWmef_IDa)%37t!wE0ug>80c^GNn*0NNO%OBds**ULA`phwEaPwnD{ipYLi-%@`QjQEyiMt+t@@{1G?^Nj!`1P1d{QZY%FL zQM1F3^aB0UI__HORrYQ##fh`5=cU_|vZNNeoj1phHhKvm(08^s>womhxM6S<@-B28 z;Z4_eiFJ1c$NE=Hcs_3rf+7i(R}(sFUv3?O$qR#S1(OroV;1o4^3c&_RczkAxd{6L z+4*IGVYey(w{2f~Z-({}d#pd_ID=F68;$7+BcBS0w5k@qgjim25H8G{CkmhDa-OFo zmERXXGsO(nPR4WyTvi*65hUe^?oZ~HUHjKztz)c-5Nc2TL~X9YWbcp3J+X&Beodvvblr>10X#9Dwc=HBX!vQmNr0!sA_=Ln$+?j>JO5$7^r6NJ9Ys}b#u&o%} zLC&$isWmZp5F9Do7YLA}MGx6mgBlqvJa(P^1ZuyIIz+czrv@S~OB}0P1uaI_jLu~s zEfmRQ#MoLLO_ZgI8--uhYX-IV)X!)Fn>Y}MVXwbL?0Hgu3;x(2a|`-HLZn%zM6Nt8 z2>i(PwYjlGtiWk4_>^=OnIYL>L~{AvLC(KDaOG64VD^%Px7y_S0+>SWWGoPvC9|WW ztNAim4&>kc(!syxoqtPbY4q6Rh>sjgRJTRURP*i(QN4%rlyEoWy_E0;g)J7kU0zwZ zQ~vKVYj4#K^fnx8+p?PFn9*LMZisr$J& z47Sb1`rAB&o|A1am{qX3;>_lEaD`Mqrj8WgF~BcN-1Zk?rp73$PqJ(K9^hF4T;PF)xS;?UO|Zo_+Vt$v+jD7H2+N=cKm#jfAPH+dp`xULm9{&I ziCS6TfY0eydNMr_UT<8oKo&+s`vpFHiFhCu*tu>0=zVaGmv}(t3*n;{VMcT=V%e}y z6lfdy@XvWjvbGx4HlqD*Hny=@AXEL?%NfF_xJx!%cI;2o6_mEfT*aaJL_78k&PG(! zH}U9lOGu+9qS12*-qqHR*^}>>A_%%iyVo^v8 z>uA+`&j`vsGJ}K>zU7p27;T%%4a8mKk>Gn4xW_O1B)C9FVKxnCrSoFg0raHF0)h;M znq=FE-o-uGxuzfO6BW!?{&T!)jsB#~ zX;Wh+quM_`bR~@356WJKGyW;o6u$LF$`lXg7@mR)-UMr)>s1M{C>#g9rIqSBXt7$w zjV_c9Dj#4D{AH_hGz@^iA<;z1-dLufCH~cvg#DQlVaAeiyB2%~aJ0Eh%we7l7J-`7 zBn)fNP2-Nh26lFZ;>{4{Rci4!Ft&(;-GD?_K%44v|58Thg zY36PStDW`d!72Z7Fs_rmKl{0w@uy)Jm)xzz(Ac{*;-Z@WB=!)O=)93uUX``0KNp#i zFwflaa4htemHHe6=%L~8@zl9WEhC$_dY6ZcdPt#_?Mh0ErVXJ`Jh__|u%{(d9!K$% zW?mZ073BN`lA3V#FI<=k)u5!h&Upx_c{7aT^AqjnU~4@M4AWEDE&K-IP7xt4w zz15N)3gV`L5y%NxU(C>Jul#W8qig!i1(`?AeLfFK(jEm-F5iX+dI8Bo&*01 z4hImd_ugm5(Hw`0`m7qR9;^SVqPdYh#5rFH9|>WuHJa)7AX^8rtI%ebpK1DUZF}e7 zOppHu*TLKytmj!roMBwUmQmJZ2z15Q8yUhsiHzg;5UI;aiPSeVjP8R_fZ^9e6O*$s z73d@lwOtMa9Rn_SD`@VpBV5b{W+#(LsWy1>+>6lcMAhGib~Ku3B>=$ld~Ey%e6~-3 zXXaPY9x|=ttdflTi+q~2Y|h0%f9X7zt4-a=c>P*VAqFljdu6B)c&B<*OJ#_^h^xQ9;>~G-5KaN# z0J07clPsu6sBbB4;A;1ThMAJ;-+RZ|tcMJ83d|ra{fZtLII2L#4VNS`=TF^rwWZ!| z$)Xd7+1cXKS-AjoMa<*sieS*k!QATTJqg&37dnFs2D~z)pzj1W*{Ux}35jFi&>F=) zpk#u>C^tz{yNHJBrsHn1>Wk?FuHHuh`=w`_62-Q`sD^FE1>#}Y>bXN{It(cmsdH$I zT^4f_ssy0Xyf0`h)Ff$qu3$L_<486~D??H53RpmjJ4!3960Xhxq6x2XLuS=v>^lIQ z)gP7fFWKhZU0YZEDn#dHM!e zaK3W?IGm>gJ08f+k25D(yD+!LILn~L(6%mt!&>a8IyscYQbjlE8)Y}6X$NV62 zbia+=W?WEzBSRKZB?=;-a0%u|L{!gC`7?rg{9lEm$ia$(S{9fL*Byg1hkhStQhik= zCb*OINt#~*eFFRcGHU=si)QEJv3ft|L+B?JXS_r^W|?NBLgHOeUDdLso@ za$*JwfdQKHyf(0Iw=$R?-7)~Bm4Lw6f}Dzn)Qt?d{{3H``L|>^Wq1$CM>W<#&=i1j z;n2Skg}YU`W|Gf_(qiV^T1qVq2J}s1SMFkuod>X7()uq@NGwR4BYN}!c+Uwzhpt*5 z1gYQ-1O6z^D2%c=7t~HnBBh0Sn#*TQyA+L=76n997OCP_E&|C4T?~^e)0#^V@CHQ@ z&bWHcW+BWUfWe7AXoa+m=pm46BC6@+{MNQP^I_92eo*D?X;wp zpSAq_GY`US1hMog7_6NxvV_<5fN5#Ye0p$1ts`b{&kXH@N{*vP4@D|qQc*K~wa{1y zkI~nlS>H7`UvQhq>ns~7E*nSB>S3hmq3dF*=rsmr#YFGNDd94RMiYm1h8TK0Hz{*S zNOyz_Oe(p)p9?Sgbvw&C)dMF}dc|_eSPeXuT@gE(7&`j9&AS zhxTsGx~5uLYp#b_)DNoUUzgDxHYpOMN*d&QDq}XYK%@`qk9BRdc4IGqskZ+Z;EkoZ z%zczvme2h(9I7Q9bZKI9m5pCVmU109-IW%TKC}={iE>Pey*i0mZLeSa9ff}B@th#1 z@pi&?DAhy^A>0>r*19i{&X*2NxTTbYz?JEi3r>hR-DB|PPc3dKULkaJzxiTgOzGHh zA!jiE+kv7T2=_S=#36CwNv8{#`Knvq7uGdBoz+$N9(1<&wMy$^zMFNA=m!vL_McUs z+8>>MM+n0`KvE+#0iJ2g~+R6o9HCAucLnc)b=_y37CZ0UU zMe_mxZTobHuFP|Ct#eIiIOtu&S!Nqqe?wQ>xv)w&|1sH3}dc zC^>+*RkeW{12{#9GBHljU=^FyIj`h4w!e&c4*s1e;7uQC=w>ov{h*sUHH36CU%ac( z5sNFQlO0=9C4aGvJ0=5|v;FNqfiWib0*$8hckvXRbhrCdSF`thrQxvGSNQ_2vWrdr zy2^F*WtSMje`9tA(9~i{R(yU|dtp3QxWRuRkS!66 zLl8;ly8G)A9R0bVdPEDJe>zt%{lno0wFZ(Pw{i(AYZdvS%l=%J zb3nV)YMFeb#`Hx-4aJFfQv>gUb5pLN6M6XuvPqM)fGwZ4>i^+gHxg+398HfeKgY==g9<$^iZ?LW{BTeig;_ z<{}32pmA{!f=C%gdeG(h9@O^ezi5%Ny49(-GI{-FH@;-OZwgJfnD{j5 z#BlEgpSD`X95(GROx(IvZ@}Q|F`NCW+B>f#PDCQi6cwt}aC>FW<X%JULy~HtYhuo9_Tth&=ZP}2}uwMY&3QQhnH#p*x$F`BI z?*P^I?)cm$-!z0IfUZwl(^}p2?8Vo&IptlRf$QU7^@yXEVdA-V9}cQ81Y7mvYszfskVGEOo)GrR`HU4!#BRra#ekZsPiZTed;Ax98&> zyy+@Mp7|b(RoAsV`=R@3D9H_QS=@&Y#YYBYn2y{1lDaIHcm}31;G6pc_(}4>#Yfy< zp!8+yBW3iHftrA8ntPYpJSi8`!D>~^B7s|PA2@Bk)|>StlSH5pCd=eE!uCqyL7$1< zoAHgv^Rlb&d{$_LZK(j8aCiUyaJPNz;X7Ycu_FiVV?zZ>(z5NiMsXSRyR^vWthTRv z??-kt>2-fC$ZGBacgY?YxEP_uGPhY*HM4{?J)0|iQj+SD&K2n3H3}=i^A_OZMuq#k zyLaP)_1~-<7<`@!pox>$bYJ6@fT*GWc)dN>{;boj=DAt+)dc?;Zy%UI$Kt%GOkMB2 z|MH+&T|XYW`W?H|#(MyQ_8k$Uu~Q_(-FE(2^DA4<+b8?RjG|`aJLWT^mx{ey+Gyri zD~f4x;FxPKXAM5Jn`_+rkAf`9p*tS#K`(=rIyMi`8yxU__p@0m;JyM-W5M;(K==hW zkTy!FGEnO-M6XHdt+OBr41$#jhT|mK{HyYpuYOt^cnZ^OmNE0{PxseyxS%1E_NOn7 z(61$fg@G~ejx0h;(!i6gRJ*p_b%K<<-iUX;yI`_es39(0bw>B|R@HU2qo@U<#7`He zGroTsV?>=Aap*@BpDHh%Zk}Ls=7v2QfXJCmKiQ?VM`0deRrTeDBc&BGiS7flb3*{ZzB@oN&g1kNamVS9Re!`Y%s(G$`hbJ zGqlwDpm9UF&N|wT;Gg}Le}HLyo0bd1P;gNRTS7N;?VNNRE%4z;l~Z~7^L?MsqlySA z3EYRr^~?X)pWY1lXF=<=WT{nLsCGP6Zf7M)44;t;i*evuIu0LCkIAFz5cHcgQ8Ccsu4}x>?+zAK{zpd%I`a5k zNxA6P5}Sbm4?+U{f|YPChwj2SPCn;LATht<&9ha za0K#z|8C5@cvLL)j#+(K_dDF7q5u7dFLLIC%C@4q7#>Nn>I8t{`Rum^^hP%wajU5* z9qf7yM$F*eH^Kad=bf?lKUX+Jc6_oj;vsaaaC(dET%KnHAR0$<8-jJe!>AT4o<6*M zrlrl3fs>X{F%avA@Wz`VcRz7Ong2BykQvZJFmP7_1OvpvQs5-Z2Tp=bV2rY%%%qMj z-D}r-ZmMweZ$GBlfpLN`h4HiLUV~h{v1%Y;aMPENezN10ekL4u6i>Oqu!!5cKF+7Q zU4w!m=yjL-z?GbmdTj%y9Sgsm3M$(~X^Z4I(p83EG|hu2nKO?FcJ#u-?cM|IWB20HQ_pf`UC4x6H7)kHKPEqnX~ZBeOdlg4W)q=1j;~b`B4#if=H!U-;Xb zTExwEaK2WMf$s}Cp?RgdZ6)k$Kvs8}c<1wumwQiAu8v+otAE&dt*&le&d?Xor#l^(2+)3`kku^F$GkXyy z1RFgq^Y&)MD9f(8iS&i8HHTm%v0QiROqp^ua#Xx-x>i553qT-I4JUbx)oiX3w>SuG zil+u1hD|0U!#ZX|_UEKW-lBiJFkhvdM5gpf;6~-kmHRn$5S0Yty(gB<}C~{irBV1?+c_JkA9?lr_-O z!19su`lv@@Zm6nJb``qN2HaqBjD(JQXj*ymOc<<^mP2DK8LwwP9Y+ab{x~9;E?8po zWOIZUA{q#Okzns9(*yN;aF`znhslZ5%RK(3cHVi%v8?@W`***2*6up9lDkAf*HWa_ z2G1YNb(8jh6X!;F&#$`wAJn!piN(FZ#0wN=7 z4(elkOIH;?)-Xz^MOnTh>uoP0z^o+#KaYP8bjaV~c1(gQ9EpSb-GE_w9|BeiM*0nL z+0ps#@pNTqKfyI3;0U^J$m~dOO6YC~iQ0CTs~t|9uCZrdC--o1f}-mOOetrTo5JvI&{fy<4R`O&4*97e z95?e>*DwOB9G2P8>P=@5JNDeR)m=5~L}NEv>dcg>&6Tqg77u@=yP4uW;l^1Dg)3dY zIMrg29N}Tjg@7;3cj#`<+R>s@V49_~zjZbINTLP@pj{m?+n+Mw(!-W{%j|8be8X*$ z|07EoQ;6^gL=JD1bOP;->Ea?Z?c9aPPj0Vzl>>XvdMg~qFEeDQj2UwBdb9u;NemmWDu{py>uqjI%cvc$4$EGRpM8y zWcPN>1Y~1GKtQBoc>A{7Y$}3JDO>me`GkBfSTC|FeIj)*gg!bB5%4&&Xb!$Ln_%W} zsEw<>-==Jr3#pCo2Sh+e3=lFWGVPpnmxfAY992i=@b_PUt3W`a^0DiClfvC~RRVB~BdOYHokgWxUe`!p+gL>Y96S#LjRY`1H zMBcmn79LqO0awi*epJm9A>^yo)klPM6?C_Cc6XKn(0x|z$SUg0h>93M+|P9HI)ag^ ze63DvaQ(xifm5t_d=s}F_#LLQoQZZao=Ts05|v%2x9+5_Y>FR?=b8@dLLX6&M?5|K zBQ5o4l{62QFc5-4x-ZTJLRedc6tP8@to-7!&L~jC#siV`Stxcg*G&B;kXuhN9`NT{z%j~-cfjnx9hIk z7kP|LphlffcU(c&w2tPt>^zgeqV@e*43fW$96=(#{Cq}NEUP`FTSTE_lS;*iFI1%7 zVnA2@sP9s@LARwl5dwjjKx0Y9?>FYEjlLb1U(cU!H^9ys^2jw5L(^Wn$5K|C!+Z|nt}P6;midfKpQDDm zQ2U*jQX-%db~pQOtcr;Sij@9iBGQlfRfx(hJr``Cid$tPVQ%Slx&hury_2;{fT$|K z_~%iv7kAI9kh3{G?0zBEM@Z1lbRrTj0>s=q;SseMwTO)Jin8j2k^C_Svgrgd5K;Jh zZI4#8pilhii;D3a&pDztw2;!j6a#3BCTD(Dftqy-T+hmB9kIEJq1SAKWF?(zw_}em zx9O$7gNWWnHMA~NCKyO+mYnUT$%c(PFH!%&LXmWrM`MP;NiQB-hiv{YzhG4oYlC>) zrO+r;xOGFi62u_XF{}IQ=T3>BDcEhb#K}6(Da$aqVafAu(4w-&F007SYb{42yQ(5P zTboO|JB$1$WXGbljLxQIufiPmNT+csW7ePAu;Dgv-*wjMb~@-E$=TgKrWgB1iiuq_ z+)Xp!woab9*y;#FU=w=S^~^7n z*=B3#1_{!OIy_n_4^6G}B2J9(*m3hQ>X3YUzc4||=FEF%)4u<9fOE@)vH z!IrL7(IGMryClu4wqod`We!`Z2PFiabrYsu2|vt3pxSGXCZOn3psy=v(o%$U?_|~V zKHrMQkbN;ljVGwoLn!DR72^dtO+N(HyjuF71Dnm{o2DOY(s{)9 zG$wEY`$_w^y>D=y{2Zn+TJmHu!F$gkl%nrs4HD}0sx4??as}&67bF|D|5HsFxg1L> zCCQm|ZW;L(u*wLpm{hxrp2=;{WgM8rEe1!h%c_XKn;eJgm$-Z#%r0dV$fA%h4NX9S z`SKBhWN*v{-)D=d2ZBfZhwmhgA>4LU^7BEJ`JvWkR`%88q73DkMCam{y4X!<%8C^tBiCauF3U**V)`1c4sy zPhaRuaoT_ex#N2v3&)UI^a3;Lx-=EZwWY1CABg_ZJnroQ;Kwc0LX9_h@HDnC@?Z;z zO2R03ISjaM`f#wqM6THUAhLtkecPrH@|x~F2|!y#T`2>gRT?hN zfnO&+wVX$>D?y~!wbIs<* zRU|#^{TH;so_x1{XiIwc%QcI=y2`x@x>UQv6q=6IhPYaw?N8NGSRa@5bWtO!rL&Ai zGgndY*xd-)xL7pgZ3+CU z3N{d{H{L*@yRA|uYeb~wVcuWU1i|V^{$O<_gnVQS(awj^^&HMld^r+Z)9WTrLa|NU zbvK^agZFoN^n^DL1$!$%Biwdl^VMytC@u!ApQvRdS7X;FsGJg9JrrYnbJkL4!~RT} z2rX5ucq`Yg3-AY!x{=*#lV??<)a?Scwpl{z~k zVhb}XRj_16^L*q6$v-o%i?g+~Tdr&SH}-78Zoh`k>q6rorsBAZ-9mvwTc@QEkodTTWOKRNqzrlgzU^oh{V9KtwIYoL!$?H=(ViNGYrJ zWpMxcsXP|gZ4_vpNP2+Efut3&P$kO=rt5sKL+`SZgxC*qZNRbxH!t+=q);evZwB|| z1#>=FDF|zO^RL88l4O+SaFxAe#m4X|yqgoVIKVZ9*Tn=yz_9)6E@2o|oDhdDhO+Q| z;bK_P(8EL*y+E_lV7P+patgX-1+PZcT8@|4x8Kk_$&*|P1zFH_^2%3J;3|iOMQX4h zRAQ9@D=DB5#cn1&8Ic_hgDfFu1Ntl<`C;<2o|rhygS_TZ6W&whJx)F=oH!0kN>t;= zL$PBh3Xn$V-;LI$!}0|5JMi$fXT1519u8^54c)LKD!lGYmk?qsp!P6!FapG%qi!%mV6V0296Gu&6Cncr^0!` zygrmfc|tZZ?!Z5)kR2h5OXm1e_Otg>l0xE^B|ZYv^jh4BPFag_cJP5#a@C(h7Ant% ze}ODHCsG+W{fQR!wCq1PZiI>DO4&v5k09IRv}zqq7N?4Tz28&Gydlg7znbhPhc4Gz zeEE!G*%>I7O>^X0-AzcN{?Ob(Tf?c93LJ`AuSH2r;K8hm=+1R1k+IJe0_&obL2tg) z1+=0FBwM|XV=-^QQpoZTd6ZIt-cYJJ>(yqgo&Gdxclmyc7w%=e74TRms;&u*6>0TA z2RFMLWE{~A61f_VI_?A`Cmase`hA5!AowqrqzLdMV6WNYlXkoTBh+hXub?rbj7QJ! zaLOUCZT2TFUWNj6=02?9W#9Kpa?qS!;Hrh3$}6+u5y-MOL64&DXlg?isfO+lYz;A% zp9W?7h$5L(E+3CsR8=yh!+h2662)`O49C-C-+G0d`4sAjtH7>Z==$*n-Le&2fbxBp z=~SY`IcJky43{AbKJz}8?LyeVbW_Cz`OOX$j`MFc+wl!+2frlI+pRr82ly)kZ((S@ zE&+gONFA7fGdKlmTTd`gwRS6hmlYE!n-2 z2hM^95Yu^%qu_U`NOJJ2#mARp{lUHOEL;|lpt9>1AFPctC6U5+Y<-SX{SOIT`Bj2{ zjU*-6Y?9~)XsPPQU-5RQcqc;)Hrpp+6smY7e*eWz?jpA5@{jwCYWM~xFf6LY@l zx`ptd1r!%h__^ZcFm1>fcL^NIdNA&Y9QhZh=PYlb%A7HQQoL`cKq%|M-QbG3uZZ4Q@=ZWwFvqz%nieO-Rdmhhh2jS zC%LCR%V_16laRfa#9^Jsa?ennVyk${1ZK0#*HvQ3Xp$#=X-E&4R;+6JHONgVaEnyK zfu}Ql$^%rTjJp)4}pheF+Sf5LSgCGjX)U0`-UM0pf4BAgeY!$=ABSl)mF zWTPVl|FTQF?f&UnH*4W_YKw4g3LI^ZKMPA>Tu=K4RI}#s@0TbXP36ez_Ngn8PfcIK zj_Eqr7}mzB-hk!e6^R1h^a@lfn4}GZlIG1^t+=0=+%b zRXc>Q*kiPt3I?J_#Rrkk3+@iWE6kTfHMP)#ab9R0r=?yu87IZ_cIY<9!!HMvp^=kW zOoCM=&-X#VuTQ|L$esu!^GD@D=BuEEi#Elpb*6USOsGtd{_DeXgSSpE=TR5t3z$PL zc9;t(XPqFyjg{f1>QDjxqLub~mq4Z(*#=SC`I=fAAdq7UeZOa_0JIn;`(g5EvOr-b zFB$bia)Yhp&~-DA==l)ZFk7#e0soH4V6uCo)GOrF!Hx%%B!|8oybBuG9Bb5u<({uB3t2)MuTVdxZJXL! zD2C8ON6#aYs;;)u?r(Rqd_3DSZa5!@1~^oaBdQY@V*AQ-&l1yG0IbsYZBXC+je8Fg z_)T(&R`@5;7Rkw4&!6sb8C|C?b#bDLvyPx$@j{(h=MIIZt#gqLw^?VYT&(r3u+Ts8 z;zFm20O`ar`r{KXpBrZI*Y1oVFV0WNV;r1vbHdRLqrFdgJZN)SEH^yEA6dfA(-n2mo{Zv_+!|K zfwg0mQkD=P&s_f5Mkx2!hjNiOWe-oc1=xx%nH&86UVq-!2}J`)-U-GoM4kyr-t|jC zu*(LJXTyB*%KY_bSH8gPe{50~wFgr7Wyq6Qz1>v)3po`I&Mr>mNf)E3=(B zHhjBp);o=m9pZoS=;yyuW(p}wp#U}m20g-0XHVpVbA=m&Sd$E(LV+!1iLBK%${U-K z;g3>(`ZMyhT4`wqlJ#xVr?t)=honlznCYB0wD8!?MN{7>JZc>TQ52c2h{U$jpQtd8 z^V^D6be+^^V|m}snNN^dP!*gOQ8@LWvgV9ToUQl>v2Oxb67?)g|C}}8&0q0rA*O*uG1<(9UI9E4#7YfN5r0d0xQZgO3WL}MUSmsdD>u#8Wc8$ zfxzL4HRbucm4?q(<1KRh8ABOBUfm}scuH4%6*!IpddH0dhrcZ~vU)YA+}VHQ>M3wY z%<;5sccXQFYDF!}slThb_vt?QS?y+MZm`x0~hquf081?e}#Q*pV%UPIM*b&o(E!GPP zXXU>SSmfR0_991Hj67k-6#~m^J61b&I=XIHK@+BGv77+bWDmn-v<2TX5wI3xrfPD9 zOYEfU6v$>9#hBjdBBU3hAM++9N96`(qk3N{GkY*OV?#G4&$*pAOhlnMg_f`Pp~cukxCe)9fE`NOE&<|VX|D^2R#|+aGmBi?7ObF_J!xNy#$g0I56de zm@$9@HA)_vuAL7Jr+~q7$Exphly$dFEu1(49==vQEw;6~r2NI#FKu^9UZt$o(t&0W zhLJOwwm(N3Bg}*}fFQ&swNb^V68gKKaK`eh0Sl5QtY3K&jdg%>xtILdQPcdwpEa$3 zp({FqKYL+dL)Z9p_xlRnxBB6b6b5}F?V+dIp6ywWOzaV&es`GB`P2u^Y2O;IwSO_> z&5%>Bux!G{m+>XgWw*g{jvYU$U(CqrY^xS))Ju73T$&j_tqI=ZV{(}l40c^c06$Tq z*QHY2X60aq|hddjeI~ED#$)O-{J=a*0 z;Z|`ZWa0)YwGL%7_lR;=T~tNEEE#8on@Aeqx$hq0-PNwc7j=T2gkQ{4M|#bOxh^&u z+I+{kf`#kHTZRWqMC8M6?7wK%LweZ~#XIm>BCsh5dCKnT51v9@(YnqhzV`y9c)GsD zbN4VbBvk@X5Jifr_LxN>dEZjrsjO1Gc9uLy<|xwA>VLmH5@|v28=@LX(h$|iGS*Pm zV+S)LP4ryd=TT^lDDy8N+z9=xoB$g!kQ_UHrlp?qdV%d(x8b} zfa>XN!HLatojuPXK`_vFOxh|nrLET%2+L%WvEAUT>j#mH3UtBfyb@(ST67q=id{^{ zZX)E!CUb*CuAQ+JRnLGTt3TwT;YZKnZ$|@Pn4*iIF9-n9lB)T9i5AoG=Djv6Mx}zPlP4eF(+YEw3VP1 zYNW7`77BCX9sMsC2KAv9#z_;qSdH({f8jZAmJg3ThEKG(0 zCq*?Ne&}dK#yX+5(F{r-WXEM+_>=#@@i05~wCRM;dQyV)jvlLNqA)2!=E9yH=JQuS z9=TzxhMwUuO$he5$(#j_zcY0kfHfSYW02|zrK|UH;%IB{=vD9e&jB4x2O~ksc2i_1H>+ z0Y%T2!$E<5%z>iCKB0RmTh;{%&V_X*`0emud1M9#5dU@xryV%qoNw0w7wW50_OSBJ z{3JkX6?U-w+0576c;_Yz&~n zH|#W(KDr6_GGbNsggpY0QUh?~s(8j0=R>>6D{`?D%A$_!;sKAcWumIEiJ#< z%u_s3DLsB8wAJ+?(C&7#aL^ihFfG zl?XDuCgj_@?L&qzPy_nMZ4QIryVeqGGa63?5GdT0%40CzfdLxb&74_0PxCf1CGZcq zmr3f5zU)9t)%uSQWg`FsZwFI-&BLX8mxb0+d{K=|G$Zl7NOj(F<DZg#%qZpcBsc6yQ!KkXXyx{l`cSTz&=Ur`Y0&$E(?zocCY^wZFme#Bb0?xAYFI3;!`*Xr}YN6 zL9d*ZuvQ}R6iqMaOKbTBdily<;B zt5uVE`v8#j{;d}bPqIAsMpzvUNrSZup5Hb0WJm4QuZ@Gf6Le9W#-+m=@~9~)k`|ex z43|X#FDc(Z3aYa?S>nlC;fZ>x?uv7e^1x>c#GuUv>qIu*I+$&M7t$#4`+eyJtC#sz zbPu7T58-Yw6yFp0qJ~B_tGqGsjP_8xQd!T7!E`fyM4%g1-~sFZw4^ntkv~7 z1wkQs{2NBG{TD5tk0{RM1nhUPEe6L#dzYz1$4~3ENqUk1Uv>|6bV0u@L11%aQCTA5 zDST#T{V=Yo>x_NX(B~jxqLe~qGY*-+p(kX5PpCs&Akktztg*_BBm{k7399M)W+ zvA__6;v^{aD2)ygN8kNlUi^!G3PAm=iIpG&7cei5q038;dpzQ^H8K|%E+?Ke@p%Jh zYp9=zOjOC5Ey95Yc5gg41;$3;lBQlQ6tJcW@l~;GW5_C2ovQI=gwxcGgn_Jo)gj&` z3_vme7WdxJZ!#8jLm%lK!1ke?VRa61dcl6JaW)xE->l^7Q9nc35SmVA$LKARgK~1l+k_q_9qcZ`Z%L{u6UDnFukKnDw5%FzR#`be{30LD(FAau=&hlbc zfLgm-{Pn!M-WinoeC5lwcCvN~oar7MjLr*^PuFsW0-U?)CJYb2bQ`-bA{PVi1^R3D zE`DHOPQnLq-BTvvS#D=vRe;(it8d>cu{F&XrY@=5@PkvU(9$Q^;T4yAc()4yN4Nyq1f%Mu7tQCm)NQ44jR~e@w zUet*|6O{Ggm?6JW*B|D+A-D4e)G>52;@-g=6SS`Bkwa%yX=i7MUx$K!%ibcnA82t3 zAegX1x}`*wD`H00tg20DfdyDrp$w9!QAPeoo4PY^@Vn?gdgrbbQ5h+TOq=}pIJz2C z$mA@co)OL817st8#FK(3MwJPI zz}Ie-cnExfJ4kR}nxk@$5<$|k2AyWOR4Qtt>jTg^utXv7B`UT90huY}n{U{PPu+VL|H3MUoY`({b zarI+Li01~g24byc&}UAKA_O&3foRtno-h^7Si21-c_^nNhvcW%@vjsS=KK5aKtlnS zc?HYeP`lQ|6ZXzfBg?p8p*vpBd&p7}X{nEfxl!Y^keQAxkePKeYG5)4?vG)&6&wn_ zW`W$MZ7S(DEAwhp;U`gy{6{aG4G9>!u)_q@7m_5GTc99bO_B=Y)#5H81p{#yrjxId z&35q1E$GfGz9_bK7W^{kWco2{rAf#=vwM#YvL9g*oE%gG*NxuC+%-lMjmF3Evag#2 z3=rnUQ~S5w`ZHh6$g*Ar3JTNjnj7-lbpsQ+&Wc7E)bD{DELeg=!tH|bw^5T9_&yHY zK2V9;$lB`?JGF=Er4Oc*=~fZQd`{gBm9oI?MGsi5#8B@IbE~xZdL(wTruEPzGV8$- zLzK$p)7>f_Y0jx?vG%UYPbhGEi+z2m2mo|)e`G0kW+`D^tVj_4;03Ejz*E|FZ*!GP z#`k}y8yf`dhhPmNcZ2mhx?-B;krT8v<;u6i;wn*c1=VsVYpbYk_sHS=xdzy;LI%3R z`^Un;ILBxb5<3+BPz%u!r5P%xC+a1yJG^uD!rsx?fp(O}?k%xFtNxkwSlV4b$jJlR zCLvM0qhgHig=hQ%oj)pc#sh1LiRcqKMr2MpBI-~u^fWSRWa52g^%S%fg7t$el2!i@ zTS4PfePjcEBkqlu|*Q~!!!Lp~80hd{l3EsqWZ36Hr%!xvk`EEIw zJd%83P8dd-rJSj|oHqW2DYF@g5-M& zw(}d@G()zQ#MGe4Fk)~30~mfZ*if7Lk%lWSq3c|_Q_0UtaFGEg|8Dwp#FR4Tb2%_d zN-lPtRWJANA5r0p9l$U(N#Ci1J}5l}7le?*7Y=o|Hz3hMFIK9D%2vDy<|{JM-R435 z4L!CPE~I6ES|E{uyMhdShS`ojt7e-V=eI*OSdnGxgLGs9Q_iwESX*5lqUrq}*%4&d znZf`Bq-pIQLwLx z9>?}LpwrZ?zPqcYJO47X7;zcB@RtBsp%#A})sNW?eNI<9Qw)9HN|j@mY}YMBmtYDg z8WZh&0P+PL#nY|tMDtq(^vJ*dV)zikI;F|1QNDf={k*iq>(+;wU^b(Bv=!F=vztq2 z1EcKu5Hlg?x%99@r;&X{x-4{hF&RNjubNC@Df!AAI#1W%Sc!h!x>pg`P}0_c2N1{w47G&f24{^;!mYPI-@tkGJKFc zB2B=)cYRC6D1LjSO3h07zuZuO9$!NRPG%S%cjrfn9OnpnNQN8tQ2SMr0%6fly{`7G zjCM0KGruhXtBxU~+!9BYm?&4oQtQ>agyR-L1Qu=HvUd_%Tfw?1OksmJpPYp^`8pov zO2g;ptMCqpGIp{)3V4L2ediDN8OLE%ufFOytUG9#kdf|*@jnpdGLl5!8_~p2*;0MN zWTQ#1xKQ>C0}p=frooJe>=+GZ!wR-OaDqR>OyX(>Ta#AKJCqGB6Fx5JVLezAwbM{p z&3#Dbf%l#$w*l85at2axR|YPM?M)P0W)MFtmNk^@2J8B^vJ@#^yb%m`tt?H4L$WCc zGf=2fo9|*fBEbI(_MiT(ngA0M`g5uyY|Qh)*~oPDa-(LE8ox%`Q5xC(eP!gY6DVA% z&3Ew|n?PdDrrqZa=;9xAHvKSZUYL)`F8-5V{gAWm<%TfZ5V9T2-fXiSBE-Og!ov(b zX6ZwhoMVS~WsYc8|Ae3iXLktKB9nNB&0e zGt`vAEOBU0z^Dm{zWelx>7ir|vLu_~`5GuPr5M^zkbhE2-cb!TfuEFu?I!7)tBOuO z)|>=w7wZ70ifst0*mIHf{e3A#z8x%dUQPhj<(;WERyLL>8fRW7Ci~%l6oG&FsZW%F zl>|`uCO}*?CG~OI69lhA#?rOUfP}jAK5~0Vap_u%U@`mbLMf=&&dbPR_O+d#5o=4? z%@`2_%raZQpmrR180bKM=LP5!;EbUdTe>0B;b=kSD*hIuA3}6MMuqvjV@s{ude5!I z;B9pOiM&&rARw44T&buUOksBD;m3?8`-_8{LJ{{S zBeGPa2;Ef3HsvZsDW$HmCZq+C?EKD{^StNG*6-f0`R|w+=bZO__Rq7tR5;ee_7HgF zlWZlCTp`L}saR^$8_5c9UYDGTwSlp!!8+Bdve)~L>uEM;RckKUaYGbmJL+1VLX(x- zH%UJ`*LI-_g!_H1HVHPCYFTu?{w+M~J13m_Fy4$$_1$fMC8-N=p2OIg zoHQHsUI_+S0Hv^Zt_-B4X+}8nF$PR2sE}8<_Zn&y7&CBTU3<|FA$vj=*51jt(mk}W z%J}(+xip}sv0#T6n!bKS4myr2wd(nB4AuyerYXM{^bF}2%qCb`mHQhw%o&>n!UDY* zSPMsUjv-2$G@XI;XG|TD$^mMlH~jY(^qJT}uXus6{e>+=rCyUc;ka){X*~5o{nn)X zRgV0Ks5{_%ldYNROh$UsD(=y>tX~YZV4)y=?Tvju8}xK^I$j>KoB^0&UNoNTee!iN zI7(tig$PAshxBmQ_uZaOc(f&wYAAvh<6u;&cMf1m$&6}6NplU~4`xqet%EP`LAoA4mF$xX9hF zL5-$_?WFI5QrpDKcQ1fKTZ#9nT+CBOt;$%ET!^EMLhOj~2A4jD+=d`aEMqaA32Q&8 zNwh~<`9W?s>B@z1NbwODgJ&?t+wJA;i^sThF=YFe?wJcg-iCfSOB$>8zqvLK@$4l? zA*iN68!K57{-qE$^_8TDy?9ilwW%`clVqE{nEqkW2tSD{dl@=&R-Rq8INY9btmNnk zg_Y(eCV%MPds!rZH*eZM9#wufFDL|TtSOSbN?GE$j~Y;ZeelM2KOVi9muDM4PB^1hbt_2sEZ0W*B**Vhj>PPy7GSBz>M zD@W6-R!lgPdBh}5*SDrC3vqwyMEd5|^5o@b7gg_fbd}^?GQC6cTy6Hl!QiKnevzW~ z;>NteYEFUEu6BN_Xn>Z(LG?Vh`>*24@B;NpFiQ*X+GW!N!SR+gn#7wiRZ|F z%B)6cC2vI}IXOjL`^1vl?o!Hc>vD-h*=*?)&6>OQHJ=~#R^^s_r@Y;Wd==uUm4Tv$ zPTof((ang9nQNlf?iqUJ$@Q$i#nyu!bD71s^X_sToExa=nr%L%)?g-yi90D0nAR$8LSF>|%Wnv?vi zid(E&O;J*ZbiZGc4s955aZ*95_-R%B{&lBrZ-iW?SoiwM9}m`F*Y;eA;0N2)l<)8L z-Yv|SuNCpCH4(iivBS5d=tYa~Ss?31(AahnC4A>rsa4BbMH7%ocSW~an+9fynz*8ZX{MhFb-kC^RU_fwO;>RBsjxlC?SYy%Qnvfr6egk zW__d1fjML6$Y#7*2xKSirt3(hXEp1C;WbH5v$#TweK#hG}>6ketPWt#$(s-o%tEkjFfokVP@0R;ZMpJUAKy? zc(^AK{bTzQdRX(jA1?d0_BDO@+CDFQ42x&nCthPKQHo>cXQyp}{X%RaA||sMx0TkZ zA0)t5%1&k5%2_+Y=Az%`kNWhe+IbE^iUAl8v6+Up?yfpt3kc65FNqMyx|C>p*ndTd z(sOUG1;>x?@|WBG*yz+|e!9mG6UeNWi}_G~#wc7MW0lS*!9A_S*#epNIU3OoJK|D^ z66q<)Bax#)B2%LN+u~xx&t14z0-*!hnEm_3)d_WRVoUG3{8M5zV$GgylisGIQZK3~ zE}JVBjT#BO)`4WRxda`kM_z=@s;D2ulUjH)hlA)_#N6Tn7tI-49Pn~I1aZtQqL|rO z*IU)Nbk^2N#!WW-r8nyxUAlqX}sy}L$pp&!+PG~Dz;42hax1ki{i2cK+oZ_@@|HMpiQ=dlUdMBWXE$huFDV*91$Xl!@*9xExob5s}Lf z>{q17R--X0=jNcNJI!P{I9OOUG$|tc`zBSi^#A<=b1*Q0^teB9bnLBbupo-~CEb4{ z&QA}Ld~IO{-pv-#W5ovwC#@PBnCp0#cL2sAth>~(|xZS~AL ziAFgYoM6RMolPAzDQib9AIirT+!*bla`%Y{@~Md(XK3_$0ZngH zwN>;fNfHC@`Ky|LrF`k45``?n)=Q113!0Y?1&~##YNnSU1%tpJYBbum?B8%*=P%vp0$1y zFzu?>$*m_LSB#CgE86LApB-G%eHdf`JJDNsfPjn<%N2ND>vepmN-l9yCpDI|!dJ(3 zLM(kjg(Zj9iH=|8tuIYf(>(EwSHMMXtC>9Y5gkS>4)#YZ+6b&k;<_UEw0Q~+V8t?~ z;di4SmMr!49dpdQP*Nxdk?_NGTvQ4CYJpQ642rN_z~S(?jQR(9G6=0oqxw=}y3LBf ziy*l45N)Bz!s18N&{Lo54W^)ks4rW~SofZEfFc#8DB*D^!-j`LyFmKB%Dn_N$S|e1 zf0N%c5u;q}oCp{i!NH#@CQo;}JmBL8*ewOhkxKkE6d5-&r60CkeetzTm?pZO ztnfmr=IJ>4*lfOX3Ye@1BFCohHTXGvaZP82?K3opW#%$li_EsKFYR7f6wI^a!+F(C#c)6eV=IBn749`EhNt99r_M-PrDm@AbA;OS)4{!}`jE`^@O~ElMW8=vy;GP|$3^snlh}djqh-RPuCMqtLx^L_-3uNX%nmOHWtv9l3vdpL9x5f$jXR zwCAMzlJ}4#DSSi(q=Nkw%}dm}*Qfn^VV0bAZ(=I)fibF+9M+!?(J=G8L;e2xnz^01 zYDqpVEkpkv4cdhC4m4Hlw!>ujC1_|8U_)jcpA6^CQiE|DqMAMf1tf=sXhU>)Y{&tU z50Ke33Y4Y>mFxp-rzRffvxhFTOrGx3s^Q$qer;!G0+!^#C*<5cOsleg^sxL+?@lKVC<-Bwa1h-S%S2`} zd(gj;F1&TYs#t&_cf+Vo9q=v_6d)l(Ebq}>YhIhQ#6ta1L?atX=PzcQ5M-A6)5=!ev0kP=j93iB+-uKaHw@4Qbqm*K1oSI4E zTD0VDPhj6j->0$Y7dGZphr3IXE4uC{9e^N=X1jvYRv~{3OTjAcN#T?0{Z}zE>9ulM zvfAXPrMzqd%0@021t|0NKb7&+S2mb;6KR)4 z4gDOGv`IS$8*@q$cM)b=FY$(DDfeSqX&9!Z+#(Jpgxd62cpw1to49tFkLJ?5=ijHl zScRCzmE`NCHS7fdGU|H2E0j|gT%k%jdlUVeh!{4m?OaXMZ7@7!V_;$b7 z@@?(zwA4mlI@+*VG`%OF3>CJi%dvbRENtHF(dw<*mJYBpUwy*6q5MA4XXRg6Txz&U z2Nd5$Il`+ga9;xsKVun(R~y)2hY%o=)~n1HHMHqHJ{_%ubdh(M6`d?SyGBQH!!}T) zc5B!x&EG;C;Oi$NyvWPih9{SG4DhNFF%?C8SEyUbF74h&R|5E@x0&){=Xxu5+3+bB zpfdJ?Qhl`RIMhF3N6)gMk9XdO0e%qkRuvxf;k^$p7HBTEX(9^CibPh+@Ai9o_Oa1> zCn(yZHd1mvXKoLgc4S%kfzNy@ccYXjF;`@YQN{=;kF|-t1ZPhFO9Gq=XgiYf)*b?*yNA4|DtubDD_z@#=y9=aXhNc0J3vzANKk^IfPU>|@7O-0yM30J=!uoNV+2)9C~aZ{$yd@j=uP9MU+c z^AkTE$BdL!>Zy0?Qst-FJOL`N`zs8l^3vzvwH^+~C;txr#FP^onq++xOWa|(Nt>pl zPW&`AzsCz^*{Cs;H3<_U9GB-R#Ulli13vmtO({q}V%&znEUg$fG6jJ!rN?OX^Hlfp zsWJPFQUdAo?J9Tg;Qvhjim#D0A~@=h(9C1haUMqXA~9;Ff+Av63xKimoJG;J6!H>1 zR?&-g={D{KhYu*i+E|y#{Y8-RENe0SJi(@hIGdVH+l-h4}LSy3Em-B6%98{YtIc5{C|$6EFZ zn%b;%liAbej~V`qTRo#u%mqw>Jl=nK!IwdgkRs&=KTuR#q(+XEWAze_l4%HUP_QIw zPLNRscJ^ zdK{_KXWud2J@$!vQOFvA`>^(LR@QaQrcANOp0~dK>Aq|8T}GF{tH}8DMmTo~P2Exhc+~BEB5R<%i5T+nu^$uwu;=*-#ku^pFjb#kG^@NunXk%K#zFN$ z2c5g{&qi`=Q2j#0l0ooKSYR$JR2@5>>&nIjUw0?^W96>r^IX8UlbC|z&Z;YIP>WZ9 z3^{2am-bc_-iXXXx3To(dMgJ+B3KE=&KB2j&*$L9v0tHc@#6+O0CCkXgWp~hUI5}C z%UxGrq=>I=wYd^HYJCC1nqAhd7|m~8wNp((UuE(u(WX%!L&ji&`8p^ZxiyECF*xtr z-X+!ZsgM@P?kECt{p;i|^pw8{k05q_%zvs>`i+t=r8H~njc|T1@^5REu72MaECAF5O3ar^22)R z6sT>LG%?f1*?@^n59o(fW4_))&>L1}F07JI^$|FfqY)HOIMPj_l-Pe9mpUuk@*e4zn=|x|(zi!~i%3|IV!Kr!c`Bn@4zl|!M-sw0Jf%IcYIv#*{ zHyoIWKK)-W_y!;~5Fww7C5odqA!bbyUE@$Ok6C+%bALkg?^J0US<7 z^Ab68*L`ujj|>JPdo5l8KC#kup}{#G(%k7Q+cYA$$||Ma1Br1_hGMIacOo_-3Xm?M z4WiCnnR$gQp0GlbLH$_OhS?ZaC3-!6GG^;Goc!($vjAA?!?ucTAj==NZA3V7Q=ITt zx`|cup%wN;Aub`KAwB{T2y--1XJmG+|wWFw#VS*%wsZ6|q z&cq^X_!%-vG3sXxNYqATmNCHNO6#bnao`opf~j6`$M68%n@)+D?=|zzGx4}O=XX} zO&0*lhnU|a*aaXd2X4Ga)-UTeICM50o+Dr{(AWRmA``L5RCuN+x3{y)ZE4h z^8K0F)a-r+9q+;Xz=H6`WVWf7cC;ov4EODOn>*wd)O#>o`z7}3&L06b);+a#3zATs zAqTz3N_lj+FF`FkWJVV;RfK{qGbIGvEx-%5TwWVM#6!C$te)nmR2Bxif8JZHq-log z;aZ&g=!z0Vwt3WA3(zlEgA*AEs<;pe{wW8k=h98zQ1T%NAn!fa4}zmyxeln2(DpA} zBW($O2i36DrUUe@#t}J9pF0|}f1<!XmA=I1gz_DfV2|djMpZNRd5;RO|SD|FZEI$1`7!xg4S_Fh7 zFPk;N6EX-5R0M@S!*P+&DNjM~mzkCezDDzz6Z0EI zRHnZM&39AJ`|NbBRatA9oyrgy)G9mIoej##pN;o6r!}}BFN;~nvTcURYW~TQIs6SS zupC*)`SK5@3hU)OI10H`>UnnGuGJfFK-r-|5GoPqQqFvQw4}bEe(Pq^3yhhG4X^*if0yyhZq_4wZg^+l5L5SwtiK-}AYPS;B z_=qA!yw9L$G^$vpofgH5K^8b(hd6{4kg|(G9=WXj2i}hK_E_}%UQVg3_q-!NZF`7z zALv$Zs0fZERUV^T&-=;GeAMLq?!e8WNu379o~Gab3v2RYUw)0h(Mt))dF>ek=r5#Y zq4G2DyG7u1b1Jt;$#c4WvA%rOAvK#t!lvN9?@o=~#Vuc)YEokC@pq!v;C<@(lD3e! zjj|P1=I7P~9tfeAfDm;1w#@@E!U6?SHPYUaEm#^P2uF>uiH-M&l7h&roXZ1=-*QF zG(YJtIhGP=_8vOXge*s0+k| zoEP*bViPc=bBh_H zXsleW-26h>W3l=1@6)F*KM)YPp5K@a5iu)OMq2k@LH_9hUq8M4BnWxBYwrKNb-)jde-u3Sy5Z~EJ%+aTyUDf&Fwud2TJ^UsDS zFRf3GU5bn*nO~UODPxC|*F=2jye29_&Hc)vB)9K3oX}6IM;XN3HE~FJWVU)DFbCa8 zBy_LdoMrF91K>{~zS;-fxc{QEma^uL@$=rUU%bxhe#bUV*g%oQS~jK4$e2{P(8o=%F39kY@buL%q=r#HKJmvAwfl_ zeHBRV=<%ZWJC-L!j96F`Z|unrKEbNk#k~~|{)rfnWAmA+-cPj#vTS48om z!?6hp+jps$%QvIsQRN#-SH{q?3p*G z+UHZ2Ps`=2IywG?xLaGbR79`ame$dr{i8QUh57#Y+!3{Qb^4KR^eW_w z)DyJYY5w7SNjHcdKxy?(lOE<36JUH0#YSWNS;Q+Hku85EG9mElC1U8PjgY(q+B=bm zgoLBdUfv`2RP9As(30DCrCqi^u2xHACCU1~qmk_7a*HMUZ=Vvy&zRGj!#DbrjYJPyl$yk zJ?GQ;qEH(cAIOXrJ+pJxx_1dHQq}RoTE93vvB{MIQe}e$}aX~Q78nk37KeU>VJKdHjIBW60^-9p>;|6kOuWVr{m?+lNhG;*DnhVbL$S%f$y z>s+sg{dHAlDb>iV1wD^0op#!d3n}M<3U1Qu?WfNk!*{u|{kAcyBSp`*`*mhzcn*M%&vBui7WgYS_6X&Xky1yz%-S%jEf?7vblwDngRX4RSn^83~f!~)iy1Z^pHLes zC#$YpN}c^@+)2JmJH$K>)=_1ICqU;^XBEs}@A_&TQ+B`jU@)vsBx|OymN$BSsmFvX zABt|C-VTMc%u<%|#|=m6Ge_jsX^XkF1X=6IyFG1Dj~~m|YTQzyT-4_~{21fW+Epyw zLr7y}O35>D`$LAX1Cw2omd%BJ30p@I-3~KNOb1;I^Be~3_5Z6Gv`yrTTkR}v9jW=fD^G|T#_?ablz$sU)58ZO{?u)uKpWe)l)PJ7f8bt z0u^{7&SurKyP`lpQ@2qt1v`!u^}<__-~L~i%2X#h7Jh7Yy)z45mi}FAf_L2k*5V?z z#G%_-Ns+xAIqP;n)46tbt#sbXgtN<#-r%@!jsaiw=@M(i(fxJ=LqhJi9wZJj(3Qi& zjq$o2#j%lkO#titiv@AL4*T&;8Bqj<%*jpM2vMf2IqsDImHHd%HY!a9bLm~Ubq7?b zaNL*vTGGx`Z4mzuclI=#hM|A`bqZ=fEX3&1O?$;E0&Jg&VM_O-z>YHZt*t;F{8 zWs847)K{apRZeO;0ccfZhDabv*o*=|EBnVozL|UMj3+sIL8eYyF=5K~`Bj?O8gO6Tgmm_Jvo96KE6cV}y5mxGp2tr2K%Ar%H>PLe>zEVLa_;8Z2 zc6p^r%j~!ni1r-sQQ4NG*R#K)DyXlsc2`M~&zzN6`Y>aVW}877(cA9-;y}+l?e335 zs%PDV%pH~-m7mpP)c$t4ykCKmtNV}S^AIL+un6aN|MIKKYm~w_>mQb9_oRebyTZ5# zT4f~5kNwp1(ZQoB%*KC+Z%3Q2S2dXIL(KUiENnKm18b}D?n#dfx*9=5^c>=9+pyY`OoiKu)ss zQ-OI(d};3Pf2=IUv6RB2X|sW&ZGA}2yU($CkRGr--M?BKi7uZIxMv-I#vUVXr^Lz4 z@S;p_;Obf}zj|PbWEHmheb#Vj8bp5ubRp@b^65N!=>UY%-y~C!^VwugZ`r-s<9^2d z%mXfW+RB#@0VBs+m@6gi?7bG|fGy@==tIoA0NK6Gs-&W22jX%&zHBc{?x9t>3P~$< zClkPAZ^vJSi19R~J~cd6(C(=p<~ScYl+Mz0$KIFmbw^frOminry60rb66w5xa)W6C z*fm`YS4|D3Ih%k5==m%}p(0LD@9C}wb5t(4D3`H1jEj?HE z_{ox6Y4=89!RD4B=TGCIvAP1R@@Sk21cNA+KFcA4pgVq@_@Y%JoLNn`4TdVvDjP5^ z{kh>!!}NV^Ta-b6nJNh-kY;}1$z7IOk+NPsCBu+X7$I?KyJSwR)9UQ+4~`6n7vW;S zQc3S^4box)qNKO7?LAG#**!@eeZ6|UjlP|QHhqu!I`Vzfe(Dn$L|vt(${=5{#{G@0 z@0*&=%6m6u{EpZ`jul4PEepDTH8K`zMsbn|cqsZ;?hAVENEV3D+xl{OfV2Tj>SCVb z@e^k3D+b@3F^Q#*+8uN|b078f+VsuVxuM86Yk*BWDeu`d6e%*`Z}v-?0@`l4+3ioz zS!+kK)411)jG(=Tc|}|(`4aVP+!gE?X6u4el&K?uN7>#%(mNngYhguJxGAYKP*BQA zaeBUpMzGG0Q~dY7sK4L<%O)5aZ$S>@tI_!S-mlYycc2I--=*$L@gEQh&;LeFxYAS@fdtx*RYI;qq!wm-WsWwIk! zB4KHyuM*sOODh{fBPIDhS%EatE=iU~dR0^Wt?ca8%w0Av0)kK3_0;5Be24L4(nz-i zKh|**lSm<`;5JjG&;$9ESoK9$=brYD=8@LkpU_z#|CW551Z8GQA_t+qeET187h7wR z$8NoB-gKNXZ4)^>cB^5IXtpy4>q>=Or`caA7BE$Xo+itJO<3W{KCv7ioxKH~QK%9R zglt=gj&S^g2Aj%~cZUB=AZn&6J0Z&cV&e?a5DjzDzURm%uoCQLpUx0tKRIL&JN9Fx zGT&MBEcNO>3SV2Lr{ zSeiL#wh5#x=7iNw(5%7yDhXh8vfd4G(ES|Cq*Z2#XtWhu@b4v*3Q=PzAWzM`SRS)> zm&+^g&TE(8WDMH83V1eTq;SZ1jW_htA&`Wua?x1C-i}krAhe^~%grFLoQ#SUVNBb1 zLKI?TF7u)VkWjh`|Zg@-ri~hmG)Q`ErgJo}j)7d9!LZeGPT5zTFgH)@Ghzre|;8%s(g{ zME?t5gh!?;M*^$R)$pv5jaLK8H8F#Qlf_LfWxN?*n-j^$Q=3H{{nuWg*Ps#-;ba(yM$#gFI>eg;aY?aakiz9kpm}6&3Re&xpuYhZVZry)@#ddfee(la!)aPNwf`MH0x_yrO+`AB0`Vj1?;}qe<*jRs4 ze*(8qz8&f{sLnTt%$QAQ`4S{E>EdLcHr>pHU3t!F9a$^>RS`5+agYIs*Z1{i(0fR$ zY{U_-itJ8k2&Gl(2q%$y)H(J0{H3{yGKg2riL}`F(XkmQFiA}yo6ht-!`e8>1iml} z&(e6i;3Gn^&=>5BF~PV*I#{*723;?es>Ft%H<5gFX0T9d)}q(2%Y@H8`lJCIhPgX< z74*xA{vahHiPOnWP@;Rz44^Ovw@Oj5%vwQNVmgH193qST)NwkV$-Q5;Ck5@2E?ypU z@KZ<|n6q_4sjM_Oi>uWlnGNglS7ru^4v)C$Uz#t+k%?;+fhy=P;rsc`;%BY&)N<2sZeUxZ2uI+@S_QiO9LjXfx{1( z;Y0x4{`{^CqCxv@7N2@|*8Ui8<5SIdk~y~fAsICL=2>p&zql^USx(S%&Ay*?LD@aE zU%!|~{vhhC=i&0WC-FXbj|PFlh)d}DGI)W^pr>F6VVQtgNKAdn7l z@o%0pH+aWm@GOb_nOL4W!s4JG$fJWSIZf@bpCQ1ZvtL4;J$`ElGOpkm;C`RCDlUzk-6xEZnyZ$< z+b=el0uM763kA0e*-p<1e2kUHK64dG28A+K6J(CqI$ z`UC79*SAs_V9u^H_|YL9iCE*2B11-ZcvboutWd35`36cXRtZI+7M#V)V5{I21m$N(P)V^|4KEQZLf$% zi{|YUKzh!#Vlxc!V)Z%p!O&c&J`DF#$0eYqhJqNO=$Q>NY$x^EhaL7{;7iG6KV35i zgA$o}g}g$`zr8g;A0T$?zhHh4vy&Cn{z%2j#&P_0+-)>bICTV`0@B@x<{V@7oWdyL zPM(U>aKpGKa4-k`;>h_PwXD0f^(L_G> zV)#p2_}o(#^i17?BWN@(7YiPwT>PPb0p(da6^*QZKc>8m)!}u;?hGU()s1i=oEc~* z3yw#DP_hFUZ?Ls!+45b)-jPbTXY0gP0SC79mu^EpOzqqwX#(Ud6IV3vf7#M{P~!wo&=i4GrXb{7-WMS+Zfs(T-gHBeN9y;*8U9S zc*FsqF<(AKo^^WbOD8;GhB%v*Z*O^EOU5&N))i?X_7$9BO?-6geTQ z_ys?k zO8rwP4xJiNxKtmIY@* z5$^yj_v&*jOv9$`VRPyFcU#bix>QqP)bud5cp47+`ju>d`Po)t>V`B&!-2F?5;~HI zOVx%r&gbKx>a1%Whs$7yqwxLFqeS;!eM5{BRIfS(_2 zh^ZIde5~uxlsICU*(HpKSWu0}Tq3j4J}!15yoprm4FpkXX4dgJc&>k4ShqmI75*cz zS>KoTyW~WFQ?}7WcSJ%}+@VwTt%vGis-G|nV!#aUM5NSWH2$O-@mI(pa?lt?^HfBy z2CT`p3CvQgG;+Vo5fCQMZwFzMO`r<@g`p%asWj{azW(0db@p=57~Ld{76Yudj3^uY zaP$n6!aEOv9>YeH2WFrz=xrRRe_Qx>0da*`^akqLTK?znVHThM1^Sy450n!lBf{`J zoM!sRIXIu&E)qr>uGW&fxPy9>-P$ZFfz}2YoL^;aq_F0sg2mBN;NWt(F=8u`9}}}5 zb-S68ps5>AXF)=!QiIe*k#BtfTsy>3|K+0K7NJb-Jq)jct9z~AKV>)KzjC+^jgweY z9PXIAJlzri9uW5fu^y$g;#ovjBqyiRPO|FG>o#>`RXQ;ti`?*yWd4m8o}VZ-htL}9 zWEDaWUQ53Nj+L);jCpeo_pj*Ur1BM!bR`I_43fywXq0sLBbP%4mhsoq2Cy+s>5xrr ztmr`-rEZM_Rix(eg3GkF*7sQN$h0{hdP$Wu@FXsUj!X@|3&wD^`?h8waZpq0V#2dY znqPyCWo7Q+=*Zu*D;3H!xanD>%viC@SpZOQh?xrBO?4bL`Jj>LYx z7`?XsbE5ABw|$Lu%*(UNTnih!dT#El<~zGf0HKNP$EN5_D)&@ddj77P-x(;Fy(L0F zYpHelM`iD*Y2%?PDbJtQ{XE5ec%gAn^UL){pend*uyYT^?@M+OYv>pEjaY|ZXlHC|QSRgBq;Y*)(nSG%s5ESvvS04$*(f(l>|_7? z*;z(yN*oq3_tdnjJMV?<1lF@SO)J{%w=6s5Qq?ucQ=3l3MulFU{eD2x9Bz5gubU1{ zZ+#|Z_C{8(bSX{~+DXz9^=~W%$HQ)UWnAhXnHClA^tAPKo~~9|#h*y51Gyyf$M1oz zVXjq5L;>}GTHWvb_nb?uW_ZDBRuyhoA1;%~`YgF%xi$obA_nlz#`SJ?> zV~bPFvQGPd!qHtA+v!z%C!EPVVsc+QfA*0E(0*y+R--kq$$hcx@~?|s?mGU%76Ckp z9nP_MxK_L%uUK~43)Q!SU)rtP^bhR_?9c*fgV2N*pW0mBY=o8@W(#Z7;=*KNgxIf^ zA!w;B(#Mr^Z&_9hU9)YE&yrGjDU07g1SO`TbMJ3?QOt7#>vKEb^j3A$zx*77&LQWv zz0o#NjNap;fZJdduvNu!JA!u|*`X1a=p#K0zO0vFFR^IsYB-&Xd6+c}-OZjD6(VRE z0_44)hKc5tjt6IdeU4gF^OBiO^M_acY-?T_1p|X^6Dc{(Kd&A*yJ%115-YyrKrvP0 zqS};psm&ZlzHl#l=F-aTuWWkkdcqsK8=lCWjLcrJD(g1m@-d){%T(v;;B2w0kBxI0 zd%x*De3qT`@p@Vu>`Rd76~jMd?B)HFedRX%YDutXf_}q%FR9&CmU&g)TgThCtM zqQF)PTRLc2(bIDvX~DpzJFv8@ntAwnfJM7wSR-wp?;g-FHfET3X@b+SvJy1%$aD0V zNmyf;mRL-Fa>l4n;D?07GtKsH_4+I8uCIrW*POSDi21YJY}Gr}r2Un#5BJAtA7qt5 zMn9S4z^B+Wf3}Riwg4|(I5L`~DrI(Zb4u3OD^K6WXMY4l0XwmIddmLA^$&VZ-8F^e z0Oqa4e|Yp`%fVfJP2E3~CZ32Ew1|$8N*`n6t_ffvYBDS={#GTVHMTXJY_X#Q4lz^6#=riJyG>a z^u#~K&Iq0QZ2gWO2Rv`YLqkNR^uT$Qo*}`bZsw=ml{OsFP z#-M8S4*vWdc#YXAF*N^uP{XRhcfVv7??L3?x?t`TlS!-|8%Y%G7bAl)BC*79w(H3z` z-`+jPVwR~3LZn!Svh7cscYNB_&tEdC0fafkjF)7KY*O#xvmnMpS;yynDnQN~k8%*m zRsx@vwv zU==0}J5|?j+Yog@&Y+aXY*=Ji<~I~b(u2j>i&WF9U4U;K^{f!|lG$j?lW%HTeJAdF z4K&DPoM%2s2siO^?n`KBLh%$cRubgaSg%S@jUp8*eOf$j$rDt646Fha$heQkVXeg# zq^2x0(KCVWOWK#oV17b;)(1F%lsa1&YaB&HE9bZ5Lq&b6ED@5WU+A)e#4oiegLx~X z=To_z$$?%=qCkzyfY8lGD%~_RSpcesU>x=j>Bjx>%68+cPp)^?$7(}BE9J44t%Vy` z*|bfLwc zaR91qltFMWu6>{#6ZM(bQ*8XEqT_jEg!kq4j<8oBRmLX9!E_+o85B*QjsSJ9?l~DP zWlpoUWnBg~+9pgL+VllQ`6Ot^~>Og&70)>qAnwL9pqB#?4>5XA`JSN$FH&$CYYt zQhtuWfLhskuc-pv+8GqTn3Zz{&a1Kr#jVRehu?;RJ+rf7qkQ=uMylmD-Evqt*0D1SGi44VK{d7>^}O#c=>&(VVT=y$~yx{rct;X zSe57%>@^y#orEpAz^|7#eoKKrm-$=*agNiw;%s@wZ z&ty5h>Rt0M^=J)9NS&rMeRY3x+NY_NCH79Pfhb9>qKH}4oKHRPs~!dES=}I7xYp}) zy1HghW&%HO(~s(WkW$ziaTtW3M@fFP!i{RE>)=+95my|`t=*p;0G~O?44l9jiQEL1 zBMGU|HdMzdIhsRA7ybh^WITF~YDV!}7c&wPGrW8d2SR#7VJMXS*jeC0>b#^FgfvnZ z>sv{UlgY`^dYOOP69C%0bGU=6w>JD7lAwMHLZZRYXxajJ4IU+1BQA46^BpwW^R7Pu zjOv|QbQ<`r&o~Me_m%<9f74STc(-!mOV4ll2g5S2-~M^!aTW-Johd+JPaF-wY8Fue z3M(SU1M|NBM2er=-wZ)1aw&tWpnw8PkQa9IK4wG?uEX5E1h3H@z@bS(fQQ(_JL*)1_%7z8R`_ zs8{>_g{Iv>lk|o)dbe4Q-E#wsZlxzH!R1$Co>P)d7YKLrXaycI$xC4-S1i!#eDF4> zEybyJ{Ne*_t4P&kK@X?OvnM)sx92!lr({20<)jZg9x#d}roPsvbyHii``-3hyk6-l zkdcc=dHie}CHNhgMxyU(-cdtO#i{9hLVUs;j|ZbpKN3-GLA=s{9fps_l~v(wi`Q+) zx7i!WUJt!g;!^25@t7fPuJ3L3fbx!xSDtAAfmzhvN8qTsC}JUteCwVc2hu(#-~bB4hK`*N z6;9+q1c?Rr8xZ_T4P#}j_kRgvVI|2?>%l9?mLeSbY>yAb1k8P6fFyiL&7Uaffixcx ziH;j_Pz%N*FwSKxHQQ8E(N|lRq?^|LVPC~JU2q)fQfKT{=5*>nk1)MdY`_j*$w=<_ zno5eVugAjzZL2tZy@&qe!PDk3^*1wUn`_1^5qrtC%9)#hj6bLpAftvdJM!FiCma>; z*NGkriahqRdirJQph(|JIBApXc5nwl3W3FKH_s7Zt_rE@Fihf-Hx>iAdH%eXbO5zE zRLYGy`(Ix@208%oMMQPH2ko4zm*9Zi6^6akl zG!u`K-wNTzyo{ctf@cH|mbG01Pe{rmjduIHqgcgp)|xvuPX}s^9e8Czks5c#Y!LyT zG@F<&2NnBJ6tvL8A%fZ0ZhaJ^#Qr3>7x1EJp+@}}{r2Bj0MTpeG1w{o3_MT(j5P@p zJfREE51GPSC9WZsnD~9YIeaeGy@p&`(pl}^i^{`z1Tu9v{oy{V55qyf@bYe~IG{w| z(i#!T%U9#Pn{Jc=DP@b116R2^lo5>?a#x;i^rEZ)^e*Hq3q^QRzDQ|P#50G(yWk}{ zWXYa;^DH!?jz>GFtI;23sO|@liRXJ-Wg$2OzP;g*@BooSWA-Z3vn0y^`8D`!;1a6M z@}x#IF2&9Y1sobH6TqWu(bYtmfEv9$+^KOwMC7EJ_`CNI|8ZR~uZT(nOxgjUE6?&6 zPJoVNjlKioSb(oBtYVNRFtF+50XsW0*R$dhti%MXV#^&q52~}UDmGLnWcko-3T$zS z+?Wd~@?~K|ca}KCDe!O~Zk(}>)xsEsqeHpYjZ8OYQu*Lu9S(_LWNrW8#KG*NX5jat zD~fA(MLsAG?ja7`%+2Zo!LC~bWAO0n~ucInT?nhyXi0!@=Ou=B?zr?O- z<^84=bCPl%8#k}MtS4ymd2|N1wXdB_;6+vq?y%<=;7gn6aUmLl$jUSnllfIdL%Rl2dr|cUq*iQC-~s6$w)jMY#;mQG~ih`JW#2ZK!+{c z4j*vL%?y*|O6G6qhptO|t>5hWj0z}2A&X?WanKQvW3(Q0(Wlt7U=;d``+|N)tb2E7 zd}Q~ocHb^v^Im`746Hir%mpjNCbuW^REOEcTtEp+V=>GqDivf+eBS$QE9^VZ?s7kt zhsT*;F!7(50JULXGC!dL|6Eq#=9o-htfb!S z5Z@cRvBZEQnMhV94a@recrqjl1k`RN2J!x-NXR0%C28gX~-|huf&L#YR0M}g9G*@^T^cHwj%{6Yepz<#c|(+7v>q^2(ma#P zjknuC__(*N)}pD$Mg7s)dt=qCJ9h^CiaVD?HH{N+qG-Qijb6;+&aCdPij1z}>A^ND z^{EOVykl`_TH}o&oC=JUFk;p+=hOGIFHSrz9LS+YW98VadhYv$&$#;XBqa(n)}oVY zLITLrI4AfwRR|V=o8g5;#0nNgsrzeff;IteOD!g4aU3veg`A-vA|Fj~jC!-{dA35Q zYY(*0gnmY*t#Nl?obnB9E0=I&6mQ z6sSfmn6nnX?!ZaeY;Luc&FWP1f$CFg0Cz(Bf+(KQ-jH}5W+2+$K&8~AtN^?$yq}0z zh99kJR(Y#3uL8n9!Lko{q2@ZjQILaRjKtJT=k*m=EAkDdpx%Eq*@5OyHb~*z>8HF9 z-c{F(kVW0rQ$vtWaYBWt<=umwpjv`h8r+~r!Ng$s&>6g6z$b6}NoUjB<5b@B`E0(L zbzva#v!vQx@$!}D7|M0Fh~5pB%~g=$$W;Q}maO)5iG)A@p&aOM||>Wieldz$d} zXg|el%vYbeJEE{OC-_0}J>4t6evq=YM zW7Q?Mt=4d9R;c)j@k7-UV8zgDQq_mhA5Lg+QxwdybAe@Fi;RK>P7L8?m%eXJcnu0j zTWz3mXAvt$%0i)^jobz%Fyk(&_iEgWpmJsaf`9@dI|X$$OHpsV!yxw4YB2VmC#a@X z7K3F>+W!tsC#1g}X)v#RSk?G7Sha0ZOK37qbo%*G0~JaKqB~{Qo|hkC^Q^)Mcx2Q2 za8=}rwOfD-aIib@7nLm~(n@woX9TrbVRe#ntU{p&$f~U-K37d@JSmVYKIsMC{sm>S*_bu=conyRAn$NS^i*&?%lA6(r4XHVK$$ zjy3aTQ~bKuzZFOf^tR*}F1t}F|MT#iL5 zE{?ucuEQW;`lwI!se7-*Y7+CTN2Td}ge{2Tr`KDVEttX?5;#uT^3De4fiN>f*@2X2 z&|bhdu+p#rwrJQ!a2x*hqC^{G{ODGYz?o(sfV1Wv{RML>O2}N8|9*#H=G-Zw>rvO! z*HO{iI|!U9t4aj#&A9QD z5EB)0UTDqwh4nC^gRm7~Jv^l855qD(f;BU2d^jrkwx1+aT}SjGBEJuP~E zpKLxm1S!koH>?aCXwxP$mQ)Diu-qH?-@<`pGU_Ki1nw>3u!=EruUhdkAH4N8Ntp{1 zncjle8V89>b7EpB-3$+=*3Y_^0e3PVaLD1S${qWY@>{npjHlyo$t>a!!x;aOybKDT zFkI-1pSGL;=#pSiU|H-44ZM4L-vbd)+jdLwaM)lx3aJKKvPJi1g~J{m)1PV{{>k1n z486v~#fuHs5qiCWtV>_s)(8=tyR(=}e;6lv0X#2Q6R}E$EQsO8<~-2Jd7-!%-rd*< zk(urQeN%cj!J`+lo5$h2m?j0iU{~VL0H95H=;pf~hZkos)(+6( zV<{-E&VGGDzvOSx35Pc{k|SqbFHBk{u`klct_Epuf z$vq!ChWyV>U$<@(Nt}e;LmmLk6shRkeAnq%QBBGAiQl2LnN~TBL(^zxJlrL4CBIR8 zrJ^ zE}UP5Dq5KDkxZtf<)ouGdPERl@29Z%9l-QQ{OlN?i8tIw;uz zM~TsvL>k?VI5e|qFcAv>9PD%e9DZ8mHV(Uy|J)0Tg88VRCVPsX=7DFw8Z;oFf`_GE zv9Se>#l$&B7Jm#-^B6=Dg<18I(}621XAwcw*I7=@#7VCK9Hm)uI&Bk?LgBe!wu;Ln zHY#fh*0W+6CvhL3)$BQPA*oH!-Tx)~(=c#7BnDV)M_UMn#O>&xP>1aN3}kXwR`EV0 zbG|aiD>{BYXU!Io*Xt5ox^jr=Eh^EHS^f?EC+|fhOi}5%Q zZo|AyO#9irVPpYhYV09fHf&N(m|>o zx;6j*p(DMo@cG0e^DmTjP;?*uDL4Bc%fl{F8)oJki2km%d&?_#iuk+@ZzyWX%SOz7 zzkBC4%c~8xqt@z+jy6~Z3O~S1z4sVR%UQYhE+ zW~%xEfFE`l+Crx^^*yHgo_^SJV0-_NkN2zY0ssu|EwR_pmQjob4?&|`FzwN-_(DbV z(M#`*h332VfO`-xZSXGq#kgVSnlGlpeoKfB{yy_ZFdEUp`>bDoQfV*Rpt)!Ab_ko( z=vDJ*eyH)68$%JILH(VwB3*jp)y;!LiPrZGwo-+QebZ2jHjhf>y*bAx<*TT1vN_u$ zmp1M{kpeq7V|2)b#|oug4u-EzK#KgI|Ksh;8+S3+4+ zXpe-nSh6&?)V;Ztvb4xjl8Pb{A?DVtL~`4dtQARR$xfEvdC$CG=RKI^6W_=0zcaB9dg{{TD-NTdK|w= z*MdojBIFuq29VdjlO64H58Ag^W?MD>P97V*jOO=g?rQBc*`l9iYHLG`Ah5vNj^Zs- ze2N3Z^}RYu-)iSS`+Y6A@D#toi{qxCGLmLN279v1mw+*!c52;>oO^jEaK#B34&!Ph zAFhGl#S9<$Z~T8&_PyTgw}I}BPnRRv+*lpE4!(8paDu>`DMN#Gr$HLidM~oo0goOv zK4%Zf`g|o2dfvMGLy~k~HKtD5S6lx6?z;_4%X>3Uety;ZSsf!zWG(1|@+6aR+wR$MBr(ZUJ}Rkn;!=awa<4%z z(&uQT{?!bBINLWJi)PbZTR*69`?Mu*Zfef@LIUEgM%GTyRzLH-0q8lF8*=t2PIdD; zCkQ|*A^<(_J6NEe!HGj?lq0EcD|B&<9(@6+Zx4vu;CzwQGQb(p{{iH1kMLO^biyGLiXUOz;6{obM^C40-_VzSEYm*^v!KM@PU! zEZ_d5EdHiv1mBf9b^4z>E~R5L$K$L7F)UF=@@8}McR%HCa~eqbc2WUhv^j|Hu}GZa zXdFFN^{z9!*V^9s44$3CYp#p-(ak6fR zh)0dy3KvcB`ovdY&ZwZB!+}Ax5p&k1+U=VCOy5S2W4KXw(V&m!U(^!8W&>5hF7Z%f z+<&4=&J`p5KsG91ImQ!+`ofTz?4jl(Hu=Z7`T(k4UQ93ODyi}iTBI~Mn zfkUp2GX_nJToI&3$+@Px-qb^?{)$e?4Kwo%cGcgB(&vZ?zWfngf0~A(LDKD@4bXSM zg* znViKGfu#aTME-xhLtSD-90lR(*uyPX+^Yb0W)Y*PP z8MHkQB05e3RFg1d0Va0MGTO?rhmxKny>oXqFRPvhqe$P0^vztLc?vgV7AKlZ81A2< zcY7-^X2GAVQfRR$%9lG(vKN{+7V_xg2X#7rDG&spLt@>?9kkGqt+;s&KTo&kuwLB?ksyaXtp8bDQe>S zhEPqWIi{OS6jG?cd<2ERqm5rdY8LsAQJc5zxqUyLnDXg=oT1ZG&hT%djlyDI+8hPw z38cUzMk2WuAZn(g4t#DVorI`ie~FWyWy&Jt_PynBhpe_$TP|eocpMlnKEdzPKrw8e zOZm~>*OK?g%cfu}Ok?_`q+F{1vPt~RpCFMLR~c>poN^}Sti=^*fe>7*31uNI zb`5z5ezdvtIsa-+&*^d+aqsoj1nl9Pgw!ps*DD2lLX+6#kN6NG*0I=X9K0clbQw(- z=3-Y>SENs|4##!0P>)(egaI`62Ok8sx;~8J*wVG*_c5?Au)$Kg#wth1NWp@~L9xm4Tq4 zXvW2Y!od;Chic49eGOW`AJxiE@$sn)W={|FUoMT?t9yb{YdxCxoa{OL>oFPD4*|7~ zk+Il79w+Ou7{_>w@iR4m-|g?4-&nJsLakQL&zxa9C!{z*tcqpST_>>vF)CNw8o+n% zCAv@CgXZ0ELLKgZ1HHvXbn90lTJ0sDI-B!5TXVerLRRwXwzClPM(<&V>OLqg!EdQ~ zOgro%(@I4tK(w$175vb=ilSw@`*&yHP(?2AI>N&rmUu<43wWItq$%L*g_S<{r`fRa zIT5g080ij2tS3zdtmdQ@!0%$D`vzYB@5M597|r{{ipel~x+gRL{|dJfbr%pRFN;Zi z%sDc~XK)|SS6`=-y3u+ZxBtI$TwOL;Ke}i?3fR>KRFx1-+H4;3^EqL zU5SCN=U~U>eBSIM3u~NI`{FC3B8B8k&&2cunJb?T#Lk&Kvvk<06BJc36(!-Ln1={C+f6``FomUQMm zvt4?hb8gJB5`FQOef21Dw3B&F230Z=C}dvtevvEaxZUW2g(*G<_0`h$S~R7An&6>U z=-Q|-*ys)axGTe28t7;IY$o&@`YtEwck0c4a^Ft$KGE-hNVkN?{{#?)KlXq_oOjd7;}mu25>OD!03l zE2wy;A9M9UshMw<2|}u`2ZFoNwRx27Zg4k`MzBhsmTzh;wfXWSUQMnQpfnG5;i1ex z^63qfUA&&70-B{n57doA>xDXO6W&SzRK4X|FoQf~_^K{%aZoUD34b+&fA#~-4qOFJ zvPD|e9QZP3%rHd8^5VP89(KhdeG)@^N({LxFJveOvQdV+@?t+*u@=4ZsZOoBNKME9 zR>KE^dc1rXA2wPxs`7`cD3dg-YuKu|bm0!b<|4P0IIfl@cjje8U(6$YBSq5+aYb;- zOMa&?!1v$n_lm-jSyo*zU3$m!9Y78E2se#2rWqtvNEGrfz(iMg?g#DjHnW2hfOen~84)s)mEs*l^-Xe1=}yWT@URa7j7`Rep9!!a z^qRM@!F10m9Jgg&(q_;f+xfKuHs->AEpf+BRh!U5_V=-1sxJ{TH~66V~=9Me7-N5`K8pKAS7NN!)G z2n5NcQ>l(!=j;KG(SHIaU)C68D=0W;!qi!R_$fqAds3IkNurdaXD*RAZ?U}vW6P}P zkZ9cY=y`C?%xe) zfPz~8j}SmpH>G!!JV_yXpn~!le6PkpWd>8lrQ*zV1;o>s-ywDt|7ry;e@G?+kX*OQ zIWF!K+Sy>$J?p4UiK2OQBvgo6SAr-$et%d@5Zow{rg@uc*1?@Dygtgf(ak}2yYUCr zUGgWH_BgF>3*_!w+M^_@dkoo!f&hV!+;D#US3q5Vnw7jk^YQZWg3u1?N+6lETUP?X zq|dmz64b;8eax#H(5~j0)_hY?be@;EvrmcHMkOH2WEYWhAn5U2JIy{@tGuD}njij|$HPk~DAPApu>tLyN8nauALG|y zA!S+hCDodN$`QeG6y5kn*3gtLAuNYub>uvoD2S0FkN|1quS!7zj3c9@P$cb#eat}t zS@J`yR$ir7xo7`{A;JuGQCxbZ-`TGHp*=ljd;Ar0mL|hqG^E||>(4B0-Hm4As{=bf z--aXNag_Z3`)xKe?J-9a3X3U9@c+4_~E`)$Alf(_eknWhj+_j0$$ zU;s?Ks1<8Y^Ugj#1;99uZ4w2UWT9DlOHdI$tR!^#D^VNa5*+>3A9l%DFN%Yb zFGm}yk_^IHK!Mr31%;osVOBEj;y#;()(D8p9b$c!kWx?o<9B>UJRWX=Sf&@*L}H#U zGU6aw_g8Q6{8hWZ`;c=+t;v|25tGi0C0D{6BTEWqQS*IOXzG^~`@mJ^@&g|~j|X%C znNF?*9xlh@6O57=;90Ns0vv5%29c`A;q%NypygWSK7e-X;O_3TF^Hqdw+e6)%~C)d zZ#Pn-i}As8J(!(lY+AbaZ$Y5}-}$7zar^qmKyc961w5J#FGdfZ_1`iaos8;>)rel( z-D;?C!S$QhaG(863=Y;W9x0#zl3_g$k#Qecy)X_R_x{0Qu+D_ zmF1Nuqsxm=7{LMcsZy{+oe)I##+CbmCKf+ert!h;2(Ew5qy`J($+^;l|$K7(vpNO9LEC(eERhKK%um5HoXGg#rF(;vqg@gJy% zXafikJUG1!&I1i!XIChHz7Zcst|pBL5O4~V>x?&8fbtWtt?qv+c}(e5`!;)7h(^4e zKvrX|UNsiqV{v{2M4D%su9g?{HV1hF7a!+TK~Rrg2hqA`vc_;9YV7aKE47=%wErf8 z1P`g{wNb-TAqs2-ytuJ3s(ei%}sh#a3mA&#egJ4r%FHsJl`k29}Ka%@uTu zTOb{eMWy~geRM?%sGrJtWl))9cY}j)zgMHLqVXT-6d78V+~ z)lbio-Vd*hHpaoMU4u9ApCN*xS%W2&?HJ333DP)MbfMtvhQR~a@Jt1=;OyFI6*%g? zvrbS(} zfvwQ>IZoH65S4G_HI1bPhOH8Y|a^6}YHAO$>`LI<2n@#UidPG$sR7q{M}uABiz*7!D-Kdg zznV@?{CP3<8dmoq7i4z}Z!z~XHQB&%Fi|o2;C`s(rz;alUhPkFm5$s|LO^gGZM0}*}tIbBv3t-8I#8RgpR zY9c#3LTfsTO|7&_;9gnOa+%X{uBp9Du1(Iy5$2T=-rzdy2lL`;dW{T-+j z{jUdecy11Kk;_5mgZ%WbdV*kt$gPQF_$&Rn`40SbMd%7f0!X;m$=(O^{%(5jD@mFA z26pST$c5qx^O)-}RLXi9x8Uxa)_)N6ne*aobT_8XkoovlOkTQ?jw^tSjtqm=Sl>mY zk9IiQ2pAx>4-R&$Wq16L4ETZS?GlUDgN6e$3qj-MMZ`*%g!%e~*b1_-D^36~n!^+U z>EF5n(JUm<=ETuawh`i__9}VP2ap>jom3p{U4{EiQPUa){Bomkbi)iyaz?q#ruvTy zc8#(JU=Icv*pVO*bF8?O(>rq^`^>xrn-j|jGRwb1s zDy*U>f~4h6rNRii)@;@!mx(UU;tD=12MtaD{^7}=YnVFox2yz<$df)O(~=^nMS>p$fkSL#g~p19A9tjG^&j~h+0*F7}1`kzxe6}3~F zhTz+H6T38z*njeL7Q~G7ng*J8Oy~PVOhH}`(K_H`A2;6)$5pFL`q;OVpL70+@f`Ws z-(5eU5cFOXtBnFx7uHtX502rK_o?9)lLddXksfW1WcxN#}PJ z2#O^fV(AeDdOw^y+nx+f@2s!Q*VrG48z4l|q&Qi?boUZy;zk!b_rBG_lH%Nk)`x3= zdDJ&hW>TH2yLw-jDA+zle`w?7RzyH+RP-U<5*0lIe&%r`%xpW1uhOV{-} zAmnSz%+YF5Mza;7b6-IKz2*-ptarbrU;wCWl&#^8>uKx_$2E^Uxz@~^u}ONdfbofl z-X#ZMkBNIzs2d~L@yo@~SlyQn_P7b%;zF*&NZa^1;#LUAd4R;fa&0b6HEs1f%MRnY z)?89Wv1&=MsCc#eVF{kX2Ol$oV4g?iBAm3}O6K#P?Oc!m|E<=0CtBUOTRy0E0tMt; zuSdfb-zcLDvZpKH=3!#9tP|o=_Vwy#K_$W}yO0+}(Db#No3%R{(>v;{F1OrCyGz|I zG?Rb;gpx_RWDAGehp=8yPwJg(vpVo4G~sk*+i%S;7Oc43Khhw4?%#tFlQuqBGjUP! zlBLbVMAkc59ZDWqIPGO#lB4{|C9UEpTUlKEecaekORJEZ3AeX* zITN5eXfkv)>Ye)I;_%_3?8=(~j(&F;8)GH@xxq1w!>eV^-i z-G(VAJj^yfiynKEwsNdDDn>n%lzMaG1(5JqBj!`r(Q)B^2KVl-x83*%udibw_cmvM zx5ZNs=yJ3OcL6tX6KBEfl>TBo=F?WKo1N7MI{`X~1Wxo#Ah<*|@*EESj*~p+-qbX` zy=vo^$oO&Ra{m-~z`RyuAjMQTse{_$S8h<{DpvULv24?|R98K4i5b?SH0Ku`?b${D z{HSOs%M;I>!vCrrLMVP0)gANw<{W-!%%=S=NphbtmjW<)&=KFt9#P@_OqINl%wRQh z(fosAMPBYQ>lWF9Viow!+{f_l4rBOoqM2Gj)xk}w9nN#th;tVs<=yKd6B=GY?WMtN z=E{ag`KEPy!gt;)6J$)$v8^@yBU8{Bgngmix7~8_S!BcI1sPDig4BC%)sf6xuPc|Dk2X2iT7se~HF{+bkk z-QH#!F92>vT8XlD%8 z*b`}fpo9`mcU-_PQ{|S<*4ju`wQa3zc%B5rRU&pogI?a?Y#a0;v!(#(l* zav$6-Q~)l2H=N+wb5}Z>3(nmB8)F`UU(QYM1*&+L3qtHmaZe9sG(zEPYZuwOyaX z0Wv~Fey{j0zozrY`AEAs{&eHTG=!>X6*)6k91W{d*yHM&qI_0Yhz&P_sb z2910dJ(TA6)h99L^QUE6)Rl8!K)Sq|6)B<{+WJLM7PUX^5ojRUi8uX0Xd2KKpD%ux zyECciaWb5v`c#5vN7T!Ojv2rF;IAv8VOY%;o&M_t=nXV4v{Z9&-iwvj3M{8ZhJjx1 zPpckSu=HnBacW9S%R#kvfhHx)fEJ+>Aq_2{JQ<96O1%EYi63g6Er~H+4ONXhfDb{TQ_z@n>{A+PCKyqu*#tDz}#;hT=oz`Os_` zX1e=tzm_{4?GoB}*?}q~SV*|K8Tfjmnw__SAVcY;8{!Ql_C2j*Z2OwOZ9FCZQl z>&b=vy!PUmA)=D!jI2^U=E!M?OByc`s1-u!25t|=nZn|E(o*>xVM04=L%n{snpWF; znZ$m9OHp*qB4b$E0#vA~zxcqu z;VOxy3uY%60;N;B;M~gRuN4J@hC*7zevQ|HrL+*BZnZtl4}$A=E$F-0MJiSDdcaX; zr&;vig+^7{TBfg;!R%k&%mVx1J`b~ajE`dO#UFqJtdvY@Zg5y!*7)gjjV#Opuw8I; z2DE+BcW}dA^XHfUf~!_|9xRGJ=uWwI9s2RO7>i4)=E;(NPkBnpsDF!it%L^Gj+y*oDl`qa`` z3(8fqI2;5vFjj#}T-Pq$hR@7XdHVG3rG_erULsDSM}u)4Rd_d8Xrkcw{o zvl>Lr%#T7zH?N1QgUoDZgCvcE1D-^_J-g$PuBxEI`2Msk8RcmyVQvDqDP=)gQ%gJ1 z3OLTF5gD8**l!t-mt+M>40?%zz;^{D?|4Z@e_9X)jk1SahHGA|57T7ThAuA4{x*0` z7`V;!Vp@f%*IZ46>9d@5D=-`LdN4c7u-SM54_xemg@Ni}X5f-;jtIoUqQ&7hyVB8l)#b=BpUI&;93_K-OY-f_v7oQUPjgtW!idNWOA(=4{yc9K@-4i=QAslwFws z;W3`pBfmEd5NP$;osZ*DT!=7En&%J_?7-!g^MBjE%phjaU9cX!QvC2%XK zyLN5SZRX^;zDr4j{K?C{zY zPdXp4r2iF83^gBq)>+G^AMB`Hj0ynm%}l~0=4*y=d)(hAE>8t^dDg}|UY*$~L7`rG)2Nsy557QmSFdNjw9SeFHp7eU^1zHFWRfcy zrXTYWy2KB$o{%>5lt&}D{|0lBx|L{u^vk2_eU+FF#9$hV1?WfcE+63dYb=dh8tp{O z0>E1XnsnVPD_%r5C%JMaFW#XPeJ&m7xOmDm_yTV!j?t7jzi}ricC2H_Xilw{{pA~7 zSgI24D6dk*<+ybYBOPjSxW<(j*HU%4{b$hq!=GM#%ZiuwHx<-7hj@L}Fy(0x$0tx5 zfwgo0#_TX;8wTIJ1JspT%Mrqt9KmGXkMUGz#)ho)UU@E*u7K8Xl*xmtv8y5uAQZ)x`LB}jj_ zy*pQyXj9158;Zqij0F)8t%gLW? zl8={wSab8a-tJEEf8O1%WHiwZ2l|_sm~RrYLo`Z=9ga;qYO)@aZ!#x#Co?nUKd{WF zP@J+i4kS~Lf;3l`{fF`Beu{z#`{PFeqV^rYty-oIb=?ZW0*mV+U12V?h>uGH1>Apu zLhG71w0=%ckvtBTx)>*bl|TLXDELZ?i707uDg7O^w(v1H@Nr7Mb0^{C*EieiaFd6% zl8CD1_@kLYZx_snk_Vq7McLQ0;n+h$w`{yv2=@~6QH{+pjEZz^P558xjofQMXT~Wq za2romgS}H{+I4=D^z=i?%%t7n=OK3yYuHQM5UWCY%El7=VMz-nb46e0rC);I=c_{K z%I@dI&lp_sq$aCe%wJ2$02(pLcaw;1b~L4;xO#EKy=>^BcqdH;1WX^#!P(W_C>ANx z%B2i>vQJL}TbolpRrDF$$K@nX?ebp6L@3m<&hKI?b_Zn(iE6vtU{qX}EfjJbcQFR{ zSW|~FxG{;r-~7l1rDN9HxCdGXxK!E+Mz?I{IbnW~38jR&PE>1vHB z5pRq@Rq!-gJzt3~bjJ8C?XWI*KQ4ceapl&58XEx>OQIlZeU$dt5LEx;!QDQ>EpGU| zu|Bkjjbq;n5n-3(5Qv=YTu8mhhIBF_ht3CFrA(NRg$gKVAR%J~bF=xt{vHRfwHP~8 z+Mn(~V-<5VQBfh8*0S!l&MGj(X5p+Wtsg6+T9R%*4qOlX#dC`c>xs086Z-@Wr6pu& z%<$%Krkzb^t=hiHd96mF<)h2~gLs|qE|Q{eM|lI^YZ?>2qgs@4Eb+rt` z-bUMzGhqD%#L&4zJnc32g~ZV_q8O87{wamLevgA@uLou8$+C*j`JZskp7n~%*G9@Z z!UX}odwZvEm9Jt6l^wx=G9s3eh+?@-#>q80WsP4)M7rZuy4>Iv(Z<)KtAx;1R#Z1- z?w#|Xu6bLQ*r`yy7Wef!gtzH6X=IH|$Er?Doirlu@$1ebbF)}?OfCm*u~&0A)q;`J zCDsvQoB^S2J_7Rn8pCFJxw?8!g~0urKo#&gYz?Ujxindh(~;g;O}PcA#i2JA#aF)v zyn9GMpCb+(^&d_Z;h3MMh4osGAB}I&{VfON1&v8YCm#Ed7BMcQkpFev>@AulgUeCj zEsY&CF)D0z1r!e*g;#pzFuwD^n4qYAI-b~M!j+Mo@-+-@UkiK39fLH#J?V;IGr|y? zB*vRBu?j}4$SLA#Z%^#N96xmx$5d`GnYSMp^qy4j__J^X);5J>ivA_n!<@rasdiz$ zEy#v)Ah#HrM3=tA1m>woNRG4FK#{((ivW#{equQ3GM` z$mmItv15}SL@nQiLF)DJh@AjAGGe%Q7+CCo1|K``9onGcmyLUc#FQQlgB>c}z5-`V z6gCmJe|_7115~W_livCM)<3DDt)E9{!PV8)K7i1BndcFksvmYIbuG>%0=IQ#Ta*_g zODo+Y{c$pM6tau1I}6b8-C2ij!JfwrLu`6%B`SIuH!A;J*RSb`R=fVjX)^Xg?mfeI z$09^a6&i9uTCp|;QH0m|xiCA&t0q%lu%9T|e27u;TXiZnH~`MN5}kQUtZS%BZr(@8 z4jy97B3X8aks|~N4F(~WJt+1b70XUcfRZ+D4bA&R*&Dx0L7v1d^mVY3yXfA?kfYzf zC>Ytt+})?M1^DxT1$WV5ex<@y!Rm+QCZhYzCR{@BYS2BzWT_9=*hqG%4~jn8=P(oj z^4VQyAqab{!ns;UJ9u}+k;g)gvfFFXm4;CG{9Iod7ZptzP6n`Sm%a&r!Ud@=JDqa( zNWEZ2YM#k_d3K!h1wN(}4%Snd+-m2C1?d<#1S)ZY1*$P&y1>Qgeudry3s_E~X(%P& zOjW@%LjeqQ)-O`Rybz)Q&ZTBW+$zDFQ%+)BFKKxsgw|^T&#jt#RSb@vb&!_V@m9V~ z5nWqbbHAwr4noYmm(}_qNe&qmHHV8+F;HkmW3qcw<>H=(fvZ=?BqiVzQ5hmz zw_yIjfcz-hls_TjZ5GUJPVOeF3KcXtFf_Q;b+_y)qQkQO>h~E zh=~$_*Np>k&E_K+4tDi9L5F`Yksz|nANFkT zVyTuAO;xCz!sQ>oL0LI(Gl7a*q?M;7UWE1`5V-DduSo~P+38WO4WDAwiN>|ZEN<2t zj!M|;e69nNEC0#%pDU67JlsOytf`(Fqne6R9;~Jcn46O*@$_i(Rm1t`lTc5>WKn4_9Fi{j960M<9juKPpgpZOu}bD;F&qpr zoR9@sIhVWCHW#J@Qrpq)Qkmu1_GS$AH@p~19b$Vq==rOcn^<9@zs8BAeTmr|o-jrK8VGU9eFUpJ^{khjZpb?gZD?}pYi!Cyy`MU)_pEm!DKqt4RVLZ ziH2|`vhRXkIVRsP;|*4SY~Btje>*n7tH};kpMMz7P}G!wx)0aq%HS?^#mAt$MD7}g z-MM-Aybzyc>9DRrEjPoNSYXg?Q|vaOr00QdfG^Pv)2QXb991_Lh>U=+l;8s-xq|5T zB|G>oX1U}0I!(Aj>rr;$5XuOP?czpn8YUtH+Z;u`ZB;Q~4fvdi7|xO~v1N!}M*7iu zdyK)3&tuoO96|Lh&p#c9U}`t!;Z_LLpJKP*U8ZjFqbieJsYLqww&{xS52Xg&a6N02 z=4nhno)59>Xc55|a$|YF9O$5YhzuCq?`OCa6tdkCGPJ(JfxJ(|l zDe8%?K(-W8wN_;&ea71k?iIqzrQFPKc2O{q7Txbg7KCotHXMqOWA$)GRy}*GfNR3p zf*^KDMBvl_^r5>@@0wP)jw&k-;;O|e$nHm#qA`25K@)0&Tw+ImOZm|O-!47?u~(l& z#FxG5sy>$oeT`8AMbF1}xUUbZugFOgW;@ggC_r=rC2o?L1@ef7%dk6YKXVOyN$6Et z*7`gpiqGO~VJqU3s4SOv<}`@gS#RvZr^#+#A>0MB3M&MTv{E%_t({`u{ny<@lXVq1 zmFwW>)nsnHXbY}XGrLXzyVupInd1HGJ%VMV>pPhRxZTOgewH{C@0cBf$kw=<^{@%4 zHQWkk$_5uE2v4_llcbG3jH0j?^D=n<6)T)nP&hS`cplM|;T(`|YP1o0Ll`qe6pPyz zu1-HF+gcGlk{JO~+I2&G*vsrVwv=iSArr_YF)srY@EJ|n=S)$>H?j^^*-uUcXuRZS z4dAVTiU#Y~Px1!B^4Tl8J%$W$C1~VA(WgN_BEYpGZ}eaZUlV9HLf13*rg*1jMvo}E zD)=ypo-JF4OL8Y=|i;?D(!U zbOBJ9Uh{~eO(?HX(GBU$0rWv zBQUTGQq8W!|H}*Wh_d_E{zaJQpN~F}MTKv`|Hn6*sG2&Xnm7UIIs`)8?88jn*$C(C*+;eSAj33b8zh*-lO zuhG#&bWeEI`wqnipif3YLfwn8bIz3OjVl?OPnpX6MXO;X!8@*2ruUbx{|)huj8ok4 ztiVvCGrTv5;Q`A_RJXJJ19;;6xT*yj56d+!QB5Lbf+T314orI`#?4hsU7hyx=jQY* z^O<{u@JJU1YmvdJF82WeI8U*R!sqL^nBIhMd^C)^`24uv`nAAfys0InA7+%AF&yh@ zp63#l1cv0J_zD~&yh%D+?-g&rzl$pp&emTjPx8kjStu&Q8d<@13&vu2HfTRmbW z0KRS<`39PenZZ&k(pw*XASQ^c8R7s1sF-%$9-1dGU&;m_5Lk?c&c;a|G6qXW%EM_| zkl4=t!`5XG8~lE^H}ExoA`xS@{MQh5csCB(Hk_miV+d6_pfbQ_2{4*nD5#y=9)9PA z)z+9yGFWfC2^W81dF%RMog&)N`lhqJOt!Q2i5%+nPAl~5hSpK!&VGmkE^Fvjds^%$ z9Gfh9)-M?_wG*0k3H`wH)=VBvvZM9hF2?fn)&C%E%8y&rom^Gw2%m|P8xTLu>y$-bYcL`BhSQ1BSs0+^1vFz+4?%*tv+`)z@2qtBq?1xc;8!y zY596_hnuH%+F;YlQ|M5ME%fjb2U$3G`=egeCXdV4B^- z1~Vr0?C&I7F(+UgJ96W8a*?deE^)g6jaOZiSyzr^|LN}fusd&FjRM8SkLp0MV3H@86&W@R?D=p>#52~q6*OlGm;*kO;&10KA z|1@5$Cg{LKyC+B`eEoFnJl=SXGcEq%>?3NPEzZ^VK_N)GjAoj9{CpTxcBf(XtJT6H zxv3IHwU!J|A)Mpl#w_-1^s(})K9%0-8h246)HC@nyms?MSzGP)l`A~o9K|WDn$@)M zeZ!8vO%xKP!(YOFDDfn;yJyOLA-3VRaXEyazK(FWAUP0u}eK^_(jlydGJJBd)-wam~a^Gb( z(UZxqEZHU+XRo$T@zdFbuWeufX9oWL@{!)B50&v-8}My^U3S;ax&nW?uO$i{9W-=? zn`+;CObsr4B9ZFVF#mPYeUCQ!2uzlaH6;_?r_L{Y_r6ej-u&j2QppLMYk{3EM{Qf3@4s(m&iVpK$mIaDDaP{H`;^2S&y&BwCbvnSdy}Z0YQDx|TV;%f5IPoY40CFV zFacu;-_cc!kVWtsKJvB2tF7}KYT@7|kr1QpC4_b;D5N8KbsPa&NhEDTFVxaDqK>mZ z{{-4%oKY_1BVuPV^EQo+3%+l#K-<#%_W>Zn$EP|D+imHw$F;R^f-}D91FN!b4 zPloS<_%xyQuJ5jQfZuxGG;{ExqHqKlye-ikH(q zgCr+$A>zi07dHyopA7e9@gu!~3(2k9Kls39)spDev)oGW=UY=RzZwTVt@2sc_wQTI zg>F2$DOuTc&u&a$er$r@$b3Kq+FC1@t@voWX@Lq3v?&3@ev?`W@n6O!5!K7tQLj$i zENu4+Km5Rdt*~r~B~m_@Bj*XaFp>$75f7`!A^ z;@OZ_zLnp--?!{3ilXKqu44M^toyoe%P!~6(l6H2eiMh@Y<{ADPwHCf%miqk;&&`) zvK_~cY*&3C4l#g?OB~6(_^@;WsK452z0j~xL|-mP!x}GjgemD^cWBjK^`DS_Ro(6N z2t+(*GNE6C?d>Y7LdTBNET6X>Ud`+D(5@NtL{-Y7g^bJ;5lg+o3M;yxnB`hGDQ6!v zR)wvmAY`0lf68cxNni zr=$QCoEp0Y#So$k}1Dfxz&N(T4bSi5!Z~7z)sdDUA@` zuPRyA76Q?-m2AW9@b5UW?Q)3qefr?M=a$!k<+QC6r{UKYD{`}~d;WTAwg(@+Wvvr4 z3fcVUDEt+C9!kgeC7%nZ984;=A#(w&hQDT`+(teT+0wZo}!WaT>3S58-MR4W3$9 z<18?rt)e+Qq-oil@Dk^4waA^Kd6!_H4Q3)4O|sEU^$3hkOXl-!JeI;*h;3)X_>`%* z1kFVk;DP?Um$1uz%=FA-ni{|cNdNv|0U z+jKDdI08P!nkd5YPL{8Zg{ovm$?aZvpEVKKqwdef8QPEF)~mf7CI#g5y^jh>zN zY%-=@D1mIJFZk)=Vdd#`f{LKy5Ab{7IG;To&U=)k#<;Gq9rK!hON&Znj!-!b1Z67FZJ}?IL50Mbw=fyI(!HU&N`q|%PSHrLl##1&Z`hh@E zT!Ld zb%nPK>5a)GUvVNS!ju;0I4V)hC^mom)LvAw$gMl9n|(&#ugb@-?~NNNcH%voP15#*W$BBWq}a-T>tLm zaloOq$~7Htz8M^BQa|-#8{p08``m$s*v3twkbCD#E3ZigEm6gICORmI?#p8q3?%jO zUfB)Su*)^1<+*r88qA`>cmnP}{FaYVR9AWF{>20jr>0^9o7VPW4PJBeGJp}qNspI< zN?;z7c=k14u4roH&13qp@Ls-eiCz;HmmD69nsap1p(8Ge)ycPxP?L7}D zep0h?#VRrSFBJPLP#9ID^;RJeoK|jW;>B6O(uyF!%q^WeI+5ZP#wAs*|$}@lujydc%pAuI8jBo}1h5 z0Z*h%62-6w)x~E`UoBgv94#!4PQA)y5jH;_|EwE_`N5IP#-?RC?ZRhO)x}jU*c(+Q zY%kW8A}YJit`Lq8S3p>I;*)ov`RFwR$*}GStNS29l4c3N9@ZVto{`Uv1`d_mjBzcB z;-z-JIJLO4t=T+hI!vE7FyRh4ghl@@Y@{w4^{?_M>I(EWV#Uz?p;?LCq$1_3m6NfR z&>czF@nN1Kv~AF+hxz5<14i=`2TT?Gpi9Rw&q+I@pzC8V^lU{_XH80umy2sh@Z|%qAyXEs%i&j-fMFM*ZI|vifUqj&b5cEuHu(q@ ze#|p`tjcjZrHYnb3y0bKNY1z&)C377NnzT~MTeO=;`vMnHu7aNWU@GMq`j4g#eq{Y zu9K0nSM{6W#4;x$Z)W7@9cMS4Q_WnrejS(tVGE%mQIH1mZB%p-NcV0m4TdXIz;-Y>4 z1{o#Q$f5Z)q^}%@?WfGWtM=qtm=DCr%-OWna!WyszbQ_Sa`1AAzj!xy+F2n}ZO|28 zC>WSCufPtDjo)F%R>Ai6=S+rMa_OgNd7sPW+ZGQ;5yA1FvcLo@2NTwF-}oY}RRhAN z^ZUx~9D|0cL4HsoPk%DGBE}0U<&w1X4W2t3?F~-&dY|b!LZwqy=2~iv>q#MbrT(;C zN<=2YOFRID>$#*LtRIJvd-`9v2J2Qn^~;9Dm5S4AK0XU&EC#wfdZ$pf zS2Dt%pNRBW2Jf7b@&ziwAj@^nVS*%ggaO?@Aldy3Vcj5g*50%L>5xk7Ja_*)NM&pw zaBadM+*i+&mS=yNmfsYRwM0p?cWEBC)~VxJoFZxFWL~LKL#>vIOZ`Ku*r9#!K1vVP zl=N2zGscfl%s&PiiRUgKCrm7Bw!#LL#_Yr@n`KJE_L$T6gJiqJ~54I%a0Vl?OTh-n1(l_d9SD>(xLC9K0Gl z2M&Nyl0%by@%c@~A=#TC@gz|5ym{IL;qcy_#7g3fBVDHbE0AM8SPg2g>cin8*FUl!0)M45uZ zo;h~KT5_|pEMY0=#7L{TabrIv(5T|qC`nz@tm74_%>Vg7SxLykox=CAkey?Rl9Rn^kG1F#? z_!+AN9}_(+n-#w-o6Ykn+5DF4f~$7WZB958^nAHBz7Tod2yT1gB(qWINVZrfW@hFH zvF;n|e$paNs$`wQGuOdC;81r>;h4>s-CDTKUZhGD`6n7a#}ac=s_*>I*=;^zX~ZR# zH;OVr_$+m~L%J^4X9Wvu?-Dt#XfS!bya%ujKLyRY0g*i}HO{n;f$l7OeqZdT=Jai55_xVZe`5F+rox z1IuP_#y9OK|IKkqHk{Ks4xh{<=(y=X0uV1m?=b%$!n0?RM&ES^6}@>KBFbU=xOg?WN*wg7 zr4GTXtsiUaQ`GhZ&f>Q{*bd`7N+@|J2}N&Lv4gmJ_B-h4uV(-GDd5Hc&MuT^+X zI>-YON_AR#JfS)j;l2RDF#%3c|ROQQ{z~;`Q@^ zkV%ec|ExL)M~7C6;2MlFvLr0)L>P3%hlNoo{6ExM6 z-NxBg7kPdfEe9ehGF}yAbiCF-LO~6qb9&~g?}gXMnk(+XM57n9=z7JdCgS@>t0S0_#z6>GBWjzJpv!Hv4n9xb1pQ z5pc1X6az`C{rW*j!(6)}Y=J?602vNSy$&R{~50(MDEmp9K6NOKEJD!S()++sCM6<+( zD!H*4K;gyM15hSrnX-Wf2IV-N8^cRoIyD5J44(%S-3ib<8YtAKkTQfSs(Lfel2L?Y)GP;jvxcM6sCZ?wK z02~F+U2(07RY=v?*pG?Ea+r}og-gnlkJXT5LNOiy@!u}!3-z51)S0?@;@_Z9m@li= zvTci3=6MwO(kuQ5i5aiQLx>(w)Na5?Ks?H*O`0gI z-rywK0BWynIIgk@j7kEy%2&scD{CHudA2=BtpjU0W{}*6ZRks2#Y@5!1a$&%lQ5s>nt?|z(kimjRpTl zIhdqmauG(LY$UHCg6cQ(777`I4rmiyQh?LBsZOJ@K)Z(%Wc=V`)hCb;A)=zT-*+$U z81Jb212b}1bLEco=7y$@=AWTTs36xy@dC6h(`(+6DF&BjJRMXQi z{fSZ1pF;C(hYIgva<~U^*CEvG-sOQSJ~7R^KjbbBiyJ>f@QurC`Kf|#fYfTOZy<;w zRf-%pyLk6)V|+y3BZy4r8bs6&;wlg;>i*)cC(PJ{&1OREIBBf?o9|Gv>E(7>4ZmY( z7cX?Y=D$#`4{Xv?9a&GJ1q59DY9L&SpMr4etN({XNz52APJx(}YdMwbbt1}gIqhay z#v3ezem8qrP7`sU@7~j?%AihIuW-{<>pzNE9FK4%$NFKQ&v&0Fo2IL^Wfe|Uav8O* z|I>Dpbhqmqihp7*EwLe$P~@oX;;=G?swm}-s@CCaT7(ewHnO3~lV7vD%Y2O2;AwZv zgGBsRGOfAnexn&Edb%TS^Vr`sPH0P2f7&-?1M?>aGqD1|a?t%@s4N+{)pGwM7;{i4 z5x6z@S)s2}8`T&YNL}7)Fq~bMJ0F$hUb%Y#e_r52G!y3nZ!H=<3^O+xI)+P+qyGK? z89l`A+?m}6fkseC#g|(CE5g=ZzI6k0MfXjT%VWNT3eHvQ%-}vAmIO3mx!?GN*OvQ> zn5g6)1&QvRoDNMh4El0PA6*Q8eHoTm+okxcR4D;QQ3F?XWk+H|ti*vvX}g)#0?(TG zAj1=i5?XfC;XY04`(*i7!;s12;3X^{b}Zf;#o~R&eaF%af9|;k;y2<`uz-43UZY~c z?INTREpqUqlF!b=xg%m#cm9DYS>9hx5CF~h3fK@KEgTNJ_=1ow3fhfPDC#fZv_@LI zHOCyosR3iRd~9>o-6h-)VxPDlF~XAFY4+9c*(@ltV4%scWPyo~Ayo-HS{!P?=KQTV zT<{s9ZPqNI1t?wEBK$f-V$?dj0dzZ8;YtR97Yeslt$utjOBE-qS#?B%?=N(lx$ANu zuDzDho`!W}hkD3;a{Mcwy- z|K9C^@j_H(soFKj9CSI{E+2K&fS_2R3Dv6OC`Sav%!|(dT^*mj9wdeN>)q%EE3j`i zZL4+!KEaS>R6kbe_Asi^!fF`!+g7d>7>@B3K@VNpZYQB1nHkr`A>B6TKMdOV(ybZA#MHFgvEkq^+iiZNq4C2IlT}9|-kezlP-5MW z`QX>sH`f$L7~X1JfniIirUw<4;ifFVm69a$Fiv-=d7IGi5_`gYH|cVbQMM<)Qn)yy z2t3)*?6e$TP98-Hsp+VH@-WNKBO(kzcaRHn^0LqWWJ&py_K9iUWc@UaSzK9|A34qz zwEZDgsOZZa&qg=Y{#ufw*2bSKgpFqF^#XCD75E4K4{11tviqAmHg!qqjJqwaVx7K6 zo^N&U%szns-`|7?<|Yqy2#xSIfQ%GI6uchLg`Ut;xL-7K0nVbLyfp61y7*Sy3F5`M z>!C&T=Kd8Qc!>e*ki95ofVh!~Tk=EfVeGa5@E# zw6ok7!(nb?!y{-t%e23QC&}YAcYi>}BeO8j97hp(@fGKPnr{HyjdEzmpRX|@!zt@d z%z~R28DU#dIAzZ(7nh$?%{_3(iJ+~DX_8P7l@!U%c|w)z)Z#q1+M&dExO`BJ*UzF%r!VTiF~fO{67{?}N6 zTE=*;o{pg*o3L?aMRxJG^%ggb+{?ju~;LPK+CVkU9(js zo$-sGM4yN*FFqvaaadurqxhWT4>KH(znb)Y_V6pKjE+c(tas8nlst8_&pvh44H?U- z8YMczIkn;F&VwTC`oG&`$5xOlHfo(h8LyP%yKw#mjmdFVv+{nQuQ4Ua z0bEV%AW{3vg+HT$?;j4&s(ZEjz<+pDY!`v!-jRzXGqdjGtP_Gol=zPtb_KqIk4@cA zjWis?(nOQ+QMO}e^TmnT7__}}V*34wfD@jK>)d0L|(S~G{wmJnY3K65gxC#TOSrz(XSB<&!7j^{`;5ZL)z`;VdWEfxpcvvyNym;}~S7nzgV?rr!q@UnS4poV6cI3hFoZZsx> zsN{;A$MX5wgA%^^(5~PvRMeFlw6m$hc1Lx|m)f>FLI>Uw1UybRn5?s6lyGhLk#KVf zj`b;C@*AA07Rj;hNBwX+M%aI}iZ<2N<%u6$G^gwv`a$Sdqg7-Q{vWE%a`{m+)nQ#W zK5lh+-;fiF?|O~2eJdMe=Ac9xCRDbf@uI5z&GVvvUX-=iRAk{1MO|=K7c*vO6c+cQ zGEg{0Er>#V#iyI!7bJhg`aD;GodXzs%O+?JCPTiW}QXracd zxQqHhLYIMx*{Utm#1j%7bYCqW28SCW!Y!JbWoLxzbLALDMCzN_IJLm{IBE$mf!O4; zz0308xR5wM8P6d`9$`y-pI2+S+h@JI)Lfh?-u^m7QkaKUsMg07=U@W?a^ZuNchV;&sN(cKG zuiK~l1%jQ@Rpl^kU}^+)%f7xh%nm&oN%KlWirM1mJg`$Yo6iPNj z7kaM8W}X_c@64rrtwyT0YjqdVr0srr^$ zI)|vA<&VStJ^g7G69`QdG#+W9|1q6oMb+V3xje*05s2WjE={$@*Y11N)h|-SHVKVT zyqWIO={Cd0qjtI4|De*xNM5tEjtrpKg|A4f5n}@h3+nk|(=q(1@soTjJ;yw#KJ(wG z!E*a^Hc?WkFO3*DaNt+rBAys5dvUpUHnw}zQ{AU79R^6@3S@^QlNbANULX(g`flnfNud5#ycD^70% zg(0bYng9wfTMCcm?EY*0b)0k;pm=N6VZGbBZaI|#pd;W{Z#Oos{h>ihnpxhE!$7_K zsg5Hmi>xZYj~lx&B-B3saFtMMp_G(L%LzqclRpvLlpG}V(n^_EpPL-qu|0BG!`W-i zyyX|LU@=MzX-c2WSCl);X(gUYE(dJN_aKq@qPa#8p_x;>C<4Dg`6fkE|GVLvfu?%m z++rH^Y?H8|m&6wK(gJeE)j-p{faTEjK__W$!&cfrk)-SD0BR(Sa@el`K&f?{xMJW3 zzohlghEsz@{B^*VPEJ;adfbd~R&$W{{rSjS$=;%V9*YwH2W`|j-0a;63?YF0OC?Dm zm64Cav(7IM+?rB+v?fJi-?E37m!8GRQWUkI5TN-ie4(;{?=K_nOh&CF+iok|3XBO` zhCk{(oPxSKWipUVG>~H6>G;_G?a>uu|5PE@8?gzeC2lkwYcu{2$5jYiBp0vbV-tUE zTq%TGOU>Et{Oo6YmteFca(4wixY)a*?fHGTqcVDxd zd*1tc-bZJ=pQFu3YcoPcq22R5aJbfb$S-b7>W>o%`eP&r49~JQ(t;o{MI)K0qsa*L8H6%Yv-o=lWX^db6HXqek2=sY;_QqZ zqrI}LVC2@v0U+cMl!w&)Qojq)pQ{uG1@zj>QLs}R%s9mg%9Ytf$K$(9i47W8QjH2dBWQ`l?FmQuD@HOKkP4g17XF*a> zf*J}Vv&LdAJ<3*Vf}Ab4z*|)uH1H7Z;jhTq@V|f$v7`d4?1W=#t|2D2B z)Tedir1e|_W_0bZC$Q*9KY&y7*PLb~Bx=zZHPpUcdP?LxAu1`aQfMlz5@IMV0O6yMlfz_si?Mc5-~zTE9T^Gz zdhssqd7*7>+NxbJk^=pfO~8zPnf1IOeQ(oAWx;Erx0J6&WveFnHDd`5(AI_64ADHPc8G9~ z27efM42Zal<#m)wiF7@gNo+BA6>dtiwbyE+h`i(kg{;!Wok)WTmJ+of+8vi;Xixyc zbKi%qYnUsDCB~}Wwjmd@qz0GOD8&*u)e0zpIhgL9biLTS?OWvT2Sf`Z0RvJn+y`bh zb~P=x-=%WNXH?pu0cOSX3=?;!!^WvW;2Z^Xcr(83h89*Zm`Ze0rlIkXtbx1lWZXF} zF9zo{?Qh7rZF`I*0KY2s%3Mf`)AwePItu5F0&d{O`Dw#5%BhTFmBtXk(t)SV%agQG!?e8-Haf&IYfLTF`b z&ELTcZuESvUfQ)^Y7KNJWR#*snEQMb?lu+d(hGj*kT~E$Ex-oN+?>P9Jyx<7`LQ42 zXl$_U93>(W&zYGm4h0!pUqtqL^?R~=1@a7%V`hw$>1#W>5ZM7%6|^@Y3##C4LW7u5 zoMZ80hNsoV*buMNQ3Dy4XZw7{oy~|Hem8pHXi15^g&WU2(!2KjlU7o>9I?gm63GYK z)jt-cW*Sd6hGeavco12+hG-%S`eUC5R+*@}--0@17zOeGEi@U@wo&IJv+Bop&HUUl?4b z&?-8kh!lKZjf6h&!X^M<;rIt6N$x%XOq&t4XO8Dk3Uto0NLasI)v*@B)VJB;aB5vh z=;)RvZAk4h5xB`|K25+m2Mp`PSh%>*t~=&0r#l2*1gfV9yU>^pc^w3g;D=M3L~mM8 ztA1K{c5SoPsX)6;xafdu=CBE`%hS7t2EZYEz@>8({m{PQ^4p#18IB#_tA$90MoV&A zek{+fEB&c%ei>y7X%0I`slxc{qal;TucB0)?iQg-iXfj8GKD@_q)Ko9HaJZPk3XJs zEDZP)PqT+4!rz12OR=GuVDWG>*6(|h@=`9r4WgI!c@P-G*-T^C zJxP-W#R`%W3OWi&IsEGTZdV3Qh{>qkq}}=V#uh@43T6Wv+;MtZm(l|F9&f-6(k6B;<&a6brEsue$knK zdesA$6k(hLP#>$9cj5|>A0Z+h9{r@2gu4;3zZN2=*JX)PLATD)ViiD9*G(xzGq|WZ ziJ~7C9*5-bLrBD7FJM&8R*oDUb?7^e=Z~gyHhwr5H&Uy~UDBd*5iIta3>jF08#i)g-f}A`9|_OXjC_vY$>j)-V&i z1E^{;a0A~7cGeW z`q59=%m=JSqv6rv} z^cEA84W9V|Wi^-~vg8Pz@$*b8!4AaVdBF)89q!c;H*k|Cz_L9j_X6PU`q1I z`q<%k)8L){tAwF^Z(F4nqxTb|r@5-HHv!Tv?DnBSL_tO=gMgKE1)o6G_t_OS(-yjl z*CNh{Hze3M{{E8~DBSxc$gXhBSEqrlXaL9yeIpVuD=-(uX972)6g>?_u6J7sVC1Tn z#O-siY`NNj*jc7c5i~luwAZzLZ`U81Oy(g-Me1wvrXt35E^s1hhfF;pWoR&wbR*Dp z*4oDh8F8_0yY_kbSSJp6BM|ml9X0xw64!x`+z%GHgZdp(!w*B`4(BwxgR<&ZS9HpM z5Hp*TGaLkRhS_%?4cJ!VasmbDt}8Z9M+6n`S_uPmzoHJ5V=kFTO+{RGM3b}l8>1s^F8y_Sg4+;iP z2IR){Q`@tO8OA+sKCW7nICpbwXLK!H*^~En$8uu4ka)yWpm}W~=lQrt z{u4G~AVmPKZ2?_ZHQXUlv&?ddED%WEeu&-uszrKfZAa;Qw+(2gZOLQ??r6_lN9Zy1 zqdpIM2BD4qS#^j`{rpGI4(8O_f`|*}y-wm?Nh&L@6ZVttNyO;^sShB>3)H|R(=ZLJ z9C=(pIw$PS9)e)BF`@|Eo5S|+g8-DTBm4W=8|E^})D*x&D)Qm}j{~g-LOw_ue1ly( zdlgM-xPGTC#{H$kcNK{4dR7yxmHXxVPR||iv;@e@ai$|!&QjjJzhEAbn^R)Zohk#NL>o%XEr#{sx_~C;Nw*wJo^dr5f2I+&=B7w9N60B zC?x}as)}{haeF@W8y;8;gvror$go!{g4VI;Uz=IiAMEk&qyvE)Iwn{s!M&fztquIa#zmo7q^)qMs85W^l%CmsV z6^uj!`Lnn6XO3$W{xcV{(;((73Dlhwu_lga5`eaWYQvZ!czim`N!CK@oF%DKzMT}G zdWl|ub7{bh6|hJiWBrr58rlW?<6sdL>~@)p_Pw1U#XXfR9SSOu_aGxW z{DZe*y=<`|N)MsoFezH5-Oc_zV9hbu2G11!12UrD%Cb>OPl>*rNb9TZCnmrKQQ}kG zfd2*_3y*-)_}fkeYZSf=7669 zx5-11@qReLaH2lzF_QKi=wf$e9`Wf9-2isxdQ@iIe$R6nk^XnMNXl(z{&fJF977Fq z`@^O9+nWYp8tf(0K_lVf74ihzk(i1~0GlbWo8{^=bXFrz6SpoN5B3vpd##1_ORfg} zl3B%;OGyae!@Dkim~n~W7?=GAPmyL0I1DGjd3=XC+*!O4*{3f|Z5azOz-M{*r`M|V zY4$3<{rm!bg_}@i^Z|bp8gEPLPnvOKfL2M)5p28#-*r?bf$wq)*lXtVKSOBZ)e=yz z*>rbeA}xVov^VtNqeO52&&{4#7($MIfgTK}!px`Dbksfelyl+8nBjXbt{}_yOZZMqOB5Km5VyJ&p+AL2=`_<>0F+DG9%^kV?*QR1K#nC z@oTSacvn872ZcTT2obogfEt0{(Fl{lZG_TLt`*%l;=;cKn}>FBat-AT>9JkDbNa7_ z32Kp4qKl9W=;Cqm5LNA?$O+!2z;y$U_yF)$$%N}=$P74F71L3TTF`(p)=NM>c)>ZE z3=SO-cf5e#ieY5EbPss)Vi8IML`9OSAfqyCFZZH0TOTG|8Dxo#iDclZzwF^*NLn4G zL;c$cd7*UaDlq7y@PH8RFfDW!^yZ(5DZumibQwIytK{^8pd5X~pBNWr6<(34V1ai0 zVuy>6c0lmjBA`2;6TBB$jgkh6KVP;p3AT&!VN7;H%w#wV05KhX8Pjm&Qgp=zpTD7> zviCv5nyY$+_;eZcK4aS$qw$?ehl z9_ypwvtaT^avBs`$uV{VUey5h$&3P3isrQn1m{5cC*cndIsDos%$T$Te)!^$m62d}XP6qYyneKh)_+UR=**1&$I&i{X zbUqEPhWL|sa2N+uD+TY&;H_}1shnY9%hT6J#FJu0rja<-68i+Cw~fX(46yng&?LI; z%N@>K?n`$ACli=IHG^GO@qm7?^X`v1<32^fg={TJg=o7sf~>*I#RnM@gQ zjRKx1`|#Ts&apYC3j@@EC$`Au63dZT3n!8bxN`65CmkXDDe>|Rc$)W0>$OIhu>*7N z_aDsq44QubZP-Gj2|$_`6lK0Nw0*bgcqT~_JAyYL+kop0Kp?Y_dp>B|{Aq+b1%-a( zLm0;}(Gd&l1x0+Ek?!so%?Fm(NW9aMnj^9zVh@rX6BFcTv-1abm!c57Oe zIL`h?8legt08X)D$U-0Y(Np5!g|PfJr2i@|>jGf2Ojj!q0&qtjkHQU{I;TPZ_w#LX zHZU=BJPLC9+j+Tt=!M>YW&7nXoW|v=Aoqr?iGiTM#!sPMx_4m)A%2F_v0$bXOO%5A($$64%_FX5l@5jkA;)E?39JTEjwhPWRSWcdi|)9LCc z?(J&PeUhJM*`SW{C^mTWmFpHabpI9*(#2RHo;MfdR&HGEe_(dRI>5LUY)*nVG0|Wu zln8+1|BolXfOB9Ey37)tUHe5lL{}TCv2~9lsRk3=ZFqZrD`}bNt$*MHvsU1Q-K4x* zo_tjz0i6H84V;pd>-Uh;Bsnp?fC^L z*r!yuNr%xIj~|ny(2J8@N!9mp_h~#ANcsZGH?h7yM$|1~+^l_~k0i0{&&y#(yTEdT zBQ9kuYm`K?zGOwx(tLe7?9CvHYIv_;8p$6Q_*3o?V=Sk={E`inBQUZ$zH^6o+G?P4 zH9bt4iLHZt$^0~_-1gcSc7uET!WVN;-*+E80}fT;7S&W-RU8z?Y&V7owzV) z&)N=KMLr*bC&s_BwrfD&r9WgEs?(=AX~hvc?2B&ri4Nyjyy6rr|Cw$a0sS$5Oe0}{ zZqX&iwu!qWVTVhUfqMj+^IaF5==Y8mEJ%eD4r~XLVpN$nDra? zp!9z!{Hl7tD4zuEOw0;yNN%7?KG@%8PXf1CF$E<`++)b1+EKo72&78ClxsUms~AQl0I((ZY{}k&38*R`VaVlR+fVL$Niy^5 z3g>(jIPLbvN^f_68}MI_DWpKILb_^qiiBr&6Uh^78rlt2gc92f+SHl{Gm?m)9XYRk zA4<-P1gr>l6K+b|MX{cSZ2O*`2fbZ2IiPRQt8wQ45DYzdh}sp>YDd~E-4(YrTQbWU zBED^j>(73J=6i0BgR5cb&#^kzWCpP#`Z*?RoiB&<@HZrfZqv>F-hy`2&%>VS^vwP9 z2c8@USk@4p+0@*>ssb)K4iDXQFSFo9$(TCV!5pUP`C&~-=ictr9rMDK#F_A~NQ^;~ zE9cg_WOw(`lOLZ$pMy(B9uVDwdNsD`=&wDLME4e9><-PLP$Xc#)?*=>=Ye|igT;S+ zpLzz|Jd=C%^qAoxj+Y6Y1)P0zOg(J{=5=)Zzwk6a6mp7n3&wo?irXA!?pR~ui*yj^ z`3r|fq)v^shxnpJQWA!?L**%TnqI#N^SAE!r?6>g&yNYeHVk){nqzJM^0>*hIy*gI z(Sq9jk2DpS&w>>~U5~7Kblq15md476F^muLE>?>QY8y+K$ zQBPueFl0Q-jE~8ZCqS}HByP9Q+T1?*TS#?AzpX&bwb=33@xSWj_FqhRIxVglSuaq0 z(g1ov`KWzQM*!)VB72I6)4}@m2VWj{PSH*#%7A@!0r~`tb@MeF_BZm?(HDFkSn6Up zm}YNh!;`+Wl3uAdok!kvr=*m3o6es5 zxmaS=w+Q!f=o&sCDVBGDgh(`{m%U4TYFS|!i%>sN)b&EU zz1`yC4({9I;nVSHXg74(pl;*~vO~6r@0|Kria;Sicpg}862l4#on~dtFK)hY0@<-t zD~BS*qebq&vvUrTLR4nbv_G>-r*dtps?^gLz8)c5RAu)Ye>AgVIyP*(E+=hpX4<8zR2LYaiP9tlz3R!pUr!z$Ew9mTTe$)2*ZL$PYRJ*uL_%Tqg zHSjyqef`|?Z0mjNNeMS_hVr)K#hLngBOV5wZq|GZyHTSza>%K5`hmWS$brm zi;P5UNPiM6t6pievQGO3VcM(*G53h$f?Bb13OuzK>Lb$BqxAdbtq%EI(v3>YIIgj| z`MK3|PfC2sXp*ww(Tw7z*opPY?EiY!?Vh?j)>`Z~DYgtX6{+uSs{$HW&1~vMNRRy^ z6MW2O-`44B%chJ0Pxp9)%0Y z?`kt+&bB|UX@9g+ySv|(neZq8>7I`; zuG$U1UHu$6Fu?g=C*qVk%qmq)Jtf#S|K3$nlAVM(4o?|^OK45Y7kw_C_Ey=|Jm$nZ z5?M@Fmvo;FywO~@BW}rR=;4N+qkS#vWN+80HCKxXC;ghdSt=Z>MlhGt zjzM!OX(0pgPPb;Zx8zLfnkJFb5dL_K7<44SD}gfRf_e%Al{|5YcWdCL0|2V>d@iV$ zG;ho${oT zLI^ZCg(SlfQzam#{*%wiz_(tNz`Xo%e%td5$t}b8C!ed#I#+Rea$Qa4ezQ$kf;|~9 zJ`6B$JYe9`HKkjfVkKd{2hg164GyfVx~w?yL|(Rm_v-ENEBEEhf^D63+nrl~ls9($ z9`lc-5Q8zmw3g{2zHu&(U?~)GCSRtforJNQtbr_aTId>h?DlXzsrT*>@Z>n&ps^@p z;nPUF!6%^(BT)@!IcHFS5C7~Qon~@v)i>L{A~j?tXEO-JRN9-m5AlxW6|$e77$aPL zPX;86Z;KxL?Y$MoHq1l2O7l*s8)>&WTpX`RRP6k?Ux$RdGK44EVTR#87ZX&0Pc} zuATuv|DJa;$SC^1m1L>Xv%_STon^16&k90ZVJ{CQHfm8h?0w*4O-U+f&gg9)6N0v* zCHi|vwJJ&T>1gfk%INK`XRO|8RTX64s00^d>EaNlwtGmE^PwPH#8p#yslm2U2UENS zzJsX>GZC>D6WWy*3`1TD;53#W7~cdPf5izE-Vh&5dy0R^sBpCJ$1NjR>+@gCmoH}% zQ|zgVn=D7*<+{)rE@p?XK;KQAG_ziM$xc1b=RtPR>SHfpd5UobSkrsqQ@i>-1?V4r z9{jMoq_MDdr|Rye^CrnqC1J8PK&*p@uGPoQ20RhOc`YkSa<)&ijXjw-0)hU#3y)qM z)5m;-&WM0eXAsj&iYvf>bprqYXG5i60)U~Q&y7I>W?IqO(#l&~-O&tpY$rLB*gY?@ z-g&mR%rh^5Dn2}gtgNg%WBPCIfU?>)g89--uLg}sf_%zX9>%HS5rB*BZo*@f#XUyy zz-Yj{U=9^01USWvQq6xb&PDJAV<3G7I>|9pbW+*Xr(%^p886^K8aKCQ{dN~Bgl|`Z zp7EUUn?g**156SiHQRjAdw4RCFL+4e=Ez}2ck`wF+b!3s-~t3D?2-~|`Ugi3CNnA9 zk{bocMWqGX>K{1M&pe0_ERL-k+PUDxmFL+;X-^4J1HQ_3!W7-y{vJ(PFkM3N9+x?w zRwlG(eh+#_Xk}v#SVI=+&k)fc1msgddo+kY1g3vyL+<&m?IF) z4w-FEIwHtiJIcMcbj!AsgGo+t%}`}W7?26OA#2HMGFL%_^da0wTBz}n5$a^t5r`J| z(Kx78Rzy+z^B}HE^?t}~Gs-6AvFy|RFf9AD$z;rLqH&D6mvPvgrz=ahem*!?_in;X z67#uSV|6NMEv+dm@U3|WPb@lYfT{4LNbeS*wjF+&c58+KIe-)hp%U8`dQp38pTJ|E zbVn@1_7Q~a`y=mBPNqr<6|vu+j;mlp5XyetavN%Q4*%i3w6FDFX6pS}+kQgth~exS*i8 z5uGFzD1aQO>?LQXc0Gfw9sU1SbfOk+eDr({>mpY_bt>1l==eH?B9@?Dgyj`|Kwi;0 z&`eNX(ccowvK8W4w&zX;WXWdbO5lNfY4vDyZPaH6GO+td8P0y$8Z;=qd_8rHU`G}a z5j=oO4L2uVm8(ER<{I+2q1|_PBbjdDoZQUF1=)d?9tFs&L*b(QQ48a4{YPx#l}9E;0O;$3YJ*TDj`yML=eKL zLU})Mx($f!u%Esw9*o%rs}P)pfYIj!x4Rg36^$4?Z$``m2Hl~|f7xAkR2ajSXa)zn zr*8CdA8)Oz(5w*#k1K|XLhWR8SZ#8@WQ5R%U#HzV;44SUs0fA?98Lw)O!4yvnVHO+ zXwqZ&G2FI}-r!Fm{(amlK7)D1&F)PC6bEfO=16#APO+n`uJilVltVia>xpzl#GVK% zgf3}vJ!cx}tTp-tpNHV(p$)VDSqrUJ|0pV14Y@a~-WwSZOJ6Ry+vcRNA)9F0S{&TR zNoirytylBRC?q3orVE=!_M#PcCG5T5QX9);mY~8U3$-t>Make+k2<3(RImzSWYMu9 zg&UBX5kLbj*I6FH6O6IP&Ct;}9b6YbK3^DskbsHEKf=_oK4JkpsOm(w?#g=@vWSEQ z8FzJ9rZbvTWDC91mr`qdI%$DUAC5=0p%ROUX6ZbPwcNd@lax*`6adR^f zUaDebT!XRTs0RC}?h~4Cr?W(9N4>ZEoS*}`HzO{P(IXIKL*;jB#-q^?&3^v_oEVTY zE(%f4%1Cp6Rj4(Gz4awOqUS4$#ilQ zY`|gOm-x24z|F!YX@x4dVZVxlz zW+hhHz4(XkiY>mX=-xF9UFy@>TlZ`zH)`6lvdQ31lDL4ATNT`PBJE!buT`v6fi*x5 zo`0&~k$Sw{oySn?`LA?n%(b@*1|`W$Y8Qm-l+ZB`ee@_>p6r7PCg>(e(B~tOLt|=< z$2Qd?o>5%GU$|?y3Al!V3nRVwBai(C^9&_$&oJlOD^D^(Kic4Vwwev=;lMeTwj^Fs zuhU*G%oJQqWoU_xwf7>_OCMgPu;K;ru6(23o{-+QwBGKWSb|*n!e99Inbt5t{%O@1 z@>cyfV4WfVUIv~-<>{D=00G@u!E~g57kyX1MX>`V+JsJO`0^wYVeEk{xdLl3CwDyg z&HN<=qoVngcb3_InebN{yf^^rANLLKkw%B_!^63|+CRu#%5)sb)xnQCL7Z+i%Mx`g zk}(Oc!qEb;&ZBZ}8%+D})jOyXmPYcM7_BMN1jLk_qJ{Q*A^i#S>F+F?X@Wc(9?o_j z3n6y88-xJhy8R+#ivu!anwZ2Y1DIDfz0eMO1V>X-p%tA-M6Zh4>6CJ=5}0C*cfmXu zw+-d2fJaU)edGobZaG2*zX$*Ip~kOGmk5==P+|wcFm~r6a4#0V9#auduywy1rbQNA zYz!1Pe>yA~bDcizm`Or)&t-gBJ}p zRRVENmcom(`4?+c3%3wMW+)(agtb9Z?>v^73w;mW8{R1?{funAl7q^9`*Mvs3GL8&R~2KuM>ILH|P1Y70yPnXU!?h1~gr zWyYUwX2DJXF3+UlMd{K&AhPxz&-l-v3y;SN(oDP{9VfMl%E8Bo78xZZlz4Q9b+hUH zw`~f=N(X6+O=`Ssgc_a_m;w000MyqG-IlASeelglGfdob2^COUTXFdqD)Y@ zM=RupxBay&nt^&=_`g@NXs^MCK^?op^pqg#d7kpQFj}L_k`2;h<@3);0xA%8P>eSa z@s-d18!j^dM_+(7TNPhbI0g^2nQ)uiUboVzFG`((SzkSjuPaYS>Ho6e$I;>u*vaWl zt7Uc5i!wU9dAc}%PG|S{F|ejZ&%lo`YsX$gR#Vm52GIoZ1|Zlry#_CI0Fk0;`arIB z61E9ln7avTvF)l{KjZ!eEovKa$rDa~Q8CwR%m=TA0_hIetUz5?AG>_;Z%)@&S$7Z5 zFtDI0cyw@JuOu3_V;Kw0ZluRU(jXrmWkb=q5uh2W(mRj8ZQ#WaaOLrq1MQ4x=pfNo zllo^ab^F6Okb?(iu>w{Vm}tmxtLoEAD48aRDseAx6w0_^Eq}u5m=H0a%hW@8P+O^@ z9HXk;KYA3X(89bADkHb~E1!U_{s8}pFvh%$`h1nxh}f5L<`73Z%enE;+lK!L;w!R)i5i{=w6upPt)h=~SbBH%BVA`SR222jNS|S=3*0beKk^FOO!d;* z2vYZlp$IzeEL(kFc?*T+&)7RGTLi3SbpE~X6h*6pskVL7U6b%2W5S#t|Wcs&uPM~ z*T$MQTO!c$Z{Wy@V%JK4@;`Lx8nhQ+r}d3r{N@&CUn$cG)U+FtfSO5--YiwAk3|E z0K7lcQDO3U2BRGFlS2+Xs75Fv9`0jjjz`YNgf{kI^VO9wVaxT2wkY70cbk^Wh?mr- zk(J*Aap>RJk9UCLj9hmN1ovi3KI$1~_lxXBu0iHj$x{`r3V z7>{uc25U{8i6S2lDh(Tx->{#*nHATI!yM)BfoY4H$2LJ38K(i|b(~bFfQXs0Z{RZ& zE5B>I8>UCyAc1iLA)G$~p6qSTP3x`F@2O|>+JJLQH1rE|EiNZpcRP%NJK`?Hs>id* z?msbr8C7%ikpUt0qZWrn2B~;taIZ;{beacjRB%y`B)CozrKI6<6gA8P6F3h&RwYN3 z7zYg%0k0p$;Q$rbDP;K9T4kJAfau(Oa@>!b)T+Lz4VHXV<2uOO1J6V6i(sbEcr4Fa zcp+g-%c7+G_~=cP-GSjfs2XD25g`Iw)b6WMc=_+NH+({#%Xem?UE8se0zD>{yw}6?)wAQ#|2uS-AOz* z{*|=CM%A94Bf%)XX>%oqKEIRfTZHNW1H-no-hFl-JV-d)bVcLgKvVjWVZ^)5@I-4= zPbE+OgFXar0W-$ba>}qTo6*0}L-<{cmDyMcD5vg|%al13=5jdXo29@~;f#UfOx5XTEyBUsLE)ID(8{^?^-8E@P%k^8F z^VX2N%)#-VSUfFts$iO{b`QZEipQGpcPYP?)quUJYRzY2Z^qB?XQr1Xlc zB}^KGKfy{~ty!f%rJG&vp^Jn0iXS3njm)-)e@+f~NduSvUCzRK?L1#Jvm*jO5c0U_ zPCOMDro1G#ZS%4_!$`4C!*(NaK_8?aZ53AVx}dUK`^N4C6>h;)#Hnb{wQvx-(o4&YWZHL19X^l1tRY9emBfakf?K`O^ zQ&e4pE54I^yBB&VSj3;}bIhDM9BZoI7J|hh_*32KQ+;aB@>dAshPQ z(+9hmvh)U5H>dU9Ri*xf)=jF=cfWRmj*%LZQlURQSGWcuCHh|G^6bugR9{9A7HAT% zY9PCO6fE-4rEuFjJyDHX1`{=(#Fbv7TXsf~`h|U=4N?bAr13(I!`yk-^9RpCo>V#a z-VA+k{O1K(Gk~jHNky=IVr6G|ctgN-bPrCiu@l$=HfUpvdd-rVDBi4GnU zB)+jJFkvNF#d2g4+-O)fFR*|Iom5W3g%>zm%!7C){RELG`YDD&`dgo*by2Gg*B*St z%U>a13mNP5JG-if_UU^7N2q`)`k>4;MaIi`I$mh^2vcNmZ!dDD!|%hqqxqb)Z-OXE z>>WddsePz%x8&IVsR<1keJBQOO8t4z1~;MO2lO@7g1DU~;VzHLVTT01U;x%YbY2$} z`#gH*0V8z(-)NqF(e7Yow^5Y?Yt+7J->HPhdJxcI7{@gmp}Q5DN=_&{dE1~PZv8Vf zOi&k;bwC;jg1T7!U0dGJg~I8mLCpQI zT2S-N2{zI=T*P&9kf{|UhT|+1 zeg*o=SL4>7z==Vh$jmficzA%x9M-|hF7OhChk+mkm5vS(EU10SAcUBoYYjCe|OK`jxSY4`U$*yiUSQq;XlrEmDA`7N;fFjpu8-R znUXi04zr7)^HJC8bz&eN+z@pW5SHjwBEDB}f4UFE-;tN)J z_qP7;9+a>O9O8flxA#$B=5Pcuaw>P%(B0jC&yzRlR3UI{LnNDmk?GDHs>r$76&0 zppqV3U^zQ@XB@S>&dbZhUqRai_mF&3!jlwq_>+AQuk{rld_!ER!QC9NGu-YInzOws$P&=lo|-{qMKSYnJ(xE>1t7k;Zx zOX&Rt+de}LC!D`~^+IlvJ-%eh9>4K>B2c>swgHyi# z{BP+c5M&$~GG_ialN(3g4WFndF@N9r6Tz|j{{A>oG-m#_is1+B187wWNq)^=Q+wO} zHit~{*0Zc?txrtNM;g$Ud0T(j_oU*{Zi6zRxXx2pd9x$)?Y@t1Jk~T&IR)xKs3Z`R zu+P(~Z%r82KPC|w)XuT$)7rC(d)s@v@{6D6J~j^hd=qA%l>GaTiT2@ zTNlH9;fpgfB$Ue@oI9&k6&RJDdA+%dHI!=n)S_v&8acTcalZ6kAMfs3h+Vi@%jp=< zU+R3q*Q~Q}o|y}2x@Yn(3C< zNmXR`L$8a4S<;9-3b>CrkRY|!)G#E`F~5L1^5l?Ax(Gt*;1#k2^%_5tu$r{4Q3UuQ}8+t$McYP?Q| z+{%(4g$KgD-0ef3BepsO|NnJ0y(BJJ-RH-=cBLEO(YLPg!YIUL)AV)M# z$5?vKkBUA9@DS^P6wb}w{JFX94B+PCYtI2Ur!{q7sfp(mhdJ_dJ)cZaS1gLE{{0f_ zB25sX{#0F%YrMDpI&WAm2ohF}guh)>z&b(S^9aAYH`Ddw_!qg48#=D9D%*|f=O{Pq+FX}3ayjY*Fpnn&Q34NSAq32GLO#T$Zqw*@%PrkvxWNFarHH5zp5;`eLOp(02~ zzTC}96yJBNQZ4wd@BSdi~wl-*!n4eRz<^It7)L$p(JR{3->b?&dSj z<8Js=Eol8u3?dS$jy)RZexI0BP$(Uc>Ex=7MsKLauneBgUr_w*>w>up7HKw)kAb`< z7*fvGN>+>9(V8%yCnv?TYeW#1x&#id+0{%<2(O;R=Gt}JhI@LPQs$iv7(H1ev+d{B z3;Vo0nhqwdOSO-Bb@?S3m9&kbrPl3Joox#e+8^p$Dr}YMqu-Z^k54HW5g=VJb>0ki zKG5Eal62L^_c1(;V}bw}#0-=45AI;0*#EfR9J&oyl6&Ii%8m%s3l{CuwNYVW>|BT>4Acw}EvQ4Yo8Y^25T=z<|`|rFj%;{kU z?kWa!_U+v}$||4qIHXJ+_L3KIlFA5ZC+2!IRaEUPMT*yL7jEttm=Hdf`JvSC9%&Ou zWcfTWOC@nBE?uWI4`&*sVlKpXsY?xc4X6y5A3ZBI@e81HQ*KR4`CCt)5{gq1r7V;G zx@q0+9aBCkMpT_x)Q37^Bj_ z8D>NWD|V3883)^Pw$R^TPkRo}-IQD47Fat?LPc10`)3vy+>Orltkl+RLY(trJ$i{ZPol&Y0R~w9LqkRKv*wNtt*5cN`oBpjVU{(AnXf@+9xZ;Hmzndd zm8zwe#wRJNU(Ag=FcWs-IarCTGS&Zbi5 z$6}OCtQ%#N`_lP$E@a7QS6p}#eRtULvJ`6t$0BJVheL5;GznfX#kkbkBUlS_o{uzl zz2k``Ko{(Au?syjHz#%8m^E)hdbKYsep#lHW!Kh6cLI5*ymp0z0lFr0{i9Mtm@eqU zO{AZKRhan-KbB`3>#ZFZRcr+(5V1VPxfZzQ?}%xAbY+el@SkPv6bL z+?DP;Ha{%%ft08 zbELfyH0VKZ6)wHKw{?jaPS4JvEjub+8bpGMz0cP2auxA@iVcnkqd6_i(1FQgff&Jw z9;}5KB=@U2!S?^576GOf?q1m^mY(VJo{}pVJ6CQ2;h;rA;p)0y*<_e3M`EGT6%Y!3 z>&i>Bx7TuQbsf>wSNm9ACL%(q2lr62l+_Dk|E}HzsX{U|?azG5K};j5uAZRcuI`ZD z97gwAz}g|H8{sGpT8RoS%&QIE`^rfF+N)$ZCd@?(0r+0|`j2$e%AtxNZMJ{*Ktj)3Hc1hhmk}bXC8JX0dcAa zF^uSe8rd9M>|UhZ$1w8e0EaIkcedz~=gm=s07(}9P@{x%dEQ2IZRiUWE#W3S4xY~Q zgr5;_OQv)DOyF0ysu$L&O1IQ+h(Y+YoQH{Yj$D5*)5V#$+zM_qe)pafBMCiJwX0;6 zt!aJ0qmS-H>W1_{OlDvOhRxIKM7~vl)~Mun>mx`cfuDs`)U3c*zU!V>*jkED}3rm4fj2)7tkS9T3%4+ta+YvE)~g0j$ciG$cXblx$;LaG8;>AFH26 z4Klc-U}=kyk_?}-kANt+>QW;Q#Sta2g-1DUk=<-QbD@9@6KimJ?~)eX+DA%Q z@03;o6PO7}RjByu@Hfz2driXU{Fr_>l%Lx-S`z?VDGz+kuFg82J&p{Y|8P&5J{NOI z0_R2Uc$43}z|pO>O2LZ{jb1Sck7VA;DX>k`p_xNxx4y*qj!UnuvlKzcjR;vq1 zqHPZwkP%+i{-1hMJ1;ase%74oQ5us+Hs1lTE3~TpU;QyfWSwO6}j{2 zuXH*7-xBHw7gDvmFoxXfc@MI8JC+0j3C%`D(V5w|epR77TFH+veUQ|w9=m4yGW;E^8Yx@<2eD1r4^xiB zmZj&{M+(_K0j>s=;loqBlE6`itO97ApBPOZjLVS29I==Ksvu(iH2$qAAIx1+!r0r4 z!`>}rbsmi;n+gv4aL~n?41CV^TYGlz_$L)W?9=Mvli4ST#E=~#hv(@Tjc=wx*=1#k zT?qGy(Vj5J-foo`A6)a<47ipul2-jxI;F2)&lloB%oh;k7Z${vLBQ9pGS){X@~v`R z!sNMbKjwht<)1#`cERXd`;YUSwp_IcEM=WFF<+!h_Vu8$H%wyup z-5XyWXa#wo#B-j+^;q9vl#!g~+}9Z*F9Goc@V9dk-ShNaKF%V4%Co94*W`DZe$V%U z5ZiS=ZS6MekUb36z}0u_Q{os63DwCrG5;igI!GGW*lSHJTD53*)vXme*#Ar31CP7w zeIelRol!j{Z_}F&22Mu{lOA3jBQ)C6S5shzwZkWh<+`7}RoH~BoLQ*p$C5olCi)#d z;jY=s`#DaFpoH1rvE|NBcJ}@w>rNXfiunsK@^~fP%V`2nmnrq{WEOUq zCvvC4-%QwM2GP;e@$hQ&1`E{W!jy^m`D9X;=7@)jrTJmMC;)Wh>uTmet zSpZloft0_sDP;HEWEtPMd;MzR&dq@N)beT%>wioYmfd&5@N2i~Ias_ux0CCUYZXtr z!{0(ME#!d#kNR4FFT3>XOOucUm?Y;h9~$b&HK{(eZkr}lA_bCUGyP=kO(93VfJ^fX zLVx>b)$wtpcwWuLI4u>5bL#q4aNdaJ1U%x{KV%k)2Ly`~ML%gw$BS+D)nkUkcooEQ z-*wZzE&_#AudHF7Lh>uPCREfg=U}Bg$wX23gqLy4SK(>R@@W@QDb-At>uH%gDaVqP z0A<(wmyKRRq;(?SnJ$N&apfyu;X(hTGW>9$wLzJ*E7L?#5GVBALHnq-{4b22rb=B# zcX1%YyeBv9@)pLGw4<`nb3QeleWbUo_1xL0XS$3|ix(4@Q3inxv?G94b3?4q&=FMs zOuDC9F-+O5rVS z@cSwDAEq9xpy_SB2%GAoCGkw9`k75azZl;E&_t-LzgSfU23kONNum7Z`r98MHU;er zav$p-F+;zUA3~l*1ouL&hJ|j8ICvd1vlK5YypYhG1{W4qvL->vI%zcwCI?;xk%O2w zHaZ>yfdSuEvPI-h;KEjP<@!MK&^QA(f{no@(Al9G<4*m}mw^z$yh15}3z>&8&sDs* zJ6_4@1!NLABV4dz-7{5$Oppy?W{CSw+?z=~6NlKa?}J(@jK_MEr^2txjj$lJA}~$7 zq2A|u+AbtxLZXwtjmVZsEj+=-#hIB*QRK;6{RPca?Sm$}8FWt%33(ykPYYFpC0R9( z3WU$K+|XLX+C|tzEF|Bn8-(LAZ;dLPy%yRgqEPYkm)BnB`jTI5(QUbx2jUw9KsvP)rP}?l@#$D@1kcbp$I?{_Q4=}Gv|T!9cH9kSVgFK7MIMdZ&t; zF+BSpoeDcFYBU`72)ng5e_FLkP>ax9&%a;y8YpdilXD*Kd0OK>RJQ|(E_~%vxs@I1 z=W6Rtye^*|*nSlCJa2&Z^vB*;0z#0!c*+{7Ha#qY=nLrk3(6U{%nwX?8UW zIo`>*tK)HU3jg>RZl1ClM>$9l;Ot|X1we3Q66DDh=k%$ppTYB>Jon#4XO@a ztK|7c(0u;?9(F>Y&PZFxrp44|T$W`5{mHK?vn52M>^A3NXJS?o zUs0rf0!mlabwE4BoqNH-S*-vJkxXi5?T1cugOsHOtf}t5UM%EcW>94t&(ybCXJrOaj8G%s z!J$yBXMambZ*qIKeQ#?;NI>szt*u||Ba=?F!zE6SZu^hXb#P^d#rL4J?gs{e=6@Av_wNASrYaxN_{{eJ2pwn7`^bP24W3pvh2|ccXSx|Fz=;MfIKasi_XgACg zu<7A@DzX5qO`_a#;R`tv*g-zlZLHG&xqSmD(Sss)4r=hPNbm#f|IoqF zpM_u=;8~IbBkz1fd;xmLWj`4mxO=No^{flxKz`dHql|e+-2c*gGvO{5#Dt734t=11 zA4H&c@LxGD%}f@#R9$va3bdVh7bWp zO~4NFmJ(i2^IxC+p%7W1<9R;<3bw=Qi$JD9Y>=u(?u6!MM0qz2p$`#7euI~o*w z*|kP9RQ0{m|FVW^z}y_qFnnnrCUg#l0|0O?(IHy5C*E*Dam|%ve|1Lq?O8%&%VDF) zonvO}|K-Dx{DIVjB_z#z$uSVEad@*%UeREo7s5E2^;2?u_wOp~SVQ69wGbKZOUZ_{ z?fBo1g?HEN<hzAE!xi9u2ShM!FszObzIh579JSkAPr>39^jiN`lpvV zzq7e=Wf=TiD4Nqbqb;~o9!@Vfid?zz@SJJo+?(45#4*&UpzG_-isF4R@zF0Vod3uz z<77;X%bdQdt=#-K4DycQ^?u0!D@&mb8h9J?(@2y<-M9ZZYJ5;yK`s%^T=8g`@H$gV zRxRa691+zIgbbw&JQSLeL0lFlXN?!}eh;Hu7B(Qi$*mv>5OGcsbk~qlj+UgkAOp$; zbA^Qe#QjjeVly^~f8uq+nmMP_hHs5V&Ju zDv5y=Oc5wJquoV?oZpREvRk4(<;G8JVI)Jfn`Hb!WNRp~qhfozs<=cD9T8fyDnmbQ)wo){n`MVI(JU-5>eM56Q<&Mp7<%6eWdb_AbKH# zM|lcUB2W-^95zru2L}bqIgYVEcIpm8a1Q%TT7=V8=?N}Vu1ylqXBJAP*au*Y z_e3fb-n;DZ0(MGTc&#ZD+5ur|N&2U{|KxW~1Aq35xPr&4ma&g~p(=2f#}cUl_C1rI zr*$?z_?>%nV3kQQADAD2&QVq_2;Ya3mU)=s(j7jlq{DwpRN>+L2AoQD+87|*P05^% zXiUakI`hrr|A7mF##ZjIof(0&KjOD2%t`I_o6s?I_w=aVAw9#*58KL#Jo>lf@5Y(C zzJFPFW%fLWDeB_t%wa`E{w8ZSPSIZTx4|h<&AYOiONQKCDIXm@&*buKoxvA3O`114 z%sBG$meXM#r%oiLt;j1(0Vlc&yXGg@I^s<(I*xpV2>SiQGPY@lk9AN4uU zCTV}!uS(ZB6U-tKg`5Kn0591qwmqct1-b}uK$O#WGZ)LL*6w?MZ|;!}NV+2un^Sy# ztUEq5XeVqz8BnM&tkZhHjq5X(Hho{j_)i%sdViXO&Cc39-`Jp}Py0*{&sT@^fzS%1 z4KqdZW6S*PnL_(V;Fbg~Fw-{934qH#m3iga{qFj(z2^=39vbflKg@J-Jv-aumFe9Z zj}uo&%2d8@&o#UHTn#QSaQA3wX1>%%JH{`e8=A#s+8(o%PF*~Z_`|E?TQ7Qn{RX9) zX8o}rt`AG=m^n)L_k)e>nKDx`XUPHYaaV)3xXzM*nqTcAE57J!iu=akuR7-!e@kxx5y}dyU}$Y{CNf z*pyjuW#?P^>?sHzi>60Ed~%@X<(KTj?ejZ+>-Iv6ihd#ZAw)jhyXDm%G!wI@;vDCZ zyRaDHqi8Ll)Ka%uUQaUYgx2L4zg#mdY3S4+mYv;rdyFP@ME%Xk0+e^wQ|Kj`OT|Bq z`1|7;;RQ$@Y6C<2g%F&K(Od!YOUZ*Bl|tDErW+W&oiHr>M5i11z-Hjc%PXpkESzK+ zSCZ-mATs$qA#&l~jrP4l13y@#e)7zJOK)GFF~7bsZydw{Q)~1q>-uBtBL{$jv-f(> zGhmjmYy31G^P>2hjM#G*J*qT@WYS%$VW7^Mk~gh5Pi@nJXTI)$Bn zyJ+hbR19NVF(dM&3p3fVir4;tNkqlR8#pWqKK83aXSQzEtzWUwm7&iefn@wCu?9Ln z1N&?vROkynI_!nw&=-w7pU^&G+U{|#LDmnCZsBo=pZn^#1VwIVqzH{_)(s#*b`H=dADBCpWS(IXGy*t0-x04xGq}9AtM|xS zVcQ%rUN^NRSnbqmbeY23GniFL!juqvY$x$i*gL>5U^7PjwQTo? zbqd$Zc07is5$Myo&_r9`iTi^$i;t%f(EM+WE^L`4dvDABfYatC(`wloE(41f(iDrP zgh{Kw+{&a=0VJb5Vni&1WPUUTn*)>Vd9;5F9o_iyfC96)k+tK&DNPsbAmIlku`Cgu!kc*Br%g4D@bo zs+))2>aNRlWOO=PCih0My8`uno(%pYw?|zGc&E=w6||nk>UX7z>@b5uINl!fe0pT# z7@bM2y}yIXc0Lh4@hao4LQn7CoKq}U`BDd&7poR**w=V|IlN+q){b*uqkJwby$G`; z`>aS)gXZS^CpVs2rIv~2ARbR$N%G}>8?<`;LBIA0E&75k$#H0{0Uwx8M&jz>iANb4 z#KsC#;QDiEUH{XCk|7K`s>tD%NLI%LDw|!NB(wUyI(MZo*uj63EE~S@57a~BG+aHj zuTh27A#l#aDoQc&;>L#4sEtQ<)4eYcq{m_0<@mNa~qoqS?9r_0TuOBk0j6}X%jIuB4!YN;kF`Qkp zEkncp-fg5k21ZiP6nbZlG(-3;FuNqVe%v~rQHC%hrWQ}jt2t4(+47exN`(snjHn$E zuvR#y&WE`KnYQ~P1)k1NT(1>=1HMnx{4BmVp!0u2$u5z&bYC5zdtJq4K0m?Z@LvZb zJrM4Dr*PGH>A*-NHsZgeq@i@yY{k0O?+xHp$h0ES_~tyv$eJomQAqvr z6Y!6}I{N*IYwV$bD}&@Jf7nn6&P8y%?C9`@3grC{43_!~w)^feSEXC!Ezt0^bwo!;KCQC+LimYW{vXs!Gl=HSU7z$;Jx|S3nTSD6% zrYTuMmLhdg43)NN-+s@%_jx_%RChV2_vicj@6L9$77ItW?&aQOWm@t1=+z4HJKSz?CBgill?1&6V#k)^;WSxXAY6Q%UB#q7_(R<7=%b3jwC!< zJbN7Y<1Loo!W|O0sQBkJE?u+nXw#NBh9Kyh8^pmdsPd-Xe(^2kP_Suu77GI1;jxb~ z*r>kh(#VzN@5W?2O=*|P%`gj~#YS3~t^8$J4Vi43{0d}6co!TW2_3z=kOPVmRGn&j ztbh`Y7T;=0bmI30m|zq=v^QQ0U(eH_qa%5S=Vi*Bkloo@EWzIx-(l zk>edw#UWG6)WIwdkrA)1cop?FIO+~@(ps*+`G0ihAf@^+vH(Yq%mx-z|4 zqd5>=f7*gOdj3!kK)Sca`ur>J?`?A19CPwuY0z&y*uQc~Z^sv z-Cq*xN-mzuVBMvM3Z$lq;|fV84!c(SR&DpFDDu@cyc+?pUZyVQC&#lD&c2lmp+2^M z{52c2AB#QLc8Vxm7cfRSR6uC)hC^)b_}4J7cyb-3czf*2*8o+e{FT%Z8gHIA+I0mY zOdZU~KNxSedCy`W0FAV65!)LK963B;tbvX0pt1QdTgL2y)adqj9OTBqbWwwFy-NQs zpiTMa4F7Ic$%`3WEIV7l?X;z+S%Yv?hlaGq_Bqu#jrsg_k3p0GYbu}wS7S!hWJ0(`5(i}lpAqgNEJ8-_;$mWE z8{%ska;KiD z&kv1%wAr~C&_MXhz!#-QC-hG297WFIO*H`jZ%)Fh9so8L@Ac~x(bMS~hZGO*E@-5z zA<+Q7Q`S6M&qgtw6`&B*5kJI8Xcs=23(P>Zq&mI%&` zFGy1wWrE`-J|`l%r6K{H@@X*@ifB;vDw{su*_&V>KS1D+`YtwKu0Q+FmYtTaq!= z*fD}qE&}QG6xiapW5t+sBE`^KkZAMw*g5lp(FMxzNklDh6UTrmdb+5E8N2X$Vy)+G*a!A z*!Tds;x^acLX$b~E7REvGl|r1NmBCuI6Me?%|@BG5a32gGQthD{uIlw=ncJ;t#Au?~K^pg@X}jJ&->xbJc#^Zs3FWc`i!-aF2!8)pq(k}X|U>n(;(yUavHSsqB)wY(tNjhN@7=5 z9AZ}jW0mMjy06$b#_Igv#jeZ(gx=;_ndKW$1i0?Ar%HPtU>@h{3HqzhPwMUF8@@WX5mqNpyo~D%|{6{Nc?z7qDopr#hYs$ zjgB9xO?=~W{=C52Vnk)qDEf1)DrtXlL5IW+X$|%M|GiC*fpiqxIkhuhHWU_RH>Nw6 z2G1VBp8B{W4V^22Ro(GNd_Ve>deZv==t zC&tf*q^RtY=+(rWaPEYSx5Td@&Cl*uv>(b=tMQ_LP@MnaplmW)okQk*awbMzbvS9*g4=4%d zQeR^?UobbX^d1Mo%5j@c5$w68B>9j2@Jf9lZVs4wFSRD;3wqbKkHoMRDz0Tvgv26`h|r zGHMyfjMM=PL11h@aszOb65t?app3O%URvbf&R$*%vLKB3{V16dYHfhSh(mWgQT|aW zL-WUAzKL4oyc^_DGU%P&>q5Dduv5!5ULK52>BW8@JA@a3ZR~0bL9z$VM?SX2r8lSB zJz8XI%Jyw$*J%-LV7(0Fz2FoWrmnZsS&z3x$kUnBp2UO{XqBIqybG(Lv=n$4d=205!0cb#nipWlHs=)2k zFSps;3ip)ufjYlw{h<6n;Eh#i^}e;F2wvVkU_Dd2dDJy@5VzLVIA{T-&Cy{xb7!Is zvZY%w*Ytqt4lJ;<12H;I5$}7y6;h3QlW}18Z{u;WPGu_)tbkPajk(_ll=|W9@Kc+< z)7idBEC>C%MfCL9-Co&8L1c=zEwixiD%}Dwc%#NcfUmOmiq_C|6}>iuTjKjEV+esp zzMRjcB}eG1>eN{M!Gwji07w&D67!A2R_E~j)^pnbOHhO3Z05O|#PwIU8&rir>U_K2 z+5HdfrcRUL0Ph` zI7gUE8teD_&T!hDW^<^VN&wZKyeQ3-raDG}x!4uX*i*q6as98_(%qOak!ePHmdf{&>FSdFCw_ zO#b6yPQ5Leo5@;pAa*gl3XzZ)3Oo|ZTT5E;SFLRXgK?BHKwLC!BskZ<{t<9QnKA<* z+1~HS@kPx+BjXdit!hrMu3R0%;#S~PQ6W}GUkV+!k^EorN*r1=+5C$2(G)3ng`bjE zu9=Ya#XQUdMBXx{$lI66gYX1=U&b!TPr^+o`LlTS&m6WR&;yZoa5OnjvlQE-pG}Vc z%2wnRPZ5i}`}-Z^OG32BLq!8ITlvJi;nd4=$%r4hYQq(_>QD@oT1YR}|3U;Ksulhv~1gMlsYT$59X==I^nT*MTAB1aFoxzuCRwlFa(Q>H;{0a#_;32*19&0{&;9q|OZni+sO8!V*9Wgh^#wSP$ZlE8O;u zB{(H?^GY0}5;xmAMZX3*MKmaFQ}@u?z>+|Cd)1^vQWE}ZKL<)jPR(7?>$Jt_3`^Bz1x;lBahYSm zTlfWJz^gTp9MT~?bZk84$G~26fwSEBuA{at@ed>iV+nm*jV% zH#6hKG_b}{#*|SYUu`vzL#+W%P^W@U(0s{0D}$OcoUu@Q=x+5D2sx>XwDxfSLLS@G zUi9YCTJuNe5ikaoKa&vwo%M?vhoP=$Itl7?tWod8pa41Yl)-OtnAmzk2L*~ih($CS z$kSnD7Mzm_T0oxW)#np2fZ+-5O2PJ@b zWP*(9srh(Hy14bDX4~}#7pD-=cn@Ig$EW-WJp_u)Dyut26ZSiZC?V>3+DP|N#!wJJnr0SS6&-?>OyBYMbM>2B|Y3CwqS_C0|vn4F*}o@ z1$R_}KF&>NKlB_`c$rf^x&}|SWE(q-JOFf6t&=kL{j**jN;{I?{uaE_Y&~(|!u6xt zf55Xgr+a|YP$`;Vslf+v>vwvQ`*&pMP2jfq72!l1(Upi2D z$;~Z&q4gf;n!m@hgpmXzl()KFX~)Sh6G9o?NS|@_0uw6v}jLF{rf|<^PtMf@PZgaSDjXy#^cWUGvOQgShgn= z1T4ZJjponf>EO+{-g*V)GA`}y6R!h#Dir`qj*JBv$LmUlwcc%^Y9CwG3Z zO1+`=$**y9jwWma_-PLb*n02G_+EP3u553H1$p$VP7H--gl98$G6?OCAE)YPG>U7w z!1a7Qm+DXS3=iW+`&ue+9M1@|&1^S&c4~-v09^Bdt^hZr7@L{*-+RUYEEXJ~YGuGT zTD+Vjtl7YHfG*~mPIK)c)9<2#xkf*BFgr3ssm~6m(bdP-KH*~zuspT5B7iN|MC2ZrwgYpaE1y%!82qU)UHgd@ZkRwlFCm0pb-(7 zYkHs#alWI8cFfCxV94)P9sTO>ip;WCZ3kSsOoX;PIwi!3tnynbK`%zz!x4C_w9{;{ zb&yk=oHL>3&$4p&8CC+Azqcd`TRRT!KM@m1;X8TPX$fHHHmeYzJhhWp0<3ksEQDDA zSQ_~2{s|@IEVhS|G(T$DX~(63XU*=JQ|kYoGh2J1Y_9dk-yzU%h>q?2id+Z&9S2Qz z$hzi8`SorvM4GgI=y1sQ@n=&rqpvT1^>pL5M-Q)^S9Jn{gq8xYGpP`A^*`8S7A0_YiA@P2IR85N>HRjILNyN~VM zigBHeAGjc%r&(UUY-;BNM8JE@Ut+sqy?yk};B40s-qo==gqYb}%XBllsh)u1%IBhWtyNi(K}fmXDJZ{ zejOw9Rvj3^YA?XymK`yY&i?xxCY*?my%xI&`mB$=77Y=52vU>UV?X0C*tm-f+pX$? za~1^76~hP1bHf;3SXOy7H^FF+!wB2nRAv)-7KZ}M;+U03{eWs4FOad{{N-9o^h6V|@Mfvi%sMqH-7_+x{$I#a=q;4)#LTT- zE#U*erp&EX{YPxR-M?v*@Zl)5;kBXMyBxRt;*Z8TC+0KG&QYpzUHZK!=(M&2TFR15L0I5w=YuIR(pD4)`(whgf5 zCO~PS*YvxIdFiol^W=lC=v=jdJuhRG=Gu;AA@LT_Wx zOqoDsShG!x4@-zJo~?Wd6`U@EvGXu5pH!|Y-jiqmZE-u)d^3Rc3a^T{{k?% zTl{1cCkqHAkb_F+zTska^OiVb3n)6O`ZG9QsY9h+YT)UKzO2;9)XrEPohytX!y#5M zZPJwSTRDjav&+1^Yx(OrJ!5zThpU1v-n@#jN=?S$D!)Z*y8)P6&=>>7)NJgcF22}4 z5F``o&+dBK!Xa#WTv|^q9qOv;fwqF#Pv4T`4cYLYI_iX%#zM63rVjy!5U4 z^sKHt?a}P{HmnfSwi~g0K8j+8KtL#PqS){W9q+iEzvt>$Ks&p|O%=GFioVV1nZTKN zL#eM9I^uN;&tNld@|BycsGMg+>mWl*#{nQ5{g_s1hxm6~dNtZmt{Qf!bLj3GTkXu`b2 zc3aZ>9BD36xDJ<6+7vzI-Hn|1=c&td=8oGy)JKtQB=VDTRkur>Wjlit+t@<1+BSs@ zW)$h-5TflLLs=0n6|ZhyS3FgmHeGr93~=NPEhgX4&;tA^1Ui~Z5%g(l07D0meagQO zCTe0KkmyrR6bsVdQr~p(fsw3)n((0pP9r=-P5T)3F2=w*whspp+kg#XcqMAaNl_6n zZ-dpAgco5a7e5~h#$O3oO{LR1L&VT+Ib9M$Qx+&m(c-*dEV=sy3xMG>=iWxlH4?(1wB= z;vCN_D{{Pyd`_nMiaM)lw{O93T=GI~sAbp~n0tL8IWpS}oy}ckxXV9Soar&xafKBm zvnSKsQ+fQO5v*7ksk-WU^(S<;Rn*u@2>1dyDHLowc)iq&J=+c7QcQ>fC#K?%LFq>a zl#I*HO&CWO?`$A73*z4Qi(y40deiA0^&4;vYV%Mcnh~tdpzA4Fk&fY6UfAzpTiE%I zSO6Lx1IHjT`ZnGV^*}?K$M##eh82LQ7#$)HJ`QoXOA^J!7gU0smd9Q?{r=yhM?M56 zYy!WKC6cmLjXkycbC@xX-izFO9M}1u^4OvsIEm#hJTMo`CNu_*F4{R79({pO0GkU- zRJ9X*+=0!l>s0*&WJ+CSK8XA@6^SD+&~(s08&rmVSU1gdlnp z{0B4CA+oIue~hot4;NTDhgFTVVLFV2bQOQqD#RWSkR=1vI57BC4BL*0NEUwo$AM3GLc~ z>Tf$4LWk9k_){pW?lbba^r%3wB`T$QPQJmFV|1-)b$WlREy%clwhVPTtb^wY@&Q&C z2(zhuj%Bi}jKt8B>2B}Sm(rQ;nSI(VsjB6FynxQe&ol)(<8Nea=2}*#x2!}zY&3Ab zVD@KD^DWS-Jm%xzltaU3GQmjr9XoRG+mC`XbrcCxQLb9Ap+hIvH+;|aGK3pbB87v; z`o>uuF^j6sWkaj54|Gg}A(eWjYvyED9vp~ik)5hEpO9}?nmQdnYBm4`4C+U0^fEUK z%ecWtG8fFF>8z*C=!4|-yCDd&gZ=a$>6RLGBX-c61NbQXk0?hh0lbTP`_}%`HtkJL zeWfiue>>YAdkQ(jv)NF{spGT|FgUshhC~V1sx#sS;fLl~v5@o(<=C2poT{}grZ?-6 z@h>q~P<2{TW3;-1F&pPy=%t0DAaRv?KN3mb(8QHv0*u_E@FGHAAxc^jqbL}}bg=V1 zut)TZhvI^rSo3l=73un4uoZf&Ebt>(q1N^|RjA&zT4Mm4-bmp%E#haFJRNBcA$J{*Xe7GTRL>kj?By6 z$8;3Bh6fF7DdQFWr(zI4v&bWzn|-5ekGW^xJN`(#cGRXUjkbB&FIEIL4!hk1N5 z9ZG~^++9X!r|NT57C|0MfbZt1{m76Higpi-SY&_=wj$G{b$|@Y9y_N|V=LI~NWU#` z(9Zs3R`x!lVcTnNK0>7}gIA5a0^eh^CROzUN5PFoPDiJq_Zs?vn|#odbTCYEgA~t$dwun1Y^Lcig#B$Nwn}M#kaH&78wU*l=$a7 zv9l%bN$BKJn(27It}M|nJhA4XeP|ujfh(dGm;U0^@8?ACt|4^|?jIid)_*xPdmfx> zhsGN;@#Q|=eo4ZpG>{a*?*pnsSh$i^M1xQ&RSKnvo;}t^(8CaVkW!Td4B6Y^yMj$V2Tx(S3#u+@AA@Ir+@ zVAJ%+^*30wWb!BA>X1~%kY);^B5gShX+}&!&DQje47?HqKAD2WGk!v2j4d`a*7&_m zcl0i)8~4iD_s)|9Us3sM0IsGl-|7+PCt<^Byh`<}sFIZ74 zEL_!9AFHP^zxRb9Xo3K#eK)aBtPu;pG2 zbLH<`!l+X$*mld4&_<&T6o|Cpwx2erKg{l6Y_^+nGH&V=zhY zG=V}B+F0U;wNMO`GXJ+0RMg1RismfjfEYv7<*U2&0OBIZ2<7NRvC!-WeKG489G?3d z*zRAUanr`+?q7udSY5QDV-7XTCt&m7v`^>u0PpI~NIsiPj!xcLxBCbL))X-CwIAvF zJ-1;`pdzsi6{UsSP!k*8bE_stjh|Bmhq*SQBFu~xV}@>=adc1X4vdcuFp(PHMHLx? zlrtnxo7OuiOUE7p=!BavET0gcp9$DlVM$$gp*Z5*4mCA3nWY`onW06Q(2~!IO+M0^E^bxzxC3}U@lSqsC%lrq z2*bUA-1{yPsR>sFc_blT!)f5$fZ9>%|S1u58VFdtG`h(k;#=LbRK}O^& zkc79}^$p4igNo5*WK$jQLCQqGcp&V@^lmoi_t_hIz7B}OpkQ{G_X_U+Ztj9 z6dYFxTK4({mwB}avtz&rJyjSDrg{N7PEj(~p^??_l^lJ#6wWkj3o)HhbdTQ8huFAE zHX%L+2T|S{cBNgWayaBd@~~SUY>37lUrEBx!bBWhX!H@WD7_c80l#j?%((#eR60zu z+KbbGICO?4s_uQffK!_{!fEj&9K%`zYfvvhN0dr%ljdSeqyxy`mfYmnnP#4K1`V_= zyBo(CJ-Xd|%#OYYX3z+coK$-~a^i5yugd&SMwqNPN#6RKWc8DnVG<3Px2-_f2(!hN zzQ-F&=X;da=Il0TED!a1w;W7l!DUJ2?n^}VS7(dHPtK`M0+O~-@KX9G>a3RCJ_o*q za)n4ggEVRbWLC||&NyXOQMWYh)vfdm12oq%>z6CzA9-_J*TF&jG2gjO%tDAXyM^^p z&uvlAiB8?X`gP^SNabaR*9<7X{g3#GiSN?4EQihHF*oyQ$eHnAiZlTw0bsKW6o;}) zwVh+j5d!}QzJrxGh%nisV!F{iW022gdmv!{Q*0q&F?L)f@<27ES8hXlxqPM3Q9gWMYHo^GjcqCj}K}@bG+!XRQe*mA#H7IzM9b;lLya%*(?*c;xJcF^#N+)PJA&1v9`&$ ze>=Qgu;c82e@#ag7G4MQ}7(kJ+CC`MwXBb%kS?Ec)wD~UzmViB6z_s;IU5ERIN$q3!rGz|oGtv+)&p3t z30E|Exn8vJeWqtbPPX3GwjV(1cy>K*8D80KZKp3|&aIcJrR2SEt#kQ8m<52c9`=G8 zIa^spyNTvTx%%I5=5Xt8Csx7`M7{lpYkj&zqXN(wE5^V=<*tpYl$yhF+U4aR#~XOk z=I~63w)>d(?Sb>yGHx|msJlhWE_Jb^7e{%TJrGe{u9u^CL*2P!`9%qZSLr!Re%RpZ z;QJ380zfQ?78fp~Bqd(Q-k@@Qy_u^f0vM9}OC8FGbI@3@UbY+O!w+)d(}V_eGD3MP zeIwVi2njLJ#1kEdWcBfJDFEPULP3;u+{O1my%m?jh40YJ!R2*Iu!ide}S0yG1;f<#bZO81EVRo zw2*xTQw29dxgGw2*2-UjLx9GvQ{Thd{cx3}cK1IwDwQ&#_A2hZ8;7CMC8k*}Wav8r zm!uqAs*9MwYO!zt0DN7#Z=M>A`fDM87^K<601dIiyc6OSGKN4e3MUDpeEx+AdGcO> z4Cv#ah}I`2;a4Ef;_=z^+Wn*U?$5U6>R-5-@H6W**^Whpg&788J3i=2Oad%pyZVX) zU;22zXjfRWq&J-qlMOyGU=k)uO1?_RBHTEem6M7$)YiS~`PX{OlYbSBOXjLZ)axb- zO8tH7Kqbomd{cZ1ZN=G*YFBXsLWt|t`2;_W1Ed9pBISfpVJHb+c=kkne7#~8K#s)F zUs~W{U@sof7V`Qei=Z2Gaj5$)b;8jMQt1R(P`n_XCq!f7R8B%N+iei8%5~fOmF!T? zg&>#Kqk)SifwUKH#0K!)Z>U@R{rX|-4Yhk2B{ra0QZ3ktU zC2ffU?<6wpS1!KCb-gogT!->^!9AUaL*5Tf%K3WJCd~_tFJb_R3HzptXacF$p`{Jw zi`}i)7CyC5fuUb~3)`dV+P^5Zw*vVz<8-=B#))0?Lgmuid=CvQ`EHu2VBs=;D0?vEUPbv3qs=@Bt5&;DkBOrrk1=<5l?2el=JwfVsd*A;f_S2 zsws23|9HV(n~yC6mHh?D7|lysxwo zN9ysT!#{K{9T@=>Y>qO866IPJIGxiNDYT|kBfimUZpVM1&m!kQI{!3}_A9C7U66&% zZ!GbjRCdf_%xg_oWkgR^(!};Lesy<3KE*{ilD?=MHI5~Q)^KYzLX1$aWmh4IV6bF3 z{OP#G7(v-S=`c{e4V8=$Z+j8gZN1 zgj}J{5rI)R{%*=2O3gYw82r)Gb`|j@llw~X`t`&6P3F3^;@W@VKy>n`pQLb>O zWbDV#C^XI0D(pUl+o#tljx7ZoxmMJAM5X-&9;Y>O< zGNCTI8zCxZ@V(uhC=CImgh`Txd0SCi(%r`fFf{`O_oTHd5|eIuQD3gcSzgD8!0=1l zS~gK03kJ08dp)B!9bT1IRmc5xNNHp>ZjR{tr`~8>ddX|Ap#Up&^F<7G>Rq+YL>aQ1 zIBDo+mwAYR-n@fg4NKg%p(~-wGZEDDz^hc&}R*If_rx+5{|^Awxbx_cl$x_KK+?s|4yk=cNj#w zLhFjm2n;>qATUzWIgVp`V+U`7s&V!2eUyg)n~8^zDM<4?Ja$B!Y9G~kCb82{Kw9EI zh#W1dK~6M#l%}16#kA2KUvwLe@!1wl)sMnElI_gK;s znBgb2MX&kKaU&Fd-+ET$e1C`;-USc<+En7?#(uDJ226G)TpY8TQbj4wit z>IgUX2P{jMPJKifTgO?GIkKGkE}T6XOdt^Apuf(%!-pf{h8`P>tY4M9(J-Et(qS=e zfFd)*X?Af;5vAGLP2qtj5zbKB%Ggt*FQ@5(V!7xxM67up^+a<`-j)w71H7!n5xCTO zi&rbzO$J5pX58_O{Q>O^D`%QgN#C4=EW1VM#tVFi5@dN%bq@=+?e&bYt2Ve*+5E{c zy3c|jugQgA3nM0SHTFKp=t}KDIs?0Afik z`Y0RVoY!X;$APXWN_$?|JI1$udts(cV?(L9@xV8@UKB8&?kS%o+L>54=CMWXLXV2F z#=*T%MJ1KnSI>x0u8iX-2=FJaTY)x=O( zsS^=+<~->7<{xizD-(Dg^jOr|?{rM$H(Xzsp>$-6z=h@~-K)WqfS=5n{N$O^k86LM zs`e26m@REs&N8KS8uAjP{FJ(UG;tCvF+c6&Teejq>^ub6fHN-+$|sO2>dVMHCOq2i zt_0aF;LYz!SCc*Y&sSBoE#c3}iW!J0suS)A0^H3tNX_#1;1`%HoTNh0y0Cyv}5xmS`HJ{6L=?dDhK1dpy<?r%(IU6wbUlQWG?y*(!+B4|fmXEUNu< zBJ`GBJWYs&<%Qv4%s^c(9)Z*?6^DXv-|c6iW6B)*K2(-p!lk*A?3U@N8am>eK#D~w zPk&Nornf+QsxjYa-KKajURZ8Nzc^4FzD}r2`jTd`?QX+&+o!*f^r_n8LnXizpROoA)=yj`GRr~r3A|*SE-oJ{a@h?hF|yv2;T2xkttVZGnJoL$ zEnX)K5zl7uzIzEB-{ZAlEd<;Jc2a>h@#5G)ibW)~o!-p#v}iYw&{lXTgQT|V=!IKn zX}~kcTfr(bZt_;9)n0~_SPL?g^A_G(NOIq5LprwI2IC~R$Nmz<>p+=#@t7t_JT%Yf z3beuQw!a=caJE?Jk~Ec|@m!mc#cyd?ha ziiP;x*{cLK(!Lf6YScDf?15=ngdB!{{%z!hI5TJC<1(+=jiMM#M8+gA_p8OIjd7o@kSd z%Lp3H)kNDNd;>OGeoj5~>F9X$z;40XJtq{W1ksVTv_uoky#yF8WeS1M20`4;97RYm z4CRG+2PrS*Xof$Y58lt9M2!I;LG)szHm6J0041|>g`G8|HrkWUGe?rPB2m6d`s&b- zN|YmglUNIuETA5?EFbN)-69Hn!wxiCs&d>GkH!jT+q>~!$kYBf$1Q1^f?I34yfi|Lrd6Acgv%Mc+Q)*J2TO&n->bOhZ^UO&qoZ!PTW$I%Nh&>bvHWV~dmum^kK?#B zz!Al z6$4X-v=lCf5p~0z<4N|%1AC>#75g`~{1)>+`pLMR;mD_5XTjt-xDbsB%XU0J-8*ZD z5((3CgFH{v-hc5D7#uRz-0~UmfA$T)h)Hq^1M5w{x7d37X3;QfO+%?cwR(Rg`LS&2 zsd19BOLy-NpjmeaCyNnOk@V=5UkA@mL%FiMx}Jl;wTj~btYRn&mxDUGUKCGr4=#}} z{yalT1w??fEncErT?3}5g56ZYq_>aJ=`1?zn=(ieN-`v#-P4q%l%vWJdi}d3UWA9y zIdpg+)%=Z0j@QWU>*DU#>sySe^W8i$QCBpaX^}3^_9D@|rb||^)@q%I+72F~F zr(#_YZn})_&MJ3oE#!3YCLASGJEF-!xJ;}~@D)go22RGzv*_UM1)QZ?25L@zldePv zwcJe}9Kq^(`wg6xcx@rtN4?WT@xk+bl}v>z?m*eh~HcOpzJ?haQw*l%VcgA z-%83mg24BRCt59W$9m^xtlB`(dRAy8our;>=$M@~TsLAE#|tZN-v!u^P>Zq)${sXm zkiQSP*?cd^)ryw_8asEaYhK@m0X}9k#??umh6t!U@k91 zQoLtk|4X{(I-5aPK!gQaVV7>s>Xi!l77yK6=IHt!{@$BH8Q8V7XFO#i4=;i~j?8bE=nwc|=V4E_ZM|G6wT!8|q5$YwP zr^N1LT5WB|Z{Zx{QPo5zORpc9BwN`j*q|sLWL*3n4|?#(0&M6+f6-R>O2ZI3mY6gs zoJ?tJ%dp&*YJY5n4jI!aBG+)gAz^8@7Xg#8KuBFWii}m-jg#4$&n-!oKqiJ9Ot2jq zl_(-j`=aNJ-F!Ib=P^wIKxO~bYVo!L?9dfIwkK&f4@+EYkQdxrAzbtlAuf{m`+xAA zXrdi1t=!zhX0Sqfm4*70y}}sR!;{-_fAFr1`Vjpuo07o$(K{_{>s!6~xNk*Fab;s| z2Usd@A4Bcc`PG)JdG*uD5+zSMEHa_CZw03V~u} zO;kMNg1?5cI`hs5vY1LVGlQnaLF?A(cBX;g*Xm3Cq5iS}OI~d@iPo|QhsCD=-s+eI z|J62w*i0{n4@;>s*HUo!m_F%yQMd}S9CRTpfhwhv0mr~SbJ4>I;Z3`O4mbS{1AfR< zq%cd-yLQuz@)!iO0RCq)mG44X{aJgFJBt1nGu5RXwo*5@o3#=wOT93t^EG^+#XWj@ z7dfkacS8v@gO+3xK8+wg)WaG7+I;{Zb&NQ83cWKA=a1L~KgfESd@~i9K?xprYg}4o zryf?fvwC4Wle4Ih+NtOSkHWR5e*yA;flJE6@~^;rB3ZJQLcL3nc{~(8kDQjK$&Ax? zy%5+}795%qZZizH@Tt^^F$=jzSa-vjOZU6l!7L6mrdL{pEi}5UD4~hEJ*BmZMvj{f zfFSh3(`hAB5Gt=d)#MCe!$Z8VUl-5eTJh6{`Voq&ewe!uDzglCOZ`+nqXbbFwV?_@ zJWyoBf8PUICqW;#*5cV?IPb&kI4^HW@DT1U)NCx#=3cZS*fgaosDP^FrDgGV7^AOQOSC0LDnaqix1gItF;zBM znm2SWB~)aRW3ed%9onVq{M$%Hg+sjIlF@9E9y7yL6UkW#ZDFoZZ?iq+EjQ8_+H>rG zHsvL}Q>*KCvEAnYG&X8Q%C8@me-LgxcFk#2z`(zL*tuMFf$O%&tYuoJtBwt^iwF=V z&E2CrNo!$5r#mhq7tV9aQXkyqKWi8LcEshe!I6)nWA429+|}{m%nFbA!&64u#6+H` zjxVZJr~yz%!Cp1v0ofbJHUWx~XC$^!uGklT=)M(o;{=^sK(fc0xC&o)mA^vUG-ML( zIfk2kAz=mKAf{_F$iEHjQ?Ze)STfRBWIuxraK8#OS?uFq2yLre&=xZ%jo`P5gwEkkVp)vL-6#N5twJ}9`ck6@{jM@3$@r46r4KU6z5 zZn29GQY74q?@3bXIbIz@wwG@5sK{ybc%K$W9EjqRVy3F~d|6j~E^0!(=ogC;k}qUW zO&PJgl|_412HG9RxOY=@9t-)Pan2 zK(F~*x55vER+U`{cBuq)+BlkfZ0g`5tjQ00?}6Ywm4zn&-7O4PRMtrOK_czU8*^eP zd+cJEB~`ztZC6~oBU4&y_vMe7c8T8#v8M_#8P)JpgbS-WV*E@EsZtcvE;RvdC^r_Gu`?Lkq8mKZ0@$Tpx9p`-A#a+HJ?i_=>vs&W;K5w|}~_p(0pi z=13Sd6QD({cJ%4^*>QX4g!-IDgShg@fD>1SD2P47G;5HoQZIU#Gahqg=?cfB7u;3m<&UzE^j8VYQ&?OMT&A3`t~$a1dJCj+L9;FGtH}msT-=ws zVF3hvs9lkf@7P&p&DqRvL&c*386k$Puqg{BV!Tx73;@%S&KABqpg`K0T?UWx_O30M zlX(g;V!oW`GVQ^pOC~OdxY%8f%M2k9bdaws%=q29@_qcvwbX+!PQu+u&|7@~GElxqulg6}Dq4tUWufHXaS ztW?Sgw#2qqfR_wLiE*t)AV_D!6AUt&cjN14&Sb{ht7<&pt&_1#iLL;+>Vcqxte!5J zfS+En8hevZzmFrSkCp(ULohim`$1qe4Z-Lb0O7WLT<(AL>;$gQwtSGmpNckuOk6Zu zU0Qj!b;laW>Ql3EtxZ^llY({!G{;O@m$J$ih5eWM@s z0zzylV5q6;xMI3r!oQ?LQJAlevuTcB78fzTB$w@*-XociKjGN~`QL5166t@6e}c+~ z$1w@SNv=v$ng6L!$0r93q!d{s{-Yr7#_L1-c!s$X&H*_5NGRr>AJ+-_=p6wDlvPOT zKOpmEAVD5zO2sp)b7Lo<^m?kT$zoWKWk;z8zHdabf)fp>wsbkMhiIlh2x`?{%)tMI z&t5rA5g-q|%tcat(NGL??$g=O`4e;_<3YW94eS`T%rDpGdT-fhLI26mab=_j# zLk>?zy^rL05T1gSxco)C19~NzuYlI7yTEYtm^0if0C}h+GBL%zr;@fBCSd~c@*31y z#z#tX=0Wk3aFd34ZR!4Djo*Tc>!N(eUj6u1fz%ZrFZ#JCUOjC>wV8Qsk*^M+QIBPk zl)AZ-Pt|k#P@m$z!cPMYv>-A0_z)LEY&*S)J)*$4Kt-EU!zcRFPhSA&VK_i%6`SKC zSBj$6aFP|=G&ranu#Gy&X~)OIE=gh7NEYPL(#CX*$UX1ZgZp+w5fJE!m}&^)zf-PD zc`4x2o=ftp&Qc-Tn5TB_6b8?=$qdEn;y1iC&cb~yJI%yrJh^ZLOtfIdYcNCN?eg=6 z_;KDvd%%^@#rt^KSeN{)?wzCSvngtF;lrz@wUA+s$N#0f5I9LNdtcBL1$--q1sOTp zvzG9tZ^8MF z;!!}-3F2WttyACw()ew*->redAw_1pz=oTTYa=u8Dl%(ej1(KY`YQ+4qwE(~5YBp18uH8bvy* zE1Vs#`kvT1))=T$6Cc8b0q&t1MhM&u=N=0_--(p};D0r;>c4kD=Wyt*4;q7SL#IPBx+JRC zoLAC(MLx;6Fg(T!TeSHK`0W5<#vQ~CZgx=(nJsVn6h@ai9Lg!_aJ@Oy=*Lk<`kq~N~Hxgy_4b!~L ztE!V1$zPE!kIo3ITpkXpF2Dlj6g8Y&OQw~u-%hFl-zaAV(OYuqqN(UW%S4@$NC?!` zI5v9M#+bZGeC%#p2*^w}k}4a$)t*-f*x^U=2^;Ath>}q&ofmB;5j6xSIwM^CYIQ>^ zl!mHyKmM5CF59&RO??1O|BR>e6}_-1F#o>XQNEdW&`$K--B%qQG&Jp9BowTq#4v2m z<3$%Z9@i=+3CRIrrkTsQZ^va3#10o-i3aA=^T+<1`R-rfe=P`I-Fy-rPtvO-%!Xjk zVJZ%|)r~FM#=WE-rMMG$D;p1Wl1~?eK$>4LCVeH8Lu2R;p>Nle9?pKnwc^2(jn$Sm z^4~mlAYJry=okBAm_@}YROz^dPirCvw4n4BjNDw{NJi7A4`~INCX1zXZtQDugF!+? z4-g8a;-Ki6@x5{rBcQjk<*NQ)20+lE2VEixOs%=6Q~tLQNbVw9$el8s1GBhYPB9`N zA2to;-leD7>cm?cY8ftpoICvWJO~n`gkrBPaaj-f;=t!u%t1c6dqW8aq1v9By3^vp zlivFlDrw4YPHIy9(0b%t)55~-ZPEr)!YGrZ0XKe2836xrH6om2IkeUYV!&o@Fy!lc z(K8sv!e05P2hJCDTiJ{IsBknzW1n#KyQoG7uZHh2COMZAN?wnyojJ=blOSln@TN(k zdRbJ0Mp|P{c%0n}`Qul0#7CkgR`xZo&HYqdkk~kp?gZH@4#iiLMO1&7>bSk;&(5K4 z5Z30fOC8DFAJ0~}8f~baFy;N=@>3vS0_WoXy+WS{1c!vYq!(zQ7IEb^RgLHYh}1M> zl!bJ437Otp$hH(T&Hp0^R0*1Wbu{NrS;T`p>}*>Ndj<1>QGQ=K3w`GbExEer|55nk z2bH#H&YZq&E1W0&RtG>baF0%HZHJ@KSY)^t$~*gS<~;Qn>8CJsw!_Bjf3^ab=dpP( z=SB4@P(Nb<3!aS2Sx1ZeYyl2e)dZ$mS=mvC=9&0c44#BFod9C;?8pcpr-*jAnX4?t174}<%A z^>rM`eJ9eBHgBn2a0x)*d(^=03 z)cyf!5xoUa_VMl6_*`Hlct|EqHS-nyI!EXYT`-~*7)2R8G!Hnj;f+O3L*b)xld_jH zx?!^7&BD_8?BnZl6{v>_9n%RBo$O3j8^s*15H+EU>xmoU7fDV>`Mdyf>&-SzJ|*kI z9L~h;5dVdo8Y29Jca*%nV31tq8K&Z%SUVZbSJ<7oTpfc{--cm@E)CiCwG}B(b;)#} zH4kMiw>hOWyN4G7nYgr`TOkXhhX=^GJnp;&%!3y1>D32Hm8)LRN2^Bl!==4Gr`_YB z|APy71E&gRhg>|`8bRO>&63I9`9A{^s7CQf!<N zel*oudNACkUa?-U~E!zOVm zg+J1{Mf2hdjJkTsycHZj>|GY`%w<9NYm_TG^?i7{6@Zw7a1a?mAqX=|TRa&D-u*h% z$t8c(*h>aZPJOd@DgL@}I5Ucv{LEh2+$yM7&-b&ti!!`pljLpG#a0=~YpZj_l@))AykWNT`Ip4k&6oW=| z1$n=GM&fwDm@M{XHdm~Ha<)2OD0_W<uX%HqE-X1GCZt&l( zZ2A4pPN|Vjaxd&R1DbaPe@J826T64MlUIJ|$|wrm zIL;VaHqbC_Mo9Fy`#;>9Qc=a4cyw9ohebfPG(|8VI&e+1x5o_LhOJ(449ES^tl1&NAuAR7An`V+u5BXA|<%HvM*&h1Q* z450szRD1W^`F5DY1=ApE$N&lpS|=bfixZk?J5Kzu75fnUt`fQ-vB9gb8cm4wzFG74 z!gmFxmRV~+IEeyO(h} zu0rV4Cmk$mzNL4lI5CJ!9_PT=hJL&-y^&-hnwWXR+w=CoEC3nUl_@{9jc_*0uRtG! z13ENYdM<8C=M7*EH5U$TJJaVsE$OKWX7#?o3^%B&XZQvV)CcR6oN{;ISZf$D5DKkR zZ)MH}n2cFOwPg(Qg)FE3TWlK4JH6*wj_c+c^{8|hL#dnk^Raj zR}H(=U*0Teg^WODgVN%upcsc5Sn9sM(#(SH%7Z=SpnHh{ZIBk^CY%E?d4oBQWM#~? zR)l+X%>Llz4ZA+O6@d6brBQr5hScW*aSrs+RF}7fcE4eJ+W^A&t{fUi)I`HhILN$2bLUYGP6w zydz#ON!%SxX^kr7ejcQF4T3n8pi=7?sFmZQm(f8k$aZr?degbFBCqC{XVInJc*~-n zu#{eY`Rd4KV1Q3lJ*4@kF4uWG{9nKL8iVAjir-~7mm>sriY^N51vhfc);33=oW(Tx z1QiM_WKloEkq~^`L1`|lcx;s1gf5zN^S-D-=UaZ#EH`_w4{3b>( zwBCN0Pc*NF^SN4*rA6q=T&^-Pp?6NqLPgt5(>?QlswHQ4(nlnntdWy7rF7WXgn+S=|1113#cUXNq$h5vzUN&bZFG|y)6v9 z5ng9TMw9PNbe8ix5gsxw1X(D2kQO7q)=tJV*mO7ChquyYr9apKR2-g9;u#r6pxzA8 z>h7z*obmCROnm$$Q&rNx6rBz*aD4iT(K9n&i`Z;iGY0c9ZFZ@-1St=TTA>U8;i4TKY#0gB%V=6O9_FcLmn+wJ%S-!E}7 zr`lD94sMmrb*(p*>a*-T3;o&>7}_S_Ogo>2v$h1sacpXM@_g`Ln$dS#Ndsn_N27k` zB-qGGm}78kX(abkKu{6kT{WLs->YA@%4O?RwZ67IXI)xOeMMgIE7R<^s}haU-4?>y zYIT?+LT>q+b(hV1{3T*ZfcszW2nWrCV1l0H$WaUblf8ZZeHGqY@9OT>RDJFcHXxO= z|8Q$E5;`gVSWf4K9~uZ8v<%DXq#i3t5nNNzRKVb%)2lTAk%6-qCv6P=H{70WtTecy=yD<)efGz)FDlx)rToA@wY!^e9hx>4KX zw`Pofx^Yi%b$^r7B*ejq@$_s3ZjXn}=Ky6QM5s8;KhB!14Ue>TsQn6zX?TzKI^Xa6 z`bGbCuaV6;!p`bhj*IqueqY#mksHY`h-|5qTN+$~1`cmcwqge_NX=57K1z!RWL2x+^lr`}%wF;9*$O3)zlqIBr6eIL)CzB<;k=ps0X zf(Y@B?%mupD?cCVe}Vll&E(8pGG_6vf^9k{W6NXWayJ7fQBj>T-YoRn@Tp+cof9?* z-`o{W(~?Vob95u-Y`XQNRm66z<4=~GURc|oKIZvm9C<_3(17xqGvj_vtno`|wikR4 zbzf6TZX1@?4uXhi%1vQH_Sp45uQq+~#QX46cQCO^b9vtdm```&5=ZBrA&D6Y^LJex3sHaaYBm?vM*MLr?{J^H zhKPvwT#TEz@`qE463doVPI-Qh99wJnUo72rU6Qjb;T!eA;rjy?cbK#}rr~5v9Z{`l z&KD90*EXDb-_Eq`VSaXTPnnFXWN!j1m1yGw(LtPu4c}Zm59Hju$}I3mbgIruw^Wzp z*C0E%Pfb$KO01R0w|_1{g_B?nV>{CsAd=06a`tK##w!f`aHCaZXW0!4gtK&cFY4dC z{HDYEOtYx+f8}f@O#^G6FCkSBnAss*4jk0G?7~7KT{v7&m(*Wg8u60zDbHeADYV6k z^r`KtJ0O`OP>gb$#jf7BkU+RxWrhrU|7P{V3&n(v;<(|K&lAKP-x5LVG)2v!~ zqF(XdQg-r&bQrLO6EflEz==zAlOBeTLmJg~&-l@x4N3<}MfH~}M<>Yqc*JFTGpRj( z0$J^0#jta7jW%b2lz!t6^V!LnreB{RZ8*(ex0GzV6>EcAay{MJa zno1M(z&Qv#)5k5|ntCs7C|;HDqS_4yi!G}^*}e&oS(-svVYb;2Hu`4>rI=k1evA)Y zq>bd+@R2K9r+4)Ek@u(l+$sSOu8ReLty=(ajUk%;09-RP|JPWVw1Gy+5tHriKj)wV zSg>B@(LZ$`jAwqlQFx;@-9!3lqRRq@eg8n6zak7aRiTI<3~vez_Z_jRj7B!W<8dTw zdy-Hx5{bYFOB=HGBfY2Ry6 zG1~9`&V1rBGBh{rNUv5w*BGgrVK1i0BnkLZleN%5;W?;DZBK)!dZHzD7h~JArd_>E zZgkNVGtK=n$6fX7YU3~V#s0YeivmpP@CGI+6aToskd%`EW6S26PG^eLb zoEKZsipcTnI1>`fiaW(1w^CO}kJgl)p`eqlO0?~+RGFfv1-sC)Tl$m7cxsleLE)BH zp7Bxi%)8>5SRI+he|DD%Dcwn;hL0mg6>ZddK4&_<19`g)gY@jyH$cJ4sJ;mv`Igjz zE>q=}j>^$Q(%l%|6I(uR_rB?F_iF%z$7!yJ_xb1P-=0^(yUFC-gt>Sxi4{F9K(eXF zB?w21^}SVGfvy+dq_OiMl9c_V`xhd|zLe z`2P|2<^eIS|Km8_TrDW1EK!!U%PyqGk_a^tSyFMWSxQJLWo%u#%B5sUWl0gr8rlZ8 zcSN#htx&S0QregKK4<26J?B(|=8Vtp_urA3GtcXJ?fVbL;`8hk3GdurZ=DY}X5MA? z!~!L|<(FSjv`MzRSb}IIk(!eor(5GlNVkgT@T<2Ei!8a&__?Hj z3(hP&X0AXM>C@Zi+8(_&PmnW2Kmrcvis-m?-nVntNr(jA{ZsS+E?uYcUJkmoh}`in zKxqt|$q`I)CiA!41(I`C6p`H1iE-lc*1Xs9I1F-)UXl^fju{4F+)s;O0Dz+}aL%T` zU&YRyn-1>W)r|hY)4gOx?wpA&>1Bi8q7KGWP{c9O?QN#QubP|%)>%Ho9{woNttuPu z=X{+#)~yj80KS;NFP5PLAdHwcEf~C*=pD2>ckX{q`r<_O?cH?P;PpBiP^H}d5Cb_l z`~|C;3Qgs4?PbIs^;ZCLJSmmqef=B?z~|3j-VMJbcO4ecpA;sEGuR>q(>h20;tLoD z&mYu=A)){J@WUG1pNj|M0M1wAK{mfSdt*ic{98c?B#Kewyaby#_rw=D=T4x(v3|la zz_)-(L+C*0A$J>v+|Kwkn3&Yo7vH?-+mK}Y>K{-%dBUVZgZgFP zvR6uisxKzr#mdHCGkmUx%;opylf_ZVuZ7+1<5=_Loj+^^ng?}x2#uY^2NsGgqp|Ks z(j+xIJB0#vZ0AvFk}JC}9)7#T^wgDYVs;h%TqFo-=(EC;(=3zbt$3N>E);}UlMY(` zdwCH&fg2uZiK7V1-mboDx*ggOANhPCMBh+JI72M3n` zIK$c`&&Xi0jzK8F>qhg;dNx$}{m;v+wkoyqbIzvPJ(~nM%x2>+Xb$Ta$D5yT`ECmo zd`Y?WN>Hs4yWu}OaWtbMj50pW4EI}_BACBmgbu`5M48mOk!1urfxR&GKvL9LzB(I^_2#rrn!Fk=0#S zs^KAS%sp=$gz1ltBC7<^I2tWVcpM1)285kAYO3WBKS};+9JUimi3TtfV_+B#30_^`3`mt@_Fa zZxRP7iKT2iC>Igb92XnBQ5i=_Zhh|>J!sm|IYeQ|#P|HBi_4PALA*-@lCtp;&ewGh z_p+n5T?RP1ZJr%58lzSdO>Y;Li-hTa7RQzR5Zb}>{iNngsLEsqgWgKJR?@S^e@*rb zR73}G&W@VF(iB01ym5qN*Q?d!WZOg;$m8P9p;>?pyu)StKZE+%rOSwvs;uQb6DJ#g zji)Hp=p!tH+^tZXJkFzxY&_zN%ARfVXC z*Y*l_IPvTlogeu(tK zrI#=R5_umC7w>(fSQkW$jnG5`=_GK@7XHC5IfeuXwoF6M@t~L#)xe4Z32uRx#0(eX z1jrWU)KkR=>cecH#E0995#Kps5@P@c_^c14ZKI?y!dzXD`>%A zkd=NpvCAV?*>Mi?{86E$>HO!YiqFmHG7yw&cbxVa`qoCw9S2RIb>?K%gOFUm9m3Eu zdt;Zpl#IOK)`Dh6%zC!K9Rv~x7$zmcN1OjZ-aPOZ-q?%=e_;(~nRgu?i0Sa-%hOsj zTys7tr>bLmKh;@tp^E>Q}!hI)m+3h<)fO8?Ma4Or)9}tn&QDj61cJ2=h&hUQF zelyH8d_`M`#h_dHmTf)24^<`S7+wZe5_eq2o0`xbs^d6&=2js)A6sWX=6;o!%U6K= z-(ep+RricIMbno~U76Y(>xz&Wkz{xXW&u!#=UkS>skx_fR~brZ|B6n*$(Bvt7e7vX z!2Flu-F8Nm8(QnzAras@2YBuDUF3O2Lx#cN<7}eRMA}eLvQ$K-Ras4|BYqfV` zCT{U$C`jXKs>@0WD^nCR8>%a1hS@u@EZD2fbQB^1LZH;~+TJomg}*S@7tvbAQ5E|>%uoRTJ*LONwfDqz3${_dnsT*WM#3wZp)*OspP4y1 z;qi5txFGVcVUx;A&`Ac~^4-}62+td9)@p;OF3lN(XQ2!c5_>n&UXdFE?BrN}cqx8U z^DqDWFQuB?yW{11{*oHSza{Y>3`^p@gluA^cnqV|QHF+K;3ePk$9A<3UWqxJn*oW) zjY>0|2|`ZAjuDa5EmFt;F)HR2KRNViDXQXR)B9qZA%D&yVwE~#t2EhixtPidR8~%M zbt&&c96*vQdvs&4Pu}9}$`0ahvN69j{|s-2;uEX+99VYvYZ`5&_IO!P`=3?)Yy`Q= z90QR%=Ue74u3a51@2>T~`yeqPV~+lMxa@poMju1^`P&Mtcv_lbU*yn%a2uIL`q_-B zYI)?)dDrymF6J_;{=~4^O;adISw*r)o0UtzR3l(=s}7?d8D%g!9WdMpV<@c zk|$6@Mnh%;O5Y0v59oOqfCO2&JcdnY)%_IMbUH$tP8bKVk2ym)vJo*fC$7eSi9W%8?VyC90lZ-_Uo{#d`kp)gyg*zztMI;ykC5VE%8h|{W>wEfWVdWL}fJgRA8WV_F= zzAlFSTEY&wwy0jD&0X?diS9(R#1`tUY%AZuJ8W^u-?>p+>zk8`w#rrCN~(C-`Z)*I zgP_3`j2OMA-CS{Tp(d7`n1gbM@#a4L^A(g4i}}Ql4MR^~BHVXzf6!d}6A(oI zCAO-37ZL-$!!M8SVYm3gk>)?HE!3n5y|#T=y=lujSeC>qRm7p4yD3lDj2=TK&S{hd z8ufZLuyA9Z`UQq~&Qxf}^UJ=#Y~O;^qTSAh@vtSwRUP|w#tXz`p7r_?EqZ-0y*E{T z21ARETyoBU)u~#`q^U;t9L?<|5iI1xJkpe*JNh;lT0wJg*;v^GF+2VO`nd{Qt31D){LzFA`bxxt$NNkENkEr= z>|#6AGEQ7o&RE8&G86NQ^QNTcLblf&64@#5>qu`eK)t}U&fEsY<}J~ZjL+~+qq?^a zP9!PaOf4`z+w7)W@r)p`9THwk(!RNCaFIyb$Pdk@PM{sOI2f|$O)y9d)XIp1At&VK zuV+{8sp;Ad)w+#aB*rlO1xkg0=^O)>?L0kOwhwkc&7)5@A1ujdL_>T|_}?c#?CpT# zp>@?u8%XX;EHyR1Q}_!c8X$3MI7t*M-jmht6x$W>nk6lBih^860Vs8uG|#o=9N<=>9nkKte&SqV~*MJT$cgzTApu2ThxHf=6oPGK{D+5Y@$fFNXHR32EQHhO=28 z5+gU_@1O_~L*}L0N3av%C@ZD#B%p_ObEC0EfN@4b7q|Kf5{J*T7RkK(j)QhLCynIk zl*}us3(2VpQzQTFU=4h=(Xn+c-K_@= zPp!=a&*_x{4qqFn0MCNbfe&iTEd9*Bzg(za%}oM-ZljS z2;@g?ClNz#{q|XhVOoxH7$ZgJmT1dX4W91Hjk#~z{2p5dTc{OAkX06m+@MUPsJ7*r zMf37wH zmX1eW+{i!YKtzzd#P|YT<=SJi$ZB{&50$k|1 z?;9Z=JhRgM@jR;?`6_IdFjC0je`}+c7N`l6=UQY0G8s1(PaO9rnMS@3p7~neZUiJ* ziSy%nOhyUyhx_<$IQA(OJjOgnw1UwhBq@K<0l|q*EICZ)3McY;`6XZzAUweSFC?ey zMp#9#@s1XKF3lC*>NmAB&<>nZjakj&jQn10(Af0b=Um2bN_zfY^*HF${4NK~3j$FG zTZkQp43zpgSu{Ilb*Jb&{eYprI5xT0rVokKD9+N)E<=vQJJgrM=1z`NJWP1=I|M;4 z!u-aqg+n;Myy7| zcU0q*KBe8P^qR6WzXJn1Z*7mmcVtb~81R^xm9c97L>JDhld~=DY~HEq4>Q^0XRu|% zLM)e>B2qV#yBuTa@eYq>vCrG5__tCQN9W|^4?QxQpa+ew6g*t)GO}A3<7R&L!{jFD z2Nk;ro7c{V*cAmS>x97o+t`B>;auK$v}miNGt8;e0f&TY3 zVo`?T@rD8k0U-RIXOX+2dS@TV14}H>9JNaPzB>BYc{S|IbnrP|QyzHb#fIe1$;ISA z#o8r>nZ62T)&kWqL1EkC$_J~Ok^m|bq_&s}zMFegyvoVb3D$vIc_-Yuq;dR1tWW)? zV&6HTvksA?OZFh0z~kEE)w6o5#}k%BNu^P5kgyBrakE+XEZ<8`xWY7NN6p4>y<+Xb z7*qDJ6HS7>zk1`{J0Q(>UyBV>x6ondkShZ@@WJ7IQD_*>! zXkf2PN}hgG8Jv3?v{9Z4nR<#UpwX(8n3pf6A(m3Tcyty)ykrl%jJUc!=Iuc#NcLs9 zpz(M;R{FzPP>;lai|vG4MpvLhhFoolDkZ&d`iH0F@31C6X5A61BD2Li;>lknd_a8= zZgp~<#AEH((k^ZaCbgIOQ!f&c(}0Zlb>r*(1RW2hR1In-METQc>22)X;VxXGIo|#$ zwBr0?n3aU1Bcnn}>Z@I3=5*VE$oXB;%yMPG>7f#6L=MUU*Ak`ME z4~Ap6#rs)1T)5km%us!>$Q-pxenbGO{uEF zby3Of%gc{FHz#Ga>XSutlP?}dJKIfcWLK~}m9lXhC!b$?hNZ{A(bR^GKKqOp0-Y*o z8#{zvPk~{G zNfX$CNPl@O^@$N~2Zo8Cl=jOnqiXOCnE%tgtg7K)Q965unRa-)Z^^R2wozRjmjHwq zD5pT0aSGS?KZGkOMO%Ez($I+6yZR&*)q*25mISe~dR^fh65mP5HOj2EOF8^0vAp_V z3i*CQXOWraKH@>s_*d>ChT445VGHn7Dc-RrG-^JKj9N)vCgFpW2y(Rqxn_BAF_@5{ zXtE?F1Y9luC4U2ka_=WxFT1G+T6PoAzdNZVE4j|lH&r#)awLQU-Y*w4FT$p%<|SN| zq{u26jwx>AtDbb%tf{?7dsdaSb^z%OZ`Rf-ab45xbL9r@;5oA~E%J5cr-lnYUO({i%@Q9fQRe(`(4sO=>g|#Xx)FXO|Mf#t+54 zX$JC2bR!YD-1$t+vtiSFmQ`b@HBdD=C?T0;Q=+V#cQg(jZ2IU$*DYiZ5Gm5c`n|DD zP|Ycl?KNP)`1*zc8?MQcD|rvBB}z zKeY7oP5G;ET&~iql)7^jb=u)cbrZ|KXso(eT)6Ngy}3i6;!#mxw!J#aS25GKVykbj z8knsDR!g36yK%L(5BksD#BeWc9(@Fwt@Y~?L=})_+Wg9lfUe+AzN7)Q3A|VbxZ-+ zAfTU!nbemjTqYzSeE7ff=5+q$L{6AL6AYFgQexxt5JCQ9Z|-QrErDEyW8KvUV}e1| z;J2r#5clWZfkB0EhiERzj8!Wg6YV#}#I@P`G*-XC~LQQMbGps5-@9)ME{U844ookpSZ*!5YfIz^o= z90~)tx*lfbY~i>qbbgTKmTz*>1K`+4<$HYdRtL7#KIpit@yT2#(dnxW*Pel)%2_Up zJnRazyfof&#_Z{hztdtBBkQKcy)(1>0=CfTL{eCB5!AfGE)_W1;i2Ty+n8W6xSf#C>4F^i;M|Ac8LwEVE$-%UZxzyw0%lv$Mb9 z0L-+xi*WjP-yMCO#*F+to`0({Sp#`;$yo=WmR2W{VOY<$Y}GW{*!UHop~Ohw+rb(Iwj zAjBp1$9`zEp|0zWZS>3yB4K%ai{%E8W~wsY!@BU&L+Cx-W5hf2ZH-*`(D7a-x9tWl zhtG-t{lCm(%a-bK@2nVjt?@7Z1pKD|g*-qMJd8=nSeL!AJPT%&wc@=|5ao3edODLy zNuuxGKFD7=wEc_nRnf6(Bd7F-2F{4CGKZc2N;rMw&G-HL77XgXyjjIf3o(V}2kV*Z zpJ3T@&{`%{1rT)QF;u>~dW(cWZq?X+O^z{|wgVRW&DaeNk8+hg!{e!|yXVMOw8`a7 zkJy{W9Zb9rin+p;=nsWi08LTyGpU(74V!G`CyVcs$ZS}DkhCPVT*3#zeh999Zf2I+2d(W#NGne3ytt35pGsd5IJmeIa&7X zRZ%r504Z63Ggp3NDu5s{j@4%imzmZKf0E_@hszZhV8ZRd&_HqOyDx(T1PrzmXAzTR zg8KwNWE~B0Q}}+|c=^e)StIGO3D42k1Yu4=U`|%?h|a@PQl@R{KODTk8PzPA$&d|i z?cS8LELTL>@az(uH|&6YV=9+GhX0`?0*C}fTV;={SKF1> zCj7DT0?2!=DHA{5Z09DRaK#&JT^qM~}de1F4d2dSFH0xx?k zMQbJR3W{AHlK~MtCCFg=-k#^uQnG4x-+L^0vH637rm{!NF22SU-|G2atF2AFs&{|R zGJCls$1~l)g~+&unYk~*1u7rH8w|ZGas-`CYbt$fvlOiwpP3)VtPCk!zLimLOC{>) z%8=FaY#RuarIdV|`CmYY*Bqn+>pxCAlxWcr5$`*87UY(#nc4dAQFp!A%RVtWN)p-U zl!ZaM{N>sQB0=lIMWSMJlir|0``owh20tk-b~nx9z?pf)%y@(OFrZ&=eJR6*?pMR=-5cn5`GjMz{F|+3qB4i{L z-kL@-!HKf}Hn}?q-r@(A(Dsl??bxJxAL=@f?~4fP7)Fk3XOD4uI~8B;x}ac%Z!ccgo(S|X+z z{d@~vhjz01sAwbWdz5jjYWC4jP6u&y{?MTFcqY9(qGNmd*Oixt{ zkAlAkuNT1F&&_;493RoBcn-VgMUUE~4%+~7 zOyqEQq->A*pCBC?QE5wf0PP`myO;0Ip8EnZr3I(0B(}R1MQDQQN5}LE-PonN5z=$z zX;L#;u#0XVb?Jl?_bHze*p@5H$^}h}u(@)x1`OpE;*+N1-1$@$l6P&fZ+%sQQC5z3 zNNo|h#zZWqOMC(wFGJ+*Q==`qyaXM19~wH2(hKLDg|$@&(!9w9Nq(-`GQoctUSV4# z+*&3|6W5AG?U@PN%lNw3dyVQkzi~Z+hc(Zyc#|12w=2E#>3z2e!m?2;4~pG#$mAJ` z$xdoKjfZNn@!1>cbo^6n*4a6(Ypf5ftgtGz8W7J14w?Z*UAU#g$VOD!0*M4Trkcdl z2kn2!UKq^if`!413?mp>P7MKm|6bX2Ih9W>IMCSJ;*X{S+1~<;?1>Wh(BREk*WeM{ z|66V18uqlZxJz`<<*Tf=-Utbyic1OW*zDoRIvBsygOnkbpv4uB+kgF*o1y02*gCLR zB$4@lzl7cdjb$~H5nM2N+QE&rm_lWd!Q+iCkro6=5G=&Bc}I+-W8WVFY3&&yf=AQk zd|qRCMlh%S< zi7e5Q%s)~Z$tcYY5FkmgmjU$b>O%q~mKtLkeO{9LbzR0wKdRQeTD7HWm3Iu>@9DLl zAoXi}1*d@uyH+%!8vY7e0VTSBCUzbFoGgxxBpg}_(K<=M5DA2Iy^_lpRLQJ$A|+b< zkf2(1tHLNHW{lv@QlpgV^)(i+3P&e|xjw$XGaK0WDUaeD29f;nmLBO8-cda24Cnx_6Wj_ zwUh{3%ZPO&`imq)#MEH2ZJy##{zIJaE?QPg^3p1E7}Czb&H4@8iNrVSYQRfBugY@J z7lNEOSRMzo4vzXlx{6O=j=CM(Xl!r9P>P{Y7md+0M{^)WKUHkaX>5#TwZ>LRG&=kE zS?RX3?ATkkQ^XXHsO$SBfeCO-!KAh<{AS(bllCfN;yfIzW#3^E z2AbT9Gp_W)I^HJSc2eu`SECt_3i_lR%Y4CTJ&3`g#nQCB>TyqVU8l8=-S}|o z`ty~egN~ovFERK)rngftf#sW>+6Mgdm?{GH-G)-(QECng0X&L&3#Zcpd(7%VkTpi- zVAC$27e+`*6_&v^n-<{#4nlpH=Z(4^JC0{JMpVdL9$MHT8cM`$MPE^VsBr1kQ_O2J z?oH?Pt#mF&6W}{C0t(jJmrpRiBoRnD=Qxp9pAH4V@>6nTUIT~;{wHh#J^M6#50u~U zalz(kPVY$On^Eu=vy1iP-B3&vG>^$H@!MDzQYzmL;b=LoIl*L5$>LwUEC?-@4@n_h z>yCRG3Rg!onrCtQJanTPA6-T;1L`N-UGWon1wnKRAGlL_mV;I-2a{4Fj0%Z#A*j*w zbIJJM+kQxmHuRl@Qs5Svy3CWr{Y8_RyU7b<;3l3O=KqD=SreG%9!H*~&+*A1=_Q7x zwM?ucl48{;r%>~4gX6iBYG$>20@l2!v&a1`%Au zGNYui;k9f_E)bVgqqN z+Y~3YekK;sv}Q3mRkY8y%6OagArx6G-0*LsX*(Xr=&ZMOXdanh!4H8lvXsKZLx871 zaQ^HFjX#6bpO&Db7TXjvQdz>FZ|P?%Gz}s7^EpN*w~s(lE3t*WZr>f zWTTlP6I?fO-#;zKYEvLhsV2e62t%gdlQxhex~PeYFtdH`H1b6XC*!DM#n3mv;c;-+kbf^&+1ZtV};cy>LBd}mwz2hL0GkLL$iUj@DH84y^ zv!pkeo=Toy*b7;?ym@FGLVz}mnvvKWkd-qr7vss9EZ$E?&;)vo1|kS*9yXf3AZ+0R zFRs5yZLHw+L)*Uyt%=5Qm`%)Ztgm^TBPcB!;>%k0aUxK(e&N%HWGkiQ@Jck5gO^2R z^F+a(Oc%_GZqufzThhw-!I}lX1j;g=1L;u{v=^ zQfKtm2EuI!+0!v!g&C)kToBKQIRPf6FhL4ojz)zmc2qgKf9!hc^7p#VCE7M^ zZVvoIX4+BCeI0`xilgUmdHRuaXpgMS9nC#=z8-(H-GAtfiQ5&rbUNYMWm4}&u178R z^vPJ$@zmtLf7`a3q@B9l{px})C!a6ze=|DamPXO*gDV{8JsW9Zz4(iFPGxdR4oPST z#b0H|t`pWgnyPlT_Vs!)Bsll2kd^nny``~{Q9{U{u6Qr)qOyaJ`;$M@A?{hBJ223y zc)+86*##XgvZrd~hX&V~?`7|S%7)EwQby8s{-vJkXanWqPwOf`F8p+X$J3HL{%gZ}6eTVhjlr@I_AM%lwK5(sgmLsLG z@>|O&0fPJ(S(n@fjG%grtBl+b|Dha0(4P4f<2GG1Idp#)WGd0s%v)9X?DD>t2Io;5 z?lJ>2^c25|k+Pt=MufvY`)nt_a z;c%50%dU>RRhQ4t%d$FG6Z7d~vde3x{|VZtWl-@-6>QVzO_PGzQ7zk8s&?Sv#+=G* zBEY=kh2hLaRc}H<0SQQ$ap&@0T`c3KTpO^;EER+sie_3wZBSd@Nn?~>eM{-8x#_Y; z1NmUbCNVXygeI3~XDkX5^Y?-%;Qoo+{QA=qy#^bM@5yX9yz0mIHc@=B*yzcKyI!x| zA&SPyJu36c`LD{-r!~j@lGhUBpk?S_9ylG%mhojhTLuL=atFz5MT_YgO8u?PJTF(5 z3|gBAnnBqk0pq7)ydy(q>1?NgviUw8D*8|=jwU!Amluumam+&lPJf6-=|fAm6Zo3D z_AR--EPqUtH~t-zq@pUtt#_F3CP`lE#&i0(*1iwlQM07lFv=7Jww%dCrZl*xPS^MS z^7u_*ji{3eF135IM>4Ksz9kH#L73agIpo>|T0*a-TSHb`0bwe{Ka+re7P%hy!5wyCpBlR7XQUu1@ljzB_Rj#jZo{5AJ^+G^csB6%a)95K!@`f z?_?Ubz3_tC=fn9uw0($>Fxk#G8I_bUXJf-#Jjto0}h`d+wsNW35 zcE^mXtL_?^*5^I_a4RZo6=VrFbL6N3*L}U25mE)sff||P++Qe`XIyBtob-#RSTl%C z&tcT(RmL28DJROtfKTay{VIL_7jZ`R{C zUF=8fpSZRRDX>iG{cb6|^}ZdW)hAmIlj1JA$^J=INSc4?HjB(vHMSJSWbc&dBK5LJpEh9BTmc6mnHo&}_Rtw1K2iVGukO|(pIv#?;EoK$^b(XpqC6NYE zDp)Y&@=<-tV`ZO5?Y`bA;ZHsTC7mb%ok*K(fofyHd`I0qA0B>sV}9sAFZ%_s*GO`e zBd30llYg6iUos-G%zg-*yzAP|8$*g`W8!u1eEZG`8Q7Gdp_;$B#S zKZrK-^d%CY)WdQG*lQjW8GQ4xTh?3#mr1HOEc$Ur9y@nh3aQq*4d$E89nV0&anM|0 z>FQvE^%nW`?Wm8-ttd2k;&M*u{7WkgC4aiyJ%_r|#FRq;0msfjDJzTHbsfk{zcHK) z7G@#fEr4+><~S^e;|&oGG_u~28Fz;voAXr<1TO8JP`JHj$(*8NFM*uU5HOMFX8K?w z>j_iH&blp|ykXI%r^L9D7#Q9kigl|hV^f|u)YX{9`f%$Tls3Ew?4X{u5yQp#Bx_n# zV0QCenXjK(O1$(#Nd*_an{qTOy?79z&t8&rIN{zZq!8djNuW$x<&_pQ?dQ-mOA8_z@jp|Q#?hSoh*yTRM3RspTk(#oVk_bJL~a~Zf3(CTdKX=5w-0t!8fQ37yF!?R|a7XS9b7s#^ zoB+&E`e_}_!4Fdbep=V|Er<-1vz>wYsq)&*l|Zl$6;{UVeskU3?WyB53k&}UV-~!G zQJ`)g;Z`Cm^E2!LP5j_9JOS7T96}8^ZQHG=QQB5PhZ1!j)pJ_!^M`n*&JJw3UG2I& zQVQE(u%d0cy%kL9kW@kvUk>kWj*}_owaH%jv6F4d?l?9e6;;t z==WHUelnD1>XB+h-W@DE@ebr2ntDoyb-G;S!QK4$+&{d0?krTJ?@#Ihe?eE`ejr~N zivc%A3$vL>3=H(W(T`4AqD^Na`>p=J8M}eSlsya?z;t9E%SYXOD$#k;w2dJRFb!fL zWeIdIm9?ngp_^&Oz!`*{_sw<@H$~K(Ygn4a zyry@Yt4~DMLCW0M$lU47pG8xdHO)4q@=@K1Ra0`A;+rJz%MBmDSF^qHYv}=Qy+kz+-Aq?A8n67l|*Hh6@$b2b=iqV?-^*vHMSd;I##Yr)X^!>3ZP#3CruOcPROO zq~}HRmUg;2X0%fI;V(<+IVZVQz&~kO_J6S_7af02q=ET&7SfD>hazr=J{_ZbVRJvB zz;0#CQRK*d@;eNZbdksy(*_xBw+DC~O`elnAe%|ZDS3)huOr#>PfV_xzkzNp`zevr zxF9wmN{IJC>1Smd=tlXWB*$N#mz`f(eVMfR#B}4vS5E2%R@t3SnwIEqC14$Mdo7_$ssi>7Z5PRv;xProv;H?3QD zcQzxgQP?FCeZB$y*ji=*3dfg}4(UV=>eUHzPVw?Ym|*aW-=pt_fj7-cnVh?u#-vyo4IxSd(FkH9aX(89}MsR=$%?#D&}lIn-+?G6xzNuX3M#7An1 z{H@4IvZqjl*U)R2pd>9*P*YpkJ+~tp5b=?9c5)*7jd{X=T?{O6Eb;$k-3Nz*tq0#z z2ITNua9As+s))!`{u+5Y*M08YOVGYylbOtPGWc0bFImjNc=n36Zbz(0u`G+ban;1k zG>Q>qixif8g|(ZKGh-|bqyo-$k5Hl;7(FgAobc}-7yKy=G@ayaEuWZ^xg#u~DaiwA zm$$V&iE&g}iUjxxV$-lp8&gcT<<_D@sV@bkU!e){`pk=wi-f8<_P!9|H zNiJ_Z77V5TPJ}=y@|pEzIimUJ$^TT4Y19c{aMflg60j<3HxQ4F-?aK zN~%oQW&}D zKxFxAx@7Ig!nI^7sSa5>cc~Pi9%a!I6%{&6Cb<}BONHP{zlAt@*W8K8@M}BUMGIj1 zj&s7Fy!60lMcu8$r#ogI0uAt7IR>dkEAzG!smMYNjzksuLqlNg84IrAMC`#*VCLE?^WmGu!uKbZWiDb#Ny8p(TEOt zj}&YzUrik(jU4GL422v=#RvM@|NaNB55h)(!A$MNa4^qKbRa%z_62~^vM(cc9egrK z8riD3R3{lRBY zF)J!ST7J_1*+Z3CL7+hXVU&h+izl@NI?1$jei!l(gwdYyJkNC-H~iawO^4$N=>rjg>Ff0U>v{7xxcjETE*bb>*6Gp(Tz z3QNP@hQ)U!^(HaI`(vj>Z{p$}sV*l- z@t&iMMqQc4f^XF+xBPP&OdM~J)?m~kjx5kr7l$26Xrc+DNgUOXQ5DLS(baxtJ`Gtp z8nIhg?+-!fMfHQh-v8T6ru2d6kwg={((%Y=D)|rTbj~ffCq&HNHLXH_97BEHEzSusqb0um=~U01?^cY zta=2>gB7k~aj2l#vU%-WjAipBPzdjn$6PMmpJ7)geSIxO4G|iP+!eJM{ue}Ymy%!> zWZ%_5oWy!laBeiAASE3A)M$7B-NF1`va2)ikFWo*QE4AtSM6bl3lvY1z#_a^5*AW% zjIgOw=*~tJlQX+0VBR^LQ%`ieM1z;RYoU&C)dv6fu8_rVCF63>6(kGd;*iem4A&264T7umuHlQ#m@&v zTiN4pMjZ6}o()A1(qhHVzXMY(&TA+7VRf34HpQA8x2P}XqU6l^^nO6{-z|SYD~@b; z^_cG_l{Vc3*xAG!t@(!G)g>5>f~uoLMhQOY~X<)62Mp2ea(Fl!dC8=KBf3?V) zC6Oy2Pf~DS~3Q`^51D7s1ED|49O$@dY4~UCAe6M|w)vp6( zsmzS9d6LV1*eIokt)WiY+U&&yxK>`4$o1|G7tOb$iESqkt6bq&97#;{d&qhnyYL3u zbdFXrh`mZ~lEni`Y*RrIhleOAGA4E~MA}?~a1>#>yB((DDqk9yf0@A0Wr;6udGv)` zBa5@N;>jr3Djb-z2riTj>*cnrFDqasogO*g=_532J&$4No=aKg&Gv;$1lD$hp8@A# zATb+gHuEon-E(okW#Y+Az}V?HY?f#SpL!HlJQ_>lo*a4s5Mk)qobDV!jFr9$v5GSGz$T5_Fad|%anF}kdl(vTUWVVfejHNWEc z);8zCtK-`6lp3l7Mx8L3gEEjGc90Q)P+g9W* zohWjH$8A%*miL-JhTb-7)iN#z1*p-Gw% zTNT(K1lSBk2}Mng`WF9^2!FHu9NO_lVu`AT*AwwC^2Rakw(W8Tkmv`7l*szoP&9+hvW#>mpHIhU_^jIHwRdV$!RTI!Ki&preBwTh141}1t)>;&a?#UnPbJwn1oK~ z1jE%Of&o7K8_L^c-SlwIWaMsbRg5pR0$7+cS@6~iFLx*%;Ogbx>+^^#&p=&RixLqh zQ}*$DQJ-n=ZmKFv(QqxNeETv-E9=uX;_69Di7$AExUzyA1SzKe?Dcj}BH8wK#Op#r)~_j}t7_h+oW67ce}kvp>2`OGZ6yn+?g8zW%S7c@IzP>yL zW4k~pvbj;YAlnF=M-C#>6Eswd>|Zd&Pq$orWl{vj!9L8VqF+v$*T*)v5X0tSY> zz_eVefj!&gb8GU2rEEjlR*GDjw+@5 zjQip~<3Qtwq7uwK)(p(F)9C`DA{T_fmMmo`s$nGrbWZU{SiYQMh$&c7h7q!SL_e97 zocikc%LQiDh57NPbG%(bHpTY4Oe*yACZc_g4P8~yK1UP53#GODCW~tBOAb(4&cLUp zk4bGt?5&F_g8V@ihv^PiYswR;9si^*Ki0JVjnU>G(nX78m9*=Vh4&i^fr^*{It5`8 zAaX{kjA3J7TY40RXKp`Ysi!kr!-Fp#oz2jF<^@N7G6(h9s37u;0+&s;pTu3SuvBdeSY( zMWW%v-Lic*hX@aryHiw4J3`;_dypz=^EFTmK8ms8wO z_v&R?xOYYAyr(Y7@pqFqc*}GLudhPCq|n;8oxim})wDK6V3b(t+pr?#?o?6H16t2Z z#a0Q@>d^j6@T>k5IwC`rghBrFP*BMQV;4(#V`?R_yu=?A>?b3hlPQvArj+3zK#)Cw=N z1sV24D8x^>rDzB0SvGqXv$g2eh$5+UrfjJJ_s&}57p!iAuyG|A-?hn=#Oll~#}V2u zM%AL;f(lJ6D7+4=Bn~~l0Bb90X8%)HI#}K|-FBiH2q0GCh93ij_W2q;L_%0AV6=m3 zcU2l9vMdtE(y{X%jB(Pg8kAP@`sP-DMB1#NCK}sknf*sP^lGp&N0dFHalUEHx&S&W z=x8W%DSgTD1lo(-8*0F7aNd6V;U|uS&N?#8k@ZzCtGUe+gDW=R*)`Ik1$%rRw!64d{ z<3;GWgc1z3sc999s>(xfmtia&qVdl64=30Pgb{&0|1dJZtn}`#eq3Ff*>i{>WhL?g z4XHGHf}rY4+Z^9()fInb4u>LYj^;LD5w)^tP=?1@x>hACyG#@xL-&2U zi)YDX1Q zjL^xLf9N3-tn5v0SDxj9y$aBX#!}$PfRVRl<}A3502@(rs7ZQ}C8hlNDNsM1qESN- zP_hghCyO4-lmSTKQi(u{;L8NdELA(g>dWv;aU(D&FJH-Q1-i8`*fY#j?(MB5Xwt65 znFwliZGauEjK1|DE2o|x$N3G9Kz%Y$3vNU*>Q}Lfu(|r5j8t}$Y}h0e4!TniLycaT zpnn!ZWa_~phr+}5NH8+2`GctW?s$Col0V-7++Lj-a=YTne@-CuSmEh+Bn3IScR&%{ zQJo8o9ma#PsJ=Zn1_kOwc}~&XLr;@P;yRcdW!R+Ox2-rURiy2=WCdkA=-{|x+kc#f z;cG<^MNwYh)Mz~5jcH{{qg(O^r_ zJoHhsTloV4X+ghxw#^tsJ7|~`G>0y}=I;#J$#@TpKIVKmE0v!or(%`cWBU|?fvgA= z1P2;J+dOI`{AFNh++G-Rp znN7%WZ20^*r~ciYka+IJd1_YZ2-c31Mg?+YM=_E`GhEk$}0X&L-#h4_J$ZfkY z1YL*j|3RJtC<3%Y%ghDN4OIP*Y1C*pCj3&1??%%OyG6k<+?#OcmiGEGrf#nBm zEg3&I&$Bl=Zp(mF=V8ItbL>nq>ZUCoRHAg@l?@^-m1(&Z^?_(9kHOrPo*)9YD>Iah zLdV&Yq!R(Zp%9`)(<3}KV#VoGlR6xN*8vkCMBi`yQ)&8m5nI|s?7eF{PC9Z8u!Z#Z zrR0|wkGv$5#4A!Od$sSaLuFS~2*^9ekj<8hMiRup;4d}3OK~kDf*;TwZ!em*AY~G7 zGn!;Ub?Q`V_}1sv8jZ*quu}d89CakFgIpWRrRE?Q8mW(kGDoti>-#*3vTC0JE)*pPlZXwXaF6P|hE(trO>J@6mD@BoOyUBf} zW4&wG7mcw$OWJ1hEJOnBp0(y=1Rz=-A~H9#Z!MyW)J@fJ8PsET0*rj?b`(b|{QL>& z99d^t#%FNQgk=?q(W4N(XK_ zW9sI3GOMjhuaMU4mbo)cogl6$&$3!?xpXSnxEF*A!v05=6@|?b@s9V)$SV{$VR%^U zrp&A`kOOjwlbtH+-j`7e?H-TG0fER;T$gHd?>P3`NpR2ZAshH7yZlHkIf)CNvz`1# zI13bwb0^Fb?s0KFXs7qE#!5q)&B#Jj=Brdqly2!DI+XDMad~e0ua_Y*Q|Q3!iYQq^#YfSaAsDh-w8sA-K^;?41lW84(po6XSJ3LoC!_uURWh~J?--SV?mrE7;H8Bwhx&Gu^1;RW zzCEj`P*kN5Ny12?XQn(uq+2oTE8dKu3x(JT2$AcdTx2q(`mVz1!uPT+O1yA`=YSf5ZaEC=FF z{PTF*K-&EXR4(QM1uZDqq=4~J;?k}S&36Shgu?wyD^l8(c-IvL?dOO@>Xx&#bV|ARJqbteVmNaS-8@ts+I#*9wCy^6b z(q4sJ8oLJ%TWsZRd~$RLu?6a4MOJH7N=p6s&D0>*WWjW_>nd%I0}Sg%{lUyEH{Bu3 zQWZsLqBhbzm3^R^*xB-^N>S8b^=0Re=DG5Hah7{n2f{vM zADRbiv{-_J8Uk=LqBcE@H8&aw>q`G*#68g)^{3=^rFo~v2+ob5q_{A!N36Y5!Kdt+>td*^RAoz`r`DL^5FZBX{SHIw`nnEQC3eR{ma?uXi?D z57&0Ciy=FFz_&Q9QAX~b!C?5eWLSl7p{_#QUa7r?IsSBoxAIND3^ed#%F`*`WEL}m z@*fUe2XgGtAC@jM^5cYtC3{fN=jyI>Bf&t)zD#te8x@GlE7L@LlWwlr8~(0^w==}0Jv4gFtdDsfF6it8crW&bR-n&YmQ)M7gmpxmtwJ^@HZ!+yy*-@81BGMb!zUJhjnNAD$WgZQMjN& zF?*c1OsX2L3wftT4?dm2dr=mcSsU|7C+gdOQpN>!4sar!JX68(2kgUPT8MO=zaazM z@7w|W9o|iO+`)C%a3Jp(Req%G;BE80dnuj7!u)cd0e%aAvFVK~=$7mrcT!cVxi~2L zSt+J0#Hfz$sB+4tMU- z|55}?WC66lVTuWo0oy?)Fq)_LtQEqtoP?={dr5^n~ zR+|irE8yw>4JjVf(=8mkaNx^7H#^?Gi0eT-19V_0V#EU|upAen40Cos3rk385nP$z zagkl58pecT{I*bUaM~svWQtoKsO)g91cG zTg;-%q(wXr5C6G0t=CvNbxS-zLg{k01HOLFC)gqoX>?i>3_xsCNXR{$-m-ezC+U*z z8+LEuKLn@XVHdLF39UV*%KG=C44v$&Gn#vhX#1vGp+BtIK<%K^;Ny4sHKVmo9sg5G zXeOh<3!jck`xf~ox$OmG8kf0HOXkDIx011DtWMK?_F^m$<0ys{`1mnhAC@soDA6De z@H@tppz4+HShB7EuG|VZ+^dslWKreNH?w8@)bKC_C5;I(Kx^{MSVyO4Gj_705cn2C zxAcWnoLo5wyUU$E4V9|Ke~Yw@$DTL)JE5_9qBU^Ee_f)->IqbEYWo&TR1og^ExlMM ze=rkbQ01>(K)MPSDk_buitF}r-`iV$2RXSMIyxV;#ya($-`A?qU1UC_$&<5L&9V;b}@P;Cp1 zx7!yvTA6Pbk^WGYI4|iBIAW%Bi*N!pyZF2v)yV+0@6o|7rrVUP=-)q!eFCf?dzY#PK zrxJU4o%1B872uBGcbZfe99o;G7H;y=WGfND4fAnvWnFQU55y74|Ni8m!EE$*r9O8& z3)&|tbX&=red74hp8s(2O&wkuB&HV~keRVKwCfj6Z2n(P`(N4bOImTjsq>%=*`Bro z+jkf~Sf}ff1zQ9DRM9y#C|ZBb;M^jo1=kmS%)3|f`eyEkk{*e%-s;-1C*B-<(J;f; z^x@R3GLw{?%3A0wW9pFzPnp32PX1wbnm8+kM*x*@pfDM~+e2rBu{*gHOGFAM(>Hln-p!csKJ{ z)msZ|vufA&@9DAgKN36SyW$_XBYAOdJ7uMewQ0t+<{4O)T{YO-{>%kX*bgjusSRV} zHn=}RO_VtfPHr1}83Y7uJrZ;GmC`pdp+9$Cn-52_-JX3_+VS|?$9YC0Spovrsri7z zi{l-!l@=n`RT!cbX0CKE?nD{?`mIjIg?STQ>{mze_jxI8Ig%Fml9Bs6!~kbmhIC6D zDU@+1^WyeOIadq4CT;;BDE2Z`_dn0^8HiTA9rD}SOF8xqp_ymb>GrXqfp`0OM)vLn5lK1kYal$jMI3TGAkEP!HdGP?ay8WTa3_;gb$p^Ha9J$ z?U+E8v8wC^os9PvCS8epX^90tM_*R8w(X7V7nAj`>s7Dk-TCAhXFRHd`?&!rJ|7|e zznQPEcyDx4{+U-A?V{d4)K?m^xz)XZhdM9|05B=3b{B~Y&Uo3IJEZMvLC~eQ5kWW0 z^f?FA8ZSlOph9U&(#6i*4Lf=iAJ4mgz5a&ls9vj9$4nD1 z!CH>5&%KqO^*tFR?Q5=R?=fHAE5!UllI(CGze9#`&&}j2?pqz2escp35x zHu`YorF132C{mm(vtZNlDG=*stJa*nWab2YSTm>Jt0_)U>=^L^tDzGww0gWOx?|R` zHg4_u7Y|T28vo1{{ei{b_g`G?J1{iB;?=Z;QoCcn2}jQI2uEp)|FzW*9ts!#K~5wF z_I*%scHO64*-LhGpvJJPN1fpVUlpbvd*gp=uyy?5o9-Yz*vhqX6}d0n=0SBiJE@4i z^%U!%Q?vAzgE5<-Jo|fg`z^k^wj%CXqT)Q;pXQz(&!+YSu|5oR>eESmMYBKH5(mXR z3fs#6F@)}W*39#nLX7W0y#f9wHh$^{#?uo=r}Mtbg-4D&Ntrah`&6sUt*H;!P^7kJ zqB9uFr?nWQ_SBLDZdo6t28jcI1F~g=C5m{?ikQ?!N3H`(s!_nCR-+p2SxRGPMfL=5 zf*pnd7kx-R67B-v1#IJY{*n&4X1q8bDVMdN-{dM`18(DqU@)H1t3?*JO-k-CtGc}G ztxg5sj&~oS3}ZyNt9WGz#bdf!r5$&U3Ie;YFV9VO~G$*Cb(6=X3B} z5~|z;rp_jrtbw0syKUH1BQQH7YGn2;t9%!C@9}4Cl2K!Qh%s#(VwSEv1sbBI*lhZH zPb`|dcQeBC_CjL$b8pvz4Jqw+MftWXYIqk_E@yu{2x^tWD3r|8QA5GDIG6~+0|c#R8YC_Jfq_440dVw zeE+^r>C2l58>KcNy2yQza-SHb8Z)o~v3!>PD!BEh9kH4ERQ^(aKiW)PJ#uF`(C88c z+Dx53gl-UIYeGbrA~W@vB{*HIU(*wl;MZj_T9^u)$}kBoD)ZOB^bLm>x>)vupmfAY z$`c>?rK0VvPaaP~XGu?n@toPkQtq-u7rpEpM>W#ZUUl-?9?lc79rOI0FupK)^o!Mh zw|DUsxvLL%#LtBigJpsIelL@Z4azQ!k#gXxNZZHt8Wah|S&g}*~LnFWbvjcdILS_(44}FjxY-QfeFPsiGr0Cv&s%h*)fUSp>8q@hBz;S95`z_dx7aJ zgHCB87fBSATjbUH*(C-r!&VK1a-RpQDPTg^*KU2g&cr!>TLoKn3aB`3s61HcZgl`+>UHJ^LdEi-@o4`?D~4+pG@YU(zmNNbTPN1x-& zezR;Z7$B@cDjAHKC*;jq;>EkJMVPsf)9dSzBd_besXEX;(Y5VgXMxps$Y|hBccTt> zO;-8LXfG{5L#;JeI!LvVT&Tw{O+l!stMzTTm0;%KUcMyZ&{d#8fWrK-$Lum>68xTL~!WaKMr+CQzUJZs2)Tec(%oGAC&7PHXF;@6O`R=ygB zVY-%`-~P?U(m(+f@L9d=@G$&)Ja?us$G8pFqRCTcL7B9zLZdL`v@Q3`zCXZdYUrEdF2XNyr5h3e;|8Vn(f*x=yw z&})QTgKh^DFl}gX%1G%SRdD0oN8{($uG^ROe-8}vRRzaPuSlPLmp!DfJUsr;5~+!e z3X_~t4ly4`W<5ETgZe4o8h+Rq8KSBdX*cda&0nkS0|G(r%s8j)Plik1G&mXe44ft9 zUQwY*a#~AymVN+4(O5H~+?nwr?pf6HVg|7{fH?UD47Air8ZnLvuD2 zQ(1;h_5VpX51eAhL;aP9|As;jxkP&mOa6#AL?&I`4Pq_hF(acoFR7AjcF9czQJ|LN zCaqn+nX^yUVTDb%`GkAfJ|KY{bvM(jD0`E@f2qql2Vbvi9t9g?Uz7OS)pLy!;SQCP z8Aoy3*|JUAihc$Kef13syoT#Wc ziHcGeAS&R3v@TFaUr@2ibPtvbPz1cKg|~H4tfGRVRiOnDtO`L^S}K$xYNd!0Mi3l` zECHDzzjJfX&Amyeh1~N#&+iZYD-XiWx!?2o?$zrMq}32kxb2d`OkG5_2h6POPASCO z;fZskT0$5etiDY#RYvpikIC=Dg!EKiO|&n=&Rj4*{k+<5^Mk|4cpyB9Omp`516BY7 z_t!jrw2;YA=i$&_brx$bB<#9Zb?I#~8$V$*%}QODw}cuMttyCqish{>WVnYIKYqe^ zXxlYg8WY=K0V$-{)A>gCGcSp=tBf?)ETD0EC#oS!CeLO6-OCSO%*GP7Fz!kMXZ@Hp zxGtbRLsG6UX~=l?i@8z4{eC2lXv$#v5K2y8J~d#@VU>A&1j z0!@Qluf?Rsmm!PIxn@pRm~$S<7RAtBj`r(4xQ5X>8b&`I!AFmh9I4ueYZg#pT2&mA zRq;@d^qNis{hfk7CzyVp#d*F$nJd<5CQzJ1Y zopGRplNtjrAohL(>5x$LKO_Kkzf}E+@%auiVn(q9?YDa*F0e55!}=*AM*BjEZ!d&G zCi%XjPd9w%K*qoioKLCk9W1+hJCTt6o9BXh#@hBHRuXycy!D>locrKZ7+<(5)3v>& zu?*VSYR=(Utqlx&V(@!Sp9TtJy2NIZ@)GTZDF+&3%f#KxEfOuI1$~=-^t<29`}OiF zyoO=*Q^HER5yriwiogn{COzI}IVx#W>>Um1|LG{&$u#|QNN`8(w|)8sjCSr3KqNv2 zI^EE6AsLJE?@FOo6ww5A?})wj6ptVC8Pl0S;5$W|VVpxh<)t#GUu+|tm>0$cWcy?< zZ#yE++y!O9gIyDZv9n4WvUNU79uZ5D=R$Te3;UI%dVt{A6|c2zi!;( zT*i`!*T^0%yD<0eg1ntSDNX*oxCj^DZC`4db-t?7)lQ_kxO#Zv zZba0o)!b`443fL~pWex)ZSgQ~=chJD76>MJ?{7PrL-G14k8ueY``o7*MmK)2Rzzj5 z=`aUI;I52vzeS!__TqEwX~#Y%w3YQ+_4;ebN4}n>@pvx3nDMc@%k_}o!TFoCtky;T zE-Qvn`GOxBVF~WvG&5H4peB=0l+Et4of9&ViaZ<5eYgZm`1a~vS%gdJa%JRt|A&jo zWYW|9r%{UcezAyVPpzuC@<&8vR7(Jq&!L~W#t&;4B;X+R{?(-3& zRF>bew@g@pd7a9<$DDC^!(m5B%o(dGig*_!s==-$;eA);MnC)UWR2@P6Ot8gRZ$ZE zJ5YWK1)`;`Mba7U6IlP|b>6h+p|T7v`PT_EY4O9NHGTaU3p8$mI_5QO<(r;D>!06? zw;D>Bn9$|25s~Dt3!-S1)7$b>YM4tkff4&R_ZhbtPQJt`D;z;Yo1c0QQnv5I$wafq z?r2BmxBMiL$FJ%0j_eImooigeq23qXb5R=P?@~f~$ouMMA&4NX*5t%$tx)2nZk@^Z z(#Xvg#K${x{Xx%4c=67WBs|Cmfpb$uf46EKUofZB#Tb_B>aTNTqqAk=rnet3D=5U> z4#fK_z9hDqo}G)?8ctUJsm@o}9reTe`p+QuB9bDYx5ow~emoO4rPVG{Cg|e{UI8s> zc#-9;<4?CR&Li+H9%s3ta60>7R?xe5+YmNRiQe|ZVf{z?>#=prrQpLkSmC)f=Guzd zf&^yIsef&Sa?$_Im}KRk*cxf^d*srF%o7&^-j+{$Np5RqV7OpWoWoXAfBZy|uX=ub z^2;Ajg_yZNZi^BVdQ7C%?HliZsmJ{Lil%5J#wDaH-gECC>^mGLvh2^6E42-ZR^!Gl z*-*avg)dp<#(+%|Ifvb+#_0C`q>A6Uh9vo)XSXQXT251-t>yo8(M#r3;?|e3$^#|U zX3PN(vRQ;rlw(zvtYjejQK?KS>^lml9}80AF=dD5+=+3HY;PLlj)D3<@HCF?PXl&1Eiq-FpjhLujDRH z*(<5=q1Y0ZE^Ub~CYyywsl(}vhA#9E2xJ)N+A^*~o)+`U5|EJC53%wxqeE%@ZR-@= zD#wfA9~+-*Gfu@@0s{bOB?>z=n5cesO>uXl#VucTS%tSAa-0_QKe zw^B_+W6kP^tH-#LorWqPUWV?4`h-$_t6a(sDvn`+g|J{9ImNyA)`#q?+?I2T@2^{r zz%ufH$oHPUO+mUB>5`S~&U=nA|E7dRn3rFyyOKIdi!VlE_5k;jQ@OEP0mxUmW`!%XRKX3k06gdyajU_0p%z z51%xU=N3I&H4dcz)$2(bk9A|N$PuSr^5jzB>Fl^$g9U#rz;q0j_GOn&3AwprY}AvY zuP&aPzx0n!&Y0G)9V~}=J^%ce*>49~_Lye=AJ`33%#pq3953cM_UVi(7LA4l9$RJy zb}sCilw-fOI$}>*Mwv>);Sa(Lf1l=A{cL{G4uvYsEZu~GH}g{Cp0zUXngZ3yuKjc} znK$?Y`ex1iB4}-z+nJ<&vudM?c)dIKS=-Kl`oSbEl1{-9GKf_gyPE%vT|CPH*tV_ zYf%4T!kYc-M^@~NQb?j|B??*wXB}B#^v@LdH+_^fGvsK>1#bj*7RDR3 z;S>PK^)*HE7l)OryJfn~_KY=2tsJW4EcV=1fqX7%XV*G9Z$_X|3>>hnB}bx920M$r z_n3)aovaPB2^KEdEpIUxSYlK1?!253__oBx?BMKsePyHUdwq1-Wq@}Gt&Y9MbWjD( znG*nKK6iIKO7)^cI$bPdS)JS0k+b&(0E^gq8iH^?Cv{p#YWuH&@&rJZx zyo$wKY4T*?q#Hjl$0oNvhWGaMClcmH2+!pVlqd%ID-|sLb|}0zNJ1@`P5{D@63o#F zcJP+1GL(U*_aEBz36M0I{d`!SninJKAhG-ufePk~oftB9_fzE>IEc$$9A7I4g5>Be zTLq8=&_L2W>3dE2*XqT0P%ePi0IX7L@jdDXDghh+b1a}AA;86!x(XD170f%ir6j=6 zafVOzYO|ph%!@ETVr6TZAD?$`1_G{p6-^NQuLpZ=6|{UV6ymhmU&uXD| zNXi%4?UNw7b-&kASk}j1)vmBZn|od@r~s z%3CtDll1%+cxCL+bhS{Xvw?9FPY)v9VM|J!`~gI*ETMt$o^aauz+b+V|1XsgVxWU< zGIv!jr06|8uzXw=>Kj+OJ4Se)tdc*QXfI9uL<={dh@uQw${n@hi+Koiz33p+^=(Fq zBmHXiDDPok%XWN8yh?PY{gq%XJM@O;UkK`T*~g*2AFBig5ua6N*7>#pxN75kVz$fQ zhDvW>&==b@VDet(@85?&3UGU(OE%1xXEhTCmoZzy_piU3>3jf%#w?r|;;`~Ri%?+1 z17M^eR~;PNC%jT2Pry&1iNKQRv$We**<;%{!aU2t+8BihOot+{GiQo|2u$ivx%6q` z#4!kP!V{&n4CNqskP&1{_tFCjLA61{w>`Qhw239xf^2(Fe37EAbf&fkk7*#LrNxTUi9ZGCK+M{TsW z|0D6+Dq-ycg(~T~X+R>jEUdIi@2Cp)ENwpKC;y5n2^V~cNoB#{F6L1KV3Z4?QJ&;q zr{D|wPNk&z(r(%tdwtWK;?>;b>OKf655NHASO|B}6Qw|N&!H6D59BY}iiF}CSY=3V zt-L^xm&QGn_1I$epBk~LaYq)H^5rw>g;Qaib6;X1IhTluaI~Hp60w{A6v_KvC8XkK z3W_*YitkrjB%*>kGihn3Ai=7K0gQBXm4}_s zE_tKv;OvJWaK;lwuyW>wJyj|Et%x2eMEVbvyF0J*G`p~H>O}>;s`!W=(JW#;cV5fq z9X7@- zrB`D#5?jToose}k6wJR^(>zFP-4+yt z{)eO*=Gq@7AKr|3gusjtXsLzHI{gU2umE-z?#-vUodh|P3-a?TT^7>BU&Z#T>Z<8q zxxYGU!5w9XU=|OUAMy`LHO!TU>4DReZy~_6mpd!x_VC9jg5W`T4ijWb2Bdt`L_Znw zlp4q32ygeyrOhbB=`J!8xZ^6h)l$lc?K24jYD0$I3g)%M04QBEyy_kVika8l19g0xG)1*WTnhLpdcG}-`?&M#CHdUCFE7MIB(zi6ZAV{k?W{5(7 zbD9>5zHE6`RatJIQBrJU)_$eqd49l^P;!fvRE>*A0Q=i-{9D~JaZ{!-qCBjIi6wX5 zn>#`}rBpR|T-HLUC)lo}dudoBO`MEBtEX9Uk!wP`;8J`ly1fieIKGZeLc04w)l@*yJdrd+PlBppif>`1qXswo`#ztTF*GrY!Es2-93 zm7dB(KvW`)8C|yNWBMbG>%%}*gKjtq&ypQ9HDti-L^&1L(?inFC6%SOfE+0(>k`KY zc8Xs_YDX%h*G!I6aBBqnCq5pa7j{4pcnbqr&Mu2v`aY;U)g()KPqy z3##Hga0~yGUgM`hgeOIc$VCRKS%mPfv@&>xUEd)nK?c$93g}5>hi@B7N7A5?PlBFq zDP7Z0ALi6!%a8s5x>yBL5Cj~}ugCwQP@k+C8ASh_TpNUkHOWlRo2y7HA<+S~(CWDB z2wEAy48L%wFO#M^(RI0~hUVIPX4J?>5LLYZ(5{seC}{{+(juzR-NfPIfE#}b@0fI6 z9Z6?B-xOKxsb@wNqJ!JBa-98}j{Q#$-s+6GpK%9QSzjC02O`#V`mQcwI9HN20SWHjqxr))O=Z z8kpXWBI3#Bj9tl{_n5m!L2SN9qQ2+9fCo<4E%6!UG(=!KHK9-+ol?zsz86lS`;)!u z9FDwUK9vqUtZ;^MK6&o?S2P1$;8!T%1=v!pKfsPVY76siic%Kms}ThUyOREWUMcl|`sIpY=2`X@raCSt^Q~9 zn%&zeS)=O30yWv(Pp5FbBl8ta`2D#N+3yWcW?rE<#b7K6lap(0sh8=sGNTYHy2|^C zTs=qqR2BKHl}OmIv*fbHui~L&FILE^sBFZ6`n*c3U zv=+w#$*rMGYP!Cz_|A=-1wh?d{4jGT9}$wg4A)>G1dDIZWU7YYp*9|c9#|Ax`>WcIw3o3S9P}d01}$ zh1E_A&oAtJofO_twLEff#=!$^ONLV7j!6DAhM2X1Qq}Y-dqdfZb%pouohZgOs_SHr z-ZY2-=BRsl=t&^`$FiwcDc$BZo`&>Bw_8fn{Zv8@{|DagpYOh7!uk}Z!*Cr63~~8x zsxVs7^&PjNLNqtMM_uRTx=n-85L_P;-1+A#l+yQ_5A~2u(yyDSmt=sGiziqX+KY3L zWH&hxHZTlVwk({|GZFTbhxs}++?~RYO7MW7Z0CkFO*lM&!K+i^6F7c^5uO{BKzV3B@dZ!kAR)MmIV&gRw?FCG1JwZ&u?7;nW<)-PVenI#OaJ;-xFu!BFd=vlH)Ozs zD@V}~d_N?3qsMJ3kSZuqgOa>MXBdSaN>WntsE03t-QehKL^3@N9LMV*!IIBfPg+qv zx0eGh1D6|je3E^B$7t2BlJ=IMKgn<7r3w|6j+zqDjzMU{Elw;nZV=aNJz&q*o|3LYv#x-~ z2PZriWYR(tp0woK0ih#`frH?RFnhI7d$U%BDN?FZ-eeV&=1u2mZD6H3R2f`z6p95x zQfzq+H80)!>S*t;tUEM${THSV{}|&#!MXDk^g#pny%^Iir}dgrq8_#S2qZTbx6C;1 zuzk!S#|3?bBEiRMMZb$~p8CTw;YL5paoK~81_~;zvoE>~{d%I>saLx9^uL%RatRG} zU6sM>H(>qT{>M-E4g1pTS>mu(rNgU;JY4A*EAH&X1@EI(1)HALsD}#dQx=n?uL3SPYUs*yM6|!I(G2Mrt->| zGaivVezR?d{}YdZd5tK_o5AgS^}{MPkqofF@#R34*R_<$PA<5GTXFEVX%s!Pns27ff5<{MDXNV!8e^KT35_Sn56Z6ti-YN1j0> zuBe34J=u;WY`glK%neCyu_keki_j?0u%Ub(WbRIho z&T)f5Br2ayzW$$=?x2&MSkQw89M=qig;*` zU5Wn{!LkyZpQE5av81LKf=Oo(;ptmOqlv~X9%ddiVyzPrr~#r9JX(vk zqjB~J{D(Vg!?v?X)DG4_c5ivckT3xK3^aIbyMm-9m}@Ws+caZolZ?tLB+=TX<2;7tkQB+pJrdAmk?kz*5b6hoIU#z97*@`zBh@H+lh~XA z&V)yz6)h=our;0|G12lhP6LmC2h0; zi(Rxwq-NI}q9CvsaKFN6Kg^~U?H7l;S)!m2=oy*=EP%q4-JQZ_g3=ZuIAGCg@}q2bQ^5bVdnUm4_d zr88|en0z~##E1hPIjuDbkAECo^Wql^H#Ct`PQ)7Syc&~yL^u%-g~_{9D@H?61#m(- z3r*8c&0%t*)E!~@9G&P<8~Y(K%erkL;;+a2*SD0C;emEjjUSaXw$cc4ib<0X%f zE5Bbx);)sqO+tDvtXYMM`7?*`jU#>vMdMnt?@KG_HoX%yYR8w_lyxL@bX{(An{^5b z0k0(7#(J>0tF^i=z3r`su@Fr#UjwAPAH|zIVt9e%pX*JBU6n@P)Q~J%h*zIOD`mfU zsuLoDWlah>8vPxDdEq!)WBJf2j;0!1Ko1?|^}HS3R@w+6y=SB>kO_O&nqggp~b|?;QuEZ`O%O4Qu!= z!ZXym+QBxa;Co`J{hL= zt&StC^DkAziPFtPSaauaW5^#dr1eLvm&48PFDTuMBnAgetTH%UCSy?xT#aln5Q`pc>URqy9rCxu zB58UCLqguNa-L5z?{Sv({q#Q*1tYY1?+7GdRb81Q{vQoT@ z87zyy%NB@eaOMI82nh#bqY+Fy97VFxNUG7w!8)d6da`6XGi{?hg$)enBhn6thVy|N z)QS?Mxn`ZF%9a?N8MO1@w#m&;A|<}f0qv#1B`w;=QsTS`sI=1EZiPaC(6L#!V5oZ=vZM;2eboe_GD7 zk4e8pP)~Cmkflow32w1Nw-*$gW&{(N+y|s3g37WExJ*r=;AhvFs;gv~LGJ{flDxFE z;huFuu}w;PY^6Re&{hicda!+VhuCHsnT=(N5ik-u(63n=Rm~GSXi|b(EFTCDuc0f6 zTIwKtB6bTNCLHfHu5R#649UbAymX?OKcf} zL-yyX$9Zq(pGc*e2V@{s>4Vaq9ju%K3n3zYM-`6*6El8H~;&c#r!7}r5qmT$G zgF7t46FlVw4PBcPg=lKS)IYj!N zE_WjtR2hD7_?(;kyX^upu`bok4CGa<6Or`hcfdV6U^fCVet?Qnw%mfLTkfBnHBbQ7uCs?1p;rnDrC<$uDJkcqeCk)@sh1UtgLzrGX9Qt}Wu_@n$(hca7I5 z+{ywwIy;+v$`0;7%T7d;qT)1JajVvI_oI4?b|_hzCLPlxB+CO@NVBUmiVStCE(@Xj zw;N_2wPvl-_VeD$R_XIFAoszG`}b1={97s*oW-UOKPVPmBjPF3P3_}%1o31 zeds3FWtgC{=eYG|n4hGhs;BJ?{|YCpT57i38-K8?qM)P7PusgJaIe_PS^9^9{Wxa8 z(u0P=GXKWs=xPtRJzM6LaqjFHauz_3ajKN&w4)`J&))f_i>ZJhX=)5gvH}XM5UJIV zSQ&6SOMw4tGwDN#*|9{ZHay?ji0Zjik+~oZUHY+dG*`SvGG-JI1I*DS^2({}rA@2Y zRA_ja+^wCDDD26JSjL@~r)5Xdp79-~Hm{Lt)L)4i+NnR|Ddo)A3bFC|3PesLa6&UC zD1`x3wVJ)AVW0{Uq;{<5J{XI`14I+Sk@G)^Ty(&9U#eN!J5(WNPQ+sFyzDP#qq59l z6|fE=Qmkn4AdlT;FZjFBwuk{a~ZlS3kQgv>)l19sO6;JUSU1WFno z1UiVTzs|T*EuHjo6dyqV>pHij&YX*81OcdgJHmSu#@($dCn^SFESD3W=NapbRyfaq zAwjafo`FM<;n8PuNO8eLKV%ZH6ISfC)+9^!m4m^>gzI@c{_HYTck4gWynXx^rih53 z*l-f13oWcB`K3oawiUXO&JRaoSM)!t?B;(I@4ZL(IfKu6YPRKiR&OX8S_HJ=|E56( zM9scX3%%4g49#R-aLfp3&JsBuKzXV`=4eJ-5GsHy)-Vs!uw8}$we;tq!8ojt z2*PlVj_2Da>(M+72Q(~zY`?dT+H4}75-&*9rYPmo6i37S*OP9aB z-PKx|A6XXg^6L(;-_1kYFb5ar>G<+AS+>nTN9PknvlE^U|Sc^v~19 zgL<_qD4*xWb?+i1JEd^ciELRpS4RjD^%6**N5ng?zQZ4it%N}z-<$#7sDeHk{FPXx z9-{TXI1w(|zywgFVGh_*gYAI@dcN1&UZ4u(YrKl(Jt}nBjmkXK;P(eo{B@l~{J>1I zt2usf?S{y4fTj35X+klj)Lk1HBuzOw{+tPD2ASd9xDs|0gxz<=t2wPF(-O)tXJ7Ql zkLrp1(fW~R`1?acWau*qgIPBM9U?v0)|-07(Hq&JU#0LKwH$hj0xg(iV{q;2=lsWW z`ou272Pl2@)rH?hb5GrR`s?qGE-_=L8(eTm&iww;$CHDO&;JQ{x%Lmg7hs_UefK$j z=Hqf^+NiPPjQIBs4f|yFe>2M?E^idSN$ZG?X;(k&UAV5gqqGH2VqkkXt1cY{RnRY= zxa)$;^q4N)TXpQYdzl}a0VaU5E=O58S}Uv2OuPWk6KSwke_9bc4;(xA%vOA%%yArp zNs*Q#b4w2FyEYCT^J~TM4F4AGMu)*uyy1VIN!qt7#{V7uCjPhy2X~y5wjA?AVo~6h ziJlcV`POgk$fO{cd`ui%*n*Eg7KN}LTpw@h1je2(zCY&(GFu4UmSm}ECYYrb^F>x_ z+>wp72Dq*7IaIpeBJ0rV1PU=e0{+72@m9MMIuA5nybzSRt z-sn@}1Ns!O#keh$#sMo%0^7@li|@_;8X57ga&*FMSJ@yl>9RF``g~MlqTcaYLQC+_ zRNB<}iAa{p5qFFaBrt1`Tb|13Ca^*Xn!=0@U@v3Bet_aNy7_l^CpndP2l+61IABfb zsil`zoD#TXIM+nb-=tasRg^`w-Q?;(64fO@zsg;=Dn>^1FmvmqKT#EXeZ&fz`o%YfVB){S7QZ-k4c~A)w-I3I zIK!v9Kv+8u;k~|N<14Q?{(x7uFj4kO!y$a?% zI-!NE_*a8J7L$Ve+3wLhR~!*bY|k!aEXfo3vRY0U7oizNF1>;-OR4%9 zS)Lo;)hf!g(eCW3ULNS3ZOme4Nqbo*f-%J%ZP}h#h1N*+!bmwqJlwo}j1@V)hB@n0 zj3m@gR@th>tgz`c(URQn95U^163N@0USNdmdE9zq2pZ1}vCScY39(q=#@OX!W>T6% z6;VP{JP3CuN$=^X-Nk;J?+Nc{ZCwz@aX2oWIBRq|EPpMkE^SbJh!`DGLD3VJ^ zsb~*0O|$$cPJIAvO8yT1Ok^o0u7Mu5$zk6uWOZW(;|Y*#Sa@vC1Oq2LbO3jqG$j6w zXr3^Lry8h*qHE&<&wCENO(`-mp)tOjHXn>3u7QCv5A=YpD)@o9_#oItkN}NA*QAgO z0$-9DiQFCv1rHj{z#_A)Gvkmkx0D$V7R&%S>WG22ClZ}R?H*3Ql1Q+r)fUei zHsx3C%}?5A683k~f~$Mk?Rd8w3|kdEIBbi|kmY*WVU{~W_5bl_@ygDEeCD>UZRB`64mSD{_YtWtg_@w$& zzqY0$_0R1C57w7Q4-SwtU#?U^o~pv>EVS7&_5%)Pg(8Zj>WJq(?x}!vA*45R>Z=>DeV45Dn+U z`5Wa7c&WUwo(_?Yk5(;pb{VrJeE*o-mcVjUZOY)#VLBlWwqH6TE7sBAp9hp~eZ3h( zl53{;E)~_&Vw=H{9uv_?mW@Nqvuu|PM#!U3vWyKpIgnjCgR-ugU#v$pAsXkAdV7TB zbby{7(+Hdt<4cEXr`5lCU0(6rBkfN0*gAywIu@(k9kT;jh29~-CFmP3elYihpc=Xn z>0KqVO(Y1QlDd++zfcX)swnAsK+qe<_d?I=XYMT#L-@yNF>v=%KV&63Aa#V&L1qt{ zK!9ZIhSQ^PjRVuh+x|`D_u>*ndaNAB@qWmviU0}d$uyAezTmj%U@AzG)cKX6>+J!# zMJw)p;icK=BnhW@4H44h*Z9@x*+9viOVptw(rVe7{J?wVThO`4UdgNnDPcCc_RbP- zu|<2s))M_l=j(@G)X90sb$6*RZS2xUsD9wEU~yGrVI;dLCas^Hk= z??<3By$4uvN3C<&kIrz=iY83&S@*re3S+3Pwr`7e5;J9(;{&f|XNQ`8^F6X!a9|lr z0iyP8IhiUh?i-3u)*4K~Hd$`oi!7tVb6E%x?K}Edh6PB=U#=E^-C$gRFkU}Fy;$3J zEnb3;CUb!&xbc{*^I`pr_KL3uoB88=Z5^!}%jdeokgT|~!nnJxp`h80p3dBsH1K9# z>api|XkT^0D!i;nNp$wQUPO$ULberwDao(E|kI?a_mjzh&cdCHg zqQD#-V7e!W5ylr)x;q|?UL6=tp`+RO>Lvw(F^Si-+GCZ@W^L%=(|y2{I3m26X|eFy z6{=DxbA=wc2M`5Rx~7F3LM2)7w3imNr)KS~S{Y1c)|}t|@fnK45;_YLa&(gRS0c<9 zvD=|9-!!*OW4Akj?8Da#(bcl?M2@VS6g^}k>v2*)#7S*`78Gj+ofb#z50`nD_s?c} zpyPVZSdek3G`NYvV1O(Jn#rU!RzKRDZ9j8WW}L*FXxoHn2r8~E1&-{{l!fmQ4Jefg zqs6c~HYlX|hfx&4t&t zkf*X|+%mIl>RTYiWyREXZ*HP|3*>ndFv*2*j7_p@_q=g?bWLazbp(V7=Vu2Xo4W`& zQ@U39NDZoCcYu3%+E9|4Zko3&h^kfEc+VJB|2M7@&`zho!)6hmLxSJEZdU_a2Uc~w zL1*-%Pw;@@{X>aLn)|mU8h${qjCZWlmc|UxNnNcwf{cM_hdL2jJtkKKz-l$RXA~T< zKjuq(;}z&H3D}z!=oNDwZHV|fEl7HYmAEF3o{GQ;a2ya#E7oK5d{V(XudYqD;UDxtDA&H(kc15=Q3g;JWS3jMKYgdQ&BL4qxOm-aR zGspVmmPH%O;#XpEYz8{v0-8dQ8@PQi2!0wh&mI zFR$NYd*+XmG|HZ*GsbUSEJvgrifvQt5JF5{QAP^IOU#;-?w*Thr91aS#fqWuJNl9zMScA&>Cl*%y5D zBdxEech$6?Y^r#0$JsP+_;oPJZs{M92f>!KvUk(28T|jHw+Ak=O_ST>CFvlOiBd}c zo3i-uT?m2wftVkNiB#eJ|CLxDp#A~sAE5q$3qEkc2QEeciYv z6E+DBee`kP0a^wwA3l5_!UrUL;DQfa@W0`LdaTc9tGP=Kgci)j<*&t3>m}Declql7 E0Nbxz7XSbN literal 0 HcmV?d00001 From 926c2c1f20d63e360137b010bc72f8f570fdf183 Mon Sep 17 00:00:00 2001 From: Alexander Rossell Hayes Date: Fri, 17 Nov 2023 12:24:10 -0800 Subject: [PATCH 15/16] feat: add CITATION file and use it to generate package startup message --- R/wru-internal.R | 12 ++++++------ inst/CITATION | 13 +++++++++++++ 2 files changed, 19 insertions(+), 6 deletions(-) create mode 100644 inst/CITATION diff --git a/R/wru-internal.R b/R/wru-internal.R index 209921b..81ca504 100644 --- a/R/wru-internal.R +++ b/R/wru-internal.R @@ -1,7 +1,7 @@ -.onAttach <- -function(libname, pkgname) { - packageStartupMessage("\nPlease cite as: \n") - packageStartupMessage("Khanna K, Bertelsen B, Olivella S, Rosenman E, Imai K (2022). wru: Who are You?") - packageStartupMessage("Bayesian Prediction of Racial Category Using Surname, First Name, Middle Name, and Geolocation.") - packageStartupMessage("URL: https://CRAN.R-project.org/package=wru \n") +.onAttach <- function(libname, pkgname) { + packageStartupMessage( + "\nPlease cite as:\n\n", + format(citation("wru"), style = "text"), + "\n" + ) } diff --git a/inst/CITATION b/inst/CITATION new file mode 100644 index 0000000..7967551 --- /dev/null +++ b/inst/CITATION @@ -0,0 +1,13 @@ +bibentry( + bibtype = "Manual", + title = "wru: Who are You? Bayesian Prediction of Racial Category Using Surname, First Name, Middle Name, and Geolocation", + author = c( + person("Kabir", "Khanna", , "kabirkhanna@gmail.com", role = "aut"), + person("Brandon", "Bertelsen", , "brandon@bertelsen.ca", role = c("aut", "cre")), + person("Santiago", "Olivella", , "olivella@unc.edu", role = "aut"), + person("Evan", "Rosenman", , "etrrosenman@gmail.com", role = "aut"), + person("Kosuke", "Imai", , "imai@harvard.edu", role = "aut") + ), + year = 2023, + url = "https://CRAN.R-project.org/package=wru" +) From 30ce8f217cddd96f225f11f623ba66c1e727c9ba Mon Sep 17 00:00:00 2001 From: Alexander Rossell Hayes Date: Fri, 17 Nov 2023 12:30:58 -0800 Subject: [PATCH 16/16] feat(.onAttach): add startup message about change to 2020 data in wru 2.0.0 --- R/wru-internal.R | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/R/wru-internal.R b/R/wru-internal.R index 81ca504..f2eabc0 100644 --- a/R/wru-internal.R +++ b/R/wru-internal.R @@ -1,7 +1,10 @@ .onAttach <- function(libname, pkgname) { packageStartupMessage( - "\nPlease cite as:\n\n", - format(citation("wru"), style = "text"), + "\n", + "Please cite as:", "\n\n", + format(citation("wru"), style = "text"), "\n\n", + "Note that wru 2.0.0 uses 2020 census data by default.", "\n", + 'Use the argument `year = "2010"`, to replicate analyses produced with earlier package versions.', "\n" ) }