From c429a31985632d46c313d63e099124b4ec50e1d7 Mon Sep 17 00:00:00 2001 From: John Kirkpatrick <52156249+PuzzledFace@users.noreply.github.com> Date: Wed, 25 Jan 2023 17:04:48 +0000 Subject: [PATCH 01/10] First steps --- tests/testthat/test-createQtlBubblePlot.R | 29 +++++++++++++++++++++++ 1 file changed, 29 insertions(+) diff --git a/tests/testthat/test-createQtlBubblePlot.R b/tests/testthat/test-createQtlBubblePlot.R index 6ba4efc..4185733 100644 --- a/tests/testthat/test-createQtlBubblePlot.R +++ b/tests/testthat/test-createQtlBubblePlot.R @@ -62,4 +62,33 @@ test_that("createQtlBubblePlot produces a ggplot object", { p <- d %>% createQtlBubblePlot(x=Snapshot, y=Rate, size=N, group=Group, limits=referenceLines) expect_s3_class(p, "gg") }) + +test_that("creatQtlBubblePlot output contains correct elements", { + d <- berrySummary %>% + tibble::add_column(Snapshot="End of Study") %>% + tibble::add_column(Region=c(rep("EU", 4), rep("US", 5))) + p <- d %>% + createQtlBubblePlot( + x = Snapshot, + y = ObservedResponse, + group = Region, + size = Subjects + ) + # data + expect_equal(p$data, d) + # layers + # scales + # mapping + # theme + expect_equal(p$theme, list()) + # coordinates + # facet + expect_equal(class(p$facet), c("FacetNull", "Facet", "ggproto", "gg")) + # plot_env + # labels + expect_equal(p$labels, list("x"="Snapshot", "y"= "ObservedResponse", "colour"="Region", "size"="Subjects", "group"="Snapshot")) + # guides + expect_equal(names(p$guides), "size") + expect_equal(p$guides$size, "none") +}) From 2923b3e350e16dbaaf10518d1b45d6e823493489 Mon Sep 17 00:00:00 2001 From: John Kirkpatrick <52156249+PuzzledFace@users.noreply.github.com> Date: Tue, 31 Jan 2023 14:33:26 +0000 Subject: [PATCH 02/10] More tests for createQtlPlot --- tests/testthat/test-createQtlBubblePlot.R | 31 +++++++++++++++++++++++ tests/testthat/test-createQtlPlot.R | 27 ++++++++++++++++++-- 2 files changed, 56 insertions(+), 2 deletions(-) diff --git a/tests/testthat/test-createQtlBubblePlot.R b/tests/testthat/test-createQtlBubblePlot.R index 4185733..4e1b42c 100644 --- a/tests/testthat/test-createQtlBubblePlot.R +++ b/tests/testthat/test-createQtlBubblePlot.R @@ -67,6 +67,7 @@ test_that("creatQtlBubblePlot output contains correct elements", { d <- berrySummary %>% tibble::add_column(Snapshot="End of Study") %>% tibble::add_column(Region=c(rep("EU", 4), rep("US", 5))) + # No limit lines p <- d %>% createQtlBubblePlot( x = Snapshot, @@ -90,5 +91,35 @@ test_that("creatQtlBubblePlot output contains correct elements", { # guides expect_equal(names(p$guides), "size") expect_equal(p$guides$size, "none") + + # With limit lines + referenceLines <- list( + list(label = "QTL (12%)", colour = "red", type = "dashed", y = 0.12, x = 1.4, vjust = -1), + list(label = "Sec Lim (8%)", colour = "goldenrod", type = "dotted", y = 0.08, x = 1.25, vjust = 1.25) + ) + p <- d %>% + createQtlBubblePlot( + x = Snapshot, + y = ObservedResponse, + group = Region, + size = Subjects, + limits=referenceLines + ) + # data + expect_equal(p$data, d) + # layers + # scales + # mapping + # theme + expect_equal(p$theme, list()) + # coordinates + # facet + expect_equal(class(p$facet), c("FacetNull", "Facet", "ggproto", "gg")) + # plot_env + # labels + expect_equal(p$labels, list("x"="Snapshot", "y"= "ObservedResponse", "colour"="Region", "size"="Subjects", "group"="Snapshot", "yintercept"="yintercept")) + # guides + expect_equal(names(p$guides), "size") + expect_equal(p$guides$size, "none") }) diff --git a/tests/testthat/test-createQtlPlot.R b/tests/testthat/test-createQtlPlot.R index cb9239d..f139306 100644 --- a/tests/testthat/test-createQtlPlot.R +++ b/tests/testthat/test-createQtlPlot.R @@ -17,7 +17,7 @@ test_that("createQtlPlot creates a valid ggplot object", { Q95=quantile(p, probs=0.95, names=FALSE) ) - rv <- fitted %>% + p <- fitted %>% createQtlPlot( siteData=berrySummary, siteMetric=ObservedResponse, @@ -33,5 +33,28 @@ test_that("createQtlPlot creates a valid ggplot object", { ), targetRange=list("lower"=0.6, "upper"=0.75), ) - expect_equal(class(rv), c("gg", "ggplot")) + expect_equal(class(p), c("gg", "ggplot")) + + # data + expect_equal(p$data, fitted) + # layers + # scales + # mapping + # theme + # Unsatisfactory + expect_equal(class(p$theme), c("theme", "gg")) + # coordinates + # facet + expect_equal(class(p$facet), c("FacetNull", "Facet", "ggproto", "gg")) + # plot_env + # labels + fill <- "fill" + attributes(fill) <- list("fallback"= TRUE) + weight <- "weight" + attributes(weight) <- list("fallback"= TRUE) + expect_equal(p$labels, list("x"="Event rate", "y"="y", "xintercept"="observedMetric", + "ymin"="ymin", "ymax"="Subjects/divisor", + "fill"=fill, "weight"=weight)) + # guides + expect_equal(names(p$guides), NULL) }) From d87a7f9ecf287a7dbcd274245e09bd0dba6c851e Mon Sep 17 00:00:00 2001 From: Puzzled-Face Date: Thu, 19 Oct 2023 10:10:54 +0000 Subject: [PATCH 03/10] Fixing errors in README --- README.Rmd | 5 +- README.md | 206 ++++++++++++---------- man/figures/README-createQtlPlot-1.png | Bin 14423 -> 14720 bytes man/figures/README-unnamed-chunk-13-1.png | Bin 7688 -> 13872 bytes man/figures/README-unnamed-chunk-14-1.png | Bin 18675 -> 18658 bytes man/figures/README-unnamed-chunk-17-1.png | Bin 34084 -> 34699 bytes man/figures/README-unnamed-chunk-19-1.png | Bin 14406 -> 14577 bytes man/figures/README-unnamed-chunk-20-1.png | Bin 16106 -> 16279 bytes man/figures/README-unnamed-chunk-24-1.png | Bin 12453 -> 12513 bytes 9 files changed, 111 insertions(+), 100 deletions(-) diff --git a/README.Rmd b/README.Rmd index 5e9bf3d..2530eb8 100644 --- a/README.Rmd +++ b/README.Rmd @@ -73,6 +73,7 @@ fitted ### Examples of QTL evaluation rules > When using a Bayesian Hierarchical Model, the probabilities associated with credible intervals are generally lower than those associated with similar frequentist models. This is because BHMs permit more sources of variation. Here, the BHM permits variation between the response rates at different sites, even when considering the overall event rate for the study. The corresponding frequentist analysis assumes that all sites share common event rate, thus assuming there is no inter-site variation. + #### Comparison to constant value(s) The `evaluatePointEstimateQTL` allows the comparison of an arbitrary scalar summary statistic (which defaults to the mean) derived from the estimate of the posterior distribution, with an arbitrary number of lower and upper limits. @@ -156,7 +157,7 @@ Again, the QTL is breached, since the probability that the study-level event rat * `data`: a tibble containing site-level observed metrics * `posterior`: a tibble containing the posterior distribution of the metric, usually obtained from a fit Bayes model function. * `f`: a function whose first two parameters are `data` and `posterior`, in that ordered and with those names -* `statusCol=Status`: +* `statusCol`: the column in `data` that defines the status of the site. Here, `Status`. Uses tidy evaluation. * `...`: additional parameters passed to `f`. Essentially, all that `evaluateCustomQTL` does is to perform some basic checks on its parameter values and then return the value returned by `data %>% f(posterior, ...)`. So, for example, a simplified version of `evaluatePointEstimateQTL` that compares $\hat{p}$ to 0.6 might be @@ -219,7 +220,7 @@ Finally, the `status` of the returned QTL is `"OK"` by default. rvSiteMetrics$status ``` -However, `evaluateSiteMetricQTL` can be passed a function that can apply an arbitrary rule to determine whether or not a breach has occurred. The function's only argument is the `qtl` element of `evaluateSiteMetricQTL`'s return value. For example, given that we have nine sites in our fictitious example and we have calculated a 90% posterior credible interval, it's reasonable to expect one site to lie outside this range. So we might say that a QTL breach has occurred if two or more sites lie outside the credible interval: +However, `evaluateSiteMetricQTL` can be passed a function that can apply an arbitrary rule to determine whether or not a breach has occurred. In the example below, the function's only argument is the `qtl` element of `evaluateSiteMetricQTL`'s return value. For example, given that we have nine sites in our fictitious example and we have calculated a 90% posterior credible interval, it's reasonable to expect one site to lie outside this range. So we might say that a QTL breach has occurred if two or more sites lie outside the credible interval: ```{r} (berrySummary %>% diff --git a/README.md b/README.md index 6e88e2d..2dc3c75 100644 --- a/README.md +++ b/README.md @@ -20,10 +20,10 @@ tools for the implementation of risk-based quality management. Tools currently exist for -- Dynamic Quality Tolerance Limits (QTLs) using Bayesian Hierarchical - Models (ongoing) -- Observed-Minus-Expected methodology -- Observed/Expected methodology (ongoing) +- Dynamic Quality Tolerance Limits (QTLs) using Bayesian Hierarchical + Models (ongoing) +- Observed-Minus-Expected methodology +- Observed/Expected methodology (ongoing) This package is a work-in-progress. It’s primary focus is dynamic QTLs. Other methodologies are included for completeness. @@ -213,22 +213,22 @@ We fit the Bayesian Hierarchical Model described by Berry et al … fitted <- berrySummary %>% fitBayesBinomialModel(n = Subjects, r = Events) #> Loading required namespace: rjags -#> INFO [2023-01-24 14:10:52] Status of model fitting: OK +#> INFO [2023-10-19 10:07:16] Status of model fitting: OK fitted #> $tab #> # A tibble: 20,000 × 4 #> p a b q #> -#> 1 0.675 7.23 4.27 46 -#> 2 0.664 8.94 4.28 44 -#> 3 0.657 8.47 4.00 42 -#> 4 0.812 7.57 3.97 76 -#> 5 0.440 8.13 4.23 10 -#> 6 0.794 9.00 2.29 72 -#> 7 0.569 4.49 1.99 25 -#> 8 0.674 3.14 2.02 46 -#> 9 0.699 4.84 2.20 51 -#> 10 0.753 5.45 2.75 64 +#> 1 0.810 9.87 4.84 76 +#> 2 0.679 8.78 3.43 47 +#> 3 0.946 9.67 3.03 97 +#> 4 0.761 9.12 2.85 66 +#> 5 0.784 7.68 4.04 71 +#> 6 0.726 7.42 3.63 58 +#> 7 0.804 9.19 3.71 75 +#> 8 0.636 9.81 3.88 38 +#> 9 0.817 9.69 3.55 77 +#> 10 0.877 8.03 2.15 88 #> # … with 19,990 more rows #> #> $results @@ -236,16 +236,16 @@ fitted #> JAGS model summary statistics from 20000 samples (chains = 2; adapt+burnin = 5000): #> #> Lower95 Median Upper95 Mean SD Mode MCerr MC%ofSD SSeff -#> p[10] 0.36053 0.69662 0.99416 0.67867 0.17235 -- 0.0013997 0.8 15162 -#> a 2.159 5.8656 9.9949 5.8588 2.2934 -- 0.058108 2.5 1558 -#> b 0.65933 2.6085 5.2344 2.7541 1.2614 -- 0.032876 2.6 1472 -#> -#> AC.10 psrf -#> p[10] 0.0069035 0.99996 -#> a 0.21262 1.0001 -#> b 0.21729 1.0001 +#> p[10] 0.35921 0.69543 0.99605 0.67811 0.17278 -- 0.0013951 0.8 15337 +#> a 2.2223 5.9383 9.9925 5.9221 2.2905 -- 0.058002 2.5 1559 +#> b 0.62172 2.6346 5.2227 2.7912 1.282 -- 0.03451 2.7 1380 +#> +#> AC.10 psrf +#> p[10] 0.0062847 1 +#> a 0.2346 1.0005 +#> b 0.26079 1.0007 #> -#> Total time taken: 3.3 seconds +#> Total time taken: 3.9 seconds #> #> #> $status @@ -266,17 +266,19 @@ historical data obtained from similar previous studies. > rates at different sites, even when considering the overall event rate > for the study. The corresponding frequentist analysis assumes that all > sites share common event rate, thus assuming there is no inter-site -> variation. \#### Comparison to constant value(s) The -> `evaluatePointEstimateQTL` allows the comparison of an arbitrary -> scalar summary statistic (which defaults to the mean) derived from the -> estimate of the posterior distribution, with an arbitrary number of -> lower and upper limits. +> variation. + +#### Comparison to constant value(s) + +The `evaluatePointEstimateQTL` allows the comparison of an arbitrary +scalar summary statistic (which defaults to the mean) derived from the +estimate of the posterior distribution, with an arbitrary number of +lower and upper limits. For example, the code below defines a QTL based on the mean of the posterior distribution of the probability of an event. Call this -probability -![\\hat{p}](https://latex.codecogs.com/png.image?%5Cdpi%7B110%7D&space;%5Cbg_white&space;%5Chat%7Bp%7D "\hat{p}"). -The warning limits are 0.5 and 0.8. The action limits are 0.4 and 0.9. +probability $\hat{p}$. The warning limits are 0.5 and 0.8. The action +limits are 0.4 and 0.9. ``` r berrySummary %>% @@ -291,7 +293,7 @@ berrySummary %>% #> [1] "OK" #> #> $qtl -#> [1] 0.6786695 +#> [1] 0.6781099 #> #> $data #> # A tibble: 9 × 5 @@ -351,7 +353,7 @@ berrySummary %>% #> [1] "OK" #> #> $qtl -#> [1] 0.6966203 +#> [1] 0.695426 #> #> $data #> # A tibble: 9 × 5 @@ -368,8 +370,7 @@ berrySummary %>% #> 9 9 6 4 0.667 OK ``` -and 10th centile of the posterior distribution of -![\\hat{p}](https://latex.codecogs.com/png.image?%5Cdpi%7B110%7D&space;%5Cbg_white&space;%5Chat%7Bp%7D "\hat{p}"). +and 10th centile of the posterior distribution of $\hat{p}$. ``` r berrySummary %>% @@ -385,7 +386,7 @@ berrySummary %>% #> #> $qtl #> 10% -#> 0.4436683 +#> 0.4423607 #> #> $data #> # A tibble: 9 × 5 @@ -427,7 +428,7 @@ qtlProbInRange #> [1] "action" #> #> $qtl -#> [1] 0.4675 +#> [1] 0.4718 #> #> $data #> # A tibble: 9 × 5 @@ -455,20 +456,19 @@ event rate is in the range \[0.5, 0.75\] is only 0.47. user-defined QTL rule. `evaluateCustomQTL` takes the following parameters: -- `data`: a tibble containing site-level observed metrics -- `posterior`: a tibble containing the posterior distribution of the - metric, usually obtained from a fit Bayes model function. -- `f`: a function whose first two parameters are `data` and - `posterior`, in that ordered and with those names -- `statusCol=Status`: -- `...`: additional parameters passed to `f`. +- `data`: a tibble containing site-level observed metrics +- `posterior`: a tibble containing the posterior distribution of the + metric, usually obtained from a fit Bayes model function. +- `f`: a function whose first two parameters are `data` and `posterior`, + in that ordered and with those names +- `statusCol`: the column in `data` that defines the status of the site. + Here, `Status`. Uses tidy evaluation. +- `...`: additional parameters passed to `f`. Essentially, all that `evaluateCustomQTL` does is to perform some basic checks on its parameter values and then return the value returned by `data %>% f(posterior, ...)`. So, for example, a simplified version of -`evaluatePointEstimateQTL` that compares -![\\hat{p}](https://latex.codecogs.com/png.image?%5Cdpi%7B110%7D&space;%5Cbg_white&space;%5Chat%7Bp%7D "\hat{p}") -to 0.6 might be +`evaluatePointEstimateQTL` that compares $\hat{p}$ to 0.6 might be ``` r berrySummary %>% @@ -485,7 +485,7 @@ berrySummary %>% } ) #> $qtl -#> [1] 0.6786695 +#> [1] 0.6781099 #> #> $status #> [1] "Breach" @@ -536,17 +536,17 @@ The `quantiles` element of the return value contains the mappings from quantile of the posterior to observed values of the metric. For example, the first row of `rvSiteMetrics$quantiles` shows that the lower action limit is the 5th centile of the posterior, which corresponds to an event -probability of 0.366. +probability of 0.363. ``` r rvSiteMetrics$quantiles #> # A tibble: 4 × 4 #> Threshold Status Quantile p #> -#> 1 Lower action 0.05 0.366 -#> 2 Lower warn 0.2 0.535 +#> 1 Lower action 0.05 0.363 +#> 2 Lower warn 0.2 0.538 #> 3 Upper warn 0.8 0.833 -#> 4 Upper action 0.95 0.930 +#> 4 Upper action 0.95 0.932 ``` As before, the `data` element of the list contains a copy of the site @@ -581,8 +581,8 @@ rvSiteMetrics$qtl #> # A tibble: 3 × 2 #> Status N #> -#> 1 action 1 -#> 2 OK 4 +#> 1 OK 4 +#> 2 action 1 #> 3 warn 4 ``` @@ -594,8 +594,8 @@ rvSiteMetrics$status ``` However, `evaluateSiteMetricQTL` can be passed a function that can apply -an arbitrary rule to determine whether or not a breach has occurred. The -function’s only argument is the `qtl` element of +an arbitrary rule to determine whether or not a breach has occurred. In +the example below, the function’s only argument is the `qtl` element of `evaluateSiteMetricQTL`’s return value. For example, given that we have nine sites in our fictitious example and we have calculated a 90% posterior credible interval, it’s reasonable to expect one site to lie @@ -704,6 +704,11 @@ berrySummary %>% ) ) ) +#> Warning: The following aesthetics were dropped during statistical transformation: size +#> ℹ This can happen when ggplot fails to infer the correct grouping structure in +#> the data. +#> ℹ Did you forget to specify a `group` aesthetic or to convert a numerical +#> variable into a factor? ``` @@ -885,16 +890,16 @@ createObservedOverExpectedTable( > metrics that are non-binary and which may provide insight into the > conduct of the trial. For example, -- The number of episodes of rescue medication (as opposed to the - percentage or number of trial participants on rescue medication) -- Time to withdrawal of consent (as opposed to the percentage or - number of trial participants with withdrawal of informed consent) +- The number of episodes of rescue medication (as opposed to the + percentage or number of trial participants on rescue medication) +- Time to withdrawal of consent (as opposed to the percentage or number + of trial participants with withdrawal of informed consent) As well as other metrics that can’t easily be dichotomised -- Drug plasma levels -- Number of (S)AEs reported per time unit of drug exposure -- Time to respond to data queries +- Drug plasma levels +- Number of (S)AEs reported per time unit of drug exposure +- Time to respond to data queries The Bayesian QTL framework implemented in `rbqmR` can easily be extended to include these other data types. @@ -971,7 +976,7 @@ straightforward. ``` r poissonFit <- cavalrySummary %>% fitBayesPoissonModel(Deaths, TotalTime) -#> INFO [2023-01-24 14:11:01] Status of model fitting: OK +#> INFO [2023-10-19 10:07:27] Status of model fitting: OK poissonFit$tab %>% createQtlPlot( metric = lambda, @@ -988,9 +993,9 @@ poissonFit$tab %>% ``` r sessionInfo() -#> R version 4.1.3 (2022-03-10) +#> R version 4.2.2 Patched (2022-11-10 r83330) #> Platform: x86_64-pc-linux-gnu (64-bit) -#> Running under: Ubuntu 20.04.4 LTS +#> Running under: Ubuntu 20.04.6 LTS #> #> Matrix products: default #> BLAS: /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3 @@ -1008,40 +1013,45 @@ sessionInfo() #> [1] stats graphics grDevices utils datasets methods base #> #> other attached packages: -#> [1] rbqmR_0.0.0.9001 testthat_3.1.4 forcats_0.5.1 stringr_1.4.0 -#> [5] dplyr_1.0.8 purrr_0.3.4 readr_2.1.2 tidyr_1.2.0 -#> [9] tibble_3.1.6 ggplot2_3.3.5 tidyverse_1.3.1 kableExtra_1.3.4 +#> [1] rbqmR_0.0.0.9001 testthat_3.1.6 forcats_1.0.0 stringr_1.5.0 +#> [5] dplyr_1.1.0 purrr_1.0.1 readr_2.1.4 tidyr_1.3.0 +#> [9] tibble_3.1.8 ggplot2_3.4.1 tidyverse_1.3.2 kableExtra_1.3.4 #> [13] magrittr_2.0.3 #> #> loaded via a namespace (and not attached): -#> [1] fs_1.5.2 usethis_2.1.5 lubridate_1.8.0 -#> [4] devtools_2.4.3 webshot_0.5.3 httr_1.4.2 -#> [7] rprojroot_2.0.3 tools_4.1.3 backports_1.4.1 -#> [10] utf8_1.2.2 R6_2.5.1 DBI_1.1.2 -#> [13] colorspace_2.0-3 withr_2.5.0 tidyselect_1.1.2 -#> [16] prettyunits_1.1.1 processx_3.5.3 compiler_4.1.3 -#> [19] cli_3.3.0 rvest_1.0.2 formatR_1.12 -#> [22] xml2_1.3.3 desc_1.4.1 labeling_0.4.2 -#> [25] scales_1.2.0 callr_3.7.0 systemfonts_1.0.4 -#> [28] digest_0.6.29 rmarkdown_2.14 svglite_2.1.0 -#> [31] pkgconfig_2.0.3 htmltools_0.5.2 sessioninfo_1.2.2 -#> [34] highr_0.9 dbplyr_2.1.1 fastmap_1.1.0 -#> [37] rlang_1.0.6 readxl_1.4.0 rstudioapi_0.13 -#> [40] farver_2.1.0 generics_0.1.2 jsonlite_1.8.0 -#> [43] futile.logger_1.4.3 munsell_0.5.0 fansi_1.0.3 -#> [46] lifecycle_1.0.1 stringi_1.7.6 yaml_2.3.5 -#> [49] brio_1.1.3 pkgbuild_1.3.1 grid_4.1.3 -#> [52] parallel_4.1.3 crayon_1.5.1 lattice_0.20-45 -#> [55] haven_2.5.0 hms_1.1.1 knitr_1.39 -#> [58] ps_1.7.0 pillar_1.7.0 pkgload_1.2.4 -#> [61] futile.options_1.0.1 reprex_2.0.1 glue_1.6.2 -#> [64] evaluate_0.15 lambda.r_1.2.4 remotes_2.4.2 -#> [67] modelr_0.1.8 runjags_2.2.1-7 vctrs_0.4.1 -#> [70] tzdb_0.3.0 cellranger_1.1.0 gtable_0.3.0 -#> [73] assertthat_0.2.1 cachem_1.0.6 xfun_0.30 -#> [76] broom_0.8.0 coda_0.19-4 rjags_4-13 -#> [79] viridisLite_0.4.0 memoise_2.0.1 toOrdinal_1.3-0.0 -#> [82] ellipsis_0.3.2 +#> [1] fs_1.6.1 usethis_2.1.6 lubridate_1.9.2 +#> [4] devtools_2.4.5 webshot_0.5.4 httr_1.4.4 +#> [7] rprojroot_2.0.3 tools_4.2.2 profvis_0.3.7 +#> [10] backports_1.4.1 utf8_1.2.3 R6_2.5.1 +#> [13] DBI_1.1.3 colorspace_2.1-0 urlchecker_1.0.1 +#> [16] withr_2.5.0 tidyselect_1.2.0 prettyunits_1.1.1 +#> [19] processx_3.8.0 compiler_4.2.2 cli_3.6.0 +#> [22] rvest_1.0.3 formatR_1.14 xml2_1.3.3 +#> [25] desc_1.4.2 labeling_0.4.2 scales_1.2.1 +#> [28] callr_3.7.3 systemfonts_1.0.4 digest_0.6.31 +#> [31] rmarkdown_2.25.1 svglite_2.1.1 pkgconfig_2.0.3 +#> [34] htmltools_0.5.4 sessioninfo_1.2.2 highr_0.10 +#> [37] dbplyr_2.3.0 fastmap_1.1.0 htmlwidgets_1.6.1 +#> [40] rlang_1.0.6 readxl_1.4.2 rstudioapi_0.14 +#> [43] shiny_1.7.4 farver_2.1.1 generics_0.1.3 +#> [46] jsonlite_1.8.4 googlesheets4_1.0.1 futile.logger_1.4.3 +#> [49] Rcpp_1.0.10 munsell_0.5.0 fansi_1.0.4 +#> [52] lifecycle_1.0.3 stringi_1.7.12 yaml_2.3.7 +#> [55] brio_1.1.3 pkgbuild_1.4.0 grid_4.2.2 +#> [58] parallel_4.2.2 promises_1.2.0.1 crayon_1.5.2 +#> [61] lattice_0.20-45 miniUI_0.1.1.1 haven_2.5.1 +#> [64] hms_1.1.2 knitr_1.42 ps_1.7.2 +#> [67] pillar_1.8.1 pkgload_1.3.2 futile.options_1.0.1 +#> [70] reprex_2.0.2 glue_1.6.2 evaluate_0.20 +#> [73] lambda.r_1.2.4 remotes_2.4.2 modelr_0.1.10 +#> [76] runjags_2.2.1-7 vctrs_0.5.2 tzdb_0.3.0 +#> [79] httpuv_1.6.9 cellranger_1.1.0 gtable_0.3.1 +#> [82] assertthat_0.2.1 cachem_1.0.6 xfun_0.40.1 +#> [85] mime_0.12 xtable_1.8-4 broom_1.0.3 +#> [88] coda_0.19-4 later_1.3.0 rjags_4-13 +#> [91] googledrive_2.0.0 viridisLite_0.4.1 gargle_1.3.0 +#> [94] memoise_2.0.1 toOrdinal_1.3-0.0 timechange_0.2.0 +#> [97] ellipsis_0.3.2 ``` # References diff --git a/man/figures/README-createQtlPlot-1.png b/man/figures/README-createQtlPlot-1.png index f67f15a98b8d29a22141f7c0d76fa717c6c8e5e4..2d78aa2905c570bbfaabb5659ec10137cdb1aa28 100644 GIT binary patch literal 14720 zcmaL82{@Jg*EYOKrHqx3j3slXWS$Z-MdUVRN~X;7Y@-ZG$V}TTNivfuwi1$I8#3F3 z*k+k$zO}pm&+~rY_df6II669xeNDe>{nk3yxz4q&@CWMm$j;N9M<5Vn%1ZKD2n3-l z0znW+ObEaH*i})2|IRrn>ANBjn6EJ*)@oxm_9 zVvUTp7N@6=Yd@%`O>yKBArOt$Y9C2prPZWFvpg7h5083ZCU7;y@LxGNV( zfCyw+vyv&~_+eXIKQJr&rt@91*;CgWq-|w(!YF-RXXP@UOLC+}Xy*v_xx)!ZPft%r z$JI9WjGs0kR&lIt=7K3|ibo<0X(!1Os~O43Ub}0qglhFFOKYu6j#i^*&z|kEu1LFG z@=w0@n1je77jM2np_WSIBXri)4BF2d4^?a{-?Y#4+Ju-Kj0{R2uSL_GKV7Kf^+_(v zv}$zO!`D+dPwcKIQbDt9*pBt$(|~{CdxwXIFJ%ZWoUkDf-8f291j1B_m>+@QXZ^pv zBugXM8AX&k%|oDXX{k5RN?NKw#{a1zkV^JI?q2VxxU9h z9@ZpazB5v&vq*(0s55+-Erhy%hw>9wLP-Ci6W8VQA#z!-omX=S3uOZd0vX%NKBLj- zy1GXN{o7Bw7a7(=KMxue^^sqM9G1^4D zKB~sBh&|ow>!j0Iy{||H##W1c?kxBsZJdR-g~d$ept0)hu}haOH8nLY-y0N&XkH(B z5)G#H-C4ODp-`wp;)CCX#GeesCqo}!o_ZJ;7ss2Vx^X|ba~37ySZi2RQ&VG8`C)HA zD8aQWNK@s8GFMXjvR%&6?UEbBgt_tVmy=kD30b~%Z(XhOGW*k|!FgFhQRIxH2iAUE)VBVwCl!SAhL*PnP0nwF0Xn<7-f88F ze4ZquaO|0P`(Wa}&V9=br%RRFV{P3V8?RM9>^JpLG?*BH)#0H&*^oJLm2QoUj3gr` z_qbNC{@Y2^VXRt{D`8+@ptf9LjsrZxt$$@@B~8N9W2UjcK(`KEe2JK-rM1=5!vmr? zNrdc8le;OR`$oK$f~Jm+4%bR)xYuV}31bS{D_1zFBUDvY8Kcj--oHY(-H6D%%BrlA z*B2|7+wFEO#x%kB!~Fcy^5M@VC8lGV7iA$5x=%+cPH!)do~>N%*!WgUZ&s>jX=$mF ztHqUIW<+Ah2o4}#pp_3^RP@i%sZ*!yJU<)rQ4*64WjU>m*Yhx4 zy?WJl4H^59^7mSRql->dMLl3{Ibh5O)`> zRd+t*>;AqE2NfMHt*Mb}9RP{H^u*V%&p2MfEnMLinK!dJx-b~4y&*udMFXKm=drED zLC)NbjSbN&?_6P()skD!kq`g8di83~Dtlab*zVI+5eKS>W^=)|T53@e*jrw{1Ql$1 zxBRuNrhM|z3&ce5I%SoW?p|Ks;f%}pGx8sB*f}_aHa(7RZK|bSj*N;5ZJNx@&2_2i zfK#sEPstg!*(kZrH=w!m|U>*hn;V<;NjzAx9ysooJ<$n+Tt%C zKAg*m)>47JcEa#8;LiwIUR}kkoL}=A%N*pX>T;->`0QP7T>RugHaU3LFSCWM{e=Y^ zX39SYM;~qH&qTMnPPatncz#y zkg5F+jZQbPPiQ(Uzz+uMd9e3_lB#&(ms{rh*~MVCNI2)~LVJst=A3tv*q z`18jFwiVSmyT4!CY&IYH^xi9SaMYVI7T(UzYu!{SOIYU(+?&+Yc-E)h-YK{}C((}D zRAiVd1XgT9LPCF8VbZ%-wW+p)MUX;5LPBzKt`Agh)@|%Ga^%LcR+dL@4>l%dbF>ti zBwF09`tNjWp|7)uF&CV76Q@SadLQ@d%5%nFRH^m2laS5Px>Y52^J7Ai+Wq^T7|aAZ z;3VcAJ%gyqc~p1cY6#tv5>`e+X*jj`9!oA zJXB0*pV2{DtaD5vpwuB%wtgT8p7BEYBX9Dmfbo$wxjG@o2t=A8Z;+8 z7g)Zn?o{n^lMoSBIZlj^jQC7nofrxy{R_1>P@Oitdz`r_6pCFs1Z?k=sLkarqZ%3( zHmX)U{-jjT0b8p;oPt8#S}B#j3(?h>4*(%P@!8q)wD=Ejwpw>p%HV^Y)hF5cEBM20 zZ#pdnQo@CeO8m6(*IKiKODq3uMdGCwsnrHJhx-RQJ6Gd2CS&|h$HZ~!?R zoRbd%PxK4md0GWkq@pjf!TbKV>9wq^tjfyUcPYeg(}RymzK5W)v-|aPFvPIlr+;w^ z;`plPQr#qk^{<2XRR&$jIi-59+;1wH38ui~v$_VN2^g?Jh*N>9nlb?*3%qL8$aBId zdrM2U42+|rV|h_7AO2cjVG)tlx4Dy(k5l(+Q%(7kl~{#^g}D;WFB$0iti+x>ad#GeM=a zD7O_KixRs2xpWR=Hx({1Mq8Pio7>uwoV_T4$M1=n1zRt#A+yqwqTGA0A|u7arTrjMyifw z28DnL^KNuGV&VjFJWpQJP+y;O=n^C@*cpp(`L7OD#YIJByl>CKtL*<=UtfRsOPTfJ zN0NDGwz#KeX4wxo%**w`6m;-l8AzQ~JKww{yEY`jekP*y+k1X(<`?fSRN~hx0TEMF zwC^XKfq~aR3J3^j7V7lP3oXj|oF^pBTm|xF7d{SG*S?mX+SrrJdcc+Nl_;DJ@NP3n zjV-Rt95CJaPf0uExYKtU-8=stxu6`YqpQ2|$%~m1V1L57#xO?7+|~7Aq6Msq7*@qJ zJT#jRP=i-C37%kUf-2)`A=0<&iD0D zU1&=A#2KIZ@h;&JlT(kfIq0g8npB**p+ytb&6oV$jtvUoOd8Uthbnw-Pqo+&NB*;(MeTwKhHHn-C2yzyEp`ORiMA1=lXs}bi-p2xIoe1TD{057lIit^admBW|W*8Ko1dAED^2wI%S6b|ZVZB5&|w+hf+ zcLyEErozb=0H${Y-Q0vMg;9J}XUNX_I|Wm!w_i>#7mI?06;`2Ze}@?NM!{A=MWn{& zI#OSf;+Zb|^q-R}1eU)B2m;GFUzRmAta#K3JS`^ot{)Ey3hL~gI(DWP5fpTBbJOMp+%uDe%Zy#!+~V73%t~qBNeKm83jsKnUh+7HU#1+V z(W6K0>jLNrOf9wbxmIVW5>nJ!sy7@;o`GX>&b#>tIJQ)TwFrW*Y)E>1 zXN!aQnQ&3@L#D=|p{*>^vSNB*f z!aLSyYUR_@)63^*8rIkudeli>3}0GW`lXn36Cat+Dl036&YgaKXCOrOk)om^(H&7y zQB$KA0uV!_d`ayy8{URBW2eR(b{ZQIEqztQ1ZPa`782UU+L;~p`>#4hCk#N;ys`&S z&To7&=Z7ICA_PJ%@fcq_(k8Pi=WG91-H}LBAE*qpg!==r%+-2q^kN*YB2}w*xgv73 zATa4PH0iXox?0XFzX~f>?6($zV0r$9xyW!uU}3YN*{oEjptML~5PvX1jm?u)2978v zk5^rW>~r^nHdk0!Sd7v)J7Eaf3M;{sYcb!ydnGm+OrGCE z$&qWs-SB}Jw1ch1-#>%D<2JoE$2Gy$Aap&HkB%zw;hgvIb}b^73&lNbD*5NO`H?{Nf(xYmA{`}NH$lPhTc(8YVQ!A)7p+3naN)Arr!2dyOGAJzL4ZZ?f6ZImy zx~}dj=^5|iR8%LS{Iv@O{UaEf+t(WrZg_%JXVQHwu1!ct$j!;AyJ~v=f+@l$YXuo1 z$FhXH6A>C3O3VWM@gvFOQ?NK1;IWUgMX1gLU1R_VGtxTk4G+1ETWo1rn676MsEEmi9pZa+zB5%6b4I z8IT=eAbP$-N6$RoPtPAXv6B*P-FT><_-cN}D?(ffn(BTFsh;1R=`kC;Nd;-0x?Bmu zgN@X=R9od{b5m{eX=tr{5G<5_zv-J_LjH48tF?T1*`rX$deZx=GhNXiJDmbMC{89) znUUEMXf9^Uyf*wiHT9y?!Ts>X;b-z?WQuP)H28EC?f=a39x`XQqw;y z)->-s3z`$bh)nJp+=AkZq2?QTm+}sEK_0yHOB{u-`;Mi z6t!7oqUjEa__7z$2cIQ-??9I1&5CD>Qw9weUk(t~^D#zqzbwPk^4H{m!)|TkDgJIOmbu-9D`EZM$fv>Oiq9)?8GnlCzwgonj_K1M1dC!rPpo>>fe5Wn z)5{4@iMpiVY-`I6L50uOvH`%j@7=psX%Oko!hq+k)#idVH+-(g5HHGQu5NC7`2fwe z`lq1ZO`IWIeyEF_{HV=N7;yMq-+cOCpPTy#*#jWbh&w1DD~m-zvlmahE5hJjnJT$J zT0l;D!JQOz8FXEK{_eQH;hQGMc|WgDtUVKh10dO~l)t7~(7(PXxhN+T3Kzyh?$V@! zdKDCyBVI~kkTAwa&jB*I$pZt<)soJj(B(blO5fT%y=EuOO-#6GPyzb<+zWF-WzI;& z9DrTs;Mb5q9?TnA}P7?qZqTA{~-zmlodIY>71Y^Y1>Eeu(%HdQl} za~_|1{uM8>L8JIy`%=|L7!^!8Jy3kol4Rli^l97l8emb_fp_^Z&)^TW^L@cQ?KU*M z!OSn>dtGW&$+Xx(GAlIM(B?|`Sqyo9!4Ov!-|kU|MWtbfXi13((}v`;497=CZ=pJu zC(cDf8eV>j!D|>i)DeS=_EsC&9G_~=e1ceZW~VCdw~5zEYHzN6t=bzf&Bw?0P$e%f zPlH~Z?`3w^qRjLClL8P~Y(l6DLarMQ(tWeM4lH78zhCB3QhRP3rl89msqS)7&ZWjM zUz?7BVfh6lX^>9-X2aHT4z)*ClAHEf z2{hC@=gvHrkO;9XpLY@!FFAdSB^c*@pKz%HE1C-VkySYs^o=9r$zSmd!P~LA6Lx=x zOe!7{l9O^lK|w6*eGQGOfOw|N1E>ZkRyFeaTI#<*o%>4=7AKyTo|?M!ZIUK%1?aBB z(#!i|6>5M$ridH0P~Vs)%_;o%{d~% z1dzG&OL%|db>*8`@gQMxymXmvAsgdA?Grw@7`aZOICidSf<;ypG?ewd!;TKpl~1Hn zq0^!n7*8iB)9M<3xHGQZTo5ug2x6jJr=>Wd3PY8L)-eO} z?nC4WyenRoeN6)InySX&p_i}C=)b8+Iu@921#j+9RT^~-P)8jYZF-wIsQ7-;On?uy zUsiXLRB{JaA9vEjQ;C2P0s8^rCq^k43}FP)#MgHRXWr-lMf;NpbsIpdm*ihgOdYr) zkfH|lne1O1PUJn{c>jDB`dL2!LL4C40rnnnl<>a20b9MAugwLL_=ZnCtq{dg+pJIcq?@;Q|xKI<(Zss2y9hnP?2?`2IN`hRD zz^?82-4V>&Xafq^9bGoOw7%}bLybyKHZ>v%Wc=Hnazj#GAUNX>w(h`Spu$zt(10RN z7JY~es4*Pa_`QiUEK%l6V1*X#r*bm=M7*y1jG5L`hvg0wI-x}-qf@q(BU4k^ee?8J zuP%NydB@XU_=+koUZw1(^_+uR&8HolJus!sUHcy(`nur8E3K)|v6S&tRr}Q&>!KHa zZ+vjgkenSD83XQlf5+1Uh~r^4ic%qlQmasB@6#%gDyNja!E0B-SJR^DI3r$N2~@E* z7s$LfRX7){6h@~OxAuShc!_lgXu3Myoi-2pqYAf3({Irzkqw_Zd$!zo%IwGgP^Yug zdw!NHZ(~Jur1=g)wlIzxomwXky9=#5bQ1aTjIe?IrQ*T542;J8`$ldgIt2-oQ!X_^ z=SuqCc{H)e&(S~t)%()KDG*e2t?mrkRN`9_uj5!6Gx?Nap&iJepUC99B%nrpy89aR zWd$&c9z53wNqsWJ`?HvdtH`@}U}E438-5nR0jouEi9nWHGzwBFXZ#;+;Q#9xx<);0E8lAKwf86ku+* zZb9={FX@!2DH3f$)r@aQy#}E&Q>5_Y$G3g+&_#HhZ5${pme!SQp&90>dnfP?g@L~Q z@aQP&%^Ny;dUJ51Nrq^JpQD=cu);U}{rylm6zCQkn;l<8hyqdE5VqRDGoA(tu)~j$ zkvBdO#q!s_Ksb+2x{2SUju^*dNTw%iTpLtXYirJ9QzWvF7Bs)9vE>x}4YUi3i;Dnv z)6>(Cn*n9#?ks4^8$~L}2j1aRVv7T?R^kin(u}^gu<+87h?aI7B*NL**#vIg*T#sn zoF@ED_&-51R>_4U@CUrJdwSCY@APLrL65k!R6tzZXXeLcU?H2*_4qpnY1)Gj6xRm4 z8kU6r{j|HW{1H9=5Xq&2DBT|6(t(=kx$LgVOKOmb=} zSVuMhidan~3#t?JG))iYn!5Wj&aKrcb2eT}*R^YNACcXL=oNuC|W3rer{y zLw3AM?Ayoxz$}VNwC;Nj?JO1CxO<$V3;p1JMfo%4_a^SWGvYgKPX^w18u1PeJkB!Y z-8g)%nSE@qxFwFKK9^PUvpLwM-PHs0i|xw8dIsI~ug6+o{mUxUV_Da+U2ipP>|2@Q z!HAH>vL0~6C<&oDb?8ox7Zw7JezVJLe4&VHp2oi4y~dH-X}NLOOsr|1n{cB}EzyFk zAl4$}qRVHw5H9Vf`To3hH4&GKdB^O8-Pd<|Rd6Th;)eZvOu(^f#^GD6rLBMGXGMF5 zs?oD^SUV3lXz>K)nd`F!zsP=XeZe&Eh{i=d(3u|6E?8Uw6Ksyc+?K9@(OC5*58uVD0;$erkHxpwD|`2DQmfV&Yb8 z0@y%xm0(~HUWYpbN4pSLc)c-DU@JhRMl?x@6=X_4B?Ju&`xNSM7nDK>n<^*HgoJ>o z#X;+{E6I&#Q;6q+s7^Ju zZH2%)NuWUA>QTX^io7 z<_@Uv1U@23?e4BQ0PZ{rnzK0E)w&Zwkbm%v5_-fOG1PWWqP2ch7jP_@&*e2gd#_|_M6YRf)g2(a=$jcI_yMaNLANm)L4t9(p9V1`8+C4%J z%phc|Ap3BjUw4vwTEU1xcMAY00BlE@sJK}86}ZEtR%amD>~Zs5vtZjI=ucHt$d{jp zGZKHB))iHEnvirPw$m~RDvxzrXL?~Ggq$R!#*kY;O>gAYkJlT2 z#lGpBU07HEI8C;?9+O-KRU$VbV*BUl^MAM!cuh5H%v8d05cDGFIbSz1tl8#NEcm#x(Ql+4GGr5_M)xcArmhCe#UK(``0Q zuX$D1^V$*nns#&PCyEFQdw6)5B{pZ33KWCCUhA$js81YGQ7P-FrJNIn&RzLvZ3znz zZ7NiYPEIAzzKL_t2)i5eohp=$u<^>6g9go~XNc#npx8p_+3w9$4@w9LSyUS6>k=V+ z2Gc0c!?hobVKku_#CcelliwJ=y+#ZjTuM_XLgiSk{GTf;4&NjLxG#_qu?ZBgAm%#7 z2o&+W&yct3-?;%WA<9tSbz$pI;b1X`3R@gxETFDzhsUy}-^>L;=6b1mTZoJ zMfdqEWUtEfpv`SLrAmYT$0Bj8`Mf_dMrv8wv2T5j4sX;cA8nxBa5M@*l)ctMQ4_l5 zoEKE01L7?dbbfc$+kRo?c-dZ5>y0s(KU|ow%+-o{P*D(&=^BzA|^@s+;&Z79iYVSWpzi)S_HzZsA2c^42|7k4w4Q zl)MXO!ou@alZPAK%BZ0xOH7Y6ErdCyqO@E z4LGRCO(d2nZy^F5SQ__X80N8Hirejm+Y3AQa;o{SAYPp(7`O*IpI}Nwe8Uyzy0h%; zTf(zsh+lG)rv6#LukGyU85nNR7nE}Ax(TY#A~G3>OBi+YwLLsN0Z(4r?~z^C%%E_! zLC8kKsy+feD=aJoW?Ie@bt5|napnr4tOhKKPCpT(H1O{a{WfC_f>ay6l21gjrxEpM z2?ivfA{I}BO#er@s)-TPk?^|pR)5b^QUV06T;LU;!(x*7zmJ290_{`gjWYaBotBF& z%MboN9-GYpigr@FMftE|&IMs?^nu@T^2Bm_OE@oL?h-No^?aQI(ER|o9&qf=4DwL7 zm$XhtdP}8W{eBZMCqm3$Z!3&~6KovLJ)@jjsWB?j8(Lm7tQ=j&AAdy5FO?k+BWJg( ze$1>R>TTgESO-jI>v98FQjdlh(a1=scJF6ep&_rQo7+!2;ih*7EYUcXv1t#DCoOV_ zz_ZMaLj~GgHHOf7Nl>}rZe{y*b<0bVm!`{(0Fip0pe2;!<({9hloH2FvmrN`UoMfP zKA(-3;9vz2!GIKu(nJ6!e~rOGYI)rO(^TA`%1t}h6is(fBN{`P8^x70f|y2)4p8`yExQvm|CiaP!K*lZ<>y0>_^Gf2j#8%Y4jj-wN50fJzR*k@o_JQ(Q^J^{0z0B zNSb<8IhiI^|Lq4S(ZNT*CuOsPmDn4!Smd8twU4|Gw{xJ|B27^LBBQF9vj&hoipC@mlU2O-_&KsX^haOHGBrzjGa}Dhz4{-gz5h=W z@GSp_;qbkxhZl&Tru$SLsg-X&cfc^XxTTo$1uqo~(JkCO4O-0KLASp%#Y9=g#kQ4l zpqYQa9$m5L-CL`YYX(-+vHi~wyUNpi?cU#KBCR?^1Jnak)ZSSOK`(H080LILHvQQw z^r;nMU{)FOA4e{TvfYsyKG_>2&ocW*@M;|Nx@K|8i$7+{`hl$4VTV&^NwIsE6*#HR z8(=#HVw6&Mcg66tB;UTtqei=CT$YQ8c&!{AH8kV~E2rbWR*bVsLkHg9GT31GLQE?>Op+nV{CX%~Fj~ zHsxO5@r`tt1s+)3nmAsbK+fkTb@^{ECCM&!IkY{0{@fFNfQ9mU%jf7;#$E>r-{(x} z|hv^<}up4^GbrVM`HkJF0 z(?$nFgTK&dcwDGl7L1~gEN@q#kCrEPTSWfXL!s=3Lm;USFK>H(o@Rij2UBj1AfsDh zd=MG|&bV;Xm8BM$(zKq9+io6DKx?m@xzE-|)9~lCy9P;`$=!g>djXq46n>dH1yYCF zgVNi#MT5OSID~YGl#!H7Z8QI0PZO!1zpo*=7QBB1Llr)nkHyp2f)8694;6WnP$?XR6AX(3Xl?zrP$KlJb(u=dGuWs1F#}_%#(sbeS#Nz08NSr4!jB>r>7Dn>lrwyIr zPHM-iXXBGjkcC_`qz-O$*Oou(b*KWBRPHbl zVFJeI-Hw}04i$FVSIGYRkven_W8Vhs=LPsIe;Kyv1K}-BT61!mQHsrgXU^R zvXzYQwrZw3?vr_q;qmu-((6+Zd<}oTl7Olo{2KJCqm|X;mBz-vVLRmL=(q=r=sVD0 zxw{+=FO6Q2GPzqQG~3RHPE}$(M56bviwAhREk7}Nj)+jqfsYy%c6@z(L17uQ!XVF8 ztSlwMr!Ie;Nl0k3O#_J^P4ahwFB80|s4*K*TR)>t!|t+wy5-XlYVfop$=GK;($Q~v zEqd+{+fy0sPe!-|(lNBz+sw5z
5ZDrQ4%VbM8l$B`}4{G>rS0ptmz#WP|ufJ@X z^uhF82pFR|Azk}C*o2h&>gYp{jS8Sc936tsEVcNh< zw7(b`VhUCj%~>gwgRG0hy$05o`PoPDB-=6)( za9%g0z0^j>t%Y+6TdlnC1TIeer#2n<@1Xua9})eJ5bC`@pH~xhxT$ec@ptSvK_#TW zoxmqSSfql8zn1Bsl~-a(`z(kAY>1?Mrq9%cn-a6I(vlwk zqBv$QD1;J2?HqxVCNOEI5BOM;*>RQeJehDNM=I7EuRa=IPlPa+K3wk;ChHF4PoP5J-%T~Qm+54U34Qzprf~6o z;lJu@B8&oF8T`8H^UTdE2kic4p3KoDnYBwVvp<9Tl7~${%-H`4A7L0H_bkv8j-`6p zJ#%@|Tlpy|Dbaqvuj5y`zV{gMBa@9n1^rn)vsdmHyuF-l~jcRmkbVAh*lowbF4i+ojR@(a?RoBnNd0N3P6algweb zhTqiW@z*7UD&ff&=F9w$l3ZbE)!3+t>qG2#8b;fAbXAsV0SMHrS!cH9Z z@*Q1d0f_@t2I!7lN&-4cV{o$O|CBr72WsNbG95RuRpfcJ&Udmt3g0Q=G6If+LNMcS zw=c}(f#si$1BfSD7@MR~T`sHoxzpZMrf05-k ziOKHQwe^0RtwH4S;KlIZiPZqWTqqp(MKK%rMD=qOy4!mz%u#p`_+t7eZPgEVY7~G1 z+)wg&Er;pInuq!-Ev?sVidAA_A~gT-fpgXvIfCEw(4JGk7$)ieZ=V?% literal 14423 zcmb7rc{r8b_xCY`%t;6tBB@Lv^IS+oN~Vm3jK@5Wg%lx#WF|>MrcN9j9!Z=y2O)DZ z&zZ-=yH3yd_j`vw-s^o`*K>6}=f3Z~_r3R8pY>UvweDxPbT#Ry*{Kl-1fACPYqt>y zQWXS(B#ep_ereyiaUK3S?snb86M>*_CjLj#>iW(Gf#5-CT~jsi%UBw5c+S6Vu6+1@ zet$VDt0B;*Gjn9X+|{c8>r+0d1XW(CPbXzrJcQISN8Bfbc$%mcev#1sNsVQ^F8KH$ zD~y-FTJ((bKrj&gBe6-)%2F%bthc{hI`3!G{$CnVH4K`$N5i5JlsT zE&a{3l^+{{@8<(QMlez!5Gt-RgU4W%8OKOz5eTp2B=B2p1cD5KFjosBL4=9$Ho{G* z&oz}x1l#3T>U#E&{93bTlobv^@FQj*{P)7#T>rxFc4bM-^e78+%o7@ZtZ~FD?S58Pj!{a1aLm0habOjoX zuB^OM)_8CL6_G)I=OeEF#o368KRI@dql#-&A_}KPE zX6j3qF2(F?lu0Ydo|bFN`z)32Vs9_VNM*cjBrPrNR6Q6;!}{IMlk$BeJ*-bfnn~T= z*7h7M{bs_mXHQ3v%DqD+h6~A;j6Qw(bi3%skSiv5^|yLP^k&ur(&vn4wQiRfI=M^d z3BD&pnhw(oci62TYO@4%IZJs5U%l5K3nwRlQLVBc-Kh}Dextgzz1@?a7y%oSZy8J-h5BSz_j9jk`A!aAMDeu&+6HBN)~7>4WEAAs(3Y z*-OfC#<5&tByX~-%$(f7$e&O%btN}tRv(wq#cVFruFA%pBv-|3I*sm7gpbe0Gpp+x z8W|o|X-FT7WX`OYV>9Hr&yJptS(LOE@9z5{$Oq$unri!8}I&}X|s#9&+`zA!~ zTlgV)|0?%10{_4-D?2MI#Hmt%&VuvIncj;I#wlmcoC%)Ije6fZAIl;AzW2RA`muR1 z1^lVC-2?c=u(+?hyu7JNwF9-XyLi+DaC&+=3OUlwu6FX| z$-<>FcMqxbrNL^a@bGZokBw+vTK;4u z#wKFfu;?WR+gaTEJ`VY;iQq;-f%x$>Pexu|KGXT@#Oiha?s8q<=H_OjGK&(!Vpj~o zr^amgyRNDy7=KQ_MVX$So+vY2ettd~8QGc9{l><|W(H+vsq}|-c0N8na&^9Va&Qen z!Q>kf5)vGAGdnvnC7r(wi#K7JUG`qKwzeT578tU-`z&yqoN#(aC*Tp&5!^O1p3B*K zQ&-obA*kk-U>#v=sNnXq`i^Kw^JM+WO;P}+Ot6ply^g)I;tC4GcO^246c;B}cLoOsJJO|(spgoU;4F)w=RwR` zN9PUKcou%qjvnaE^knkjl)ik~9WP&gOAud5754~17WOHL-vNn4$_-Q*3z;jOe?PVo zI+>uk=(9gOJiNCjCvx6L0-&JEsB$19EiDaqnU9ap+@oi~o+W0gFl4^)NmLYgi|c6J zh3KrJcU;^XBrbqA+1el#6ml5b3Xjpf)gXDmbkkmi_ENB#pK zS}7bLARzDo0K-GKV`W?U;7>C}xOG5)TsE#pgmO8OxWem&Jz)KTW^O@2W|(!l_w^?g zxo{=-P(HrC4yk0yB(NWYLqC5S8ygD_;bPCs=nAuTGR(zVWt)q5kb1Rbcs-g z=uk=-<@oH;pySnr}ZhDsM_R2?g(8|Qe(Xrh|{2bG9b$tyD4SOSU+He4Vy0(fS zIF5lT=J-~5Wo1|NO&uLKPE5KVnNB2$-7vgt|Ktxvcw$gNw@tJyL~rh$%0> z{KUGiuaB1EssdM`xh{qXa1^gQrWY3%9ed^EvXJ6YVz}|j7-RBR6Aah155jk2{V~C26 zjolniZr(Sq^GmQDXlYR&jNCW_W|cw8YZDR@;yxxLF5YcaFBNAcl`d-b`IaE_?IPwS z(>)sS9$jk(2M46yX)Z2^1659QX8{IsZwV$`|D|^SJaG+g0DwmaKeXJxoQhRPr<8gg z9{8u&rlzJkuy$+4)$HG(a*$-7^Qvtbd7AfaU7>aEim0tgsbO(du?(M9qH#)z!Nn>X zSw3^=1|e(&W7doVtA~cKbV#-7$iRSmO`Z^zC8nj)XF`ABj%l&)&yy%O{%%(}&i`SAIPB-%-rnSBTR%Tz44IX^ zwTX|j^9N%g7V2Yz)f?iRsR*~HfVMXZ4nmZX!I?M3*t}}YAP82`%-MoreFii#Gc_GV zeU+E6DmIFZjlFyE)Q75WCE~UI-@kv`^_+@tbzseN1^5PT6&#$&sD@4%1u_?w{X$3J zVb5&^uGV*DeX-A<|8TsL5m9{{3@zmO%Nn@cWSy4;C%Y;~HSe*J8NojLJ zk3W8KoxjdP^oekB!`hPTn2EVd&sW(v4tDl-yUJLN{F~@mX)3X>!|K}F+Ag>IKi3{% z_7)#v2+Bu24NIE&`r%Ds^46xRVI&(xYPm1kY|bW7O)D(2g*P$Av~^h9$oBIB%Oxq7QF9pea6HN?JMq?C=D z^U6~WjsaT@wt?tVaQ|7${VE!gX$YtL`}@GdeR$=bz?7^CI9FF!26}o^A(p{v#7SBT zVHWJxmei7(7cIPxD3M}Sh_caki;%NDu{KVLZJh`V4D7H=@(~X3{!SI7_LN_%Bzuzj zvD=?At}E#`30tg=lI%j*d0+gqQVvT-a+4JFxVV0eS?81o8QF~9rjuZF-ly0y!Du0@ z!r!E#sFzulQMY#|;zdtG!6_sv-FBe5y4p`6|Bj!A2{UezVy{>1lHljQalTLz6ydDc`l3Q?VL7a~qSBlZ0ZD*}ZQM+1^@| zIdvySyr2|L4%2>$s25GXAwA>D;-&3Sn zu?9Bo=H~YBp=Q4kjRVo7J_E=19({By72Su&Gvd~3%;J1__aI8o+A82y78hyh>0fu) z4OTafD{#dREop@ANdN|IRKQleS)?H+t)h99PfJIae51glMhDH9NgVUT?V>6a3e1J; z$1|GRYdnk}O-p2s%L|jUso-w#GXJ`gy5H<2HO?lCjF@XB0{(G;<#WB%5lFr9 z_By{Bno;H$t)migsmnZ=O^2Jmv@Jp~& z;xlJ@9j_#{k%z0oGiBgG=^am!J|+>jDel_Ya_xf?b3|8i0rUgXUX#N7ZAUjBsZlh3W=Td$&7?30_U;D!Nbmhji{M87yT z=M|7^-}r4R>jcrmiwvTDc+KfZC~^WTgvv@v{1v!9)C@~NhS%7Lpt!>Q_sYF{_nf@t zbuj@tg3OLm>EI`Tj~0NB!A?@?LqkJsHN%16)%^?Vp?iD)bsIO&)I7hE8rY4;-zvC0 zFg8|bemxajeb%_(w!WqaN36zRb=Vff5SRd1V$K7A2M0SwzSO{Exp%VJxOD|RbP5up z0=~GuzW$yGQ>?~ikD4g!f@$LDURvg!15+N>9aE!rVr+mLhK@?iq_irjz&8vpvUp{# zP?j6(=rhwgHgLnwp}_C@`clSLP^KkSPLDp_F>=%uNP>f8AZH6Z)YSBAp-A}c_H~mnvMW7b?!pY5zs3nii0q>;{II}!TYAm{!Pyui!WdFS=>5jVSn9A z+Zxl7?$Y1S`L*twK*os|nSAaw0@>q9HOWP?n^Y#2mU)N1a7!@K1*O(b}du);l<>^pFi3o}w zN5TEm+}!iu8LGPM?f2b*bae<+;%0i>(ixbD#AU6BqRpLi#!K$r(U+btikcyU%b1cr=2g^siuo3s4y%V5#j&$~Fo?vNNSzx^d;ZTapbi{9KWvJ$fwPqXhQ^@8N-mf*`91-(752<+23)?9M-8yF#IFTV z00+~DE_VH5-A z?ewU$5i}om_0Rwc7;Y*hHP!bScMsP;BR_gp0UHJ*ZxP+a0*u`=ka`c8 z+40xT?wPAG$TeDtMX2SDjEpp7vY)_kAx6M@l9Q9`F8tmMaOfu;5n+#w&ijeF!*>>D zgs8XWF~A9AkCjyJmzSI(m)@9#`n50;uM?__;4>5y6dM)J3b$BeHMY06ovPWF)CA!) zyb^#43OB_zaJYFiSpnVMn)$#9yNJ}km@J+KNFdH0TjfMD@=Hd9lO9e+X|Wyh)>-O^ z7gJMHA9y9j#8l8M__T(le}4uI$(Ne*tzv|Pn+zusg=Rn#w`2CCy1R=@$HJx@#JK7( zks@>1Jr_fIpk~2vgbQ_iK)giAH!iZ#ZjBRXN3_51b-b8NO%X1T^vp*%$A}`FmyPyq z&s>A4)iDwZm4Wv58?R5(62l5faLl!{k9jtFNiV^3uf@}7Q$CR2^i$x9YVI;3`v(yD z$MwW2I6(-uBCJcMIjq;tCIl&oQjspH$&tfY9gyjnj>Mh2qaHXo$U^(iSS-QPjycwF|Y`HwS^+RLm>Gd-RsQiF4FIS zSO~^yTpjA*ik^8U7+tuxb9VBFt3!6>nO(!;UK?>(4J`u$D*t^_lC4Qn3V(!x{p(f` zyKGJJyMFF1A|CVnbe00D2Xpd9%=$)?tLw|e^|%shkwI}2kSG?0=rjBJ_$Xw399t>8 z`?Jjf{gI~CowL>3uAGf1Jgpi~GGHqNl8UtBP!im`<8FSwzT3ZBV!Vz#K%{wH#m_sb zI`%Z~NQ@F+1o5g<9`8#w2!Z%|;!ErlFg_o!nz+HSv9Xa6x~S$?aPbRdNoJ)XY>Y$~ z<5bs&jq}h5Hd7!cP)9X`PheL*egck-mj%U1``jG`u6|b(Gd}W`;Fk(#fuvmX>w$nL za&JsaAYY;&ebnh?9Ts9Io(7g25Te2c-glCUcfL{7yOcc4hbF2SlusfqzlnuI&-_?l zubBP7ZIw~(>&kYz&f8I?;~)c6nb%ub0?pYcn2R@3?UA&)H(7}#wQc;NwuaSjosAF@ z5qbNPMCdc^85a5|b^XQhQ$!P5+RQh}zh9e$r`hbJkrUl#CT z=a@l6^SGHv;h4WYF#y}Ms(l+AWEbHgRnNWkl(7PZ(nP=b1pZb9e(Fa)p$O6j$T7*rS zo}PwHf&^^I6cP7ODjn92+aLmHMgqSUD4*_fnXkOay!e@^ld)5vr=uC^0NOh3{rydt z)pcq~_L!*1Nr!`6Ga|-W8GZ?M&v^+X$%Y=*jUb5|aDk2XNtVfPCK3uaM+Kays3>K4 z6Oo9rgx!HWR{^)(IJwcfk$yHpl0CMsm5!*D)PgE}(O z2gwFxw{a6eN@L|1_6nhOg~BllY;@iqg|cyqb6QN-a*c%?q2Tc!u|)5XMO_~dHTC&R z$FT%gmKKCGra=kcmk{%q$Nq1EKwykNE|y{onmM3$`Q!WL_Nbvvc`emyQ*XIUP-^o3 z)k_Lfmp*+pnn^#J%RY37Z}nV^@y|l7-Xutcg#`fM$&)8w>3AlnDoCYojwVBH?RFN_)`s9AD>1WLujA_- zR~h~U)I;r}KdA>`TNl`}!Np{d)6;bXz&z|57d8W?eAjjrmee`{gxu3f+OTrl9vf`W5dGi7Eqk9%+DY`@YGh-xNAPE}CB({$`W2P)RMO=kaXVRLz9 zMVcM73S#B!m)n$wY{GR&Y;^pn6u&R|P=5B$%!&XUr01pj=is2OdHhvI2H39($LUy& z!k(g@2Jon`z!PfA!!`MWP^>W8kSDv+cpUNu$7<8!UN9KPohkCq{d;?Rhlhs++No8U ztt>h6MMft!{g?o$c8=GWAtA-Kv9YnT3WImdY^?a8`}g$^*l_DKG&CWYP(Qy{#48h< z0l?~u4D!ss&4KNY7U=dnLHXeATQPIdjZ=j^r=^5vm-zvb{*(ewF)evA7m&*UGi`5e zQSnwe$sU7<-%J$Bv}+GsSV?JV-@>MLs)%*1#jNK%Q|jLo z^?W2EydecUmDo1<^CufJm;`8Iu(10xMEGH^vlJi{A>;@WS{SYNF>VH=8sN7glh+un z@P$8)Gnk~bl!%6ramBadzR%fu1i%W4K>Z*P2yozkc|jO5x0fk(Ke@fVFC|a#wZSG2 zmDsH2l!rf%V|#n5lU$_3%?q0;H^36^4SYMQcc1XJ2u^lgmrH~Dcftzq3%UhI>{mFgkA19-1X_x4>=a~HUYS6DZxjGy;iRV|uK6WyrnrCMuN=~< z5~j+1f*j;pfaTmVg~k(RB1U*O^u8V-IbIWDFBR{dJ9nyRYK-o??D{J0Vtf+s0e`ZB zfM5bU2Z2>2JLB+Gjpttu6LPkQKBfoz>+}AV^bV0DRj%AF`;S6H%ZDG9^6yT7@@Xa_ zEhQyDrPfLh7|Z{Rb0{~)^-py`^2{y^I>bR2C{28jy1tFc@^_R;@rB1c8S@h{j2?ri zD!qLrpXcZ8L!mC)K6br8qf<)jW`36y+gsC;i^8}M*QxyR8_)j_rDWcq6$-H|DYpM+ zKyec?gweIGH>>_xpfEv-e#XKvZN@*p+@W$HE+lQQ*t*;_F4#8euLOK$n5Wg9B0N`O z?CrmTNxW!^ZHJxbLbl&)`-#>#x1jxdC4CUqJZgYFcYdVY{0LA_k0#K%VmNreSc!4& zF^ll3t?)$%2?_moc$p2a{bDPUx-cCBqTDR8W;W%q3vB6?E7z|{;P9HS=cfN2r+L@WFPeGb$~mTI8u{+K zYqtNn=o>b?IM_C~dXG+V!K(ZQVXKimM>{j4!Kv&l*uL}`omxoqAtlIpFh98wD}}oh zDg~>$399D&8xA3Ccj+;e)>{9+2Aq?bnHi)MI{wcwLR=>0EYpaBtfB_y&=Y}RB@lZ7 zNNEFZR-4}BXM%bsBNe{%SPrXS{U{WbAr7&6h=L0+o20moHMmp`KUte9_ zctm(sMMXuPh~aKdTMyz_)enb)TDQM*#_0%DqS5k~FXt|#rS3-wVZlzkRt*B(0EDH| zI|zi}!N>!082V{IeM40hGZlHKl)seM=s#-*D?w|awjSob*3`>0ZZiM8jYOiOpCZC7 zas=C#hEPz}ZHZxp7srSHI44p$;B0i0xDJbtb#-QC{i2o)&v&Ou2CrpifTGwVGTF*# zl@mDUWm>=4dv1Y|bc4UR*RkBVcK+g7Qre9Y(-IL;(I_?E;XP7&>1DAzF-^;JM$w#{RB5=a%0C|?{Av1WS* z2TjY3>%8U?|MCD83sWc@46Vvhs?T9N_SvIU8cQEHH%_ zyn^SPx40V)rU)LpKaHaE{MM&$#!YYq%<{%HchRUk0`rvys=|lxx~l*39twH%Uuu&PZ9jLAr8Ygu`1pzZ|Hu7?Mc=O(FFGV*h@-}m2I5iekK1D-wRktAxh zfhqjY_LkZuPO3v)%d|uT{etp#{{>NIYLVj2U#e=?#nXh6Z{*(kW+SeTF?N@#5RztJ zEU)x6D!%f>8u(C=!Tfde^XIT0l>@ ziT%8P3_=$Ybx$aT1$9-s+Ej5P>J1IR^~7i7a?MPK4cn8`Y-}1uZO z!i5tXVp@rI4+R_&E=qd;6yafu0OhW4SGs7KUhw@!@vH{33|HL!nq8|}1>sS_j=FQKELrlw8o z`%_<6VtML;Fk&w$;8a5UQ@bEz#Lf9NK@a!W)~{4}8lgfFjriqdCc;{BqJv5-2Y3VY z4cvP_2J#7UK#BV%eG{uTl>?nC>?9Ok%+!%{a}L?!fI`+z{vVVOw108CQD&mbDkLm?bLW$$re>@L?IZ%PSS@;g<}dJiGOI(% zpzE@5DYZEevIi7gX_MrQ`d-?ieBS(-8S=i2U5f(KhC28_BAZtydrlxFq*zW;ZSEw9^tL^h1nD zjmsgbApE6bd&h|$W{>u$QIL?BNU;0b+KTqS%Zjj%Y@H}FELOnzI>*EHGKkai@*I-G zS+8E-xB0?oS!s~VG#K6xBAfr4AhC3ucTY_S#KDPVYH*%H&@>xBws1lF!%V&5R zRmh_AK79B9y5sRN9|fgHw)Kd;6j+#C=G3O{cO;NN$QwiVw_IQw8PuD@!>?9hNf7M{ zTzdIk&xWjEpR@#$Oe`$u-PUK^dT5AAG8?G+HgDxW@{zL<6F`_5So`w;b)piJNq|ULSNHuC=AB9oZlcd35Km;K8i}l}*RlFPl67X9*_$)3 zJKly+&Om^b(4)x4PC@I8LihJwl5CuB+{9;}?-IgPpsC)>_5bL;TY7bwKeh~+yGeG} z^D)o$#31MVE5|^K%^g_$DLHx`pz#xj0kkYJZw@gZOR#=rH`L&ibv{opYx14FR64P~ z>aC``mqIVomQdE2gIhl+a+In%61x+h5m4V*H5?z#m?zl&A82Hc{n}^Lb&A+1HRr2% zRqbg=Dw82IU}8_7rAVrgp`p&y%Gcp#`>OiPD?eiIeP=1|-CMrudp9ugs}TwxsmvEQ z@%-y_Jf@8DRHcxUcv|hGidXXA}Se z5xSHleU?DZo%!iuScJqKdp}E48_ip zBF?aTxTzu`yP1-o}o=GjX|3vG-43Nz*Zx(L8}rxx{F-2W@fD z%4ezm;R(b#R>%2g=oa>je}1FO^Hz8JIP|Z<9apKKasPExAlq_l9E#H)(QX)Gg+7*|?RZB}mJ&#TVS=q9!cjAGTYG;YH{W zIUKx=f=T>ZORu3IP`@V65@UODc0EA!{s|jISUz0ii2!L7vPHGroX(fl<;DU8t}y}W++i*-EqOn4cb=8f-L~BLfJNK65$NxSKCPIR$DTrnFe%lrGkS~>(19e# z{Nu~}{)GreWeK7ZX6WSAXjg42%<|I@22`oo08g!O}}M2@0VY5kt%L= ztQ`2zhh@t>hEUPZreNc}#tfMu7+-!DK!gHLnmsn4zI5x8728*5slbxHk2rXM%?>i4 z333`lPT+=Gm{uY`wjxh3k^e%p$Dhc(ohHo1Rp=L^ZGLBBE1vejt`d~d{SIgdx-aWm zZv3OA${<#QZ0;BWe|MG==8I+7)%>wjGqVubaEn=;S$#7Gje1MbO%gXjOF`D^t`S$s zMhgtu>Iz$?MtGBzc-nJ~{5G#H8*$zY=r}I)BoUzcXKU+Iz!u+#ddgII|1h^Q<#8M9 z0bh)ihcA@fg|MTWjk{=WRdEu;#{14=#`#?@wi}R>GR0l?Vr;aA&5y!g-k#8;UL+BVj$HMTG&7xqz9{A4y+`k5O;R*JeEB8?Y3@0z!!I$S zx^!+xsj)PuB1mB=KKV?ejxe|b({C&B!<#qLPIrB!p67e}ZvCWagUnpYnWf#*N)vTr z166#mt(Vm=_!$I|qilwdKV~w+=P0|i;({bvgMYWM($RXhzb-Vru*jb`LlLsyPZ`~E zzrYOXe#bEzeKq@jZv!m@G;KhW+vY<5y$?CYLW4^_{}vyBd=Me))I)A$+FyH~MAlIb00BK^OSkObs+iKXcf#f7XH zj@SnR%qymw0htpr|2Cr4A`k2;i%Q9Ki5=f{s}KMVLP8g~FP!Jqx?OLf9MG_ae7nGx zZT-rl=0n?iW6c9{&{5+iKwt+xS^n6g#u@sI>^x(Ja$(a!iUuLK+B9}TCcOi46=Dy$ zboxzDPl#zIv4>nwnNS6NY6QM1etxa@hQ)hyVz3(#FYcFrb00LDjA@;SQVRL*anY1W zRVcziG$7l590+Uxv?8LI{2~O<1fmBtx-O~h=|ipK-aWL(6gB+M3EoNQ|BP2yyMAx` zap3>l!UB48H7Hg?xz<~eSyw%gKgIS+O*(bqIjlJE7kh;U6tlgqd9(!vHM&_k;0#&K zr{%n>&=-Zs5zb)xpKbY)Xh~&x`F&LAJ_=gDyEM58KU9KO);JXAaXeDq=erq6qjP$&(mo}6v&u96m1#cOJOc^D%@vrCC$by6i zO`K^uGGsE9`5Z@hpRWmJ$@%vZCuFJzPO0w}hVB)nS_C|6N+>H*;ra83A?O!gYVqg8 z2B}m=&zg(?>uBp&w*Y<9lB zsn)Obf_|Tb;&xI}l4$+LZ5hsGzw!ECvtN~~GTkSgrXqxQzjC-L>`o>@)tNYB6j#7g z>sMFFK0L_YeeM0*%EXYMrdTQ8R;h_Orn~$z<=_yq6EtQY{Yd4PbjXA>+mp*_IxC?^ z`)ttKKgP}@7+;L!r0}^-S7PZ zjRzq|qoY}S-Xf_SoSX{(y=hEphkIp5dzUPC+qnr{+`$|9+;>|OHP0r@WQUHPqB#EFufi|9TjCnLkQ%z1%5WINhmnxmN-Mh=W{wF7_V<@f(}7Xfm5=V! z>$Zq}Ut1H$tw$;C=b#!L&W!9p1Ns(ds@aEg*-x6Sf#j-NvrPw%?T>OFG;xDRY2>f= zmW70q3J z`(Rrldsl~tkx{+e;3A>VmC*O+&&SpY|Gl}w-pIbc=A#VvWrrT_!gmSJo;?dC^oQEA zO($q_?JoOb_V+PI``eZ&l4&|%4o3IOf3_+gx<9c7IeYZzaC<*U2{lC6nTW@Abc`Hr zQ7*CPtW-4!2!xF)?k`q?EAAr?-T)=0@}G#62F)C|K7WZjaIri-^k5?5MJspcL3u0J z{uT;D=)31iAX**BTu>&W;)OGZOVARP#6Op8WKnKfG9MT^&Kfc#zT4;|hWqSoZV!|eJaS2SRm zvH&ncTlhXgB(wptTKD0NjSYs-ovTT0MCygoPK1{Cqr;V>EXMni>_^kChZ?~_PEIk_ zuX=m$df0>!S}YGD_p0**Ll0*{v##_1I0_l3v1H@qG{7kN?VmtX%u0Wzq-YeQT_5(u z5wMs8EFm6kRtiu;cC_Vsw6)Qr7doeH`TF(iTA!uChsygV`pob_P!pD4OYZYa-?{E{ zn=#=RYU8)Ew(B$rk8KB1EkkylEcXXlF*_~rceE3K^!ca-YD1cf>^Ws1NXD%mtmBAd zf8y7&JowG3yw?>kPCK#c2emrT26M}#(>n?W4^=y%;~fw&&rC#l{kw#o!s?g&c%{Ae zOJ&3Bzw>?R@J9G&WWU(-6gQc1>qiH;qXVMz0B%z?i=~QMiZD~JudmP3KsQb$PAL$Y zYgv3Z!0Vj?0`}y`b~}p!u7AgfzSeoWZ`t$K9NOnP8;Q9*eCz-ltjJ)23CXl(i)vnl zSaUeKLKxi#8e%WmF7_R|CZm)#a#=0>#(T04p@k}Fsk$G^<^t!>$NyAnb$@p4erV{} z!lu&f6_E27BaVo+Li7;VkoEM?wez7snxTMP3LgJwO9D3KVOPU(N|mwPOc`j*Zld`y z`p30y^=lJfwdoRszUbBoi?Z#shgl}~?%m-AA~Z%=_U$bLeDAQklN|tN1$8Onf&zVl zw-=7{X7BwdgjON=Is{}xs10QYZw&wl&S#;N?fVe~ic8{T@P*ts*Z=ERWB&^s`u8KV bxg$!!&&eN7dd|}$;7?0k_gbl%)#LvG_hP0_ diff --git a/man/figures/README-unnamed-chunk-13-1.png b/man/figures/README-unnamed-chunk-13-1.png index dba0ab0111f9c57076811ce2f39e9fdcc1fe2422..7b1580fde887cb82baaa44649c91633047540575 100644 GIT binary patch literal 13872 zcmb7r2{_dM*Y?+vrVK`j3CUJegGmyyWlhOe30cMxLbhbzvW8F;N%kZOAz8-Sgfs~; zNwy@}_kDlQ^!xvx_kG^ydEV=KU3IxG-}!#lbMAAW`<#i;(NbsH%efap5GIZDDtZV) ztB4>pfhbz|%cs=~=i%2L=ktcQ5rmmU{ZG^6^wJ7Jco7Yib5}f{P4(TpFF0bNF#BqJ zV|t93;}et8ZEx*vGu4N^ufiKhAN2i0j3z(xo;VH~tGoQ>il~rD;SlAA=LNNzQK;2j z;la{^{Ld9)RDzUef1LICTq<`>du7p2bKs8r4##87&))7a)8qb?m9=Rcc}eoG{I4&# z`4L~Gdh;Y;-owg9nbe8!E6|a*4nY(XF$4rjzlg#kNZS#5EIi&vi$)N)X3zPK$jqvZ zX`)<#GMj3AbLWtfupV3J(Bjj@Vq6I>Z(^N^fo|$}Wq9L`>Bh#!n(y|v{Od*{vsQ6} zF5Kab+EHQA0~1SMT3c&(<}TA}R$qMG#E?iHen03eb}{`P=Br&PH}mc(rOGS$`uX~K z6uWGb^NF0%VI5=7O;lIh`c@C9j=9OW6HW4V)yy?=71pfV9gT0dyDOA;<+wYs&!Pxz zednq2&^1;i$AKEZ$;;kbj&S;x%rp!LQW=8KA&7}mAPo{I%J=`;<(~iY@f7hVVn`h( z?nXt&*u6|)jeR7%T2{M*s1$f zBH3k-aHqo9zgA&i#Ha@YgVb3#P;{wX>C@H`#?T;M)Ujs!l5U508hJf-lF4FR(c^rH znZlXE^Rj6U68eYrU$}eF-Bskpv^k4nu}W|yShZrDjd+rqOrKq;_=lOf4<_fj;yRj( zCyNTpjPgYjPhe0Vi;Z)yO#fkwZ&)(GNh&DBE<|SSg1`K78nWJeJ<= zFzu*|Bg6ikrK&0_)|Pvm#KgpiebXHS43$9w_6T+_oIvux=AUHy&|J~BLrGx?_&6#M_MzN~uCfvwp z7e>+Y{k9FpC^0iL7k4|vFlk*1ZLu!#_DHnO8=}9HJzjYG_HBE6dynZ}Ljwam=N;#@ z!_j7{C@*6H+2O*E#jo3K-71W$U)R9i%jqLgeB4da+{`eUM#7Ce%BulU0~}cGes`q!-M)T^g^d?9Xd(Nz^z-CdM-NRJ*n15ugiA3;+b%~rz}rY!>DPHk%7Ta zDM$E3SG6GZhWxr5%bW&kOdLuWvg$_`+C{@pCTTJx}JT7_ae8zq{6v~tTdR@Q9_`jRl$xcVH#I%| zwP4p5dN_2>?>#-lls`jro(eCn@H~l#h!`6itFErLE4={AJOpm$eN{Bk!`(foKD}!q z+vH-QsB!sEcjC2c*J59|hGm3;tEaljq);f7xMQ3VDz;sjGzm8n6B5`|>l@w-hQs6O zW0CVe>w};FOifMwb}?t|vLP;^p`pR9w6ePT5=^oOCaEl|uHH)jprx%nQPeZI$5(z} za?(LO>GQ|}+%zjs zmiT(Y19y?F;x}&yCEe5g)#L@)DWjiQ>a8~Z`0>NBN&58Z)8dIW{jCJNajky}#&xD& z?(;#(5I8Sq$J{I9TKbVqLtw=)2%t`(S#7^vDUYmYpjHHl0nTis!$Gp_-MdZy+McNw zCS>07zG>KxYeiL2(K#afsseQw=5Z#ygTG?cvfkPse5T0jyf#0qc{Dg?N%_We?;2Xg z+FMReg;&u4TI-w+H6HQt@j<+klao(0U*zT<`!S4=Ae#Q1JpTB?@yC0^#m2nrNChol zzC>m|IWKr$ZOGtIAhQTq(6b2PNPrfwFh{qImbCG&*%#vkZ#g(%qZ?Uk0u;p>Cj=q( z-mZKkj{ zY`Ni-jML`KE!hfVtrU?40^ZF}olTc5?7`hW9ZGFu!0@NXROG1**!fXvzcmpV(HQXd zSyNw~^MycGCHixtE_U3yY*D&{*j2Gvt*z zvZlg6=%#jG&9bC>()(_Z@IEDP!}k?#-{D1u;EcnJu?-ey&z@!Bku7%~45HXgH63qT zz5093%v);@KH-K4`$b;N=#8ZcE+e-Z>@U$#7 z8t@uPp=GEU%wt*H%{{hGyGZfiZYIhJu`4N zk5XAx^?6})Yh&ePTjx*eGf&x8r(3t8mpvD%0Z%SoyhyP-KzE6W2V5ZL9Lmtl>~K+T z!o~-H*h;r!@y*Zmj{PXT&jDA>ZE0gOVtQ94tDQC3u0q?Q==<;AR{Rg!oN_M9fqT?t zeHwNZPeL;U4@p~H@enns{Owu+CYwG{GqWCq&;{-UkF5RUqkBWaM}@eXOo;B$nBvOH zNajPqci|H=ydkolvq)l1rDc%;J3IUF$Dg*h<)@4qX<>0SmOefk{tuI$K7F5EIK8^H z?I~MRQqo~7VcR9X4)#7PlC5_vNi&ROZo-0`>)YI{YO%g ze*RV5$=)T3K+F)#0CzM!EjneS#!a2!_84PHw(a|2*Ot$p1>-fIou51b`^LlNmoH}L zCnX(BZh2Qz6T=g+6^zhfJsw{;0`n>H8LxlEG`Rrm<#tW%-n|>#%@BnTEIJzb>&FkH zc5JWAm8e0;ddBv$}z2(Q6K9Lgrk7b!wO8_*;NC#MckD+#!t#%o98D^mVg z7Cq^90ME7+Pi}!Y*6qMvExk@d!+?JQw1O1QB6Rd} z)F~4kBz=TVG+3Mru2&=`%!!{lBZQ)zw*Q8Ko!-AkMGRS<*uOya-9?H!L&w(1Nju>N zm=%g1TZh#U+($e#^82^olu~2ocw)|nV((Z0UjW}n_i#;%`!S{gyvqDbGB5b4VbFy_wC~0tO z%a1!`2}}XM?wJbFI_1feH$78t?P(ymsj;cLsZT<%AuQgyb?eA355avICMZ0b^nGes zNBEKEQ5S84SgpgVY6-(Y*8dGw=P*)Qg&Ja!{N&>GLv?Bx`YlNwYbnlvYSY$X*SmE` zRCT|cK6!voB~Fk@Tl!P+XN>rp<|4tY4-1>lVJd?AnnxCzt;D&R6{b(yZXQ?qIJA8) zXE(OV1wbH?vQk4I*?B8xVEt@LOtaNjr>!`_u`*9<6sH28V3Ovaina#AY?bbF;k|q+ zB+)2_7)t|df*&sv1F22YKdRx^%Eqar&wEZ4{UuznJt{CTxmb=TVDaC>QhqI&DgcvI zuikc$+(`fMrR9>lE<=+Gj%?RG7JTENTF0)`;&&O2n-JH5!?|bZc=qO+j7R6F8&Lw3 z0>?Zjkh*3o!~P#XT#0>JIq~iyv%-)LEvzjsFE9FprOCi0eEiYV)8p8Ea=NkYX;Km( z;}fCR_F!o3onvmxD=S<6wNxW#nU%Hm z3)8|x@(p+hsT_fxVpnP`%E26d(&p0xMtWN2aDgPvuc9i{#7{u@;rZX+(_2Tf;6+Do z?@GPg&WStlA`86O`Fml_XP3CNbc8v}9X@Vm$bgLZOaQhJo(o3;s7|@bn22&foYpi* zNO}77ID1sSew4e24ApIpf!mZ=t95z#MW|(|Ww`_dq`C9`eR3#MczSx;yV^95Lgg#F zgX=L-4aMD)bqtZ*Ow_#=5sAbe7mH3WISA=E@-N;=W9mvX`y3B*bJGXc-;GXS^D#kp4^-TD4`T4C&1`q});aJ#hx=gF#>W;hHP0rLFv^1Gg?zl84Y_WRiy zA!S(lXJC1m<_#(2p*p)#hT!@u$3q`x#{kc4i_bcnD8kM-WkkSq4*D&u$xbPSvC^Uy zwcR~D;)A&0=3{O8Y~+eF5U-^wg#K!P~;J?GynMVM{; zKeLpn>8pRG3V(I)TN0d97e3I}@n){euGG7lCj!Up@a=-qJzf;2sY8juYh06;EKfeW zr+7GpP}Z~LQ#4y0ZI&>+v~-8qSCADOtRJ0*DXy&z_(!N;S+v6b=xRz&gaaCE_$ddPxj{v=`y`9}Fh;dYWLGOam zW-lC#KYMF8Lrjo>d|KO!nhCSpFp%gW&+UYg0YLckE~3HTJP*fq@->aI!vP{h1x?;=x5 z1kZ+{Ijx+_IQE+yO8a5Fa!7<6B)QNGOJ}3F(18%=iG7y+kLe)j8H0^pj_aCP=@6w4 zGm+&f)X$4n3wG!0q^|!wvG0p@$z4Sx+|2nE0Wb9@J_N`}*vIKwyH;N!=+M5tKDvf*cp_HTBlm7=jFo^a4$d-qv&J^Du&_)l z$xJCRFr~30>+bIE&a1mjxO%o1!L>d;ZL!YKK`{j5$dE|7X-sLSwT|pMmu^Bi80a;~cg}cw%F(2Y3U)I}Kz>M>s@@kK6y; zOye8s9s{4Iq@>{X&#w8tWxUIpv7B=_?eCjzopz-bMfYH|w(_MMg&Xf(mF@{@fY_3F z=VNj2&^}@QkkLw;S4LGh@>|BSeXR?X{k3UrtNSBV!dAt;Po-$t)Ll(U5su_^-}^u? zg3pSuW7f|5uIH9U97Bmr%bl*(;Ccd39SAW)$A~Nb9d@nSC|$N;aN@PY#W;Hj&O^-V zVtJ5o%8B0PS3&{p$TwqC1+lTz=qAV4BTDxmu~}GcG|ShAv&(9?CvE2Fa@96ifX=9v z_0YWg?pETZqs`VOHw|_IVKy5Zn^Q@erA8@9Nn`3)ZE`57X_)zPRy)vU0)yZLWI5(N zW#I&LPwD@?m|%U;M3_v9``c2tF4kzMBaH_P%NBzCE@f=ES(}huz`C2vCE|k`fKl`n z`LqBX3xS6yu+v9ir*@?>^ZyK^jOy<0c9BUDO@#Q0|J3;WuU$Dqw(U)U!yP>nGjvo) zh$_`YzO^3{0H+KD-GWG*nDd-;KMRhu2xRkLM)y@6e1ZmqzKE~`;bwR&EFm~Jm~~n^ z7MvCYA4p+ZM>=NwO4HARme(=H76m%mA|u!_1{}iU>=$P#O(F&>z!Tdv>>BNSjhP;+ zI8fR%1%rTB`gzJ=&)5ZcZ^fwjh*O^cJN$Q4#-7d4`Di5`J$?>Li%zd)W?^9rRg&WN z?+tv8Y~AimGp)^cdPaB5~vPLyPw9M(qFu9iiSmFm_J7l=L81OrUgx3_@Hz?)! zA&feYZJ}N++uqQM3TY~RXGg-!v03d{=I~QV_cMh-=RiYzvkZ9<&T_cYSoD4mqw*2< zs69bC!fe0|4$@--8})LpK%VKlCSLi4qyx9g6KnJ63qOAy@)n5hmoHj^`v8Q1W_x!2 z{{35+Df%7+Qa%2MpuG9}r@HeYO*-Lf+)2TB7|R;;2KlsF$g`WRGEErkPC}qi;RmUa znl9LaM3>H_sw;WsOrPTlHDNG9cv#PxmayzOl)FepRit8ivPrj zl-A4=%k4Rk`;A4#L`2}XrCD9^YyVgT#Ru4Apg?x{jGRGn?lglm0GaPjjpfb10~Xkb z72Kr(>3R)p2(w7gpAs7s8H1#i~ zTbGLhQ-LvD;yJV+&Tx+BN3(t*gsVeqeD?0<1}5 zf3#Y1i*>$!mdVEoaL_L*x{o$iW^Qwrm6zY!bD8jHb<4k``*jo5%IlIG933T-Te7o{ ze13-(2)ohkEcJ{$%%+-QLSBPOwGy>*AbA7fSdNDU#(v8Yp(3aO>Bw6~X;5wJj)A%Z z5b3*Z|a0EJE6$Kt}yIw-=j1!IqqlK=*_*n4$|?w|9C37MLtd2%!U=>WmC`h z?=SW9Kr3Pn4|W$pf-w;)P%kR!2F<|`HXBn^U7gZm4NmuKVGWKL&wE#~&Q@Z4low6I zF#FO?rn;=mWAJ^btpsF9f%St@qFD4FSLy1{)Mc$I>nrx7-i5`$^L&?DWtuj`7{Ec3y(m5(v zJcB&H4vz*!LtkGX$4;J~7k69>a$#oL< zrsz-|;SYFC`LrC9kH;_sd<}|kVq)U)g<;Sq9m|s4r4iD5iz3hJ{y_yW%;34l=LKCW zdf&gN4eLQXRiwBfd75;Sft7(m)Y#eIZ+iT3rRQ9x4C)M0bq$aGE#>%;fzYWNJ{cQ{J6OZf-@3!O_&Yz6Oydd*0HiGjFOZ+6wj)(cv^K#p!3%qm&;p4kVClZ-1n}oDJmLV^3Hkjf}ss}!*F_5+3&!hRi?0= zR6(Ag2AYqK_?n;dgF8_~<10ZwN4kY;$E({xGPwT1h3sE*o*YhH|C_K-;VN3qGIoLQ zG$+&6mzOFib3^^wrKn8XQlotR6OiYqpxT{>ASwDASqknlm9^VSxK+;?CQxSkrLx*T zzL~6(yw@xU6KwVO!Ti^+Q9;f_jZDccYD8`%WlyLQpy@x4ZxrJOs(s4(9HD-Axt51H zT^;xX)Nn`2!3nX3k(s?jkHU6a(Dn~0AEI?rmy0qGW(%9e@zbK!;$=Q>4h{~M+ILYU zJXgdG$F?^j(;)YXEyuhtJ@!7Y(#P>}y9#4dBcu0<)rcJEE08gxS|OwoI$w@m#j!(i zgG&Eh5w*MC>~k&x7HvUD@Ixh(;q~h$*!D(6MN!KS(ue>*7JVU3!h!08wJGjei}QU=atekl+aq#i~3DM+B;2Wn|gl9DojW=L_SQo*w=9+Y)> zEh#Apq(nfQ`?&+Lqu3<8iOlXmT_b$%{W^()w0=kk;fC?S2 z@tmU$vzH+l5)q1>?rYGAmF)rob_Pk|kRpxk!iV_EA8vAS`->j;rUu&47lL5CK~ zYL^01dZzAvPL0z4By5tLTQ|F5c~_2~mX-$g)HC(YpNoZrFUB!uDiR|_Spiin4E6JN zQT0uJ6x|QrINe`f{+>q*WyH>5!m8$cWK-cxjq-+fsBXrU~S^vVr#eI+v zPkFX}@SD?CG45iV3Ni9FT=tr;Jj54%)^ivu!*4Te|xMF!x>`|(DyPkfwP8eo*cMivH zQPy+%bwHh4`)Z$~M@hG=yC+Tl@@5DoxZWAG54lqe0%4fqckf<&$-jT{56vP!26g55 zfm^Yitq_nFk43sdMb}q80IFc0^U>)7cNG3FsKYsk!wZeDmN9kX8 zM5J~@ATR5=xdiS=b18_ox8in=X(3?FVV^@-B+Qr>10?8*44Jns@TpeL!ZdNlT_!~+ z&DYh!A_xGWEn1P6S3|GV=+NdXR)V5>Nw+W5mDp4(ycS-Nhciu>p)F?09eB%es$VG9 z11b?`YJed)_E+76X%p#?K1;)dZ*?^QYH#&&-xe2Jlyt+x+yNgqQ!y2TuWMw<50(=K_ZjI5n2VB26FJ^Po%t*oq!jEsnx zR-FexZZqY@5DeYxcAKN{qhh*j*Yx!Px_D@%fi|!N8eW*gK`=l&MCWMQ?r}B^c>pVi))Z$cU$|B`DSGT-XnIM}IuR-U zghk$6H2ugOw>5Ad=w+FnM~1BH=r(?#&=Sx`0wwGNs)nYf%b+umX#&sPCia2$4?|nC z1d4r3r%?j^Wjf`o2k@8O^0PGH<=^2{8Z2D!9l?Vrv^NDv=(le`2Z0Op_HvVp-=3gF z>^jMWQlneQgi_!+ZP1nZAL6m-GmgD=cR3JfSb)kbD8a+a~ zHzWnD&eQYz%mKc-pKjyQq`p3rF!MhnBSUjim7KJ7dtT(^?8b|O8l$C)V~1+@k12P- zeM!m5Kuuwvf#xHw6~H8FyCC*8*-1d_8zc`P z2wP|xf>g>rLI_49&U;ex>;KhX({QTBRQHhsFmr3egy^Or2%y_5z; z>OVcy{Eklr5;v||!ALaU)N-KYy}CVU5-JG)gmTl7p0oBSk-78`&qgQYP}I(v$+=!# z=cLirU8%#f zX!ipq{2{0yLJ=r#>Frh)2H&i?+89nI-vG(ge2Y$!Hrgy+PJ!K>_i4KD)OaQioCuj1Gk^gp!iWd6X*CnfLF5sAWG^M6nP<5PFQ2q<+hXe-nQpgsyE)OOn| zwL`VAYgSs#L@PtlMDpLDwkL=no)lD1km6qUlznpIAks)rt9b^+2iB{X3w{B@yVAYC zB^JnOCYJci5JE3+UD%=4g<;nUW6^8J59qQ<$3T4->bQ_F)y7vL$Rab1 zHeBB9LY&!AZ|b4dkm6)t*7Lcn&|z)M-z{J_A|*y|a9AU*(^kT6pm9N#ga<>1HZy3X zvaq1teI5D>l>=`A9!PLTTbFc0`nFW*{iMO=S;rXE^nu+D%@OWHBPA4Gfw@C;fF?&! zRJTr$#YuR`>Iaz(GiRwPn82xpgkmiC$G{KmikVP)qN!<`k>PRf}D{$wm_6LF*e%~A<^VF{aO=J!yIhI|=v41##)cuUU z6PRmAfiY5IyybPau0b=1xj{lH6^{kj_CkH)Z?KGREb6yF5R&DhM-z|~=u(6vK(;kc z!A<7S(zPWCUJ@Sm=U7HGE`So+pM(}`2yxW*P5d}7Qun6aFHj>6T112+gLv;{eq5+p zU(mJ9J#^vnfY- z>B<=9j4N<97DZ1qk3x3|Xro8tLAp$C8Lus$*^3aY&=PeZc>#@(vDVA26e z3tpUf#Ea6s9YF;gw6134UCQMAoA{dtu}3~J+XhQ;S`hoxhH{2&TL%P`?g>XW$=|sU zScJ1LH4=DuUMvst??LDC#3MS-S4_cGu1>v#B9|y+eK{Q(#K`Hf%DEGfU&q`)i_>R> zg>g46l`BXSFJx!-=Sl-;GE;jIHF7$deGjv@&D56C_LT?g-f?QI3^;lFG6{W{i> zJ1c93WA`ys&)4sm@ol2o*FViaVE%4$@iqX2kZR|RruK8y@}lzfFXrv?riP9No)saR zE?Ws8e~>AD9+wDjEcCYe_G?AvNS#y+KoF1x=#Gei#sno1h?YDjW#GFmVOQ@+d6Nb>v)5N=ut@=>rs6303si z7ZK7rvOujj9K3A1Idl5wrJ{<8gL^{(MR~97J$|}weT$=O!b2HBu(v_Xgx==mkO@np zK`+zVoQx$cHr3$z^Z_#78yb~aITcLkY&V0cA46IOiF=?2`s>)r-IQ?<1_PFD0>G-| zSL<2)=i}3Se+O=Tx6$@zd`52OTHqR3ZL}|}29+OJR=`-I|1m6D9KG=MqS!4*$5&#j zv*8Mx3ko|6Y~wt8gq$`l%T96DhG~6&QdqmaZnm>zR=d&=uy7^-TKU>mOP2Y#Rm9VT4wb* z?zA7?YClm}l_|e{N@3wtsnI2>k}9Z?sk3rks`N;0z}c)h`_bRgx&12Hm3|w`Hu4Jx zms}+Lncy^I12%_1?R(g?``yUQX#`jyWCio{#S}ZgFi&3D%5`s_j^8pwBmuJ0(4ii(_S5LdmH~yB=>YL|o zs$TwKKmL#%cJIHl60p;ew!K(HSBiFM9hf-w!B<}4^y%zv+0&=53bSeXE&nd7t9Vv* zGR=Q|jK%jS-FWNu>(|FGg+k5I{E6B2uo=iv&|@lAv-%4pVnQAd>wg^Wm-3Uf^N$Nb zMUZ3Ld(w9E>H3n{&YduGQ_sQB6@}Ap#^TcYr7EW7E@QwF73H>$HQy>pJ_Uyf%PeDbhp-QuTKIKc8xati`5HH8wK-%yv=F!DusOo9-uOJL_FTbF1yP zdSIz1sXL(oZLVYN?fOD}{W%cBmb&8yXh&S<8`)In$^tgZgoK24W?6Qep;yPx8I**V z90~2Voihe~ohkpv(!rw6IQ3U~EuP@qAyDtbKCrLcMIgQzI;>7a!ddzbZ`90ebT)x5 z&@;7M)G9wM(iR$DwsYO78uAzUwPx*NoX;Y#p;@2W6`wUNTpmzP}=b%(H4@p(I=nS{ zyH#%GMD6^EEB(y)SAf#cQs-a0L#*8(-psG2*qNV41unclrV`k+{!v|ie!s%pe)Zbz zxx+gycr2T0k$&FRd$G;;pFiJk8u9{Hyqx=Joi@ICv60KknCRZ(SY}q`Ik(hhW`q5c zo0Gc!qpM~akf(a*nIO4%hYC9a3iARAYw-%rct~nIrz=L@4?+Xic3ZeSB&PG*WeScI z#1f^fL4$8q*zwKR-w0M%4PKF#l9pcklkDU_emM<9bp5=?=1*AsMwKBYTK&aQyQ-|P zs0?2Wng4V`GI@&8Z1p`PTs7NEg+A4$@y%?^;kC1&VmKVmcey0ZZz%fA@yC%AyRDzQ z6+9=U6%%gMj`-A!G;o-0ZqMvcTN2C5u@Nf%6J`EUH@Xwe{44q#0~V48tgwHoodSAa z?Jmtl!uHT$ebo2!)O3->YK`+Kuk|NjZwmXBpn0;%1v1g?#xphM;z=;kx~WDSbj9Zt z)?7eAv`^dU9RbUgl*EQX(_F}dnXUert<4dIo$V!Y^zB7&RbBa=wN@u5r@UJKv5RJq zDvr0RJ1Lk`Po=Alswq){BVaW=z;kCvVcAk)nQE#E+d~Re_k~UNR(UNHZjTqL=mG^% zFMKFC1|3OTYw$goaTd5}+=SfI$>1B^9A>_ARN&hFCAMt=22Wi+G@c2FnO?ts7G@iQ z7G>wSSieb20JTg(jQ}b}mMCnLph=LQofnL2wuocR-SqL{+Y<^q^}FIb5xe5oU;)%OL+2qGdW zZ=7R>pdSG;?>*Hb(1p#5GTWX{q@L_5b+gnU2uj?6s0Qe}UR)N{XTpE7H4C9jpZTuE zt(K+hw|sbK?(o4duc^|m7}Eg<$$&YIfRjA2KGpprsXmS#9@qSOZ6*Ad^31LVh_Xk0 zE<5W|wLYE)S3vbbfr%T~KlWxDKiUgx7tYo~a{)A~Gm2Hcsi~=X^Jcd5vbNm(a#KDh r0iD4mNB#a2RNwypzc=&`x7t>C!|$s7GbYU*Kn2lI)lw-?A_V;}ooz0t literal 7688 zcma)>cT`hNxA5mAl+cTX4zW>0M0$~OXo89mF^Hgm0xDI?0|-bt7BnD85d;+>(k;NF z0!o+OlwKo6gwSh{66$yK{p;R!zq{^ltz@k|WzWn$`|O$7CyZcX$iXVe3IO0ZZKQ7o z00ssCLU35L#7kdB1}zvM7!wUp5re@nFfcGOGBPnSF*7sca5xqg7FJePHa0d64h~LE zPHt{)US8fkd-m+zyLbQo{d|0U!otF$qM`>595{67kT}XQIcaHW859N8;|i*>O6qbd z8VU*uii(O#N=nMg$|@=gpOA8k(A#T3TA#D2665%4t&_l+y%VU0uDiX8Oh# zPMMe+8X6iI85tWJpF4NX#KgqZ)RaIVn3TUc0Jx^&6P%Ifmv%U7;k zv9`9hv9YnWwY_@v>a}av?Ck6u92{=myy@uZ=;Y+&?Ck97>U!(eEq8Z!4-XGdPfsr| zFCQNtUteE;fB%4hfZ*WZkdP1rLGInVcmMwV(9qCFj~K_O$HzZ=_ADVGAu%!W`Sa&5U%q_x>Q!=ba!N`H8Rg5j*C<8bQ;S>DP)b_UQA*n~ zP|DgfQOY~AP%1jJQNDJ)sqB7R)$L+PF>N9mcaK7K*5oKhh3FX&nGs@`NHUu)&~9_j^H+L;a=zctBb7am<~Y~+z&K@U(^&oV?Ts_G zQ}eNePhnL5<-5r}+mg!QcIk{lw(&0{{beMML|>?Re2= zqgT1Kauienk|2gW?Ywu;XSdqcpVl}NrM13PPMGEg5Z#?o8FEdNCjjI4XGLY<5Or2pow~ zt0sc7t$V>325#;sv&~v}0#)%WiV`ocBujyYCFE^md27hy@rgQm%;a@@u?HZ!7mEL7 zA(lxy52`L#?pR-FMpvgM+;(j&H!ph~Ei}AuM)~$x+NCvL&~d7IVhww!<_Pd?ibG)!FUgm8S!8P~0c>p=7)XuD=vj2yCk5L?x) zrucqh_9&noBRkU!gH0Zrs*pFXO|?B^p$cG;B-U(=z?EmViWr=jM7qKFAU~in`7`%=_>>!H}J4N;BiN=DqMTD}9hv<2X^ zptlh=PRT(N3=jC)KF-quu!t~IwxajS2XRgtSV`wa)&vy&8HgC}vvBvoRwnxTIMO%PZ`nf(&td*I$ zMLFJ<>VSqrNE7z9c7Is)VOZid&v)8G)O?VUX!(XdALmmr!V%Xl>8=491dz;JjiJcu zW3Z|Kx!eFW>_IMW7^Rt>!xCAaym>Z3%4NyaRkJe_@H**okzSmowz=$Ux}1>mbUx@o z^yOqjXE#&vS~Ca1?{DKK8d)4G969JjG&*(kv8ok&$$O0vDBtpW8hroxC6n6vJgQn@o>V#ofXjF3;Pdm zD+=GhR5|4vIy1q?nTcTodatxAiLjSLVi!Adh12oHD%9W#`-#Ln{D#Hf#x|w3c6uhV z;kYsei=l&Kq4EWU#=;U zWxD9zVC*7XAkwEI!~B5xW(AfTjM-Vh*AP*OI z9*Q6y`wQ}9ftLi?)%KtL_{Wg>rUWIJ3C?Bk=G}6=fYc%$XVlGhaL5%FN&3k0J8}*a zktP3JAwULjj%)?Fb_IgmHjC0XKQP0`8HkaAZTT$8XG8XmmF$T21H3GJ7;a8ai&TlfHcFVvJ~7>{uU`8lc?tjGXU zHt&w{OCSVB?$*%JB`L#f7L9D^)Z2ki zBMp;WDn6fa8jkeE-jm^$DlUY*W=CILINkq|vFg*^rhaT+Xc23h^RR_FV;?qKQt1{0 zBQn5{Jy0B8eFOH>@bW#u1BzJMwz_j0YvwRSM|K`8d>ljkt=T8@RUGz{4Bp@aUOeQm zmb^t@jFn;5=Ts~_4-w(?M(#Px;YX&jPnb}7?=HWSvSSHQI*y9DP~5_y0nX}EF!if2 z6WphSyp3t)X6$3awK6sVTnQ85ZQf?E$tp%Y)(jOH32H{qIVoDO-@#*8{AX}bL@!^c z?YI^Ca3Js5taB4Chw#E;7*ta9=NsWqokM8Z0J#D=+HM>?hrB|@8dQN7BRR&U=44Yp z2QKSK?mRzOO1KH-_iM%0t070@Ucw)kfh90{5_IqQ*Nd>1n!dj(^=y_wvO8SSs_N8=iBA3!wNWtvwEXeAf z^b!)Pc15^t%zEr)z)6NSCd$YZ7ZSkX7=^arLFdJ98Ungp;H5j+_1q#5E-T}pAzEM$ z&y3A*i!fyKCQ>KS_H5aLZC~hUWN;=h2`F`7rjz?7dY6N zwC!J#_2%)%?OxGfeQB5Clzut57GQP?cZW+Kx zjT?6f^@Xl*62eXhMJqrf*N4L@cR==S7H^F2Vw1Ju7Fw+UhBN)8~4LPsCX+tWt(!jUY^-l*+xZSSXj-nU>K ze!tWJ(;Q^%6q{>s5(XzLuqlpO1}mu}7Cuct-^}ZW(9ujm&YEW3WW5~X(b1;n54zak z_~4x824P$_qRjrA87>3)9xLxC?q!|myT^k?yKn)YL1K#tB7Z73ml@UsiWJ|=H+sQa zhVhj(W_TP+(cf*Juh&5qjS0Ifa=<~I>^ycseM^-kI%ba@Xz+%cUtr~uSaJ1x^0Urk z(Rk?1>jy`P8A4451}n}22W9-jyZlcWiJE0W57EuDGAkG(}Bncz%}oe*i{D!i|vB@L}K zhByD#qG9N_br*zuV~D$o);qufveN(-$5`15|B+NP-JA4*gD8F+od;7~thcog2l5T8 zSg+1q-Hw?2{%*m97-MU+{z!|Lj8TVl5X9HL{`Q19|FsM0HM&!!GS|Fch(@DLV{eds za}VtY{ZmE4hG_Av!%>}lgB!YY^CfDZdV{qSyV|w&oQ9)({(4HJ3_&W}_pGRj+ug-0 zaJ_(eU+8lN$1}Tfj#(IWcxHARidI8>qc=q41{iQ$)BM9w*23NI7INrpZIXk-` z3FH~uQp;z^BAnS{_S$E?C6cFoJk^ z-}|5qe#ulES(^Qt#Ol~z@5iSHYAkI;yA%>0y8w~X0);z(^l2-6`?Dx!01ncsMr_B>2;F0}P$zES)(9mvPPz#I<>FH66SMsnO{71NuzUHj>tgkJj{;)vz zc^V)UZRNU$cg_04(@%FW_#T?X_Whd6Mt-8)qCx~q9Kzq+T&+WUHn55G#5B3{1G#6m z(UKCOrCiz5wq#ib*p;f%#(O<%4H{`Y5hMWYj@q(EbR2i#25tMNH9|UBfgOd!_3+Ij zdq!~h(T(h8zSO~Q$F$RE5RMJ=AL(d?r+SQtrY@+upBBdmjMBC|qgUU#=(EF8 zls~%4N|SI--(n6ik?sE@Z+-0fBB=vLMpTPLz?)~o@#Fc$Y#7PM;WfS>{bD(<2;K&p z9)U+3Rcs;HnQEGq+DpPCi>mZ-X<(F5+M}}GNy0eZ50v!>`m!Osf;T3Qvyz>Wbx&^4 z-WWD-p|SXq;O#rica0q8Z{uf@o==o=DA65Ay(98o*+Y{<)9$>V3Sk`13W>c#(aH! zcRm%W(mT|Y0^0oP{*7&S4hWOIf1uuwZ5bS?9{(la0oJ=i8C|e*ob0-IgbyDlVH2&L ze7|+xk+gDf@(GDKd+wt=@U|-7%i&_Ie=5=sX=)N8LF53sv&PkRF&-|$4~`l@$SKtr z{~cp$-^q+_nH z4~L&k3uQiRx=iQcjs7K`SS+46Z7U)E>d@y;;?=!D@maf8!bj*$H^l`S$z?TX8sI!%SqK++SJH!52+463M*rit`G7bqUmDZGQHS5 z@fs4T#he_VhB7>O8dHajf#yOtxYnB=vrGo|INpV*+t_;XIKDk?bS>j6uyn_z+6bB* zMjh3|nynr-?r@=rjWwIDX-t4K9>giVDJ3H>>UnD!y!lxQANpbOdZ&}m8ORF>R9hmVJFO7NnI1slSiF>U*P_lPLoU-VqTcTX%5L7jcUIReZj2=)3gpy5)F zY2Mkr90aNPnbHv~kbl-RWldzn5+j&Oa?!gClY&h}q0KS4 z*vX@inA;*A$S1`dI1lC?>Xv98m6azSQ{Rsz^r#qxM1ls7GiGNP;BF_yH}Z5YAfFub z1t8(~%kwE-z(GTx%9_~vO9XbgdtzlYN`M;5M2vM*aJhpX-oxsY=7S+bRh~EF*dmVn zJvii9c~>0G4%>7(?#G@x7=jb;k>XnluD<>spb_?rK{mwefOhjY89Xzn5W;#$lA<=*75=v)6ua!X z_xsewtm{QIh(x>tBC?O#e-_JW0g~)IGtnyIY`H^aF4|N$0Z?pD8#$iHS$F;Q+7srK!NGh+44nRd&ba1pWC;*E(RkX}Z2yTH5A!xBzvNJ#R%=S{Hiq=fYiV|Uq8)qw zxc%8!G1M;qDb4-eO)s+-YuD$Ul*ipJ1HFw*?bKRa@U>EY8CiC(om zw0+fw4xS4OOx;ehIkhaLipAp|h@yFGR&dWFl+|(lT;ArVaN7BImErksgQiq$mRpn} zhJB|xGS>PD<>z}d3wD2J1hDSU(|k7U)wilk>`7+IUVqX5^meexQg-)M1FLTNyjPk< z%X9n{H}Z%dXGMtbXDzKuddjVi#@mHlU80Qc`qyXZQQ6L4z9UHfS#rW;>&dVG3|Fg7 z^4#!Q|H=98%;yC6t^$`i7q#G-!djQ8`qTujcv*e7IVWUiMAmti9%B7>Fv{Eb;pGIs z`6ntB8zO4mTAEVB*)F4$Vft|2uYx=(^-&XFYT+soF3_Bx&XW=?5PVPiXtgV}^ENy| z`(wzuRiW zi>x!vD$|sLRsP-YAy?n^il$)g{1%)L&V@_y!`r6(t$T%{UU2lJn`^BWdKFmJPRf)R ziuon1P=$QvtnNe%6DmX-DFyW$u@immPLxUc_5diGL+ftu`Y<;GfHuN__Q z_Q2A-8#>esC4bd#{M<^4jLjw!K66c!^RVt041&M%KYVv!1yu>MN#nJ?6`Z%3z({jz zRF8r|P*v*=i%S{;!RsG;PG>%ge`=tc)(62da0M}Bap>il(B9pjYc^K3>vm)D+P|w) zYFcm24;|lWJ||n*DH}jp8_){q=?hG4Ko!tr*}I?Cifzvyif|862%euS?|YY0@K|=J z{E~nDg{T%4Wxf>83ErKhiC~t&)u%TvlgIZMa02IGQZV1po#_dW`5(X9vs~@36w$Hk zzwXGHSSPwe0bF%7F`27dF)vM^SK8;t0KWDnIbr)~@Pfh;v+R}k)T)Ki$GFjRN65Qx zx6f~^X>Y|ZXk)#1^kcBdUSwx}iuz-Re|LLLDY%q>8W1<>i&-i3l926*n@CHFq!)zT7_zhSLq#rlSAe`M5iSh6wz#cRQs&}S%Cc7{nv+8@vcae5 z!fkHu8ZT{9cmDZVWym)avV1!tSy}myKEkrz?^;T=sqMPsTx+$;&{lrJab@3Y!$qWp zz>Q{;luNq;70b-YJK^+ZSv5CTtv@UJFQ140yk?9*=YM*N@w?1n!nuY>kGKl@$qSq| MFwxJ|y?XEe0pimw2><{9 diff --git a/man/figures/README-unnamed-chunk-14-1.png b/man/figures/README-unnamed-chunk-14-1.png index 0c01714b4c9a355427ae2f948926ef1bcf7b725d..fe75029176a85fa986a34cb0e34fee364ef665cd 100644 GIT binary patch literal 18658 zcmd_SbyU>a4bSX&cAV`BscS?sycZw*AhzuRl-J!IEG)Q-MNq7A= zpYJ(m-F447cb$KJ|J*xkIRZ2Dj#upcJkNgi1S-fqzlL`k4}m~jlazS&5`jQ}fJr6;{IciP437w*-*A+ z^ps)+WsUum>=Yc8;hHOkHxv~7m}zL5GsPSf@o2R7T2ocd(3ldu?xiav+$-F$^hQ2l zy;9CDStP%3@SI1sx7hnDeeAY#jni^_BsX_ga;R`@B=@2MOB)efNba;VKm6wv^#mOQ zfsjM~H_tP!{D>w+rm!?o#67{g^0Y+DdoD%8Ys;#L_hn^eX`<;GD<KDe>s>DwNt^jZt^LA8#grb( zi{S9^)rBt!+L>XPsMy%E<+ONZIbHnvY^@51)^86e9$838OG`^hWqzu{@WOt8}+yTd>0MAE3~o=pEKUF zPJP+QKbyKSF&%cZg5hp@lja4!#rf%x-y5_uEsxXF^C@?63STY7dJR=rx1r0ofKeJ$ zN_QE*AbA-*N2ClYG}It+z^sHTvb~(~-aXx}I3bj&we?0~B8?*!*3=)-YwmLdy>x#X zcsb%e`*ZuDPbZzKKS*-IuU-gl85|t!rS4<3lGT0s^y$Dmii3^GvMPCrUONei_x6uO zL?$mUqJaZ-!G-UOxt}icss89z7k|!ceAD)sSN;sMsTB8ltta}-O4dh8TsNnly10}N zTL?RC>dMFjx$YAntPFxo^!DG_e%JkA(R9AUgO>1n>|5F6p0Cu--{;Vni7UQTk&1@W-)#TKZ1=Evm9N zl4rZFBe$u(#{Jc4(|POqGPzNL)gf70xXIL)ml?ZuIQCb|zoH`sxy6bZ&B>U4*hG1* z(&r^d{3%u=*R`ND3bJ^qzJ?mEiK3Y9nW6J z!F05}CNka2*H~5|3TVFDSVkZcNDKTdSQwAxwe>!?7(O6hPg1>cXR0kth=Qy(w4Q|Q zi96~`G}Xnu!Kf-6Y7x@#p!Vjv6tX@H30=gV^5>RsUo;eco@UC`l%zMDZ6SV;5|KTr zvPb4*n04QC@oK_Ga?r`5uSsi%r z4u8vfq>q>1rD3fszN6AyZM&^vXQ;X=`@+G_Bnux$0SmLaDTvzd@OOg~tJ*fBs{%fG zU0WA}p8_3S;c(Fz&HXd=(p`@;d)TunK66D~EE=WfS+C8%Nzn<~)bca)xvTFFXguV% zb-LZ(&CG#t(yXjQ9yNzlVqY)rO*Nf#4rpz;akkw?l_%?BIS`YFO%TVu-a*1HOXK%! ztZSlNKjT>Bg7cxZ9FE@n_VY=9lSyHEn!0R7BBWuF@lKxR3-^8U8+cU{?t`u?eP81} z>HYphM!u_dx9?3=QVrFsM6ulPybxk0G)a>ml#91|fXdY{CcrNq;1YlC%BqH(tZXSZ z+476W61?`M7O{f6{FP2oQu58quMg>#nm&hl98RZRxYd0OJgPG7733a$$#N%VGJ;Uw zY<#3IcYJo;OD~zqO`+VGo7#`;Q=%_+e;bPYWS`E@#JFQSj?15k#qjLZiJUx@O$*=s zWF(jAeDdN@CHE%fW27n1_SUTIixD6g(jMx4? zrsE@AZQD-I?&ZsHQ&amT;)vZqF15?h^L*&%NSh<{qj z&Ssdra?wK<+L4q|c<98$-nBSv42N3K`I&frXn@3FX9!4PGze$&AIv4u{;9w6=c%wB zI{fjE-EgMTmE~oBUMrJHmyd)qB~EXK3ylaI8;Z>uYwVU=Fy6Ub$Hh+&=HRuGF)dMi z@nT-Aa?K+3%`BXdop&(m-h;5##h;7#_3ubhlW&eyW<+y|aXN9ZGc=7QJpEPWYQ(G( zg@N9F?Y3%R)aKN$8s4WbP!}Kf*EjAE|4er9x)bko+h*t&AsM+*~s2hYMqnJ1Dl zX=}su-FJK}Eg*S8w_;<+A`Ves5Q2ERAa zU#|h@-2bX)o|1wt0fEQ1*Y^ogbc}Qc9%)qm#DuW>u|)MD^2@hpLE^~whtbx%_3t7@ zkukZQZ5{JE)fQ*Zb!x0sehvNPK9e^f6s_^dez|5;C@|^bJ;0%$IB{|y-EqKKs zP3d7D+>KtLh8h+&@oUeEnMu#Vs^d(X3y-6QKO>h1PcCEjg82 z>qFDMH8p$jr~NAHOk~Fgw@#1JjH1HYq#ZV1(-Cci>nK+q(xfPduMHaz;2XNTf4ojf zqpdyBo90@xAN80qeRnY)x8~IS)$&UJ$a1e5J3A7m_eX)tnM>Z!x9;Z~7x)*);U2pt zNSu`Z?L1A+hTr8Y2Hq|~`m1yKPmV6eu+TOWEUr~8usEl2o6a@1R1>m7h)C=&Pqw}q z?~T!hV&xuKm=8JhyqMLg&ekr=-FNt-J| z7p4oHIgMIRgnR&02Dc6sG2Hm*T;kyS%;s;5-k*DK>)(|WyQdrfxkZBz#On9F&~T;T zby$9xb-?gF?iUFe0%1c0iT%HSei^$KXi$%};CtQTs-lj&k=f_~zcdNS(dnvADG7dk zKzP+boMoWJ0L!nf+4&tFExY4l%PSB|v`HqzSv1P~tek}6hg791sSJ zw~94cRUZBNRmj!iBsQtHXO6wvMC0kfi22B%P8n-R%_&#xSN&Kc42+MSXZ@uc)`+Inp&Jouxi=ZS0LG>cxu}-A7U1a?tqRjAbbWG9OtL=S-a%R@+MpJ7im48J}wzG3~XGo+D=HdE{$ch=$gPO)#Wv zW5eaSA6cNmyUJq3ak#srr}1ku&ofNv)PHKqQ231x$;X@`0=Wg}9TqJmHMQTK1)cnS zk-Qd!)+2@*FUu{X*O{k-?YL^r`7g#Eud=MpD_IEWBdF_iJoj8K+(*9_1`BiTt{Q9T z3q>wpxhl~(c~|}?|IuAlrym6~wT0Q5+TVSi=&JlO++p6{_}VN{SM;-bZdk`WDom>4 zQ-rV2+6tNLezG0^Dhu%qJr(c3_xYnZAref_*g}VubnEKZMc0SA?+_|fe?aO{nbp7B z|9*U^ICM4GxF*~yi_pPi)p{(Yb7{diZ|c8g}lApR>wMStSM_!lLu2ixx% zij>V`b6Q%~=I3_}A2}@Po)p2@2lx#ItgLG2vEQ8c2^}6BJZc%si4F~Y%#wW^8tL8; zI^34!MiMPTelcOKo8X=v)=9J4BBOF#8*gjBjfd|}jT~1HIY#=qV7OC{{Nn!q4QDUn zW&@>y;KQt(ea}zxr>(yp2L~`|r?}7?kwt}tSomZL3JPCBLy4)VMC?}-OVq18FV6Gx zISv}I0sDUmWzIM4O|@V8LoFZ>-L*)JbXXrrQDidih*IicYH4ZVe%&6y_hx3HBf8^} zLAk~q5f3*YpR-NDIz_KP<<2Bb0b395ltc$28uj=sy=*UP_{*0sVjoE$ zTBxP2saff9b{xrV>~S<7-q_eEa&fv7N(BcJjE$k?@JH%7#u{>vRaRAHWqKZM8>PG) zF16GsP!+UW`jhlLc!bS;bILm}&stIOTUnW-ot@q5*9*kY2oMPQhYVe{Sl4bBJ8jLx zdmOiLMMp*Pzg=k8tAD4YB*M$f%fr*hMS1&nRCu^?1rH00Oj_^R-k{En8#fr_VwQT- zg8w&mn~sHzu{mcO^gI586ai`Y1Si>hxj!HMSS#a+DHv~0XW@|I2vSlazP zW?&@LZjs!&#jcuP%OwO_06F*TzD+NLS!;74^WWF3ZOw(KLvBH2^G~jhU)era)DC9r zk+=N)@tnUc>SKD@$`Jtrk&uxQbU(H;Gs{GNfB)fw*+ixD!#yJ|H95J@M(SDpt%h8q zDdFro!ZuU2sj|^-?(St)<56F}5K>WDtKB3ci-?FYi6jktcIC>Ihl2OKZa;V(A?a8o z|IIWrqiDuz;Ctn%b^Yz5Ez`0qSi18Y8ym}nE2Ip#L4>y3b1g92OG``R6^>o;A~kOp zJ9id3ig={5SwI{Zv6($TJ8^JChjADwFnBIK{kBWUcr+@cX|`qFb~RfnCG*!WL|;&d z5yM2sdC|z4(Hp5G_oKg6TGKxWFg67lKJg9YXbct^cbO078ohq~nVkE##Ulnw?eicUGV!MsqrK(yfOF6IRy!>T`-H(t{w^JVkZ_C3- zn!HJeAI+1rcU60K6K3Rub-pjw zsXpATOhV!_H_a>4lly55fNlWL^G%%#Mtz8CACk3`nZxW!_OGrdm`hU!n{AtuM^M8w z&ExyDe$C_|KYKEdZcjAo?|g`>cCy4zc=XsAOB|=A zy0kw;K2 z%74ee!1yFSdvzLwQpji+shFRb;b(lxGbl%j{g>@vcgFB^+|qKTO?v%MYkZJUR8hG{{{E3Q9QI> z41e;;`&rkoh$*C;Rc3p<|7|=AM-I!-SY`W+B+Lr>6J?)I$|kl76=9AnA40O`i&nT6pa0Nlk_T0 zjwafbzV!Zggw41rl~`ftmrU1W2ECkyx;MhM$Yw?=XHm3^lbIeC-w?tcDHfMu`K=%c z!)K$Sh%%d=AZ>+4goJoffy2xZ#oZ!rbG4{$dCPj7%pc1MT+u2Eb2^Twdi6lD4Xg+A zB=NT7YABk9k?L*}dWyUr6Y=Y80k3x*Vl=(`9TL&g?^ilklKes&{V45760WRd>=*17 z6I^L4>V{@@8{NrgC#{2}jh>E9tHxv8kV{Nle1Ew&pl*<4<-V|3)m#?Y9IHU;K+K>S zRfLQ`{coMx>kGZH4Krksih%><2>ZZLc0&)3^IC5VcI`?sQqteETU=aR{B}zawa|jH zu=c`4;_pt+3e`156C!(yW$0gJ_2bt&@v|ZF7n4b5KutD{l9QLOaX)cTS66p&;g{_# z#drZKx04@ax%z{ z*`;_F7G@L)5hO~$(F&&7Tm(|M*9xDc?&@G3Z*+%j6ptxHS%`Mgk1Wl&B889ULe)QI z%ng+Ggc?{%_k}N-Te(@pKBSPA`rJgmBd;orfBk~-@!jV`+u|2db0kKCD3rC2(dCPG z@8pw4;K_yE2{yPUHbAuAv1b&%F!Hx-H}B1HHsyTQH%;cpcbiPOa_GthbTT@ttSUaN ztku{%Ru^`18IjX9&C1ZV%x4*%s~!*f;XQXW{k*@BHXm{uPx_w|hf$6DV!)f;%T6vv znM?CLU~c2pd-Uy2F!#cpQc|)VIr!1w(>!b4!@~{6YnF-C9l>(feY~$>n2TXWyjO zy`6vVcoF`U_`Ze8g9@TNNiD5&?+6~a4E&$Z+f-T}zqA$nY*ak|JiNSoZG~p^)3+Eh zy&o4J?UfUS1?oA19?hvsCm&RQnM~j0Q3>ICv29afkIMT=UBegjGA+z{?pN9Nx0ceZ z=DeB*EfXfO^UFo<>`l0R;c%(0A}aimw@h;LSTCNiFuc`1YO!d4taxNNKsy@OzQ826 zfHV(G3U#hz+iBWXlKKj_$Z6#GZ$o=N>JTQyu%q>yVaI7ysgz8e{x_b zT4^^g7nnp*#m*bDv2Hj?csjbKggT@CqRv_@SOhgZ?84+1vOY4!vWImJ*fN*po$ zd=3{?Kric@K1ke}+c0XCJlB9Dy048M#^;Qcs>mcC5Bkqg!MATWkrEJ@4Gav-E6A%9 z?o#6fm9XA8wEvE2yUNl?jOTl@)9`D6C@%Rs#}5(d*88(3r3@tE6$yU7&YZuBKiWa7 zn>zPnC`N6PgarL~>VJmyyGL8L^?+uV1nXdN%V>Z|eZWV7WMYq$(Y0qnwoT=R(^WX6 zU-hFbo*P)oOHFOnfpt*!n6K_&z4q%int*B@G1ftvh0kK3 zFT4XcPw-K-{7rL3CH``b=%k&?*ABJkvzj$tpsV>Sp}TBVMXMP<@GgU^ZDikg5xCf| zNT@Kqgn8cmjW69TjuhAT zo#u_%C)2LADLP@R-5iT&u(XIZ!bE#edEQ|XvM2v2RE4>yw#$LUSDq@g_|&+m2hZ2j zQ&>mteA#Y-)>M25uj9tG4_2?=q<3^XFP|M3J&I1Ls>3Al97C_^{FYF;nCU6EupRuK zXf(dPSl;!+P)xg`62n_(oyVW$7KDqlds-}Zc2cS|hR%?LFm7C?)>?WJSB_#h~TmtuE7Xn!wA1B)ltG`cuU2=P~<560X33a zr?Q{S9NYd(_bpc&Q*3*yiPTNiYCKj_n596A&$-(zYomdQZJunwwp_g*81KH)LlC~O z@r>)}_72-YV}%+~&CxU>PA15vo~wXkL`C)U^iWiWb=Dc4wIr8}w#PowFFmUN7qy zTsa@7V|}g6X!J?UbN7qm2?|w~JN#P7SUa>to`Xb3Q76i}OoHq*MrAY%;*>@F2@%pQ zUO+mtHmX&|e=+-jNwzV3?_l3atV*Y7s8;CE%>ypla-*?@WN5g^_!f)my(8lWkpk69 z-CsUCi(P{bst8@_@U4s1Tn3!eiZ=f2oeysDi76{P)?6zZB?auL&4y`WM!jpUqnr!$ z+m&^U-(lrdIi_8xUbOJ%CSl@Ld#WJctGUK+Om;Xtp!UlTTKHW)bN}o^uy9`6q36K0 zmA`IAqj!8adONdQbX)%lc0WbZ0SITW+I{H@MCOqNpI#m2>f4yg%E|(RCM--$7~#s3 zzZIy_WkB#BK7PE4hxfH@zM!B0&^^7M-Ez--Lm)9w9&$dL1ns;u#@3hG{irMGzy6L_ zBqb&$zcej+-2n`5?+2%Vq%Kz^3j;$_DJ=s-nq(-wQa`rWNJ7^L9f7B0kK66Zvip-| zzPpkB#g!@h1F0iJx5T=?l5#uGJXus?HXyeg37`2ri$neGPcYovahE1a%$1keAOF4| zN0cjid}*mPE_Hdfmdvufb6L)WR&}58Iu~gSwO@q&^&n?YJW*!5xO;e%ITd^Jp;Ql4 z3s?jo$w%{ATTNEGLy^+d)D-TY#xJ5{VG*PvV7O5619W<_l9dM;_c;#vBMVhi)8+m3 z(Sx<&`ogtu4_@I=1LR-t&l-$+Xijj4Z_2KX^b*p4rIYTA6B?U$QHg`mWT} z!rEZehN{{d(D3_m3AdZOlb!?PEzzsTTIIHkO3hNEL}>cHh<3!0)xJ z(Ma(H+0KRGC#Gua=ccPisMnve3sghPM^tUz&9wRbx*+0pjZM5eeYK5C%+s!D49Rky z6rJ2JP%d!6O(A`>ZCp9R(rfIISL5lGAM~T;*_%Vm3Z-j5n{Xzh_dn+|^RC+3FKbjL z)zJIV_~nnBC~oesBpHzl$*cZ+K^C0obW;z9dL;Vd#`DwY86}HViawpULcg+GW+X+K zbFMyo0~z7!Ew<#eG>v1eV<0Z~X=uKF{n}?{4_HWFKN0vc)O-Omy?ja3Rv5}4f0t9= zZ(e_4qRJKcmB$!sQ$qtGGF3kQyzVMHAri%=b$oU(X>5GZqI2!vy#U6~pAE$e_S<}| zop3)Gud7405oBi{aSIBbc2a6KWAyRsC54plvc6t-*ZWiCR>M~8$UVY5R$jceEr>Fz zOhnyKw`e|n>ORf7!500XI(%i!F7D4@#cWd$y~bMup*EA0oCU$Zx%T82U0EGc$aW)@ zTVXL|4+vblE84K!7Y;_ETzT4c9&4>yq;^niV;w+m z^jNQ>SmnoVq~lRFWyAOT9Z~H)HNOd^?h$wfZcL6Vy7gyw-NM={8NJ;&+q*3xdag6` zTS7NCBr0koS(4a1&s*=GM@B{l2on(1s;fO~1TIVTP_QPt9G_~(jR{tbQq393!>exbrN3iD>>SG?t+Quw-7%kb zNk-K?-KqlAmYR6=gK&-7MA+Q(Y8_j*^y%phK}n8R4k`o7Z{z+1C>I-b1Z8Z>TytQx z;`iSejU%MNaT|zmME1DxQ$HKCD->ZZ+;dXGzsE=B7j^|-?V$)>ai|D;0 zmhUEF8fpRd*~7_Idq0n7ES$S21w&qrn0+qp7eHn4Am8sVxJYI>-Vtv+_^d1S%G`!; zN@4yW!$~l%#gGdO3ZbFuIS@E_x?p+x0WEhG71BT?b1gn4D>c5Te|2<9l zxkh0Ah=gj{SYtT5%ShHteW1_9SMDa)vzuJWSSKaI__Mfk#k(5^ADxl@^{v^}3EMPU zzm>fUu{Yw&93cozo_ngNK0sE+Ip^{5wnT)}n(@rUb0Kj!7w*80INTn1hmBog8eb43 zeskONE2*^_lLETGni8|6YMfk-MpZ>FRm6nkNRxj)T8hwRPv@yrlhRyCpy3VM89fbcLGJtz@G6V zDzX0LvcC+-t@quF2m~ zaB!w({YdzzI9YG!zEBs&^Sgphx}y=AG$9SYf0tTMdh9NB!=13Sbw=~%xu5L2AMfgs zr9Sn=0^QE@;_LtzbQR_IJ9{4ZCvGqiH5=&%=G7=pfOMh-d&@}>?%V{so&Ij-Tqj={US@BGdPjX zkA2pa*Wg-X5WlYi&v%oe?-KS7A0+L47yJEQq!rPZq?A&-=4mm+lz21X<*(~}Bh+se zdfF~tT^LZ(5b^fMZddo3h&x4LDp%2dwPn1LAL01;#uaaOn0ayg(7g9VhmI*#Q8*NW z*6V@Y7L278uDHQ}qpho#EeuW%w{D72LjHrCcK`Y3I}gniVJ5HN;d}DpW_*{3+aX7M zm*@G>A_V-0W_{@-%*rrY2J@|9Aatycmci~lv938IB_(}rO0fls&gFoGGK4#ltM{X{ zZ12hC*4n;(%esD@n3x#*`dt~Ez@Q+|^S(>(Ujs3Tfq=;WlakJ-aGuC#ZTBCjH+)Mq zv$nqJFQ32|_4OSd`bj2xM@VU$=+?85UDoV^Z>Wc9RT`TOPmNS&8gIN(8^>4&)}R%n z9Lq}-m6#vSVo#YU-WKr8BE`2muVh=9P~F?^0xn`~g?0qYtEc|^$5Dk>t#8CVAw0}3ZVYPGcqGWDJ6a&L zPQtda<^E~*CZp@fzPLONCrKPJrm(q29WmqFcy;fDs)mClr`Q(o18qx{p^58#;}eVo z@lU#mkT~)^f0$R!3cpdYEo zXIpMB6MkcRzUcvG&xWtv%ttiMf$G0A5qJh_o&UxdbT(*C;8EaJbD1%Pjrwa z)B^}83yX?at=Tq4N~ALsJEIRbfIm5176~ADuxeKh9g}L9nXQ1-5^#+|`NSIy;q@^?F_U3ZV*Ka3 zH~%LYytLj{>G^#GDT@0;;@yq*LbX*+<)VQ`Q+$Q2e>8tU|4zrd%YA){{>U37B>k1n zZ+ZRbLR-f2Z#lWVZ^Wl|DNveD(5IE~y72@alVBIE^{JU{2Emzd2phtSc{iHV5;l)J-kX9AN56R3t_ zWn~p|KQ4|=!rZ*4-5S<9+$LqS%wojzgZnNb-^T5V1L#noO5^z>kDgIP z96hpkiRnH*=;kHF~oEG?0#rtkECwm}AiBFakKAz}rmsBG*{ zRhhTZ1K+sKD=eSVG!^p5X2o|7F50DQ#BeyvR!#o$)+%YFnyRyf--3Go$%%#(L=L2= zXqL|E3qFs;oZ}{_t57^ND+b0?SjZJC=Ljhf3OPn?W^XDt(}r2A^o-vuTMCuir`I!n zAPEeqO1S&-FyeQWzG{BM=3m?1KOq*MqV6dhE&cfpD^*5L?lsv0ltN&;-QhB94z(VT z49x~%94ZzbL-~3yGrn~#9xV4R&IXHU7aF#NZjh~=zRdg^=U_Zig+1Q$ca2%emH!UH ziD~PK-@&sD>@v&IfzfyK4&#gQo_7feH&1uEPL7UPRr9ARHmX+O?Sblzfu2uyRvNPuK{SXP5;RV!C z92+;rY14R>aioX9pUI+M2t=PdNXEdbLDDF(94(!jGmJ`o{^|BZt1-U7XESkAaZDH6 z`{jLwriF5o;w)D8p4`#_^D*Crm?;Mt$i{b72QeyI>A}5GECF=X)K2*rWyB9^wh5uv^6W zVoArp3bR$4byrKMz&P^69$tQM6E9W{TmT$o*}e}!3wQbuiuuUoPeS9zTkz0${p!^# zP;VYv4CRkp#|KL#KNM6}`m=DUy}iBZLo*;P0C2V(DK5BqDYSnHHP(HZ!NbY9wY%I4 z9172$hKVT?RPw)pmmj_jH&y@cS`&!yz^DM9{iM4KWBz<*j&!CcMVeiwdJK4adV0E_ zpWn&BMg;@QrRM%vQrEh2>o;)pqN1WS*=PW`)tj4}Xc$-)qoo}}zt9i}6%KsS7m81x z9@XB4^;lfV>o#5IZyfKgoT2#0e86I*FGD?NfX>w|`HhZ`uWy=syvO0@G!*HMPmgv0 z6Fat4qahMLH*-hPkGJ60#N2s9XQVgaUNyXy$r>$_`pXwvK7xaqo12@HGo)(~e*Q(L z;Sg6_tiBHPS;u)kEFmEw<5e1{5spwRWE z$qL83^mG%b>b%S-elz>KEu0;MHMZfxP|STG-k6w}LFC-2#l^cH*{hq|+D?GT1B6}v z>W+bUqNUKz@m!Gv%je=}`j8UEb$DF8O2K3Dr%U8QQ(b*!W244?RXN;ZSQ4E(Qig)p zs=cFQ9I^tiljN5f()-W>U?0%kJ`%>kHhvCzmw~>%a;_#hAt8rutrx7@aEsD%%+ziZ zRn&TK+V$hl=!oHT@zqf0p@Rv{}`xZzpR#ZX228xB`6#J4eQw*-=LjX)X)D@L!fB`Ahd-19qy z=nlIav?bKA#oxY+UZ`x-5e4?=0W%oro24z(@+2)aaVlYlw|sJ6so$F5R!n95F&Fm ze{QQzLKlXYI&2R8|3M@GBnsOQ2)d!M@y?MOvKe9*jBAQDGX#q3wzgML-@e&_QhOZV zvaTZx~dV_>)h$N*}A;d$)!t2mQH8!XJtx$O@d zFE1|xFOC)QthVfRyWG7{a-IRp11Y<rH zD>8vTD2+o7bwNOO`UVD;;m3!Ez-IjkxtzBROVqXc9T14x`4zdVPT@8lS2_Q4FzWB? z>gc$3?OKUUz`J(~^Yg?1I7&3xE>Gg(;sQFOj_dlvRhm!YZ^7>0W(Q+cS6^>#!+}t` zfz$5C0gms235=pK1ekDlXDi1gIsFL5?-9Ol>@#?WiwOQDiGJTNM$nlHs1-lI%fa7q z(2_UCe(pfIkmVB*^Q#QSfrG4nw}X_ZyF++_WLX6&JqYHIFYCdE!17T_S{kecMv-wq zP9P|ldB`Bb-Zx?)TO0HXzId!9(+~yT%@U5+!+k&;_>3!Z^UcAPf1Ef#M*eGMf@R~O z3Vmpct?l_;EZMC7k&^B&QYj#1t&RQUrZ#N;a=9i7+3*MmgdP9J*pmvq@iNa)yh&Zz z)ARCRx8W&Hj&jz{PB$_3kDkzjh8JCYN00J!YJ~qQJ%Icp*gqHr1V*{sp>&#%aBnmP z=5xR_DwS%r6cT|KD+outyn{V>_c=M=fSlm>rMbB|;5wDEQVk@q>vshuWPAUm4FpPn~!4E_&ZVpn_UAwafd?}K}`$O zPD=|W5gu7E*65xc??DO?S5;L7de1r!^U>AZOo)RC$>J3DI@o{G`^}&&XRYo&P@1$4 zp%Y90JwY7Tu&z?d(winH`$6iG6ySpBs$JtVZQ%SbiJ)3u7VJO4MrUppcJ@5!a5l@y zYAwc_rKY_L^Wi!UqN?y}|65y;dB}gTt+ZeXLYIn_)!#y+HV8HjC;OHMnBde>AOU}d zb=98o#zd9l+K`^JkXly%=et73pLiz@*UKiyh%PfJpoSsHp!*w>)}udv*ZE(?zII#j zlBOXPFGX*V&PVr*Bf`T6(_bWw;N!wRc?^f8@;u!#&#MyeEuObu0Ed+v6c{0>{>1_1 zH^J;PF`1as(k2fZTc?9Vf2LAzntWbk0$g^?o0wX;SpNA1KKSMC$5~8LN=jKAXP8cy zqCCx?U*qB~E98(aFD_QGZ|-HQ_~_O1gpW^aY(1* z#1cL)Njzwg0~tv#+r*Qj=LhJ|*y zT?9yT6d1tHuCS2T|w=uPB+Le4RyCwl2e+QAj1rGRcw-4kEw7p-yei7Vy z2(Sk*-y=~#GB%xW&_90oQ0{hASTA;qUE2ZxxaB)&8=H!m#e4+$GFarC4_0ulATKX? zZAu^oyRBnm!8`#SylkI>NxXCfO$Si1@Zw*+de!rAIslXgY%HwKc#+Afr*MuTxGF#7 zG(<5VzB@A?*+GnRb#?~4UUN9}5f(7ecOpE0tIuHPtCb6jJpyGiulm^RXnP*AWlM82 z&h_ioy{XsAr(wYO>m;prA+E#YFD@jssqV+*{{S{C2>n$0oB%UD4@XK54d>B_@VWD%Fbpyxf}+Y1@#UZOTvZy*G{m|jVjSrxQt z`w?n;zsDX zU-znMoEYEc7QFcfg~!nS7vb#6|8+Bp}VPw^X==>R8uF*ZQ`F%)>cWhJx!;HJg@T6UeXq3 zb_efcqsb21-l?_x=dIyI)7wp*jKjB&&4iuVVtBT>2E`TSS$~Uo$>*x*G-Yq1gY~$mk*KKb8bGOwOPf{iQ z>cz4(zkj6Y_&{exfXj#7Rg0*_P>sqX-%8x9BcJ|R!x+}8Zsn4i!?vI{pz-(DkQXyF z7u1S635qUSy_4&<(?;+lMBf7m^$GF(oecB&Ct-oysfMZOd-n97ZKC?Y=7dtMliO&6;p2BOQTQ;S%~TRSi-wrOqvg0hswlQ!IHbD%60i|DQ3OMQUkpp{m&_)NAKCpC zoOciiwx{Sjw7y0x6q&7fbod6@p|j(Hbf=AdS(GW~Uo$LVt? zOXEweV0MYbp}mP{z{hIyJ3UCh3Kaz6^R(FOE{ep>>U*DtG!?!jvoY(pd+@LijG7n5 z%fEjzwfqO}j*T{-pIWh2=k}c^5?*N-aAWxYlQ!`GwE;a*HD~}$!5=KTR33+VpqN39 zkNbQDu{Mo|pCEN~bOg>8S?IUCJUTW+e1uo%zn(Yo;dLxuYKYbM?mb~_`0)r~PXPG@ zT6e6d0SGWa&@TG~c3ZH_u%8-0B|o@O8BFaUPE(~U0FM;_<9^YwrqUIZk;w7V{lULC z5qGa(6=Qauz&-#$!`yWC1eR~9B}K5xe7p-w8xZqS6tpJyKSB3(S%RGc){6b@ZJ-q9 zL;2HC+5ur%3g-w~$|3GClYVqP_^aidW6<;&K$&dbpySe?>B)=pGF2As3Wpr+ym;Vq zO;nzJ+wQRl1diL~_X1e7=;7C2(m@bBk{F?m_5!LNXH&k{gT!ZnzR=4??EEC+soz&cQ}qn*VT5f$t1?(ULZYDAy4gl?@f zFokz}kwV?VRAg9x_=bv&=#=3(UEP+$rppb{Rlx)1W$GF+R4 z1dePk)RXx^r>}PhSuIQ|EF`2GfOf2aP@ z!Vt^>pvBiU&7Cj)>2^1dEKY&8Aan$X?6h;EmRlbuLAS=ed$nAYgoFyJs!KLHFiDp_ z7qDp?^4!M8C*$xqbqeUuwoc<4%LorwadL8!l4=EvTw%Yu-;9liAeq9$k0S-s*MRo5 z-rnAI)ba80!s4PvD!7NB7l6_#IX~Y9_@9pZUO&(f@QFZ_eO=KPRR*CqYtj^|O#oUw z7uq8M!HRUhKoe~IQafeZ4cdT?=h;IM5uLPNI(qsM*7cs0Htad&Bpa0J%esPG+Q-kIUz4Rq#Xd6a z@k=!w6Tx&MT9U%6z3hA0T8OqTwHWT{^+wo`Ko{Q_Ok8m>Pl@_?qS#gWCiGf8Kv91k zU|e8H%ftx|?{_jF1lj&At}s6X6#l<;*rzk7qQ-x`fsIB9f*9~^dYK3tKmrGA>h}mQ zC8l6)5dd^K%7fa12zgvuj&z30&Jy#1Y|tP#fb(*pq@b*j3#EYNA9u(&^&6nZBS?7# zvG|=_sE-&lzZlTqL8D_S0{#Flsx0N4k!tsf=d@80@+jIeeEaAWBx^W|W`%<#L`D4q z)vW$PmQj%JKzzJB72G5}eJZd*2zmVWADU)?!|B4{N=iyX>w_{=7^vUi*MYnashba& zhet3N)I)a)llU2^b4j3S+fW*#0p5Z%!C6 z6(;X_KRw$5swx-5SMVZ9{8GbvY(BsOU#y|lu( zr7nZjLcNuni_0WR*kO(ABPP}q4Pb`7CfEh62lG}iD^PI^7CvTt_;3&YhDy2gBFP*= z)rX$(LlpG+0;w*u7`BDT+tBc=jVyu`?1CuVz-K)`^}l`lHmL0i1xhQB@iDLoE+abZ zDyS8)+Lzlc>*rWRO32Du_9O?|7k>kC43ECPJ}8c;pCAx%Y?l}E)Yf(zqFj)8lF?<~ z4OGr97a+l1!St6IEdDeh%~q_iV<1-e`ClpDR9;E`)HE9@lX{!#K4R!8y6^E5ws3%6tB?|lSm$<*s;jHH zBC|6~V8+1fwtccu(*?m6BAJ_qKLru2gCZGl{J|6pLnsB4!e!ouG8&3q#{={YZwzdY zll3ws%SyN)Z~(!1i`ris85tQGJ`)!oIK79KKr@E)JHE%mV+VWO;CGN(zV1_)Dj@AJ z=3tTI_dGu}b8$O3IN&A27lFnh=x=h|UmHG{aFtK$Rvp13LSB9WOH`__kB{)_rf8M+ zMJscjW~CFSu<*p_Xa%58Sc0%v!LgZPHVg9t1{CmG*&&hWZG}+Ny#$#c#^6v3-raz8 z1N#!9INJpyB911`0|$GG3-ZXNkRBf&4^=Sm=Yj@oX!)^uaR-99S!8K4qqIg)7_$l% zHZ~N{E-OESc{(9jSpeYJtJxlsA2N0v-Pfpv9tkSu_>Zk3wDbUu7(A~k zh#8Kn109B3!==jzuW~FP$^XJbYk|)aH#cqMpQ9nV(k{OStwS;2|j{_beBw>+}BsZ7uO< literal 18675 zcmdtKbySuAw>7#Y1O#aT0YOwkx?7M|x;rJMyF(O7=@O7G=?3W%Q0W$t5DDp)hIjG( zo%5bE?iuIY^Y6Wk;THGfe&Q2r%{kXxJ48`l>h>+tTL=W=_VZ`r$_NC~Qv~A1D|94y z=i9OLGx!U`{+X5&0)gFm{pUuH-A5Ay;y&WJxQMFzhs_xeUBbgFw4K4e*~aqT+gV>S z=TYC+nJw$3iOd${n$C??i|!Y_NYJ+Q9cK4So>Q(`Pf6arNKOhdrF-eIP;x(u{54t- zdE>?tfmY#(1Q)&pV=WT*CzL`I1K!K~NgjjjJF`hAedcrtrWkN5lSAS6;IF58_x*1m z5VTbP&Fe0iz^iYM_B;f{<}#it768?SB# zq1^l+#U|N)QuSKqtMjm!6UOh~R)1!vhjJM*9l~#9Ou#?A#H@4FWyU$6dtH(|ll?`GO<_mRiOKzzs(!6)ghWMgBq ztZ7)t3L|D2Na3;Tes@==&eoJ9kE#}%DQJFyZ}y^bTy=g<`gi`Ey|y4?UN%C(FeD^| zL8G+E=ghTBf;8Oh;`9*CGF@jk*xM`MzLU{ehs|{BY7e#11%>M)GD3Ip*voKsb~alw zyutg#u}k9X*RMuKMwywJ0Z|`6ethEfSMcbk)3Sti$=}Z*1k0-#8TSng41&;Z_G6h2 z?cdtlQ2#yGi#LAAO%mDjFaZ6n=spU9^D*289v19p$XD=TB;WjCZ|NRK3Tol)=5pS4J@{vauQ3*oBabsPdvx z_Pe@gq?KT*B~xElcXWAi)<0TWS}GwSA&-s48}#B`45_NIo^DuZ*m`ZqndR&-R$gLc zbXm`ZwuSfB)>imE(b0u5l;zb`kEL&S_MJsU{1X!sP4OaotY#W&Oeanku`+HEj^;73 z(1t~=4V1pGZFkvXHnHtt#o{Nw!6_o&z#5Z~kT-1MdGIGXAt50prMJ>rR8;ip@*=g$ z#iA7J$*F33Gdk5NMRO_v7J@e^7XNz;wG2B4N3QbfYgEjM5*;45EnN+bNjBqdUi0-K z-MgX!r2NjMd9PcJV&A2=jxO9lm}eE+iF4ii6oAep&L+A0>&>}UB0clS(P|kPYmV&< zPoLv>({1yw(@&n0-DRc{{aw|viG(8d{KjO3V2hb5Axl=#{D_C|*1f{&&pGzSKW>sW z9KG;9Cl%mFSUi1ZI7H5RLqzteqOsHsg#6ol9R%W4Y*gF-KVI7+l)Ig^vYA-f!|$OZ z+Ki7OY;fxFR5$p|df8XX8mHa9gP~EkcX#1|)z6OzM4$c5oAJG4WHjbW+Lgpqi+S?G zd>ph&Y7@aqHxQcl{Y91*_HH@e4h&t|{@Lr~%ZfnUp@KIf)E)BTOGnK$622o4ABsa} zkyYpjVP(l^$d%oGqnTxK*R3NoI0Uywm0pc*M-3&q;R;+&kE3NedSq_?jbeU{9% zZ>5$7u<`SyNoK0=qf^1w4iKf4weZ&0*S}t)ueakB>sRjVN%x{Pd}%rsq(wvK>SB%Q zPr0L{l(zY!{%C!L-;H^DS#BTyr23`)?ChPZue1s@0iT2~s;!s4C0mQInPKTE4n6&a zDWC4@v0idhn~ziYnW18RUDJ~W>Ccg7-=(hV@NP|uN| zy3T6WJC>f&nT%b$+K!Sc$9lYQAs}EO0Ag(t3CZKO>7)KZ ztRGdPy|njtI*>NqbsZnQjS+m)+>p1;xsb2BZj3gcf4m%2}fDy}F2M6li-HAI~ zRc6m8OH{VLE1lsWw8_ueUeiCfu&jujd_k$}x`N;rHaK5OEQ}PcHDTd69Lde{IeVm2 zmr$auHYkVgcM%^i9j@1aD@vCtZ@-u0xUPQjXE*>?okm6Qh}>s8tw4?8vP7q0C2bUk z!g@yid|cxklQ=YjB6rLZrm}m-zO&6g=ITs%=5t7%dP%X>T2{7R0@H6(Q#OD9LoAZy zCy=Ksu-zw1@dAg1_ut9!G2pMFVa*%VD__Z>6A;|?In!3R`ZKN3WR3&tLtj0?VvvI7 z(dWe#DfC~t`Iwi-oe$YZs(ido;vP3ubBdxHX^AQYm}1BgP(;2U;ir{yo`1D`ILTlw zX|XXOXMbREfgEUtgMpR7H*acE{-UCwQr|MK?Ww+**#%E~tG)l~_hI&;^EHOcc!n(n zq1D-{{69UEGH%;6gc8Eu&+gp86OBvvQ9m8mh-=RXj>roQtKl#w?d+UM_tj?etae>f zy@;Z!yu)K~wzn04zVpTyh!H9nUuXE`mmIWiq>bBE9aV>6<9_I}& zW`=Mm-U|x$jmBv+MMg~EP!xOY%OwmZZhWWm`}H*K6Q)b?TV&TbZfP{#n`ey`F=BDDQN#6(;$3e=uN>r^eEBKp&== z*&GRZ_2*Bie!5UxQCXTPuk8Z$GMa$k*0X_ZD~&rNrgpzVOgw8WV zME?x}+zhWvkEuenWd`>E+~La$Td}}TpSwru>(@f-k}U@p*JXsgk1Zt2XlV%8k|_Es z8I4G!^9e3bi>5~vRQxou$1L^bu?a{mn<;jA=14q`%=n#QO*{w>W0-*{Id;bd~YzNbprj0~BfVbs&LcPRPA(K9(oJ6Jzkc*kL0Q5eT2#wd@EOCYRx zk&!KEWQByfq#`Zz6^J+ISo~J0r_Q#?Iy-wOO7C24`(5ve#(oLm^LcLT_e<&L@fz0j zf6#D~NHK0> z+I&VujFdP(i6cmj4xK7+wt4*OJm0$;>xfG1eH3o^Nr>4S5&K`SjfU={`Opu2P_m9~ zn$R6GG#*Ec>6Rwf{bKZJq<#7D_l{<8*41UAVw~;IPp73{OdKhB6;GzjC8g$+s%SzZ zi7EJV&KJT0r%~LD7{$r1A8*t%H~Mel zlOV?8d=D)2B_)xum%WzXu`%}LjiNnO8wx>2SY|G^`3LIMXS&&mZO`7W^R+O8>;?HJ z0Ofyr9eX6TaD48x+=)|y87JUI`tTuBm8w$o^v(JOYaMMs{S4H(@u;l(KhvME`B?mArdETn#A?@Pp0?zWBJwY@T~2YD(1&it#e}y zE+=MovvI9EuU$|#i^?pQ`zn~DTMzKJPhEN$*MF;=_p(gf5f?tce=*rwETfw4Yx!ri zhh1jX+4ka0M`K8MUv}z8%>;F&+bkZ1khPxj`AT~6Gn1q{AA~m9?b2LO4`ZksLI_G^ z2(u-JJvKFi>{@F|@1JaN?EYqX!!px6eOf_rx~13UG^nL9B$ryK|7ob*3G3 z!G@gUNrS0Y17cD1U$A{rPoyg%K82u1zQCYL=9wKDcyBZ#&gSqSHQFeN3l%l~bB~S& zuHSxmKdbyVmKIjmP0OT`MZ<^)W}TLw4WIuS=B;LNm=`msI>bLNPoRIO&?H^n)c$+p9e}}SS-gxv9^?I>m zP{rwQ|6PoQdFu>Hd~%7F8T01kGln{2ZJ)X$D~o<{3g_1baW+rRi+O+3S~#{p*yR_= zVy)g_MNB|smQ*s_E@+N@^^>ocksg?&V(CM)Ogz%(u%!mW!dx3F?G5Np;ST zJyP-H{0 z)1&-q?Ow*w(o{LrJUxMwc-)Z1iZ6P)*7U3*BDI;W+qQduneDO^zXz^u+mRKfOdIQD zzML*`-m)gM%$L7esnopR?Jt?Y`v zi6z5?uNxG7fwnWnenj!)eI+{6foofr-__~9-9W2qY`l0=Z)YHY=45Dih{mA8(|axgiNAUUJ|v8_@$!G7`+;n_K@4d;RZN?f?G$ zDFwsa+*||SlclxsA`Gg@G6Npc@Y|Gk0Nmemo&EA5HkQM2@yo)(!iNtZmUzsTWQ=AF+V?#ib=#v%?)RvpW;K7k(TCn zTtt@>{^kT=wW6XzNl9s(v)+Ao;qT_O8ogS&kdN75TL16e;>63p({^)ySIv^y7&tiT zkk)~PKXC&huT3LhZg}ghXwkTKB1w3+Wo3k9wpOdJkF0DToMeA*51T^JqWNHJrV-ex zLA~SB0ARoe!=-wSYXtlVM74?QK$~PZY0ZnSP@l8EN#<@x|0e{7gb_}-r5xpgr}uHgx)KNkM1$3fo;WN7c<|HFeVLrB8)!r^ zOpG?giI1b8qi@a`UL80p4^YKC*}F+%E028SIB$Z z2i&9>Y{6YGG&CNuzM|1xlDU!{Lx;aZeNTT zPT0+~*6LijqI^9Qdag*^Eaie*THPL0NUH6lqgB9Uv^V_91U>e0%F66u%3;DjnS70* zO>=+1&8>bPS5(@vuEG+A}D+8(PQ&r}P%zEflzk4DLKG|nd`ww$6 zCH69L#Y>yc{6)(kH4tVjWrh?C*`U(oxtW<+tM7&6JCX|T zlRXW64{8AcvcXt?j*|YO8JATZ{)<8C+}ng$h%rjFiyFKF)zcnIzk`h_r_+N~$9nJe zi4qu?wduMt$?SqWwTr2POT@=~(ZJRBG5XW$%^soUO%rxUk8Dgnq1_B0T+YM#UXM1B zDHe2m>~3ebeQ|b_LOCrhExmViDrRP8c6P_l!FXic)|yT34!XJ@oL(c_$6=+mr{bwtZ{ml3 zz{3}%h{KyOY0Vt?>>FqB{v-XvfO0||*_ETX=e0Gvb`Oi2dI%6>v8gh_0Z{^OTQCQQ zo6{OJvDDPmtB0q*I)iweH9^jZs5v$(_*L4-QRn`XnpQ^jhuVWnu18VbAtby=%v3+h z=fY>Fr*+CE=UV;JaYypx$V8t>N=n+>+rJ6AInRrqV19qGctc3ca6IT@2m8B% zQ%n8?y}xc~K0-2ws%N`e$+(Wsv*ji%yqT^>oN!FhF| zE6l*>P^~~!+ehwIUU8MCa|&*Ukf&;WAkteTO8=+1qf;f1i%;n@`9jV8b$!&C^W*(o^7_agp^V1Q?H;_5e1zNRX^|_xcCDO{iAF6jU&s4N{ zT=xzSwT+77$xl~7#zLbdiP1ft%k=Uq2S(lowoa-+Oz zs2B}zDHQR#eN(LS^FDgR@EhaQdWFpvkyfJib4~42J*DS|@lQ^gPW01e9zCFlTv=Fv z{ZEod^w7cL?%%MYb7KDT=8KI3J(Q1koU`kURWF3xmH`11H67uUE2r|Z^FkD&|^LSJG3UQcOig=e2> z$CF1*lXX0OFgkbWzP-t7eD>(VG=}+wk}(=Og6jpX|I*4zBst$6Oo+d~Kc}3znVIY6 zkHeu%F;FfCLU1yub{<>4lI4FI7$k<^?UQHu{QfxMsBvTcQ*z>Qu7GmufG9j0jcGNxD7&^1720k_}Q{!q&MTSW+zlTq~f*4V| zJ5=DHmd}ZCNpiKEDe=|I=9!UL6&E*OIy+^@nnicc?19=i3l3NM!Tt){EI|RCl!{UI z-Z;|)@<{FkT?V_D=DLH$gPy-z3lHReT*XTj`e`}}{!p|p^xodON6$wg_kAxYbWB5| zu&nH{!Q1BsaByedO~#+M1TE&W zp5EiqSWbR$#LQQx#qFC8-0a<@+cF`{R*8ED@8GiD@0OP*_MX*vz>#pA!T9Z&8DwhO zZY`e2jZM0#%9jIt6CauRC`twe)MpplhvB&yRW7ydU8HrV;@wI#lpSAuxZJwYTP*JK z_x6R8pif$^cyg7R@9&Dn`p|WbM@MctW+!W8dzgbtg(*u6^+)07r;O_~dt)atKW!4U zv=i5TA8Thcs9yRnZWO_`SIhT>-{0dbpYOey+L?dW^+wC5|J0CM&4E?8I!@Jff3-*N;pEI;4_|EN`RWswHK{@w8H(w~);u`>N`l}0y4or7zHc05mK-gQ z=LGiKb(1Y051Ve5!u<{9O#|)>GVeVqU1;}Sn(4tdlT>jO)V`Xx@Q7_PzFrI24T581 zho*^%I%PSFpLu<@6j12PopAc5r_cJ5IG#U${`m1@#$EtJ4mFj8C?waU5 z*!d%Y@lA>|!yk0Lgq_Rh&|uXE&8k=<`WcKH@9a6m!1#ZB-z16(eYS=jT$ z7LRfNdsO3tR-@|b64L}ccZ2+(nw1bngQ<6w5j6fmE(FcfPqVAf&3pC;JqL}vTRxm$ zw7pjvNh^Nle+`%G zpNQZUy-6xuGi3HdWK_QKxIdWN(QbXXzf>PMbuNN?J#Lzmeav@o%uPF@Jy_waLUlZeM{?J{&3UYpoODaSB1d$aH^eH8(lNpBVG8Hybf2? zc;AP#tr@x&*t2>aW{L|f$+^FPk7=9KxWW04CTKTA z{O*@&`ts!}&zyH`Ow0@RB!0IoLE~<$`lfcNp7v+t^O_0KyeKtyNn30mI*`bkOy8l9 zTtEaleR)O>9KpEz-3g@D_0~d3^Od@j)5CRO5@bBKeS?Foepi=3K>%fy8nkYGmeh^=30D`l9Chv;+>!D7ulgA zu=86JGX$Sh@j4jpR+z_swIc~*nX)rhSpE8VqOO=+!ed!&y|FjKl(9wCb@L6#+`OTp znVOKY2^0i}Gju9q+n5bn&bJ!3NBml&6&^%??(U|crRA}ZMHq@D?h7B*9H9!m(e?CQ z9yt`#-YDYd>CqgyKPf7k>?P6qcVy|j%(nl~qsQWf4)XNLH;YZcKkAwz#sQkiy+RI5;>r=Lh)ipo zmsg$T_*zNb?8y3IKoktuI})~znHfFiL>yAiKYL5P0a5zRo~gVJFNU)u9!fH3HyM=-A5=P3~+uO#tb~NN6CnqOBY}WGgOC#W90GPPs5N*Gl zwY%S235fJ-vFz~ zes!65YgR>lsY3578T~c<9OemAYLin^Tg;?lZP#k!*1tUPN+yx{Vy~A4 zVE7qi?AGIjFj#+hVO?rLFMH*Y&i-Ua=EtQ()iEe^*5{}|#$t8T z9x0YNools3=FvT(@^1EhPAk=ywzh19=U++VypOg<Gr!k-<+<40gyqT zYIL)E_Uy~F4${Q}#{_{9s$ z#$_1&WL$QK1@Zm6!$oB+r!bI!VrqdDE*nihHyj=wmd@RqGEc8zCg-w@GbPP-MDY5z zdA$-^X$>$%5qg74F@sLcN{dk_%p3UcUI32qEi1@;c|KxgtAn#yv_g ztwRCY0Fqk@dov96n?}lW!*dr}v)heQRi;{j9aTSyw>2d@HN>Csf8H@^XY9on#p}Qq zRUwqa>&~gSbC06iJ}T+|L8sl8=*CU>0Uz~U+2+>MTxDhD*KgkR^9ACL)Y?q9wY9~? z#eoL0vt!RwCuK*L4vTeTstSV&fc5ca-Q3@;nUv&Y&p$(%^piS=$^96`PAgK0xH%&Y z?}}|`{iz>48Z*j8%xhLM_tuOcE}BthQr$(vAgPI8X1^^-qYhwC&@~Qap}$GNEzIy0 z$3V^Tfwte3hV}+vG6v7f6e7A{okvz9I>N&GP95Az%V?7*vkK9#RgluD0&tCr@Ycp| z)7VgK@1k_a=@QhWsv6z1o;u`Oh|=g+D69y?kIf8_3T9kD?ns6JL_av7bZ{j?&N`dZ zqT=azD-&fQgZL!vLNzf#`p00&L2>lT$gHO0ZHzu8S(<4nA&X>g((s#a{0Hmg2rO$n zzn2?gfwthVxA@$^U@j^u>J1u>?`{{d zg5a*WwY9aHo#o9}H$^bJHZQ4ck8ooD`e*JisyIsc_%Oli$ZmRGCDw!qqY(dCL&Nj4 zS6p-+%v1++7?NZB(qsIE*gAPAk!iYl7I@U>XH=#Qd#wUAK2+59RgcH!1p3y(0!l7h zqB`A_1bw22Jn%wk0=_KXlZlbMyBC3>BTTz_TwDEH6l8+nia$tfh1L{t%#qR`4SU(w z$^{e)BJK$Q8()T{Z99{U8xtEFo0K$F@3azxLuvcHTqIYy{?jL1QIN?JuM-W#V(EWr z1Nr&1R3<$U_gplq#5!tY+qgm7hbRKk31ZaqSen}ug6{jv{q*r5-ISgNBIfDdttIfg zG|SY56Do*?`AC%XL`@jGS3Y(5LF4epyCYT!seU@cfYMIlEW*swEf1biPOwnfbVZQigtHbX}f~in2&^$YzdFzRmScOYS#Ug2T!((f%5#<+Ogq2Pw z31csnxDtlnS0BC9igIDl8xTs<(MXd)&u+@Buj$V{yZV}bKATft)H}O>5t6jM@#@C)0a@EW0rV=QL15sytyvYRG(AK4Oi@zATd z)U^`UrHT)Gr&X5>xjh3a^XT4Oo<-*0zZ$YyHwUSM6Hrw|2P+wRyEgTWYdn$$$_z`)C4_35PGNS+lToF`%MB=*>ynf(@c$&O^r331uTtyGfu)eibnX3@h^-FoGh^^uW- zfV3DA&`?m$kAFvUzXgwwZoOl!sq0*e)WgTEd*2w!n)X6Hei*Wo;%f$B-&^?oyScgfXnU^JYLZ#>nX+n6f3kP2$@*tK3CH0Y!vk$e{1+0<=64^VQUkW!P(zm z#+{9&k)^qbCtRF$wIN9P$zBmVGYz5B7h*2E>7PFm9Y0~X^+6KdNKP{Epdn+_7-)0U@;sp2rg)T^ zM|*C(7tLa)O^*^w*GX*&8)sVYHG8?Z%NT$@HEZ0zabN% zN6gb_ZX3of%fG>1mg#-%5$SgND&gzET}^rUfiKYy!@|Ox932x_3|g$GD#ymg0s;cS zkCh*QhWPpWhm}`n$%pNU`0a_BUlTawFaEQvzZ_KIw(%X0oV>}f{q>p-*y%VqL5v61 zC>23oanOIXw-*{79v)iQyMGQ!J+{dTmMn-&HQMX=*~5R<)_z1$!Dqgk!#T%3D#2zd z7tC=zTpNG?{(XgU54X1=0x@qWom+Xy@REOp6&8%HuCB9lb!24Zu*Jd74jnx`DUaSthH02NtQasv8vaA`ESk4k+r~y};eJ5=xMlpeo{VX zv@^jgn$aJL@WiTUI@)(WeIxij+w5iF{tLB2lMz3Jh)KH|aBUKY`SQ{do~W*#o`B2R z;?Mgxk~w~zRAtST%#ok{>Bzp%^mgLoI6*#veylsgt*0s~CzHcmRuk_ig&mdxi1C2M@Mpo56hs{0-FqRC4O4P7;r0Bw962Bwc4y8QYik2i~E*5~CMJmXVQx z<-*ar;W6-mPbPseiN{VK;`#?NvR7}Gtmu4gPStkY#lI$B7v^g$%!>QHh~7>zYZ!>w zvrP?^XfREn54})LYpd2SS@KDCtp9-fTI1tWj&hb}*RtM+0k|)GrIhZGPM}}R>mS~6 zNA(~yHt}#h)wxmq^!A|@28ect@~xiZH|)^^scKf8tUAZX)gIwLzcdrVdqEPI^|7Nv zRHo+pcg-NI=fPzzL$96p3|F;<&}eYcv2Kc$Gz_O`#_W~nr5MdTc_vwN$Ar09Q+dAx zc`Ujz?yA@K)Qp}Xx;*v4yG|)Q|2E&ETfjGGOZ8?9*7O+EXv#tR>s9+4S`~z?<}rOY z<16XV57jeb?NC*EPMqLa+C&;hT#O8ZX}?3xB%s?hnn3 zf5xnI_KIMH5~BSzon; zN&}haYJX68{f<@*y@Fxu)uk7g&7z}6nf{+i%y|-cYVH&2UvI%-y0RLC3Puxpj#`}2 zLod=P%n#!9rpQPI0$K@3G}Xp46Jy6mZCTmbOrw@HKTOz@dN{a}WZ9D#>FL)Rw_BX# zy%9`Ek@?$G8go@FrmVPc(&E373f#AFz#5J{Mmrj=8^xf?E1i)Olj61P7o<>NP9!EG z^7QmfmbrzAiHwA_*1G&{+k)Zhnl=EK4hTRAm&_ivh#==%*xnX?Ig)c~N0Quv)lAj$ z=^#&j?z?~W{o<#uHc-RGewlqZt@K@$zNo}`XWUcevi4dt9%2TwUc&+KUaZb@;3K=c zyTI!Tt}Hj5zj_|cxPess+Z+r;kMJ?xc0i^FM7G;}G+T5Pm>D8ata>Ql_=IO=HkOCu zQb+g4_g{!tDm$nFrIY*Z(b3VR>X6q&(N7LW6)w)tpsN*ID%b}uY5@yiqt~8x z-MxD^Ay$aP&FyGoW8?bHKMi7rF^=kBhIKc7C1WE&%m)eyWe2@`rrYcQA+yYX5k9YiCRrk&TS^e*!D zL%}y2zLYv!xM>w_J|L=b{j;fyKm?Tw6Ful;Me=VO9d!b$UnetGodJ^~ac0FGJ;m zgFnOB`3mXs&z~#N5&ru13#`ZkAy{xrq^|hyTU)O{3^DI}&*ro&oBtU;rTEa5nW|K~ zW^E)_rrGoG77h+X^$XZnsRTrz<{!c+Pa61LK=7=u2R1Npak7&B=Jo6Ak{tk<6%;fC zLbsh2OF{|C#|beIlJ=cCA&vViCz*qIbAEoV@4egA)Fc>WT_L&cv%9~4T~64Bow}50 z0GiUZX?A8zWyzTg(ZU8K9Y{d2>P7dScpfZ%jlEZCgFsk3(C_~uRH&MiFWk>CuQG;a zqs?d1?*^38y$W9+3T7y zkd5CG^awZk`CZTNuS<^W`oSQc1PT6gt!pTpy9eYvIOe`q7Y1LV_DfYsFN*cTa6e5G&?8fP-f-88ZA)CKkc#3 zCtmpE@Ee^97#8=^%{Q5s|IB<>cu$eSKEMc0Zf;k=N6=ru$hZL_*5*VB8Py^PFxs`& zQy^`gc>97L232#qM1gsH>aNP#qpjrE@B_UI$?+UV1v5N~h=_M zpR>Ly*i+#lA$J8_t-0iw^_xCHe?q+UIBaxq2kcX9$0entG@AA%KtKk~p(~8|Au$r- z>CAUNWI!W3XlUqgeNscsAbYsjpj8M$%-P>f4-XGC9ExiFZv@R|o zu{l+>QooW`#n|k9QVEY5N$~`os>-ZixoA8=!m@^+imF}k9uZNXe#E>cl79%UBpu17H#v>%;^t<$yVP|1t(ra`r`M<7_nInu0qzX-iXGxljM0=L0s^SlnO4j!8 zCPcAEKU-XQP`p`-$XJHZ2mF{>_YHG8@!Dh>fr6h2ub==FpU0v;Umf{M_2D4!9jE1*)j1 zBq7M;1(y#UI5}K>Q=sBm4cQXZNlIS(47DP4G;H$kAiV(^E-Kt!T}?_%G*4ruqboo8 z^h8h)q&kA=Q444iTs8jb9G!vRSMgEQ4HN1-nKdtm`^{#b_5FA5S~BFXF^GsIDwH7s2+ zSnU9!w6(P%$fF{OK)A-H6cY44w*M#ZDBd}n`9qEW^(`i`>-H>kEhtdKo03m4K`-;$#ROqlS5T+?f^8{=ySKB$_zhhlbjaH#L}PTzy* zKUIT5WL%c2o!!@WUjnEZVrJn>7@QH-c9`8U)g_E#5UB#9AmBmGT(8M}cey|1^70Z; z8+eo4RfvI>qN=$r9RCWUgb)t3Osd$gFb~8eBw)7|c3T}W1v}BeyX%0Z9G~u=o0kXN zW`A76;Cge&(r^%yhIiu#pW8zg04NX|9Blt03a(rWbja)K;was7tpK#Y&oR)e<1KVG z<2HAla+A5NKHQ;zfm#9t4&6`J08Gw6yb7YfF1VHa|B0g6dnm53h}6OE-vAb*ZD>LI zw_%E>EeBC zZvz4j)+e_?t{UhCVg+dNTAzWgt=QfrD1W%v{_6=84B?J z$&gzJOC$^|ZPtW4spoIh3ktQFd0hjT7@W++5sFT5Qpeq`x!nEzqB7%#xQ!2nh>Y5( zwv45PrSJND#lihen*q-d8Q5Tn)<$s(>bS}styY^94J8&qbt}%hBZDrZ^eDb$T;mCW z47v!Vit8qi?-nryAqV4t5-Ut0Av8N-wtT*WNt3bALoK&>CfEah`&tTDM!?z3Lt!2>O9~ zyN*xD_$5>|#7gbe84-$B@C;e2Y4eG3b*AxevFvFk4Alb(OjoVK_moS`bM&d7FhT!}4;zrE(rc;dY4c>=n(&5E|Ab z*@^E|2wc2Q{H!}5Am7C&c^W$^PVl~P%?%5QH(VVS9Ed!3B41v2OKLLOZr~;p{k#qf z|1TYp|8u|O|F@1V@VLU3s1aksO1*jowz$VXWoKI$DgAo1>CWeGyplP7S+MXKMOw=; z%~Vg%1v!X}|1FQL>JS~dAI2^Oe<%&4KwBU5_}vXGs2%`{vD}yRdq)oW>3(#V`E}s-o8y8@Sk8xsUat+@admyh_;tdnV(pKTn}y)I|8XSzqzv zl44MKW-8J}bGp(!MQ0;j{V5R7{Oiu*^T!>byH1u`kNtFs_y)b15Mo88z#{-RURv#ox-Sp$ zhfq^J6K2({N`%l|}oEVZLLmVyQ?9D5LiF_a7b| zDLi}jXRfuiUXY22>HdAguQAliQ-C}{a`V1CS&5k8M{wGmULt!OIeNHN7Gug?+BhrV z*c3-);PLVLKhGTjZ*;Lv-M~K*a>QMZZrv6rd)HV^x~`3Vtw=$BMf7$Fb1YV$P`CL@ z?PFgn5e48Xvm6`@Oh>#j~Z7!-*zR_B#+woS65k$(>k*h zqPIe@crg-jZ)gXkOUDn+4)7N;KJ>$(a2qsy*UJz*@JYptoy*b!;Q|dNL+3L*B<7}b zKAii{sKDQM|XE1BSn zM)2aoJMn^DV+=F7Y4`(24vOrqTaJ$%$gp_Pp|ebyS(KeubCKS9gLkbz$Zo|avc=o^ z+088xBxH-rn~e>sRbvKi+mG=1m`D&(|GY_4|8+X7P%v6|@wbH2CH>=S@#`B&56-$A zt#t`5k0B@ey?K(=*l|L2V~mp78@U>NQ@rEzU;jBl#*Ig5mlT5lfcHTeASWf znK#Dpx+>*%Pa^-tzh3Q}c=PboEiAmq9{&El0)flIQr3-~`SQO;+y5MS|LgBLG^h7D zo~lG8CLUcJ%_$^veg&U7G>jv3pdIL=vWQ4K$PuaO>7bDzo>E7(LCXENPFz?68PcB3 zLc+pxV2IV63WJpA@UK3AU-%CY2zz{d68q_#=dssSuU~d5d9nr1i(u6Pe4NNx20PFG z538~y*}Ovf_p*6_UU*%z5sC!v4>|0wqY8*&q!vrUSLgcxC@n}04iU-Zk60}N+1c5z z>uL}w^78YoIFl0%eCxqp9}oqU3o0c57jGcnRJC>i(gf6G-MIlke*c6mGvpxj@ayjd zNaB!UB=S2Lmf}yf1@{W2-+2XJ5F6J1YJNIYR}!*50vd(0|Lw#P<|M%iBVtPCb6P$E z7T=CWi7N`1E(64!G+0M(>kO5cd;HEMY%fr#OnMWTKtuz1!sSO0@{sks7d5BCwORUS z{XPgegQVl zgo_S^UxMDd-_!jrlVW45;4xvxLvcW*XuP|-`xeS;0NSdglDTA?fZQA%*{K3d0sapD zh1lXRgz{?nHU<{&HWhEu!pE;sCyf8TdlPUYs68}{*gz%vqiP`(c5kAfY)scFFcN7{>cCYeN~S?syc_sj zMrI$P_wH`N;1+WAwTb$J#_AJRKR>_FtYVqaurLrVUZj=2=LiiA1H z4gg`e_Z}D_Xgv?cdsw*EV&uV}I}-lQq!M)7bz~O!W{)5UMSFg3V!F0<>iV+<3J!Hxn-_x&gaLwXGhx{SOk=mbMWNS8qkyy z4O9Z0!O;B?CjKB^S_0jOB+yhVL_8)fOr~!FBW6aKofiiv{cOSI1lMRRQ1z;c(oV z^UX!t&5c*6_#~VJAZ4e*;)Qkv7#g?j*-eo1EQao<XO51QP`-qFn<_I9hL}ku76?u6 z@7E#F3_`$w&IzED&|Fbzz25!?4P<@?CnqQ(%m7a_WCqt@I=4-7dU`qtyO7KKvrqr7 zjjzKuO+cI=1qB<~?-8Q^9_A3EY`T!%ecYzMKdeBuf)a<>qu16?zUXHMi?Ir3CMF-p*Ffi0P#6R`0Z>V% z;wP|DaF`E3N{_&G1mny8w`;;gN$CeAPS~_EkML9F&DoPY;h!K_fuKtv;CfAE!9>KF zB+J+)XnHo%Pg-kSW?F+2963m&OKR>^yczXY1;W&hKsQZHLb)s0yxaF-`^FgHWC948RCaus^4S5JE z;;>dBto{I53GNUy#U{u>h3d1gVfy-H_jTIQsesReT{WTVDdMBBb9T^jTW9BQ@Dq80 zwFqY92Q(o0KfTrok`z^jK%j*n5GX$cXz26?!ecsNc73riTS z<7bsstOW<@jQVFC-#&4jcI{s?oTO*ApYw|Q^1+iVC3WA_7B43HYON%piQ+M^VuH6r z;F4R%({3N%nbveT!fFom?Ox7Rj~^e_z>JuGJ2+S58xJH$2q2F~ZJoe<`5`Qg94ZR@ zASq4lhY9-;Ln<7WHGmv}l0FV1jsg3Tng*-m9ip`tA&WnL&Nu#MGF$X_mJx)wpJwj$ z4!1mYx=qgHzH@MJ@MgB47)~q9nCrqZiueBt?HAA!@AACoX=w zC0j1JDe3Qyxo_X=ZwRT z2TJ(*J|`#$cnmYux7=(*!UwLWv_H^5lFjPvR@*G63U{-8+lq@VuaB3*OCTRHU>yi$ z3?aOZTLTfeZ}C|4850JX8@J+3`eUGel$1;zT)tH={W@rhZ{T%SuGfsE0R=8&gFU%} zx##E4pB$fO5n^?;wSz>-A0Hn-eE86n0RC`o=6CpS&*e=JQ4A*&EuJ4wd<{JJzmH~c z!Pqx1Pd)@WHZE;DiW!iFi#9bk2lux%@r*9o)nsL{Jvo0ER>tY29fuHgJLJ%DdMJ-d zCmf-u5WgZ1XJA|h8@@m-%`tqA0(Sc~o&#}$s(I?Jhl6sKQTirMjX*b_-1+Jg=WIEN zLE^j=v2FdA{umM%7#MVc8$*44Qb>~Y%-r0Y#JfkIBxzjlcVbG$RhsUyk)kcqz2lT{ z)Z^7TbOIheQT68+pr0G%r|6n5GK0S^{)F9?(a~@(;7mF!DBL$XJW7i{mIIdTaWk)CxIlQIy9b~l)sT7{yctf{!4qQ z(hc5Sl=rQBPqcp+)}N{6Epy=4I-K@yD0x`K8fbP>Neo}*G-5T9bzYbUrBBphdDr`q z@I2`wQ}^a`_Ng_<7|zUByXj`9510j(YU5XjmV)S<7L(%JSplL!)k2l<)|<98>G!%luA zz-Ale%$vPXKgfL1FtNuzw}xv-G3obgyL!+FFbUq zv){piKoYHjH;;UZP@iwZ;b{k1^v$E2h6q58#8a7A`QT3EHDy>&S>2xpkOS}}hlRp( z9)0P!L#7v5FQ`i+*S!$^2`308kz(hB&>rz{h=U#Z?`%IVO2ftqHNCH+w9RfA^bTb) zsn5_^+%I)*)UEkImO%Bgo*UB`Kg3jcn#x5Rn4XYzD_Gm=C!4w!Jx!>&S?^l$!lLN7 zBQCN#FBwXE2|S^_+zSx=N{JH@=(+N95dR#o-e8oMql^+nVJtoakTT@n>}ICRlzu3OytA(-|}9X!-}o9%p+ zSHa|>QgK&QIPAhM^mivh2afJfAvth))~x$f6{gBY?u0uqUm1nx<_vj}jTXZpv>5nZ z7kG|OaQlvQ?O4x|1A?!dT&TZ{`-@+$w0?OhM!Ha>u@YtK$Sk1vCuBuv{kKZS$2S7P z`GnrjTt?<=r;!9t9AG)TaJ=kQl_sDEjd3_Bw`oyq0)G*dr}%GvcJDqie5JYn+WYYN zi0m#9J*lbVlW+HXh39)n?3#aE90MdzmcSsOkx-V9ryaWA$z&57vj2YT0eQiW>NoP~ z*RpUGwQYREad)2zUBBptBZs8BFyP8mr>*W)X%ILHsqmBjyVYOa2wIeR> zV$8pa8Yx=qF#~%-%`(lryf5WV=4Z7>snE?+DPoeJXpQ>sDYP_&V#x1b2PWwI z32mhN*!5L@D*-sjB`zH|^yA~{6L!ufin@|DgIY=YLIx78ZNH&-dA@C)xFw6=yHWaf5yP@y#E>*jcsHM{{eX0%U7n z(JyZl4kkS?d1k4mS^vU;6PM{rc~2thIZ+4Snjwy-fjF2@FbpN+Au#fbl@I1b(1=O= z#0|>F86z*Z6%Vfet0!-WtKm(rJB4&i?H46`l!X&Nspx0DRA&O$)4wHN0%USi02e>V z;2`w^gsEPtiHR2a`SWKYLc$=}S;P%{?jTZ`GWCoGg*4)qj7nYeMAqTT3H@ag2hK|9 ztx))c4{1}mPy_-^u9xFqh04QE>9T+X7M&z(Nv&wj65WvgyrFoY`G=oN#& zjm``RM$|U1xs%R{5%{3BkagZ+%h5;&O!I=Z`&*IsEMebDT!h z*UaWwly`IkhL*42UBp6W)V{285go&uH$^{x4jHm)md&<)xkf`lk$p;*LP0}oTDFbs zRW>jnL&((JppEijI=r%b37x75Pdni`GX#!47SzM;H7X0e;FXMym^KV2<{<5_XVfSP z9p}s-D?TiQyYx_%(GfPCNhi_CK@>lprg{c-N0dZ>tvY#{kbczSxx4ODI&;XI~x?0QgoIUuoSLRaPaj6$wQn=3cvu(Ru3y0=DA?Z6Fu!iEs-aO| zSBEqMfDZEf71mb}YoZ%xJ}3e_MorGw2lmgnWy6!c=9#@}P{A_!fyU_m=ih$50RcI>Rs&)0Q7I$b#uTsmK$>z|iEmO~Y!;R0P&;*9D=Y zAanwfG|IwXZndPck5~7KdP{%)-0c@-b8>OTuI}qtd`TPKd3t&Ri6AB>X2E&m_VEcE zmg(tf?kxG({_gV!sbJJ3X*GTQHtU7=?W^se?dt36lj3w108Lg=wh!Ur!QQ3khnOh~ zc97H5)YNDb20zuPX=p53b4F#zynlX)RO1+X{Rkpn<@a6p6o+oPE{O1?kX<4*oPF5O zp=WcFtuQg>hI&!!_!3OzNSfqKAx{E0#DRY)FP1~<-n&0TK{``!aiU1m+C_bsdOY^- z82*eCb7ez+WfZ?^9#}xUeXVE{W}w!)zU3Pgi1__&EneB)KpbnJ$-a% zWn~2{%h=f1JW~IxE@fQL6%SIU=8b5aq^hba^@z*i@iAVwC~{jG$4jV>p!WGB)YcG) z#P(|G;@0}9e{4n!6cqc6s9W((Qho6sIEBO_zfkxT93(fc%6 zMmz}vysU!;_p^=HswTEC6h}|3gMf2s|0&C+ogmqd9eR#CuKZs(-`phdwaE3Lx)TN} z0!`_gDne{XpgE|-Y6;^hAsD;e7x0dPuw>xLrV8;NuRA>lj5!a#YEYc05ctLlF||C0 zO<^MlJ*olR`iw!hpXq%~;M1OMru9pkDPb^~Nk?5@AFac5?l)t}u$ls#UEqpr3Xi@&ZH(e4r60M;i7^Zh5EO0C&vQUzm*n%XIn#)5?`=gX={W z!?2;NI!`#c40kTT3h!(SYA`0>du76`BxbFE%&dW@xAOwEYB|@ur$>Yw+0cF)x?4J5 zZy8&j#SfHEa~+f-0{tmH-o8Em_b*7l|M>X0A9cDA-gp0Kfl0GhptG76n^dA(#OdlS%E27<`iyrbRR zI*v7)ayL7N+Cq>_&p>S6vtvp=xP~)4yG*;N3nv-yMO3Z zCU13p{Z9nXw3SetS4BQjIj;tC3;L8hYX{dhQ|NrDeq-3@C9oPtB@xuC2AV$x{>hen zI&c*w)z$BLd39(LdY54%jZz;TymIHx=BrG=CTwzWam~%lXfY<+b7zJ%V&RCrj_w1L z%;BLmMVuGlfKnS|rkrhUZS(3y(@+7-+;GOR^|#Y_pnUGPZ;vj2JK@6|;NqZ<@gukt zI+LhwJojEF%()jw3nY_&k*p_TJIJTLCae}CVE2Qfd$63sl*LHsahl3?=- zi3z?&uaCO4bi_n^O2eQJN;eK39#Z(0x4>$^I0N4c!V~?M-hlq|nYlJQax8L#u^ekh zB~@RdfuyWt^1f9mvgC#}AT+lTdWVPLThO()X5_n@skmOXkHcpnIH=2)bQYpROay<> zKEKOs-|WrbRhdBAJCS%&`oR)Bfa5C=Jm42)bJkxa&)?;RWOVRVOWufJ>VS^1JR%t$ z+Fz2|_ly8Gx91I~n`eC8`T%e_0#2k@E5TS*AS zpkcXKg&On7lLT1!i2>n z41#bF?Z7CT0YQ`n23W=x=b3pc5bxv%xHv8W>4BXY!89X9kQ_z2Ph_fjtud3mYLlY> zgjE#E)Y(wj?D*XYqd&!mY!<(8sN62^a;+|&A#p3*W}PsGB&TiYpAq4Y$$m9NI8jbR zA6>rmn7r%mcubM+9=ZlLe(rf8Nr%)nD^4KH(Cj@!X%DYG_WyVkfUsH)Jiz^9!r0Bf z|LG3$=OCqNdt}SAWAXL)B_cNs3JOYXU7a{(-25$$6OF5b8hcy|h=fVhiYW-l=2a5` zE`}ryGCggAhI@#b_$Ky?pn(yVzW`8miMzTn?;t5ozE@~@AQihz^o|N3+TMk|<)Au_ z(-vM=urCOkc19~O;(;-jd+jhAx~!J@0y0g+jbt4c@Y4o?r3_E?U$f!Pih1>Hq?uDb z=Xt%(%E|&I2+*Ta6JAJBGSsUxGfB?fO2`3VO*9p~VC%*^n-F3Qq6~D!LjUG8VWgKB zwj-AfuiYMmSNp-mV}(_JJ%jy+F037KZ1(~K6Utr1mu1zLBY7j4iJy4j>AlI`d^NaSz1_!`JQ3ph+CckP|0j3X@2DM zo4~Xeki^SB`Bas7ke zsu`Y6R^5VPClLFfZTf`u6P2nlr7th%5f7=1^~u$?&E+3PUuJ=_rMGu$uQ8?%4#GM8 zg{QZr<^F`SK#eliCFE4y6ADqV##?UF033fT9=?5=$Wf^P8Vw1~(P5m-n z##2doxqQW3g=Up7ZGxWHS#PuJk+cOI08zo|Zy5i!lYl&Zzbj#^Tq?wrXdpf&*!jhX z7khb?ud0DT5!nHafPX7Hu#vD2fBhNf1+Vu83BVigsQ3lkeFoe~EtCBd?Gp%^fN8S4 zA21;#HBUc_*dlv>FD(&gHIim!<<1=dh7}1334BpKX8be-haoJQi#@@ovsfryhu(11 zrMvt4{BS8pN5@0gFSTKt4Hm=vI7q?W>)eY+vO3gQxpY=WTspk;>-MRe4fDUqi@4WO z#&_J<$AfJB2G6f$W3HZ6mYV%lN@ELbK~hVGQi?-ERgC1o6f+>{iKgGerhn35EG1pN}R z?B~Fb0-|U7-{fDP*Dl?Mhs9IbEB^k)L%zDDvD7(5MRgRf_zU(_($>%neZXsckYBK< zwc;Mv4Ss7ix6zjV;Pjk^!ie|djyA)#apSep!l{DAoD2>ZhT_s8*{>;bn89V)zccTz zVK8|F34F1;aKg$%Szt#xeZrlBH@Vl5nt{**)FN0#O-+mX#pb3a_*bt)asd}hShJcx zX)(R;yu7^3kYqJfM!x%M{2Z{d;kHh}k*AE~EA%)Wstjt*Ro_-mV)axh@FG(fwJ7;) zEiET4*o%vc*`COYrs(4&@w}ST_knl>pb2&Q$?8B<kp%$~LoM6u50@!3x$|4`T z#naPDO~$d&Q8@(#GD1SEDNf|;PeWSW7K~uDl}x>yS_JX#LEDi z%p7&@-42jfQj7H|A9ijYdJ_`m#j!J zLT4TqD`B7l9Eo>8YrVE_xt28zI-^Ow_LK5Ad6kM2Hfka$rVaQAs%H#UeA>UfSnu4w z;s0T-I*6OGx&)mg0|P@m9Rr5aIY|fTQUJkLs{Xd$f!FO=x88P{Ps8s9#pr(BljCVj z&4_5puA}YsteJf~e^ZpiDa1MBt1rUu?Y%bmx*EWtxgr2+(F5CFUr_-ds+ zHVa_uIy?_DssjbdRaeToXbPsR%CN9^tgINzjaHwmIT!oMe64F1@?Ph{;)u~GNkC(M zZi6A{X3gNTTd6YXm*ZMaOi6J&ZrmMnf(x4(y&3h*Ck8mns*|%=Uz0_YqcYnm?!7AmElPyvwjq7u^t~TgPb7AnFka_AD7Q!}PUxa8 zyM4MjLV!T}9f0nG=USeA)=@XLUtrnv>lX(O(x`_xo$<$>6U~RUK=cg(G8d4*6`tAj zeIGC9$z-IZT@T5fyuv^Hu7gj+2_gCFYiq5PgBOpbh~(^r`BUacV)ofaS6p5WTol^h zVSs6td_O*CS?C}xM^6ZHbH2{`D@@mp(9cHTg^)=6`}?L($j29uAJ_r%&Gwoh4%XP1p%h;YHlsuC4p#!c`<5Ag=r0Q^d)>wCWq}yz6FV z9A?0Y2nYxOM8K#D9HKE+DNJW~4o79y3t=*kq;wVjI|uHkjFCI^*lMRwY(q`v%t}Di zy-*2erBIV&!HK*#jViv;sRN2l@Byx5vY%8i_a_5H>8R<&+(+83vZ9aDm!?~1?sO3h z^z?|q!XRNu#FB!3SG(3?^5UEcF0fOPu0Xv+jbVn-O_)NSzG73bxf^-P%mGyzIIhaKIp>bT4I zBQvagNjVh+8i31lwi%3qgZ2k3$9ySQQNp|XRM1VA>NUHbZSpM9le@ld z6tl_0%Nv|YDEyGouZ@k!B?hTku=Z>fxJpY*OuV{sC)&g8afY?(l&kzXd4`PggfrVq z;6qB#s>)^vl@Ji{=?9AhIEs2`)fnde?E_y6D|GHcHzs!CHrYhj7AuY`r6CN` z9T%%cpp?k2hF8D9`27=a9R-bENTzS+1)c@!7Vg>kZ-#cr6cL8m*yUUXV(#aXoE&mu zw7KbNVt!9&?MC4Z5{Y6}(6TzaxBvpl&CP9`)^b+2xT2z>yu41kj7^?&-JZK^{Zw=@ zGE6j2EE2CwuUS1;F-n2@#I;$CA!*`3Q(s>`q)lEBT!wkJ_toiow}*$v!CZwwyN|cN z{>plHXtu{r+HEm$T&+9o!3G~mErhsdVebjg+MKfTS`?Gl&;C^+P-I?sGqK#q^Svgl zbx!h6*hY|Qj)D7ZnM)a3$DoM$!{bbDRJ6|h*Gw!ZTRpxXd= zX`H|WN}tgyR3j?7=4E|7z2%h^0karpihsSNK+eI(!2u+b)vrImnlLjxje_2P5F3pd zE?Q_!0nT2US?Gp`z6FenvojzIudn(RH9Q%B43s~a>3y}3FfymekOV{o&_#90fut#r z&GN@~YTwxua(KZewvh)OJ3BjqkNXP1T7lB7>#?1*deg@xDfs>!+%@lB6Uxwe+*!|$ zvLa|aMdhvIkQ11TM~IEN(7jE;GY;kEkHLco7uJ*h)5uCYe-}jMHb4XKjT}r1?a6p| zi$$V*A!<%JfBXUU??_RzH7@bK__qzX1RWu1m}jEtEJg^KzWa|f4qUVz?c zdw6&#EoF?z3rbG-3d8p1O}`;4=)SbeW&x#fcz76I{s%2|v%?=oyUcYmPt59}C*U}IrnsC5-5K??RmJl}y7YmA2&?FHOzF?Sk%H6p0uwshr`ZZd64 ze3Y-c=BhPjN_CL2(q*BtfFkRdFfqI*uOM9Ln>#~R#8I{lFvWD{3YhG?CZ zeEE9jq}cU3he9Vhk*MQ-%^iL%#}_v5V($%L=p$){0={c}BKY^<l3OAlC0PnytDw&BHUj+a#*sSsB=*VBlFYgD~q?VSJy}6X( zZ9wA!0uhwG{Ctrgr#J1)B{M^;QQhl%`}>%Yy_*u@n#nenmT|+|t*x!VCj;b=y!$yo ztX*7QHtI4*i&Lorj(h&-Dld;RP4*KjL9O-?xDG|5XmPfz+Uz*V9;;uU%*=|5QZVB4 z=*rYTvlEKsDk>-36`%CIwH{QRwaMy2W9xx*0O`GycK?j)q%w{31uBIynWqv-TLp}zw&bC^@!6xBD=lIyG6Tp@8n+; zJ3S-f_X=2{F)Su)xq#VHD$O!(7N!@J_>0b33p3km{{+u1U`>UhrS!gFIWWLPQ9rCr zXHq>xadZ9yzAVpwT5O_0z#UQ#4ZZkK8RIYsuWKpLVRCajk6e)>mGfU@@z1lR^vukl zr30&PYh#nOos7+#GHhH0)T50Xiv;_9{K(!&d=~v?*D_sZ{7 z*MGiy&A5gX21L6m1!gMp4H)HhvVB_+khP0r4Ks#yRX3NZ1Rw=8$A zt>ski8fj}2%1ymbW4x-JYyrfzM-abyGCoE+_yL4OL}cWfXC9ErN=vQn?JFA_8w(3* z+1P3TY9P!EntMTIfG%%t)AvO%~JVT}z<311SVZw5yf{EC8f9t%BZr_cp4cH z=(PJ;D#faAHOhfN^gqk!H@CbYDqpX)w_rKX`8f5l|@JNE$#1paQt z-ZRCYSs^$6uA@>5`X8z7WZSo_I;;0-M`_4;@{j0-i%ZZHtO1E=LU*A1v_`1 z%B#(`>iT*&clUYQdSuj?y_uyWS94QS0u=aG{ndqq50i>Wa#H{s3L_T-hyi;1A3x~8 zlHNh*(!`~t6wMuc`SQh_&7JXr2XubgW$NjL=A7;FdoJt*D8k6}w#aHg((4({&CPB2 z=r*D&LGdrzW7N6n>G#ys)bHOx84x4KLe@E@y#(s(p`NWm1jEHTo94sn;rH*~2Q}w{ zVmr*-Yz>|}SNUL!)#VofQVAm?J7M%xR^j0-(UPzKlR((H1V34&kTUF}NaZs@+1s3E z#Jl^>f+%gj?|&fMo+$j`o!Nd)4nxr<=Vk7tSd~oiP7K#yZYauB&4L^Kf}Z%NK%8$^e#;n*e+k8lgi4- z0R9h)dG$Z-ElK*jD#IJ3ys0-AJfBQWZyui(*c)iDq`<@0_LzDKDo9@9akaM}$7)sPVQGIii=YOK9vTgIdBt$OWE@9fj^QlimtSG06-6f zeIy=J#FaGSqbg4pU|9Qsp3B0$u;?2tUSl=$6YL5|Lcn|Q$=n_ zxT&Z>mAIV96``l62iK^~kW@8EQ#V)j{kvIT!YbGfaEQU9txW(Rv^Yt5E4&-?w3qWq zn`Plh`%$zP-HwIl%>Z$KdTK8tGu-BVFH4Kv?_hFQ3Z_}~K-pqYe! z4(d!>JEA6+`-@N8G<6UVgkX|qT)o@G+Ec#h@^Cp5Nd(hqyh6NopbQwd<#|g!*<>J`SsBv=*QRv zanWI+Yozw6Wo^s}K5=TjLk!^71CgZfeL3?&`ON9_zDG6$9~lcMjL#LV$u|++cuM}Q z_7Bhx4Je^qluSo%qGJ-#{^yRh*-^4AVa&ht)Fhwjk^WLV6ML42?q*G9#6tW;<0^Fi ziHi^BqjXQt%#iRn4*=)DW6p=(^9OL`fZ!E8qQK_fJa;fUGNM~;int(|LLPPo^0jR} zub}UA#2m0s8M3AhFnGI8b}vp|`&uvs?=CCBeMB}*BHdQFS};J!B{%TI|17pg{9L-lVG!BBonkBWSgIM*8t-zfCa*NdLagcB>un-|PhmNcrfMhC3O^FpA zL;OKmMP<{mQU33dKz6Lz0yubk>QulEUj@F&ZkF3hAi4m-^4!dk>q`pV&2*CAc?&JiyyN6BFH- z$gzZ?k5QfiFkAs71q69uyQ-cl)=+OO_ED4Yn$%dWTjw z#vR^UJyVCQxR!x;B?F7mr5YGK0kiMhuJ1G5fMd{f8%#A&ziIkwyhSG7$0?~HUlZhNwREP4+ajTzjq-W0H))A+->vLoH3iU zzINQi;QK2VCo)3OA{bKw8VI<306Qc2d^?_^=ehuguY3AihJ{4Hi~AT4v4z4<_xkYj+rwvzYUtV{G{XI3tNe>#ct&7 zw#iPb+m4Num^l3o0B{4MrRuR;xT$wfToEX`L;C%iRk(O~8o&^Rm^KE+Q+Nl(0c8io zQ-S@%L+blZY}j|<#R*W2y5--#eY5BGI%&Pe!^MqTzet#>!3-3H^EF=oIMMjZZ~8*z zXXRk8Zi$(JVMavek-`)OGO+&*i|b3g&GGGc|1c!9$0t!~-Ts}%mA9ucDL%g1_2>_1 zcX)|oK(PhT&gie9HSEyHNa@d?>D6=ZW^a&?>9b}_wWyM$(a8k7);gdn=6Ii?0WUEB zCS|LV9Kje%WlI?Jp_=VJk85j&1_rCG*DGJTQMugtzFn{S`VKuT!9prU?4R(~Jo+nI zhhC}neTK4sN=K-OFHV6Z+MZQFm+J^;aeek)-Sx&&*Bw!O^P4cZ+bG3gIQ^MCdGN>1 zr(`p1E^_JuQ(V_TKt~?z?+*?RzOK2>m^h%bCULyjQwkO~;>^fjq=*3nAKmNrOSFm7 z-x*j~@HqqifXScK=p1{mgNmUc>FNZEj~EF#wC%BNdwG%0Jj*9O*Su-6V1@;#Tjh;A z>7ZTTLo-7BJwN|LmBGBmBYu1rJ6!bqLqM04Q3Pocdl;e*^}(|=>!rrJKfdaPK36km z{1pLzLvTner!UU^P{$gt<8>>HKSR-0IdG%o{*f;_2c8uG8j*s9Q&q}U8Fq8w4zKTD zdTWX*U>%{8d*6NGX7@Gcz;Kb{E#|**Q1>I*_ZTg70?#cpiX}$y0hS-jbQW z=eN=_GP@U_qqn5-!wVZMd0k)wKgMis94~rU8EdIavNQtKu3V9>r`j4T%jnxKU`w!$ z-eaSMisVj+);CV|oO^**lRej~l>R9VB$~(0S7f4Yq=4Jksk3g}h=`^wBX^p7E}cKBlP}X^4sq{@2fL}`O zQ8H;tLipIxXdv2{H0`4`{%5^UE^dMx0?YW7dDA^^d^e#$kBQmVQTlj|B2R5M8qm8+ z|KnE#{bCn;D1b&u(!Ue~V?0}Z{rF(~AFt-lTjOkm#-C6T zqa|+dGuRJLZj*cE7hPekD44EaO1 znu3~fl{+AIKF^h_(cyqJgBK~L+3r%EG-vgz3+Z#pFimE8kXjmf*i;V=)JsbN0X+s~ zT-ca=-zuoArZ3`InMh|ax0PF-4A z{_`gT6H}HW@QIU$(f4(L%>d$oCZM|~CUR!1WMpLCoT%T)BFsYjag!};be}PzC6g;V%F4DjA0LML(}(7FH*B>@xhLwCF>!D5KdhqnCX*yqB;shURXq zhPpbyqEF+Nz<_<{3!nv1`bTVoK=LqgMd0-YCi(c-I)t#1|RMhA} z5*I)jAfb9lZw5IL*TtoF+gssp%? zlU97Y&9%*Vx*}7rpfOXRLmmtF(XMtR?B}CV0aAT~DcqJUSP3FHN zJun`y>kUF=h(&hSTfahsHX&N8di1;n5MvhXJXyB6oN}};!=GS#d&OCx#FT_>W45q= zz*$HRLxe7If3&^N;;Le7wp$el7gbhO1w=lk_sZ_M193`rcD8e~D;Vd_B;9bM(6{e| z1Mm}<6wttYfM%V{OHU`P(&Qsk%Xph>Vxb4$&w??JE`_<5kYT@m<_^3Zk-Z>211#88 zZMN?5b&>@vZ!or?-_cSd(B_b00m($>zUDvwTar3{&uWxrH57p}=j0PgJHq}@f;Z4? z3h4j~p*Ebtf*#tO#_pxslRdb!ioZcQ$Hh1tjG4KrO zg-%XRY;0^megOi7cz)WjCl*-#H=EArhF%1no)&EaHEvGCyXUuni#Evy3 zByh5_f*PXW3I$ltxIt5?I%_cUyHP{o1Nm}LR*!WZ2i6;ePU3QW=l}8o{O>7p$tjhB znsnStGerYD1Xwf@9sngkUIA8)3vBbRWy)aUMP6$Pl@yFrZ*tpSW%pMfUV+}!=Fi2$ z`8XFa!vh`nsy{P+0y{N69=PLL0JO5a3P2jnlY9o4v!~dy397W9fI2!a&ozTt2Q;(3}`_4+$VO=<^JJ?b~^x&n`|b9{NKnU z`)UmauwFVjItKOs&&c`l@L?rc2NW8c-T7^g047zu5Ohc1{Ecj~`QQ zOaR#kJ~)-JH2_T^G}4IzruC2hWJ~6ER_sFh^pBZCnduLdf^t*JlK9|O1Gu?Vke%K7 z4{rkU$om}}2VS1*Rc7qBH>Ms#9Pb^n)?*-g#eqy(qvEh&EW_zZFgLw4@KGUrY6X_Me6)uf2 zn(t)uiAbFr`0DwfUK@}a zurELF&l&i7%e%HJ7psEe)MWy0O~Bhl9Ve+?q0hvZTqpS)BsfZI+q`W1?u736&Jn{Z z@|nTmxc=hq;#~zId?05AP;e!IlVE#WjO}wJW3%tG5AbEM5`5D2PryZi7o${K+F2_e zJh)WGNfP~%3tAJ16noM1?)e#Ch3eSVvCB#&BT=|$!S8~`p8t&0@uHhc#QnflV?new zjgJ%z>=lOzcrH`R4%x9}9ReUbyc^$hZkk8L2lpd*8u@F)N|4vTe|-FnPI!P~?qfYpnR)tyT&cXD?W^y8SQXOj9W#Sn& zPf3Z5hQ@3(odf8~Wo2ammyHe%8WDu#{h)4Q0i*UeC=r6llio|iEbW@)FD69LM{mvvLKa#)&SOY;ZJYKBfd&nVp<7>QxYob!22Bg>xkjp*a8wFm|QOb>WBuGUqE&_qFO_=174Tg?JhK zGBEvuSf&nMEMJ7}s5Kh(-_0^icq6I22^#Rb+x-hLUdM|3GI}8L7BB#>(k|o77-f69 zcnwT6Fa3w~H)hfLjKY0t!d&3Ag2dCo)x6w6gE<_}5s(ldm5W*mKl=D`6U*n>(ENAb z3@P?gVifpCpLTh!W@gcEtL?tee|~-L$CsNNsQf?OL01dYpD4mn1|B#@?#YKlcWL%+ z-UmqZwTR{_G8(jbeapvxxt~QffH$CVL>GLpcSfvPJo4Gg4F!9IZBQi|UnYDkG2n@t zn{V+}Wc9j}RxZRCtc5VESm;d6xInY*auZljVDW)~jRCh_AoISMY?)@trL$;5n*r0) zC?bn%ci0!`6x)5KI(@Kx=0-%|6G?V{KFT# zCV5Z{do)#GS{hjIZzh z{CJIyj*cwI$;Hm6`_}_rXF8|Abhsvpc@hYgyAE{UVA06A_bG_Rt zl$_oXSx0*s^&!6)1`Zq?SDqRy?@~=n-5(z9KUN2&vq}dgb$8klZ_8|EW;Jx?#l$AZQSJG_@iI7yXcZd)bCE1(IviDwj zKEL~ZpZ9%_<9UzcdH#AG_aEH-e%E!K=XIXn@%etfpR-K2Fyo($e~Rd@Dfn@7=YA_) zS*iZQ%DscltAAmQzj$T%*T@Tn_~CEgiY1)1 z;2GX&#OHNfCznr9FcZGAM|3|OSJT;D6~<(n52}7sGd(z?Mu| zMz`JE&e3suG%4gtyiD=Kg+HiS269NhFRK!zQ&e@@BuxmQ?>Lab)kJ>Ax{x>lp)8N) z$WRt`fOC7oc=$tc@yG4I8z6gN3rU>5Yka1QMvi4*j{mM!*#5xDQwCH)GQLN5wj81i zrdNy+;H5Mlt_c$q6uk2_@Th>mCZcjw-@tR+TA#>@J#=#6lTU9qo^!}tM(6Qs!tnNP zVdq%+(csqxsZx6sl`U8=5OXp}nSiH>bb?*XIFRk;_YWkq83Vby-3xi9o}?dnZFjEo zmQ;+$qtHHIsTGq}k;Y*!eD}J+5wFOos9b?=EOVCIQ|~?;FeSCFC@ETwrE3cahLov?9fWQDMd=nRnolte1YS~E%vnEk~~$boL@w>GIPyl&o{4{ zo4eoUyFQa)mf_*!$#x-kr?lGiO_QSf=RNEH_1&6_`)|3g{YD`k5H{Y%eK5c}{{mud zwKY)jBrHEQT-as9GBjtyWbRk1mCdn3N8qzX#ZywfR_jxfNujbg7M(O98}?zrhnn^+LFaUKYj9BV2nh_8?*JvEFW;mYi5O-7`qG4{#Fl5u+jR1z zFDgzCe5RzGbtw$w+1#IGyU>M{pS9tpavb}}XZP)b%xG}L)rh#PLVrr0*K?xb6-`Y| z`p^ifm)n?JsFx=vqC>zf|02ga^d#fx;1fe>W>WGq7DcH^mis?j%+AuhUiO#@M!CC6*jTLkbc*`?nrofQBPxNnvpq`xP(P!{ z8xeiT&a}L3%=b}X@5-M~gv0v}P zY41F$Gu@x9CpfZ@R={e*ab6?quITftM}{vJe8~5lVy<~R&!zHgIN1A~i)T(Y zbzbOwx@-435)|fmPA?yBQX0rkAR7_lv1_)@ZmO+GI4r0~RjoR(XtEa46wkQQr5ig^ z^O=ciCm~0>r@>2x+|TgGeP3`@FTM#^=A+?Iwx3&b#a++y{@7}M-Wcv~Q@mf{xDsS{ z+$@IzON(z5+Z-gIXp9bufq};N7To~kAMlzG!hg=LF~&=O8umKubuK$tvh7U6V3cO7 zbzNR+lHcSprvn`-$FiiDr{1RW@_e3T72=7PvL8nuEQaskfC52*S!-&f$pK#HS%ZyT z>5mm6Q&*lcs_w2nmF-4;iaK=b==_OFdzy4|Su^gCM<*#BfTk{*dyo6hZh`hs_Q(0+ zE;p0IbjS|aOZVU0}W?v|HcV2L1nJM zeD|xLpUn&&^7M?ISS63)aFuGGb9u8{LG5ARUEc_d3}+H+7cynCo|_d8BS>tq=(>-5Jjzo-;#vOg-Zl2>qS z4ZChfLDz@NhtVtU3lAe>=HU2<+}djgIp;~Mmloac(FWX+ZCHhbPla)R3a?B@*%M~R z{(Qn3dl(ZzQ=?e7hOuhw`s%@oKlXP${uwr4+SaNL8`k2n@-C9#EHixGosi`(rb14^ z^ZFPsrGT`w^nnAU6)D$~chT;rAYLEP@*)4g7Ll@pFIcK(Xw!Eo_7ehvrMf733sQr9 zLfg3hk>0zn<~Gk*r3S~t@ylaL`d`zq$<*Wn`Lf$GZp?HS&LI6HlKR`TxIC{XUjbF+ zIiI8&-PyW<0_qG-pDd5t6M3ma$N3&}yBum+`&}Y_D_)20sP)I!**9Kk*o&`j9DB?3 z#-r`#2@0Oi+N3w&&Cy~)N=hmPE0ClV0x69?G2hG_exJcY_*n)H&;;O zAI^F#x^uke-mUmKfr$5Fc;YELEsj$=<#{Fcr+nlI$Vii;SJbyUzo!Gu zVRl~i39~)4YeC;Nl!67AHHGBkCRRO)xI9ar8+^1N-C@t;}I=yUuH&D^kvL>@t^%(`vAJ|p26zXQ_e^gUbbKjUM1b^hv z!Grc=O-A1%j=rS~78iA$oeGr5an`jDJlpnIc{;F3EVPd-%~jI+)+lYrcE!pbvMb75 z?@GqsDU)5_UCnmYnEMTNuG~v(+}C@C5-R@uj7!tmqjfCuXM+4TcJLAxtH?dfWnTYW z*uE!^hX|Z}Q~du<%Pn1vYMs5Q!999()t$2?JD(XH>3QkRREL1;sW7?ca zT)VKPlHOmMZ_|2h!AIS6$NpqvV*?s?!aCw}>6``kqHxn&wbq~7(?c104lk-$Gr{4K{NJgI|t=+Dm|I_kuZMt*6w46%!?dJ9py<*V&!F~t$ zg=`!gZd>b1;2&yc=;BTP1|{N+P=&JWP?a3j^0i&D+MgaCo&0rfdH-EE&rPm@56n>m zp|^ahTIMAc>6|vnX`jyBmue!fbSBgf@M|(%UAsE3t$kkMxnG1}wg-#gEyaE{q22?& zEfOF5yexV@6hIvhk(HH|6|2Z?UvRFWgx6hY=`q^CbN#E5zy1L(r>XM`d4$k?UilA%2DD`3gH=vi&N`c$eZ>TR` zQFPC%lwn9Dmw8{Ya)68$7tS>!P{Z9-UX$j_jRWp)$WoHK*&S+FO*D%KG$ZD4nS}D_H7Ksx!rVh^45dC+5(c+5x(N2q#Yife-3{tZ0z>6-1$ss zfaR9Hy+F^~p`n-tM$Q}k>^r<V=$RZ7rhb>*$)h;G@KiLJLq=m?xHPYsXiKrw zmFkF>tHM<8c~T@eg_2WwA2x!heNtL_8%47Vmo5=CN+HG&vj0?gOw5Oe3&t!gy2+mO zKHt-VlMOqmC9CWU!+a}8NM#BY9caFNg5%shY#s9=`Tc&i!Q~TrWeNk5d<9L{>?3ZG zx7>Fiyr1FzFO9FiYVb%pbY1lO{lt?^XGirfUaSJ|xwbYfYJ`|l!6TkKz~H!oAOmet zLIMJlt!eGAFFaj!y>m;E{&uhcZ^Pz`Ps}nM!9Gh?GJj9Zx4ksrpX?*Qu4WicLCmtV z*+X9JtcicLNn^FKOLOb{%Jo;zz^2hmo;9PHdCwit_d3oA$1o z2R%pLNqxV=^I&J$UP9(LMV6cDh}3wh)c4zl+j2c^uZGLv*~a(3E(`R&Me_cq)FtJ( z)IPH1R;^og(IQFt`RaKG1qFYC>&wRnq;5By(~sw3OQ=lzIep#UPKP!zd0J8~g|#8(gQ%aV%v`>5%9&Hj)G;Z&*cuPN?~9X-Xi zE0di`vSYl`(%^l>mY|E~=9o>rZ)t-7Z@+k-0X3(2wQTIfk#fol$;VU#`o+22DYH2P zmBhk&I1g466x?YHY8m4zD5vFLe$nvP<-WtGwxOVJEIdd;?yyM(Q zb^IR5_FQ=dle|_4WeN>%pI2)!8f#M2zxPI6e1k+e=B7=tjHF~#N!`#Kt6w7%r+e2m?7qz*c_BRi~ zuqDlVMq{QGf4ZqTAb+x<{KYFc=AIiQz^GDx4XXt`KpW?3*Q6bN6FmKb2czklFayrmcLeniWo!Jv^L!J1S{#1bZ zyjJHs$4~YW=I7N<`W+xyI~cgIPk-!aNt21gq(jm9GhHf{dT;JsE82S{;dD!-GTr!f z9i8WDDftBj78R`V)X#Pc91oJ63i8tv6yoR4D=f^aJFOjsmi6}HwBWuVWGO2kRjdL{ zvNIMUKm~`5?YH~~*VWlXa2R@bDNv;Nla~|@JR^*JvD!SV%6Q>->YV|}ccKP~_D@WS zkexyR3}e`w^Y7Fo0cOG-S+#)=EWeZz1wZ>t*X++K9M>-5Sc?s1@_kW{c--_y%kK!> z^PaIWB3Y5$wu_^UVCgcFE7Sz|TkgahOk13>@Qt5c-6_Yyll`TtkYse#yY2vMo$4nu zp@^f()4u6Pf7^2W&Y}MhsVbi{9>8o3Tk)lQB5vYHz@sJZldgfKt;(iB-Wh&>q;idF z*6H6QC*;+?9uu=CWuzcm_)`}U92_rd^iN2L>fO7qpX}iFWj!#pD`U_Rf@5+wJNs(-JX_>ySSgKi!&Z&7`1R~!#ZBHS6L}@Af?e-Tnh!}yIU~Y* zdPqey=@hkZsjySF3p;1|K4-W73&;|Qo7q=M?3(lW>iTxFpH|xp$1@d&eFEFV)}_z_}S zzRXp*Ex2D!@z*ijVofER%6~`b5>L1^dxq3}v`pFhrv=AYaps5$3Z4SqDd1q-W2Wzd z99l(OB+u6ISY?$14(RJ@Vzw6%roDQ6Pu5K@Wop{|taL8RMzP)FAE#fseVtMb7sonCMv^+A%-*Wg1 z$$bY_EVG|V7gz_;jI?a^P_ag{xQUR?gBzWrs&9cih;XMFFpvK-H>S~6qeI;&=e z7+-VO!*tEmp{l)fwtJO{7T zeYi5d|DdpBZ=EK(clm(4rmm9)an)?$VJCQuWd+ zH-4uMy`v&-^6dN6W0z*vsN=hN%AX9=->oMGC4Gc6-`?&coAN|R@x=Mm;D5+YcV6Rl za}B#n%IjNdP*fc3K6ml)UgvILlpzXRWDm`F=Dl8i?;6A{M~?llkN6@NXJ6@}YyaZ$ z;R*YHpZP&w<&0qZV>Ya9PNAHdhaA8nN{mZm(<`0W#gr%m>E{*q6dqPN-uFMb0Jqn^ zW;zfy$RZ6fUydbt4q~ojA&De)<(Jrw8TxAIe;HY*;%KjUk7TdmM8{vz8 zwbsre$E15?iR>j*WM2w{^N3W`rdQ>Z)9fD3V4q`E%3POJeN4`_XTKpkPr+kfohsks zu}k$;`6I&eHC(9bF@Y}XgW%CGg+v@fp^aR5%)2Qs^o#f5yPs7@wy0(M=eYjwG;B3} zyyh5p`OXVU+W9^!)=pcyjHJS)Co=!t|9&^bFaCY}x(%T6cfQxlr`61uHc5r+C5|om zVmvvxQ<<@KF(s)7~smp)sn2h1s56o%Vd>yc>+~ z7I?~cYR*j}gv-XO{O8{lIZF08WwwO6gtF$Q_iJvZsaA%N$zufV{BwWEUfZ2ev%fqR z7|0+KnN!=>LQ8yyCfqV%bCOXX|J{BBPX4jPg(LswwpK3!4$B`nN(d<@bJ{ETZVLme zv)}zt*Zyw&@mmM1yt}1Vzba0K1YT1PdM87)1YV4#Aypf6*Sq~AN*mZU$btZG`Vk-8TevU$DQqF+<&*Delf*ufb)fb;?;IA@h2 zx{|7|N(Zw@=`{6Nl;h~l(4_$&ynk{Dnpu@6uB43@rO%%${GCH+*i8TK9)I!m$V9~l z1?&aIA0(<&@eRuCVM3)2No%KyEL*z&=(LK^j`@&`YV&s*pZqU_eV|0lV7)aoqs6{4 z%4J9eD^1_#+X=wn`|VGKzWHfg?q#2{c9;ba-;Mb3sE-Cq|9oQBYZW26LTxBZcEIu` zF}kI5cQlk`>P+B1MUk5R-S*JVD^?qvWm*7ucxy+9@p>aCeTz=W;=dCh#FshVG5Io) zh=rJY&77lnK@vY*5PsYnAHN>f!=}Tfxa=62K;A-qhfA4~$G5bfFLAb*U_^EH_~QE< zHrk25H8%pPYb%&0j$CTnu}+-R&qv}DCpCVZB~5;awYspUWA};Emluh%pxn#gT=_7} znA=w=Y>M?j zhgDCN3QW}p&Dl$#VkEZi2G#S+UlDJ=y{54@B_$NrUXv?XKpXvg;d!xbV?kQ*Q2U=E4YbWq;&BNW zsg%Q{He>`iIKY4|L3}`EZ8HLqQqUH9C=<`7Vsh3LR91@8OAmG(w0M*zpl?2`%|zs(BC zwS5EYRk`UP)ns`{LC2Ljz|59Ds(R?usj(i7>K%>5Q(W9OYzi@8=(%|N_{eWeiv4Qd zJ^AO)+vi1dvjb-!-%)pG&9y8pj>A#9(CCu;GeJ_>(^`*Ty;KljrjB>-GTV$GR_mCe z>l2Jk{!Q|-|4Z^Rt`g{5raitz+&y@3ca^fa`M(dPajf9tL3dqelT9WgBUB1+n|1$} z6jMF_QQ4IH@7^S)VNbid+y8J2)XoduYAa6T?3=k&>V(l=i4lL2ytI}B`Cv2-pbK_) z6~t@AWn@bKl5!KPq^(06TgW4NOCQ?Sg!1& ze^!}!6Y!TqDybhnVqG>iHZD2pW0?q%<~%!HvYtqiR@0gdZeiQZXVP-hiy(}MFp&ldw4qqEqp_z++%aq+9LQW#E|zq z;ro*(z+NRR!+me{sScCL93v(Em%W>KPZ&#Q}XAcbtK zE+8o_Ub&=_p_wOOc3w+JocLFeA!~u|O%Ji;7;~Z-Y|6hzi4vl}j;VJ-oF$-m_pNnw z1nPfuR*4b+7I)(5}yML$8_e|lIIJ^7&}X8$l4$1+D=l&~KBjFw(7+0gO1h^r(~j(Q?Fuh7$G-OM#HKmw{mb{ZJMb9Q*dIk2dl)P_+9*M@IvQF`JGt z_Knpgt^N74ZF9C6unc+(4TnS=0rx`dB1BuD&AjncrTC--1d1gsy2SsdxjgNomkjXt zFKB{HOiZ7@e2J5Fd5;?CONLA{RTPzqZSR4vZ5&{7z9{8jHc+s-!Sh%{F!qK+CeC)j z!Za>H7x?y|bAW(egb|cU`kW_@H*mN6`1<+=v7h*US9E%3#Q7rH907I?4q5BLvs34a zFN;;G9QT6JtHr-MU^lEZDU65yWO!?s6$E1`RK95g69p<94x6I6A3AXw=MZ2fx4X=; z;AuF;EA7W?!g%%d_0e3~@asNtdMSU@)g9;M^(oo<*M1fH1tpLDH{iGG$5@W*4v&qk z0dZbkUA1C237u%LEZ=gNAHFc{fJ!2#oGZn?0jWs1B9uY_QrrG~aSGLBaN>H2iGwT=pF6F;lK&9+lin^3Z6W-aa0+L7mF|H`3h|wkPFB~EBe-eo(?|>i_7WHUL%2TYsgoM7~Z%>OQDkq-kX8f6RLUC8L z;SknZQ4y;rm?LvekmN5ol~h<*SYGY{z-{>}C^YU%ty%@A1Uyk`dfs1s0VNa+k%56B z@_n8_2~Lr^5+~K!)wPR^ERg-g&rt<73Y?P^C-3q1;hkog>%Pcd-+~>+yl>wJ@Yaa> zL*PK;kxttF`H_}Ymg?5X+{`X=n`~vrWiJI`mu2(m)bN6^h=@h7!duSWr|HMRTF_r6 z>e9cN0vGMYDce8jkU$?MNaymXffGgga0J@BP95XA7rhBHRcn7zXemQawdz9nEgBNJZc>K5; zBSUrk-MafxD7B)@Y31*Wu&EDengAl(J=W7BlS?b z>8fX{&3#PEG2W2qqkars30r?+EmP$fUYo#qUnYt)5>~>KpAN7%;tUA+?ac*LBGC4$ zma>SqUXG`PnAKr=3Tzj(I5K8dR#rAP5Wc>_e>{5p*m0^W(yS-%UVUpCG~v@O7$E8e zkPQ;>(7wg#UKcd$2-Gf*H6K23U~sZC&jTD(beQdBVp_!ZxcKpYTY4v$Y%_i3LXj6? z7wHJZv^icS3`z#Ncm92$ z&BKmx<&L0vb-1B!o8y%j_pK zA8aUbxwX7iVV`!eu@PONPofMojK(w^K6ucY#(ir^3l?kIp_NQiTl+|uGWZ8Ix#mEv z6Y9$$!gTp^pfX?6T>-?Fh$b&w+owkg4d~8XBjQ09ot@?d|II=__FvC(Qe2IoJx+f8dNlC4xQ6%> zpJ;U;-XxF~)$EFojdhv%C7VRot{2kt>C{5s$ENXd)kENJD`DZ(S3aUvLYpF( zdpm+G%*}W0W}Su97D-2;P5>{88ss@&3`aHnT z#t8|?e=yh{@FU+{OA2&IHLd6}91Yz38pIAlS+kuhctCJrO>)M_B@iZcy|<7?kz%H7 zLl7l6F}>lPrzr!Y)ge#<1@G2x%{ZWe@zCXWUHU2NVjH}v#+kon*=1H2)X zXyF00kcqhZVhCX2&VU<>$Qo20aszm^>FLat%G^nGTx8BrfOHHCg7gn-)oy91<=xM~ zhamSc2hfneU1%yakL16GfONV!^-AG`-hC3L5r?`wJw12AbnBO{jy5JCTxy+RV#)rK zSyqGTLwjL^^)%fWUK)nhjbI)#P#|>qj6PXJh5v=Qwauf~-==Hl95``8D^KLqskPO) zA*2MY=HKe;M;^5FuW0Y$bb%GbR^0|09^QdX{C?=w`*)eAVZTsxhMlvAo+xy6N$+>R zpF%h%&czMmiD}EcRsNu#8&U@`C#?sug(X<7pV*gt?OuKS?+54!hQ%Q#CvWG@uBfO$ z0SgCcPCwAq)xCJ}A~x+(L195bFS06JIR6BSU-+nscT0OpDv6oHSb)rtBclk5Vp>+A zC-TV8&y;HcTMjmJ6y_bI3~RJ8f+e{Pw(_p^OEH`==T$FT;4!gnCtFgQVGVt}y%7?E zOm~cqE(8{sBs(|P#@c#qrF?q}l~<#C_k^^wU#=@ju4^AYeE5-Kj>q<2*xacESf0te zdUU#@@eIm^Yp(8y+1=gCpgbx^+=BOhL^pz$sj8|smP)%+Ysd{keqJoEMttw zT+d+7EfuURFUQNdtw)R8!T4F2nLz{)x>Z(+?q68=c_*2wxYT{w#?Q)lXsDBPnxXQ%H$UQ^DfuSKWkH4;&o67q8?amoDDStywr}qFM`CxTSc=6{o zz0|&=iC3MLCp*#d_l@jY*r6vE{a=UWB8Z1H;?^CNZ+e5Sf~}J+IDWL%)V_H_PUK+B z=hGA-1xS>zX_nAb2s30ds_oB~wC4cN=N5?WDJC|=3!PD>A=VZEUA^;F1|}%*zfYKn z_@B^+xuI&+IH|~zxajDbp*e7azV{NDi1qQZW)2aK}ab>Ir$sAWe=tFqo#|3={y9bDv|4x_8j0^wN#qvd#p)^E&`LJ6ORX?Qu zU`8LjNn5zzyx8*D?(2RQ7PKnn!*1Y(tzb>}9IKZ)(Z+2KfU|V8vZ`uma1dsO@IuPo z6mC_6u>;+SuCA{8IXHNEc_I8l0QbqL;pJ%}8TzD^fu5coVn*oYVnHz@`k3mHAb=~} zLoOZXLV}o72KiIIfxO?G#KT*h;t#Mv|!~2u33^3usG0+cG3L*gbQu2S>MJ=b~rn(3Kb3 zYHCd|V(>SF=o6Oua2iFDkfelZ%d~5{m_+pwh6UTRQEnB!hzMz2z523KO+sBoHSOzL z+ua^GWf-pu<`1iRd7?dp{Y)Ht8f`>lG#EEcTHgBpT^p!R8?Zy8^8$u!g>Uy8!vv#-wU|`I*oycjQsfw>@#95R_$G zIvM+M^{ZFuwJc>|_wjTHR}~c%(Y$zbj7ekV7j6zc2jB)LL2+tb=|zlm3-byK`EY4m zV+Tv#u9rgZQ}6Y_$UJ)V1xFX9a`OEbaw5_%^4JFEi;p9PsK?zQTzDlxPS)e^CV2R! zw8pn@4Qt=?s!N@iYEXuOn!>AY!HG?DYumpJ{QBeOkYCAhdJ0Y%rD}nB$#>#YGxd$vMB4(r%aQ|5??uY}x6P`oA zbzYvB>+_3lIc&kn;Ya|^oj;F54XDYy!De*Ar|=D6y?7E!h)J24q(nw)NGQ$2Enw>a zHz~j|1<3Az%^cw6txu58(oDlN`0Zx18EbljX#)V0Jboc9*c8qcC@xJx&eufK32>&M zNd;)W9A{F)SBdRTvb{rd8xq_zm@69WZ z=)JLN6J&^5G%I7x-7$7l)11GKssCZ{(2^BWh)?TtDn?A@+SUIM7 zq4gtJv2t>9Jr=5}^}fDjQ_J{U)_Jl2f!UR06&D7rxPNB?jZ%1eyUC8Qk_kwRCaWfZ z?idK(qu?`-*-zxSNvrr@90OPOcioJDEG_HfvhJHRM#jdb`en%P;=yv|c`Oh*;t&jOT=-a%>qrKkhcE4 zu$FW_Xi(04tmoZvVc~2kRW3KIj|dM^>4)=t&nomGO${q>zl^X^zP(XS zY?b+^-eZ}xa%gV%{_=5sWQ}$0$70yKTqJ}{p>G;9)pK|UA;vdZNU~~9UA7k+?e-nw z58mQ7ye1G2`wxcDIw+nqM3nq@MWYB=*id0)JyrzhF(R)y}jtHK$!sfT?g_sml=eM)yTh~ zyN5T7sLzTWmhq%vr7!+`=;8t>>v^~KR>!;U3r++AIn9N$r`5?wPbbK^p}>$fJwG?6 zgCqc`9ef>8A|Ba>%5zaPwCBTGVy(k6Wd5b=LS9Xjg#_fgw!Z$)*;n=Q+xr!85dh7| zgm;pjwz3jlDSi*@z-fWj#2D36>*_QbCCRcb%S43cZO%^-vIf`!L^3W;PCejL15#@# z#Qs1{s6I}*5StMFGC=%R*)2;GEt9+sD|3C|WaW8Hg7q}jTe1=$RA!(-<-EXyl_+ z^goJlhNwY3)y;nYy8XxAeGTbpH|l)u$Fw@p=snFC?#8zHbzMWNs%dp&rd);o$3kj8 z!8&g75nlXfCSaIDqodI=F}hno}T2l)g zJalMzyp>;AcowkINSmF!>uUDEm%{OS+v5s)huw%zCGrRn8qz~UGznnsH=1ukIt4wd ztw0%osNq@TCZ;rX*;&@L$TQEnNDQFn0ty>4e7sFS;g*>9<&~8YO~oeh<`*BWGl!9Q z{ur8rSQidH#7|LzsT-sg5q$)Pga{owhJ>gbnF?{aBfoSTc=*l`NL4e1% zMeL2**x+DzRFnhyKSM+59}EF+F8%ls{YzZ3&P=SVPAHY2!z@f$J1Pi9#NQtZ^9br7 zzKhj*?FbXBB>a$EZLZ$et}-`>cVJUuRi`f(3*IW*kC*61pSgu?hcpjOJRcmUAe6K+ z(^r4)mC4&vs3~;2Kuuz#^;WXek{t!@>eP3f>Tdj($jkp5O7IZ+5hR& zW*~DwXLO=K+`fYFxVyk?1>x$k$nWS-nCi%>Qh0ao=L=YLt)gy}zyPo9ugwLoe_&w^ zs}HJR7?TTTb;%Z*{m7PBLOTK{Q-jCi2xG311Cf(Bw#8@6*d+};0rlI+-B zoi60HG~FB9jd0Y!&@fRm&He##uw9htSJpAoNP0@1r3bK)aHdG15H1P{3jRs;hYycw zH9&0|g%9;5FOBxEzaPlA>waulKlogM+seT~a#Nvhz6cHrfpF8WC8V}HapJg=QEw~9|!CH1SHs)X;Xiso%mASd`#WjJS_{_w(q9qG42daP8ozxZlS*13J|4{nDdAtug za}VbV@iWquOU6kUe0+qY1-c)x%%D+iaza17Nq*~L3G(yhsTZ54Bv^Ae);f*TzD@}JBZ(%szx(%mgm(%nd>bP9+_mvjjTNQ1O=OLxP*S^IqZjPvV^ z^XD+e8p|Py&vVDT<~8TM-bhttSu|uqWC#R;CNC$Y27y3}K_F0ph|u77e%~m_f&U>n z$?1NCK+t<${)6gw{AK}xkVE99#5Fv#50<=4h%FyQPp*fTJ>o|ER)ip?!fbHxN4s{|#W^A3l<5lWf z8AMA#QSj}X&H8zX4di3%((Uc-;NW1LNbr(F+Rzr`XFJmOxauN#DvX~;A9>qNvX$wE zY6)YlUVdVb7$neu#rPmW#a!Rn!Jw+(wGRmYKH2*ESs z?zOygUON4+uW~@?_R+s;HY*{4EiD8wxY}{0;~NyS10_ENc+1HD_XWV|LZk@or9n1% zSvfWPw2_YIr~9h*tIYll1_p-a+wH8W$w>$o7njiW-;XS5Wi2gtU$Y#dsw_{yUr@$k zw-36!xM;gsj~2b@#xU|d?fd)pFI}E5cHr#3-^GM%qy7BZ-;ZNxsHg{jn>pQI_Qi!T z+7zIXfMwvD=CVXwc-e_uQXlQF&db7Dbk|p|dvoWU`h$%5(%N%a_>HSQ( zZk-hxByPjV=db~dhzC-wS79bg8CYM>RW?oNFWm1eEG)ckKKAr@*SLc2<~DLSrCEU4 z!&Y!J=*_U^#im5>uQtNCeu&B`gh3w1$h_kvjw#{%r=JB8Tl`ZYC-at|&zqTwEFGNlKQ(#2XM>8Y?e+eTcke5kWqfI~(G7+TN&IPg*f=tj ze1{c^gSD83Dd37Qk%LS_Z*Jd4Bp0)~3tKUgjSL&ljBD>CDmi{Z;yH^F&-CH*GK zl)9>-;)A1Oz)3g4)YMd;p(#W|ON)n>*TcgDCAj+iEK7}XBBlf)zb<>*im30+NsW0w zOZ$b|scgH^bA;%Fc!ieZQp@F91Q|Mf2$ObY+iEb1nKqOJB1K6J0erQi?*`Gz%`aYB z5whIB;@~6=>ph^tV}oyF{a+XC|8c&s;n={pod3Tb%m07>T9RuG6J`!MVu9+XjV4{P zpq*QOQq!O?iGse$pMz^&Mwp>Zf<332Yc~Qt#Ql9sq9kMI&KhfcZRK#={^4-qn6MOf z6Qx95d~qo7A$21EVTu)ttd0qB|Jzd^0l2=6*G317*~F)3gtFFrILKiV6sfUU{v_<{ zzb0Pe9UrJPAlG%v7$sq7an{K3I8}sVz-tC%4xMhW2G%f_snTmOPM61HBEoLE+#1AH zcM*gqDio{jG29VleA?hkwcOZ6MSzBaxHS8|po-Agxe%GGb^8B-kxgpYkZwMK9-%Q9 zon7SC70G-oq!p;bPg-DN{ZMI~IH@8=J`73~0Byol-n}88 z5&X?=u>tF_;&=!0(e;;(32Y^?pO7~O(UU5?O@K0C;` zVcbtz>J^0hXtuPjD<(wZ2U_~s7}AJDiaj5yL7)5f9Rg@Ug8e1&uLMe{{Zb5|+6*vI zadAmgY~1Ah^yY?^{gQHf1q~fcVpAox(uhUK_YTJzh1$IaUWE6F5|I|X^{$y^D4m`$494(L=) ztom$36G~mI+GUAR(E=T)k+i}9tZC~6;~vXnTbr4~rPjuV2F+pIRhMR0ft;J9(9qCQ z<-Y9yp6qsGKGurl&M~K+(`gefMhM~K>u}QWRWkKWUU8$SFILpc!D}RJY2BwBPQGZ4 z)i4zA<(y>#c4z#0SiMwpR__ZMZJXbl(2;kounDNaiDkyc;3pcx$aA!Gpe{Q8>ZgN5 zZ4KPg)vmzLA|R?(#;R$KfbYj|K4&~E*2ak;1*W8=R903B`&?aITzCqRR%i(xdS&AO zw}I62xxZGIRtsZ~JVoKDtDnh+i>rmX{hdGa)L{YlR?jFqs%tI`OE%o2OD^$&r343c`hB~1z&%A*AfE4uKfyOFJ2B2#EeAXBVXp;Pna%NI&c&g2*7)0=ddrq-{H2|c0M z?lazuv`ypma4JQY`^kfHJb05#!VTWLGwh1dQ&i;LKTh!)!bxU}j?lLF?r#%bEG;}# z;~aX(F)|F&a4w=^GkKUc()V^321wljUx-wT_{rc967D`WE&m#D%s1$BrpOz^KPogQ zu$6eiNdK};I(V!n*p!)>`SkR3%P-3LihmuBoPnXVyxhL~%v24W{_ILmPj{H)gL9L| z(%~!7g>KH(h1bP@v@zt!StZ9l@7^5PtYY0>!w9*ik?)TUcwtCDQtQUgxt$DG4-qp} z%A?hCf*yniZb*C^Y?%62pS$iS(re97Xxp?B){N@60u@>#{wZut0Ebk1QVUfyG7sA+uiU+h2w9sUt;y#W);=(RcMkzt~My4G$SS&h%yG-jfO-z_1sOXHyWe5+Y z>20L`^*FV~&8VS@!aJgEDs~Z%RgcOgdZHj_ncm=KI|e37z7y%7Ek|b%l{BTgFpgMT z*fo~QggbxD#Q@Wdla0|yQZ10A~>}X z7vs{%ODwP^c9LaOAteAzYc{AntxCkDI0rb$k(SJ!EdLL+XLED2+_+QZ&6^Q>p5vv~ zS-S@1$5aMXG&KGk<>bLXb91}rIXdgKasF?Pt{h*sKf2-=&(%0s?Bj)+@tg1;g&)xF z9K>x7!qPp+$D{txC0y|t1cWrBN{R~B#Cg`^_EE0E<8V`*@}NEw0|YP*?j()+1pBI- z@E2L(3F4of{A0ZIH0cZ#inp@APzI`k++Vq-MMzL|1{^T5K%y+i4cA?o7Zw+<4;MWy zb|<{{de6Pv*W=;}R0np>N1WpFlxUflnDkrSDIa%7EYsjE-T%+P945umb|Eh@frf7m|3_>veZnJi1U@Yw;0VywMj_y-aS2wTGVKZeJ{8oA2>4zT|U2XoDC7tC^z`2myi~x*wV~4!`P$Cd}--_gSQToEog^4>W>>iU5i4x z$k_8F%%twB-l<~flD4o)_J<>#GeEo;YM;Zi4OMfX4y7l`zKfvTHqdiOa%d7#NAwh^ z(zmp>ULVX)EiI8W@3ez5U#bD#b$WUl^oc~5YwlUqEOt|*SBuapPNfss?oBW zrK=7Qa~NZA^-WYI2dXF`*t->2EtH;E0&m0*imRT7z3Yt5;Vu7^iXL#nA_^7)JBY?R z(3hXHJ*&*nAab0Er#_p0&{`3rvAZppm7S6uuEXIZQJ)7M@oSeM$8cqF9C^@z+d`Xu z9JVgV5EF`#-1RKvV89GGI5@tSmA!iPDl01soK5`PZSb4DOdX(8ueFf3v@BMl6?9td zdV0L?lRu&B+j1G)Is@1`IXP*<_DzG4277Rj6c#d6Yo_#8K|#R%K@5-=H}r z9Ssef`F%bZrv^pcl@}a3wydSCbZCJ zSAOATwj8#mB8F<8j!&9(IPSDrpca3ON#fyWy=PFRF*6e$GHeIF-!U$I@nr0-YcB z^O@Z5sj=lHC40I<5PBjvbCl^I6%RQmz6Zh9o9&F;AY1L@A4GBdB`;@M^2+wO1lPBe_w`!XQ5?97p|73k| z?;HYmdf34c{U#a@{c17*?%KyjAD)7ZLV=ylAmnGE+${sPWAxJ-0yvAXIw6?k{o`W{ zSm;EO_YiDs?3qeKeJw4k#>Mw`b`k~Sz0v-9dU|edZbnAAbNh2sQ?D9cu?}y!pkZK8 zeGx_wWBmMk>#R8dC8WFBY9y0JF_n)v&WX}1Z3uUsiT+9e4;Oc9b94Cdm3b(rNqHOv zSgyviw7B4)OxLH~m6~XEFJL zuQYc%VZ=Fu56x*WZCRzdDT+j(`}0zE*XaCo>JT&>YjEymC9c)OG2sNvw?%&Imf3T3H$Na*Zr zZRa}!ItML~;X`WDnY!7OWMqEbUGCS_)%8i80hroYXBnz(Zf>qw#MRo0S z^SxxDViIn8Tb-C+FB!*nH2roA{!Z8dUtiJHm9u(C7u9=<(=wzw_bDZ>>l7hfk?o;( z_v$>Tr|`Y!YjB2T*VuQf`d0neSVK1A&Ck>!CYN$cLBW!$l|f_F^fNJ4@DN>e4r6I& z{B$pZHeG{tUt|biPe^t3MT=kz|!Hj*GMf{rk7iCR#87#B3)P>sd2R3eX+n54*oKG4dB z*L>B-rY!KD%>3#eLM|_J$4Sp7t`(TeR5(%s*`yhGB075-p<5DNp<7KcY0z6-Sm29` z&Q@VJrUVQ2YB2ho!EEV701fB^7B#omR2I>Cl;>@sYyGAyedBSb(Ph2ayDyy8*7c)w ze_3HpRL5hXxpFx?!{R$nf`4`69#jjnKQ9|k&l!qd1O9tK6iDWy-rs&@v&N8XXL3STX;Ke9NGQBMjw6FSS96FDSs4ud;VJ}YYxkCr z*}7XBp%W?Qpf^4F1$xP^VGt=?4RI_*;2@UMyX%ZHNYfdhZnom+2EYq@?##+_BoXaprwfyqn47cV$mk`L2B)WR zLdVF+e@53@S~({kjy>@q9F6Gg{M`Ibyd)wWflV9}z&v(_SaCtY+Kj$q`%%k&uGe

VG)Tgu_U0o(40evO)OGR8(t2)6DZ6gj zZ63+YkYVvfT_Ilt;6L?jOclRp73&r+I)WUB{fn`=Odwwq9C$)WAMF44`c|X3gaI_J zpA}|-7HrmsT*Hm0Oih-n0%hXPpKTRnsT*#Jw_UfcXAd*i`E*%@KfIhM za<`lMMnBi*s5vMoC`YjH!}i+&2BvWi+lekMSL5)wvDjZlavk0_qmrYon18G7#l~h; zm@ChwB~xJ{vA&Oycf!AB?YcKkPcwDOqCR2AWY2>}b=A&4K}Z96+Wc#o!WzH_s;k+u<(Ai+#(ksIQ@Os%s>sXF*V|47!O*#X zDJv^u0%Vba0jk>Te0vrM++U()J^}}V%%K?pI>>~Lz_K;xH4yMj)BBd}4~t+!#B+Bx zzR5G@t~Ecz;iWf4_x`!{`TEOy<@2RsZyB$Pyddm+x}_NEECU8wnCpsF`!W0Bd&w5Z z&?JB6Y8gmi{t0iW>&jY@HI;c)?`^rOh2XH`$8bT(@HZTeBo?^cC$<_!vE?YmSF+SS z@k3z{)gsY2vEiRTmdPRsF=It%Rt8wYwu2Ag4qT2}_BnJMu(xQy$=>ODC z`gM3{sBqKmCjDCpY)5pf`tE#86WGQs+BhG*ttYA9-&O_5k1H=q9WK5f8#vL* zyW=@d&w-~&Sa~DgqOj*1XpZtQ!AqeOdZB*;8|XF1>fCW6#A;-U-%2@Ey?6+Tii(0q zKxl1kjR+5i4hqy@BxzhRmywZ?kdRPOiPtL2ac3F`qd=x#Hu;TVi-zytg@y04`^ia3R*wwst%fXVtat9*oIB^YMQVT-BX%avI}7A6 z57}{Lz8FD~1@C1%q(ek|PgoN#{HUKX?R)VrNP}vV2Is>HB0l%TGdu=J{C21IMM>!L zMlJ77sD(F4crbTb>0Vv3yZ8IoMV8Nx5jf+CXR+3~Lrstu5r86C4R?gDxjxT$*eiNT z-FU~HyOX?bEx_IHOx&My*ZzTuii#tHnU|NBhQ`vV>wbYMWWtWc?X`1fzU6J+J6 z9WNk^G~|}hcCH*>dhayh>0^ctvc#bHb>?Mf6X$-jYtW08*?`s#OnA3s+&xZ(`Nhq_ z^F2Ac$qg2$N2kBjbIN4!wI5*ttA8TCbC9^#^ArglgSCWnYP(j-3O--T%D>dycD%j{s% z@_x1w*h$Pza04ZBHjud4FUJPB^7rypsqIS zP|9dZ@Ba1s<4&?muSBCN*%EC=K9x8kr=XQgX;odR7GXX z;MeS6DU~;*6}XH&@xr7SW9O(npVUXW2uFZbXzYKx751HiA{k|VRTNeWV<=C0D^8#m z$E&G=rIMTk^e4__(KbO%m=ri{;ijp~y4Z-YK-`HZ=AT?zGE`IJIQLcb?-a#E+;tTI z>TG|G>Hv5`{4eKC+D2Y9tgMc+m4-%Dv-_7Fz|hOc$j~-$?t`99@?CIVvf;@;UPO$2 ztGVL{f!%z1WvkNNj*M%GY zX3~ZqCYwKxcuc2S8OgyyBOg@D_-iFuYR6STlku|@<-1ait*xyxt%`N84)9e|;~d2; z!;-dN7%zhD1J)ED@{eC=M2QpL{kZ-53HYyk$8G1pf-+!v{)yjl0#4|P$BG|{I{(?; z`V#_tK&Wc{+nILmRT8JR7@(Iuo4M{VetJE>rK&-Gs)a)uvgVB{jCiib_Y7++455$r z(5h=uom2_oM^mkkJ?8Cpla*4!RQjJRK*mRk5t;3wfhzF@R`UzoLc90xQ5<2p-;3l` zH8=BfSTF8b{1u^%jEvl$sQ?wRVcs5yCWnWI?`Dx=V`5H(R;H(Ew*O#mtU%9X_WtF9 zDzB(`!|yfx3mNcssGjg8Sn;?mm*!n*630G1b0Q&ZKgA3MeX82f(Y2L}H$SUp3Q*``Bj(1ro@>-6^n zC)mfw=a1AG5PB-Kv^6zfqrzv6e4Vyad1R*8EK+*a1-QWv#}(42PM2nb#YV@f?_c6@ zIG8Ai7G}E*;QPsxnJbacv+|!A|K!Q8c#LZyjUBN|M`*WA^Ip z^-Xw+8NbU@WO-xPzk=^kxoKMG(iZJVws*b(?emzeKaf#C|7rrX$wVqys}v^c1!pe8 zx5~=Ozy=2D>dPfdvKmSI_3Kw=CSl#Y(EcVCPu3d(ROKJ-pEMW&Inix&$kD6FO_y8V za|M`PGwTc#E3ON-yA0Yu;m3<91a#top`pbl=Z#;nMCWH`goK2-{&#y}rNoi?&=2>8 zLWjIiLKgG8&G4ycCx^oCaB3;%kVa@N9()&qb z#W$4CNv9AZ>A{X1Pi{Ty>z8+Rb#-^=%?>wFjuc$&alCBaA16(#?;?=1j!w8PqZ$$t z0uBuc3CYyEL#Navj ze+LKUK#JOr{!w+|YQU0aR3*A!UiUSH5&j~+}74sT3Whp5$E@zd+U-zeE-zSim|F{LPo|QTg;pb z_D7TL&CR0XVxYujjBMxT<{lgz3|21iWK|Rtbeph&P8*=tsaZ}&29j8*MrvBxqWzE5 zRJ`QDl*~*$4Gk_`?~?89?e6aG^78VBhlj!1OJY8!uH$Qb92^Tv%eND7vnwmCh!Pf) zZ*yJ9^u$IPQ9{Y65!`1 z|Fmy>I|^mvU5Fd~?%j*kGBPt;AV}69c(T+=vlWXj?jNxurD&tGa$?t6GFUl1(}o}Q zwc62>kQD8RS$iCVS9?wh5icbh{9TER7dcG`sF$I=kgy#<6}oy3JCqNU9)~_AEqa2E z@r2i*XG*;JfJi!*3-3wLD4B`<6dD(Yo?)Qgba3{kUZ`qzabm)>L64ho1Sj&Q*Qi|A zevcYa0x(x`@t_Ht0{}z+{$az4SIy=f1pXc$PnfndY;-Ur$K2iBB_JjS4rhCNyFd;L zjpap|JT-RVgbf$rp}P;@dP7?r1gNjhdC}3)qlR1r1q6IW$a>fwA0L4_uvS&2R?5N2 z36xJqM@MVx5}mck07I)fUCP8c`yb28Mj1*x&MEXb$PGV!eAoC65Irae3K%5wLZ8CJ z!=Ik~febsl--itL4eZkTx*1r))Kn`rf^w}g9aGTkC)ei@_k+D39#&c!#+KkfHD@CL zk|rS0j*hH>Nl8fzPbDB=`$a3|jzY%gXk%KaP6s zCx`4Q|nT)A+a?{*Ix$!UmiwAMt~>C z$iVkI1Bo4Exsb!wi_|c|1%ZPO0&XBU=S4--StBzO6IiJ5oE#j#xD_^Cyg-@;&~idT zaPxu7X(gH@%F?s|{GHLiZjjAGrI7i+9U^P@-6d zrKY0;ws|Rj)H_IYgAPKqElV0;i|0|eOw4%Ep3v1v$UhvG1o{^eyx3bOo|1bD z&xLfzhz$*J@dzy>mV$bX$@hE+{IR#y<^oWN$$nr(loQY-1%&=A9JiNv1{nmge6NRW z6nW&yfRJDTo6)c%rin6OM6Qz*Ub5>qnUSi_J!UCgJH(q}NNEf- z-`m>@3kzFYrS70*XLkm>5At?qHiIK0xcdNXdSW}leMw2d0S^dPbY+E1d2bUKB_E>s z1gzmh{dXQa8_qA423xn7h5VrL%+ds3_aR z#|wkVL}Q9ed3x<0Yv{uD;$jFnlhjP!nm-wgz6n3dcSaM5N&RW>&1d{4N!9XfL%6=O z56;fc0O9BD@zgn$d^6@&FbVnTctCuErc} zn0GsfkLfC@$N}o5q;zm}brPGUDwKXA}r$@gYKARE6>fRAEoTHqPpm!b^3 zFtcd3+MkMPEF<9czj!E@O;_qQ*f}|=wjm7+4>Qx#Bd);S_=?1BfIYYAr{M^*g`WHR zHtVSK`KfW)Tk+v^yg*X_hkf(OPZV=wb`CV>tA&5lWqpflPT^C!q@#~x6QFERflkSH zaQEE*6*a?nHp)n|(<3g-itN1}5DdEG5?o)Wf9fO~!B24fIZ#)IznMbZB^Ba90VTG-YK+dTe*Z200nTLZMfXs+}`q}{H(Qq zv0EhUK72Ub+hbs1i8Huo{Xq>-AV$XA*m%VNKEBVWzoSE>ZhpA-;9z?exB!6fn4vJ( zp=cTy(EJ)&TU+}k?(x?^mi;W&XGE#x>7`I4Cj*-1?DCaw_T52pk&h)u16YYT5H{a$M~Ykl!=>LThh;g8z99uS*%!B zTMJ4UIx$~DcD8|m0kcs@yOAS3&g4t>)2fzS;GItuW& zt*x!7$imc4<|}6N5kfx^aZgWAe;f%)ypz=Pj>iLOoaoO}!laJ)%?~E=Dqlbgq65MR z;|{-0&`}QqH!O?nBgR5QKZ*4XBtF0pRQ8<|itkaQIm=U0Pgv6o$BkG4Q#6nqvChUg z>V0TmbYY*_-u^xl0|U~vLgb?c5)zV3A$#rYJKyfXW>2aPF9fQj6KE zf#uyi34+CwlhoMoF!}}j0e`KoIIJ*(x%2PE$Ddf+&xtB~#^gBi)MzxiJIPjM^)=4a zES}Mh40l(emiL2f-n_ZgRn2Q)GqytpfudUhJ>ZTsg#k^1Htz4I_PCGF4tbk8itl-49oUNqN^r#na>SuHrFow*RRHR|} zLwiTL3JJ&p9!}eVd~?_^8zq|SvFxP}df*Ls(aj=fVS)#W;2eT1T<9lwh@2mBhabpb zbs4UbKvv5T%5XO_ME1RP=h<5y?giG~xZlu;|B&mN(;SOIjr1UYoDX|c;52J^$qHd* z?fn4(U}A!-YpPcgc)z%y4n_r!eXr)NdF|)OpFI0XJlf7j1p(2B_Un^_-N|FWKwLZ+TMQ|QLJ~vx;%>jHzr!p~ zCdQG~eoQPqVNKPb$g)Y?E`YDcLpg3Od14Q4O|0!N@bLD&1JGwnW%%E7u*Gcv zwnCK$kh6fLm%vn(RPwpPhACp-(Ht3MYs(BX^JdUR$iz&8%!mX;P>e|)zOr+&_NFK| zA4~f2)K8piM!o->%3}D>RREAQAZ!ZsE#!!igLw!M=j#MrUy`cXA?IujMq%F@Cqu)W zo;AMGMjxSEReI3u5-!_;VFt>#uewJ0ce3*yHtE*<41tz&b+|Yta(^(Vec-yi>p#JL z^85woMrk}7L!PjOMPf$=HWMO-*tLSVWe27^w$C(*$tdotR_{RcgkrHb74Oduxd$(o zarVK~>u`A$l`3G&4-SH~%Xc6&93I9JegXPWw(<@DYpdCPdh}UMjh8PcVr^~h**|}{ z&Qb5y7a1}zDJ(d^Hoc4ow6^O1g<2ct92*`Tb+EJZ{#ROp_tm9@LHuy;3rWZL#05>> z`AKAnBo*o``jX|qJz_=`r4zviT#1##wtFf>D0*$doY9Hw-363)PKc#~`8r6`;q#gj zN`rcunwD$?am4&;+S=BQi~a2~N;~Shy8Nw1vVil0qyutT)6bTsCNPX}G+)y3!$E zjX58+DimY$2LF$$IdOa)q1fjdy%w7fT-|z*51?dXW~l^{TYLJR@9}cGx;<>4^UD|t zkd>wHyI)CsW%J`8PaEQ9W5Yy+KW^S3B~%u*ZC~jfm&8<#A-p^Efza2InnlI&Q_sGZ z7>kI*T@=hUgP~<}p-+wPh|}!33AEkRe7{PZ)oGSj%IzZ9d;2*(y~$yzWpYyOe<#kC zmsylaVq(MqQ3ee~-j7-K$zJ4Wh8z$!0ik_#5`jPC3>ChRrvL;)U&vu>J`ia8 zKfs1<=m%(OYfmYMhbAzvsjtWyd#;5E2^h)euxcTHA!)PJR9p%Yex`@%?i>_bSf%I7R;yl9sfvh>;bN zTZNTzV~tUt@{UXQ+aCu9_B9Lct&h7Cg+R^*a$~l7<%A7hKHR~jH&9S|DQZAARA%XD ze$A=Aq2c!N38Wjdv$G?2=B?^T1l`NOd@+k6VfV}huY0(^j}oDBx|lIy72mIJWF%5$ z{GLm@MMGfZ?P6)q@inkn-Bw1`)#-7trxaPh#1$hZB1o%&35j5GSm+?W1xs22RCws1 zL5Gjla+sk&Aa#@KTo0GDC*(6Ne*(cOA5cYI+KOQ%%QrNQAqd&;I``_d@5 zyBjOI&#Df*ItUg4X`zPsJr`l$&|NSZqAeF8(3TqXKJYABLaQ{V>x-M+!kUBgU-3J*p|&V@wx{jl-E_`Zr-2kD0XB@l)(Ve56Q|58Z?Ko0lz zZs8j#=kk%$MjzvpV>49Va12|772D0(} zk^$zS3AO;Ac|I(-K0jVZ%m$GNxY`V*zQH%*8&nR@Bh8KP@}bN_wilWpqB+ZHeBDM{uzW!|3~R| zu(#*RP+GsMNUmt>Ho?@^0dDrGYhU?qFw)Y?1!WJ&G6Xz0e;ly3^=izd<>d!U`~*LX zp$LdX|DbVdgC`~vzsT_QO*P2LQ#~s)8TDsnL|YcbvN=OmG+@E+0TS8yp1uZ1eolYa z1daA7hc4Jl0RQDWH9wE9j~5$X`rV!L9D7V`ZJjFP&W^S=--XyfBnpd6cD9giK<3GS zCcwqb4Vq=pHI=r07QubE1Rbx~m}d1OvaO1kF2e=}T>6&TN~c7tRLzB<^|P^LNIZ${ z2y)E_Aj(iCW*_V*2?n};XD5tZcSyjChO2w~g(6Xo-UElig7#}(;+7L1fPk#bOmLI_ z{Zmj>yvJE0IVVN^5b?CH$}D(VGzKe=?BdaL`OJ3WSFcU6=8fw!Od%+GR?$))9r_35 zqqjFON<@UMV=RH&`WGk!pl9PFB%%xLEwpXH#2^zf(9yX8wh0D0`qky-hn0@@>gtn| zwI21({fo6nL`hLeAGo_?u>qbt3qFLlD`*^Isee?#k8XG(kyeLI9?^9@V|*JiKs^hq zxTZ`V+N!4!qM)Aniev(s-u=eT$3x%_v_IYLJGNhH`S{#hi=1aHI<$T;Wo*3hrLDH3 zen!07F=gows7tp=T<63morgn(&Mvat`Kyd-fz5Mp0sW8ZRg3C_S@dRX8 zaM^)b+1FtfO+DvjW(42sb;4xg3xSi(zs0_Dkk;pyfHCJ`hdOX5=DyHu4yGLiBN9J> zP4YPcl5$G~Ff^Rd@9jq+d zt*^lRqg5v4YR){~@9@2`&-IcA5XYzO{LV*s9XlVd@*WSY3pVh+rlRy}BZOiShHi20 zw&MlS!s-bqH0B-o>upJnBEhRtHk}0GGzI03pJmAzFjPS0sfw5AmWHKOC zw}Q;j?M`02bDtTjP0)rWpHbK$ubdBYX6#8uzHly$Vp7b7wUrA2XkR}oY|sZWP=sca zetiwI*!}a;1uZ2NC@9i+F+2Mo|+b&C>&Oi5cb&#s|lZaTmFl!v6 z2E)G$z-0UP?_Xud-M_Jbr*ly-qzc9xC-;o* z)Dr>vyaB3s0@U!Z(iI^hf7B;Q0xvv<_%3aXM_jrnoi|()>b6S1_Ak*fFwCJEGpWH$ zFV9>2bs+r$9SYn`mezw>!K0=^kj4V{2H;`VonZ-mcXSsP^)mXc%Y`qR!F5w8A>BUs zE{K(%Hi$EV)#Uk_7Y3ZVNOyT>=Tp#g2iy)B|7y~zSrbJJ3VCw*HX8b#PR1W?1mF5h zq;auAgR%cGf)X)!Xlru+5;X784YnKXB0}k@^%nZoRuCD{_<ecOEBq}p`BQFRij5sLSvu_0mwK&x8-u1M573zcBRh=;Mz>=k#_xU zCBLz1UslYvBWNf~sJ#Z~aXphO5CG5{e*V{i>GtcuZ^X~T4~RiQb(9{Pg$z?lSIK36 zlruL3W7fz~q+LMwG9%9W@NIUV6)0dQ!;+`{aAhk7h~-$XJ0k)_sRy;nrcKzg51=7n zutkG$!+stDc2+9OmTQ`rN95R!AecqgU>q468yg+X^;$<=UIK|gkWewGOI%@^Qxn>D-!Jqln^Ui{mCdULyadwYRf-X89St@S@y0H5p8YJ3eP zJn6>>@T7K`wh(=gr{_cJGw^I*mL>CZ1xFc7h5zm9>Ke@v-0>f_1#>DHN?O3{(bWYR z!0Y3cfYmOj_OBa2v&1RbbMp|e4%(Yunescyl9 zC=tm#SMgCbRcwpbTEX<6`MJG{jZ!UfRheG~^v(GpDCdjW`2MANJ6^aNFT?rB>=Z^n zhcJ1~e?iHUhpH0im_C%+BWe@yMAApNL4I)50?Xw&}fQpHZF{;U1hf8N#FnrW;| za#|YxXgL;g7-)>sK-Uo0fCB7b#p20tBi-uBi-%SOv~gDwVC)&PZlhe%KFG>(1-9OsXbm$$xPXnKN=ckJB1)3`V)E2|&iB+w;t>%T=DM&9{eK(3zdkK=v7 zCn>DG#8$|FKIpbTGg3(k_GQf~b=r=bF!r7C*I-5{q(Qmdr4mT>xqEXPS9$~8AGbyL z%PLQ6;W9tu-@n;e)l6*nKzBAXIcZi_H>hR_%yNa|$)nm5pUJecRFxTrSh&2^WaLS{ zf2%HM%Bhw+%ly?Q&=Qb9A^)S6rC=~~L$Yp#llqEJc{Sxz7Wb1;H_>JY%B`b_tdM8k zsyda!5#eL-%8<{i|2}#FGn@^l!REW02_-ubTo3s4h!dfz2^${AWe^Tv9jjynQ2`(( z*aO27c!L10ch|zn-cL-8Xy!Usu#MSMmJsx5zulCTiwBYP}S@``1Al^JsLUp;nqC~HR!d2 zm3yf%+gXk?d#?BfPTl1g+#e@Hqd}gnG`{N;ez=%m0g3|i7CPJ%(5RUzV_*rH*609j z3as+Pn$1Jj@9RRQa z3)zb9@MVuThKxUo7nWK8`iB&x1k(5tFlr0>k)55fyD97LopbqOwNfts7R(&5>>Di z5Z~>uU8anTzW!npeNuY*+{6TX+5$7JE#YLIr2m_uz1@YF(eqVNp`(|P!oDb66ykR9 zAqCmxK&;TzoCZIjM=||>3q4?z#mu-yN3Bx)$ibo`ybG&dJO9}|be&d`9ek3;1Q&^x zis<9Tj>vU$TbmHO4XA94I8jTj9;|XpW>G;;W#dMl)@0e+VB)k*d@&<=`xZIyBoJ>e zGQYxUX=#BYcy`i*!3qXw0gVT}12EOhNMom<%EC|mafpMq4K7x~e@ve|ysz1pLZq;e z`I={gj~oU}VHcOP7vAzR3laCL%UU5d1mp{^u?YADIs%UrvA9^>bHEEJnP);kHES^K z3BP}#H9p61PJk<>rKL4CHnK`heAv=z<% zXN4a2V2H+ewc}xx$^JvfAr7v^ZlCRTfp7D{YgGo~+OPj?J$MiXy+s9ETVLyP^)e~I zr+O{{0Jr;ZB@E1 zpG{bLfPCXS)d|Ri+yNjX?gw*FoFMl+BiQaUq`wx*uQwEsi4Aycb(m2 zsa-))mC3mR{yFL!yvNjzr2XC8tYX`C`N4a*zyq?f)qiF8y-QM%mF?~9TtdRZ5~;?r z@3h}|^11WvGuZ;v*S!?(tP?zFZp!mYaP)C5wc#0_p?$xnG>mqaprD}VR97Cr!2!cU z@A)9s!-Qu7LxJ?gTSs3q>>(dnFe#l{jf-SbJuhR;{2A1JkD1S9KptSQpq&DQ!oVgz zgl%1rKExq2M@vNL}#Dqb-3!~6}UEAIXXI8>G;)ibA1H` z`G>to=C+QzD%>>XyF!wBvpnJ!^$;~5efWm=@?dD^ znpwA=ZqkAq()-m%ba= zoGX}oTx%fU66$x5GlyTEf^jpfc`Hnit9)_)iLnSl<=jPvD7P!4=hyNz;qeop!cAt^U{B^nL_$ewr`rBz_0FgZ}eE-Hn90iG4@ z-o4qPs`j_MEk3_s2+qt?GVAV;-aeAzEl!b#wuN}Rwkx;7exsdpznenJbO%ea6R7#J zE*(y4c$AqLa{W5epM5)MNSfZfSzTFq-PF{j7u#;MIle9RP)M8D^!JgG!_MEHqu|he%`CLhfNLP-;YG%q zCcIvIjSRjViz3rJ*1+;=q3E$eb5=?YmWJumja1_>8}JKsg?^cWjLEfLY+TTdpn`O1 zLh1U6Y)DaE60wdAF)8}Kv;vxTgXPUi@43t-a@w#j?y3FS!Vx;`wmNB3ai3NlwZH6$ zy!7Oj7`xcVbOCR1^|c?g$&GI6{oj7PHA>F?aUiz4wXk&3ow870*yE>z26af z?#G^#v}s3eeX&zV+10DWtopF!n;4Ke4ENp1hc3;Tyso~!)#~^M9X3rCWy#3~^y&r$ z=;!GQjh(0nUw-K%zvJiPlW$4ipVMf`2PJ;?O4j`SSZD`Bgx;@c-ZlS%LUEbrB)4BP zy`$$W9OGR49!1Og()P&RE4MdO$(Mdx(_9vAXgD#?e*eq3%bNcdk5GQ<;1Kr zw*Hi74E&TX6d9Vf)46X=irAb~&OSr^;Eu%m^1`x8SL<*62QSod1|cs4#CLO}!HbH@ z2=zOUM|^EM95flq!z;?-)k9i*)Q8)ft=ZO#rwq8xDHh3135f>nyS}m8%Aom`qQ1wT zP$SNzy-nDj_u-8&K?ztutja+uLG1v#E_e@TAW6^|!Fa)URx0^K1^O3^%Il?0*9D{=6izL3 z>Gvk|GZ;%e@F8@^mXp0HW2dM;;IgrUyw+8^-K9J6>@qF)`t(~94OOZ<9mEiLrrQTi zkD!a-zxKz++k56~<0i)z5Ehb+~>2qZ25eVboIdH$$^!ne>Y!kA;I9OBF43-=fH*wwPV$hS0YG|)I5 zAabTLfrH_=s&;HJ)8ciBq=s+?u4@w??-3Qy#@;6JC+41gd>Z4}cVykI@ugGjxc9L6 zdIn>$%XMMC<|O)siYW$MZAy7^4EaVLV?v@TpULh}YEEhzXsBw&ir2?{d-qNlxfHRJ zjj)YM^66fSfZ-c{?U$vW#~=Mc{g89SnqpN`{?&wz_gv_r+v|J*jYPuqH=Q22xmN=! zV*yS%Q>m5IVXjiL2yUYmg28+D?2*L%LZJhb!XR6~6=;D7hmMG;^vgsFHCBp2_xXC; z^+7sDPs`zw0yzqPXO;)#1VfT;4^7pEqz0l5y!0e1zrqI_sOOO72$@OK4BSa{*M;}^ zwyTPyr;#1;U;V|ccn#b~BC#H;VR_=j39Q4nfVJ5g>NrVpzxmk@9%TV%JYv+oOYVty zG{$!8Ttj|_X#cL7M#}?!ZK^{tPhW-?#N~gz7&RohZR%>)RkiQ>`PdJ_;zd)JKl)Xb5>~Uaj;gZhqxt$<%V-cz#^J3FG6m z`Ffh(y+X@8H%(GYb;L@`{!8-)4vD1_T6Duru3=ROM%`ooiPL zugZR?<6M(JYNqhbsCX*(R8Rx`E5RYHAqC3K%8N@;u-6AQk+lKvEMw$=E&jman7dgW zzkLA}A@J#mz&tfI^>y^FUTv4A#f4#U_78In^5497*;k3+!FO#8#hgvf7YO=PPr^FY z1sD?{rOd0U8FEP`c;Wty8#k&D{DGagI5|1FxGo@VjERYf-7VeYdaJ2?!IAHmc;{o) z?y@nPYO*(n%st2+oC+$XUUyc=lQXW|`D0u|ryw)t`Wk9TD)M`Vv2Ia0ww z=QHeT(ER+M_fxu_4Z7b$FP%gj!Ug_HD40a9bGew)MM#s7%wNuADxR`Y=4Mn@`y(>u zPhQz}Nup(*o#&%Qhgd>bqa%IRo03b~RJPu9`%0lPL}+>Y))-Z0+$+Qk!45;AO~LXF z9av#<^a;;hmR(ZmBHjwt8Z}yNpBcngUOs*N+ie%qZN_Z3b`38(8S^}(RCxC45Qp(k zK1Xo}iUm$(%j3a28M99XiI7gMX--l_NDtSrk@lLfv+`x-ux~KTVDO2NjxHuP7VR?b zLl&X&@lX<6`})-O2@>dzn#p9lZ~1QM1cQ)h{Q z?hm5pJi5NC`1AZp`qcxA_o~Rt7bs{75n2tC;-e29CiBE(L?p|;xZTooC}|O^=rva- zpE-VY>aRNFHP;Uq4gru}*IS`%2G4q2S$0g2sBoC%Q8Id#G;W3W1mrvzIci*U3;J?l8$vqx-%tTg}NE?`^Gnc{UlXLop&gl#mL2F9(fg= z(k&Dg@SytWA`|3zgBo{8>V$kfk%C`__tQ`yz*H-lV0vzaWw6(DPM$1izn`97 ziyBM72HmDg1k=ezmh}2Z2`#&{>mvRhB2*1h7QSj1E0mu$;0j4pd{Q`-t4Yuy(=sKL z`jc<=4%M)c%WE5OojeT-l%-ARI$=~(d1q80%T;2%-s}7OH0V%)i@gS3540Xg#wI4V z)|cAwFZf%!yqD7eg_fp&Qdr|(&VFgt9$G_l`rqvaTvvt{0$cOrqL!E{Np)7Uq64}Y zwh}mFMnZNnW}XUa*;TiTck%YvbJ13I2gHa!hYt&?B%R-8xu@w9+v$s{59h%;1=t8g zvkELRkg7vM8V{5_XXfCz2I2uk9Gdl*KM|;g#CLvM82ZXF`>Ha0+G6>FSb-etjQG5( z_7Cd#S)$o(n`2b#W6E_>^uM(hr_D_E(>rX*OW}k6o(O(o7QF4TWt84io)!6oF4FiE z8^jAh8)ETz;nirPM-lzTuOT3V6C<0G%5iH*TfY8E8R z54!E_nXd`=9})wP48hNyVAj1|JHWfVr$e_}FOd+jKcVF40?Cqr#_X}I zKkA#(1XJRdt9Lt*$^+e9C#S`z$kl^Tr$K2U^^oNoj9tQT7&&Eh3rLtO*smIB^ky?% z*S{D+wGT6shl{M zFLyIM&yyt;Q1`*n5YR1($JbYuFr!aGLSj+o4FRNmI`<2^2~=f!%Bf`9B#7&n``Df< z`5eG-bE8kQ|8G&x(pKPX_;2|{CAx3J?fJ;;(CjkNv2_%_cMRLFE#t< zL!XPnPa}BddHhLpex#|N()37OVJN(V&J^LtzEad#tIa+Rq_mF9%IXwwLR_;_YiE43 zC7XKD5ug34Ns=7&n6y&%*w!pg=e50Kl_4v?id|Ghr0}Ooe$*v4f?q(!hK#y?hTk3K*9 zZms*-)kNOvW0A|h`3q#}+9G}5mo3x9_X<{)a%DwaUY|Wee!z!ZnN{oC!Nk*+dOlo- z1=_Z*x3NYqJ{vRjHxlM1H)^QA9Dd0trF-joX0WAk%B57?8SyfaPqL{$%I;u=BU}y4G)}Sl@_5`MQteZP{TDHZxokv*ck7)Wcb<6tI=_N0Oqn(vq0blGQ&O-!bShIH?Rl!}=8oTEQY zU%z{Huzm{~7uYTrMSNxD<=yLJC=!yAMn^`@JRxCHeK-0tfD;E zQrrOm)(>Mv^1P5R|ZM`yhvCMnk~eJf;6Eq`j0OP}E&a zB73<;b*Jg*z3XEPEq(^nppHE~GzM(=K@3 zS-Z&N^2tP5`n?(%uJ5xJ3Z}^flipfbSb$Z-%EjeqZ!dqjB>}(7WD#YsYx!gYE!LSw^YfN_Dvl1v>+o20>z)r5p>sMg z3W;5s1g8B zIf5BjRQav^!Ex5m=i=V@;dtj$8~#ID!|NniX=|!-3thMO4Q;(-qApv^0SGcjS2eT# zgfAW@3LcD^oQ!wA8wK<=gA2Q$daWwKU`)cBux3gv{roJ*S*l` zW}sn3+Eg?wPXEE_<$~i_vABtc{&|vu>oQDfoe7+F&!$=|-B$X1+mswW>FSaSgzCo| z?2_Cd|8zQM^~X7`Cs$O*=#Q?Dn;~1^;mf0^2^99#^xCdhr`T`!>gVCCSz*w=F8;1vRPvr9N47k$x@2|$a`+jiwLWIboR`){ca6;6dW3CLg z$6NxL^ri1R|HyiyhozC!M7d;3rH}oS?lvxOewhzJTaKS!#6>J6c2Pt%McHfpDu`oz zlUyJt%tE4mfG)g+Qroj}?Vt3E<2=!#2iS-y>EW9pAN0A>RQspn`VGRxYP9Vb_KK@& z9($eiYUSASee%KOZ!Dy{s+>hkr(04uHie5(%Sb=peJG@sjb6acv`2%Okh*NWYcSDp z8mN~fLsA;Z@^R_CKG)6(y=ydIBoaA8A6@tmQ|1z%7VX3W$_Y|Xp30t%pEQNB7oN9Y z3&NK%#Y>ltsH8lu|H{e3kd&d%bz8YeF26X~ASLMoOCtlTzU z(rH*WwQN^i5r>*%UqimU-{$p+(?TV@vTR?rt~{8^eNJaczve3RIV_8{#oUnyC-(~} z+E~YkF`u}IYAYQsdaI_-HLXJlD}Ujke@wp=(~63&t@8rVHOqL9oG|nKLb+kZJh_jr zM`HnL`fCDLcFot5r{Dfy$mJ8ydV)Jn%}!>=t`Ce!25CPnhly)(UUP(y;yib4SI@R# zFX~0Hq4mT>ZsfA2_>FZ(-2tJ$5{`9rqS5cpamC+O%+d_1Vqf-TLKeQ;@1MHF^(pJ| zq=j45F#@lcCGKu3SUr^&^ z)c!{$gD8ztgGK$Ok+D-Dkv*Yti!*|sM1fBrpnUEE60f3vCtgU9Gz`hd4K$DO+R~ON zw~y`1B|4<4e>OkuVujEqz1G1~23*}*@W8N-Esl%#Z4K?Hu~(?_+({{`{NozWzioN+Zr{%?o$F8-BUcW$s{;0}z;Qc*CWn}27nyN2g!I?cA8HPxapP^UITw{mS+ zP^F)4vV>pi(TIu0aZ<96NK((&ha5a?;L&wi)s^HpWs~h}Sblx}kzH*e%#iw(bRm^F zb#%$M@T=Val9>g+;^A8iYsjWKA#eM6hc z9ZJ~Ek(#?{8XC^OeOA)2C2Y1U^Wwgnq=~f@g*E+mwC>Mqb-R+fvGV2_ROe^%llZY0 z%Gq*#Pg|EOts!nN%~Aeo>S-lGUvzNNUG6icUt;oMpW+W*GFu+J{=wyPef(HY`(;Bj ziTy6&>-F<5=Ch{QjGy%Yw`<9(=voRKzD~Tb=LuE$mYpwhR;d(+%DCzt^SO|ChyOj1 zLWaGb!!Nrdt@FWh?WeYFc45_wS!l?fcljsf@t{!)P+$98N1BcdJ4EAT!wz<#lRc!X zL~Cslxt}*<&~u#TpM3dtSgC(DgT*5q;z<#9aqTRkJiQ*T*dmd5b5v#jxV=!LEQ*?#^99{0w{G2dP3&)=O@JBs*c^(?d;>HXc$wx`SeH@& zDCfNu!flyuljqaS@r0boBf{zvdHUrdrh|G4+lXz7A`{0Sq%Y}jniTceRfL7n|DcJ@ zDHCaZZ8jLJpRAq<4V3P?mw<5TtAho_gH^y7b8vLbSfhew3=z8?STf&D0lF7j60ay$ zqu81zmM{S|EgzK+O(jD9QgLqF!irz`rTnG(2XU^>?Af18`kz-=C#R(3ciW-W5Pk`t zJSAB0uj^X$es1?sytSM(c-V30!S5SNSdB;V#0T>KvM77twV6~!n2B4Ik2UiDn~#N7 zT>G`WybM|iNULOIWNI23t>bQlU1I0^pZmD$>FM1THP1PH4_tXWDGFSA?3sfBq`vb* zFHt73ZoB^iT{#RJRM_{D3LQLXUS{z+hFtu{rnBOU4Ac_`m%cxt9DVX^pIHNoYk5 zUd+oTe{X4=c${3s+PLgEIeJ4)k4Ra|3mq%AS+Dq6f8@M6b$MvHTh__yza&VZ1R0O1 zuFAoHuedV^ow)jY>rgb7i?o*4Owf>#Vu*asQ{7JZRpXaGvl;Tt$tPY(F-L5;m2sk`K1_FKqqs=xC%Rtl6sro8BCCzZ zopu$-qvR+r`6%3f^5kWNoj3m~cyINATjfv6XV7!PBsY}p1kA17JU#3DRt|f~@7ve> z`t|X@X3%1DcE0dOcj^0j92dFz^fI1@)RwHA@zuTu$O&&7QgpszcJT^XK1byYb zJw3mu0l>m#=9kf@88D2 z@)^CceW&jlRhw5PF-iOX{s>4yXR@?2XJ35&Mpa5dxXn(X;yIiDEob}g{ zb4aq2Pt@A|JhDIOt%8DraHVuRnV~=GTb`bttLfxPcarbi5oV1>U36MLLH&S$z_H8@ zZy%p-FW%T5l;onLq9C?_`%*t3CMJf7TXFHylsM-@Ka)WwV)7>jZ+L8VQ&sqA1@5-% zQLkAetgD{Eic_o({+J5;=WmDTGErZ09@o#*CVDXrX<DC42_{Taa_LBJqNSTti0Wq zF@vKW>IBLi78VwWGn}YGLS&$tHALc6=Vm{KRWb1B;WPyuOLXiNQUt5j&1_@l2-3_%sCCbcd8$~|4FN@U4sY!q*_Du3SAR zs>C|6zj(=>V;iUhEv~JFW*!f(*_jz4t?bU&oyPJRL^mum%>yhC2tH3LD=9y?9Msg- zHZQ*%S*&SFDbY_wghL6tj>1&17krKq3j|F68xs0&K|hZY#aP*4BXYZ{x6V$Zfvw{e{l55$GeC8b8DzmpQj21C)OBZ`~)NNsKh`P8lv7_Xy`$| zi%rJm!HMkr=G<$4W~%MFg$b~)(FN}s9!sT45bCzpCzPeOnV~<0B})<4+*i5xGy>IFGAG|YO^1pE;2BHX8Yuc z?DAI!D$sIGNMHg?M!OZP2K@j&%~5sgn65l|uQ|fci69++1O55u6yu&p(2Wvql^zH7)HlPJipI)`;f@MPkg!J~dB`XzHqpoe5@3V>y?1W_!A+Y?a0d+r332q?&AWFCdG<7l--E~bl-&w*kLQx_ zfh-Wbf!m}f7#p;#BDw2RYR8X9sy*6&HiuKeyA-xAEOs|C$b;KA9?*t~h>oW9s&ykhAS9G$94d8Cs zZxdb;JVF8HNC@~;-$%M++nEDuV39bDXmFWG?d7-3`}XadOVZxSk~(?FZDk10=X)RK z9v~}%8KG0el{i;ur00_#&#efw4$Ryj(l^x55y>!I8a{c^nSpQ46!uEe7A<0+Bf{? z3c6Jv<{4Ons{z#X6=qgcG>a)CKR>^Kjo;^3Hnc{M!CLp{>C0KYyM=x6eSCb918Ovo zqG>O=plsd>hGX^awuRAyENyU3KVXkAhdS8Z+%#ur1jpganzpu+Fe_|e;*xE%L11)p zn!|i{6$3PH;MW$hhNn2Q5T}v^wWH$V425K z??-zC;u{%OmoMYAoVqEEBWq?r$H^yPmk(iJ+_G+$5vcJ(0!+ie0AeN_Aw-!vy9=wf zF>ot*zlmXgaqaiwuU}+LY-}rZ+Z0r|U{s5d!Wg1@3+%AsR~LDdozCcQZrOfN5?wqzVxyw&CaKb-A>}HZ1uLl;E^_57M-?w!)GC&JX`F+c3BRmRO{jsF$ZFx0GGi zJ$bM50V`H>GEk**#XlkIE2xx+k63Xlxus>>o7@ovJ@WJeg-{ z2~GrQoWzxnIOv8VLW|=-4Zj3mRsdDlD{K;&!Hc?Wd?`_N+XO z@ERO<8m#kAZyx1R@J^_$#o#>5rt5-@lvY8vVO35aHZH8*_-u2@mrR4R<1bCf%s)dn z7YvYscV|(kTU4cGWb8G+e^5#3ykHWSl3!{q-v0#|M5hjf4<$bbU?W18gd^rjj^yVC zVeunn1f!H$TX`Jkt+xQ7aMn*gXoRtMuCjr-j!8dLoCNN0vq^8PTYzR6Y%}URs^c+b;e{#d+ z!|YxwY$5Ta%Rd9RrbkCRfgOqDRp6DKk4&Ce$KJku4go@Gc_`%cJvkBttE%F!c*BEQ z-sqQ~g)>~iBL%`ic30Ez3u%;)kWfo+@87|#O=&OJ)3NGHn2xIgo~f-3#B_9Jwl2&(_h*G)lR@Y!!>jQfPfm3las??FDY{_$8r;>;I`O>0Js-KUn~?fb05Fq z_}$oJBiZ>_2aIwbHMJ&0=-7`Q8&2UmRC!+9+}y-Os8Jkhen>&Dy17B=@ZHCctW;zG zOTg?;Dk`+KwDg2_VDJH`=cI88^6*DE00e@inD@n(9p~5c^HXRo&%mz%Jy$URgpWJv z2mC^=w}9i;baVpOmtEm%fC@8t+E8ghz<{;MAf)XzdPwKY&4MIwePR7Ub8DP;~U`FV2;)bKth^O^+ zy64LG{hsc{P_%P@)x$G+>Od<1N&n(IJ`vfyefuTo5F{qL{+%CK7%wK zSz}4yBP=Qr1o9^eiHXJA=W*scl_s;_eS<6rrDovGQjywgzo$SVX1Di?O9gyWM%bDA z1E*qIVP{pSwVS-wrS<3#KTR z1_>uX7VZQ~gM#osdRasFA?`KkGr^U1ilX7ooA6p@Yb2l^y}CVl>pze%ZNbL8uU$hi z3kB74KX|ZuTwG8nv3GV>cK?2gC2@E3hpP%Z!J`&K@RE@+652sLjd^QraEl-#E2|i= zz6@7~-!#nA2Qd3Sv7Jx~_Xk*8Y15&)hxr5CD*RAlVj|HR?J6)ai3Cj^K0NR2V=RHy z{Bt4YGDM5YCr>(+17KOe=NLIH9`n5Uvv{QnKns<&kzEf<4lDb!DLxYM^24hh3sDVMA* zef#`~)3lw_Dr#j;Y{bP$*73rS6Fm5a_qD%sL|umSFRp$0`c)_GuoX5-%_g87(HKY| zg*gG8ugH)<+ z$pJ}H#Ka*d%{|PJjlgQKJHT+N`P~uqv(8MyL%lO!=)ag*2gHieR>Ept&EbDr4B{`` zoEhnK=i@e*n8$@6;s6nzzOv8a7-AOOK&CJ2Z9bWtCAD!4#HTrJuW{#1fRC$#RZwf5 z?DGh8!K7f*fHK+%clr(UzwHtD42-pMf!~9XGhjTJ;WhO?9N24cn;2MWm zp+)iSZu98m9CSTbk@$Ff_ai$77=z|sxAG`#43lChAmixkW6g7D;(;#bA(VYeM@LLl z^n8Wg&R!dPd*8YKYKZt?`UQ&qVfKDGpV1!Lyuz^2NlXyn4xp+Bf4nx9q(dN%6TuAV z8n4cLhJxuTHmw0?9}3Da|9g=8?XUrmJ971hE&+Q1`O+*NIB+I>49L{!QuesP&)@A3Cct)Aoq*es@tk366h~Ufrr<69xB9W$sC(1h3Ktfhf}>Y<8@u7O z_mUN;ZK!2i^FW7o0yQ}Kt3R0F)Nza$G{^@X5em>?f%Bq+)B+>p1P4$90%{kK70EUV zKt-3=2cDEoeiUM&!VVa~GkvGGvbu_*hZDXPY923;79cqwfsetSzUJ-y)TYDYbLpl2 zE1mf^-TB?Xl54-GCm_fOMlg8w1i(z;{re~TtDmUwQUTObz)$Ri=qrwIWS8AFNQOCZ2HPw{zb!hck--_vV*O5z$D69(v( zB}yF98)=FpCOz2iCHBZdd{tC1ZDe}t6kUu%wdo~iGqyqAD$;?Y#emHSfH>72$pk$n zFQM%DQ zF|(?6BX5uTG%-3y6*B=#5*vvNs+zNBp%GhLjDFG9@7@cL#jkz?=;Pz-i~f-^x^D0r z*zP6I$DPJsxEc$5{XO;L59Bb$kWCQ4NPk)GfTxK8Z{w5=6zoM|g`9%SxZ7iScDIa4Px92npq4@1xFC z9k``*?s!ae^ls$zv*yeBsR&x|yE6MLT zzMrnc{syfQ1`a(WEAJsNfcM;6ou z{!{_t_Gjl`MF+DV0?Tmv8;~e4h&%#(@UwoaXYlP`Y~xk=mGIC|7vsCWDUs%`IQbF2 z4%Om2=prE#MD4_hn;4joOCaY!MQ{^}rO^2@NMq7>mKe;BFfXwDhnHn8oNR|6j$RlF zop{~ANk`17m{^;$-vahTDJy@`{lL%I)`5VW*=rdFjs0&cVMd4x4>L0}QACyh`TXqg zfo#lo;O+G6hsOZYQ3w6s!y+Pvf#kQB;hBMm{1GNBEi7tK z$VCYNIm`1uefG(f?ow6K#Y&xDDbtTwG*NBT);y7Zf6osM0}48}cAyj#g0cUBgr>Mx z!S6;Y3in5U5v>7$L1aQ3sJyKB1-x+nZr{EXo4x32b6~$JmF-jF-XM0`k1XvawyZe+ m#dG*S5*GejnV#6v|FzXWrbfwRVNyoGOY8V)wPMwa*Z&7|#<2ka diff --git a/man/figures/README-unnamed-chunk-19-1.png b/man/figures/README-unnamed-chunk-19-1.png index f2f610a9613e7ed22733f9cbc3b7b2438d0c672e..0e71a2461c1d34706ce66a14edcf928c85ecf0f7 100644 GIT binary patch literal 14577 zcmch82UHYW*JU9ppa=*k83YM}WDv#zSw8rlW+U-vhWX%ovgMag5Wix|6sJ(zJH7$*AO`=2{pIGl`;3HL?$O#>r9Fs z^u)c_t(h}kt6bRrWwjt7@Lf+J-S_H)p}}W23h&R{FT9o|{pw+5RlZA&OaF&f2j<`N zt7lLie!eQip{04Ot*@wg)9=O$`1s%kz06EXj#k=ouiH1Cjk~v*)X8(eX+|vEMFgYy zWN+_;0srRtA(#lFE$NGa__EU0BZxSPzz_zefX#^@FBxLeE}G{j+_u%Pa_Pu?Wki~x zl70UMrApMcTk@RycvI8!lTnGjlAN5Jw49fCZAJ1Ky*=u(!A7JcBqUjjy_78i{hMWN zjLS1KSFTwL4bwTvwui@$LG= zc`=yp?wD(TdyKQB2+~S;1{Xmd<6xXekfMP9<5T||r>jwI*Bba7JL~Eu!qanlOg04G z9(QXr=gmw{Z%+~$Y??{_Y30EJ^LdAg@XBDm-qBXd>Ak)Z&TmD_kyJvn9SN~XNyl4V zVsmqI59=xxvSBS;N_~8-hl@-WdNZ7zol&S~&(0(%kx)=9O-^#TZ~m&T7G4^>Epi1x z>hpKS0^YoOC4nucpio@$Iws~E7S_ea&!0cf%*+fF*gj(E+G32BBQ@1VnP>+Y<<8CU zcV=chG1eZ)z8W{@o;;Ui=Kg%k*&=e9+-6XZv};SLv^wBrnQcSEp6{3(l`~$ujpJci}Q=TZuf={E>6+87d3&lIeFIy#8!x z=X9m_twsF18+SEnsY2hG$Gd!B@8Ap{wsQG%pfVz%@a3TkliX#)b+h^eDhU?8fB!yYbxkkfpF+g?M}T{B-P41jF*%jxsQ=cZlGb`3dx(pR zZ)HKi3^7RiUZNJ>Z;qhI$jG2l|jYKmOR0kyP;AgN&z|C{aiw?O zwi@55*JAqxqxzVc(PB}#Le@5W%0|veb}2gHE*@Ot;@&F0;^AD#C3=BQH$v$G_|;=G zZ-max?9KF9vbL4k6V19OPxDtrKPEDSq|(@!_ORS$AOeCqt>?WOo7RQH^1`Lrp2&W= zfJ_MEA7f)M$x?2~1vxpz+6#IVe?pp9F{j@W(hxg4J9$KNPoQj8W@cuDp3Z*Sa8kgX z5OkL7q%d?#=0JRN1#Hnvko)%x_;1X>f1a=`ynjt*ZK5E0GHd_yvA+Sg-T3XtTjg5epwsprEc^WDF_L5N}>4xu_ z^r<7+VQ=Xu(bpgDtr_U*{+B9_a@c0viSg zU5|EG?CtGsY-|W$qhp-+l}KTZW~vvrQUZIp%5^PQyBNjxu*`O%cGjnPyvFnNpvy<6yc(ujCvSke z^6A0myLWU(ZoTPp7q7CKpCn)+zK(=Ag};CQHg1Vzj*&Owy>Y{QWu(-?!h-EE+@dcN z=J7(K*zfhm$;RNkzA%D!gG-JM4guj#_MfN8Fc9%XSzn9Nk;6lerK_RuDqYvc-*ws9 z+h2b4++;X0F)=(GcPYE!sC-)l1F8S|{Or(|=R|`A2DSo*T3T8akG~SOt*R+N?rHw= zW&h~t;qCEi_h^D5w~eW9-@b)}glum++1lC~5&lDFmsV?xEnmMx3HQ-pEqb~k+_hD` z#mZr!9*es5&ncb`qs)0}03PY!=!gfGh?MmG;8K=i0{TM@;?JDzW+`4}?pvk_F2%!? zWMrQVKcC6dNQjAvNlL15n2~Q|ZE9+2;8g5miTO5*T$g?zllD>iE>(n@KgpmYn+^fi z6uK<5UDh)b|Gy{-%;XAuPqLJfSXf!VL)Gc&nVg)=yEz53WbkyODgM@zcsIod4|*z{ zmqbtYr-P#9<>jG1JoWO*qxh>-u)HEIGksrf{i-LT{cm`pgWYpbLsfNpVPRpOCEb{l z6mFvGY!Ur6y~msq67;r*7Zikt<9>4oJZ7C=nwoAU(ig398#SDjY;ApYeXc!@$9kk> zecjIgb9ZkT|Jf9ulY>H|M)ER}D_6AHCDgLj^7Hfa+#C_aj&FBQ&(hMesJIx1_S2_N zLN3dN$!a<}@v*Uky)U>DI?kOt=X2PXl1mX58v4xNzpbrp!ux2YBjNUvQzZm313i7o zb_WCr&M-b_^jD{!^%zD&+}9wK02?SMh|Tt9D4d*}hyB!O-C?`A<@6#RfYX>QQw1l}avk z`FU-1-0l+D`w^`y${gO@(o&%Hv0=6o@E@`OVG0xO;NT$hf|@P7GvW4H+6z&S$v_gp zS~%{T8FF^0g~q4aajtW?*z983)@;XUt=G}&Se4L!9M=LUV{ZQ5SwTzdjp|q+7J?*2 z%leMFPIz(D?!TK6h04DOi6)YaCv*BDKvDD1)*Vlu<0S*1y{d_w)iEJKL7i+hSn(Hr zets=4Xks(@;l|A&XWyixOu$uQ6B3RZ@x{7%kAFCJ!455(FLH(xBCnm0>ZbL$O*dbP z&m7Fv?yK|h36!Lj(1xc{BpQyb^w?S4-D zLWRfpf2EZgmz8+CA-lEl8o?wRScItWfFZkYKyvz5ve5Rk6 zS;~hW`R>LC&%ISDZOF*J{I8G%e*3Azoh7zCKLEt++C}uYZk7J^*s{LXW0f%kQ)_Eo zoc9b34b{}t?%fOT9*PA`cRei!W zY^2~-RW#EhH6&63^EzqoT2L0TX~_GKy4 z2slW|a!7^*2e$wwf@PW52!wWmSNa#hJHYGu1?4sX&-v;IV4|*xz*XDZ+nd5jh$NdM zsT8okwzWMhv(k2P;cF{uxX6mX0E_Z6O4he#z2RcH%~+AU%XirJfqoE5C!1{?RO<01 zxI16k8hfN+Zi^u%-`)w1f3vu{I-cJIU*(OJ^`#PavpYWA8IVv{S1*0k6k0y+k>meY zJV{eRwV)P#y1&qu71&ebxhEqdlPu;_`ycT}Jp{p9ZavCp^P@sK?CKQ~5*iVY?U`5u zC1vIR5pMDsI;EB|UmuTD*k7mph293sA6w{|+cE5@un^zykh5AA77NeLUF=K|JN?R( zGQV@^zBLPY91y*9PQSb=4J?8ltl_(~G)zp)ix)3uDW{xl_bI0cx#kxZa&mL4{8bK% zu%Kp%E@9mb3=D+tAJ1_3Ed2Zc&nXqM?04(w@>|Kb1j&#eke}kad-aU>-mEX?6yTBb zh7dSRH%HW+9x!$o}}IL zMNJcBYvL7UsEwND4>E#82q4OgwAnPn)!MXJ`>pwhFc&Uj>C2Ld9~4xHo3@e;Ju|&N zvW_+@zL|56oL*J}xB@ATg3pQ|sKB7E)~NBkg70Ol9X@CZCMSFH9^PJ(`IBPRST<5- zN>USWh2otSFJ88YpXKj#r}l+jPfstYLw;?Q&jz9`0h~mP!n5?GS!p zwrWI-R6{SfhnvB$`0olo5t$QejU$g!g#K+GvY_>ayPZ(ou9 zpZ+g|H(QU^>I~G?8SEwC^A4j^f=AxoCjgdq*CtNq(_U0oRHSESD#dYUK*=X0LGPnC zG8}1ZeOX;m3<@Uzux5Y#df&eYp%p>KGaI9+|H)|~>h+F5z}xX2=;nM$H;(F^1jl}S zauhq>?rRLj-&>mykdTmuMj88Hcht7ua_2b_6MZ%eJ@o+{#z39VDKtU&0H`4U$Y(elZZAOPRm9MOc`lqhoX`D@<7C^JPE18V~2+`x^jCJZii<;%{xubroc1 z3q0Mola&qO-4P)09wtOmd5DHFA6D2+cE7z-pjVZtl8sFZ>9~KvsSU*zoz4f>l7VZ@ z%+1jVx!lWEyO1U!A@O7|Ur|9}>0elvt_Ul$-*Rbb?Ne6lyZ2DoTp!Cp6ifl+1ZV;q z?KUZHgSnB>BrLUxs_K6)dqV?x4{>OrOyf45J%3(CTDs}W7wic5CLX;5-o3OQN-^)> z5Q(tGb@KQG1qFqLb>qJYV(NxqBi$Cy&uSIu*O+!D3V7}=3pmcos^Fs&A7pSqLL?V2 zT!49lGy*Bh<@nIq;u|csdAzJIn@-6M4vw{v(kB;5*oB?u?@!cvL25n)Z-dM3&S7-dKoD7;`0L0%X9-Ens-m9^jY~bk<=7GCI9u1qW zK-IbjH{knYAWlk*VqsxnY+82qy>!O5 zB7i?yl}-!37?=YE1}P~iVlK-=s9G@u;iq_oC@3hjb#$0$yTD}n9F0yeDktamnCl#p zHRN?ijGgG-zn|K-@W|L0hc=o?S=3|u272>LJwHp@$ms*E3zKs44^)=zkAH&7ZQqNE zihlkyG~(yyuc)s6!To&BJ^Cv>ZZT_H5o;soz*@U~qGH(ltF?&)k}Q^jZB5(IcRqSG z6ZRKDB9~KHl50;nXjiq`@FzJj1eACYU9H7hR1>752rHR%VuijWjdNt>txoY-Sn@kFvtDpT%hZZ7{V?xlPiJnzFKTjXno%!aYWK z*G8|YsX5tAN1L9WE|t>{E2q=-@WF%0nHdIQ=DIkwyviGC(aU~4ydCz5RaI5Mz+rc7 zK@k#6>ik##-0VR#zlnR^UndW!9c%759eX;NTENZ}w~dnLI1Fm7T%%ewPZc<7wwH^$ z^glV6%y+*X7*&TPv?W&i{(T4mw_!aZ83NlK7^Y-$0)m$*DIB;4b>1S^uB9HVv62Z# zVIrx;mvIUM0swgr8u(cEjSpRxtNQl8pk$miIc#PYmJ4`z)WUA-DW|{ZdV6~TFw6pb z16Yz_2im!404rC|sT)T{M+3@R?9Z`?r{;d#s;Vr)P-6D@vDHWkGacO{V09q-nHCF( zihBR3u(v*yLXi2*FJ07RxIq9G#w+ZNA-~LZrMw6YwQM3A45snkhb>iR@dFA6C#QLL zYHn^Wsy6G39r0x(RTYN*@3gG>%m)8GFEQ#al)J9!Cn=R%4Rgy`qEYbcR%$J%GO$Tm zTX6lKJsZf^OF*FpHUgbx_(LH_xC0ijDAk#ixPO&cx^$z~6jE6k5l$gw*nES!aR(ab ze>W#};?(7zLAvEa648(q@`af5qMDJ>TaBEE$VfbV{MgKY!AG&--KB!M)#2i~L;*+Q z3xRe^A5}%<$spk~y+S;9`Zc4YqkVpFwA|FpZ-2w(KV1Rf()th8AjnK9eHNL=l{&+E z^X3!yG@4OS(C(+Wn%Z|iOf1+g&_$;+<3U;AqQlV8&|v&6x(P6sNikju`*~<6p?4~p z&+vnk`?KB;(l;ABduK-nm6*3M?JvOakg}t`54ca>phJ8cA$6LX&H}@F9+#B!>Ha#z zxu(85noJLt-Y0iOy<6q+~zW@fp!_roa#Hs^cN_M3>Fwa8;2{PFu;*-lFX zD^QbZytZE@Bs{!#ubt*}|1QqIl5H#P7wCC*mIiH?2J)Z=nV6UWMRI(!$HC0}Dzicf z&#VDKC}p98*qCZ!W@d&=`XHx2fFSzoHXsIeos#*9)01-g89;GEP+y_o3O(H~e5oHm zP^wd7+5Z8S(dDVprZ0~Xf<)3eU~>rzL*4#SnE`(T%J`3dLZlG*9MPTcs`42s6-ffX zri+Mp^?y)TdCf>PgoBCLVIN^+-oKH17y4>TkxFRzx3{Bg^UMEM*pWT^}=kyJ3@BI1t#owDmzaN3Sn1D^nuY6tjzNuUd$@tZ2K z=&J=LW@tzYCkzckOnmUI0KMW1uh(ZPCa^9@W7|7AdLGQgGASj#iHl=acXxP}1T81? zFn-}$-RVisU7AuMi{@}Lv##Wo)+i{fU*HIIHM`5heXHs9_4Pm)IzN`<4nlwHD?q^c z`FSAJtD@1jee>o`B&*!`OPJl>LK?&AmKPJB9L=<~;}ku$wTB^ksGqKXj^sf1Rm{7X ztdQNWUAxA`WxuyN)_~CnS6&&f5#r+NnV1l}e*Mk}oymD2xD;Wb4_Qq@!e~$0T{JrY zjd9|f`=9)rb^nHGS8|Q>lE&@Zx1ZS)N>`APm4?TlDPMv$^{;`_2gEQzAJ`Qi5OP{C*te!JwA*-aglFxHxT{bT{=R;y$K&58JXt(9L>NUNa*=mAE*4V zsOR?^Dp}DNts=lF%*|zuoR++E2et{kj&_z>INS5}s?wSBbI?y)lGG}|nWW^p_&uA5 zNlCZb?G*vx<;z@vhje8oT=;3=0c3VDb5m36ySfTA3-lYhbUZvgnV6U^Mne;+j7=u& zR`{5~MZFb9R0d%R)Q&cE^<~zhLAYd(_RdvArs-X4gjS`)+qZvk@S<3ey1|RSTT~a( zQzN*`F=glKO5*+a3EY2m52TD@(~hXJR`$;OFWR8P(P=-S)>2edgf5(x{`PIxmPo3B zXn6$%ppog{w+|a?;v%Wi%UEx|K89TF%V|YM0Lx%CT$ItcDk$pND&L{7Q)NM2=Y$K=CP>PVTq!Gw6yfor%!|XF#~=onIXQW1fO1gN=-EcZnN(9 zW>`iBaAv^IQavO_-%dQdm3j!si(BL!kPpd%hM}CpbOOh+yE4k8Xz#1Xg=T)1{UF)6 zrg-fR4}CPorxt$Sx4@_v|7&vcqsz*OvgmVsr`forSY?p1)nwEg_-zqdRL#Nf&CnorfIPjaf1LlxG|#;-Au zRak3Cv@mK%*hkPO5lf#td$t|eu!XD?C@SXjW!io)IE2mvFW2YvgoH!?m%IMk`%fW% zK_>WAP++T~62;pjVQlvZX0=D85E>n;@#=$)+Y`Tc1`V!UkhZp70Wzzl$jZpb2sFjl z43dA&O^iDhDTJm21kS#Wj*iAg(hTV!y)3Na`&DW8^12`LRSB?465^z=~W8DB-G6N*0cbj&_97S6EmG z)KGI*SC_})=1dz9ngNs03$SSwrn04+`?7eMn!f}a(TizS4_SGan`;F^DAY->!)^DY zm2%KecYtx$t`jd9ocs05&CQKKQdd_he>wQ7L==X&CWEvNY#J^;K9_o53~Fj>)y#Vb zFyXmb1A~J^l0dMpqRGR>4{9t7H@@Nkszsc*B3Av_^eVr%wdH*50mXv%lm|LcnQ&5C zw6quy7^tmWM%rap z!mRS%&35{-y0oHo?^?FDn?lyQbw!Q#x{WK97pL9Fvr(}Gy}OE9`_zR(U%h>gC-HsE zAC+VT82bmjM3+0@JM}&}WbCN@jZn9C$3Thb9U};7EZPgu$obFQ`s;A~2M&}iTTiQ& z)5#-TgFOML`ZVH6{%;8OX?EPkHyx&E88$w1v;ya1wykT_yN{2b7=V}qXctx-I^c^q zI2Ow$ut#AfkAPvNP-0165QVV5?L z%s4pq_Vz%B?Sy*DqgQlaRai&B3fBcTXE5^=C@mUkeA>p5WKL7iwF{*!KLqAU%pOv2^l$q zaURcj?-_YIIl>Ekl_1HI+O+$lblt>xaw)_d=Pap{OT^fLuh%VvDHy^0Bw2{TF909j zQv8t*IRf~-Qmq)W=P}NAC&wR@ znE#>_AEm8FC{sTs=G?mZ<~#*MFJ3+SSyFMc!O#gra@LPW+!w=1BJX5Oh@Peu8#?G! z%Oj3jx-$~oVDd0mW(yU+J|p?*#t-rXZMVm?yqCZsk)$^2ibWxL!-WA(v7@899D0eC zF$3)tF*l27qVJ0KD1PR!@Dks-;ky(Fr%va3mv#A~c`ZWW3||*W$1d&pz|@Fi-9gK$ z|6nZng9HAvBZEGHB2N3CRpiiJc11zfwoTzK&hUSAq^xZN{rza=|2}cX{nm=GGGgfm z0R$lR@+xjUz5ZfiElO)(*0U-Db}N79D*f=;H!9iN>+ACac?r&GUmy3H^RlR4L_M>S z7;+ZGZM37DgRb$9^Q5{k6s^|(>Gw@Yo1v;_S2}rl)j+!ovCh@k&o?p3*0fa}7Iy3( z$R7Y=>_1pZK(oee1W$rixtgZtLxYs&t*7ehF?J84>#g`S)z!5P)&V)Gdafmq;;Ne# z4|B`+m3+Q$;?<;}XKk(MT)M+rekthiuuAMoJ!kmm`%Oi;85!e`xyNg*MZz|AS3IJ> za(^qzMSo*P-OKCP+J7=RgNJ-6mwjxKztiyjJBtyI1>7K(C2h+!J;CHTYZQnOaE@5W zd@qg^ zl2gT1gi}~hd&t7Z)=_B!EM1rAQLahJyLSyOEoP@D$0*d^xMx>OOUq%wI;5Shl%AH~pA4`6nOqjj(6E!)6j&}~l8qYoHz0?&!^?k22mkQMrZQw&jKCkMO-Q8Pc zf4ulnt})MyESi5gv{-h1>`U7MI~|%RR9$tYwXBrbl6L033ZJH;EVi`6gxivs zUMJC>L%o|PRknfW54H9N#Y9h9tC>u-Wjc0t;I1i8xBW6^x<7lt`*Is~9i6Kj@v(d+ z&vxeU76)%0+4_`)d)rTKb&IDM$Sbh2Eoq3I*1tKsq)ixn*LL`|1=;cB?@w@Wtt+{# zWckOgyza92k~X98%gu(ZHr6!Fg5Mmx-E&)MryonIw`P|nKc5T~3n!y0*RzLFJ(g)) zyxnG}buJHec2^GgdAnOYt{d!sUykd`(yEhlD?Amlt+gQ&IhpVYK7XiNvni&~_Th>G z(}_*V4y*k~OoOr7VeZ4@;XW9;SfZGj#qj24*z?A;JhM+e+pRlKxLMOO7@FXq!R(y2 zPSNS^Tu9-yCGFnKds@}z$tER5MRYJWcyttMjHZ@`+)dfc+p@ELm}kxAGGz_|(LQgLC>^}LZU-@uye zID7q_qS?t({)#_VpiURJNyBklZ019mw(Z+@Fufd3*LW1#uuk1ZGkLm_<95F%#-ScS zp(LL#K5E=!V+$4?qk$FI)`pu_n~z`5p3W1yO~=|=$>S53LIOv0RIDtt>lmj`damc0 z$&p_!o|z$GOOrG^S#2*zp)|{F%NE*+d~SR6hi0I93<~sdAVgpiAL@*|Z|$7a9Os(F z33!D%o8@Qc<6YVwE}t`2Xgl#)f%hLHQ>3?MVSy}<8Tpb9(CfC)&LLc9)qu%7Q2eC{ z@5iT=D{b$)t}3j*B+$FNZ-Btkp1&A zXb|fGuYZctHoTX7OG-=@^OE=5=;&SZ1rS0)Ug7j``K#yWODY%^q<;DJy7sMWpGkea z#B(|3+Dai2mA<^u!prvl!MKil6d~;X<l+oyvT)kkPf=G?XA=V*iy$r6a9i6^XRk%6JHTPtW(l8`mGUa>#)`Oesnu|QO^pC63;xZ&`j>B5AM_#=nV6rcK}4Aq=q zTnbUAeeBZ1&Y7RUso}__HDLW1TRsX3VqnbL#;xvK8`B+obRM7VvRH3laaH%!^mM{Y zVauPXvTY{YUXq855%M^TRIJtY(%IqRkz{c%)B8Pe*mO7w_P?aJz9((-@~iRpM^8<_ zc1@MjyU0kF!GJ;=0g)#mJa7|9dq(TPKZ7 z@adPAMvWrEtGYNVYcwz4@P6>wN7`6{FHydygfmZeBfPTeQwtuMpfG#w!`sSln+7#w z-=K$w-Ns7mbq8+jac(EmVx*%(FlwXYd^DFA_$pk~_^lsCniwL1wlHdm}n3Dz^^0mT2qRxVsVLR|p;U z5(HRSEWf{hAS&uAxCI`BXU|p-#3qt7zs;a3qoN1_<4#Nrpi-f1K|3M6=jZ&vV9bV@ zsTw~Q%t(JZ4+jRyHZsZFxyU0b@N=K=OblS1JzFwE<(4ewID1c5SGQ5FNB|8J4AH3S zpTNT33}R7M-rc}={%Tn2EY=Mgv}qpw0jfuD)o_@^6x#$RChp;;exBAmk~5pObT-@Sr>jg#vgDA845)F z2kw+0zL>Q2i6m24$m2^G16Qtvg5`v^UXZyePO4A1WilQ*c}W7p-o|l4pgY8UOU0x> zO+8Csm>2N+3}VN6_6_#gD~R}908)iDbpa7)r@v4L!c+A|GlfhV7XyRI>W@!gz3WIB zu_w?(kWB_@wL;b^@KynEH!(9i1+M1c-~bMK#Hr zR4;zIB52f^qXFf#Op6$K z6GxBmcQ?{{ZVU_X1pj|9xw4pjLPh;CGA7Mxs|a_+#>Or=3Em~4ONx&tPq>u+gy&Ch zm0el#2fU(%agUnXhy>2Atym6&G9kH8uUKDSUr;V_8o^VBkBx19q6VC3RXTPd(6SR1 z_Gu+0ucs@1{P+Rn?iZ7>rCa7fVf>fiSff}}oeDQ+jwoPJp@~c-L zfiDgT!LCxp0Mp;Kp5ZhJ|MNg}5A&{0)YU!z^JTmL!oVsZ(l`a=4WIItO0OeudvtD5 zk_Q<9yao%x9~19*HuV)5Y_7O_J3Bj(`I2b8pE3Gtb|tU$12_f!pkOYGFzAU8!G6_x zqaN&DVA%o6$a>72lQfZ~J|I{}u!}^n#s0j%#M}G)&=M4~E~#}%@{&gY+pM&6gE?|K zaq;v9*g~vNzb%ecm5;eVI{*_5FU4t4p9v@_t=zA2I&rbKB@4N-v$D4L1d87UX=!t7 zYioBGaDVp$mYX+)Y=~S?r)`*sI0@`Cu*|FQ+I#12rQP@j9d&l+D}IXN;bmba*~FLY z#)h4aI)gaQ^Ng%(=u@)-PxnEdVf{MGB1J*MuIn}(aXVbbSYG}c$P4z^k^?9X1AR3$ zdR*mrUW?Dq&ZWOn58q)I`paHEqf{_kpppATyHLAM#kQ>)mkW363z0H0G4Y#wnR7rd zfr;GJNxGZSXTOmqTn6}cVriV)Pe%2cwAPBYK(grsVYaMHgVg%OvZ)evE@7ul0T_%; zv0LCn6HH>~;~M~4Y4g`tcX#*5d~6-%itJ(#S%8^?SA+F}ize4VRW%TQXc1*VImsM- znbqIq`34K+Cfd}Jpy^!1!@C;f|HsKj^$@?L39M{5w4k@-=jMiogvcr@@9plERfT>W zpJBLu-Jc)|g)+6U_@6Gb>ZcB^QgSU?b&^RlUh*sBOz3#^>J=DE+}3LLc*)T;rN!eb z#x-qvTbefqN-5>)*xI=3g+)Zz@QHZ-xX2^(utpw%LX@MCx4E$a##wxk?e0&GbF$ZS zNSE|h>h9^MJ2|4`2{^Qt-12>XP8f`@Gqg>Zv z@bnXPhG3`txkQm+u{XmwYKGhp3?IK9yJLgH0{JgWiJg95rlKk@r%^+|)f$|(q6>jj zXw%E_HZXs~HG3KTwnK}`^Z^x>mEIuRv3WHD;}ahr&o_9kTfXQixrn$Y*=?I2Hw&sC zjlJu)q*4#Z6ggTh2APd5X$geSWI^Xe$1ah<%M2JHlD>YbTRS^c0uJeEId;`xx8<)q z>wC44Rtk9tbRF7=W3pX3s1I8y%>s-vZooyugaeUCD&%4%A>p^9TUuHQ0|X05!@RQC zar*rmHWRgq*cOkPf%m<9UBgwMgTd3jQ;I{Gv)1nqCA}s6(9A%I+*(sf@ zwa$y*y#r5B1uW#S=NJgRASi*v@bUML#$*vsFkmb!F2c-!ds^&pJ`G}EQ&A~;HgW`)BMC_?SUDUh%e{_vdwW%k#-YVl&gug*FefhU zFDRuAGq_?W`)TXX6k^#gO9t5bRPiJWyGIc?fWP!@O@4mo#Dovr2z6T+WI;e`Kv}Gx z2{Jl!=FGUq65EnAzsEN85I4ZYAcIdO=yb3-)68PAOyr)dnXP8vePCjo;s)+Xp!LQo zofXVaTf|PdTvv6I=K_%@x#7Foa!5p@0H>WLxT!%5wHOk$pZWrNDOmD>TD}c3{7|7$ zz)O%PAqcit$|q`_7J5MhM%Q9d$+!1;xu${b55y?dNqYTSO-su>4*rtuD*;1EMxfCf zFycI{b5~JOk(87KSvdfQXtips7F=JT^?;L}?}747(T~6!3JQ*ljy^O`1oQ0jaItio zc_$54Dw`el<@(6GK&uybi5ip6f)Dm`ZSE6GOF|+d@YsOt1@7N1Fxl}P65k$KnL(iTHF-w0(a4X$JJ7u<9N<^~<{2*}O2TTiai{(?ka2YzqJ=qXojY6x$4-(iV4P9s4% zs-c#y$0u)qC$d2t7#~douPa1E#&N_~u4D`@v3be@tF9m`%kOhiy|aw=Vph9vy?>Af zcE)`egW?;`$(p_KC%I7?K93$h{`EraL`zSPt)%W?HUZL62P?GgB7rLjSC%eY|)+6UV8qnsjI1D{q_R>BXs+Wbmk$pOdJY<{~5 zrcUOYH_(===*pvW7JfLl3BspH!>2S>-Y_V(QDY*6@% z*wx?O2fKbI)E$s4tH7oTeH!Qq6zGW~B_ksvCFOrIkPF*1=Jo69{i(1QBDNMpmVBtBN3z#Kd z{{sB@sI1Hd#1im_>_YMsbp9}Q^E${+{RIYMuC9A8U%mw01*heBS)+G|X|qo6OV1ak zlf$I~NDo^Z8#uVQP!h7gKAv(vfgT^|b}x|8DQ;q>-kBtc!x)Jhw&F|ZfFx<>M9cOb zIPoNYdpZFD?Pnj5k&Ae=XG(bBH&F1pt0^H{d=m^}xNSvA>88H3jnb5e(h6)8_z?w2 z>EeK+)1F|MlTk{ZwS%A4s1Rpp)zs6dpuQ MT1hHj((u`T11(AStpET3 literal 14406 zcmcJ01z1(>w)H}k5&@AC5JVAFQb0Ns6(j_uI|QVqTS7%JD2Yvjf=D-rG!i0gx*GxM z?uI+Je&^hC?>YCs_x}I$@8|iR4`Hvh-k9&0V~#o2n}>3eX9%bX5Cl0Rb^opcf}FU8 zAXr{_C*U`YJJR>zfB4q-)$I_3s0Q;NR=rh8_=}sg8BeyAJ!4 zZ7+Ek?)BHKIZ2rp?|nEK6=%v_zr9_rhi4j~6KNl{J)a%9Y#7{XUlHOo?dPW;4a4~) zv9yF4-M|Sf90UpWMz9e?O56(z@nU4CLXca*BziDDDFP?THih17-AdQZH08_aJRKb! zuE-{~D{lf7q_2gcMP^2ceDp)5lSq)W!hX=D!RI(`Npk5K_qC2a-HmU6EcDZ)_X!X2y52Mq?2r&7%qJb9Vv6+78V{F ze)T#zD~tW&#j0WD*Y$dwJ9~SsO5wcJ{vIA4OYC=r`JN8Fe*M~{Rp_C#e4MZ;ca`uA zJr;t@NdFl*9w&kXF`lGCko%-32oZ!4|Nl7A|EsTupQK9SVP;PL`0?A2?cT<0vE8)j z;YO!bxUB;U02b7Ny;x!blz z#mK4>>_s%$g`)s{ef{(2&l|VI+$bWWq^yTeUENvnyu7?GR->Y(9iLFLNukvK68aGn z`~eecsKNu*xamxd65fCbVYBzwl0p?))pf>Qw4 z>QcMus4v{AD9v{KMLVv+kc)~Cv&n=t5wc89stj}?4Yizpk`AUQqv)upA?;VrR6eHD zOst+!+`cGsHoyGE3f6e1%ct`dfag{5}SVItuCrfa!G;-jk?xnw>P39F`- zyRoNgIE7o&m99HcULuvAZI0%0NyNT6x1o6UtOe?;zzK(8g)-JZaQp5S?&6{(~a%2OP>{@CMAGTF`dPXZk zc+pxbdo2zXciQq?!+aX%Zk9SNJ95HCS7FH)dk`Z?3Dy5N=;EmKd?cJyVe1#C-eAI0 z8~J|?)wMRHX8jo!@~PzxHbng=qW@jgON}j^(0DuX_51hlaNN)mC?gtb>awyjjU&-B z54iMiHM9q0$dl35uL`&3Wt5&ii=Px~q@Er&Qh4*`P1xx_@o*P!HHF=hEAndCNVt5o z4Q+4Bg9wGj^|EHEV0=yv4i0*HdQVSJw8ZZnOnzAK_*%qhb<1cncKSK|f82l5J9l1o zOD_*xO`$k+dopSGp2kQgt!-`5aX)F=+nm?+Jan*m3oxEjFXeT3 zu-?kRz<^>KE^*kO4A<3CCxsZdlRIHC)AkXKVoT4=B$t?gLQqnI^htm{N@ff1{tUT5lnCan`$!MjmAd2jBQEv?%lfw zYZ!`N*2`D^A#DE!Uu)%4fDGQ&U;FJM^037mNN5AC_5Q2NkZHa}M)8 z>V>)$&vv7&DjFIagVB?kUo5V1aOf7ADX;gV8yg{-yA5t{{K5PfT^ZA!gBBxydGxd+ zw~xMa9A%57>xti(UsF@_Ut|6wr%S_MZ7yHBlpwNv>zatm+Nb9DTQ(ket3Tdft`DRa z^E@ik$m}sIw6U?VWEqEF8q^0^j?j^l-!%A6n4}{a^;Fd;%Z;60Y~|U0xYe8!Nk$w zexZgX%?K^r#(!8Ohi~**2#JE4+Ev1cu&}TTBCZ96^oj}!m%`DR?4nv=a7f52I5b{zbqxYJFj+R8vc57mo~J`! zhlaG$g@A7&wbP7M6s&41OQp+m_JaEMM+dw6TZ@_nChzA@17KL!N_j29+yE=4e9t{G zG$bPAcNRg0TBN*0Hrno3m96^h-o6Mx3RPsxCo*b7=oN8CKhv; z>jF4wi4#F{%07L%^hqkjyIvHY`t|+#^w-|*ZeTvr2fqv}t zl$87O@_bZ;dvmW&Qxcp$?Y6aWP1*&%^##6#ZfTLbfB);V-Mp2MD}W&Z z{{GF)&E!eE@b}V~h39bb1!3p5gLm&ge*E~3f(_`Ht-C(v5&Zqwis{`dPVTv^G*nbG zjluBC7&}rupk}+fyHopBFyv?;agmX;d)0Tl4~(O*kPjj7g>=blPP0Od^zQFGqOt8{$b8$7*geru0okEbGK_LhWD=S$t5j;u7 zhE%WAaj~(rRW(&<3YC_Y7OvxJx<1v+&JMY|>MZkg)z;Fmkl~LYpka84@KtI~y{brV zW39gix>fb|-8-Pt+^!ollse8I3ko)VetU@y=ZF__%Hpqk)6{mKM|6oDlBULYDX(i} zZ|}XMIPd?RZ^Zc}$y&Q4{b9Z5f$!D7g?J+xJ>3+!-YG8z>@GhcVZ7fsUIgx(rkvho zR>;2z8`$^j7pOgP6GtM@<^0lY!;p2mY;dhUuMa*2z`>bwmZln~rbn+p;1|Sb)x!F<3H)PaiN|TaqYpKjRF2!>NW#5$ zu&{UxMOLFs-m>wc+9s3|aK#Y%H*bnOa4ggZ4*shlq*;}YATgmEgCHS`$o@(VvAetb zJ$4AL50e)0*uaT~AfFdm^eZSUU$MOnk;|s=yCE}PZUUq!6KiwMd`LpUdaI)RKy^59U({Na|av#?Lw$x^{vRN}+LT*h@A8_rp zwY44ZWgqVW&4S8y5OzCBCj9fKPp=>TKFVK+8R!J`!swqD_G6`q*rd=u|<8bRW| zwHs}`fF+HaHsS(2n{XK!9Tj6?kxA}+qs#yUIRjVr98J{_i}}5IbB&c1awg;*i0k(D zcA$AA#hBWi1%L!l-Wl*3N*~2krIC>lgYSOol^%yMQFb|-r{44Y2qGxJjJ37iDt4MU zlneOcAV=lF_}_u-jxUimV27n;CZ~p~DlAwYu-1|a*bqc=L9|IV=l>@MYl-- zSJ%@W$gFpes;;|odbduAy_8?a&>6~0ClLE5K!${bgcumc)+W&euU?SkxvWq1_4Pqg zdt`=Tx#$LlS~y}aafurzoov~8cvut!jjz8xI3n-XdE1zzvGyi zgoK2LN5wZi5{cG-0CAW&EkM%0!0)0b&D4K;qyVRwSmnP$aCKun6GrL-dw{^?UyM}= ziHXL|QJav{;Tf8te~JJYu-MURpxDulfvs(xO1gIblV%9a>vDgx8h#GI*w{>aqH4BI zb4$xezA@%v;55f$zVvSuf5$2CQIhlL1)P?KU<1n`V(aSa;D%q*(R0Ep!bFHyOT%tH ziND0eb8K9Q_QT!jcs^cUxd_g&+vA2H&U~LMJUtrn^IaMG4{o{x8{$dd~H}~My)xG)NY^%X9&Gq%ZB#%9^ ze5*`&vefgRz=^+c|SZvw4S5kn%r;Sf9d*fn5cAm>NN zJ&-tDTh@Yk9ZaPrTq<@QhhP1MCVYm)QSVpFSkWQ0r_@|r1nO-BW3ysg14n z0w-HtUG4AhfB*jdRH|#a=%q{IQ~|GFx6N-(NwK1#q9Lduthq`?kY3Ig(x9ZMXwW^Q z=ATN=QIY=M3axd)AH$y|FFd{(DLaMx&H03nK9q4FdjXk#O!Ymnga@4myzq}QQebzE zLSb}@Q4*^Mz{c(Y+*TW|217X&G2r}l-LXKh8y%^Ha^h$#%Qy~?q zKQbTS%Uxy;_wT=+^m8rONo>cHZ?s~#7tP){!|0|*ShFIWt&j=;eE(_^pVbKAnKKSf z4CATk>8J7VtewcmZ%`3dR8-J)Cjoj$9x|-}85=0ZSCn2n^a)SQ_OP;A-X3wY`u5^f z(bHjS9+RL+dhO)S!h?y#goGze5g(PV<1;|kZE9%9jiDwbU4yKMU*lR{VdtSa_8#Ie z)<48O{F>rt5^)MP4a4phPFb|r1Q5u0_pSbpB$@K^^6ll(>~6DHAg~0}iMSG;=lTU9 zQ0}^EW^Zo~3Rijput;H42x6}Mu%FwkD}_Zht0`6}oFt*!Y`Qs`xqw6KYtDxcA3Tqb zii?ZkkA_rCH*VMfGg>^p3mIiCCSD{hHMJj#q3(3m^|du1K$P_KqiJ?>-XxK-TR@gE zj9Fz7#2E@47zBJYHsi)?9^J(dWhpYipHIojG=x5H-@b*22mINres%iQt5+g!TVzSX z00x6GT8eS8v9Uox*1Ky)`q}0{O>%Q{VK@n0patlKhlu3-fuAU=0)jJVfJQx1Q9;e0 zp7*mRJBxf+x6Z@;tddScvs`TV)~Mfcq!(bR&EwxoJo-&2IP7d~xwyIi#=TBhY|eFi z2d%7Fql{j@dbL@~j z+yp%H79rnLQc&=^ZCSuBL*8Q7E-ARP^c03{Ld=Zy#p7^Kzs4t4&|wY;BxDrMNLkNa zw62cZ;!T^k^D)1N&TUPqN5gBOR%|;7$+Qw6BPAt;qhe3Le1*P%a-YYGhzS*q`fckT<`V*EhR6s*@0QFzL@~2G??r8lN+O=b(f9#Dt3hGlb#u^74|LZHqR)2Xk2aX?T+fP= z5!8*>y@U10dA4ht+ZaN+;Ejd6ZgBJ>r=)C+5$K%Lxcdzf3-IU3@if?+n4AlGP|5_p zeVZq6jf-myw5%*vsp_0_ILJlnK`c~6#18PGzL<@PKrtwpR8fqUKVXnHeMC9<=a@1y zi?R|Ds?!d)76+{=cBdc?$NyBJxfk?KQ?SkeKxk+TfLgTO*eET2-@#!sIo=}*g`yxM z+h}CTey#bbR*xCd_Q@|CiKFw3z&0`&GYx_Al*}b-HYLaJTB<*W%a?y-@aiwUIKVaGgWh8U}m6`N4be;-J zxw*NSS)R+Pk}6O?JO%*g2TbRZE*wv`nf{|h>PSD8-fqJCbSNS`d>eo_428nbR!FT( zOrJ#@3VcDs2@DLJG&=Mq`Ab0MKh`$o{!Fgl%YMY}{FMwNp_We4;}v}f<>lc~%iPHF zSD1T*Msxc85zdRXmi`FmimIx;E$nOu?G|#jYu)q^WB^(Md4QN4Rw2DAFOUpfx|9_beM9sSBA zpeL*x9NSx4El{c_f6Y3{3=)PQ3g8wfk2{<@D9cDB+%{%%0c>VFlS?ad*zxw^kr#e6 z&`~87?4IWcEb%Wh&=(^_J|yzv=iD&(UUsmCR?X5nD*?4~2?Vw;o$HUyR}ShBM_xo@ zj8(iAeNaVNSXgNN{=k``p`qck=({LqqfO2Q_c@G-!G`i?zw&s$5>OxNb4BU>&3Qi8 z4HGSiQ4fB49HdRo5qlxq^Kc&6`m5x-EMbkcwRb-r4q8=S@t(04w3(Z)4uVlG>ho2_ zc^>Vm>bMv|dB&T}ML3ZcER2VFO7j9vA7EjZ+2&hvmfDQ(*bFfBf$vNAXkq)Q{h2^E zO#|UnHk!A&PT7Ux&Smy_fc2ZDZh8>;ObnlLavoA~vaqlSxo)JSqt|Zrkz*q!wg=kcPuDml52yG923Ll~iX%G32$#0l2YxQFxKO;gAK$SR9Brz~h ztW{w@+W~0d?c+00DnKYm3)8EjW8PN~J6Nfq)O~gXay~XLQA+n5FvmyIx-OGp@}j$U zWA+f^I*`I`^KhBM(Jpb!-W!X9+e5{6-a)Wsc;W5uh$YFekPO(>uC6W+IKsliiK%&J z@>@kqL4SnYH$6FdMb1VqsRTdp5f1XT28IkOSyooo2sGz_qF`fVCnhGw0}xKfd+NlD ze<+?~I`0V2eBEiM=f1zi#?DUR5xxt12r>;m0Ri=m$KL#P&qere;2?TV#0yY^0v#Cw z{0d`HHRMuvcRy?hVOB@6v9Y>fte=(VE9XwEcz=bVI`p`g<0lC03&qD9`VpPe7Yv3^Jtn55Q{$B_%_F z!iowV_HbMr9Nzf%3T8aiuk@i12ry9ZSvw`%s#(b2-5Bn~PFr87|DJ7jeu?n@rG~3X zp&eVS*}n?x4yB1&*PDyx+5Ip;Cxd5t%*6VPxG%;~s4C8R93M9^GYs_I(9pYh`s$9b zxPq}QwsZelNXIXV#s8}gIOP6a2Xv;zexVNW-d=HzOAdAXkyvJCwnT*MvcBkfhZ2Ms zoR{CAKkche71Ho)>3XdJS0t6sYD#ivF6&@d7v?uLoU$O#Fl<`N1^3H*A=+Ln8hzTI zcje~I%?9T90>2nEYng~Sf>17Cya3@Gp6ktgP{o1{44UfXR2C6pEDp{fP)QaAH!wzmXn%{tiWMjMf?ZQ@Y4hY68_WP@$Pp&Vcl}OSXE_dq4V&i61EqGxYzCJ z$B|~C!PFr`FSBl+^y<0gb=%l@xdnG29m|>jB-MTL7iX$!7~tkM*4cu2XFjmp_Ii$M zb3jW`OXF2=u?ktT-ix@wNP8>!1%hpoiW0tmjsf=~^+~E*l4fI_3GeNYMPCHl8rw}k zb(GN{+A{RM5E2b8g;;GG4{W?h+&Baar|neXuG4bRvx^LnUcaUvR_?sTJJ}BR{&2bQ z`U!Jc+YqfO%W31W_pg3ZL62B4b!(Z3*Z1K9#_jO)w$|CV%?wO+&!Im#qqp@qSfQhj zk-I^A?IT@86x`1%>sCxGnu3)1!C5^hLcY~XDfTWjLV5lbbFcrIHKJkYN0W_~fq?-u zyo|sJa^}n#=>4&I#``d-ONKMi1x#E`Vnvrgls%Ld2rxG>v4)Bi&Iebdcd3avM!SCv zO?w~xtA*=3hwN`AGAfER-~BgTVHI!f-i3AI@?T;|2*fJmF{5Us587Mhy&T zpyxZUCMhc`SKoW^;`8UvX=&Hdr#--JFt_Y}?&U`a-v;4EPQPytja=$v?zp>aTV_tO zcH`VJm>7;H&{OZxOBv^H8R{_M=}}VEY*A3u9yZ~Lk`xHwrb=VYE;F;R$l#?~QZI>$ z!g(j-0t0nmIW1}r<&n-Ma!K~08*uLJ^Y2tDFS#Pn|lO5-2sLjmHG>Ysc z4AzslH8M(3tlF5z(%)4RM0XDdC)t&hM002te$y+qXHy?mkzqc#%^IGyJLgzpUrk?Y zJ3E)u8JUS9iY-nQv|CTI8-jnx6|@WmTRln7-cCz%Qz;S&#>aGu9srNXGdkE=Jw6;g zwxsKx-~9IN8&u4^Mb99W!OtkqSHJ;84|nX>uh!e-KKeFzbQD*dw1Vb%ocMypN{g?k zjQ{vm#>Nd)d~{#-v?k36PoT%~A|HJ73S~>Q=Ex6E%dQ*-RKB0AjK&wnR$^Jy0$}?QN~51!k+FHAG+Q<-dq%mmONIsXXL%UGrh)T zhn~+aKUn#pgjVnHF;OLFy%~69KV=UONgY2og>o=gVPxJajJa|+b~d{r#+>cQvsvvf;4gk95i?!x2cjpd>>RoIRV z21p>F3_QYvfWx`^^#cb-2!Y96{|KSk4<9jQt2tEq6V>E&MC(}PZp z^_kV>fI5j&$NL8YcIdn-E|)ulS&h#}qBbOs%%|Et5&@l|i(f<-nm&Pvbp_a`{2XC7>3D|Paq zr6IRCFUBFv=QdR!g|d3w9T`YFWYrz1>n^|tdy2}3?bR-N^2$YNrpeet*yyRca!ywo zx0o>3=4P)BZ{U%Z4h1ZDYr^Fzl+*Dv2ZWGj3l|&9;jxjJIbCL28UYc}QN7rb<5Z?* z5e_b{=I3Q7LPZ_sl-92%@$mCIgD8YztEI@kB7^FSY3t{?c@sLtKyO-yNNH$%b?K;`p+S=NJ0-iz*wz3aEn!pg&YgRZV!-)|G8B#C14$)usYc$OBz{dGZL^G19 znbSrJ^{Jk88n1qkcq*AjLc+34r~k}(H$Lt0{Vf?9-b;)da)BG`+w!iQE^R*AjHXTt(V$4n3|ZVMLoT%HCie|d2W#9 z0pF$Tdo8^&3Lm?eh^W_owt0Eo8mr)YQ1p{$__fC&Zj=?xoQ?@ZHgi-AqxQ=L-9AS6ZUw-lOj(2-iRTaY> zMbdM)ES{x)LR^A^mVK}Lbjp|6wY5g!>uotgrgQVt+f_lhxXfo(SBveg*gHGl9mpAT zA0Kbd-%#>wcCQt9c{MoLN=^_ga*NY`_n^@fN+r~T!G<@pv) zzoMd|@bJfa;^S>yUS%e6siy7ff%C`S(5J@UTpFX!i2%Bgqp+DNp#Dzcn9Nv z`9Z6QmPf`!fv;t0c*}|oTQU^-XPRIIRw-hOr^{p2KRz@$hkNFM)M-LOGcz-Vt7ISb z_2JI}g88yNo*#H&JxgN+eyAAJ@ebv2*AD_NunOAUHH7UL+qR$LkB$}Szik|_=pb*b zay<NDSytmwnxJP@- zCFgR+dSYGrUjGadiWT_aVjS>R?!xa!)eX)x5i^R+q;PLnBy+pDxiJ%Y=-sz{Tg;8? z>kX6SnQy8|T%PwZjcsOU~bWLMQsnS+;4|Y6^N8MD(J<{5x{S6+lki zw};ooMq^c_Cs8GNd0hSy=hg-XNM|-({Utin_NxTDv!52Ba7S<*L9%IUdk9v-xV^nS z#}S^(Y~WJ+N}OSCo>l>k_4YWY520Xd;Svxi-eqj~?IFwguZ*z&Kp_6uNu{{NOhD69 z_*lHoN@<%oFg8Dc3nnpZ;`MMV-^5U=Ynyic`))u2k%HGU6+JXAy5xt8{oY9COQ3?$ zQ|~|MnIcCbxF+XMQaNAhy>R&i0&MStU9KO6H2y^MWecPV7;M3Xgj2{69@bPbi5POx z6fY+Wd2|w?!^7&4>ThE7`6wJ{9)N}5-S&Dz>?Q*W$O){TRT2<9FWvGgJgb1wL`n4I zE~bEf!hEt%gan+13S;e9K3`8DLG15OENsknM)O*xrKihCNkO6y2oG09Cp)rwQy{l` zFMj9X0`I_0^PXS7epw6@q~_(>E{~M6#X~n+FNDfX4?0i4zrZcy9R#gZsBPt=cv7z@ zUi%MioYBZ>mvmH?{{(-ahN1Meq%J#DxU)|9)W7W9)Z%fL>(HM)%Rnf3_wLN*9)+Bd z`j>(NC8{S>5+5J_nA~3Aijw^t6-Ax?o!t-9j*%hGb>zj+C(f^>1go5cP<&x5qOwfq zYB)h(gT}gO1?($?qeza<*|uNfI2sr!0+tF@%` z&flc=7azM8p1_H*BsUtwUAcFy+-3cViAf4Lr{tkccI%cGrtR}hZ{>F{+>(d-uU`J5~m%u3A@WIrMP(^}C zGqI$g!O-jvp-+W+Zd$dV9G8I<|CHMO`#&HrLj17NoWXf1c`9Nhg{^g0eA;D1k24~k zX9}M`U_Hf{0mO?GrR#yNp=7P=bem$*K)3fR^GckSpXP%l{PS<0qw<8j*kMv>hou&R)O2&&%Nof*JC8h^VM2JA2FEpb!hoJV;kdS$G3ke^W`W!=5Qz zJGlJBj@+PJMn+8y+S)#oo;`oR56jUP)`mN;|3jm5DHC^KVxZ96I|vLcs$lP_uQxU} zmXwef(5h2g?g$PFx`mf}@WOo8tgd9~ASzpTwa7?n>G@glrfm;=q2MJpoPj&3N&)m@ z9=mIkp8JEN(B=l^o}*w8bG<_ETK8KAHi2;~bTDBKct1gJ*H_E#_4V;7DWWq8geKB? z?kAAFcXoFl#PH{qmBsX_|NC|K{#^G@F6|-hvjxy~s@HLyO#%lDSdzejWL~K8*cdZ& zZOj%FlD(;9li8G_#i)z>%ayI1vX38MV$TiZk)8#IC=o6HExdNK!ph^r9wgrx$!U(qyZ9*hSp>%|UnSOKd@ zSru(asBfPBr07Tl=?+ZN$GPt%nL- z&Ldfv`CxR-aW{N1lZ`%uKu8$bxw(&=`4nI5vF%pb@_;`3!H_bx3i7$hhdKUnZ9_mye2M33Tot>S~U18O=2GI!md>H3p zO3DnlA6gq4c8~U#FHm;+$p3Qj09#{WVPQPz?{nSh7`G?b!6s_ooC7`%9l=HLA`U#n zxrJ*oNGyPTe;CBxXe%Na6zfNf01J*xJbk;xft$rzI$Byy>j%)chpBt_W18sH)Y8|; z9kt}*gw<75CGiB@wlY>;Kx>3V99~!`KmRIw2k=eF#LC13URqJhf8xJ;2AIEFl7h?r zmgU$fRy4+~QNBHruk{w#&JV*pXsY2Sf|HMxg(YA0O}YH1P$(im=Knsz47R1-(b3AZ zG-(sh=~$;Y*STxbsU&(^jWa>rCx0R>&!106@mdbR!giF2aB^~9zH9&{r4XhEaP(D= zj}AkEgYg&u#c+ve0aogvNesQS-fH>x4TeNdXa#IPasHg2Plxv-a?ZwxdB*8SKttN@ zH1x0}&jPSPR~i&KSQ>iQnUBzw1uGQ1DuBCLFm?`F4}}_;5{YN2!Aoc0Q0&{xrLj_k zWkLzuDo6jj-+7RgPoeWb8g$;9O~z*c4GFw7&vqxn&CSg*iZGN>{2sU%BQ<|q`&x;k zbgFa`S72KA+|QqS-%lj*aB#HRZh3img)qxQl;7m!gx>rl$k4hTyGiBJ0|##~4vv7M zeoLwI$OU-yL9Yh(7ThrP^qvRMycRjyneYyRN5Y#ml;q@Wx)ld+nByK^592k?NJ}Hd zY2vdLh{G6(tG(Jy4z>oZV6IIe&>eM#$c5LI2oj;ky7sF9I@fTXG2GU`ef?HU@?z#Q#WzVez^|2p}48PDEmCt^?m()=IG>cfdIk zafn>#lLm!^the1Ez9%VpPW;7-7qU#9;716HigMjq8N(QcAY$Qtp!59JA2<^$D?Oc^ zcN(Gjkg4GS2N0Yc1dCfw7`;=J(!d%ODN8{|2OezOVy&ZJA@WfyZvq3M&)b-xo)0~) z4-c;r5Dp&dZs7Zw&E^v!vqfN!p?txcWIgAQO{pIVr7H}ug@ou+^{lH9`j_V4Zu z-lHWFT@Bau03-SwG~BJvm$#dI3O!o1@;r@?9|?kUITxZuQ2B!px%=@U89Di^y`U52 zi8ca$T%4b?a`B?gHZf4Cm7c~jxp0!oOH#;wrVX1|m=g@4(7`M&rSR(c#&8!2{GJEz twh-rP diff --git a/man/figures/README-unnamed-chunk-20-1.png b/man/figures/README-unnamed-chunk-20-1.png index e1bce860dcc8c95471c0701293dca7af6ddfda47..559b4d350c476fc1466f4206624f2ca0dee8ddf8 100644 GIT binary patch literal 16279 zcmbum2V7L!lP=l_0xC&RQX`;(C=w-S5tIy)bIy`PqGS<4LW_cA5D@{%(Buq~BqKQq zk~2uo@Cwg=?##V&=gzzD_3s?dv3u{e*Iuhu)mLAA75G$M0{=4QWds6&FC{6igg{() zh(KWY;9h`lTKA{7+!s8dHF~M(Wg8n zZAHb&)m5AINBhd!+RJNew(E@h$v-W=Dy56r^zbLh-w7YCAUgfl|BQwvakmn)4L#qP zP(W@#uuTYWwjlj~d?P;uCITV)$Oi-ALwmCpfq3}-|I_8f$g1_d32z!Ca(QK?9W^&Q zTeUatu9eNr$MQ`os1<}WWbkA9`_w>+*|`>qk`^lg?N_sfaC;hIbB6rFYgCWorB^6d!e zGQ)J0jQ(fZyb)i%efe_BHkwW}_vzCX}GjN=Z*8>9RF0%V8!xx2k{Sc$rS>0p9e|(zEqPuHVtt zj~~C0PC>ieJWkKf<~s6qw4p>jVT|DKyOZ6!X!0PY>dIuOR<`ZDdbH`V)nJZhd_!|} zaA>H4rR6;ykL3YoFrP?;iwH#C+fW3O&ETP?rlyqCrFypE;o;j)LVk~2xpKvcUsw5j z8)NI5Z;Iz@RC*k2hJ@f%>Cupp@wjbU`xZy?FIcubKYcH>SsmX7{VC zdY5-@efTl1dTu&ISd&lV3hN9EG$&8?3n}D!!B7gA+So!GrF<{3wfp-u;mBw3zdn&@DueX&^rlHz%}CQrzC^)|oN{d@=-w6u%NxJ~%$dvDan?FYw6BBcKdKy4*BO^1@%EIDDOUuUAmW+bJe3>*D2!~qdt8Be0 z{@b^2)6+k`6D~y;_TjdK?L@WbuX3l#KCqo`y89TrN9#42DvZ6PgoL5XgSn$}$d~Kd=QZSK$$EY8SHXCaNDleq7E=cwcAlmA z`4YFCrNY8OHP5E6QsGKUN~M#q39~;w+)iD5OysAP-Pztg^Ps2YQi(a%-(`!|VX?EY zV6$N-$NN>`V%KlZ%g1M*FW&2DW;O>dTQ=>*`ozc{T#I8)U)zL2mN>6!O=Hyi`ue`P zLPqJ5rgdLHK!BfrWOQ`2aAS9M6ibvzBkyxY2BV;$$La9_H8u4ZU8JcK{|z45UQW5* zYmZ|(;go0wtD^MBTY2&rVpB)+etd64Gqs`L6;z7Haa)QSlc#R%m0vN|97u|cqJ6vT z{ibXJBRCwkc&;OkK`wS?byZIBV{UG)R`w@O%O3c0^eNV3MSYKrMwnp7$c~$*xOf9B z(aejNPo6ZryCD$Cs&5;g^6lGOafJR9_s6?-#U2KYqiq_WF z&JoN1E?n$xY*=;)<8X7))`0(-LMjRTCJp1V<5z+x$iRB^>fxc&)4Ek#$(s><*^XX*Oqg~V_Ll~PQ*N#44}~i4%RMrOdpOg1b1*;Kx|+&kk!)OPQ`A7#lsK(uONId)32^yI#m5PxDe94z=s=qCq_l zJqZZ21zsnI;GjmT0gL*~X)M<4g?b-P!=!fi_CkY#h=UtzP7gD4bJqh&820ZGK(xK5 zcA>qkZ8{)*XOfX3N z7IiBCbBj+Ap6N&)+Ykzl)Qk-2Y_(jiqG#|9U>y?gs4n5*&7=v#s|AAt>PQf9>HaL5 zl9DoJSPy;$KoNkmEhQv4C@_y#vvYIcM8@_DsYOI;`ZLu_R&BT8)*C-sslgraRM>y4 zGgug}s$iCZ=jL@v`=H>tt0P5C%e9v;UnXVIi4F@hI{FT`#2VAra@&o|68V*s@H|$m zuCD&@;lt0LKXr`NjW$SkVAWzY`Ec$;wJF5&+W*goq*cN6d?)g}q|j=aCmYQ)TU%TA zg36s&M+&-xGoRjd{RXl9Gld$#&AIt`92^{2%jFWg35c8HXj2(UNl86DYLUis@7~x- zJ#>Y&l8A<;#${bET}7HmTuiL~<2_|PkB!G;1mM(H+N6CFz?v3*ChNFe#hRR(D+XZ1 zZrn8Vuf5~*Tlfp_r(FtqSLC%crX9>a4ou+b4SyCHDWAXiwlYxNR|iJU%!EJmnCR z-oAY+6U8$8uQ?B63V5F$M>1b z1o;xL6E|O4I0fMhi5_85-&YVP5X`U|q+#&0fI?O%Ld?hxO z!awP5D?lYbQ_Y|+?P_j=se{Xpzszy}WNG>jIBi(|M4&g{BK9x3*7P@Ik_XrVzrTV>pgNd`|n9- z!WnvniQ}3B3F2o}rbNu%MMuFwI1t^8k(etVB&c5=Z#28Cj;QMDb~uQ_vNIbV5E%hj z*jXMVq~iV4K%xM#KIQ9I*?8Wc6BCK^Q*cdej|tD=c$GV=PU)ZJ+!{a&AEi^a<~opk zFJ|KGs$U*#nhGx$T#IEe-c5eP_uh7Na@t)4wA z{TUlex%~(W;nVrKrQ)Z<_{;f(tGAzEVPiKnHeSWr00<_X(xaRvzws~kiKPL6G&m^8 zd3`(~DvE(L7(%L`(~?TMN~?lBOkOVE>t;cn0a2hhkOp8zC=|-c-hMKP={!hi4r5l> zPd7nS&dA8b1+*oIeMR#)*uJbBEQ<*Jwu_9vqxwXJ+P(e}%BWzTD2DbUjw@bzOIr zyUV}7Jdf?zNRbs6B|eYV)2DgQC%=FEcx{yI9A8u2$0&ZeW#&s;Sygo}Xme)=6%rEi z?%flSh-VhA{u^;g?$1H7Zo0^tfj>d?_3{1 zxcB#NaH#8Z{|31uu89(X3y&A^J_WQZa=4HTZcZVNJG+Rcz@#PYqsYooe!cZGJ-zW@ z)@okQ!)>5D5)GpVs>|di>kJTxgm5qzEYStW@>~cdwXZM}y-#04oPca5O*W=yBvdi8 zAMz7hTU#tqUcO&Zv7B-Mfoy($c?@s|vhj|NjvHLhRIDaw5C|$%1VTnermeFx)zWRO z)c)*vUW7q5nl`*e>xg13rCUz-)MI1nafI}B5)v_@24F(~g!-SSYnfSCY9-dpUpkKPF`XmMhXJewKcuQ0fY0JsYZKP?x+7 zO;A*cC0clPzx{+jBfd|^r+;v;fJp!jjPtmFbnc*pxHtp=36>~x6BAfP}?0We|4Y~+$*j^E^Bzuc|Tvx6_h!b}8ezUwS$pHHR51bujT z2RXf3ZpyO_r#GAt=`;+QEC6q&E?=T z82QO$tCeisZ%3~{`~hdZ*?V>fzHhrnW-wQuhSTEx;vVC@d+D<@`WhONMB*A6jH(${KTSCNyFmR8E_ zzptJ{C-vfY?W-=4Gr_@X>tQrLlG`sJfK|U*@b+!7+`;C?MijMB`AH%!@GPHp3M42| zX5g(%O-(b^vdbM8l}t=bke#K%yFL-7wO72ESW`MF{1Mjg3t=hay8M{-bwt zdcqroi|Br-F^n1BHamv;9D;`}CXj0d{>MV(J_fh#SSjoSWo|Od-Mbp4&kd!egI2Gc zkN7SEF#0C@;6xzks6p)11y~Y8mf{gv{E>eQ9C7lk@Y1JGViJ-GkFAc!!KBO@c|M7M!?aNf@&w!p*i?>ASy*)RUE)B0 ze5CWr5WC=pU#(3Fxa*F?X_a!PW#`H7Zy@<;Xl$hC=Rb@w|MYL6h|kXzegc-JBaTO1 zRW%|iDlIK-4?<{ZX>{TgKVSSMOh9V)-3_jgGD*tIk5{yK1%Bq+GrpFOmMW> z#`^Le(1EoN?qi%k=C;JU=jSYg3ZrhmQ6oTMYyD`p-?HQgpDGPLKXOV+Ek#Ac5hY;D z*VpaZ!oc@uL6|Fs3}rsiTaSset)+2w>w=?sv4-<+=&7U9V`oYaKGKSd@AHuRC07=Y}< zF^8_nbJEfgTh4iEsK`nk_5nip>g41G9EN+>g23Te)cRmRRNzb8xpXlH9{oFJRw%Es zvJ%q6D)0sn1e~0lW-0Np>mitNTlRcCzxd7_|K?i|9@{m?F|}b(F+!n2!+LDv^E_i} zYO@Jx7lPzr5fVzs-Soo}Fhn3c0C7w61ehM64e zfEwn1Sk(T>^)bGDCK<(#!_w;`z^xCX#>%;0*F7Zig8~Wm>sO`%r_D*dUo6WL^bI3T zDg5(!(_7*WGE_1MMUJ1J9PUK1=t5$sl_>1_B{_N36-n@)2v*|dt_bd1+E<-ddpfXr zqHdjo^j<4uId`P#^73*AWCcy=EHP$QsW7GVKA`v+7#Lz?&Hky_jCRV!9wlqWo6M$7 zbe(^4g%Vfup1&4HAmY%Qf@~Iq@pxc|H?X2@Zq_3Z)>wb}W|OKTsN|HDl|`}Yr`~0J z@BqT;2ZDZ?jFaaN@Xj-NEDclBS%{|IKx+WBV_--F1Hz}|T!1VT;?{BBAQvqR#~&Xd z_VzrN3T_1d4@A6rj?TS%_pSy*s>wQ+R+@vwaDG)JxKr?@=BB1QYro=<__(;|dkU$T zjlKq%-w7MShoCP~o{GSU;$`!9FLJ~~3E(&&-u#BEz@yfo#(|Yw>`5UM+J3)!Wf}b* zEb+#7X&+M)6E-{&Ky!ew;X_3wtJpVcSJR*;Hck2(}xz1qEWUPAIo107hnPht!GC<6J{YqyG`D7HXFFBh5!j9fq^#@$J zn@42;JdY0Aqy^GeYyv8ajf)G-KX0DT#m0=U7M@=kV9mw(+Y$A5rAL~8w^dhHU%ROd z1arS0Smb+sY=JMyHhW2!^}pw=2nZwiC|80o5QRar2)Gf4kb1@+g-He5 z05t1xB};%GY^nuc8wS+E&Z#;gtgA?58$Lp$)Hv`h`#Dn6`Qfpw)IUryl_01)c}wuC}v0lA#CT{DEjEaeO8bMgP(qQC){SDI^oMVAc(6^ zc1QK}^nllew7fP4Hs?H9KH2V7IOi(_LIO*@T@7g!1HPqAwfNO^-0Vs%M(LHQoNCc8Rxw0~z_U+oQ zihzKCEp0kZ9Cu?NwVBpm*$m}P0x4AEzGv&?v=emwKHz1d8#i>dv|7y@c7ck$7gM?1gMFI zVLViCl+c=i@ZQki_vQ__3%PjS4H$qUVWhkJA(8mr+OLGaAK>o^>G^1>w6J_wQd@-b zAlyS#NV`M;ssvprtUKk9Wvk`Akwu2x})uDs6& zy4~76QvLZznb*Yt!|0}oWtNb?6)0cYk+bV_UO0dG5wJr?j^ymd8%R3bDMmBqd`gao9Y%L!sr1TYMYpPPsJaEv zwK#jdDeEiYmFiPLJ7vYj#zJxmhZ7tn4mLLT4jL=~&g2S&&yBBBQ$}wdO)f54j%a9V zra!$4CAjz&l5IoIpfBY9`M;{}3XIxPw4s5o2Q&$lIFbK_WiS7yxc^)t;(ruo{{z#` z7tGWBJDCKu1VAkZzIz88c8a8lmw;Bznc=_Z2QdL*wYPd5*R2h)5eELD)0QH~e_pFF zCh$3=YPww~C0%kXhgAY{H8LuS1JB_vhwe%(eIYYM{mB)##OsK1HsRe`xWwyZXAp99 z+d_#@>a&w|?@PWK08IhwgoT9xi_jWzUn-1>_xW$Y1zloN-HbyVm_G7v(;N&|0~`$e zR=ZvmMP}FI0d+1IkGZ^w@IYe6s^5x5eg9C`Y@PXn4^SyhMZoZ+n{7<7MMmcR`>jY31%;$Pe>Qeh?+RX{rapaDr-&JF z_Zs!(HxjINgvR2)!59B3?dk82XiK|9a)%t5nVBhbT5GE9?CdNjhtCrs!^P4SGJGdO zdi1y%W8oN9@glqw>6e923@5;|!`Vv$s;ETIm8H2RQ{ug|KW`-yKUJqPkDYnC9ddi2 zb&YrM6esM3eZtZoa`X&d4v-<#AsBEU-TJV-_G{EypP7xVJBivG zPZxOs53AlfU{O!}SIw1_^qic#>Od{iKRG@@pacXJ`@O^PE>9uQpVS?BT*6=P; zx)oYz28a2LTyzoF$WlgzfJ;XEyXipjTR^VCCjWWLC?xdSSFBW#kT69lMTt=em8|qi zr0Ppi7b5JQyU=#G=PxoS>?uM9asHVEEy{W36A_UDqKxzxWn)>1k{TKs;4S$xybwrH zAJO?QRqlJgPpjM?xO_T2)mG;zX_&l?jYmB-nN%4idnYhO#ZAjwK%)Qdmd?qeTkwxW z=t)8PlT2ooY9)`9yaj2)pAp~NYIK45^mbW)R+=s>EDTum3O+uU^J_eOe5ZIEmshm3 zwV#y@$nWsXH+*VO(5D*F*H`Cx-u)gwZX))$k28{9g)yQkb2+wrZ-E`Ye)W1y;P~55 z75xgW7pu=&W{)c;E^l_7IT|Xcsp;A<^Qb2MSshv#359TH>Jp{*g6tGeRIbootl zm5RGHI$tq4y*fV8rHuA$FOz;SCsJpB@t7e-Uo;gP$VD)yaHC~ff zCnxuI`%6#bvronbJ{?$=|APhFoEoWBnl^-qyoXuAov z)B7cl?{fP`&){6Z+pk5hgr?O@gqLmAnkSA|Wd;UOeGTI2YJhSXgv~ zQ51G=Cp!sKU)*&cO9$m#)4g|mn3>!Z{%rDtBHu(}iEE~xM3N1(1qJAni zuB!$H+JoLT#S9MS18chUjgQBLg%UprZ>6WDNjzyDs$lsY7!dHnVkIvrzg`w;7xjy= zTuDR6@v-|}PSxdQxBcNV>ziIZ*D$cT6_fj^52g%Ylr(v27khh(o!|ADy*wd_?^{PB zzIVs$Y_InBmJI&6nhYddl@&(ZZw9%m2HhXX{SP*__cSY9Ry#&?)wSDp{Jo8qdP~i& zAo#&K^FNuK^*u>6wXd2yImR^Wh_PG2Cqx)r!DX``L!}=6uC7{uzaNYFh-ydg`lngC zHGISAMp7eO{SmJR%KmH}z^?C^dMasZ{$v%L>MvSO6Bhb4nwD0zd;t;g8u6O6Ox10x zS12Zi##_TNrMq5?ZzI3(p7L4O_5c*}1YukUO2_h*}4rZ%N(rWK*3O8cYpIKrb93|mb*6Yd8GU9Psf$_fgEm#YVnpWM}i>@*@%EMw;h zi&$UR{eF6b7ato_l!*J+SApx1rcz-h!*^_JCg^__4zD{~!;02ma&~Z7 zcJ^lA`77aRr%E^|a({ODe7@cm_pqXk?^UR}S)7@l z{W>rlXN@}FDlB}AIU>qEe|@yab+>vJ97+B42Q<^(luyB?WCysHmI+)UfrU z>u9w0W}EfymY%NX#FA~0!G#ro^FZx$*Z`r@F2h=7LY1AB1x_4?fQqen1)xm2O6=+N zPi{-;i@kS{5|*(9o2q7B$4UA0N8b8a2aIj~B`9WA)_5NKmDj0>$ljVR0gBO(mRIcB6G6|Hk9S4wrbUf&*Heu zPlsh{m|ZO`4`bEk1V~w;dG6axY4moj(u`R(i=3HJoy_&Mz=-`}M#gQi5xIh#55^rM z{cbA8aeqZhc$Yce{GooZbx_b0xvD)Lf?71^ZyO2-)AuyZx8H{I_1YtXA=J~<`ryyR zx<9sST<4~WR_oY&8dAcla0G^Z)rAgWKH6Kmw5b~F)iN(E;<+>vm}*B%`TJzDW`gV8 zr~Sh=xC~+!Qd^Blmve3MYHC44)3&?S@{{R>uK6zP14fuc-4J>aHAw6)9@Dw``>mms zIy1++$ZKR54;X7YI@pU>_U9+Qiyh0FOU3az*HvmZ{mjT{g<&Vfj!?|t0xuqnm#~Y7 z7%y$7dwbm`_lMb>?upQlYnP%lJuBLW&?Y}U3Q#W}o_+SNtm@}=n+sTnEvUIZgVfg3 zFL`G2-Jn3$^3gLmVV z_Ci0@UrsHvqL^t;kA793>ZKOQCJ6p?G|tIRhqqjtsAwK~@w*_4RzJn^xIK<*I=%2( zFAw`@v;y@}tF^J$PDGcO!r!f)54BH=P(@uyA(J$D%KE2Q% zHU;a+lO|88eY&$YafGw?Ac5XyYKUxJ*p4bYCr6Dj;%M)zjQwn{=1i3_B6U#!w7|_Y z-ebIwpev<&oSp2+Y2(T?K!Lr0H>m*J&1)ROwTYUVeEPe0Eue@26<-}fnLu%%x5MAR zr;TbWBXf0i#iJ1xWMpg|x>x||wb)cRO82_>Ek(d3`wf%S)Y3UAkOGMXG)g=se1B|j z-BA*y|48XY;%AXw`Yio3zXlV9{wijrf$Y)WN%@%A1kO$sd$>w8iJvY>wbXfvp$b6G zbBB%|X-B>=H^*(z{ku-g*c9!aaH7JP>-Tl0+sm6p*Wl^%M@neBTz3(NPU87*(HLU> zO=T4>^EvLyu6Ieo!j1wYC^7GSb}?{luN{jgX^Ud=u-Vy6>`c7DN$0$J$TM*;D3MI< zp|Q9)EXERwQg|B@#IEPs-8La|^B!Lw6!>^f4g(lq6090)b8EtM+$?6bv}Ee)IVowm zc8`qEiw;VMyZADa(z~0xWhIVEi?wxP*!UET5#!4QYqPUA5_ttVSGsaN6Fo|N1`-iW;m4Eemb7~M2HzUbuq z)|$EeSm%+ExJltg`NK0G9~f!;mFKBW`JcCbUrna#TgqM5h3RZHWZNIkiL7ZY#l_`FZ zyhcrNJ&{)@>Ce9LB9l#fV7(mA9GeVs3lWYQPD`_ck&n3No(3ZwtT~VlPycu#3knJx zwtZgZ+i#>I9l-j|{@~hv{POL6ba8jZJ7{YfMmPXY6cmA4tJ#A-Tdf-IR5{ zTJ$_4(E)p#TQxlLTy*fcb0_xn0RugK%*g{nI4o>`y7cFM{P;0hA8{`;nVpfLluos5FkS$ zM_q~e?QusTnE{9Qz{Lwn#nb~L9spUC&+PmcMS4Ln&WIIF3&@kh#dCW(B^Z+8rRngW z09mN;FUU&bxt*MLp@rKoTN}v$z}g z?iMnnWvJ*4%tOuZ3z5O2TM;c@l^O;s9TyS5e_%P>Ab&2HKX?)GkO=Fq(){vYy57$L zGyvUo*Y?(CAAMWrJ}Tc81-0{7^ZxYcq()?Sepb8L`nm=5R&?LuKG3u?_?ojqvv&u} z;szGE&o9n*SeF{hrxWK9%&!rc5+)VK;)q)0Uq0mLcQn@GcUo&i?JX?w!W&;MB35uQ z=1Pe~5VRJ!c{vD0ECc~A#(*M~{3oUwyuSScoSw*b~)(YcDEb06PS|8taxtBQrBIK!ot~@fCSwtkULy_B}ZC z+voq>qMoY4N>E^+y@Nv>o8cpnWVWSU02y*a^UVg}Gktsz zw!E~opFu(PMp-kmf6;M_?ObS}e9e@fwVut4Sr;kSOHlL!NJFM&-ZmND@jD%CveWBM zWd9UZM2S|jpM)_4z?c?hj8L)Tph`KThFT^2f6)g)_tjlvtjc|G<(&pZ$rQ^G`!z8!MR>vU&ZfUz z1^j*4-*J7r7aj5O@z0gRz;5y>{~~vP|=Vs5$wQ1j0ADHI=|yQj$=LySzUcN?UFj~+c*(ZwB-HZ)8EnjOggsw)`U z=@}X5U+P1Or_5lex_Ez2t5je6L4IeK0UJ;g0)2eM63K(hH|DVdF{h}p=XlecZoHSP z`Tm^%Dx%Ld_5>g)p*(1TVSLi@I`kkeSEP5u6W)BK?8$>y0Z=?t}ooE&On4XKo_ zlG#5}LTy0^%|KVL=G*=%2bFNE3HpYBGm%`DQI<=R)xopIa?)F;HEq6lY%VS?(;W?t z{0YFgdM>}(T^P)rfGP~A0X3Mswtq^1K=2`Feo+4So1DK3@OJ-<<;sIvI3m(AGG&uM z!yfGK55e<7&z0sS^nv2voy^gt|LF#7Jo2Z&)+#A|XOney-hF%Z_KNP+LR}D-gOZUX#q+glaG1 zzv*hKwU>+Kl$IdKoP+h)dsq8%UypgQH!FH zbM-BB#=I!=`0jU!$8OwOXO&FfgWaN=HbxeB-0j^_J05*0&p8eaI-+o1dRQ;dQhcMlVzPItSH;$m7By=PeX)S&OgH2lg6d4)3Uio_UPbgSa$J zK4EEPB|a?dOaC(w7zYFz`Ah;(Ng?%;=HP&%>HzwW074pP7Z=c!ngF4>7!rO*?hp!* zAP;u}i5k48;O39p5H+?hf=Ek2Mh3}YCJWlu%9mT9kUXv@6yemDMGAi~jIKGJWu-*T zbtj2|FqOt@fAW5A{+$m5w>bUqr={3T=ZniDzlJ9S?6Xs6W!);4n z+Vcj8qQSvIcXxMqQ2)MvnnEIw{UBhU(|f4+F*LLbI+^UsaiQS?HV68R#ui{s5O)St z=;b_bwV{avXP^>qvqTa~#n%Jj2Nv`B>e)e;H|T9!&`e|oauGk-?_c_C$%}(cz|72S zvp!yh8f``)T_C&q`0*p?YCus4`lM*uw+CDE=Q@P*dL_&g)c7|^gS9uW0w9i|kU&v3 z;!CFVG&D3o6U+2h_#=$2szdK$z|FxR76Ov10Jsn}RpAj;-a zRzM2p!!kk2R$u?xDjuZouqN4&Kf^=_9=iV~y5)0GL2#o1Y)MqH@4WBfL}PGZ;0_%f zD61Z`M0G{8PlN92+35|*uo-ME;bdUl?Csg#wa#vS5^@i_qYn*1@ML6;TR=Wr~o^SGLZLO_`(1`&W_9sLQE#VB% zTu=ileUK!8t}vN6a5kB&$w8&*^lC?!>r&r6+s{c!lkkM#ckj66gF-^US2hWK?dj=( z$~s8yV>-P+%msxy0vcftr~!yTOaLbUDw<&xdYjV*5axpo6s4y6Tb-xFH^|5azdt}& z;{*`ZCD|wNwo?Y+QJn7}$iY~(3Kw4CP%nT~LX-$(AlR=Bp&IXf(5Bz{NvPt*Y%8cC z0jN*E0zrB?l%}c<=HehoFtW0G@ARve?WUT|q=H~5krvnXi7)M^mva=x6i^R=;~_04 z*YV>A^rK2CDCA~mgL0RXS(T1B8(NT{?hTHo6QnI29lB@}DdmX51CrafZh3fmf*PXO ztRog`HiLTZt5B4u!~NdUvItTFI9x^)t9pEhfuSQhDxY5(D-Ab4NS3B2dhSw)5`k2< zX|M*G4M39%^q8fkCFo!XK>C3~aqX5FXmSe(Q~<64s0n5ay~ek3A0_|ffXnGf!yEYo>P3N{4N@tYCt@ zU;yb~?%>|S&-(EN>UJM=}zgAP)b@wLQ+7wTN*`>PU#e+yBp4U zb$$E9{`NWhzy9~q%e7#>b3XHVM%?2b_waurD~^XvhK(Qy-eU<71q3^rNjqxtuyBWmX)7pFB1&s(Z0Ujj|Xi*ZwQ6a5Ck)Lu=@h6 ztN6k>Tm(6fg@%D3ue}j;1bHaziH3OIq^d)Z2XF6$Fn>z19ILROZp14R^VQMN&=9%x z?vdow4JvQKTO@ql2^1VMQYi}J%3p7IeVv?|nwqEIuV)QXVRXopi8fG8Qya%Wz-Ay0 zpcHW7u(&Gi+1J-6Dk8FfaPX1Sl!MGinCcy-A>FWls!4=_0o%u9oL^W}zdPdiUcGu1 z!t5{T1YLYe{5_lgVQ8VcJ9}&U-QEIwnw`wpFVxstwN{zeSEM*g5KtT zN{Aqyx#$0jcOle>_6<2cHg=COM{1sxA$>h-Lqo$Tt4!}@e-TD^?MV5& z0cB<7nEMVojIEc2rO&J?`KvYa`b;UFU+^%F?qAwLosLU&e5y&>@aJp3Cg$dLc2|xQ zO)BEFbeMOTWEc05B8fYfuSuCir}U>vrt}OBs#t#c{8@xK@(8S;BfZ<07~4mrCm^MZ z^9goYf5e1p7e{+xwluY^9Th*7_h`B8kBNziZlCqE($fCc*4FN4>*85`6_u5IebhO< z3;g{2*Pmm0SWeW8b>y*9{a)8 zbbbYsb74{q4GlFnH*2`+=p@Rf6>*}D>e|ce!rSZXO>J!&MTU4Xy#)mY(~ZH?!&ezq z@=g0P)6;1KpMvv5>*OILwH~z##;}PR8nHuW_>}yEZHn*=LvE=v0R)-X{co7hUq|E7 z^E4s9{v2*w9K((Qc4>$9|JO#FAEV>$ZCyYJd1>%a=Fa>7(cJx$ag6D_zIJtWJyBLR z8g62hc5|x^43uh}NUM?mjwgZl`S#MZ4;Y_ngbu0r)o(b^W)G;&06RPnW-cdXaQ>4hOlZAxnXZAsYXU z^Lflz8qaN=^wAj%?(*f!%TEblC4nmV`B+5Mq<%|FOR5o9{2`RSF;JD0>ntuV&dz46 zp+Aox`E{FA-=im1hD#X0wE6hd(|Q-|D!}jke0^o(c*E!D!BW}=xi6OLH@^ov4k5cQ zNgY;RQ4vCVPq#N!#;R%qL#P3+QPI0y=YF!IEF>hax+25!EG4*%DamuSfO78@G;WG3}eTyjoEe*RdT9NW2$X8pq0 z*z206kRtM1#5{Mv(Y}1)W?*0t5}IgeFlhNe2T$KxU!P3lhEQf^ex6iR9>eP)efZ(Q z0h4AGHw#N=UthRiA^bAh=yqL8ON)YnLa~~Ks_M{GL*P{=HN_`S-p0jIT)OmC${8+- z7{bio-rkOiii+cNY|&>6NGi1$*==L*)HgJwxrBZR`He3bie zvz6uQl`GcudOt$q1Y8|jC$1w%Y*;YT+T6_Je*8t{Wo=PXZSC1NADrHv9<`lo9*4aN zjiEO>@wC3Y__e<=ow^_@|1(Futgx_fbaa$9fX$r*j*Z>?e3S;Wm9f*OG@g3a@$vDT zL)-$Dwgv?~z3Cq}Jj@*^?4Cc5Q(-LKkM|~wll_554x#vK9c$164k|JiWGu9*A7F&& zvyu+yH+>Vur1IwO+*Gg_{(K?WU?_EBi8+XHO0iW+Uh$~*+vu8S!(+~K=50~;q#~K` zQ?gdQJg^ZH6Eih69a(H@X(8it$j-~lGtqN)<`I?Onr+WYPk$2>BrPXLfR8^*eGm7k zhDIA+F9*{*iMHL&Z5KCtd;2Vh;mjQw&C$A28=mXF2CBku0s{jf)rM;34Vadoyp=;{ zX~zYX!>cvrdW)Z0^x)QWaB}iiV4rqzpu%e8AqkCt_FeL{%uLg7-dIK*v56+b0|T&6 zHdEjI`5cywAITl6ms!HrSwg@xTp7rHezZGc1-txRcO!&?Pf|(>el%jY`~Ll9A7LE_ zb;4k=Gz7C9MN2&DiS1;v;z*F^*| z(z7R6UMZV^e9gxfL(WQ1N5|uKXlEvrnxFrKktD`mP$OUaYv!{oUp#V$lfxYz+u0|? zS12e199KvCYj_ZZn<@)!cOfky8t(;c+~LlW`q902@7}FdZH1^N7g#m5eFTURJ2bqv zOgoH06^8-N7}AFv&Bj>K21rUsOah8Sc(0Jp)pf-36zMl#o?h)vmrrJ6XK&BNg=;4h zf{_>@kJF>I+JxBHw&0E!uC=Cjw{fmA7klWySKA9NX}bc<_+p*BG3%|@7^GTa+BaV9 zx}pVn>47cybUo`>r6ZTcLVpf9KGiwIvmU$@eBd~zY@BTz^YhqaPHRi^!DoM>gGPLY!oQeA1Sq<52t5m4~razcg`*>xEK)@ zW_!GEJxz4`&evIodAxwOoSW z$$WQmcz8Hj@NC^HbVv`+t6fTdIUXxEqibMeAU7E~@u_5^SQArI4S%M~rv`&9-NPpm zURJmYZ&+l0Ud6$IQ^+3PrZ^xN;d?Pz*OMXz1wcVcVc}-DvgS~!MNHg37G$gKM{pw~ zG*rlO^*Wae#C$=wLyZc%=2IU?W*k2nDOD^jSHV@_s?#1RmMd4U-VkzsInxquJKOdv zjXU0ioYp5MIS?!%0?hlezy7apKD=?OV6jQGi_@V(r&|eUZBqX-|CE%JBBRdJgSmvg zwFxaHrQPGL&ICa>7f8r9<*^Beuw+I!KSpY5Y7Pz#At8^R&yOJtS2}H=&IGR9r^APh zA{(hDl(D+r2ltANjrBO5zTuDyXJ3awj@G|j>UZm%@pzT9L)H)a{|aXPY*Wlge5w^` z!AhzUVL;jl0N9)G8*9*z;u*!5V$D3q%p)OETwe!wA1o@y zR<&4to;t{{oEF1BD;=!@l3H3@Cp^whQluhn!fb49iHL|yqAlefTA)g{+1c5J1(V_Q zKVTX{vfO?4q!>KD=*6EDmrSA!Rr|LKt8#-06|}UhN_#3fh2K17Vv*@xU0szec^ufF zOF%#X7%*XYc-XU26b=r~bon3LlD#YZa{rg#Tzib;@?ZgYo}=Slq^66>d{<(Y zavn1+?PQUl-ve3i-}pYb3#S?zjKA>H*=DKM@UM zDMNV6T)b;Xdk)dW8eodpN48`0JUcr(jI9BH0wul|W~ZeYsi~>i*sy6`ff%EreL$$& zzUHtpe1(!SJ}wR_9XsB!jp-kc9z9Bvjcc(DhZi+8k40B6)NgJKCKnGTyBpT5@%*`X z5NUx)Zz|WglUKsjb<7iZDPA7%+NHc&8?Fy*n>#xvkf4@TFM~f=0MMxOL}O6OPS42r zC1z%3rkt&EPrD8|x(bP;>v|T~)(k3o59aGY&8=Y!Kunf8Z07gxbp>+x`ZLaR*~)pE zP%o;gszSmAO#d`h`Xi@Bw4dL_|G=PtqDXNSGJbY;T5U`XPENdi3wdA!aP>dJH}yLS+JIpQ4w5M?ZEe3( zIAIsE%&!Z#{R`j;%^m;S2+qa9|AIDHht$f-$~6LvK|3ZGA!j#igRoPg#>C}vusIVH z6!i0_;yN{5Kzh+EMdx4Sy9qFQjGyp}^LT{ST(Q;9dVf$1HDj|^+SYvLqb4?sW zqKDcbDLHu{Ps?L#R>u9Gq=vXIq(sU>ECGxH5crWFK5!;MK%oGJ`d4^Irq5rz*!hut z?z=zH4flN=h=D=Z*q5Ix&AmFZh9Xk7bj=4m8nBnc`sCM6p|h&QL>;hbIe{HTGojg; zNG)c1`YB)V4?cK<-VC5GMl0;iEG$+ao*Q+>uS`w#4DbEHG`H)h<>F)G;vf_OGqDBi zMrvwm>59^JndKOqAB2-++7>4*f)Lp>^;-9nLW9Z>yjG3e*dpSz=O$+@|*j3nx=egL$anj~@^-PP2FSH~)Y(Zn#j7wks!ziP9R;^Njv zb+i^{s|L#Cyac@aA+@x~E|rTE*Fr`A*DY^C;aDT*3{H!l*Ny+4>zF-#%%*+srw#RVgB_-Vg+D1S?fSY@e`&n}L`3o1U>mNRRNEY14?XMFxHKl7Am1^QI zqFcI`IU~$J~I#@dvO{UkSdK^Ves%Kq&Ox860Wq?`2o7i`G|$FyUT_r)1c#b}1mlTCnT`zSp-FYF|YLd_wy zwYC2j)Xe_M>K~@$`!IV|^wEN&z5U6g7r|_2f(HN!_mjhqr)e~>UB}apgoRUOo{OEH%W$d>0gjglZE!PCt_O8*{{M4Pcl32CBo{e7RCOmit{&I$*fyl3tFn%}#E} zy+#RcrBJ*mD-R@#hl+`d+phTd_yCm{7#a#zuxB;;I@Q)wM4cp10Q}y)pegu;boXVX?JefOp zhmsc;7tt@`kAAV%`x|8dlI8HuiO7GDxDyRP2!M0@Faafh6W(`-R}Bp%ivkCJ$!{PP z1q9R5GcZU!e%x(ZVqjnp2#!!}EDy%u;NT!4a-L-dvX6>kvYfMvi;J{$TZ!4gm+D-L zkrNT4Q~O`u0*Zc{lrDn zbSY@v?h4{5`>m0OwOqq}@n;6)o!Pm$)|t)udE?dGN{EUf21gyGkn-IgJgCc7ErQH| zBC%c`Y~q(!0LuI%V19luRVD@lkIWA65TE0!bR6%qyn!_F00;5)^$5(t{Jbs_j04#RgrlfDZ=59%9bit)9UZeN{P13_u#a*=CwBYmI?UCy z0XB|~TE)iQg9UmkT2ZW%(xixI@*uZ&x>8nfS<;-MqGGxt{l5~BKtAv{9q|G&glu;6 zPlTHwPeA1};XFs-9zb+{*&7Yv_MSnA{6$ieQ$w{Qn)TPJ_r{~{=`E}O0nv;XQPHHU zjURC5E}d9IEckeC%xnlMTRvn?T z^1T4g1~wK<8BAL?mirz*|8ZC1Be$bnR6y9zmZNQvr3v)w1}7(K8schAVJaYlRmt)`3x2R(Mu z{@YS1P+9)lQhBPbKGGo*eI!@J-P|bW@dEW(2d^60+UUUIk~oj#Gmv+pd+pXW1FL-W z&~xZ28!l2O`O=e~x4XcKUrTZYCC9UUD6 zSX=^vtAP!G9ajeOCf?l^KX>ljeny_z179@6j+@+%ke!X~v%*4N?Wr2nFyJ(5Y7pL| zKYnbMvwn^xi@J)D+*O-KHg>ScNDffQmu|2b6!`?sxyzD`^Ua+Ud2kU5dofHCm&Vo% z=G$wKdeM=2T0p$t-(1S8Ib7UX8Yu53=dy&TI0+G=%tPln3B1myM}wI8fDwSh3ztj* zL}zL*A|mqWQ9XDQM3*dKczSUHz&|uJw6l{n4_h0X&8;mgs%qCgO2L=h72RbwI{e_0 zFra1jYR|@MJv>&KyA?8kPm3@+1MCDujjZf!S`9NUY)coV68dt(RjrpRB?Fx1gWA^g zGQAEA&Hgv*5oEZ{)Dx=eXUvg#n$^*rrm=*mb zHzx1OK}SCIWv{-fKG_{17Bw(3vPBoWd-radTtca%sw`%uE`sFf-meop*?wAt7NWwa zS?gZy7HFf?#0s@>5t;VH%Pl-nd5ET?$hsF_#2Zp{B)_@Qrwu3ucC&K31qD;n%&|qZ zfN$X)2*RWd{PN*K8Zc%UQKYQeo+7$Obh=%#^FwGTXphF}xT?X$RaOg|q+8$w_!>a{ z?%rORgEgrgw?4$h`<%Ne?#CNHSZellp~3(p3MsNTO^(L9YIoQSx_i@Uf_19*5G2ri z`IUczZiE3{0K^;!)|8_1P`1NfZxM(SqX8R^ng9L!_bUuaA0i@lmj>3L2UiJX2xO?W zsi|*r*4n9=m&)WZkT0ELo+r~c&eAh8hig5~z_P2WtHE~@oM%768N5rF`jn9=cFCau zL1<&<>Rfgf!((Dv1tJfC8V0Dpxv_DLO&?RJ;njWadtlPQ^+Ds&tUr6G!hQ+N2{PXE z=VJ$3bJu+7n3>(TyTuO}FJ*uAzlXdqgwk_&bqp2pxVX4JN^^Rg9z!hZjJ}@*yjBve zmDL(Fm)rxrXSJxpP&m&dCsYicxel+x1DE?&6sQP%BXCNeM};LEQ9 zy&tH2m5>>W_8u3hpcg#13~mAC$1kX(>g(%)#w>TGHYQYg_ z#+8~@d+x2PMBMeZYs#t0%sM08wKf?7Z6z|-~VFQ%qE{af2N%3!(f?5tN z9DY=~unc~U?end(v$I$}xto?aKuI7$x=Uc2)K^C}Vu`|(AkLyJh|mT+x32ENUwTH3 zg@pyh@#iQlt*$bMHACA}?n|;HWHnT)9msUfrR^>?@3&iXoiumuaKwH8!NV%t6v3np z+)*T>YELnj-hZOcCll}FH*t*dsYjt9QNO00hM@w<)vT@noH;qE9br&DSM-GVnTiTj zqQFRRwJ_uG1B?<3<-enS(+F@~f(+1_yN;zZ@9>K@v+CDy#SG2R+hQ6>fEtc8^S3{%=Yr_#gJMIO3P~jO*et)53 z)UWF*k$$$?&*LXMUp-Vd*d0I|IuK7eOxAhUCU#^J*r(+S&KQV;4}u=gA#n6Y0^M`> zf#<7wmE|X1is+ss!k!Q3bfZnZpY*vD5bZoX@7e#r^P!Q^O3TINEHrMO^Q4$pUgOm@ zQ`LRSGMQD|k$rE$*a}{{2Y(&c#_!|5I2$jw6;DwR6%)(sTLkdRk45q68Yb(DTkR8m zDJL6B%F2#=j!Vd2*=>)qv{!a}y(vDVf=DYjKD%Lf^XrDab% znbFWNUTCpz^ndC#DG9gVYq1)yQZ;$(?0f(iGFou1xxKx8&++v1)U<>bc*#3=zVAK! z`t|E5yYCnE#{e|OzgSNL0t5O52u}EbVK6W;&5ZX#7w2dVvUM*Q04y{x)ceBxFroHj z)fbf>B_*=6YWu8Xr30B>5(|TrSy|EExdl4nnukh5mvynd1R3rXcQTy0fb^93)5_jVq zZp9~zxDH|B6TugiaQerFGu4$c32uzGw$p6>M_ie56Q3ptdr4MN|GbmXFA8#r$Xxpp zPhC?}v+?JX8my6dZLe>0a})nM_Y*BGIr$GFx152(Yv1hy9wKgW<40EsRow&DHixKH z@tsCmD1BG*H?X!YjG({@$iTt+`UoW@s&_@Qb{MW z`NUUn<2(A;RdRB2=+FTt2_J~N@Bym;y^DoqrUo3!0-sXu>SYX#unI4#VSY?Z;o#)do_sg}d(;H8+=*ReIpOnCl0sU0?BtGnCb z@73%Tt(Uux-JU-`6Q5Gf8R0M(#ucXZ@bC~<9=Pv(w7>0fr{?T7!FBharVM$fYA!ni zJ+G@6YJbnooH|+W#S7S%l#D9+d@EB{Oh^}WtA93jTX77sbuW8iZctn7hhpiEH+rT1*k^B`c|` zzI9BwDYQ16m!j;!RK2ga`a^YuoSY2m5Xlq*AN#;3_MuPg*ZL~u)&$+)u{ZETCv&m$ zGt^l614VO{C~-m=y=STF>h94qthwzrpN^@Hbh>*qiZjby<2&tSH^iq9JXejyOXc&8 z%ergw`$Ml_CJvbi+Ddm1EvB;;mILQBIm(ICU!1u|LDJMXSZ?X4cT7JzGS%?t=y$g? zlRGUrFI>Rz&=V~W3Nkqgp$emckb13`ErrW(6YI}PR+2Y}sGXf$cq=%JFJvgTtk{3# zT--T~;cCI&%q1osolrj74s%oXsP;H15&qTMemQY*oFNnSGOoKpziVw=y>*|ydF+0( z&Xd6V?b+%27@XC`y|tXo9ZLX-ztd7LVqox8aLls;4XYs-OljtFvQzzj>gc(s zWME)GAa*E)fG&RqNgvnYwqrSd=0Hex!yPKcN68WsN%dJdv)&p02>Q|C%5Wd-&EE2` zyqdywQsU$7qBHiD1*4^fk%iD{-z9$$HuLXI1CcootelW}ux;&!z2oZ) z{Z#_sIYL6Cq?8CR&e!u%U$u>mjnlKT*e&!)Qz5=R3zf*TB7U*P?e+BmrVeSN`we-; z{nj}+(2+R%lQOeJ0-tu5)x6$#ccs1)cPpn=)txFTZ&F;0c%h#K+b-2l?I(XOLA^R; zAGWH9NyQ;Uq&u^F^!)u-?cK^THE+Tqqik|4>N-F|z`^q0SpJ>*rvubRDgKkc;)>3| z0xNEPVK#(0zuF=bD<`WP3HPRZcpq5-(O4Ehp@QCtNhMoSg3cw|_ zg-~!J*e=-Uh?j;)I9ni2oD~gY_tU_V9OaQ|XD)>nOctZEi1z&@99%-b2t@nq&^nszM& zC4-hFD~DsnxeruPDSd+Zc71(2)XyDNBKk}jOrklT^X8QH*hN%aj0_>PSsNeAvz0YC zwQ%V4LqB8FTg-{!($YHYpP5>!BzSpGXNovO(bRU~%Nb#BN^jr50RKKF?ub-c@BQbz zam^KG%{_hnKci0l2!)G>FDjLxWEwYA#$+NpW*03h?4GIREcBG<+s80b?A_39^dhR(M-c@xGtMk2DM73!ql4p@*38{UxDV?cCo+XU_*^(>j3|q!5j1~N zwZQl&Y)Xky-TXRJQ)LpieEi92P{B+>O#fb}%jCkc3EgeY=HnRa?cE%kXKyx*cXjky zLkP+;gg>N?EVY@0Y3{e;T7H?2d>wAZys+`sV|e~YsG-Nfw`HC=<`cF(4=vTx##_B1 zKDJseIyPzn3v;`xl!t4MXFAtUsOLV=iyWAl_!rCs4`{jR8Ye9;7|a^J~9HM&*U*4mOL;{q4Dg z`yu^`%2~o6zzy$}zAUsVqZctbyesE%I<)Y#M|whJjA`8~=Zq~Ro_{wS?hk(27~zwr zA9U>?YJm}+!fBzRcfI%;kSy)3NB8cJs6Yg%q zgPZUkm-?oudR3{@Qrg@WE=$$u4ZyTkZZ3JtpDqTq$ zJ@7cYSNei{YejvgG2-BwZ5!vTd-XH*)0(f`F1ttUnS?WtsTw1$w2~0W1hB^$7%Pmb zOKHK5yiYJHy=QfBaysqmP1j+wJsnb28+8XaVnx4BEUnqkQ(Jhr?adMW?^Gd0J-TySbjA{c-wGW7T|L z+XouosE+r9BW7^Ejq;XyHQT)xV85TWwsX$X_)^zw9A-6kYe`ALgRE?1uc?op4G6h9 z65Nk7uu*F{lkynnR#R2YP^1SMF*Mj2ATu;%INXdtn`P2-XPTBuBty}1q_n-*r|`Q0 zv`I;5>^PzAV{L5>r2uDXx?<+($q_)nxFsFBcM`gKdcZUOw&B@32Wq^pUKhp1#mOtR z1&`P3H~b$3J-;GyOCAzA(M7!7oo6;oQ2vDCO9zE4&>Wl$s!7a0dffczmZHaJDgC_h z$6mhs2NM&w1o#D}DP`sdgk)zO&Mtj^`0y)SRI#T>ZnV(-DDDIQcc=OXK*6|&es2(n zp8RE9Ta-}i@jzjd&^}Knf?1(`II$bZaYEIqrufrZX5 zQ2m8ONa*bI@2}M^;wJ?aw-wGhwO#1mtS+QRiA`&_WSRz z@2JUbzk87viQMuJS>e*weqUB5r>B=Ja%+PCQ$m{3y!0N;T>`A7T~;po%l=7+Vl?<< z*-!RQYwRL8XCHdWaLr0ck=qJ|1@q8y!?8?W0*0w<>2A|+;I7)$L%i*K5i#;Y zh%US7P179hEl(6J#l${U$gopv`64P6A#{)aLiI1SIxMO>@9)~IjIjybPbtc6RvMc< z;#b#hXuDEEs}t^fXO)uj?1XM&Fa`&y`-nBm%R0HQlZS(NCei-Uc@zKD*38vG+rx`) zb)wa$;(6cl((px?i&#gdL#_O7d-q(L(ka_>gpw68zEpXf&6U5(ws};Ig{B5qO|r_| ze)x@$<=7d&iw#H%v0Xl~^GMZ06e&W+kEl71je2^lv zhZm489;!M@&oAc?LhLkr*6+~Ue6c~S{qH0Rn;8^1iSUK{>l-45ak6F5um;@*Q2$Db ziq{2Sewjh(^BJe~2pEB9Wn)vwQF=-o9uZLr1tv<0pifUFlGbZoj~bm|WyRGy>|kt- zF0r$K|IZ-#2n3>a{7g!$RhXe_>B3$G&TVh*zD)(@(t_Rp zk+yIgughL&+H^_W- zFsVR5^hW_VrC5fYOe+acnS+BH^vR(9U$o=>GicxjLkcM612D&Y9!WW4nC~t>@dR1Y zShZ_eW@bw<2rzk{d0LkZ+r;0ni!cD1c0*RLqfVQZyRVuMG#(&7d^#o>07FZMFqOZ?{uK(U}xF4+*GSN+8wrP z16V^l42;VNY(|=o&`Z=e{&v=0FNj&q!jn)k&zu|z?iZ6Fa0aPcKJ&u=A>(Ojp>K4# zN+K*_XgCWhV;CU#5)qN7l)coEw{SRfR4IKvy{5(;*gjY+AQe!UpDY)3UVnb6xD^;c z*aNUn&Aho)PF?FOdeu0sK*WxNGz%0v6&1X>DKlADmMXT)D%`QwCJY`@3b(bl2L}ZK zMFd=eiHQj)ldbJUyC9_hrS8>1JCdTXN^mbQi*)I^3N-mZKBRXTY2T{M&~HCCV0W^4 z_MGH5l}NA{5i#+1Jm@u;aFG4zM_-ZG)RdL~S>?P1UD{i>Z$q2e%gc)?S2x>H$KT&S zk+x;~V(xz|=HQGO$A%y%iFUd~Yc%AuUf`?Uw~{HKIngY)nehO1CrGfMWox}cqI|Ev zva94}iSBb8{4;n1jHrYJEm6@6T-n{mARD7lCny&GOL13MRl(+g2PmtlNvf(gsH_PO zZ1x4%Gl?8~L|(Y24a_5KA(!RoO>dAIgI=W+Tf6o)a-0n zb)wmUX+s6ct<&08;cB8E(7XbE@hoG|pe`o`sr+vDlb=EQ#GdhJj zOH^|lrPvv4uRy)98lm(63oJbm13L5EJa7geoq6!T4D9`<;T0Hii~X5!x=kZb1P#L+ zHyG2qdD$N{Tk3q%Lq$fxj=c+Sxy-j{&S8GIX*G+}MdeFyqsC>&w3nn@V>Mm(`aF=G zAR7Sb0p;FyY6Ll(eiMigNFOqAI zHv=W^KyQA^H>Z7nXFy8`8um8jFF}F{vJKX(&zYHv&@+W5a%Afa=r?Pvr^R|r2`G3W z6vJ>}qCy6z)%fVkyCg#LiBHT2^Iz#i844C8B~4|d#baY)Vq#%^;QPWVBv@ zituq5H4G%M(a_Ani?lU0q0AwgB^58Bsc;$El4ho+f@jBDAR%{y2B}r`PCxWjFbF8C zbn1OkJ+nkyPyDXZi#+IzcbL^uRv@MTKm-t@F5m8DN!?Hw-MS%a6hCQ(A3hpK}=i>N~3A= z)Af1+g^X?JYmDNM`eNbW9Dy`MI&up1Ew|py14}$Q4>gXIq-6Fp-4!A%DvNN+;q{T4YArf&Ia0= zR+idgrN=Qs??74jxm?IWT>;~P-y=^n6;{hpZh$h-(Os)ObB7p7EE>maPY(cwhQ>w{HR-`ZC)&oL|OS|fA*1av>PGGih!LQ+s(g9C#+BJ^Of4Pt zHZszP*A+x*(4d7eoN>3kG3c!Qs`s;kidF5d#p(C-^z_z97F%&@x&YMRR04EfNg~j+ zgMP3~ZK}4}B|9k9n6w`%yaL<43y7{vfJV&efnJ353S`HNCqa z)q}2cEXev{t#>asL*{~cq1(4_%VhN}?EtKJ+pG_s#l*xU;JUj!ak|T87G8Wn1j-E1 zw)M&hRm0c^>xBDVFEUv(P$|NMF%0I4Up?0alr)m&0E1ZKl+OB~xrO**YsZA-cs+W9 w$b#k>R6#2%EAzsL8s6X0X!!a6YZChK%*kY_zNuvdrQJgwi^_`R3TwaqA0brlwEzGB diff --git a/man/figures/README-unnamed-chunk-24-1.png b/man/figures/README-unnamed-chunk-24-1.png index a235deb701386b5dbc5ae982c404fc22cfd71dd7..b44e682d60269e7acee77e201fc35cab6b5f9215 100644 GIT binary patch literal 12513 zcmaia2{e__`|fuPIT;U`GLwXa5He;SGL$Jo4k?){B|Jz!v*7^Frz2Cj}`#$gUyzh>@WuQev$wmo55RHzux)B7C z+<+h$3Qhu^eA(622LGIWtZnfGf@nL5e_%%nE1Y38gqQi?+~cGT3C^m zb&x1^*Ky>aF6COkTr~FewfEZB>w4LY5%L8LZySV78Ytz3j0}vJUK;ZUfB4k`6ZZa) zt34G;2s>wVJ?0Z__X3_u_1Q#3T)b3z$;$HV$sgNG)l%PM-lxsqZ_B-Jr(ZFQli99oFbxR1;VafDTcn*W;cvBgE`{IwrA>lo6Rpd()L~bo0Ge z##=XMuaLwb_@e&w$xO5yQ*vO^GBY_@SFo8!ukGU=g)?%z+sjg`ju&N;Klu!vmS}GE!2B1G6m0 z0odd#1&;Tcz5B{K!2jz9vLOo%vu9-8FmasGL0qw#8+(U8OYT?~0mmC1eg%`3m$wvQ zu6M-?=zRZvN55H#4q+|^N~QlW;SH01&*@=+1%&P z_dcv~bxY9Zx3}oFP=}y_f65DoaepOOZQcmv6 zM#=Geg#ibN^KUiCpw$8t#jjfDVcEFLjFirJg%qr5iD{>}oF(vi>Ie268Uca zed|)sv}Y*73#?Z`um@&V^3%kWlY_(R3DwkNS*}+DeSJ?Wg&}C}B@cypl{q6>&e5~> z^e@w%z#9_38<+wg;-vozWu&Eng*vmgRoxOzsSzo$67?xQ{R(|1)iHg`KQMDlOjTPV zjZuR>)y zQV8;OuI%BTJl=v(ig!$3Ou;Uxw)BX{+~e{Nz_3Jc>dt#^6xY*=#}UX>%!BDUFl!1E z@dcx|i%je-;xzLX+=VmxvgDqAsV;pi+j2aVj4N8X{(5)ex9I2SUotOF6!g!Ape9P0 zcK={=5=D0~&X%ycQJvIuPmV%k{n|XEB72FnxJ5T4a&mJXH|^=y8BVj{?s`3hXLAv| z#<{Ib0UJtuV38~MN7>N0&UHiKm6*fzHrd5e1oD#tUur>7v6FDpKW*onTY~Z0lM<{D zs*p?){p;N)19Dbg{*1n4-HWB}XQ4^X=QQFv338sW7;x})t^)%DKE)~!WL}6oW1erM zBk+dPMLb?RRF(Jic;mp+GP4C2lm|yj-$Qx;f8+FM$e6LKy3|);eB|NAUQ2OtRIXQ@ z1sEa&BEEbfl%FB8Upk}L-Zu-gpA11<;ENKolAK!~2r`_}xjhAc=Ui$4m`KB@EAN&K ztu3>>!A^gfu6|%K_J{+5%r2(FKzKBL^Hj<%Ow2uZ2AU*Sp%U*Dr|z8Fh0|&#Pn(N` zV}T|25Fen+ro!9@HOlf&rYWf^-GfdJR*vViDh%{%f8YA{@qjyMx3HqUKkK+Xc)!qR z?8(4Q_qN`wpxFrJ!@n%;JzTRJdyS2a-H9A=gx@Etoda!~4A1sExleY-xR2(X+Yc{3 z+kbJgmmP7uE+)UTm);<8?deG;-K*^Domol;-*4_HABsPuhM|IhAvGckf5WJX%eDCE zRkf>3jGm4?A|xacWC;!f{dY(CUYpup%Vff~iBrF)i?&uLTNAa9eT!4}Csr%@|rIHp#c(5!^K-L0l2EzPAYa< zoSOndS&}dzT^RPWK+G$$R?|U{KKUiIiRqFDN+;n*ev%{%q=Xyf=Jl82?}FH4P^~;> zhHk8o^P{OdD@95$isGu;0&jRjAEgfwj!2*zH%MaoK7BjjG8azb3q=Z2{O4VNNxCB= z7lhU;tyPc-&+4IyirFZ`)Ngw|SV=FiNS^*u4ukg1ZjhAj+@E7f%g*-kSb?BGK^|B^ zv6B?rQ|FZso;LR(V zinnyH>1VusyV%nY9NNT~s!9bFmHXpbEJ8wAd0@LENJ&!ioZ~euJ8RRkywjd(t{+-k zGyPlL@ZPvDAa8|Mntl?sYPeNoc9u8aD6+NDtmJweZbqxlwb`ts_8_g|eza46Utd+L zi7=CD&)>iHuL{E!r8~t73Jb@|JMuU%Q?j%*>DQ)Z<6QAg<;~VFwaS(%arYCyPbYtI zqDOLIdaJDj8Ha2_39>acHKe4Z3+_(wk&$Ord*Y5D5l_Od3@#_%R6x+NU5XmHc&`QaTT$piKz; z=$LxU&+zFj;GBwt1L%n}*M9!@c`1K@AjIGI)28B~&X||r*SXiw6A!MUa4)$f@3Y{H z`Qb1Dodg!QkoX59R1d&tkvwFnEdAUPtv0X0`MUF>nmb4XqtzEIy_Pdx|)t@@y<+TwgjVv2?r+)^M25pYZ^z7msT1Na*;^5&!` zC{hKZ68Iafd+@h(vD4LfQwSn^yF&Wad6teCqDV(32<4`RdU{WUS&a_Nk4GRgS)#jy zlcHj4L9%P=#lRj~B-^r%Q;X|5<{No5BOnydh6l{0i24botJ}oFN=7Hzj>RD1v*DeGpD9z}fH!lP|pI(7BCim0?G7aS8@)nx# zVZbnElG4izk)b^BMPW_|@_O-#RPQ$9z!}zo4KN^}!-I-JG~)O=n$FcpcpTW#SYxom zV}xPoK5o~)jzY8C=1iw7Erb$PK|KY&@Yj!v_|ZirTJfye*6ZO}Q+`Suv=;zsd8YFKtNK#AUKcB znN))8_}hpe`ZxlS23!BZLdK>^M*pTW&}_1CAT1R*Hd(`=8-u&o&@byTgEEgfw1hM+ zf$b$6vLRhwgVlcQ_ORk-Pyqnt_11<|FZsbMFip=x5FRydcVG}g3e0TtR@uIKq_lit z%YW?DIt{D62f9TMEI6<4dRG?tw`Lg>rbu@UJ#u>=_P`<(VQOl*Y;yZ&KKsA)?yU3z z9U<4zm#%m!87aLth}>&gY-jSNIA}K%l&@d65M(s_pfbF5ZBuAu`o@xfk<0$1f2%0G z!zp830$a_fv34`N8KZ~$>!*Y~`IBjvUf`I%yWw%27&pHtaVj6-fUv0Fj_I;n5bN;Z zFf|>XV9fs^9%C=j_)$n>_$=?#DdgS446b_D6$i_Cv+mH~@cYKRA}>dz7vzwDnC$T~%8;BQrbO!I1)xyQy~Q{-r*9 z3-9LFrhqBN5s(H#5Q=vF0jjEM-i@W2a?MwPk+QF^uaS6Kk9Wn;Qu3YSeL4{iTCKd>K*NDY zB4|C_M-l8Rm?pf}UIM5)l);(>YR`i@P)*>?x2KtbWPsdU$|eV7`|~BLB9SD6!n4GT z=k;=cm@QQhsyVOmVWnaGI#uS>^^&BJSLg}J*TPx4G%q; zIkL&q13|I?*1YkIE(Q@|zzU)F_k@552%@XJCCC`54uYB(X1iJ0Br#W(2n*1K(Dz0{ zn;;&B1`J^{3s*O3icEBGGuF*Xg5;idLLvewit7sX16fe|W&r%USqPSQo6$oC3@x`O zf<7ES;tPGuk)kK?jg%CuhAfrJ9CcfFOq2{lV-QGDkSLQM2u1xN2E5Wt29%fhuZb%a zOgjl=2-<&F0OZui9G6%DA~Lu+oB<9>annYOiN2RKDq;i~52+Y%4%t+G?qq^& z=(V1}!d8n!M9?R$L$Fo3%5qi@bU9jgGEk?cJvUo}l)1V-$J8fd)LX%T8f{ zK%6R_7ybLwMgU*@4G?gpY3?L?!&~T>NhFaFoZ11-{T^z*ssBtNP%KV+7tk*FI+4rT zL>?2V9y00u5JJ_iYoV&#bkY9Ecx`@0N}>uL>gI+q$0VVXJBX-rZ9@x1UQMA12YmOZ z6BF(`DOCDgnM4mKrISFW^0@gm?M;CE8txZ|n9;FNLs<$4S3_rzq zfb=LJX=0kxTI@91;Vq?~mssAi^H^2^Q3{{A1`a~#v+U=hJ#H}#SE%I0ipc? zMwtmS0geikgb4PJU)Jo=8s^a}i{zh07tDG7Xa0_IA*S!MA%pSX&czW*{iJDdQpQCl zSXT=%{RIAP18)Q!))Px}1;ZN(*gg0y^157^NhAI=%qwcEv~&`fm8@+$!`1n2R}4R} zxQDm9>f+g>Ib8}_B$F~Di;KTh$3V_s#Hm#fB->)+LgBWzbYI9Emly|BX)@(|HBKBc zg9w`PYr9am!hxYDvvt)!A5I^s4z?w3CV{`or`l$|8^@Gdrw^ys@R$mx%J$?K{z!kY z#2)27ktZ1S{^zeZdIH8G%;YMM3j33}8>=t?RLE2SqR-h&X$S#Zk8qtv$q&faNz}Dc z3+9i+B8-}Tue8y{!IK}1)GZw;pBoZL(v4rZqzss0pc1_DU0jZXU6r|f$_|j(^kk`6 z*|^T7uMp&nf}U^}6<7sj4cc}pTqO8?xcD?}-ih@k(YB>9I|=13rvH1J9m z+KA36ae+h<$ef8R^%DOZ9b!D1k;7)r_SzennqoYD6QfC{g$o%+*!^>F?Wu0QQ5@ma zBe(q&(Im>@Svvd-smWZRnt(uNp*I4g*oeIMBOPpp2|x!i11fQofgI|R^co2&1nC7; z*MPO}E^?EZD|@xWdDnd3o}$H#3 zNTshR=KmljqyRJyrYW>k!euUz_R-byHsh&d!we~aZjK{tnxg1q2oUt>RUv6wUUu05!3t!_4Nx?5pOO_#)8hksc2^bUXCR!^K|G2pesV6;--m}SL{Rii_aQB%!wgD>@bEL71rUz@0=7KR zmnMct1hLZ+L~JevMr)+$bxZXTYgYi&#;4~Yg5SLa{(34872%{mer+bgr!)D0nf9N+ z`7Xd!CDPtzWPl1C1g)&Q0p2tep@v|WNc##VCdi&5+3j(f%An=v^nk;b5@b^oNFn6) zabi*Gpphb3n_o3&@atDliUUR_HmqY4jj+{n5*%)(`nPpQ1V5WD-M!7I`m%h%<#L^1 zWO4Bo_S+^;=fj%{stOAnjdU}l?eNxHuF6SU{|pJ|fiH`yUGtwX5e2VBJ#sS+k_XxGZqAyRkx<%;l}{5`;%rA~USp zy+mAT82hHPA3u~UYAm0B=gy!p@aq=gGBBWAgR461zb+E`6N%#|^55$s|SzYYiH znrkSz`Tfq<{Pe1SyK%Q3HPU4KxG|sW!%P`wSEUWN$O!}Mg~x;ZzbpsN87BW$D2gFg z^T5eAbK5apAd2t6kSZFKUN&W@*aFt3Z|SBSjP1e+H zS2?BHN*59O{Q2{uA|bs+DyR}p@^yhSETnuPm4*H^;)nBb^V<9pSFcW;Izb4u@qB7( zDlP3iPU3Hi0L9~PklK!Ok!lVPoJ7tRf~ZNp%8;pmnX^(;k7vk@D|qU_0t4i%ATWz=3BJsIxwZ)n&ML4V&7&LhyM6t!)xXQhA@sE@ z?Ae$ccMMn}aPe#|Xg_V1g!=v*o)-&BGVT6b!ZU>wsJ7`wNR6&kAJj98i<7Y+N@39B zh7K-3^6|Y4Li}A~F2ztmd^|ls&3Ep8m(k+kL8js1;gxgL z(B>6)a@OYP^NN+yXG2~O%%0_qBQ#i3K{qPEds6xYKP5)WM(daE)HF2os=E0JL=V_Z z2Ud+$nA+M5FD{n;uO}?%p&Pdo@0I~=0Cd@@kuEf3D(F%UXwbcd3GkB(=pmkrJ_7@T z(Yhs~Q?wFtK=}q+EkgE-?eB&kwmPaS_jI_pId9kr#Z8NH3t5i1bp=4KZrH5dqN9e@ zadmcfZftCX+cpr{=&O&*&qwOYivR8Js0&#)7CF^^@pwy+bsp!8zR@XePL=F>PSwlW zePlA1W~A%=i8H2JFkheDc1246O{-JtOb3lV&dRMbpUtw2vU$sLcuSp+H;S*BSI_h( zs&CL1UsvGBfdQ*$IUjCoVTL~LlJAnz2f*Sgmiw`|SYoSx-Q!3W4gXdhv>kqeAM}9pZf_OVxf%ns=^*)fceOv?5P!Jsg1^_f z^Lw|a&b1IX56s_Yt?WF1ko^Lr`)U!4hj?hA(00jl$#dAXt`s#PYqzlvr=Y^GQ)J>q z1eN>gGnD$)Odn;b6UNv6bf)|3s=|rO9>fHstW@gud?CDg;_%b`PkEJWYNE z+X_v4KU?`~ktZC(Gna~gI<5J(EDh{mUh_;tFhqA575ymC&oJLCFe*ZkgZu(y<${+? zK2cZX&gCqOjOQ#gBLhkju&9ZIUVdIO!aVF9x9>&Zhiw;rndX8bhe#y}^gIHh;^`C@zf1v< zW!)k2`#6I5nVbv2o}|lnewUL#@0wc}kS=5tZkzKj|{i@e`&!?Fgi21c!C|l}43K}}P2-O@a7SU60 zs`ups(NgKk4jWQY7-%POt_U(m*WT@0x(mc`$2nMcfm*lF=l;=3+ZQ5OhyJ&xI=_5X z9W^CT={D&Xv@lebZ*+Di6n29L%uA+%e1lP=prNIGSTlkvG_*{f_Pzqt(o7`K!AvaZ zCi~g`%;X1C>U|#3Z*5G!~^u%@yRp@S?4%o-UYKBx5ibSG+gTOw%Xr6d)z~jvrO=2Wlfi z0}r-~iv8FB>eM^KAoFWGq#|swO_plP(HKIr_fmR#y4?G#otMa<@O2OiY2hG`4cij>?fD-SkIG{Q--NSjs+OQz{*u{r!I)h;fs23o}a znPX#g6Oc4g`uA7t^H@J>%7?3fvIjh)Gq)6!@JaH3Uw0BbblvWB$R1mW?~7aW!7Mv>lYY01it%z}MNb&U-aoh?PutBvK!^vm_Cq z%teMgS>Ey>RP8Mut|anDBKTxR&xXmyIgi2*?y|FgnOf~2>6lveWS1^_PWZFti_hM= zV^;;bD{QgH#gK&nvGK9R-4EKiNB>GH?zIK%S+Dq~EcE6$-c{hjjLZ}OeW7ui(Ymb= zm*Hi7Db#C~=bZR|>YHATr0LFDWOc=g2E6{sJaFJD#U{dcD(*cc`j`L$Sy>9Cks#wQ zntr!o5~wmY111nNlmqua60?@b%w1x++56~Bi(bO}C44<75dykH z^hRHHGS-ivyih%|*!$+v)h15Z$jw{tv1nZ7plz=9 zG0(`9_W{@qdb}(|9RXt9iW0PY!k1H4RuzH?u`-}$bRQFUTG63}Hsyy&z8-9(pp9|` zxnv*nBB0FDWwINBj7@9Z>>%ung_G|2O*6$Tf~vFUC3K~N z;cLJQE!`R~vc+=AdoM1I)QsD3(?KCQ!$4+%t_!>pbvB}tf|lb~^#klQHf6$>Kx1k; zRt|?kDu!VNf>Ew`c;)1jtlP#+A9zcgn(*_E4WM?EO?J?rX)A4|Q>`xi6XNqb-9j7% z9Tx`&heF`~=H-eOKxJ($lJOd_8{%93{2KX2@ej@~n4bY67Ie+IxVV&pj}IfyT>^dV z^RF;@-yR7vQbu%Ei(FzjYmq!AdJYNz)0>H=fXcutAIjDg-F#XO*>}bN78hOejlM~h zS&6cTgBAhNr)go6aISVgA$G+jX1{R-`4)>>SHk8Fcc`5hWC*Dx^VIn%!G1f?c1Sd}qrl(kUPyQ0F!# zCnfb6G+TedP}!Sah=^Q4P~#?}K&S!{6~`%0%ca2j3ZTC7@u+hJQ?v%P6&Y%K>m!9( z#V~GO>Uc0b{E<{s@X4`Jk=OCzURBjqi)5;>j={lOpeNHT1+6xXlc&1kK{_U36-fdh zo2J)j)#kl43eG~zssRz*wZ0dilx@h*up3PQrT?==fyOn)1H3k{4L?o*NxkStf2O>H zgF|%JA8>_0>|TqYj*-9{dX1|Lk&}NVA(0==pvZ;;f!e{pSt+4{I731F!-)YcBC#Z0 z(6`?5KN_ti_G91l+SiN#d9$_y4dR@Up!Ma2_!v36=OUfa_Yho0kiLFh2(H>_m6ef^ zk)HlXR`g9TAiCfd01~crW1=HnV3IV1=dWiYkVL943mm)bJpBFlch?Ao2AN-GH^NlG zMTJTC3#gzM5NUS&13yA{EW3=GiRn|&dk24j zMu2N3U$F!=rYiHdnVFey-|~m9Dh$lv6Zv%*0Z?7k0j~4ykrZ?ERN{pjNFFqL=htc% zfE4!d+n_1D)dXti<(A2SlR1K_^C+n60EN#S4HTD`T&8Zmc##yUf)~vrtC|D4_1J08 zn>N)VCHE@sl>7wSE5cl1)u;-$H701~ebeS=pp8(=dF^XG;7oxs?GzKQvU~bW?#|5wejTIxXIU+hK{ZDHQZJEe*ST5_kJOE&l10z@d4ErE z4G|%m<2v+KQ3h@ruMME85^&yyCO6jbS|ID2%1esx3MYYbTjM9qTUYL)-&`E&IJESA z5I5gVK{iJLYASqiRVg-WTN2IFjA3>2La3C1G-U{S!##r$U+3B>{;|Gfcwy1$cW(0a zIOotb9(b;Cog{NYo6w>j1gqii)3`* zy3NP#4TXh|wHpsr5N5tLj_I*n<9v0lHFtWqvN+`L=!|oz-gLH1eHYz?%Iw(wZje=V z$3k32BH`$@(daG}(sp_=^RIt_=nlOL{vlPaD8_?hJ6w}0j$odA?dsJ}$Nk7r?#QOq zl^0=t6a6VIR)qoAFSnFEyOjIXy23>Ga!S=)_OmcMW>?UqA3aR6s9~O<$~VDDNz3^i zopvSl=fl_1D7bnqGPsBx_$;Q%dG!o!CCk^k97xhBh`;Tv^x+z9-swoXoaXyhF>p4H z^ToUuPLo4dc>_(FK}Ej(Z)R$0hg&W&uIm>r(6Ua!Yo*mS$R1zkTstbPd^IO|3k?2J z_j?7UAfpoa#2AMQs64(WO?}_re{@N>DP${m^ia{kPZQ9JXwFg#!|2w}`>voSL5o}T zz!eDQQ*|P3%cW>>afHerE{iEgp|09OuIWXKrru_CxAD0kkkp!=lU(@d}4{nWO|5jqem(X(9zH&fx0$}Eq*&U z%mK+;N102!eO6>r?aGdsD=;%ZNA~MWF1&Jjce)bX2pR=<*OHCrd2mvg?ryiH`GWC9 z+K|6x_2Z+>KJI{`G$U5i_V)JX=jQ<>0L?Zp^77~Z`?i_C4`sZO6RV~y$8z5?kG7XJ zU6^XaSJINx4mGhI3ir}jA>Oik_u?@nJt$-rZ3QAZ*RVFn>kBp~{`p3J1JA}cCSTC4 zD}TH%#|UQBQ79Ubgos{?k%d`|veQl9^0zzcO_Fgq&~?N4S6ERus~eS&8H_Pzns zL+J^yuf}1Z$(r2jrWlEfzrQ~~>%}#I*r41?=S>NFJU5tQ7`%^LTpOuz0J&ktO>t5z z-)LTbVy|C~PVq0W{R)`Zsg^BL{TD%-KjduwJAI(h2_C9FC&w!%K^qwpEhonZfN2E0 zFxvlo&M@GRzzxzIpp9eSqg6NneRpz-QZzG7;!J=>0gh+;{)q&>(tfa#6&kb)_J%b z$OI8&{40&&sFZvDLJW}#yOS?Kt?GDVWFRP6vB7Kp`~6pn+p+Eeon!v**!}5|Av^)c z8`;5sA}@Jaw@)Wqy0sr|b1gEGOnyz11UC-34<{)`aP|^=OYXt=u>=S$FP_9m43~$W zq5t-(<9|Xbgs|MaGE*L{nO8sVzaZysbA>3sV-=J6=et;J7S+?B!Sir&c;dui--Loc zIL|z-_LHNP_MO(1BXInCjRS#hePw}jYTO;vv{2U1Jf<|5|Ap*RMT!f!Uy zrvNwaimwaYX`XnXd{`fRP@mz}1Zp*IBh}Mu7;YOAG*+x#L0o+G?;At6UzNORdTn4u z%0Y*_U%DQ1?5tzOPKMl%h5~oS>MM%|0+*jq71|zTwC`oKKHDkZRx2A+LY>?~y=zz~ zZw}h=3HJF$r@Z@#ZanzpXmRaee5VbVr+jj_QPHyg{_DM$I5B(cDeVD3m2Ypj2QFCd1!O7SV?=_T4aRb1D+gyGJf}Ls z9I^wG2@R4C{gv6o<30$ZVqsoB0v;3kdL?k>*oRd&!+UlbBT19w*0vYTHnyn{a594gy-R|2TqFO%o#Q@i{z(E zqu1gH$A1lv|E4))`TZ*@GcoQ9 zqTO58xF++!#|@xIbOzPA4{>TfmG1{Y`Jl^C;oz=!kW4u<9-KA+pUtH zK)VAzOx+3MC1~|IUBD!efq|Rfw3sviCW8ym3Io8Kf`WpSG7V(LI58f7E+iT-I%ux$%R zQLvWIrRc{H=aXS;pKHhWLHYuTry_94nQG!z#jx^Pq+v{49Doe~F;Zu&6t;ie2Rb98 zFKD-uTgl_k=Pbo%zfxN-Wd}&4V2Mzdn;4b53s#!g8tmzrfas78K3v1pyN$8YM##7V zf&g-Ifurc}3+$iQz&Sn!sy$Nu5AZnv*Oyt;h>l-G3>L&XINFLmwX)wzs8>jhhbU41 zz3CJ>PC0vvAx}~@vjw7ePd=w8C@4t2_nLH0Mm7vSNk?qdZ&d_LUj~jU_MHlaL{Qwg z6V^G^mm%ZxzG(Q~vnxrunTpT0ziDwVX}^GiBEVgw<4M{6G)V`*5r&Ft;=wb}dxC5_ jgw+49SNs1fyE+Q~D&Mce7O;Q?*#y$jFi zG@J-L`L?I34E`Z^R5o}CK^NKx|G_X0|CmD%2c)7Pr|psPchWkR#mZM^t)PFYuD{_U z|3n*#C4?UB>z0m3H*e;~slHJ)nv;#>ee5Zxbyv-iGSQivlT55kRdZXf zb^V(7D-l@6UTe}CHy7T7wOGp1-D=^_=fnLbkAaG*%*oWr%v9<5L(fkiZXItqSh^p6 zez=S6Z_`vIhalO3H4{c~$O<;NFa*K5NSGjqgqDaBT!b8U4uW0K@(FKVm7q5lB z%jTaQ!5@!{_Mcbdr89B_w*?UAovzb-ERGnxlZ zLUBAnoSu@BlAS$W_wxD!A*6E7BPJFW7It=b!#J=u zO8r2vStDE8eqyIDQ$o)RhH;XYmv4VcBYziyj!K${O7sOZG&EjJ)_=OWQBjza!-;XS zw6gNn1(s5x!%muF#&lgHqjO>N*|TTGO(JYD7~J~P%CU69(yRyE%{+OS81@D67m4wq z5mc0vJ-xlN0#_ik!}bHTalK2SHs9YLpB^O5xtW;q(6eA#^c5gz`cDLebv^!B_wwDl zcXdW(z3OpY?{j&?BjC`Cp)U=p;9)ici5Y&R)b>ZwBOb7#Yatf|jlEqX(=XNKXNVXz zdfEGARHbWSGvB%@Q5S-m9a`B@I2Pu(W*nc(>bT2ylYT#Uog~7I$Z{Q>_8@@zZ zMVjOmpqKpZhK4fy<&esCsk$<}xW@f7oBNge?-Q=khDEL3jPC+M`IOP-7ic%JG9F4N z9*s-M?{dl*4c>cWVXz$2jYl4JiuRhYxe;AQgtDqGscsh4To8`Nk;sjC(6C_EC8yuy z|IjSdrdJGWf6DB@m)xBx={Z#WSDCA7eMEPtu>Wqt9{(4?uQ6lS15LB?N#vSMNBD@= zXCJBR9V~n*g$(grYU*`m6NP81RE^u+cLOf(_~(0}bKMtfY<^TtHLV=NYiE|^!eOr* z`nJVHHBb27ob@*+maK*K*%B^9Xr>O4K*oKN?kZ9B2L)JGYxSf#bCIxa;LVM+ebBSO za}pO(L9s@HdVGl$joc90KS->ZOXW`|sqnSzeu?N06%_-8=U@;ju=NruQI$JU)wQC< zT!gnexJ0+uRjgS&x_i!<5KK zAHoSQ(;(xz%&pRUEk8*1Kl6P6LD}F7onjq>BndxkB~Q4WYIL6%1q9*gTA|`$8`f37 zoBKYEMuHR7lTjVuAnM>C>mFa2Z!n%GRpq@0Jkt+R4c$`5iuOjw%%Fg%F}PaFbI=S~ z&iM+hyp6*9Y|cf4Wb9-E!%s(lKs2oej;FaSoF5Ibxo!U3$mvyYy*v ztnGBS=N9$JuxVvEMR4oUk9{(H0Rja#(ddp$A!M_Gp}5=WcaA3~>ncgAJ* zelbeyo}|@^O8K6)QL{_>X}@+=B7w5#j53Q}1*dsMX4q}<(A2qdlgN2Dp%Y3~nVN!@e8+++}X z0eKN+m)lyFh2#o?2gLSTI$ffKnhkT#3#(({oK*tu-uHn{vJ{7EGl;vDIfo z5wIt;rSCyhg0bZ;(Bf5zb0qA?53g|jB`%oUO~^oBXp0~^lAL7ko`ubn7-H~Oa2hdk z-~Qjub!?R5;L!Q4bf~oaZE=G64t+}n5nJmYqLPVt1Sg;M-LyB?xeCxiR z9uMQ-hjnG$PArzUZNIr1W1J}4*6I=2Po~WZFg$tuHxh@h02hBuZ{gwLfm8e+*dr+= zBZDg_GAb&O?;=w9TD%$QhvKKf$Q+B~+dAAq@3Gc9s$wingBp@-j3hbMR|T4@#!GT} z5{9%zy4b21uhWueEleD3*?jtO?^=FQ`ZZ3ji+QmmDK*a) z$vIQilyr0^oW9%uD)r}Rz89GJ4t47Z$oJIXm#eg4z$trpNuhyTuc(E~=W|R26Fv zPV6CR7X%$J5S7I1bJx;>g^1x58c!2Z!ct&M5{YKJiE4pv8Q8T4w47g05c(9q&BCKY)UE|S20&qw?mP4hyLV7crc`Ehu1)*`gcg)TyFTDc z{N>3;_=p=EEo4017gL>x(_wOb!MA|4%~^bX`bbTowx znm7E{=FKgtI-?gaUi9Gs?r6RC4~*gUW~iEA@-51D1dI%aWdC_xEThi*$^P?Ivgr$A zI_0CcQhPS?$1e9qeXOugN90;R>CP-ltM-wXA03zPuHwm4XLe$-S`W#$ph0eR$Yb9p zC|#k+S}4fR4+#y`D{K*tblu_|pOZaSEwnqB@oEr+w?0YVxHVC&qeG>d{TU0(l#3xe;HcUaW z%3Q5kw2E&Kv{6ciD+$g&H>j?Lx3a0meRVRzD(RzdizRS}A#z38z5#sKWiFDa3Mzr& z?zahLxHdB>%{kS=<$9DP8}<0Cn$EDkK*#1QNwWcaLS@qFXKhB_COop6Jbe8>cxQro zibihKRn;1;!AXmBuKU^AO7uX2fcR!enIx?9d4SQD$Vq3r8#BIC1v+@dK^z&S4s>u^ znTxhcpufNWOu8NU`@hP*I}3XbR; zhfd26A!Zdd5Ck#PR{)ruNn*~KI46=y*Hs&CYbFwSE016XaJme?tiS_+vBDaWz@n5e5>9|O%#81$ zcM0dDn#~QOmEI+)wi8U8NJtshk+ehZf~G+ZEr}9*p70*U7Sln9%e~SfKEtg`5Hxbb z1I7@*#*{~IMFWGxcu?TCJnXZ|6rS)}W=a6+h!{|Et9~^9`ugH47-WYa>LC^Y)rJWp z5rja&g{eU>CYaK8Jpw{Q6lx%TP_@C;!M2VJG!W`45gkaV^<~V_P&^lT%`IZc?h%S8 zGAbuV;fe|4(4{4p%Rp)sG_S}(VWzz1KxC_&r?u@h>BMs8T1CwyKtlb6SP; zc^{vYdJ&xD5h-so5_^0l=qt`CYr%=I)g%HnHRCCrs&)mq{>Tksm?e|ab0tS%0vb3w zM}1kSP%~v4D)2D?Af*8`sA$|+HEaIk*Fmx7A}Wp&x1eS((yPt-ceu@^DxQn-b&CM& zK>30fXZ6YL?ndGuNWTU}qR-Qx7;+w0sv%IFGGtRG$ z(c>#KGm^6J>J4{2pWFYW_BSo-4)WC#-ey2nq^ zURSj!{o-Lb=eE}|BkA+YobQbULrZGFK6zTR;(dfVq}o1f!Bd*)G;$}!ej@W;K=9DP z1qmr7UgN?}27u2pIN+?8q-N_^>aDO90{od8H9wQKhqzRpmYb8Uzs~*mbHL3Q`C6cR zIdNH^!`PE2{0hcNo!N}t_E}6E*A2hgZy{7&=2a%;{NYuN?N7&k$3}fKfQ9D<2>?j+ zn4T0il3<+{z!9{3eTp~VT1&O<&PnlOqDrNUc`kWP#|$tf_^fB+)q+){(TgNzzUry@ zmq18)(H%V>$5p9UC9~AgrlTJ%52sOdS`Ud}cV-#=NVAa19KQPV9Z&fC;jwr-F+%|c zQn}{^eMt^=m6%x8K0-RWlo^@Nlb6d=#V#daHQ~l1BU$U9ksEKNv z_{r%VGhg5&bl#~3%}Y;e2uhMgdq(2K3GP{O0WQ31_QVV55w3&| z%Vnz4B#+3`;_a>yCRjomumt2!V3fcooadqiA?P_BQI9t$P-(+ZNL~niTMoUCpi?)|M7d|`DCdY(N^EU@)#F%{Hg)=MyG zgakHEA=!_4dJ`~6vWEziA59E~1~~U$3R(2JWWO#sd5wo;8UCJO8{n3noR>v!%kM@Y z;*`1IoP^BuksLP97@n&fN8p>D$4?Uj90?!{2yuC2XPfm1Q&ulJ%Al}Ak5wB4Ngxi$ zhZU7D)cEHWxF*I)`#*lZ=885*nyY_dO3KtiNX0vQ_nHqDt_dr}z1J7e1pwsiQv~WH zU^o>9{h&uf_-r|rpjelC#^s}c0s+neHEp`0Q}cOMX!{TAJNsG*VNq=V9`nJ1;CzUO zq+s|J!9Z}}AZU{@8V6jT5UIIIQdR+GJd2cZ<%GjGUT$dtPcTk4pVA26VlT~~xX0DF zyNX_My*}0iAQTqN4FLfU5Hrx_`*)fT94V!)!jU4W3V^#R>05=3gpPvXovM~^B!~l8 zs+kYSG@;k>Mt9LDo)F_^OdAQff?H*y9zhLu%364k7k9Q(vOjT&Oelv)0LOc+!u@?u zLcm%RIz0yhmajNTC1-lCpnyPa8J>V9r01p~`~sn-NbasHi{QNrLAt-DA&~U5y-{7} zT1j)`QBe@0O?XV#PLoz0`$R0)=EnvV zm9Z7|jqcn8G5fDh8STtzNs916W@`19c~k&Q1mbGjr&S8DAU>pv**~!Wkp<3qkf_DX zp2h+HyDZ9MH=(QJ+O*n&%B6A0ycPsH=ZcGd3@+{|Ysjy&f+Xs>AKa)3zgLA6l zasz_5cRBzq^gNt&dkWzBABYb9GbMbv$Jz~xx~WY%qp(>Q3Als ziUFibWMm`)IY3Sf>G#CI^6~eU4%3?%;w|bP@fbDwTq4kWmyei05~L*=lZc9rwn+=Q z2uLi#v&C08lDo`*t?vPf@yw)x*@=Mzs>C71SpRl_cl-MLKP)Z4pymQt$jYcQpvVF^ z-qM|enmL+@a- z?_BpFS@28(yFQGl+6Yfqz#|qFJ(ZLKG9lz+4DZ)OP%3*!Mr$w;9#Puftoho3EiO94 z@g^I_=vl$}B!DOtHNSdzL5nW|+gZ~7Q|p;zgZ+fbC~%ZZ({m&p12xaU_O8Y~52>N! z9(P#C&8@$W=<^=&sHv%;{J?jH;JdBnAEIJn`PNVBjLsr~!yZ3C6pODu@y2(7P`R{Z zedY=wO+-DS>Z-h6DErH-tcoCL9wappQ9fH7HGlpb9?=KMPH*U;D?g_U65Gaez=M&m z5WninMn3_rAgzfAlrC8d76v=@vCT}EFJB2tP~|49x_EnoW)w^Ks?X z-RO7LKRR|5c#RthZ9aW-%D~s-r&uFov7!bP)i?x_vhDf!OdQpC`+L*sXA=oS`B4>m zPmBLC2eKlipUW9dZNp{0b zGIPBk=hwQ80Vft!YXYnvk1(k_GE2_}y$JkX2D8JsQ-<2L$ECXCZ1Qg6&zkPSEAs6o z+>9CJJ<^`~UlzYr87J!_o-mX+5@kb!V!^1yC1@1fF$u!gg9{9O52j!QJhsw~#k~uh z?+4-OgIC|ERogv|ec#Tk8m9mcGx1~!Q}D=g_yL!&0R`KRowg=J%{!j+7$^J2cTY-_ zl(~NRl{dxmB$IQldq`$#nEGxH3wU9dTsndE^lI}3yVj=<5vT#pt-)=(Q(;PZo#Fo} z1Q*%OK^oYdSN4zi5?k$OpaB^KDyQ`XYo5FX3bbA!SjP(@P{Wxp(%Kbjha&>kx1a&) zBU%)b{4~un-{9}xTnzd!^ng4%IMzBXC6O3H_6x!CtuJGom;wiAmRt^o@*bGz!Jq+S zKXPHQ0OC6bE}&!a9Hi4^fc=S}0Y&g!9qV{f@%Y@ibGd_y?GcQG^!Ya8-%aFLF!obl zJl))?3H2dx^_o4NX5o;=K+t0_H(+CDKSP=?))hfAT@t@QR1)Zs)%2&RIK2I7sqSVy z1B5PHQ$$xT#X6m@{2&H87ChgUumxv3@cYo9YROBOJ+h|jU2O}sTcyk(geo|W9AfPE z`hZ+uU|^lm%J;&@)%IsQhwfhiXs(U4LU6qDS*ZPl_!~Gh8wgRau!U#NwvpGYb>x(t^Ye^$_x^xERFEF?n@tVsjxT#%4U zHlh>9W$b^vT~w3>C~*7}2)fsH2t8Z)gg{Luse*(!A$Irf-P^b4TyFp>eZ3I8@W%q#&NOA_+!D*|fUZ_5G*aUIwkDhEl^Cr7Lf0ru~?&)517v z!Sgm@qftflHsC5G+*bfw%_wNJMv$@VhB#2l6o0CkB{-3f4+}*IOjg#D1yxk!%n}N1 zejO<_yr_8BZ8-%eezvXU)GjF4<~>(2aa){nh_a>=FLkU&hWISuu(tEQXuuCT*e+Uy zDg3I(m!)TANxz(rB*eCosKvi4Iy!(KpBfoh00Eh*P277&AkPKFB9mldXh2Yi7{o~5 zUw?|ruLWgDd5;K38h>`1jTD4P0+K`dj7N<}+j$jaY7hPtgC3idgv8+w+j4;BTtTKP z^}GZOdzBxwra%V_EBe<;<}lSd?QGqEWLQVXz%w?lQ{@8es@Ldey9vMJ?K3pT0-=XJ zSWw})GvN{CUvcZq4qr4!x1V96JqaqY0dg~fHggoNRN9V$s9P7oD0HT)@F$VT_X$6$ zL7(qV<8{?S3xkMs0K3NRs;@@fveV^K$Lgo&TU0iD{HbUR;7fhk2fZpyO0RdUfa4Ie z59&1=9D8&pvYnJEq;e>vyOOcy*rZ(Bq?`_^t#hmhtJi>o#%BOW$*010dc{jDERx{2X)woUgvijZVXK9w#;+K?hkuMB_VxNnC`$1qhXk##jD*<#Q$kzY_CB|{lAQO}% zs(J_{$Qb6w*rPB721Z1fg6@wB6)KkGe*+dG21CwSslUuf%5$ERD^=~qkz@7Cg+4tH zzJ9ew+?jNVU+BugdtG_cJU*ZAV$7(hNiWq{fX$|C;|OwDR zmW=D41OoUFm@_~R<6Yg3&mF17y|7%fuWJdQKu+Ue$`B1ao z7jofI*UDH`G{Moz@Mlg7vZ7yCI)oLC(h6tOf5a1B<$Ji3ntCZxnFKmryVg90P$1Dq zQ&LmML`G)Zb1l;5BiIMTX+jD}ZbrqMv|%1q?)urR5^nFYOEpto#YTdJxP!h=X!i{q zp9f8=-Q{t*7|gT>E{cG-yJ2X*1q1ZH{|T+W27No&Ef2eNXWD18HJE~6v%bB7&`TDd zM9_hU5Dy5m03a)FH4~{Kf*QPcqobp0lnl*Wq$VmcDSxawNK7FZjjMK; z_G_cMqg_0#XX0t$<@Ey}4!vdfq(hO&BLW>zsF@_g7XV*lqFE(CEPL_t9GY#Dqq%6f zD3?e7n3KfZVCsWaKZtdzc|-i=Ujp8+LIV$`NSKlq$m0PLHhfXX%@EPB-ob3um$80& z-~k~nG=QjM-C%Mb9jwMhJ6_{3opi%c(B#YBhwNiDtY|qu5qb^p3VLUMK#&*k5s&^n zpJu!Bcfu-dzPP;6YiWqvr5$=(?8S;2wn;<;aK1K6>@t7RxIf?0((<@KqhaG4e|&sA zA(GQWL66JtYiaXcRMf19ws;+uTMH}?fJyNGhU1+H&}Rk}Yo)$g(ws6^E|026sy2N) zUIfOm1{R-lzMHAB>rpV^4aN?p8-3IAdwY9z_%0fccF$E=r!x8k2IM^)2UunVjdM_r%1i_ay4eKvQvie0+1E-?Y}zY;(R>&)7AQ18$-N zhg!f#k986Wb|mu{eu9DEm^ z3v7~_ii*&Zc|Z&`;f>J*V0Kv$-QqlMCzjp|`d;11LZ)9loP2yF*6d zYDjeWGgPe2SBAIzFrM|7CV)FrqX4@EOc=C=fd_?!g@Nlmhyx|1qGqJhJMn!=C}LX> z(Dgm$BI4&-{(w3Jj3}_MxEQ;endNBn_4fCV;*R*(#qj=OdlnzmP0rG2zx=Qm$K^sG6rQU{dcAhG@<2h-rU1_*|4W ztg}kMWN`Bb4Ar|9dfr!#UU5Y88TD;-{^V}(x^6M3|MinT{oan_Qi=PnPo$)o0C?*@ z6=#-(`ZApO&PC83yVml{Gb{6>c{&FLte(u@cpwH8wxX9=+1M>%0P^-ae^9Uw=^5zF)KVjRhNZ2R=XzhF}yBLHYvK-$(#gdpTsVHc1I? zonc2$@@irFCNJQc@~!`@YL}0W57%EVr9hFqM;DhHS2%Jo{kG6FbIsOx(OBFeY7vla{rN;4TL0xG^m+~~I1T1#?d36*+K zw)K0gPIaRX@x)}}7m4u@=`wwFvfDWkp2}2$JPz1kKIhUS@YhKNa_yt3R zD|Z>bic$25qw#3hFlR9-K?5p`JS~HUNN$-G zop6JyQh{#Z1auZ<|Fkb4d52vyqco<(!QjTQ_Tvz1znz&DACaz|D)+;krHL0WDc{X$ z*kksWTLQ0+3wY1je|C>Ctxr(r8f#;&abWK;PZRs4bub=CR(^@ivft#E$cAmrWKtMr zybWJtw;veeTk@YKr6Eq@+V^T1?=_TKoS$a%+L{$LTSivuY}@uJh&{J%-7?V|yja3G zY$;kL`3?Y!-U}lo1?^c+kHw;KmqV?0T(N)-jA%nSm5E-!f{TB*TTb>3wO8h~Pb*wD zaMP{UoQNB(5Vrj?@Fj|JZwdeInrTw$A!OI2K4Gvl={oVt zOZTDeDIJL!087lPpC79xXV;@@hy9g7<#lp^KiplNMv(>~MqL-?=f}*?R~VJ*wkf>f z=Vgf4_wn1l`eb^@mG$a%y{AkeMMcaR@?Qok4PWeI8nsO8GU=)_hd$n_d0)_1vQ+Wm zn>D)qo?mOKme=pjH||Y`lik^^LV$6!Nn<)?QWi;OOn^3Go~FzDs8xv4$w_>kmXEI=)!CyrT!%GD0&G4xi=Kw`5Y+h32-IArZ>8)MuTOW1q1|odU}?}D%lhG3A4`gD!jNuK)SlK;tq{{_~2?~DF`{~22X$NKXarkIzIBYu$zJwRSGLbF-ZVQk)pI`8%B$ir{1ph`GRIrk z7|D%J>_ZvfVI4iG^{;d$dL%GlrJJA1eW~;g+KL!qZa|+PS=dcC8Yj(tUTr)KW;9uB z(cmNj5qRaxrp8YCCcfzePe(`iR_^Jd|L%kcpke-zPw zr<+bqPq$64U%Lis(XHcEfA;GEZ`I2i5B}`!?LCW;>e&2(uMa|GVWQXvl7xI_DV8HB z7zHH{7T=w22%Y}2ml~jIfLG`X>d1p3@On2>?5j-m4AE zW_*bU^LLt->{Xx{_7v6g1odAx|6gYn|8;}FwY{}anI2=Bi1rsv$2%9M8u?Uc=X1`j zT_j-&`j+WFwZG9V)O57bJ-y%OzEX>eCS&(mdzpRsv)<5q)qDDIxZLkk;2cbrZ2P&~ z1N0OihX9u4KRgIzKbpys^7h+x_uqX*#x~aI`?)5#G|@T@Xcy#D^5=(;6q=1GXnggk zZ`E$<%l`Dq-|4Y7=enc&{#*A!W#D=*^Q7~>^pHMk`D++m(|&qWYOm$v!tbw$$)$YeTA#H6HrK}ldCk_xo4V>o@la5%r)xZ41X1Oy@b@hXe` zxO6b@d5MY1V>Xy^YBOt>{(LaC&kQk`CNyneQi%gEuL360Z~j)c!O!mt(z|uLO{d3E zq5j9C{s2R-d}=Jz`9TI}JC9%hN*KK^y&lFreFRSFe0se5p`4mUe2uWgb(#IHhyDlH zhd#gPymyuX_mMCJ207Wq9cMyij%H*0w%$nqQ36nHR(?8cdOTe2GsnMdt4R+g1{;t6 zIK6&0Gd4DMr*WNX)Ro4(U&X5bX8N=M z{rP1)H*6;us!#fC_AW5soH04Qq&gD|d>iQ#5XEA_Ff{zo|W)2QjaD4S1Sivyfu_0GO$3JV|&6zAwU zIi5Z}29!?r!S@0<=cuXw@zIf_#NmB-YG!7`LY6lu({{l3d!28t_Dk*l1p9e`7^M>T z!{M|J{P|bd^_9lMm2%&|wqX9(>-2E?^mqJ2LH}_=EUXd&=x@E9(H)G?YTYbeU1?bL zbpWo|-E`Cq!2Rit!>L>H6us;tFc*{~A|vDfyORc~T&V2@q|FA*q~B-$mL26WI08YW zAb6jKUC%->egt#Kp8-b#XlSgc|5_mXPqztsnS;TYlV3t7xlc+#>6Q*0Y|itfC-oMf zjX{rUX+;ft)XLZh$b>22#+g#yI|VYwOM%qVwMQ1zQd_Y+;efLDEq2w(ni=L!3oGne_r z_#MAZ#^!;tvlEE#`suqnY1N-)F@3rzbGn(6lj9?Ox(>!1x0bNGKVSA6yH6_e`u-^_ z*w{Y;*L%QwQE`2LA=|1vJ1y->P(>xP|6z^)XNzt?)K+}^q~Of?|~e7yx-&E8fpZG{+mm0BcfUEZmhUB0hUV+ zac^jbkf!}M;EN1HYh%fTF{ud)ynAjbm9Iqj{@y4;hJ zmOi=Tzj+6+Z!;9)!Egj6U@h*xv;_0bnfI8<5ib9Zx@RE4fR*h33Yvya$#PUi0`Z;1 R>VQ{(R1`H7%8;ml{{yH;F4O=3 From 87d75525308a3155705352cb3d3654b395b37964 Mon Sep 17 00:00:00 2001 From: Puzzled-Face Date: Fri, 14 Jun 2024 06:44:56 +0000 Subject: [PATCH 04/10] Fix typos in README --- .github/release.yaml | 36 +++++ .github/workflows/check.yaml | 36 ++--- .github/workflows/docs.yaml | 2 +- DESCRIPTION | 2 +- NEWS.md | 4 + README.Rmd | 18 ++- README.md | 182 ++++++++++++---------- man/figures/README-createQtlPlot-1.png | Bin 14720 -> 14704 bytes man/figures/README-unnamed-chunk-13-1.png | Bin 13872 -> 13774 bytes man/figures/README-unnamed-chunk-14-1.png | Bin 18658 -> 18874 bytes man/figures/README-unnamed-chunk-25-1.png | Bin 12453 -> 12513 bytes 11 files changed, 171 insertions(+), 109 deletions(-) create mode 100644 .github/release.yaml diff --git a/.github/release.yaml b/.github/release.yaml new file mode 100644 index 0000000..096dcaa --- /dev/null +++ b/.github/release.yaml @@ -0,0 +1,36 @@ +--- +name: Release 🎈 + +on: + push: + tags: + - "v*" + workflow_dispatch: + +jobs: + build: + name: Build package 🎁 + needs: release + uses: insightsengineering/r.pkg.template/.github/workflows/build-check-install.yaml@main + secrets: + REPO_GITHUB_TOKEN: ${{ secrets.REPO_GITHUB_TOKEN }} + with: + skip-r-cmd-check: true + skip-r-cmd-install: true + docs: + name: Pkgdown Docs 📚 + needs: release + uses: insightsengineering/r.pkg.template/.github/workflows/pkgdown.yaml@main + secrets: + REPO_GITHUB_TOKEN: ${{ secrets.REPO_GITHUB_TOKEN }} + validation: + name: R Package Validation report 📃 + needs: release + uses: insightsengineering/r.pkg.template/.github/workflows/validation.yaml@main + secrets: + REPO_GITHUB_TOKEN: ${{ secrets.REPO_GITHUB_TOKEN }} + release: + name: Create release 🎉 + uses: insightsengineering/r.pkg.template/.github/workflows/release.yaml@main + permissions: + contents: write diff --git a/.github/workflows/check.yaml b/.github/workflows/check.yaml index cb44dd6..894b062 100644 --- a/.github/workflows/check.yaml +++ b/.github/workflows/check.yaml @@ -1,4 +1,3 @@ - --- name: Check 🛠 @@ -24,26 +23,19 @@ jobs: name: R CMD Check 🧬 uses: insightsengineering/r.pkg.template/.github/workflows/build-check-install.yaml@main secrets: - REPO_GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + REPO_GITHUB_TOKEN: ${{ secrets.REPO_GITHUB_TOKEN }} + with: + unit-test-report-brand: >- + https://raw.githubusercontent.com/openpharma/crmPack/main/man/figures/logo.png coverage: - name: Coverage 📔 + name: Coverage 📔 uses: insightsengineering/r.pkg.template/.github/workflows/test-coverage.yaml@main secrets: - REPO_GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + REPO_GITHUB_TOKEN: ${{ secrets.REPO_GITHUB_TOKEN }} linter: if: github.event_name == 'pull_request' name: SuperLinter 🦸‍♀️ uses: insightsengineering/r.pkg.template/.github/workflows/linter.yaml@main - roxygen: - name: Roxygen 🅾 - uses: insightsengineering/r.pkg.template/.github/workflows/roxygen.yaml@main - secrets: - REPO_GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} - with: - auto-update: true - gitleaks: - name: gitleaks 💧 - uses: insightsengineering/r.pkg.template/.github/workflows/gitleaks.yaml@main spelling: if: github.event_name == 'pull_request' name: Spell Check 🆎 @@ -52,6 +44,12 @@ jobs: if: github.event_name == 'pull_request' name: Check URLs 🌐 uses: insightsengineering/r.pkg.template/.github/workflows/links.yaml@main + vbump: + name: Version Bump 🤜🤛 + if: github.event_name == 'push' + uses: insightsengineering/r.pkg.template/.github/workflows/version-bump.yaml@main + secrets: + REPO_GITHUB_TOKEN: ${{ secrets.REPO_GITHUB_TOKEN }} version: name: Version Check 🏁 uses: insightsengineering/r.pkg.template/.github/workflows/version.yaml@main @@ -64,7 +62,9 @@ jobs: uses: insightsengineering/r.pkg.template/.github/workflows/style.yaml@main with: auto-update: true - # grammar: - # if: github.event_name == 'pull_request' - # name: Grammar Check 🔤 - # uses: insightsengineering/r.pkg.template/.github/workflows/grammar.yaml@main + secrets: + REPO_GITHUB_TOKEN: ${{ secrets.REPO_GITHUB_TOKEN }} + grammar: + if: github.event_name == 'pull_request' + name: Grammar Check 🔤 + uses: insightsengineering/r.pkg.template/.github/workflows/grammar.yaml@main diff --git a/.github/workflows/docs.yaml b/.github/workflows/docs.yaml index 5232d65..4c30376 100644 --- a/.github/workflows/docs.yaml +++ b/.github/workflows/docs.yaml @@ -38,4 +38,4 @@ jobs: name: Pkgdown Docs 📚 uses: insightsengineering/r.pkg.template/.github/workflows/pkgdown.yaml@main secrets: - REPO_GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + REPO_GITHUB_TOKEN: ${{ secrets.REPO_GITHUB_TOKEN }} diff --git a/DESCRIPTION b/DESCRIPTION index a6c36e9..f119ca5 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: rbqmR Title: Risk-Based Quality Management in R -Version: 0.0.0.9001 +Version: 0.0.0.9002 Authors@R: person( given = "John", family = "Kirkpatrick", diff --git a/NEWS.md b/NEWS.md index 99b9384..cd8898d 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,3 +1,7 @@ +# rbqmR 0.0.0.9002 + +* Corrected typos in `README.md`. + # rbqmR 0.0.0.9001 * Added a `createQtlBubblePlot`. diff --git a/README.Rmd b/README.Rmd index 2530eb8..3d9b25f 100644 --- a/README.Rmd +++ b/README.Rmd @@ -26,7 +26,7 @@ devtools::load_all() [![CRAN status](https://www.r-pkg.org/badges/version/rbqmR)](https://CRAN.R-project.org/package=rbqmR) Project Status: WIP – Initial development is in progress, but there has not yet been a stable, usable release suitable for the public. -[![License](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](https://opensource.org/licenses/Apache-2.0) +[![License](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](https://opensource.org/licenses/apache-2-0) [![R-CMD-check](https://github.com/openpharma/rbqmR/workflows/R-CMD-check/badge.svg)](https://github.com/openpharma/rbqmR/actions) [![Test Coverage](https://raw.githubusercontent.com/openpharma/rbqmR/_xml_coverage_reports/data/main/badge.svg)](https://github.com/openpharma/rbqmR/blob/_xml_coverage_reports/data/main/coverage.xml) @@ -281,6 +281,7 @@ fitted$tab %>% ``` ## Presenting KRIs + The KRIs associated with a QTL can be presented graphically. `rmqmR` includes the `createQtlBubblePlot` function, which presents the KRIs (possibly from multiple evaluations of a QTL) in the form of a bubble plot overlaid with a box-and-whisker plot. Site-level data may be grouped in an arbitrary fashion, or not at all. Optionally, reference lines that correspond to QTL thresholds may be added. ```{r, error=TRUE} @@ -315,7 +316,8 @@ berrySummary %>% ``` ## Observed - Expected Methodology -We generate some random data similar to that used by Gilbert [@GILBERT], after setting a seed for reproducibility. + +We generate some random data similar to that used by [@GILBERT], after setting a seed for reproducibility. In order to illustrate what happens when a QTL is breached, we set the probability that a participant reports an event to 0.13, even though the QTL process will assume the event rate is 0.10... @@ -397,7 +399,9 @@ createObservedOverExpectedTable( ``` > TODO Need to check interpretation of parameters + # Beyond TransCelerate + At the time of writing (late 2022) The TransCelerate Quality Tolerance Limit Framework [@Transcelerate2020] lists metrics that are exclusively binary in nature. There are many other potential metrics that are non-binary and which may provide insight into the conduct of the trial. For example, * The number of episodes of rescue medication (as opposed to the percentage or number of trial participants on rescue medication) @@ -412,6 +416,7 @@ As well as other metrics that can't easily be dichotomised The Bayesian QTL framework implemented in `rbqmR` can easily be extended to include these other data types. ## Events per unit time + We use data on the numbers of Prussian cavalry officers kicked to death by horses [@Bortkiewicz1898] to illustrate the method. ```{r} data("cavalryDeaths") @@ -434,9 +439,15 @@ cavalrySummary Although not necessary here, because data for all Corps was recorded for the same amount of time, the Poisson model used by `rbqmR` adjusts risk by total exposure at the site. -```{r, results="asis"} +```{r, eval = FALSE} getModelString("poisson") ``` + +```{r, echo = FALSE} +# cat(stringr::str_replace_all(getModelString("poisson"), "\\n", "
")) +cat(getModelString("poisson")) +``` + Fitting the model is straightforward. ```{r} @@ -453,6 +464,7 @@ poissonFit$tab %>% ``` # Environment + ```{r} sessionInfo() ``` diff --git a/README.md b/README.md index 2dc3c75..a622177 100644 --- a/README.md +++ b/README.md @@ -8,7 +8,7 @@ [![CRAN status](https://www.r-pkg.org/badges/version/rbqmR)](https://CRAN.R-project.org/package=rbqmR) Project Status: WIP – Initial development is in progress, but there has not yet been a stable, usable release suitable for the public. -[![License](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](https://opensource.org/licenses/Apache-2.0) +[![License](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](https://opensource.org/licenses/apache-2-0) [![R-CMD-check](https://github.com/openpharma/rbqmR/workflows/R-CMD-check/badge.svg)](https://github.com/openpharma/rbqmR/actions) [![Test Coverage](https://raw.githubusercontent.com/openpharma/rbqmR/_xml_coverage_reports/data/main/badge.svg)](https://github.com/openpharma/rbqmR/blob/_xml_coverage_reports/data/main/coverage.xml) @@ -213,37 +213,37 @@ We fit the Bayesian Hierarchical Model described by Berry et al … fitted <- berrySummary %>% fitBayesBinomialModel(n = Subjects, r = Events) #> Loading required namespace: rjags -#> INFO [2023-10-19 10:07:16] Status of model fitting: OK +#> INFO [2024-06-14 06:39:27] Status of model fitting: OK fitted #> $tab #> # A tibble: 20,000 × 4 #> p a b q #> -#> 1 0.810 9.87 4.84 76 -#> 2 0.679 8.78 3.43 47 -#> 3 0.946 9.67 3.03 97 -#> 4 0.761 9.12 2.85 66 -#> 5 0.784 7.68 4.04 71 -#> 6 0.726 7.42 3.63 58 -#> 7 0.804 9.19 3.71 75 -#> 8 0.636 9.81 3.88 38 -#> 9 0.817 9.69 3.55 77 -#> 10 0.877 8.03 2.15 88 -#> # … with 19,990 more rows +#> 1 0.925 4.01 1.45 95 +#> 2 0.812 3.87 1.47 75 +#> 3 0.848 3.75 2.81 83 +#> 4 0.601 5.41 3.09 31 +#> 5 0.457 6.93 2.32 11 +#> 6 0.517 7.42 3.53 18 +#> 7 0.666 8.52 3.45 43 +#> 8 0.565 8.86 3.36 25 +#> 9 0.837 8.51 2.20 81 +#> 10 0.650 4.17 2.67 40 +#> # ℹ 19,990 more rows #> #> $results #> #> JAGS model summary statistics from 20000 samples (chains = 2; adapt+burnin = 5000): -#> -#> Lower95 Median Upper95 Mean SD Mode MCerr MC%ofSD SSeff -#> p[10] 0.35921 0.69543 0.99605 0.67811 0.17278 -- 0.0013951 0.8 15337 -#> a 2.2223 5.9383 9.9925 5.9221 2.2905 -- 0.058002 2.5 1559 -#> b 0.62172 2.6346 5.2227 2.7912 1.282 -- 0.03451 2.7 1380 +#> +#> Lower95 Median Upper95 Mean SD Mode MCerr MC%ofSD SSeff +#> p[10] 0.37138 0.69905 0.999 0.68206 0.1723 -- 0.0013275 0.8 16845 +#> a 2.2354 5.8891 9.9845 5.9047 2.2792 -- 0.055052 2.4 1714 +#> b 0.6419 2.6299 5.1874 2.7811 1.2619 -- 0.031599 2.5 1595 #> #> AC.10 psrf -#> p[10] 0.0062847 1 -#> a 0.2346 1.0005 -#> b 0.26079 1.0007 +#> p[10] 0.0032465 1.0001 +#> a 0.19347 1.0001 +#> b 0.21223 1.0001 #> #> Total time taken: 3.9 seconds #> @@ -293,7 +293,7 @@ berrySummary %>% #> [1] "OK" #> #> $qtl -#> [1] 0.6781099 +#> [1] 0.6820645 #> #> $data #> # A tibble: 9 × 5 @@ -353,7 +353,7 @@ berrySummary %>% #> [1] "OK" #> #> $qtl -#> [1] 0.695426 +#> [1] 0.6990512 #> #> $data #> # A tibble: 9 × 5 @@ -386,7 +386,7 @@ berrySummary %>% #> #> $qtl #> 10% -#> 0.4423607 +#> 0.4505905 #> #> $data #> # A tibble: 9 × 5 @@ -428,7 +428,7 @@ qtlProbInRange #> [1] "action" #> #> $qtl -#> [1] 0.4718 +#> [1] 0.4636 #> #> $data #> # A tibble: 9 × 5 @@ -446,7 +446,7 @@ qtlProbInRange ``` Again, the QTL is breached, since the probability that the study-level -event rate is in the range \[0.5, 0.75\] is only 0.47. +event rate is in the range \[0.5, 0.75\] is only 0.46. #### Using an arbitrary criterion @@ -485,7 +485,7 @@ berrySummary %>% } ) #> $qtl -#> [1] 0.6781099 +#> [1] 0.6820645 #> #> $status #> [1] "Breach" @@ -536,16 +536,16 @@ The `quantiles` element of the return value contains the mappings from quantile of the posterior to observed values of the metric. For example, the first row of `rvSiteMetrics$quantiles` shows that the lower action limit is the 5th centile of the posterior, which corresponds to an event -probability of 0.363. +probability of 0.372. ``` r rvSiteMetrics$quantiles #> # A tibble: 4 × 4 #> Threshold Status Quantile p #> -#> 1 Lower action 0.05 0.363 +#> 1 Lower action 0.05 0.372 #> 2 Lower warn 0.2 0.538 -#> 3 Upper warn 0.8 0.833 +#> 3 Upper warn 0.8 0.837 #> 4 Upper action 0.95 0.932 ``` @@ -715,8 +715,8 @@ berrySummary %>% ## Observed - Expected Methodology -We generate some random data similar to that used by Gilbert (Gilbert -2020), after setting a seed for reproducibility. +We generate some random data similar to that used by (Gilbert 2020), +after setting a seed for reproducibility. In order to illustrate what happens when a QTL is breached, we set the probability that a participant reports an event to 0.13, even though the @@ -883,12 +883,15 @@ createObservedOverExpectedTable( -> TODO Need to check interpretation of parameters \# Beyond -> TransCelerate At the time of writing (late 2022) The TransCelerate -> Quality Tolerance Limit Framework (Transcelerate 2020) lists metrics -> that are exclusively binary in nature. There are many other potential -> metrics that are non-binary and which may provide insight into the -> conduct of the trial. For example, +> TODO Need to check interpretation of parameters + +# Beyond TransCelerate + +At the time of writing (late 2022) The TransCelerate Quality Tolerance +Limit Framework (Transcelerate 2020) lists metrics that are exclusively +binary in nature. There are many other potential metrics that are +non-binary and which may provide insight into the conduct of the trial. +For example, - The number of episodes of rescue medication (as opposed to the percentage or number of trial participants on rescue medication) @@ -925,7 +928,7 @@ cavalryDeaths #> 8 1875 Corps 7 1 #> 9 1875 Corps 8 1 #> 10 1875 Corps 9 0 -#> # … with 270 more rows +#> # ℹ 270 more rows ``` Regard different cavalry Corps as “sites” and regard the number of years @@ -968,15 +971,24 @@ by total exposure at the site. getModelString("poisson") ``` -\[1\] “model {for (i in 1:k) {events\[i\] \~ dpois(mu\[i\])mu\[i\] \<- -lambda\[i\]\*exposure\[i\]lambda\[i\] \~ dgamma(shape, 1/scale)}scale \~ -dgamma(1, 1)shape \~ dgamma(1, 1)}” Fitting the model is -straightforward. + #> model { + #> for (i in 1:k) { + #> + #> events[i] ~ dpois(mu[i]) + #> mu[i] <- lambda[i]*exposure[i] + #> + #> lambda[i] ~ dgamma(shape, 1/scale) + #> } + #> scale ~ dgamma(1, 1) + #> shape ~ dgamma(1, 1) + #> } + +Fitting the model is straightforward. ``` r poissonFit <- cavalrySummary %>% fitBayesPoissonModel(Deaths, TotalTime) -#> INFO [2023-10-19 10:07:27] Status of model fitting: OK +#> INFO [2024-06-14 06:39:38] Status of model fitting: OK poissonFit$tab %>% createQtlPlot( metric = lambda, @@ -987,19 +999,19 @@ poissonFit$tab %>% labs(x = "Deaths per year") ``` - + # Environment ``` r sessionInfo() -#> R version 4.2.2 Patched (2022-11-10 r83330) +#> R version 4.3.1 (2023-06-16) #> Platform: x86_64-pc-linux-gnu (64-bit) -#> Running under: Ubuntu 20.04.6 LTS +#> Running under: Ubuntu 22.04.3 LTS #> #> Matrix products: default -#> BLAS: /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3 -#> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/liblapack.so.3 +#> BLAS: /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3 +#> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.20.so; LAPACK version 3.10.0 #> #> locale: #> [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C @@ -1009,49 +1021,47 @@ sessionInfo() #> [9] LC_ADDRESS=C LC_TELEPHONE=C #> [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C #> +#> time zone: Etc/UTC +#> tzcode source: system (glibc) +#> #> attached base packages: #> [1] stats graphics grDevices utils datasets methods base #> #> other attached packages: -#> [1] rbqmR_0.0.0.9001 testthat_3.1.6 forcats_1.0.0 stringr_1.5.0 -#> [5] dplyr_1.1.0 purrr_1.0.1 readr_2.1.4 tidyr_1.3.0 -#> [9] tibble_3.1.8 ggplot2_3.4.1 tidyverse_1.3.2 kableExtra_1.3.4 -#> [13] magrittr_2.0.3 +#> [1] rbqmR_0.0.0.9002 testthat_3.2.0 lubridate_1.9.3 forcats_1.0.0 +#> [5] stringr_1.5.0 dplyr_1.1.3 purrr_1.0.2 readr_2.1.4 +#> [9] tidyr_1.3.0 tibble_3.2.1 ggplot2_3.4.3 tidyverse_2.0.0 +#> [13] kableExtra_1.3.4 magrittr_2.0.3 #> #> loaded via a namespace (and not attached): -#> [1] fs_1.6.1 usethis_2.1.6 lubridate_1.9.2 -#> [4] devtools_2.4.5 webshot_0.5.4 httr_1.4.4 -#> [7] rprojroot_2.0.3 tools_4.2.2 profvis_0.3.7 -#> [10] backports_1.4.1 utf8_1.2.3 R6_2.5.1 -#> [13] DBI_1.1.3 colorspace_2.1-0 urlchecker_1.0.1 -#> [16] withr_2.5.0 tidyselect_1.2.0 prettyunits_1.1.1 -#> [19] processx_3.8.0 compiler_4.2.2 cli_3.6.0 -#> [22] rvest_1.0.3 formatR_1.14 xml2_1.3.3 -#> [25] desc_1.4.2 labeling_0.4.2 scales_1.2.1 -#> [28] callr_3.7.3 systemfonts_1.0.4 digest_0.6.31 -#> [31] rmarkdown_2.25.1 svglite_2.1.1 pkgconfig_2.0.3 -#> [34] htmltools_0.5.4 sessioninfo_1.2.2 highr_0.10 -#> [37] dbplyr_2.3.0 fastmap_1.1.0 htmlwidgets_1.6.1 -#> [40] rlang_1.0.6 readxl_1.4.2 rstudioapi_0.14 -#> [43] shiny_1.7.4 farver_2.1.1 generics_0.1.3 -#> [46] jsonlite_1.8.4 googlesheets4_1.0.1 futile.logger_1.4.3 -#> [49] Rcpp_1.0.10 munsell_0.5.0 fansi_1.0.4 -#> [52] lifecycle_1.0.3 stringi_1.7.12 yaml_2.3.7 -#> [55] brio_1.1.3 pkgbuild_1.4.0 grid_4.2.2 -#> [58] parallel_4.2.2 promises_1.2.0.1 crayon_1.5.2 -#> [61] lattice_0.20-45 miniUI_0.1.1.1 haven_2.5.1 -#> [64] hms_1.1.2 knitr_1.42 ps_1.7.2 -#> [67] pillar_1.8.1 pkgload_1.3.2 futile.options_1.0.1 -#> [70] reprex_2.0.2 glue_1.6.2 evaluate_0.20 -#> [73] lambda.r_1.2.4 remotes_2.4.2 modelr_0.1.10 -#> [76] runjags_2.2.1-7 vctrs_0.5.2 tzdb_0.3.0 -#> [79] httpuv_1.6.9 cellranger_1.1.0 gtable_0.3.1 -#> [82] assertthat_0.2.1 cachem_1.0.6 xfun_0.40.1 -#> [85] mime_0.12 xtable_1.8-4 broom_1.0.3 -#> [88] coda_0.19-4 later_1.3.0 rjags_4-13 -#> [91] googledrive_2.0.0 viridisLite_0.4.1 gargle_1.3.0 -#> [94] memoise_2.0.1 toOrdinal_1.3-0.0 timechange_0.2.0 -#> [97] ellipsis_0.3.2 +#> [1] tidyselect_1.2.0 viridisLite_0.4.2 farver_2.1.1 +#> [4] rjags_4-14 fastmap_1.1.1 promises_1.2.1 +#> [7] digest_0.6.33 timechange_0.2.0 mime_0.12 +#> [10] lifecycle_1.0.3 ellipsis_0.3.2 processx_3.8.2 +#> [13] compiler_4.3.1 rlang_1.1.1 tools_4.3.1 +#> [16] utf8_1.2.3 yaml_2.3.7 knitr_1.44 +#> [19] lambda.r_1.2.4 labeling_0.4.3 prettyunits_1.2.0 +#> [22] htmlwidgets_1.6.2 pkgbuild_1.4.2 xml2_1.3.5 +#> [25] pkgload_1.3.3 miniUI_0.1.1.1 withr_2.5.1 +#> [28] desc_1.4.2 grid_4.3.1 fansi_1.0.5 +#> [31] urlchecker_1.0.1 profvis_0.3.8 toOrdinal_1.3-0.0 +#> [34] xtable_1.8-4 colorspace_2.1-0 scales_1.2.1 +#> [37] cli_3.6.1 rmarkdown_2.25 crayon_1.5.2 +#> [40] generics_0.1.3 remotes_2.4.2.1 rstudioapi_0.15.0 +#> [43] httr_1.4.7 tzdb_0.4.0 sessioninfo_1.2.2 +#> [46] cachem_1.0.8 rvest_1.0.3 parallel_4.3.1 +#> [49] formatR_1.14 vctrs_0.6.3 devtools_2.4.5 +#> [52] webshot_0.5.5 callr_3.7.3 hms_1.1.3 +#> [55] systemfonts_1.0.5 glue_1.6.2 ps_1.7.5 +#> [58] stringi_1.7.12 gtable_0.3.4 futile.logger_1.4.3 +#> [61] later_1.3.1 munsell_0.5.0 pillar_1.9.0 +#> [64] brio_1.1.3 htmltools_0.5.6.1 R6_2.5.1 +#> [67] rprojroot_2.0.3 evaluate_0.22 shiny_1.7.5 +#> [70] lattice_0.21-9 highr_0.10 futile.options_1.0.1 +#> [73] memoise_2.0.1 httpuv_1.6.11 Rcpp_1.0.11 +#> [76] svglite_2.1.1 coda_0.19-4 xfun_0.40 +#> [79] fs_1.6.3 usethis_2.2.2 runjags_2.2.2-1.1 +#> [82] pkgconfig_2.0.3 ``` # References diff --git a/man/figures/README-createQtlPlot-1.png b/man/figures/README-createQtlPlot-1.png index 2d78aa2905c570bbfaabb5659ec10137cdb1aa28..457b3607bad8c655b06afaf242d34ba63199050a 100644 GIT binary patch literal 14704 zcmaKT1yodjxAuUDNQ+2FD+($CDgsJMNVh08l+x1OD5W4E-5?xL2x4gj zf+&cL7{2-ZM_Cd6JME;X?}|WBcM$#&bvyp^1cBg0D9PP>;FYm5<^78LJ5pf(Y$~(L zs_%&LFml+?-M7Hk@~NN(CDTACMcu}$+ha79Bs=kxBjUl?g6n){UKUkx+m0@}rU7aZSFQ`U3hzJpMk*f`XXp5yaMIdGr$pjGyCvFlZ1VS_p zyO?|(jdI65492}lNGn*{V67>Sw$M*P&(FLab2NV2L!q%AJU?$dGpmOTI~(0HYSQ*Uf1BJOHE1f+S+?8)7hf3 zTvV84`(!H2ECD_5B|hCF!xU$sAIFWY%Slx&sHli>KW8O(CDEdB_&O3tPadkt`*Tu? zvv}B+lh%6mriuUda7@5fUcJK<%6aZSVKDt9st&SHnd?Xu+&lBRdYu{rcIBnsbP*cA zPeoBT5r{3(zw4tTrbHlEPZNT9>|MTZ=ho&uIW)H3=-XAg3Pb$Yz z@rQ7!4N-PDtp@#wIwob#O|VU~)MvoS^eGO#Gbme_ywRzvTdT0;a6v!mG*_)b*>F>S zGd2NjA+M!6^o}nQ>#Y=*@f&B|+2vShSu4KdcllI{n`)3VD|W-{`3KXBB_fm^g0Dy! z+g}eULP za*s2_I_+WE!^qAbpFe;8_3PLA`uf;diVk(pj22kPB5854gT1}Iqocs+`wym~!cIq@ z%sy3@p2D8k^l6@T^0Kyub#HHPM@2=cUUr@ToM3Iol9#&N7E-l?*@8 zPqNV0qCYrJvM96Tx<`9>^rTWsl$la^KIKZPs&bqgOicvix7iiN632bJMb-KQjOj)` zBt#J^Q>Dk3jIQRZu;Y>;>)*`fC702D6%ogc-1gCM&sq<8{$VCwL(=$og2~wMYB=`%DGNYV@7(D+ukR8g%X0Hu% zQP$OriAs`tmA95h$_#rd)x!`cg6gUr`Hyz@o<8Gfa9h&mW58uBqG*^G$iP0VIrNjT z3kzgi{&;^l#Ii+=F}~-VlMT)teU%1fT_{#j1Pn9&R*!G`y|=4EA{iGAwbob_`+N2< zN}M#|0pXdMnPQ%+Pmo19vt}c;8PEOsW3hXN^$xlvx+C*#fzM$ANromS+3D#MyHQzE zfzvDRinfD9l>7vmOtCtn{Y6gF|^~ z>09k02W7%l@4wJ^3~L-H489JQBcv~!jx;bRKH0y!yIWJ9e`$G6@W6*@mF6)S9CYuy z`g##Du_hiW8fxn5^8CX*4*_bhEF` zch954J$3fn`XxU}jN$a}B;|bb|Nc!%c6K(u6P)XF&dT!qsSB|^`6|gbQ@?a|k>U(| zRA}%yB#7(PRaF~ZC~hD!2+W6A0XF`%c~!&v_Zf=Z z=2c8M13i?}tc)O2Mr!K4@aVdGK}2oehjH7fsj0+LGg~>-EZxqNwRWSbLm8Qw7D$x} z*w;4Z)B zO#fcNc$1zwwY#&El$6A8{C-Ta$@ycKXNaY}pYoObt+wRo(}K}+URgBZ9Z{vzf|Tg$ z^G0N{)qE;(KPQ8Oe41A$qck97esA=jpzI(c4HoaO;s5#SZ_I?K>(cnXxtT2{Ce!Sl zY{jDsAzsbX504G-0aJpnG7eJJfIiE*=w=2d!ufq{23AL=H$U!S4`do7f{l9`odtaS)h(kD?dP0Gk` zG$ZQZ>>TUP^{*dPzJKp00>-M4>1+H>!YeB~C8cNHrPDmt{W_8Yp1_mXYbhcu3@F9w zZ(m?fN=n*3yZ+-xuB-2c8zFpWD3(1;2j`CuYjTX6A8GX3$j#-2FG?wv)B!+5v&@*l zE+*>CFJ8P@YUdnhDmaG0wAR%vEK+Z<5eDc^&&))QF?MxzQR4G zn3+FFps65AJ(D)|_TH;B!_QC>?nfvuefjdmT%MJMWz$R0-8WA(x(U1^U;C3~4a|U@ zFoU2e=e*Wd4mOdrOXs7y%&QU;&rOa_^1&r9J^o}vB(n1bi<*d}WI6BWogHDE42lGX zK8iOe6BZMTJR@Sj#Y9=4T~u3pdq_xs^eYt%yN*PaV;Wtp!n+2Y^W?j_yWNqPu`yGm zq6op+JT;ZqrkawI{2}ypykNQhW83G{sZ(%D1`=HE0)KzO$HzCOlTY@%4VB~|EG&Hg z3ewQrauA4mjrx%W1K)vjY=o_v@u15U(qV%8`+gwKIEi7e1gE zELDdN15JGGo38KLL`6rVjQC%zPjHejNmuC5Tln~(+Gr>VNEmuaZ8UJZ6<_Z-)jSdA z?k%1*I5;>ph15@)s6;scYgn`iGn;Jo^^~QFiH^>lFcYJqp`m#GTD?%8@rNmyV9>Pu z6$mw%0-J<2d1=`%crc0Wb#!!;+7aCZ<0yN0qxUm2un(U|3FB`OKR8%eTpI_7E3GtY;?xV_ znvL1+$;IoiLA$?6=H%TIUcNl7t6N`Jr^on15SGDS-PF`nTN}EOdsmH>!xuODuchAJ0npbdMV zTg!)T45m*hSR#PPuuv56??N0Zmp60$VoHHG#0$3b951_Z+xw@bh9j;>Jy5$CVqNU> z`(|GO|F0yAOh4?SU+yw5ii=BI1d1Nmy1L#vA2n{}sjKVmP$Qc*3P3{Bbl2-Y*)0%O z0=tzR-3E3`+wC03eP`Fjv(~_UwW~0}g%vxwkK0C#;^w`x+_`?PPBlSj+W4_IWV~;? zFVUCFNh?F5^>lk`DDI~)<=juP81%~JkQccd6K+!HvOTbyMVEP(JDKV{bf;f64DJcG zuNA@Bpi<44Zr!@2|H#(VG|2tBllWi9&g#bkOzVyQK)^XT2un$|K1c*qVVz=oQ@FLg zy@wBA4ao%0dtlqGCdA9(%np{z!u|*InHIlu}&hCLbI_( z;ZT(xWlg?YxHRW$MedQ&QRhp`K;D8@Z@?bd$T|J4OwSPWEH|!LTV1W@e|wfNn%w31 z#%4QMN-ow+wD6ef|Ab z4Noq_nj$IQDT}l3?)kxP{nzD*$;pf>sIagwK{I8>IZ+2MuLe!tp6V~CBx>**CqZ4^ zM-LyGSEXRqtl;*Cfq_!}oBxV1obdEhh6V=X108rgzLerwl55ixP)G2=Ff-spI$$gr z#SgAp)OS$MpW0;B`I=qE1AQrbom(Kxov!X z)7`lUr#&N1K|x_?`Hqk@a}7AKc0=9=dx#tb3dT-M*=AP#y;Q@)ycZ;Dg5!)f%H>W@rL8ud*v#&qkC62EFRDu)dD(-R-RBo&zXthP(#cR2%Z~d!G3C{+pbH5!^N@&4VlXVP>NBLxnbJ{K@FXvakZ1XvtyIG|PN# zGh`?85~{q|c5dn<0MGcifuQJH-iTaYwW1YnKD6!ruVu^v>~#qXCN5t`Swqs#7pZ%i zYu=?%wnd=8hTT6=g*F7@quS8;!>>g`CG$B6>;BuoUvxh?wOA2V3h_eQJ)qL;e^iq*^YuhZmjRSwo< zjPst@iiSivHJ2jq{s&p@BFM=@WuCcneE}=Fo5qK}cJ11R*JNXO&cKC$Rw-Jtt>0|D z;AVXgxqtxGnX|cQQ`}X%ns}8VQbJ6Y36RDWvW@B9!P!|etnu?upqJW77W13lBcYYg z98XGzYtwg1dV6gp`Yl=*SBNlCTGr?jE`h^qLgJl%pM-~I*1G5c81VLjz8p9o&-nN_ zD!w)>JY1|MT*xi@$xR#mhmJe)a^SSAy1L29$$5kS_@n9D&b&8vvSxsZDX=8Ak69Hi z8t0?sEvtN!yMcc%K|7G=?3xeHpn^n7S@q@p1}%U$_=?eEjm>iOC! z6?E#?QdQ4~Rn^ybqh8k$pe3TSvlAHyti6FS}Xm#d{DdOqOI)%YU_OWE`c)vOz?GZ+MmAm)vxshtCTlyXVphw%Z9i zgdhcEum8eJ-TLO-h1eGpE32V@PuD|7*WJ@oBv$dwCf7TeHOf!V)@Y=g2x+cejvikZ z%)$U>!5H=vc;UN5Gp31&3D{a$M`_%ctcx4|uU#2}hE&EIK-o-m{Sp~ue#`p^u_H%m z9Z@*;VtE3&nJZS8{=Y0_$;4-h=-)Y?7gEGJ;)dm!SUdfni6-nF~K zeUDpfTzBe8uf6Ovhm$~+H%+Zxe(3JfJ07R7e6{;jiiJK^mf~%-At5zvR@AV2Chd<& z+{(Wa!C$D=$$hn_{e70;I3Z3NAZ>SW5q%8pO--*ik@mj%+X1Z`0DSWFKN4x*?3Bxqwt z1klyoO5*(!$6ub@{9yX=-VncG5-i*``O_vlK`Bx*`7KNG>=xx5y%Kz7VIPvG0T(7Qay=z(x`eL|5@cXJ?~-iN z;DCV-JXW}O@G_T)j0ELwY65<4x3aowzRYXN8>vC77rl+aHJIY#Y z7-s|l-UMI$jd4O8FwM}NogId2<~LKHAj!7MO$B+$WF8rl5{A*_Po^LtX1ghLX6thF z9NkN~|NI_uv42K!8(tX@^>9BnydF`10ywiy1R7K^iUS3Lk+_+kA+m95bye)|eC3KB zjAJkw`PzU7oczhx&PQEj;WX24znU>6L=&z>? z=_Mtq7tT4W8l7glnyShWDGxat<5vQL6~K8v(segCf9}qOIHhtqzQ6`9kAw=Hf=S=` zwGAos{=fij*mO|z{O*Cjq{(Oo0l0;_zkZFISdk1o6359PqT^IAgK+7oN<%P+=YEpe z==sZ+FAJ{RbZY>#XS!eX0C4s!M5OZ;OkM5mGD7E9)(E_)?Z)#DZ@87dKTUGyQVW86 zzrkb8n34rdERkewFG29~lhn9kfm9^$HL5H00-KLvK|*1SB%l;J)PmL`R3`;3w8|78}>Ipr?I-hb%G zbU$C)#)*saO2mbTT=e|6Jlzh#jHZn%`4PE){3J(04|!1K0{r}-@?LvX&f5GqLHSa} zl6%vXeMwp416}+5jr^b6bTSZHOTzg!4%~-?PCRQnjj8yC3!%;KABBnNCmGgbU6Z8f zUh*+q16PobGW=WfFvGl=b42|VE#L6Hh2&3mbzFCAnqrUXZX_B>z;IsMX_?U4)=@4j zETrmaaGnd}BvWYp4wT7=A4{rtEyA7o93cwBjM)mrHM zr>U#SJcdG>wuF&rB*JIE-DeI0ha1)|61sEeWx(c)bsV=+T*9X(dWZBc!3u1>{-k>YCud4jyo6{F!6~CcYCO<4eq~bBxA8Gd8 z6=&}sE_swWQ9?U&?>Xlmd;m7G4;jt?VQ`J^B}uKLm_r0` zWu#Q*crpwdmLvaBoS+CsN^Nyb5N1{HWXoGgnkbH0!A>h?f{8Qodeyo7; zd#`0969n?|`KZ;kH8f;Cuj2u?{F2LYuqhC&d1!J@eHRIVytR`5=UZ4cruN;tC;AMe zQ$f=|T^d38U0p5LaUdY7p8_E2)Kq3ligds1qW-@oAWg=VWYODCK*bLq?v2zU1RrB) z7ZM2k0U<*M#Hef(2T0NNBynI4M8q7;0g$S>y5VuJp~eFl!ri;S2=Xy;TS_otlzSC_ zQ@Y4pQDNaO6a!)h1W?l8=mx@Kn;opI3XS+pTKt&L79hrQ2O$?+I%I}Z9)O5%Xl%TS z!$o$Q!yYZtgNyXv8tS<>rp~{+oi0K(^weAzGSGV(hDJu*Aw~^Oz`hY|A#)8*qLV$8 zW|$VwwOhw?f&UbbPqwo^M+8qp+Ew#?`Qt~D`%%PRibCh9Y%%=w3q;J`pQywZ|VS;CPGjAj`PAo)rloV&ww$Zt;O|I+$z@OxKk+ zA80t-?dov2|Lgd$3G-*`xD!PlbR2@+qt52~;<|-S(C!etny7pcSIMXHS2}rJ0793j zXGl(0U@)bY@@=&mzLJ;d$-jyvY;pOpt(wvDGa)q{-Q6l4vjo%ybagIoSvmHd8`5#V z?Wae-P;GhLK311xs=73O?a*EKQph*lHuYW$EE=UXE5S4IC!jUZ-BT(VtrX{0JP)-8 z8O2(I+ViVQ8dq-9==a

T=Ei2Opvt;n&M(04xBF|PIDPgTvb-PmzBOGa`iiP8V;i-7#<9w{Ne z%6R7gTaz|qW5XG2P&5cV4;aAa%W#H>RN{%NYYkXUqsvJ+o(xTHx}s5>udgp0C6uUq zLix~8KeD#wJs$;*+;)TbnY5JDL~8KR#kMy*n#xvIRwwVJq@;kn5EKtndMO9s>3X1j z`y|}k4oPahc4|h($4|0BLogy2-m*&1Z@jq(fna7J^a4CV_H@8` ziLjzR_w}g@r$a?Dw_;ZR1!6{P)(IpVx1I(7ltuPh1AAxZs)~vViFjS&EzX1J1!`tS zIAdgcb?MTQ%{^KGhc6HT$}cI!@kX$@5Y8WIZeydQm0&koZuZ_gD2Y5&X3sARQX*Q| zjZhJU5;IG|{y05N68 z$CfSmE6pA&=lT7KDq({zE|h5(eJn=34Ie%{E5mCK7k14@_PKyaLX>or4=xTId4HJ>kR>wb{@F9 zfL86FT3m2OMo9OzTQKc7DjW4L@%fR~zr<&@YR@8oF3awzx4o;Idv(9}a&mIQv+8|$ zK3A)rXWvW)o~Hl#G4Yp?nJenP13#!!5i69-z1T^F*pE?+7B$~j{^{ycpXMy}!j4&| zz`)jv0jw-|n(p_#M-?Z+b_05pBBVNGR*tn~cx`4i>=^@pH-`okR;ur{yn9FYC|#4oprMsIqFQ$?@aGlfAtknOTjk_DuRVp7d~XttIO z3HBHu<&}yAsLbUBm?VF`{%0=6SDa_Rq(s&_?eh5_Rkt?*CwpYoq?Z9VFDDQsVO!N4(RNG5F2!YB=`eUruo-Yb|TWuYuWt**RO+w zI5-IEHlpo=oEAOFGbJk@a5AWp2uVn=#dO~o6PFIBAPrXK59Vrna~3)qnmpISWVk4W zX$JOWa$Xk~uViEBh)CHW$P-Fbni+x1RoxlByTsCKpb#mIHt%qROeVJk%)13g09S%s6AZmI_QuMq_x)=e|bqE^e zmoFI<{ir78KE#up|fpS62=ei;J?m)+*w@Y^|42YQpfjgfn%yB&6`&#ZZ*fo z#y)%YtR{a{>agN?dw*p@t%B-JhrPv36Q7Mve4Xd9nC1atgrI!DWyipS3F7NYaU$oV zvb^sEZVy+q9QHa2SAj09H#NTBp4 zATJBs1`jtPLmw*9sMT}iXYE<)=oL%{91_0v_V$WQd&&Ou-eYx=P?e0H$z=?ht8Kj{ z5#9Etta$j>;h}iz@vl8=H`AF5t6Rj2mp_;~*%$g}E)Dugr!$3BRaaL-Ns#jkRa8v9 zQ-NfVjy7l}?lcY(PxS&zZ-P{I#HtMAZXv7iWU=tIHd|P!qW17adW_> z)MZ@L3oR-lA5B4~(ot7?y)(p=X_k*4U(8hB-K@DNx=y@kmZRCD;aF!T4^Jmn8?v;r zg8gUwvGMF#WW$e>18A=-M~%S8BuqkAv-|sddpj4utv9;nXufd2gJ{d*R+E?gf3g^5kY}XQ%wu zC?ZJRNi|4InX1FuDZ+Y4$Q|j36(8!&FD|yw?`!5673%F0X(_M)bcKwR@AWE<1qv5x zthg`lRMFM!$T#{W1nMZ}aXQJueL=DShbpk?R*!kYM0)A1L`QdKL^)2)q@dU)gjP+L zYKk+YZndyHl8_aDzvhN4Oc-B-+M%omx2|rCy~lD{A@64!JCAxVtD0R_XnV`2;*Zd_ z)gO5#z;@P@wHr#cq}Xs_LglYc?dFslYqt{gF1T6@+t$WH*%9O+^}-=%7wpTy4~kFT zzpVW}$zPA2zxxJLhS9h(FSMWJ<)x~`F~fe`b{1;E$IeqY3wxRi%7vKq z6w?1H5e~4=yX-CWriX^MN--KWLXQ)Ho}CfBuU3AP-TM23WAh%>NT~E^`)xtdlw95= zx4Y@R)JhbxXV0?z7P%rycIoZqM`|@{HE3BHIJgcFVu0kWt~z8}Eo|gG;0wFqP4ot8 zVlz!Z|A1M6_S#rjv2%&;^q0Alh)l47k3zjh{PoSvkhvf1eYeBE^g1NZr9j+eB`)>U zQik?E;q=~l7qhwEN{p1`d7AKwnGi07C^2yk(2itm?Gu!lI69Y zAkQP(u5h;bgqGt%Ww^5Y86!Jictc_2rJ^Xk%&rW==_-j{vW{-89^d$Ay}8?G+_tfL zh)hl-(=$dy1~t)0CS^yDWeqfC0ww#D3B%r`B@ZosXO;E<5hN@feOmgtF88#z;O9LWr5TROO#yR1M)XSJBE9@#D$W^HIiC;TJ(Ue2ip6NN;kr zu~s~|3T=g0mqrp#PoT6^IVPltEfSIx9pa1qr4;|dxw*Z86_e2EbP zAwfnoGRT{ssC+5AAM0{QKPkT47ec+8;ICbiE-pqwo2VWS6lNVAEA;r1lrJGibyk-? zX!0gdhRTe-HbfwVN%RydW8MMxg#glM^icQqhp9wvn+tT%a1(H>`;!6DCQEDjR8!eP zA1YxUgx)oD_42@7#;t<`e84d`ik=w3N~HEAJ*7auWEiwr5Evd@tu+A2SG4gWnM^y5 zZDn)MPqJe7yyYx0LX?X{Pi5?sUNzsS?QOAodik7$u1{=Q^zp`PirT+@nvK_VSuKeW z8B_-Smo;^Dwdm!wejYnXl}|d$Qb?E`)KkQ$wqN~Zc zoL#!-T~0rzJrmOMrl;GB^$`(5G=DPXJTQ_+PFhXj!#``v%YUp_ZADMhtI$+8%MK+&NQx73EJ`8oul4VMFl za!4yM16sC-DknhS?y&}0m2XMYl*2t*^XHr)%Wvpj>mm@%1!Y8aRaJn{HcX`X--LQk znN-Jr`kVbaHyXut&v`a^zr+T=@1C3W&cX_8h{yOoBSOriAZnUYpcF1#O|4wyFPCqV zhFQak_7Npa&uK2R?z!PWNiZ6pfa818w#Vt6~cC42wWu}FD& zant_K4uR!WIvLd=XtP!jm@PcU1xCqVpj!Q>>4RzWoOLwEpEk`4gIr>9Hfh7Q+l#v)@23e**s6K=HO6l$&DKe1=kS>QTB33y9#6_B zf2Fp+O(G&Mfqg@1NXQY>g8!zYal6{5LlD}1#n~O7a8Z7$=2MDub=2;Aa+9D~L0eoC z(eDGOq2I}a8Y_8dhM2QQtpODYaW8VAq@rbiYe)kFE$Gl?+l%}y`$S)u@*+KXt=sjo zp@=AqdatcFZ@!4*v>(n8v%jdKZl6Gec+(9M*T3s$|DO%q|7*YZ+qps=E#2GM{UX)W zLqc}7e{5G75vZ1M)yQNZh6F?Tmo6D5x)pwXNrf5T~B-wQj^z$QW3OwHOemOD6f2K z&}VeH511BBUHOninwNfmQ9JP*nfttu08+D_skNZDM({{i><#p!izNmkrGsRJiBi zV?-mrlDdlmQ%)eHV?cX@Hv-shU3AqMJ1avWqtI`Q>3pDjPCnNCoP_d_P!=}RmuPrU zb?9xv-Cg3hL$x{cHVSYLLWoVBix_Ubjh*rF@!8in-qL_h*6e`&B^v)lSsM3D@%7<6 zDdIwxt*%2LAsdMme))QQ>Z+=KTX`H%pbU8(6L>fWy5kPZ^j@FmQMeURn2 zZRJ&FtA6xYoWT3_c9Wxd6Ujddt@|adps9>)rsFWjcnoHzu6{%Ocwp1scE_fJvg6Op zDJjw0xAS>FSK!Ahnh$@YyIXv=6lNYoPp71+F5uS!j}H&u=kf;r2@m{Jq~ZTL;OGR{ z`q2@vBSNzI;mvBf({k3~qDNOBhEKs!>EQC!33!D-3csW=(f_#LF&7x!ZtF3ANAw(x ztziu&L<$dC2i?n$b1_o>OU+Z^j%n z$M`QluI7{4*PckjU(S&EVp#*p`_3HXA4dG1%OwhdB~EVKyUX;r_Dk$8s@U7@q&ty3EPC+XxB@?h+Xlgy2bJefT@Mb$N5|Xu1EW6mQ`fo+onjY=T)VuqNY)%K5Mj zf~oY2Z@$87Ebpxh)>*cmCSo8XS&b1b;*FRxV#oh$6pzObuO{~UE!-j)L80V!5!6a( zWkAw7e5v7g;csovvl)l1cf>e&4o>}8j0&9jdv-kE<0_hW#{a5oRmU$SS|!FumPNSQ zAm4y)#N}=v9{@!E$2w5u$0LsTk(rqpj>8WeucD&9Yw+{&O|HF|-|%8zxktj|w$&x& zB=#8Vm=yo?Q?g0G-UnyKDr~(1;Xp{nwsE7L9v)wp-dX6wW{w8ToC;_Q2rx6dre9d?Y+%5_1g7sFk8UxaIgW!F`?gPWwyW|sa!Th8=m*6!gq z4g5EJ;L#ulUh8J+H+TQQz+=Y14Mq^jplg`mi@m*S2UOzygiUbtMjJv`dng5?vDfTL znVyO1ow`Tx7SSBX@t-^__nqj21(DXh$5K0wrSL;iYGhF8@mWZ<0(+6k84#P^h%PEB zQjiK5D<<-xgSeI5{%!Zn0@+{QkCp-zwJaQZah4*B^KUuXKQQ8gSFidbd zcu~KeYgjvIS@S*G!v?OO3Uu=F`U7GNbf2~ErMG@^p5&3*Q;I(&P~flpSm4bpEo2dIKjl2?~2moa_*AF{nk3yxz4q&@CWMm$j;N9M<5Vn%1ZKD2n3-l z0znW+ObEaH*i})2|IRrn>ANBjn6EJ*)@oxm_9 zVvUTp7N@6=Yd@%`O>yKBArOt$Y9C2prPZWFvpg7h5083ZCU7;y@LxGNV( zfCyw+vyv&~_+eXIKQJr&rt@91*;CgWq-|w(!YF-RXXP@UOLC+}Xy*v_xx)!ZPft%r z$JI9WjGs0kR&lIt=7K3|ibo<0X(!1Os~O43Ub}0qglhFFOKYu6j#i^*&z|kEu1LFG z@=w0@n1je77jM2np_WSIBXri)4BF2d4^?a{-?Y#4+Ju-Kj0{R2uSL_GKV7Kf^+_(v zv}$zO!`D+dPwcKIQbDt9*pBt$(|~{CdxwXIFJ%ZWoUkDf-8f291j1B_m>+@QXZ^pv zBugXM8AX&k%|oDXX{k5RN?NKw#{a1zkV^JI?q2VxxU9h z9@ZpazB5v&vq*(0s55+-Erhy%hw>9wLP-Ci6W8VQA#z!-omX=S3uOZd0vX%NKBLj- zy1GXN{o7Bw7a7(=KMxue^^sqM9G1^4D zKB~sBh&|ow>!j0Iy{||H##W1c?kxBsZJdR-g~d$ept0)hu}haOH8nLY-y0N&XkH(B z5)G#H-C4ODp-`wp;)CCX#GeesCqo}!o_ZJ;7ss2Vx^X|ba~37ySZi2RQ&VG8`C)HA zD8aQWNK@s8GFMXjvR%&6?UEbBgt_tVmy=kD30b~%Z(XhOGW*k|!FgFhQRIxH2iAUE)VBVwCl!SAhL*PnP0nwF0Xn<7-f88F ze4ZquaO|0P`(Wa}&V9=br%RRFV{P3V8?RM9>^JpLG?*BH)#0H&*^oJLm2QoUj3gr` z_qbNC{@Y2^VXRt{D`8+@ptf9LjsrZxt$$@@B~8N9W2UjcK(`KEe2JK-rM1=5!vmr? zNrdc8le;OR`$oK$f~Jm+4%bR)xYuV}31bS{D_1zFBUDvY8Kcj--oHY(-H6D%%BrlA z*B2|7+wFEO#x%kB!~Fcy^5M@VC8lGV7iA$5x=%+cPH!)do~>N%*!WgUZ&s>jX=$mF ztHqUIW<+Ah2o4}#pp_3^RP@i%sZ*!yJU<)rQ4*64WjU>m*Yhx4 zy?WJl4H^59^7mSRql->dMLl3{Ibh5O)`> zRd+t*>;AqE2NfMHt*Mb}9RP{H^u*V%&p2MfEnMLinK!dJx-b~4y&*udMFXKm=drED zLC)NbjSbN&?_6P()skD!kq`g8di83~Dtlab*zVI+5eKS>W^=)|T53@e*jrw{1Ql$1 zxBRuNrhM|z3&ce5I%SoW?p|Ks;f%}pGx8sB*f}_aHa(7RZK|bSj*N;5ZJNx@&2_2i zfK#sEPstg!*(kZrH=w!m|U>*hn;V<;NjzAx9ysooJ<$n+Tt%C zKAg*m)>47JcEa#8;LiwIUR}kkoL}=A%N*pX>T;->`0QP7T>RugHaU3LFSCWM{e=Y^ zX39SYM;~qH&qTMnPPatncz#y zkg5F+jZQbPPiQ(Uzz+uMd9e3_lB#&(ms{rh*~MVCNI2)~LVJst=A3tv*q z`18jFwiVSmyT4!CY&IYH^xi9SaMYVI7T(UzYu!{SOIYU(+?&+Yc-E)h-YK{}C((}D zRAiVd1XgT9LPCF8VbZ%-wW+p)MUX;5LPBzKt`Agh)@|%Ga^%LcR+dL@4>l%dbF>ti zBwF09`tNjWp|7)uF&CV76Q@SadLQ@d%5%nFRH^m2laS5Px>Y52^J7Ai+Wq^T7|aAZ z;3VcAJ%gyqc~p1cY6#tv5>`e+X*jj`9!oA zJXB0*pV2{DtaD5vpwuB%wtgT8p7BEYBX9Dmfbo$wxjG@o2t=A8Z;+8 z7g)Zn?o{n^lMoSBIZlj^jQC7nofrxy{R_1>P@Oitdz`r_6pCFs1Z?k=sLkarqZ%3( zHmX)U{-jjT0b8p;oPt8#S}B#j3(?h>4*(%P@!8q)wD=Ejwpw>p%HV^Y)hF5cEBM20 zZ#pdnQo@CeO8m6(*IKiKODq3uMdGCwsnrHJhx-RQJ6Gd2CS&|h$HZ~!?R zoRbd%PxK4md0GWkq@pjf!TbKV>9wq^tjfyUcPYeg(}RymzK5W)v-|aPFvPIlr+;w^ z;`plPQr#qk^{<2XRR&$jIi-59+;1wH38ui~v$_VN2^g?Jh*N>9nlb?*3%qL8$aBId zdrM2U42+|rV|h_7AO2cjVG)tlx4Dy(k5l(+Q%(7kl~{#^g}D;WFB$0iti+x>ad#GeM=a zD7O_KixRs2xpWR=Hx({1Mq8Pio7>uwoV_T4$M1=n1zRt#A+yqwqTGA0A|u7arTrjMyifw z28DnL^KNuGV&VjFJWpQJP+y;O=n^C@*cpp(`L7OD#YIJByl>CKtL*<=UtfRsOPTfJ zN0NDGwz#KeX4wxo%**w`6m;-l8AzQ~JKww{yEY`jekP*y+k1X(<`?fSRN~hx0TEMF zwC^XKfq~aR3J3^j7V7lP3oXj|oF^pBTm|xF7d{SG*S?mX+SrrJdcc+Nl_;DJ@NP3n zjV-Rt95CJaPf0uExYKtU-8=stxu6`YqpQ2|$%~m1V1L57#xO?7+|~7Aq6Msq7*@qJ zJT#jRP=i-C37%kUf-2)`A=0<&iD0D zU1&=A#2KIZ@h;&JlT(kfIq0g8npB**p+ytb&6oV$jtvUoOd8Uthbnw-Pqo+&NB*;(MeTwKhHHn-C2yzyEp`ORiMA1=lXs}bi-p2xIoe1TD{057lIit^admBW|W*8Ko1dAED^2wI%S6b|ZVZB5&|w+hf+ zcLyEErozb=0H${Y-Q0vMg;9J}XUNX_I|Wm!w_i>#7mI?06;`2Ze}@?NM!{A=MWn{& zI#OSf;+Zb|^q-R}1eU)B2m;GFUzRmAta#K3JS`^ot{)Ey3hL~gI(DWP5fpTBbJOMp+%uDe%Zy#!+~V73%t~qBNeKm83jsKnUh+7HU#1+V z(W6K0>jLNrOf9wbxmIVW5>nJ!sy7@;o`GX>&b#>tIJQ)TwFrW*Y)E>1 zXN!aQnQ&3@L#D=|p{*>^vSNB*f z!aLSyYUR_@)63^*8rIkudeli>3}0GW`lXn36Cat+Dl036&YgaKXCOrOk)om^(H&7y zQB$KA0uV!_d`ayy8{URBW2eR(b{ZQIEqztQ1ZPa`782UU+L;~p`>#4hCk#N;ys`&S z&To7&=Z7ICA_PJ%@fcq_(k8Pi=WG91-H}LBAE*qpg!==r%+-2q^kN*YB2}w*xgv73 zATa4PH0iXox?0XFzX~f>?6($zV0r$9xyW!uU}3YN*{oEjptML~5PvX1jm?u)2978v zk5^rW>~r^nHdk0!Sd7v)J7Eaf3M;{sYcb!ydnGm+OrGCE z$&qWs-SB}Jw1ch1-#>%D<2JoE$2Gy$Aap&HkB%zw;hgvIb}b^73&lNbD*5NO`H?{Nf(xYmA{`}NH$lPhTc(8YVQ!A)7p+3naN)Arr!2dyOGAJzL4ZZ?f6ZImy zx~}dj=^5|iR8%LS{Iv@O{UaEf+t(WrZg_%JXVQHwu1!ct$j!;AyJ~v=f+@l$YXuo1 z$FhXH6A>C3O3VWM@gvFOQ?NK1;IWUgMX1gLU1R_VGtxTk4G+1ETWo1rn676MsEEmi9pZa+zB5%6b4I z8IT=eAbP$-N6$RoPtPAXv6B*P-FT><_-cN}D?(ffn(BTFsh;1R=`kC;Nd;-0x?Bmu zgN@X=R9od{b5m{eX=tr{5G<5_zv-J_LjH48tF?T1*`rX$deZx=GhNXiJDmbMC{89) znUUEMXf9^Uyf*wiHT9y?!Ts>X;b-z?WQuP)H28EC?f=a39x`XQqw;y z)->-s3z`$bh)nJp+=AkZq2?QTm+}sEK_0yHOB{u-`;Mi z6t!7oqUjEa__7z$2cIQ-??9I1&5CD>Qw9weUk(t~^D#zqzbwPk^4H{m!)|TkDgJIOmbu-9D`EZM$fv>Oiq9)?8GnlCzwgonj_K1M1dC!rPpo>>fe5Wn z)5{4@iMpiVY-`I6L50uOvH`%j@7=psX%Oko!hq+k)#idVH+-(g5HHGQu5NC7`2fwe z`lq1ZO`IWIeyEF_{HV=N7;yMq-+cOCpPTy#*#jWbh&w1DD~m-zvlmahE5hJjnJT$J zT0l;D!JQOz8FXEK{_eQH;hQGMc|WgDtUVKh10dO~l)t7~(7(PXxhN+T3Kzyh?$V@! zdKDCyBVI~kkTAwa&jB*I$pZt<)soJj(B(blO5fT%y=EuOO-#6GPyzb<+zWF-WzI;& z9DrTs;Mb5q9?TnA}P7?qZqTA{~-zmlodIY>71Y^Y1>Eeu(%HdQl} za~_|1{uM8>L8JIy`%=|L7!^!8Jy3kol4Rli^l97l8emb_fp_^Z&)^TW^L@cQ?KU*M z!OSn>dtGW&$+Xx(GAlIM(B?|`Sqyo9!4Ov!-|kU|MWtbfXi13((}v`;497=CZ=pJu zC(cDf8eV>j!D|>i)DeS=_EsC&9G_~=e1ceZW~VCdw~5zEYHzN6t=bzf&Bw?0P$e%f zPlH~Z?`3w^qRjLClL8P~Y(l6DLarMQ(tWeM4lH78zhCB3QhRP3rl89msqS)7&ZWjM zUz?7BVfh6lX^>9-X2aHT4z)*ClAHEf z2{hC@=gvHrkO;9XpLY@!FFAdSB^c*@pKz%HE1C-VkySYs^o=9r$zSmd!P~LA6Lx=x zOe!7{l9O^lK|w6*eGQGOfOw|N1E>ZkRyFeaTI#<*o%>4=7AKyTo|?M!ZIUK%1?aBB z(#!i|6>5M$ridH0P~Vs)%_;o%{d~% z1dzG&OL%|db>*8`@gQMxymXmvAsgdA?Grw@7`aZOICidSf<;ypG?ewd!;TKpl~1Hn zq0^!n7*8iB)9M<3xHGQZTo5ug2x6jJr=>Wd3PY8L)-eO} z?nC4WyenRoeN6)InySX&p_i}C=)b8+Iu@921#j+9RT^~-P)8jYZF-wIsQ7-;On?uy zUsiXLRB{JaA9vEjQ;C2P0s8^rCq^k43}FP)#MgHRXWr-lMf;NpbsIpdm*ihgOdYr) zkfH|lne1O1PUJn{c>jDB`dL2!LL4C40rnnnl<>a20b9MAugwLL_=ZnCtq{dg+pJIcq?@;Q|xKI<(Zss2y9hnP?2?`2IN`hRD zz^?82-4V>&Xafq^9bGoOw7%}bLybyKHZ>v%Wc=Hnazj#GAUNX>w(h`Spu$zt(10RN z7JY~es4*Pa_`QiUEK%l6V1*X#r*bm=M7*y1jG5L`hvg0wI-x}-qf@q(BU4k^ee?8J zuP%NydB@XU_=+koUZw1(^_+uR&8HolJus!sUHcy(`nur8E3K)|v6S&tRr}Q&>!KHa zZ+vjgkenSD83XQlf5+1Uh~r^4ic%qlQmasB@6#%gDyNja!E0B-SJR^DI3r$N2~@E* z7s$LfRX7){6h@~OxAuShc!_lgXu3Myoi-2pqYAf3({Irzkqw_Zd$!zo%IwGgP^Yug zdw!NHZ(~Jur1=g)wlIzxomwXky9=#5bQ1aTjIe?IrQ*T542;J8`$ldgIt2-oQ!X_^ z=SuqCc{H)e&(S~t)%()KDG*e2t?mrkRN`9_uj5!6Gx?Nap&iJepUC99B%nrpy89aR zWd$&c9z53wNqsWJ`?HvdtH`@}U}E438-5nR0jouEi9nWHGzwBFXZ#;+;Q#9xx<);0E8lAKwf86ku+* zZb9={FX@!2DH3f$)r@aQy#}E&Q>5_Y$G3g+&_#HhZ5${pme!SQp&90>dnfP?g@L~Q z@aQP&%^Ny;dUJ51Nrq^JpQD=cu);U}{rylm6zCQkn;l<8hyqdE5VqRDGoA(tu)~j$ zkvBdO#q!s_Ksb+2x{2SUju^*dNTw%iTpLtXYirJ9QzWvF7Bs)9vE>x}4YUi3i;Dnv z)6>(Cn*n9#?ks4^8$~L}2j1aRVv7T?R^kin(u}^gu<+87h?aI7B*NL**#vIg*T#sn zoF@ED_&-51R>_4U@CUrJdwSCY@APLrL65k!R6tzZXXeLcU?H2*_4qpnY1)Gj6xRm4 z8kU6r{j|HW{1H9=5Xq&2DBT|6(t(=kx$LgVOKOmb=} zSVuMhidan~3#t?JG))iYn!5Wj&aKrcb2eT}*R^YNACcXL=oNuC|W3rer{y zLw3AM?Ayoxz$}VNwC;Nj?JO1CxO<$V3;p1JMfo%4_a^SWGvYgKPX^w18u1PeJkB!Y z-8g)%nSE@qxFwFKK9^PUvpLwM-PHs0i|xw8dIsI~ug6+o{mUxUV_Da+U2ipP>|2@Q z!HAH>vL0~6C<&oDb?8ox7Zw7JezVJLe4&VHp2oi4y~dH-X}NLOOsr|1n{cB}EzyFk zAl4$}qRVHw5H9Vf`To3hH4&GKdB^O8-Pd<|Rd6Th;)eZvOu(^f#^GD6rLBMGXGMF5 zs?oD^SUV3lXz>K)nd`F!zsP=XeZe&Eh{i=d(3u|6E?8Uw6Ksyc+?K9@(OC5*58uVD0;$erkHxpwD|`2DQmfV&Yb8 z0@y%xm0(~HUWYpbN4pSLc)c-DU@JhRMl?x@6=X_4B?Ju&`xNSM7nDK>n<^*HgoJ>o z#X;+{E6I&#Q;6q+s7^Ju zZH2%)NuWUA>QTX^io7 z<_@Uv1U@23?e4BQ0PZ{rnzK0E)w&Zwkbm%v5_-fOG1PWWqP2ch7jP_@&*e2gd#_|_M6YRf)g2(a=$jcI_yMaNLANm)L4t9(p9V1`8+C4%J z%phc|Ap3BjUw4vwTEU1xcMAY00BlE@sJK}86}ZEtR%amD>~Zs5vtZjI=ucHt$d{jp zGZKHB))iHEnvirPw$m~RDvxzrXL?~Ggq$R!#*kY;O>gAYkJlT2 z#lGpBU07HEI8C;?9+O-KRU$VbV*BUl^MAM!cuh5H%v8d05cDGFIbSz1tl8#NEcm#x(Ql+4GGr5_M)xcArmhCe#UK(``0Q zuX$D1^V$*nns#&PCyEFQdw6)5B{pZ33KWCCUhA$js81YGQ7P-FrJNIn&RzLvZ3znz zZ7NiYPEIAzzKL_t2)i5eohp=$u<^>6g9go~XNc#npx8p_+3w9$4@w9LSyUS6>k=V+ z2Gc0c!?hobVKku_#CcelliwJ=y+#ZjTuM_XLgiSk{GTf;4&NjLxG#_qu?ZBgAm%#7 z2o&+W&yct3-?;%WA<9tSbz$pI;b1X`3R@gxETFDzhsUy}-^>L;=6b1mTZoJ zMfdqEWUtEfpv`SLrAmYT$0Bj8`Mf_dMrv8wv2T5j4sX;cA8nxBa5M@*l)ctMQ4_l5 zoEKE01L7?dbbfc$+kRo?c-dZ5>y0s(KU|ow%+-o{P*D(&=^BzA|^@s+;&Z79iYVSWpzi)S_HzZsA2c^42|7k4w4Q zl)MXO!ou@alZPAK%BZ0xOH7Y6ErdCyqO@E z4LGRCO(d2nZy^F5SQ__X80N8Hirejm+Y3AQa;o{SAYPp(7`O*IpI}Nwe8Uyzy0h%; zTf(zsh+lG)rv6#LukGyU85nNR7nE}Ax(TY#A~G3>OBi+YwLLsN0Z(4r?~z^C%%E_! zLC8kKsy+feD=aJoW?Ie@bt5|napnr4tOhKKPCpT(H1O{a{WfC_f>ay6l21gjrxEpM z2?ivfA{I}BO#er@s)-TPk?^|pR)5b^QUV06T;LU;!(x*7zmJ290_{`gjWYaBotBF& z%MboN9-GYpigr@FMftE|&IMs?^nu@T^2Bm_OE@oL?h-No^?aQI(ER|o9&qf=4DwL7 zm$XhtdP}8W{eBZMCqm3$Z!3&~6KovLJ)@jjsWB?j8(Lm7tQ=j&AAdy5FO?k+BWJg( ze$1>R>TTgESO-jI>v98FQjdlh(a1=scJF6ep&_rQo7+!2;ih*7EYUcXv1t#DCoOV_ zz_ZMaLj~GgHHOf7Nl>}rZe{y*b<0bVm!`{(0Fip0pe2;!<({9hloH2FvmrN`UoMfP zKA(-3;9vz2!GIKu(nJ6!e~rOGYI)rO(^TA`%1t}h6is(fBN{`P8^x70f|y2)4p8`yExQvm|CiaP!K*lZ<>y0>_^Gf2j#8%Y4jj-wN50fJzR*k@o_JQ(Q^J^{0z0B zNSb<8IhiI^|Lq4S(ZNT*CuOsPmDn4!Smd8twU4|Gw{xJ|B27^LBBQF9vj&hoipC@mlU2O-_&KsX^haOHGBrzjGa}Dhz4{-gz5h=W z@GSp_;qbkxhZl&Tru$SLsg-X&cfc^XxTTo$1uqo~(JkCO4O-0KLASp%#Y9=g#kQ4l zpqYQa9$m5L-CL`YYX(-+vHi~wyUNpi?cU#KBCR?^1Jnak)ZSSOK`(H080LILHvQQw z^r;nMU{)FOA4e{TvfYsyKG_>2&ocW*@M;|Nx@K|8i$7+{`hl$4VTV&^NwIsE6*#HR z8(=#HVw6&Mcg66tB;UTtqei=CT$YQ8c&!{AH8kV~E2rbWR*bVsLkHg9GT31GLQE?>Op+nV{CX%~Fj~ zHsxO5@r`tt1s+)3nmAsbK+fkTb@^{ECCM&!IkY{0{@fFNfQ9mU%jf7;#$E>r-{(x} z|hv^<}up4^GbrVM`HkJF0 z(?$nFgTK&dcwDGl7L1~gEN@q#kCrEPTSWfXL!s=3Lm;USFK>H(o@Rij2UBj1AfsDh zd=MG|&bV;Xm8BM$(zKq9+io6DKx?m@xzE-|)9~lCy9P;`$=!g>djXq46n>dH1yYCF zgVNi#MT5OSID~YGl#!H7Z8QI0PZO!1zpo*=7QBB1Llr)nkHyp2f)8694;6WnP$?XR6AX(3Xl?zrP$KlJb(u=dGuWs1F#}_%#(sbeS#Nz08NSr4!jB>r>7Dn>lrwyIr zPHM-iXXBGjkcC_`qz-O$*Oou(b*KWBRPHbl zVFJeI-Hw}04i$FVSIGYRkven_W8Vhs=LPsIe;Kyv1K}-BT61!mQHsrgXU^R zvXzYQwrZw3?vr_q;qmu-((6+Zd<}oTl7Olo{2KJCqm|X;mBz-vVLRmL=(q=r=sVD0 zxw{+=FO6Q2GPzqQG~3RHPE}$(M56bviwAhREk7}Nj)+jqfsYy%c6@z(L17uQ!XVF8 ztSlwMr!Ie;Nl0k3O#_J^P4ahwFB80|s4*K*TR)>t!|t+wy5-XlYVfop$=GK;($Q~v zEqd+{+fy0sPe!-|(lNBz+sw5z
5ZDrQ4%VbM8l$B`}4{G>rS0ptmz#WP|ufJ@X z^uhF82pFR|Azk}C*o2h&>gYp{jS8Sc936tsEVcNh< zw7(b`VhUCj%~>gwgRG0hy$05o`PoPDB-=6)( za9%g0z0^j>t%Y+6TdlnC1TIeer#2n<@1Xua9})eJ5bC`@pH~xhxT$ec@ptSvK_#TW zoxmqSSfql8zn1Bsl~-a(`z(kAY>1?Mrq9%cn-a6I(vlwk zqBv$QD1;J2?HqxVCNOEI5BOM;*>RQeJehDNM=I7EuRa=IPlPa+K3wk;ChHF4PoP5J-%T~Qm+54U34Qzprf~6o z;lJu@B8&oF8T`8H^UTdE2kic4p3KoDnYBwVvp<9Tl7~${%-H`4A7L0H_bkv8j-`6p zJ#%@|Tlpy|Dbaqvuj5y`zV{gMBa@9n1^rn)vsdmHyuF-l~jcRmkbVAh*lowbF4i+ojR@(a?RoBnNd0N3P6algweb zhTqiW@z*7UD&ff&=F9w$l3ZbE)!3+t>qG2#8b;fAbXAsV0SMHrS!cH9Z z@*Q1d0f_@t2I!7lN&-4cV{o$O|CBr72WsNbG95RuRpfcJ&Udmt3g0Q=G6If+LNMcS zw=c}(f#si$1BfSD7@MR~T`sHoxzpZMrf05-k ziOKHQwe^0RtwH4S;KlIZiPZqWTqqp(MKK%rMD=qOy4!mz%u#p`_+t7eZPgEVY7~G1 z+)wg&Er;pInuq!-Ev?sVidAA_A~gT-fpgXvIfCEw(4JGk7$)ieZ=V?% diff --git a/man/figures/README-unnamed-chunk-13-1.png b/man/figures/README-unnamed-chunk-13-1.png index 7b1580fde887cb82baaa44649c91633047540575..9a320c7e876a5f655644e2d222eed0ed663214fb 100644 GIT binary patch literal 13774 zcmbVzc{J4j_y5ZhLP%ngYzbM$q(YKqLXn6hWX+P0E!nb_Erd{(WKZ%IvLz;lBxz#o zvL{)`*!T5!r}y{s{r&Mfzwhsy-<;FY@tW6jxy$3;`?y#5HSJ3W7`Yh{1UaB_Syc}~ zsFe|fDv*I1e)D}@^D_L{?{eAbK7z2+Q~pskI={6>5Pn2MRYl+H6?yRPQ;8l^#od2~ z)(U)5($f4Y^Zkm7tT61M2s^{=L+7Q#4TUb7(LS@`*iVDyx4tAG5uqwrtf``0D`m*@ zL-63E;H5*ZJaPDBTuaRZ;?bdWgFH83^x&s;&CBC#{? z`o#NSHaY}Rc4jVPg44;d(xMP#lAW3vLEQIK!IP?Bga$!Ov4K=bAUatd|4#IKd%IrZ z)-{e0w%cd8aRV%pB@(0xuTV=>-7_i8W%+U5!n`=^<-$)RgDsU-L*Yt~eOwn9q zu@GNq95=jj^t-E+#It9d693 zb+I+)2H_%u_u8PRj;}^hx;TQMTp2J3(t6^5yq-WUNFtHV0zopa{2yPRT5j?^q47_b z{ou?+Hd-~^s$ObS1!8_YH%WgDuM%NxBpl4}SQ+>1KD%16Sy8FP75MLTL({N*IV$w- z8SZLD$*zP;31c3(g0#!R@lCd+Q#KKvWeQ^0ClUma8h6dWVhIQ7OKMsxSEr4sq1 zbD1Cxf7Y6zJK4?^{piFi_|mqu-+yl2)OD3ly>LO&q1;$8T`G~#Y`e5Om%o?oBBvlD zBlAmqFk?*jf#IQv=b*UOgGLD*Q_FRAD%EDP+)-vlvb-@k6Le(5XUtQ6h83S`Ly6g$ znVH#HZ7nS=ZSCo?$IQH-@IcGjrS09_-MYFuZNikBH;vV4+21nQZ#!I69=Ji$N_0#N z)8l8Ch1kPYgAcBD@1&DcEcOOGx{bRF;7@=p0|q) zIXO9R7yq1|o^DQ&&4tgKH_H$6-K;_G%8AAW1~MsEb32-CPdC$^b6U{jpTE5GNIQ4w zYt+&6e?R5Moq@h=B<}8y^V36NspJy%_5yzpx8QCz!?EO_C z(FA?9Fd3WqtjoUIZ)>%^y}jI_$5H0iT7R&jav)W0#xtQjLkak{TjhX#dEDbLOH^sE zW4Wt@?OV8vPZneRw!X~Vc?_d=y-F=l`B_zip*~|Zq^501Q+sqp{aK4NpZi2 zQGr3CxIJq>*NjJgS6@Z$Bo9mD&XI8!xy@2@Ia#=0t3EohqM}0lh33osbks{+eu@#E znT|63hjbK*%P61aFNbva>*-#Zi7+5YwL?X}=j?!yv2ov9qu%01w8=*{max2-%=g9x zItmNHP1eT7#_}?e^vv9__O)k(v6>yS^KjF_6TaS-mUW~RmKG~RgZ!1v71Fo&bzvZ; z8a+O=|3k@J9~!tgIjJAj{!;BZc((qj`f+K;XP~c)0Pd)-o160W7%MBQLx&DkqjcUL zE|)rZMCKd#Ppe1>c4W|VxS7Et)N+8AmF%W{r`*_i;A7_M2^sDKePgv0cbp8<7ke<# zlKSZ+_tBWP!m)!O*#}yUU>mWPL398<7b9;fz1b5->`}x!BVZOAC z3}?8iT~GVr(q0N2r8IjijW>e@;dm@iAeLpyQnD5K#fB0bjBSN#H1?tAc%pArINcCC z+&6}Rar;<3e7Hp}(3Ie0q6;c>XnWdZUFAW3SwHg8Z%d}I{w=6Da5b*US}^vBdUpMD zvwyOgaSuqGvtex^;EYi@9a9Ab1qq&L9+r;69Fb1u(tdJ<)8OZyJ`o_ajGWuWAFHa2 z?`uazMYR>?gu!z|30dbM$BO0Zz6Rq5i zhYuf?IUJFssIhx?c6P5~IJ$9^B`nB8()}r%KPJZc-n|zDo4)d=Y#>_q6Y0dc+1XI6 zKsxafj`QXC#KfS}+Tx-#o%`|u5Nu0PuVdl6cN~(%c4stkoZp%0>R*W8v^Fv`GRib1 zyrsC_IgL1XFqY>t>91b##9D@>_Bwuu`5! zps}Qm1gCf+0YV@X6Vu@KblW1&y$MUn+LKgYOWyT5uKH9D&eZfeelMBvz~Oos)K+{3 z$K2Wqe{c7ZJrW_@sOsu-G}xE7!)CN9^Ii&7w}RHc)obtS<+*!#p%|OftUg>^srusN zDVM5!K+{()?BeULMUxs|qf}v6U*GM4qbh`K!C-}%CTz8TAri=$HZeDdyNQXh{Pne- zmim$1nX2mQ<|PHPap)0H5AUNaQO~)dtBkzN1Cx&a{%JP7QBeo_LYPm3ZWSJbzQ?jG z-Q3!(<^33bik?nszJLFIrAeWoM0=r)9a!YAckO?J&>3#>3ORoSBO^1u;v*{~vwZ%k zM=j;KR_BJjLrdPsE$d282olBx-MhPrWNhdm*j!sA;`boV^R(mJ6w3$4zmYvIWw)sc zW|F8DXqW&ba`}TLq@7QLYtrbwMa(1qfCmH@bTCu{u6>3Xx^Ax1>McfSK)d`Dc94_ z?=m(umF)jLk>pAfjbaY%?d^qFCicRvM_M2J$VFP01Mb4|y!Ou@A+oW%6b}n-a2CvF zM|A5c~^2~KA3iN zbQp@|T$=HCD8bp^-%nb3+?kDlWQWVEs{TR0xGj?cFaLOxo4a2iT=lVsKo!IXB-Ap= zT6!b3x_faD0Ns`OiQ@q&mU{~)UV9=K{(gbGrAnk!!@aKJMr=HsE=(rqobpo zk^8tT|2{-NsCnC5b(tbg3HoM%!QGy$n+%x1w({a)*Yo+1&)lvN z75n=2E5z3BZcZ|GnURVPlf}ZqqL}f0t80JxI(*4Z zlaE?JHSRT9=ts5>sx8b8 z;*2iJ@iLV4lS}bemNaQqtWoN}HcAs+74PN0ElLn!51*Nvqo<~VOfh53n^oYCr6;}4 zeoTVRRpIN2rPoU(#0e$-xgUjtCn>4_^h%XKiAzmamt#lKw%<|a7z_Q1%yTw32(Pqr zW`;@rojH2oV;>p}C2T`2B@FV%Zz+DYJw2U2mYkkW9CJ(78vor8$!wgq#)jox-QV6k zER47~LDJ{xW_|lMHIv@~>G-BIXU~Ql@h7r?u>OFUq?4J$>XTfp<{L&`^SdINa#|SR z$q!l;LnEV;NsXUJFl6Ij?sP$xwzhAsi9V-B=R;gw&Lje1rTPy>Ji7Aj-C{Am>?Km1%V4jS2IRoVSyU zUfS@@(`P)r?GcL5ps*2HfJA)kPL7UGJtSRtOG`@&48-G`TG7@S0CJ(%1Y-?P9uW~1 zeyjADZen!B$4_y%rG*9kS-!UE0LIb2+*mM{Aq1N=f2{}b1vjWDCzoOR?H70q^ImL74hLYip+rKHwU9=ZDIo(~b@B!} zQJgapp1FUyeM(IiQ`&j()f!SIL|FX#RlP}mcE#sz54GRz(q6gf`t9XQuv}FcsI%*R zOiWA%ns(FP*Y{Je<86g%aP15w&}2Y>5(lG^1ZQ8lviZi2KW;EO5_6cES@{lw0EtAp zD~w_ZgB5qamdyP8X{eaar55WUxlEDFxLv!M!ur{lS#6>MLaEvv=wL-!RA8D#yBVbJ zkCYLruM`pNi(jSwn`%SJW>y4Wl7=riaWL-F>SJQAcj37sld_#Xb{p#wf?I0z2*umguP}_|S zV%2mR1ftZlp#~QsloW2g+^5nyw_^rHy(<3tiT#hCHQVBbwe!26?sD?{)MmH5l>J&% zGrz0dBW1-n)iTLGr=67RN>JsVO=!Gb45cN@jF(S=F)#L8{ccPyEs9VglOo9-oGrl$MOK%9(iIhjas<>|3O#3L3{=X^yR7>GLB ztKO5oki+?=JxuIxz&vdvkyof~6^rBsBz2&Y>hEU?!K!B$JKso6HIQT#5PG4Rx*lh? z_kJJh7~qM+;iWHMXnD6EZ>b4FX}q+dK*qj>ESI^=xB$`wE|#$3-&{PSE^-4-p2G2& zrVMAnr0a4-zkmO(8G697TU1V0jtBih^EeI*(zb9p!5-dKa*{VDdx=e(gC*>+S`)<) zGHJkrGNxC2z@O=Y{^B_%1MshLw9Wc;J};=9?x29Rjm?Q>S{x4z^F`<94-X!+K!QZU z(4Rk@R0zHvf)&7ivx`;(oiV?%Ev>}i2(GU>re2#eG0Uekk9*)QEy++0@SY6|xWM`x zk!Kxwip{)MZ1~(J*+XE50!I>IVPSxuzP={-Lv||Zu%wzUV+b`FyLlj;Es#o(;WGrq z?)>0OzaeGNo?uuN6oi9)8y^>jU*3mdF!%$9W6T<278Alb}X)KmFFVAJU{sU<(tFHFDEEhd$$39_sEZRSfJ5)~@}7QMw16VV97$^ym1wSf|@cLbAlee{}`waQ4VY-8yc^CpQkaLLTcUR zYQGQLFao3Ua{upHuI0z_CmKbUDJt14=ye3iSzw+Jq$c+z*j%#KWT8bV<4?plJ)dbT zIoW!ir!ngDa~@Dd&2MkT_$JyQ6|HKj>TK<%Q_Iy)))}alyLNZ|_2z#qGWmRWlzFI- zmdX0Q<0e`pSTv%&S&>0t&^cJpl#4j|$$#uZ8PmC3D|+*UF~~3R0iW&8Oy7Q9x;fJ2 zlRf8bJSxf8PqeF0c%;l9d-+M09aJ{&rf16J*Nr^;U~UP!`nXSo!bT z%e}2t>1meeV}70k-Es;F19#8eY4nA9RdVL3kVg9_{Rauhi|KDE+J3pkThU)2s)ZSsSBSx8odBRgi7`)Af%(>1IDaU=VO@|MZZ6H>w^~V`#FL zHgh(-L_mv2K>REleADE38}-#u#-V1+N`lj%hi?cSSpgxA!u&McK6M~p{`|kVxM?9YPc8L62w_#o~T z7}Sq(EyoYf0l#+9_aJ!QWSF&dvgJjm3NS(pmYFVScn<8LcH?YHGd44@GCN~WE*hw( z$Na76*CG&FE&$KtnL#^0FTKpy=oEYl~e zl%4d&UVKQ2z9y=QV?&w3t?bKL#_nO@#UeKB;>M@O(W#YJ8c6ECpt{UY2Pjv00d-M? zAg>wSbm)V>W~al3We=wvkAAF@0rus~WeH}N_HE3q+4hhp-hvH6tujBQ@HpK&IJmOm zD{p*mU+66i>Rk`%uTvUB)?p`=(k#Or1;tQb2;!T#DZ2B_G#Ehfj5>p^6yB~Nm}#EB zw0CA{!>y8sj4cB`vei&H9ynCUc*~fm)&ngthI#s`y01;2*utfZ^*C(q+!0}8Soc-z zD~DmY>eBN}nwX+rF-l_rqJ%c+16IU`FX zI?$>|!3&##5*3Y*K7alSjx8|$FK~vw`THKk#aPW8VG$8X?8wH5HV}3IovnZUw5+(M z#;LRy9zt+!)ez+n<6x{WR-i;>8i3+4Hwx2cQG17x&RCQq&ZZKoW3(#G`g|kx5Eaa6gf%J+ZVA z60+}|@qV9!j3GiA+>gyvp-k8)?@%Y-U}k(n7tJ~A>A zZtZnu#6>QhNUEmX%tafbW0(C(d(IWx(qs=wBu1Erg;4TtP2}a(RCD3rd4=IIcIh~w zy#6WM;~e2xZ%H?P(L!P%s2q{Sh6P%XjE&CkAvIa+9g7_pnO{^eFSu!xK)!R2J5ET0 zjrLweucOS7(7T_S5F&XGsI*VV=gUxw)C51YKw@m~-!C=DH?4HDX)R=;;tj7K zals8HYlV6UOh6IsMLXp#|3b5wNPJjr2BzyS&cnhLskT$t_7tI!%lE0S`S1Z4%ijxf zU~6YGJb0%)-F!gB$(Q5Y*Je#|gZ?9*_rZI1_4ehPzBTUhR{;;f!Cp0e{~jS4akI$m zSna7DWCGR@dl8|X&Ov#GhGJ`J1DLbv%}0!Z^kCgVbr~I*l<;vK;DJmgdnxcThJfj0 zoQiMaV5WP}7x@H`01C{pF`GofSy@?N@B-7Gs0udQmi8RVUZw^ljPL5Yp%Dk7dYqGB zY3NExNLRcLh7yHpFCOFN9e1m2Xi&oqYQu|WmPRt{;nt-_gIBd7Nsu$j@A_Ij)BiMCf4**xVH|L(=$Ps>r6d8rXt%bu#@sfbSlmoy131tK_zI^77Fd~I88%W3SI=gypCmm3e5<8@n;Hfj!sxi=YbXVj`CYucF5{kE z0;F0G)EB#vr;j%K^yFl=MJKFCNwItGa=96RNY=oc-~*Klepm+<^#|g2(}y1d!+cG7 z`Pu9?IVB|>92>$2>4+SUc5X*7TVMIB{cu#Abh1{lp^1sfmv0wQM!=HG|9!0%!+bpA z_xL#2(U+&ynD3qRpO>YdL&69TO3TYn5Eg&`79?X4(W6I?igPehg2W$pz@#@OXg*$E zXlg+604l%srX}@FB>iVL3(Pc!n$fLW_i=;&auOND+r=(Cxsenwcv@vG-D_VC-GJH> z39uo$&rp42x4rGMhcLg7npxc#VyF=Ng4Y1qqoZ)2#WkoTiVf-Z1mS+i@7=rC>?lM0 z@dE;%Mc|}O2*~kip}V}P*b7cBu2T*iwWp>TEjN7AJOontYb{jsSp9)6rLZQPfsaOk zQ$hCx>WGIRK?i}4QDHFp7s3J~)Uz9IyFTNC7*{7M#u=HcMaSw-<&Ifrg&1J*=Ud6A z4vvvFHR-T(C7?E1rFwS@Pn zB&Da%)mL5068&H-xua+)9Fa9Hg0F=lX`T#-((XZMERzs4PD6WF4}o5_gdx}GU8(*H zKt>5V{{=wS(hoMCXqEOpw=u#Kd*4ft+$!yEy81WUUdPj$Q_7PwGn4uHVwEONKrSf7 zuYTyiciyVUnbN{5?S;gn!QK+})xNZs>~XKc_vxS$me6q`w|`L6Y#~^{h|Tg};h=3Gf!eyBm)dZ*3q z`2<8pE!?w1Aa#9kS-?<;rPG7bi2Uyrp8^At1*LGPyZp??+s3A0%3b^F)waTY$~v8Q zbD(X7L_bl1hd=xJetYjy`e_QZUiz_@!M(AW(7qgnEw_PQfu34&GBg??P_*(T62{!+ z>EBZV#YJt72JrQCqU@IfiX(1>oHKIjN2 z4Y}xSQ>I!MU|9aEJisu6L_&o$2m}H;(ZRzb0RrnqNG0V`Td4jn`V7dbSfQ!!FU09+ zx=CqT2y)n+G7HdR9|#zX4Z&K%DeEpB3$23;UNIf-GV*xPDHk?*1~^nAk*Im1FND8V zc@K!G?rsBUONG^g!chKB75%oQ2R?tPVZgM?8YKYP3Jt=Ei3#8!Fk+AEEELm4f?Fj4 zbvA(|X<6EaW(y^T8zbs!7!(I>rg1?#<*9rEAllUO_O?QTG2Ns{I`NKl@>`vzM+i-| zy-W%a8*mlQNH8voviA~48ED@Q(_IXFgoY$^Zs-CuN&gK`PqQpAKkd#K7jQOkvsq+Z z0c3-oHQd=ya$jJCGCyF`AO)=^b!1X5$jK$8qyU&vuAvK@5ox8J4B~&(0>cH+;=d*e z>>TA5?T|z3i*bmoss%nu;~Ctn@>&q2oZl3K(&q^IO(}<3;{l-uHmOn23axjlxc=#Y zho-nPL#$99qywd_X%mOl+U7X&6^JCCyQ)SBxa|Xaz<6Yd+ViRX?L-4FP8XyiwRc=2 z&MPg~v|(fA_JWrR+mX;d~Dz?Rp*<*e?VPGhcWLwUuvnb>HH`PR7{OxuTww zCTpNm>qq2P;|x|jpQ^4t z_DmLMKyi>)V82<#TzFHoOpWrP3#x+xw(3CWI6^lFK?~ZCJ}WQ-kz>k)@HD!b0N6B; z+phy~XPjW){~$;6ud^X?RFpafTK#*b$7?NIa`f`R6~n{B|2Fp!xnyv6`BZ&MQi{na z>74=2?F@HnQc?!2>dwwU3-GhoQvp85|9xUfTpS8<7bmA^@EsS%=uuVOcU|^=LsHbt zblREMK6=ij4bS0yH-JdWpn1wt)Z=i5duy2DmvwQ?wqW?AwXGtv>Iju3q{;$=+V&6F zYjn+c6i5}PnUj#1crN;)57i{oi@IgI;}-mESQ%N_o}M17;-uL({YaoPf9qb|a#H)z z$wO+c-rkk^Vvwg_)z)rD(<8jSZ5EsK6VIoQ(W0&y6c|ANOhls{B=^;ohwO&@dPV(6 zSw2-bc=_JUVR`#NZtOQon{;P*FS&V~)o=3RWhumzv}fUC@`&nKl)BY}2jx(ejxIo3 zU|^ZL6_;JN%o~%d^iVZW1%EOk4!D=_U>Hj9->HIG3)6#$-7h=L&W|5j0jqG;8nHxz zgM$MUCA={ZuoWDW`H|mdHT>x zJ4|b7Px&xr|DjS3CQh7A)(XMaO}Vf7n1k0QNf4m@oTvYtw4%7XKI$hIPG#Zp7hV87 zlwN4s*w}j?S)2YM35tpK$hrH z!vrvS$dE1!9;9YI0|fF-0|Wc=zRu3h<>fQzPl$RlbX~m^fM4x7j}26*U}0s2HV}*( zz`(@_(7}l`$TFliFo8j;=CA#=Eu>+5>lVSbH1@K!t81I}=P6o*xgG;u1wXIJLy|17 zuIK1MvBjyj009F+w#PXH15Nk&Z=DZ5K~txnTmzb0!BsUR&%;bry$H*~w8!bKHP zA!V?`I|c!u&m0^Gw~H-~Ng)}t&ynN7m*YC2HQP&1T#Cq=^pqAzn|R=tDnM|9mT;(L z9~szPk7_g45G*VOB+OHr&;Uek>TC%%Hb&iZ&#}R5ltwoUAk4kl&EEH1l9K?V zG1QL&L(5Y&|7C0)lsx~*1k5QnelW-k5&NF3U2)Qp&|<@am(ClglxEl@3wz|Cer1>y zfmOnIm}<7JDi^{mNBeV9k0S?~64J@OiaHGYX{kZ-)A9^uS7;EqW7Lk2hMI_SEN=KJ zrYG9;j<{%Dy{eYoW)^do4r%42cGRC&C<-;GG%?_47;*VBx&Wp7NC=W~o#DMek9|2~ z$Y+Sw<;Ebl(S;vBegGf$E(wN5!jPld3PhkIwS=$dcNr!eprz)LGW#P}$SS^!Aj|aB zj!*%?C>1L!>y;e#ddwr`Uyz@bNHpF))t5ts*fCSd2tg(YLs=sunW7O;*Zcb`vWF)% zLr)F5VdQB9DGNh7WU-esuU*d311VZdt3l66BGmN=f?;H{@M&1u9vK;_tD_<=p%Y1; zLzrSO)5epjYbTWhr=I#WJ@E1}6y<<}gW@&U-gsKov09=ASC;u z?sKTR^Se3+V4YyLpt@fkxW=zvK`lL`v&r-QREU@8nOHwT4ZWQU<;GX9N+j5jJ#gH{ zyfHAmVR;yh1fIqQt^{X^LaDlt=2Jc7RBhPnYKbS4l@`r6H^v&pkfG`_#JC~|$Vg=furdnm-P`g{5JLtsc zmnq6vkC7n2eZuPD0#N2tiorvrct8yX>KSW$gS?&_Kz+o$wk?I$?4}r{3)1XV0VuiU z=kj15(kjdFp4H^$u@Fw;l09DrP|wB%+PSCM!+G|-=(2D4=mC?M>Y}v_0>GiJ?3VZ6 zTZzmji9zLVb`vUim^W~d>wE_?N*X?fShOT^ZYJ$S{1*Q$*hP`pvm6&-z)9KcpXEO=iED@2_-+4 zpy4v^y}L^igH(eL!yRRhhdChJp6%hm5-KF)k{w-=kVZt-x3$>W<29GqXwxQaj1+yc zdmRm=UPseW$@8!<8`2}FlYR%@Lkg#t_j8= zBjyxwzi2EYaX+>e+Rer}BsQ5lSF4+W~f(cc;Sw^L9_c_55Rg zhR4_PyQ)r(^H>`}QQ$X}7fP!#xhQ-2pnz)XcoI-9LJZg+g6X^WgET*UQ~!`jmZ8yl zVVQ)v#cRdX=d_XJwy~3NDW-MtErY`bCPPg!Dz`)DBBi|x87)Q&gPM5|@HOulyFInK_f>` zq~>)G@i2lsm4jZx|9#3<;C~uJ{dXwWebY@$fd~Yk(`shnc*ByfEQ}(VD#d#oo`5-s z6&w;Jq!G*pNJAmW4f2`m6&xRh)b&Kho9jM@;0#8NKALbnb1d^penJ@A;`>C%GK1>a zC_Ito-|HS5ujlhEkzj&})`%tW(9P5XrgMb6=b9&s5>~e8Ri(83qeo%v)+WBG)27}{ ztW3fE?$1Sl!bA7~I2+8jn9iP0)nGwZIV_lE9#NiFK;uvI5+7Safvfh4Id=ue&FA? zHi6beke3&^1VNs0GF&|{ow2o~w6_F=*pJgh-|6e=@-ps=Uv8eq?`tVsirwz6s9D)0 z6>&v2R903dn){#QU_8aV^j*9NI?(w_^RY3$f4Bk`xK4InkdWuwJH&cc+rPkFF3$PW z!q?&L=HY?8`hcy90Md$&>!JfGWq5o1y3U1_UvmA5XSZHE#0mK=#;1RJKmr8WTruBU zsTlGhb^d4XAJ)?8>t95G&jk?Y+gsqnul6}iuLaCb_!k-%0Mo=U4jWxp+w&p=fJ5GaDhnea40=8XK znpX$z6a98b=1MDFEzXZhNxnjfiHY!N0q8e)+7{#Qe(zqCC2FPDzoP%%U)S?bFFr<_ z8nYMvpFIIocs+vZ=0QyPH;v^s&Mwmj%+sfD{I~;Cwn0)W1-(5POs7(sVPyENxsI0B zAGgZu=HzWoIb6%7#i`tMMW5U54h~oR-eOXcf6TWV%$M;q znQa^E>0WO^Z(|ad^x|Gq^!RXhW1=hI_n*0#nzLKnw7^ivzjQ5usbERlf47p_MKppPhHdo$08lvfI{YN{K_Cyi14GSYuln_r6?=iZ>U( zb1u#qzvH36ySCvwt>n76c4_#f-vMd~_VCwwCs#;8K|z;=+@|wWhpF%MY+R1WT0f6p zI$vx!6SF%R^XAQ)PUpg+BEG24z#%5RDLVS!>S=Kk8ulR-9F=wA**PQ<5U>o&;IAz- z#R0zp^Hv3--zn1MTYtoN4Uey>8L}_e_Fb`besrm8;}?FZPO(P`coe%_M^VVCK7^wi24P zNmP{GO45Wsu5jOf9h^Q8{r|$r+E4SJnPzDGVLOw2@`PKZPqj9QjMQtU?31Kgo(=P# z4D+8`^Pk(D^Qty0kl8Jc@tfJ0NZ;!+-?<^?OpgNo7slLB(W5nM5AliJLn+O|Z-Nmo z{YfmX*V`EXq-xniAo#sO8Y~wS)$x-qFcPac_Gm z_A+3q?|MC7%>z<*kaNJ#LMnB(H*wS!W*~6@xv+rsu(g2GoRQTl-M7+rmvfgkJ~i8d zpzHZ|=OIC_S*YZwG|hWF`Op?(l(17Xw^fs9<}*b>fzgHaF+yT?+obc}s&lEt)^vUmj3PP* zZ1pqO5A3amk*mzZ7%iT$1;%=o{TkUZ^IL&b3ZnV$nE7r9o12%H9R@Yzw>IePN4f>v zn!Z@x+zX+T?BTu}1ZXlPX}zHs(ezqRcQ-1ucVIv$*mrL&V2`V2K7@Xafceozgh`MP zDPPNn4{z;E+^kuA0m0wjZ+VpkM~71RNKYZrmwrb|?T#w#js^|yg{QBF2kcG+>^7xu zH^~lpjlwNuod(uP_+1BGj*FSCZA56LxVU8a@BE3^`N!Oa$1`DvS8}zkWQKxPMSGh? z0UL<{l~q-n6lYP-Uiisc^zNPe&$G3ZsS)?Zg_wZtoJ6xYp((!I5k7y|D$NpA)C1Gh zki_e3dqW(!+^=Mu2vdSeOFvEv$4`y&?X62~f0j~M8@OKt+Arpt{p1j+8>GU6q$+I9 zz{D77Zf|#P*n1*1eWy3w1~m@VPO_G*jg8vQBYm-z!9mlNEszJve6MQrfnxfdp`%|G#-sw0M?ZoaS~aeMx@EybvIBN!=XRaWa6`2u zRkQvZ{&)na@HC(4JgfimhR`+|0D}?U|L>G)YLEWs+R~k5-o9PH6+}Z#TeT2t@%VoM D@b*Jz literal 13872 zcmb7r2{_dM*Y?+vrVK`j3CUJegGmyyWlhOe30cMxLbhbzvW8F;N%kZOAz8-Sgfs~; zNwy@}_kDlQ^!xvx_kG^ydEV=KU3IxG-}!#lbMAAW`<#i;(NbsH%efap5GIZDDtZV) ztB4>pfhbz|%cs=~=i%2L=ktcQ5rmmU{ZG^6^wJ7Jco7Yib5}f{P4(TpFF0bNF#BqJ zV|t93;}et8ZEx*vGu4N^ufiKhAN2i0j3z(xo;VH~tGoQ>il~rD;SlAA=LNNzQK;2j z;la{^{Ld9)RDzUef1LICTq<`>du7p2bKs8r4##87&))7a)8qb?m9=Rcc}eoG{I4&# z`4L~Gdh;Y;-owg9nbe8!E6|a*4nY(XF$4rjzlg#kNZS#5EIi&vi$)N)X3zPK$jqvZ zX`)<#GMj3AbLWtfupV3J(Bjj@Vq6I>Z(^N^fo|$}Wq9L`>Bh#!n(y|v{Od*{vsQ6} zF5Kab+EHQA0~1SMT3c&(<}TA}R$qMG#E?iHen03eb}{`P=Br&PH}mc(rOGS$`uX~K z6uWGb^NF0%VI5=7O;lIh`c@C9j=9OW6HW4V)yy?=71pfV9gT0dyDOA;<+wYs&!Pxz zednq2&^1;i$AKEZ$;;kbj&S;x%rp!LQW=8KA&7}mAPo{I%J=`;<(~iY@f7hVVn`h( z?nXt&*u6|)jeR7%T2{M*s1$f zBH3k-aHqo9zgA&i#Ha@YgVb3#P;{wX>C@H`#?T;M)Ujs!l5U508hJf-lF4FR(c^rH znZlXE^Rj6U68eYrU$}eF-Bskpv^k4nu}W|yShZrDjd+rqOrKq;_=lOf4<_fj;yRj( zCyNTpjPgYjPhe0Vi;Z)yO#fkwZ&)(GNh&DBE<|SSg1`K78nWJeJ<= zFzu*|Bg6ikrK&0_)|Pvm#KgpiebXHS43$9w_6T+_oIvux=AUHy&|J~BLrGx?_&6#M_MzN~uCfvwp z7e>+Y{k9FpC^0iL7k4|vFlk*1ZLu!#_DHnO8=}9HJzjYG_HBE6dynZ}Ljwam=N;#@ z!_j7{C@*6H+2O*E#jo3K-71W$U)R9i%jqLgeB4da+{`eUM#7Ce%BulU0~}cGes`q!-M)T^g^d?9Xd(Nz^z-CdM-NRJ*n15ugiA3;+b%~rz}rY!>DPHk%7Ta zDM$E3SG6GZhWxr5%bW&kOdLuWvg$_`+C{@pCTTJx}JT7_ae8zq{6v~tTdR@Q9_`jRl$xcVH#I%| zwP4p5dN_2>?>#-lls`jro(eCn@H~l#h!`6itFErLE4={AJOpm$eN{Bk!`(foKD}!q z+vH-QsB!sEcjC2c*J59|hGm3;tEaljq);f7xMQ3VDz;sjGzm8n6B5`|>l@w-hQs6O zW0CVe>w};FOifMwb}?t|vLP;^p`pR9w6ePT5=^oOCaEl|uHH)jprx%nQPeZI$5(z} za?(LO>GQ|}+%zjs zmiT(Y19y?F;x}&yCEe5g)#L@)DWjiQ>a8~Z`0>NBN&58Z)8dIW{jCJNajky}#&xD& z?(;#(5I8Sq$J{I9TKbVqLtw=)2%t`(S#7^vDUYmYpjHHl0nTis!$Gp_-MdZy+McNw zCS>07zG>KxYeiL2(K#afsseQw=5Z#ygTG?cvfkPse5T0jyf#0qc{Dg?N%_We?;2Xg z+FMReg;&u4TI-w+H6HQt@j<+klao(0U*zT<`!S4=Ae#Q1JpTB?@yC0^#m2nrNChol zzC>m|IWKr$ZOGtIAhQTq(6b2PNPrfwFh{qImbCG&*%#vkZ#g(%qZ?Uk0u;p>Cj=q( z-mZKkj{ zY`Ni-jML`KE!hfVtrU?40^ZF}olTc5?7`hW9ZGFu!0@NXROG1**!fXvzcmpV(HQXd zSyNw~^MycGCHixtE_U3yY*D&{*j2Gvt*z zvZlg6=%#jG&9bC>()(_Z@IEDP!}k?#-{D1u;EcnJu?-ey&z@!Bku7%~45HXgH63qT zz5093%v);@KH-K4`$b;N=#8ZcE+e-Z>@U$#7 z8t@uPp=GEU%wt*H%{{hGyGZfiZYIhJu`4N zk5XAx^?6})Yh&ePTjx*eGf&x8r(3t8mpvD%0Z%SoyhyP-KzE6W2V5ZL9Lmtl>~K+T z!o~-H*h;r!@y*Zmj{PXT&jDA>ZE0gOVtQ94tDQC3u0q?Q==<;AR{Rg!oN_M9fqT?t zeHwNZPeL;U4@p~H@enns{Owu+CYwG{GqWCq&;{-UkF5RUqkBWaM}@eXOo;B$nBvOH zNajPqci|H=ydkolvq)l1rDc%;J3IUF$Dg*h<)@4qX<>0SmOefk{tuI$K7F5EIK8^H z?I~MRQqo~7VcR9X4)#7PlC5_vNi&ROZo-0`>)YI{YO%g ze*RV5$=)T3K+F)#0CzM!EjneS#!a2!_84PHw(a|2*Ot$p1>-fIou51b`^LlNmoH}L zCnX(BZh2Qz6T=g+6^zhfJsw{;0`n>H8LxlEG`Rrm<#tW%-n|>#%@BnTEIJzb>&FkH zc5JWAm8e0;ddBv$}z2(Q6K9Lgrk7b!wO8_*;NC#MckD+#!t#%o98D^mVg z7Cq^90ME7+Pi}!Y*6qMvExk@d!+?JQw1O1QB6Rd} z)F~4kBz=TVG+3Mru2&=`%!!{lBZQ)zw*Q8Ko!-AkMGRS<*uOya-9?H!L&w(1Nju>N zm=%g1TZh#U+($e#^82^olu~2ocw)|nV((Z0UjW}n_i#;%`!S{gyvqDbGB5b4VbFy_wC~0tO z%a1!`2}}XM?wJbFI_1feH$78t?P(ymsj;cLsZT<%AuQgyb?eA355avICMZ0b^nGes zNBEKEQ5S84SgpgVY6-(Y*8dGw=P*)Qg&Ja!{N&>GLv?Bx`YlNwYbnlvYSY$X*SmE` zRCT|cK6!voB~Fk@Tl!P+XN>rp<|4tY4-1>lVJd?AnnxCzt;D&R6{b(yZXQ?qIJA8) zXE(OV1wbH?vQk4I*?B8xVEt@LOtaNjr>!`_u`*9<6sH28V3Ovaina#AY?bbF;k|q+ zB+)2_7)t|df*&sv1F22YKdRx^%Eqar&wEZ4{UuznJt{CTxmb=TVDaC>QhqI&DgcvI zuikc$+(`fMrR9>lE<=+Gj%?RG7JTENTF0)`;&&O2n-JH5!?|bZc=qO+j7R6F8&Lw3 z0>?Zjkh*3o!~P#XT#0>JIq~iyv%-)LEvzjsFE9FprOCi0eEiYV)8p8Ea=NkYX;Km( z;}fCR_F!o3onvmxD=S<6wNxW#nU%Hm z3)8|x@(p+hsT_fxVpnP`%E26d(&p0xMtWN2aDgPvuc9i{#7{u@;rZX+(_2Tf;6+Do z?@GPg&WStlA`86O`Fml_XP3CNbc8v}9X@Vm$bgLZOaQhJo(o3;s7|@bn22&foYpi* zNO}77ID1sSew4e24ApIpf!mZ=t95z#MW|(|Ww`_dq`C9`eR3#MczSx;yV^95Lgg#F zgX=L-4aMD)bqtZ*Ow_#=5sAbe7mH3WISA=E@-N;=W9mvX`y3B*bJGXc-;GXS^D#kp4^-TD4`T4C&1`q});aJ#hx=gF#>W;hHP0rLFv^1Gg?zl84Y_WRiy zA!S(lXJC1m<_#(2p*p)#hT!@u$3q`x#{kc4i_bcnD8kM-WkkSq4*D&u$xbPSvC^Uy zwcR~D;)A&0=3{O8Y~+eF5U-^wg#K!P~;J?GynMVM{; zKeLpn>8pRG3V(I)TN0d97e3I}@n){euGG7lCj!Up@a=-qJzf;2sY8juYh06;EKfeW zr+7GpP}Z~LQ#4y0ZI&>+v~-8qSCADOtRJ0*DXy&z_(!N;S+v6b=xRz&gaaCE_$ddPxj{v=`y`9}Fh;dYWLGOam zW-lC#KYMF8Lrjo>d|KO!nhCSpFp%gW&+UYg0YLckE~3HTJP*fq@->aI!vP{h1x?;=x5 z1kZ+{Ijx+_IQE+yO8a5Fa!7<6B)QNGOJ}3F(18%=iG7y+kLe)j8H0^pj_aCP=@6w4 zGm+&f)X$4n3wG!0q^|!wvG0p@$z4Sx+|2nE0Wb9@J_N`}*vIKwyH;N!=+M5tKDvf*cp_HTBlm7=jFo^a4$d-qv&J^Du&_)l z$xJCRFr~30>+bIE&a1mjxO%o1!L>d;ZL!YKK`{j5$dE|7X-sLSwT|pMmu^Bi80a;~cg}cw%F(2Y3U)I}Kz>M>s@@kK6y; zOye8s9s{4Iq@>{X&#w8tWxUIpv7B=_?eCjzopz-bMfYH|w(_MMg&Xf(mF@{@fY_3F z=VNj2&^}@QkkLw;S4LGh@>|BSeXR?X{k3UrtNSBV!dAt;Po-$t)Ll(U5su_^-}^u? zg3pSuW7f|5uIH9U97Bmr%bl*(;Ccd39SAW)$A~Nb9d@nSC|$N;aN@PY#W;Hj&O^-V zVtJ5o%8B0PS3&{p$TwqC1+lTz=qAV4BTDxmu~}GcG|ShAv&(9?CvE2Fa@96ifX=9v z_0YWg?pETZqs`VOHw|_IVKy5Zn^Q@erA8@9Nn`3)ZE`57X_)zPRy)vU0)yZLWI5(N zW#I&LPwD@?m|%U;M3_v9``c2tF4kzMBaH_P%NBzCE@f=ES(}huz`C2vCE|k`fKl`n z`LqBX3xS6yu+v9ir*@?>^ZyK^jOy<0c9BUDO@#Q0|J3;WuU$Dqw(U)U!yP>nGjvo) zh$_`YzO^3{0H+KD-GWG*nDd-;KMRhu2xRkLM)y@6e1ZmqzKE~`;bwR&EFm~Jm~~n^ z7MvCYA4p+ZM>=NwO4HARme(=H76m%mA|u!_1{}iU>=$P#O(F&>z!Tdv>>BNSjhP;+ zI8fR%1%rTB`gzJ=&)5ZcZ^fwjh*O^cJN$Q4#-7d4`Di5`J$?>Li%zd)W?^9rRg&WN z?+tv8Y~AimGp)^cdPaB5~vPLyPw9M(qFu9iiSmFm_J7l=L81OrUgx3_@Hz?)! zA&feYZJ}N++uqQM3TY~RXGg-!v03d{=I~QV_cMh-=RiYzvkZ9<&T_cYSoD4mqw*2< zs69bC!fe0|4$@--8})LpK%VKlCSLi4qyx9g6KnJ63qOAy@)n5hmoHj^`v8Q1W_x!2 z{{35+Df%7+Qa%2MpuG9}r@HeYO*-Lf+)2TB7|R;;2KlsF$g`WRGEErkPC}qi;RmUa znl9LaM3>H_sw;WsOrPTlHDNG9cv#PxmayzOl)FepRit8ivPrj zl-A4=%k4Rk`;A4#L`2}XrCD9^YyVgT#Ru4Apg?x{jGRGn?lglm0GaPjjpfb10~Xkb z72Kr(>3R)p2(w7gpAs7s8H1#i~ zTbGLhQ-LvD;yJV+&Tx+BN3(t*gsVeqeD?0<1}5 zf3#Y1i*>$!mdVEoaL_L*x{o$iW^Qwrm6zY!bD8jHb<4k``*jo5%IlIG933T-Te7o{ ze13-(2)ohkEcJ{$%%+-QLSBPOwGy>*AbA7fSdNDU#(v8Yp(3aO>Bw6~X;5wJj)A%Z z5b3*Z|a0EJE6$Kt}yIw-=j1!IqqlK=*_*n4$|?w|9C37MLtd2%!U=>WmC`h z?=SW9Kr3Pn4|W$pf-w;)P%kR!2F<|`HXBn^U7gZm4NmuKVGWKL&wE#~&Q@Z4low6I zF#FO?rn;=mWAJ^btpsF9f%St@qFD4FSLy1{)Mc$I>nrx7-i5`$^L&?DWtuj`7{Ec3y(m5(v zJcB&H4vz*!LtkGX$4;J~7k69>a$#oL< zrsz-|;SYFC`LrC9kH;_sd<}|kVq)U)g<;Sq9m|s4r4iD5iz3hJ{y_yW%;34l=LKCW zdf&gN4eLQXRiwBfd75;Sft7(m)Y#eIZ+iT3rRQ9x4C)M0bq$aGE#>%;fzYWNJ{cQ{J6OZf-@3!O_&Yz6Oydd*0HiGjFOZ+6wj)(cv^K#p!3%qm&;p4kVClZ-1n}oDJmLV^3Hkjf}ss}!*F_5+3&!hRi?0= zR6(Ag2AYqK_?n;dgF8_~<10ZwN4kY;$E({xGPwT1h3sE*o*YhH|C_K-;VN3qGIoLQ zG$+&6mzOFib3^^wrKn8XQlotR6OiYqpxT{>ASwDASqknlm9^VSxK+;?CQxSkrLx*T zzL~6(yw@xU6KwVO!Ti^+Q9;f_jZDccYD8`%WlyLQpy@x4ZxrJOs(s4(9HD-Axt51H zT^;xX)Nn`2!3nX3k(s?jkHU6a(Dn~0AEI?rmy0qGW(%9e@zbK!;$=Q>4h{~M+ILYU zJXgdG$F?^j(;)YXEyuhtJ@!7Y(#P>}y9#4dBcu0<)rcJEE08gxS|OwoI$w@m#j!(i zgG&Eh5w*MC>~k&x7HvUD@Ixh(;q~h$*!D(6MN!KS(ue>*7JVU3!h!08wJGjei}QU=atekl+aq#i~3DM+B;2Wn|gl9DojW=L_SQo*w=9+Y)> zEh#Apq(nfQ`?&+Lqu3<8iOlXmT_b$%{W^()w0=kk;fC?S2 z@tmU$vzH+l5)q1>?rYGAmF)rob_Pk|kRpxk!iV_EA8vAS`->j;rUu&47lL5CK~ zYL^01dZzAvPL0z4By5tLTQ|F5c~_2~mX-$g)HC(YpNoZrFUB!uDiR|_Spiin4E6JN zQT0uJ6x|QrINe`f{+>q*WyH>5!m8$cWK-cxjq-+fsBXrU~S^vVr#eI+v zPkFX}@SD?CG45iV3Ni9FT=tr;Jj54%)^ivu!*4Te|xMF!x>`|(DyPkfwP8eo*cMivH zQPy+%bwHh4`)Z$~M@hG=yC+Tl@@5DoxZWAG54lqe0%4fqckf<&$-jT{56vP!26g55 zfm^Yitq_nFk43sdMb}q80IFc0^U>)7cNG3FsKYsk!wZeDmN9kX8 zM5J~@ATR5=xdiS=b18_ox8in=X(3?FVV^@-B+Qr>10?8*44Jns@TpeL!ZdNlT_!~+ z&DYh!A_xGWEn1P6S3|GV=+NdXR)V5>Nw+W5mDp4(ycS-Nhciu>p)F?09eB%es$VG9 z11b?`YJed)_E+76X%p#?K1;)dZ*?^QYH#&&-xe2Jlyt+x+yNgqQ!y2TuWMw<50(=K_ZjI5n2VB26FJ^Po%t*oq!jEsnx zR-FexZZqY@5DeYxcAKN{qhh*j*Yx!Px_D@%fi|!N8eW*gK`=l&MCWMQ?r}B^c>pVi))Z$cU$|B`DSGT-XnIM}IuR-U zghk$6H2ugOw>5Ad=w+FnM~1BH=r(?#&=Sx`0wwGNs)nYf%b+umX#&sPCia2$4?|nC z1d4r3r%?j^Wjf`o2k@8O^0PGH<=^2{8Z2D!9l?Vrv^NDv=(le`2Z0Op_HvVp-=3gF z>^jMWQlneQgi_!+ZP1nZAL6m-GmgD=cR3JfSb)kbD8a+a~ zHzWnD&eQYz%mKc-pKjyQq`p3rF!MhnBSUjim7KJ7dtT(^?8b|O8l$C)V~1+@k12P- zeM!m5Kuuwvf#xHw6~H8FyCC*8*-1d_8zc`P z2wP|xf>g>rLI_49&U;ex>;KhX({QTBRQHhsFmr3egy^Or2%y_5z; z>OVcy{Eklr5;v||!ALaU)N-KYy}CVU5-JG)gmTl7p0oBSk-78`&qgQYP}I(v$+=!# z=cLirU8%#f zX!ipq{2{0yLJ=r#>Frh)2H&i?+89nI-vG(ge2Y$!Hrgy+PJ!K>_i4KD)OaQioCuj1Gk^gp!iWd6X*CnfLF5sAWG^M6nP<5PFQ2q<+hXe-nQpgsyE)OOn| zwL`VAYgSs#L@PtlMDpLDwkL=no)lD1km6qUlznpIAks)rt9b^+2iB{X3w{B@yVAYC zB^JnOCYJci5JE3+UD%=4g<;nUW6^8J59qQ<$3T4->bQ_F)y7vL$Rab1 zHeBB9LY&!AZ|b4dkm6)t*7Lcn&|z)M-z{J_A|*y|a9AU*(^kT6pm9N#ga<>1HZy3X zvaq1teI5D>l>=`A9!PLTTbFc0`nFW*{iMO=S;rXE^nu+D%@OWHBPA4Gfw@C;fF?&! zRJTr$#YuR`>Iaz(GiRwPn82xpgkmiC$G{KmikVP)qN!<`k>PRf}D{$wm_6LF*e%~A<^VF{aO=J!yIhI|=v41##)cuUU z6PRmAfiY5IyybPau0b=1xj{lH6^{kj_CkH)Z?KGREb6yF5R&DhM-z|~=u(6vK(;kc z!A<7S(zPWCUJ@Sm=U7HGE`So+pM(}`2yxW*P5d}7Qun6aFHj>6T112+gLv;{eq5+p zU(mJ9J#^vnfY- z>B<=9j4N<97DZ1qk3x3|Xro8tLAp$C8Lus$*^3aY&=PeZc>#@(vDVA26e z3tpUf#Ea6s9YF;gw6134UCQMAoA{dtu}3~J+XhQ;S`hoxhH{2&TL%P`?g>XW$=|sU zScJ1LH4=DuUMvst??LDC#3MS-S4_cGu1>v#B9|y+eK{Q(#K`Hf%DEGfU&q`)i_>R> zg>g46l`BXSFJx!-=Sl-;GE;jIHF7$deGjv@&D56C_LT?g-f?QI3^;lFG6{W{i> zJ1c93WA`ys&)4sm@ol2o*FViaVE%4$@iqX2kZR|RruK8y@}lzfFXrv?riP9No)saR zE?Ws8e~>AD9+wDjEcCYe_G?AvNS#y+KoF1x=#Gei#sno1h?YDjW#GFmVOQ@+d6Nb>v)5N=ut@=>rs6303si z7ZK7rvOujj9K3A1Idl5wrJ{<8gL^{(MR~97J$|}weT$=O!b2HBu(v_Xgx==mkO@np zK`+zVoQx$cHr3$z^Z_#78yb~aITcLkY&V0cA46IOiF=?2`s>)r-IQ?<1_PFD0>G-| zSL<2)=i}3Se+O=Tx6$@zd`52OTHqR3ZL}|}29+OJR=`-I|1m6D9KG=MqS!4*$5&#j zv*8Mx3ko|6Y~wt8gq$`l%T96DhG~6&QdqmaZnm>zR=d&=uy7^-TKU>mOP2Y#Rm9VT4wb* z?zA7?YClm}l_|e{N@3wtsnI2>k}9Z?sk3rks`N;0z}c)h`_bRgx&12Hm3|w`Hu4Jx zms}+Lncy^I12%_1?R(g?``yUQX#`jyWCio{#S}ZgFi&3D%5`s_j^8pwBmuJ0(4ii(_S5LdmH~yB=>YL|o zs$TwKKmL#%cJIHl60p;ew!K(HSBiFM9hf-w!B<}4^y%zv+0&=53bSeXE&nd7t9Vv* zGR=Q|jK%jS-FWNu>(|FGg+k5I{E6B2uo=iv&|@lAv-%4pVnQAd>wg^Wm-3Uf^N$Nb zMUZ3Ld(w9E>H3n{&YduGQ_sQB6@}Ap#^TcYr7EW7E@QwF73H>$HQy>pJ_Uyf%PeDbhp-QuTKIKc8xati`5HH8wK-%yv=F!DusOo9-uOJL_FTbF1yP zdSIz1sXL(oZLVYN?fOD}{W%cBmb&8yXh&S<8`)In$^tgZgoK24W?6Qep;yPx8I**V z90~2Voihe~ohkpv(!rw6IQ3U~EuP@qAyDtbKCrLcMIgQzI;>7a!ddzbZ`90ebT)x5 z&@;7M)G9wM(iR$DwsYO78uAzUwPx*NoX;Y#p;@2W6`wUNTpmzP}=b%(H4@p(I=nS{ zyH#%GMD6^EEB(y)SAf#cQs-a0L#*8(-psG2*qNV41unclrV`k+{!v|ie!s%pe)Zbz zxx+gycr2T0k$&FRd$G;;pFiJk8u9{Hyqx=Joi@ICv60KknCRZ(SY}q`Ik(hhW`q5c zo0Gc!qpM~akf(a*nIO4%hYC9a3iARAYw-%rct~nIrz=L@4?+Xic3ZeSB&PG*WeScI z#1f^fL4$8q*zwKR-w0M%4PKF#l9pcklkDU_emM<9bp5=?=1*AsMwKBYTK&aQyQ-|P zs0?2Wng4V`GI@&8Z1p`PTs7NEg+A4$@y%?^;kC1&VmKVmcey0ZZz%fA@yC%AyRDzQ z6+9=U6%%gMj`-A!G;o-0ZqMvcTN2C5u@Nf%6J`EUH@Xwe{44q#0~V48tgwHoodSAa z?Jmtl!uHT$ebo2!)O3->YK`+Kuk|NjZwmXBpn0;%1v1g?#xphM;z=;kx~WDSbj9Zt z)?7eAv`^dU9RbUgl*EQX(_F}dnXUert<4dIo$V!Y^zB7&RbBa=wN@u5r@UJKv5RJq zDvr0RJ1Lk`Po=Alswq){BVaW=z;kCvVcAk)nQE#E+d~Re_k~UNR(UNHZjTqL=mG^% zFMKFC1|3OTYw$goaTd5}+=SfI$>1B^9A>_ARN&hFCAMt=22Wi+G@c2FnO?ts7G@iQ z7G>wSSieb20JTg(jQ}b}mMCnLph=LQofnL2wuocR-SqL{+Y<^q^}FIb5xe5oU;)%OL+2qGdW zZ=7R>pdSG;?>*Hb(1p#5GTWX{q@L_5b+gnU2uj?6s0Qe}UR)N{XTpE7H4C9jpZTuE zt(K+hw|sbK?(o4duc^|m7}Eg<$$&YIfRjA2KGpprsXmS#9@qSOZ6*Ad^31LVh_Xk0 zE<5W|wLYE)S3vbbfr%T~KlWxDKiUgx7tYo~a{)A~Gm2Hcsi~=X^Jcd5vbNm(a#KDh r0iD4mNB#a2RNwypzc=&`x7t>C!|$s7GbYU*Kn2lI)lw-?A_V;}ooz0t diff --git a/man/figures/README-unnamed-chunk-14-1.png b/man/figures/README-unnamed-chunk-14-1.png index fe75029176a85fa986a34cb0e34fee364ef665cd..6fde2ebc3746421414b3412e1674fe898bc04be6 100644 GIT binary patch literal 18874 zcmd74WmuI_w=TRCMNmMxLzI$kkQ4-@yFt1^TDn9O1p!e?5D<{=?h*l|yBq25hBJ8I zckg}n`Oe3Ns1{W5I3J95I6i# zZo)Th$I_DU530SSmJh^78(%lVb@KSi2H=@o~quCmc&0D**~-iycHkrdlwb87tl{3>eRh)PvVI z5PmYEH<1vC=zv?u2m~`KDjEWzi;Yc)KvYoW6(eONh$h*)pdbR8W>Ie4%vHDMB#tM$ zhj4Ima&kdImqC&<(9Rtir9@ydM>B*=Mo6bN8rZuqA|wrl>`}4)<4RPl2!y?qqygOY z^QQ&`qJf(7AGfypKDm73`)eaDX*KzkS2<#ByT@Ij$g!Moyc=VLdQuY^?|-g`JkBeAJ2|m#370?%zi;%u_#Ge402g&(o_9SZ#YS&vvgVlk{ z90j41A67Sw3C;EvJB!V`L&L%p0GFNbt4zkW{sP;u(vfnQb^Q54yD`Ow7$Iuf{%kjr(_HN^c%u-Z zS#%{>5EDZv`uo=hoNVT{_V#;dXq<9)kdYUcmf{F3Ib-|N72?v~ym@nRe!fml`1D0D zryR=c-ib3#UE{NbCFLx~xWVQ1z?-idZtNgpo|NDOiY8%x5KFTRmsC|(H`7y9RxYv` zW$)jIhhFMV-1^;s$Wr^x?&GV)MI*L6KjfSk!->DB;lxvYS34cgFvr=RF_4BeQ#Cd& z&N@~-dr&!ZpyqdL>r%sOq%=z&p7Oc5G3E*+UWw2kA%{fNBQE<_AB&A0h=bUI$Ww?P zVb5FZObZAK#*>LQ&Gp=ZXE5Ka2#=3{=^pg= z*kV_er(!B~>2O~;nr&YqHt(A^%pWHzou22ayRP&t^rk$ww6v5+*;(#QLArzCEW3u- z{!1r4%rs%fCOCA*L zSqaH0es%-lW~FO>2N9~+La6cg?*=_HSLdl?Wxl&-*B4I*x}}!eux_6kh=q~b<=wZp zlcirW|KT7U`nyQL)*wa4vLJo|xt z=MK_=Og@3#=$w#8iR;=>0v48SvAL6qvaF0re|o#OSJowM9Q#|$xhMADO$M`CEgQY} zE#yURPzKO5MKWvu#UozD!=5`Fv;KDOrEInPTDai ziy-1 zuB6l^7suHxtY7C*YSsHt6eT`k6K>Szdo|vZM@AVC`G>q7wK3_LY#g^lJDO%0 zuZzbN-S=qhO=;t@-hXokM|9vGK~-mh93Ebwp5C{8=Vxvew%Z2nYHzPDSdLB)=5T1~ zBBi;#t0);|DTt)Z&31jSYLAZ{+GAHW^ulYdd`5@$g+~Jsa(9_2x$$rWO@zzu)(jSI zL>}f|jTb#B(s|DCE3nXaPN zs#X`af3UV9^-+S4LuG$ZV=7nMJutxSaHIWfjYahRVlx4HQc?mEazz+%>Q`<#9ut(K zIdOU0JllZ`tDBos@vd{f`tP8HkYf`*HE#Ix+d%x`PhlzWr$;my z^%N_Zq`U@b7~IYq^dsfn+146cWiP22G_Vi1MAAZFKTHr)=-py{b`!}04ULQ+J814| zCr~{6H9h@9WTdSQqGuKvWMkhgjW}azPFh19f`TF_ybSht3%w@J4Lms~a?4^T zmrC0E;XE$EAL1xjq`Wgkc+@Y-K7NVI_PKb)&pEr*{g^Q)hKG>uLfF`n9WAvVD+rrZ zV0kp3VkvQxBtlfg+=P{kPt*4KaWlbKZ%RmKoRi%Yr}I`G1@9-zX+0hvfur4p`eAxT z&eJnt?}nabfJL0xS!&suJUn5)C40>icd&6j=qaFJ`Rs+btZN!S_3Ipb;_g0SJ=}5C zTW+hR)^oHjb=6NK#^X%K5M5onkG=Kt_U1yn?cO5R8xbCl5?hG-6`H4G)-^b^Zsy%> zdOlw*N0s@#+{78g#ecr29@tyL5k-sVcVf|Bq^0V4{MbLyr|)RlFsn&Unmr(Je1YS2 z3py&=_i$DZ&*<|l-`HsVMG7ItxF;$_W+7mWmF^r@zE?QjhhIAfZwp^8W8s-zDje>% ztK&HN`kjKzdJi+fO2-_aQ+%HdeLy} z%@D%oBJ`b&n%h^p$T#eh|0AF~%obv940fJPl0v! z$$`u30N0&l+rN^=dy5Ap-WDdT_zw{SuYZ!KC=ZHJkn80S(x)6$Qt6Ro+!)$9qG=#JtXRc*)JAEvi2 zXPZ7pGBC-s@z@Ta6B%jE5n+kM1kG~nBOz;|Z$8kfPq^Caj-sZ%I!jzQE2-eIeXs9T zDJCOuD};&DinQIgXvYp~eDnD2PXX)YsTVuV1W|Z46dkTx zZE5nQIp4o>$q2gUnSQWYlpUK}_?i=@@F)CH6kgVonDUqXN1HDbQl0t2>b#j4mJ__o zYIcQD21z^86^ccZuJ7r-qTH{jW|nqTA7h^VBxZj8t-g!qhWyNiCDH{E~rEKoZt=DwN7D7*5Bei%)jh|nE;(wzKrBQ15B zY}MDT#aRXg$F#d!pL-O47V_5r)l9S|UU19~A-p)xSzSImNZ};jW9&~0QM;WcN0J?a z8J?m1S2#Foc15*L;8;!Ns|<4TNbOns93A&XqBTW+mjRviU`wX# zm)hmZ3+~F#5`|Qyq{QFiGv(-Ho|b=+W*Ef0oBJ$xHZ!hkK2( z8Yc~L70B+$?+P)K3@u2FDMeFW7h>klkpCZ;>;EP}{_pMkpC|lrxykVO@o1rOD`Y1q zl*9S@=7cqbs0hTj?iP}-92^{h_bK!=HDlu9NJvQd&AUibmEDiGXTN`c(E95R0-?x6 zVs7BH)U`2`tD~-tAKgwJus&X{z#Pq@TTu|D_WASY#qLC5r^Swq@p2NTsTEtt)q%{> zVsnK=A@BY)x!5+A+i(>(FK%p2BcnP0+xIMDxjT_>-OAA{oP*SpYta1vlj)Y|YD4n) zYHjHDJ$$drlO<|uYT>K%z5XrW3^?Vuv16*Ms|Vdb%clbgkezv1YCZhd(S4~a{;lY2 z44bihf`Db^J|u4m2?>UVhPJl0SXfv@L_`W$PvCS*?#Vr_=qF-@hgI9)?K3e=Yl+ z?d=N^6Q^<3(fqu3_Hija$irwcRlQU+MdhO&V?;&7GiWTV90Xtrle6ePBww2q(xgfK zM!@t`#rV4*5-zR~g_k$wfu%?WsnE zZgAvQ{Z-x52cOy(o&{oXvCuz$tW{?7)zV|J734&v^Gqma*0-^I{8V{S{bJ3YCzHefwuPe&6|1Z3Q9wWdEN$wK9~ITr zfp6c!Oy)(MDra)?@Cd z9Bod@y={7jUcBD(&}vE7!SOs?Cn6)8%v4E-C8MFHK3E@B$yFb=*1UcD_Cb}mUu$@3GS7<#_dGv`e|2?4 zemk_~*4d`}!s|dA zP1ku(`(9m)jEulz^V0AlJRc8#F?t!V@NSng0Mk*yaNp?Hs}~x7dMAfh&Z^uLLg(9d zskNSb#do)U!7;5-D;Q6R?e{fA=6%4Yj~_n{3=GtHp9P5}2L#*-O73tiTfNUr>F*ui zo#Zm@vfTdW^0SG;y}7!T`JWdF6wCX9TR+s8uF6asP>2#Y@pVK~Ac7-O`KWez_{hiSRtD=SC}M=1Jw{d`^WOPfvH6RPh7D8cRORQCReS&AW6t z-R3UhLyzZ5sMv&@x47#JV5Yoh-x6eDkl5|jpnt!yi-SX+juFT#hm#p$n>!y7VTs~C z(eb?4cNlGMZ8%3rY z^xL7ewR2tb_!(}Jk?2g4i*NF1`OM{Z7O_#%snV&R4GBdh{gcnX_&F*>0@A~`M`rL_aw2gv3>peHEpz` zqXSY7F>&!hUtp{erG?=Qus~Lv#5$!`gLyBiT{gx_Z70VJSiR17S`Ua-RwiGVnx|<; z(d9R1*!r3zaIMP7D2T7!laG^eeo`Nu5JY1mp6;vGSG60L&A{Ero|>NgDl9bS9@<-T zIIg(L$mzpr*U)aZ4C6S{nRP7pUTct=v|Us}keMpcB6jCRJ}!ZNv97qotQ!2kqgdA6 zVvn-H<}U|4)gwM!)Yme)pJOdB>6S_ z5~*rkoqa!iH40sWJYn2K%`crk95ymHSAK<)c6C+LZEGg7^-FRc(( zuA6%9kwb54+D_6s_X4t-ct-hL zTYjsy?T`I^w--YqH`PWe?$AWHcgOP|wNm&}(bD3G^0}<@TJ(HB-IVB#E}cEWC}Ny- zf2$(!)jeu%`{YuIG^xHa;E`3=QJ9gGxQT9eUX(tzC|#W|?(>14MpJ=X6ym&IPN>6z z5m?;W19@8ywEMD>@#<)&g@c-M2_L?XDx+0RHLrEw^(oO=3sQ5l^}3?NnC>@xS9?s2$(O2$Vq|oJgHcL?Dx(h`f zhAxqbpkB}~T3+7@TU8+J4^}zuu?AoIlE=Y!3qx@RQfBx8Uu~U?$*ScjESVSYIm>Vg zPP;1c!xu9Y%~<7}-RuI1Ci1E}+6I?@%sx4@?$$7B^ty`?|HAX-k8&Ayf9_DpzS})c zik@5+U`n4mH#JU&Rx-l>VTd89bcB%!bx!TlX|KjZS%4?FmV>MVj{=LjL@35GEH7f= zJGrXd9j9i^Cxc`i;Uy()jW#<+sgq+m7jGKA9Hpd2-6<|vZL}$MEz#g*DmYes;sp!P zTrLo!qe;<0KB*b3-^ZAAe5n*s;NDCx>I*-bo~Y$68ibZOuvWiSbWWutt=#o-j(qcV zn-RmzGV+ZUxd^HkgL=|in7z;jqpd9Rjs!uvs=2LQ-a8x{cSCz*5V7% z_M)O9ySfvaCr?HVSOxYvI9O`;KL-Xr_YQm;&f8G8&W_z`+(+_ zDJtpmfW~~TE{+m?RMZxhmV(6|W~yclS^=~l%+{!OUQwn%|2lHaO-oB#Zae8QS@r74 zlPAs1&49gLj+IDBOJ{jQwZp={C5!?-3MfgI9y@c*LPA2^8t%m0%#?LIEhM#`N0&RT z6yguDD8*8GWxukUUY?(zqM{xU<0CYCP00pKHo3CM6}?#UJY!fb_?XtVBgPretm(U} z!!j=XrBie2j*se!rl$LfLKVuinol%-yqHI$)`-wB&cWZg2$bT>AO7KM?mit2H2wO` z%p2BpJh(47^|Lu6bo+$_9-w+|{V_snopG#$K_5&8g>V$yBVcCKDeH)+MWKXh=V*~> zH1mtBtpY^DXPS$v$myVY_oHx^@rS71Vad&HGIp$O)d#)!GQ2-$h;Xk^pO5!0QQK3A z;7)&8>mAH(t?#^&stH*3Ak8Peu$Tf&3#qIhrLzGbP|7A-dGjODQtGHyZJ^Zs^zehxtM^!T{MvVSq& zb&BnUe7)z9t+R7UVq&5!4GE`351>#K%Guf3bcIB{8n>PISdU7ynZ%XSc4Nyr=64Ra zrYZ38Y4C%`%U)L7P1jYm*gSeImD)Ekq1*m>Vq!u)S9?&E0Z7nTAi656s5}oPl|o@74uNz7a_1-ZGYzp^)^(?=*{L$o*rF|=WRMD% z0TP6=U;!h)=b?@0Z%7qRkGAS9`_lj^j7${$A+f6|v>MEUwG9Xi?2ci3meQ+=n#&EF zFi)#^v6E+-Dgcd`^F5~H?%zLfa!YG#+?HiOSB*0%V*P^>vD$s6dtzi!1@9dDIj!k5 z(l2%Nw`sFA>;g&e| z5b3Ud+iJ~Gr!jpJFm1#8TrpGsThcaTceV}}N#)V)ZoA*pC-1n3xx$?9`>ImsQ|E+7 z-3m^04_q6SBjjz&Xrnu`zMJIsbB3T|${UTE=i}JTx@m*#TqROwrh9{U=hQYIZkbU$ ze*8FByOceQm=O2+6Y=@8va&KZKK|m$$x$&5hk4hxCr&h!CQ~);ckYu<0E+`y6dN1c z>dBW(%l5QeLn+VitDJm6$FzI&nvBmmBPum&%L3W&^pVvW@o-A9(2;BBn-?wPI=o)@ z6Q)^}s)rxv{ZfoIp{rXbKZ#q>lCoU}RMoQVc-e||!m)7whoI2HwxGpPS57z^ZoIF5 z+S^=nC&6lLQMbBh`zPt*8;e+?0lDUu97n`lPlix)7{z-Wvj*`$t}?#tvfK2&^7%NH z!DN6cUhNv?GX9eoeYHA~KA-XP!CCmDPr>|*_^xi_=l)y=@wv$ub{Zsj!@1}xQM)5l-lhup%) z!gBa0dGP)FcOVaZ&o;^hJr8xOoF7LAy9Ocg;wnr<({9P2uw}8os%+&tsyA%gsysNK z(DX^JpTEW78gsQgzqpe2&iOR=_PGyiy>d3|MvwbNF>bSL^v?O3LcM zOU4xJTjz-x7jbEKal0ooGNOeTBmbJ}u)l*-RKbH%gv#; zp8)H(ShvRYa+I0h$dmC`MMZ^Dio^z#G&wn)uP!fkc6LgabPxqBK@5XS2|WboYLzk1 zdLRCbbetS3s=}7|Do+=ySfZqnQ^7j^y`nR`#3;ftN5nEKx1G;|3&q@f2E~i9m4G^6 zc~>4MC4phfnz?t0oaM}k{j7WBT~5+OMpqeWaS&#*`?g@WE9>*+cDhab$tJg{S_>%# zpW>yCM{LBesMR%CW_O^b&LhYqnZ!N!&dAr?nLMMv-a^QTZ|9I?&ID=I9~qq-2HsgzA%sYNG# zFQy3hpqAxUBL`hj+OO9F(~WJ}!Odg@Dx|OZUf#)ONlD$XC_f}k(my%SG>m(avlxB~ zX~VORv4o{>BW-CMj-w`@tp*(~n<)O+Ws*h{U#i?RjG9ET%ukTGkXV3odYpsst@_HG z#5ybSQ!t87l_60mpPI%NwJ67U*BAHhXFXkAKJyZfNYA}AzK;*pdTf5-w2nqhRyd@L zIaccGZTyjX`m{ko_`*c(xQl&(il@eTh@5la>Ur)lZ>Byc<&Zd zvYbq6yn6PgSF-d}1G`n8xvSLj-Ts+^zJ$a~yO;F!=QOk1;M#s|ENM&@ZT4cdzuvHv zD#+P7QXr*OnCf=q^bmcYwEVE!^}Q)-;1cuNMf~aE;%*$n37e5yqwS5tO@XpaE*g|A4JOJ~jMNE;-M8V*#SZtb}OZ zr~6Of?;Q#+OcIi6({}v+Cc}d}Z%+KZ4O#UAmA?6Ek?!JeOjTaS_LyxNw<-ThDlE(9 zW_BU!D8D9bxXn6ZV9TVXr2&x?otyy-Dsb57ZtVSvk~tD3&y2F$9varSiDdy-BeD!C;|l z^X;{%nHdI!P)$JrD-RD3H@6D}Bk9!L?b#*~5w~h$gsMWHrQF5KZ!TMmS>0=2W<=qX z&UpTE9ViTIX{FIdA8m}&Mz<3%>uR291Cepi*+O((1=yKy?R@s()<22>Kdmgp;HTDN z2js=gOO<^gNs?&%pu$o3FEjEw7jsWMVhQXf8i zNc6ot0o1q3#aR7qNmOn*M|L(Tk=Ha8Pdu81aG`FM4dc9|wzjTr zjn~O8n{kWt>cC?LhG5fC$mO6=@Pt>ofFug>gz`bTm{=t&$#rX*LqTG41s z`tbXA#^A5t1BP7B;`Q&|Kqw@i-b(AW=pdsuWhbJ%HJa@(^Veip?=^Kmm$!+<57hOU zTH58*WSRhhu8btajKQ%sH&aBTLCR0#fg64j!G@BP`iz!~i;FavC}LOJ+uIKUSkay- zsTvw4RgUd0v~RFeC571T_xvUl6xdL16@RsDvbJx5ADCPrkRX!JGqk|aS@c((Edha~ zkwQ0r>EZXqBN*?)NN7A-cPN!W!bWM9q`bT>6g4MPveiRS*K^CK*r~g%%)>~ZC{IfF z^stHKYG#t8=IlJaof1eezqa-J6RD-aJ>yAzi^q!e2WTpR7&{)1D%C#HHZ(MEA6`8b ztbjaqz-o2ZJ+|HSU5KNLBDZQ{1K77xJ7WcNRO_(#es*eh61O8=<1rRO4lPwZt|*#l zN&Ry+O#y_>u0{vHrsb-mg@9ru|-t{<)Gee>Kk-(2C)#I_?M$W~%$ zXVIU)ik3Q9Agc6;{5BSXJW$Ak{b;-UTS;{Qrg8LUOH$KDscCGQDZ7?~Lt%M&dFBsr zGORrq!qM4R<}y2B@%*l37QJ(z{#;mCAP!ml`{xU|dh4Nq`LmymNfxnqGQ$)`sg%05h zvzO=XrAEy`fTlyq_|+Nlohm1O|Nb2&bZP;`7=>xpr{2{W%C5EXhgORzl&<{>5!v6! zF#H&1b`y39UczRdWQ<`R_C8%n2XXZ&Ck?h$#ceFUfd~l!!TYPHz#ccITy^FPO0KD`H8wWR*RQwrXuazvvz@$R zXsawLSy%k%2BI1$b10Ji|5lOXc^A9l$6>y6au}JTWl%=T?GkmF%iCFx!Tl>V{d;7v zJl#qvMY?%YJx7zxVeZ%IeGr6y=Y~))F*ym2&-4Sthx!~M&~R(nP!#~a%G0eZ`tf(` zj;M;VGCrdwtIPVxznz3V(h@>~O8M`F)}*AQc)nNcco1E9!$Uj`j0$-vDQCf7L2%jJ z+=Oy5FzZgTpo>S87KArkb09z~edRE(JDv;1_yC3MnZl8ZfC`U;Re)@70|TLG3ha}q zxj8=#BLd+!1~3Img{PpohMX0i*ArO%nVA_#Z@0!u+u0gH?w)Nx_%1o)=TA|mKj4kz zy3zIPyxf0(qI9gRc{yGNg>ltu0}2qVug`z843>zzM|)c~`v{gZPg8 zP~XmN$46qj^auAa$Y0E?LnJ(30?+o5n9B;bJbVBf=`y>*|6N9lHg2VacD+TUjqMzB2Bm$AZn?#>*OFM z7r92y%gYOO&%eLJp^opQrS-ME{HQCQ{~y=tfGP%Lc<%1*P=}0THx1HcER)HGQQ0qt zl4P*J(Am<;D9s%Lwjb`C`~{4y$(PW^cneFH&Uo3C^GAY59u ze_lXvsN6z*n5l=8>C2y>;NVVb;KD!by>zx&_k}>7X`vHR(DHHRce^UGVYDx)t`bKi^8E6hb)#K^?T%OM?wmsc}1-0iJ zhg9eYN-^eW;RSr$yUqQ9z4jjBBbVIK5fSSng~mX?27H2b8D5D4BUMze(G`W#6)7yy zKZO@IHtR6-2Ny5WCR5Sel|6sQUXK;ii7JVIF$9g*?qtAd*jiV zkl2AyM1TG~x4B7`T&o0Ragc6B82^)!#@B zJvJ8QOjTHBE;(o}5dumK)dl%GjX**;=DY5t;gu(>{kQGO!=4W>tjGsZ2Cxc{E71K| zC8Pn(V8|^AlqXJ$vQM8r6%+dfIk&Nqk;mbBCD80D>A$jY@4h`bvHE8}N2O|}YJ#Ar zOLGvOUCoY!*Y)QdtV=Gqt*wpQX2c*i0j_j@vX|(Uh{(dc`zj#f-djCOr$J3yNhoZ3EJHZf;JMK60gUG3$r2rS0Z) zzKBZppt?6FI3P($$?gO}R7xNm^a_pMx`)@-Uo{64bQTkSKw6hc`i?Ri5gGZ!j0!{4 zB2`&S(GN-t2?;(_p%N`EH#fR2!R_UsEkxpCP01y0uh7+7Lq8`eVf(!-WN7LM5v0s0_+a7?5gN6+H zIB)qxp^L^l6u(+pY)6Y0fML!VF0j9kwtg?A_t_&qPXl!u=Q%>?2%4;Rg&hv=Rz^t` z)*beD$C4Thvg=wYA@;BmqTA+V^@*2Hx_taK6Y=E1KVw@(g5$yJAOJnPiHbsiYb-2w zov~aHv}#?q5{&(!i7Vp+fD@i+FQ*2-8^V{zDJwfBrP_k-yCC-Ty(pjdagua{`wRkN z$OGjI1eo?lt|%6LA;-VJ|1D%QQvw^(WhKxAWe0pF?E&-a&b6{pUZk_-lrTN_1-#fa zxiF4I0e45BL}6xJ#Vp_eu56*#N~)Mpz+mdZ1l9l&Dpl5lD~7NWs{i z#sjj3ObmrGj9hRG^l%4j!~K1IV6DT@Y6aB8EHVi3IB#*e%pGr5Z;6VELaBXWW#x&_ zx!e8wVG!D@WTKgYh;=prhk_W)x~uO%SLY6Nlh> zZHM0PZXpl`ItQqXw6v|$)AeKGa5w`!eOC7;7=R5tHiRjNZ@FXQ;MP_KGFATl3>#4K zQF!kw>FFh?x$EgoK{A%;xmo$IiH3VY`dm!_=g|BJ=tcyL|0agZ-dDjkceS}RYachPS3?^rQHzr?~`D!&g zAD-3o;`9Kh27o{E@qC7a(D7&Sz~-X_1?KffQ1V`TRM2F{56|3c%q+*qTV9=4mPmZDVWp(lX06q^-Y@5Ivt}$>IA*Tw!@G zc?Ycd;hefRmJx@O3yQBY6_f&!RT*V8%P@ow?ETSZ2qg{BQI`rYBTXpsi8XiezMx$3 znd3*ko}goO`HbU0R!{eGQj3BOo9O9<=uPXVA04M#vljO>2OE?NKB7krK1ngjTqe0~ zqRDDW$u{&{6`GT_b?R;y#@;5J6to%Gu{PV^clo!WKKnVl{4m8TKbh=2$Jpow!eRzy z1K;~MN7apIR@zxa+(D>lE(W~tTm&!;ykk=rMD=FpzviPR7ry#EeQAP=gSq^x0f8XK zr7C#$yC*9oNsUC_5;Z-;FO@E({Qeq^lMAd9`aNvTCR695g3)v&#P>fx1zG>sZc45m zPXk=Fbjmfv>TPkQfC60cS-)Ere#90xzerMbVL%@$VH9QvNEjurn^e9b$2LSrli11O{qQ{R}Px zS%JlL+Kq+}Zo|x|p%h%^ETSmsKQzxTc$`HNa8mqRI=fKU{~gUhg`y*djaDHcM|%mJ z2GC5!cGZX(S+Gr6u6lJXQ8(Yq*<<_f9}4!Uf7R5~G&DTzcQ!CE@bRfrdkfJWB2PE8 zgMLvEDr96~VVSOW&9~%ZWXyp$d5DfSgSw3#fJv6vP4M9xnRJuH!h*82IM+hJb`kqy zFE2&m^=}OTNtP4es8L}@Mn-Ben`*g0XusAK#Kpx820^Tz_Sy@v^Z*4i+^O8o0HNTQ z&lQ6mqxo@DzSPh%v@XpQ?Gb)384(&MnaicN^gn9Q{UzGDph=68xz4gcjCviwO-wX% zm)F+fK7BGsV4|ZdxW3fW%w$wb>C~c6rr*e9-bg5wl)MxFD66iix!hwx%8}=m8?OK2;xxBn=G>K6X1R!$5Q; z6LCxH>i&M5)b5Ci ziK^lba#tXr3D%x_*G=007rVV>#D!R}-E8%MQRb$*fY6;3JW#=*W5?k9C5btxJbB(8 z@fPhF%1-i%xoMxP*FvZJF<>VF=JVhc3roJqUuR#xdc3Lp@!s$dH#$K*tM2~Ys^(P%qAs* z*3LE2n@$-rR&pD7%vm<75Q}iASOb+=TgDh7h<3(8k$>q()=s=wXA-4Q@_UDZ+L7c{ z>AZn=Ua_p+?YeT*h)g%@d%mr$NQjwa`_|^(0NhfBjOHZvh5OX0 zf2^2fMleJh#qMjB$iCb80b!B?=14K%W4Ki7Z~N+dh?zgL*bo0N=e~IkuK~gJyS;rJ zkPc*@(AND88tFBghzOsCfaJ06WHIji+{^sVi_f70@U8&W>-PfOL<~OtpPTcK8W2`L z`d1*`_xAES_Nqxo|K2F_&jV!M|I=kRl*%OtxSt>I;9Rl2S{-QBVgS)~Z?brp%HFtL zeLRPGXs<<1=FRpZ$a9mtNpAbKz9!K2Z@*>{&Mz+3Eaw9;$iUwa1ggv{2u7Jgmw}=} zF49w`PYvI(s(i05q1-`@Ed^=K_7in6TKc@+@w^i$kA2eS%~bM-<33d}#AF>mUsD=0$`cGgFGrI|JwgyYz+| zHa0e%9c|GD=+^sO0MaMnu{{U)%B){!qbAJH?+MuZx*Q73BPVg^ec|(`DDF_cb{Cie zft`&I62JGUv%2~aJSuPvR{-QKIAa&uqxalufU#2}kthuTN4^KOgujW!%GN$#y^QUS~tt~iLpi)(7WVeSG5ht`L_;b9F%{4f%pE~`h^jrr5{ zzE7Vb*DS;TjWs-6w@r|#q-NzPgWwVNFpVvVBY@x`E!kAC##Q)x9AY6{v50p^a26`9Vx_V zsi|5_04W*i=vd_l@bRH`u3jCUoSY1dt}jeFs6~X_cTKFUvKEw`rXVlPs_lj33?u<7 zkeC9lb=62J$dq%GS(XZx9RX zir$Lm@xAl{&3ZA^#0S;aCMx$J$&F&v`nj|Rc?wA6UE5Qcv`gGpQlr)LbTj)`V5G|Z zdnQmtmX(+Hfk$!|&{I`ag*;4F$7eo-2X-B|^KuVF0hyFuF)=Y#G!>Z?;JK15iHGms zNI-t~`KEm+=(y`a<_60CE{t0ZYO`o)4ZVc#q~zq(=p&&?#}!_W!Hk9qUv?!5*F$Lt z(jG0nlUsgOu#(rfZuu?B|N0^hDpm_B&8UmHU>2w$Fn{?2bdxZc3~-=N(k#itj;^Z; zKHyQjAoup&L2zP88uUooK;sHzlwqN@* z9uEtuYkn0Z&pFzqZJhidw*n>gwJ>0+c0AMJ##3)-XXM0AO-)sQwsyHBe8pD(;%)2v zwHAPpQI-+E{N=a{B-UxWuqG1EpF`07V^Rcygs*vg3H+{It*z!@Z%~|y{$m0|kdu;P z8@vLE1(-8v(m+yu0PZ4gyzS2)A}*^4P$+_C$>)6MxeAb2v-enPdUCGyT5%xZYU0!^ zu)dbNTV>=KlQBAX;lUN7)hxbX4!Z>u9S(uo-w`Xo7 zcI%hfj6$uD+jc_ony&fiJ`dEPoVUWYTk!IWv|YRU3w7q`Vn*mV(GvX)0uH$a`p7o0eZX)}T-FK2m4MISilpFkrV|vL zw3)@ZZ0-1758z^2ZV=rMUGyy8`Hwv;^2!Oucu!`9gFb$X*yt^b2 zm^jefu`zA*rUY9493LO&6j2%gJ`RIipaQliFeB7dR54SpE!i!49`pxDQmu}c+c`S! zGUV6v!K(N4^k6-bKqF$O;^TwvtsYfc0f7nKQO@wspZl`Z81}}ML017EkX9jMkZRgd zAfEOEWauHJqNbLM<&?@Fjx&P`UV#(=w%{tf@B>UmTV&@z^r5ba_3G9<(T&=#$!IRegg63i2nNOANrdr?F>rk}Vm0*zS-6Wl0nG~9*m z5oGqSHn2_WFAn2ODWluLk-_U~xN=_snf~|h->Zu)UzsRIBEWmmIxGIyN;<>X9t%!j zecTtnnuBu@I-Yq0t~38d^&u1v9!Y#WJ{-5R9&`J5QISP#XGe#ug2H`tbno5xTYhcV zuNZj)s1bS;u4S%3F~M{%?wvr`)2;OYVpNvtQJtr!=bCd>qR*-2NP!`g>fMeeUBOdi z=0BkP3$@K;%dzh6EnvQTtV#iC_rV5-{XRJ{0UXsg_{79ixb4ivatnbT9FQ|~-#uYw z4mBMGr6fcQE@;5O{5fmCIbE->tUNb6Yj_lP^E;};p&T!wdbG~l6R344BZ4f@&FvUe zPnMg(zZV=8poK4%JC#mF|08fDXJ==g?(TBmc(2K=n;e`+_D3 ziXn@|{M*fcVb4?YI1GUFI*wx5y8jBR}AUHVz@cz>wHpD)CfP#VH;)07X qKw_o@GG6BA|4F0uKN~Suu8^KO&#a4bSX&cAV`BscS?sycZw*AhzuRl-J!IEG)Q-MNq7A= zpYJ(m-F447cb$KJ|J*xkIRZ2Dj#upcJkNgi1S-fqzlL`k4}m~jlazS&5`jQ}fJr6;{IciP437w*-*A+ z^ps)+WsUum>=Yc8;hHOkHxv~7m}zL5GsPSf@o2R7T2ocd(3ldu?xiav+$-F$^hQ2l zy;9CDStP%3@SI1sx7hnDeeAY#jni^_BsX_ga;R`@B=@2MOB)efNba;VKm6wv^#mOQ zfsjM~H_tP!{D>w+rm!?o#67{g^0Y+DdoD%8Ys;#L_hn^eX`<;GD<KDe>s>DwNt^jZt^LA8#grb( zi{S9^)rBt!+L>XPsMy%E<+ONZIbHnvY^@51)^86e9$838OG`^hWqzu{@WOt8}+yTd>0MAE3~o=pEKUF zPJP+QKbyKSF&%cZg5hp@lja4!#rf%x-y5_uEsxXF^C@?63STY7dJR=rx1r0ofKeJ$ zN_QE*AbA-*N2ClYG}It+z^sHTvb~(~-aXx}I3bj&we?0~B8?*!*3=)-YwmLdy>x#X zcsb%e`*ZuDPbZzKKS*-IuU-gl85|t!rS4<3lGT0s^y$Dmii3^GvMPCrUONei_x6uO zL?$mUqJaZ-!G-UOxt}icss89z7k|!ceAD)sSN;sMsTB8ltta}-O4dh8TsNnly10}N zTL?RC>dMFjx$YAntPFxo^!DG_e%JkA(R9AUgO>1n>|5F6p0Cu--{;Vni7UQTk&1@W-)#TKZ1=Evm9N zl4rZFBe$u(#{Jc4(|POqGPzNL)gf70xXIL)ml?ZuIQCb|zoH`sxy6bZ&B>U4*hG1* z(&r^d{3%u=*R`ND3bJ^qzJ?mEiK3Y9nW6J z!F05}CNka2*H~5|3TVFDSVkZcNDKTdSQwAxwe>!?7(O6hPg1>cXR0kth=Qy(w4Q|Q zi96~`G}Xnu!Kf-6Y7x@#p!Vjv6tX@H30=gV^5>RsUo;eco@UC`l%zMDZ6SV;5|KTr zvPb4*n04QC@oK_Ga?r`5uSsi%r z4u8vfq>q>1rD3fszN6AyZM&^vXQ;X=`@+G_Bnux$0SmLaDTvzd@OOg~tJ*fBs{%fG zU0WA}p8_3S;c(Fz&HXd=(p`@;d)TunK66D~EE=WfS+C8%Nzn<~)bca)xvTFFXguV% zb-LZ(&CG#t(yXjQ9yNzlVqY)rO*Nf#4rpz;akkw?l_%?BIS`YFO%TVu-a*1HOXK%! ztZSlNKjT>Bg7cxZ9FE@n_VY=9lSyHEn!0R7BBWuF@lKxR3-^8U8+cU{?t`u?eP81} z>HYphM!u_dx9?3=QVrFsM6ulPybxk0G)a>ml#91|fXdY{CcrNq;1YlC%BqH(tZXSZ z+476W61?`M7O{f6{FP2oQu58quMg>#nm&hl98RZRxYd0OJgPG7733a$$#N%VGJ;Uw zY<#3IcYJo;OD~zqO`+VGo7#`;Q=%_+e;bPYWS`E@#JFQSj?15k#qjLZiJUx@O$*=s zWF(jAeDdN@CHE%fW27n1_SUTIixD6g(jMx4? zrsE@AZQD-I?&ZsHQ&amT;)vZqF15?h^L*&%NSh<{qj z&Ssdra?wK<+L4q|c<98$-nBSv42N3K`I&frXn@3FX9!4PGze$&AIv4u{;9w6=c%wB zI{fjE-EgMTmE~oBUMrJHmyd)qB~EXK3ylaI8;Z>uYwVU=Fy6Ub$Hh+&=HRuGF)dMi z@nT-Aa?K+3%`BXdop&(m-h;5##h;7#_3ubhlW&eyW<+y|aXN9ZGc=7QJpEPWYQ(G( zg@N9F?Y3%R)aKN$8s4WbP!}Kf*EjAE|4er9x)bko+h*t&AsM+*~s2hYMqnJ1Dl zX=}su-FJK}Eg*S8w_;<+A`Ves5Q2ERAa zU#|h@-2bX)o|1wt0fEQ1*Y^ogbc}Qc9%)qm#DuW>u|)MD^2@hpLE^~whtbx%_3t7@ zkukZQZ5{JE)fQ*Zb!x0sehvNPK9e^f6s_^dez|5;C@|^bJ;0%$IB{|y-EqKKs zP3d7D+>KtLh8h+&@oUeEnMu#Vs^d(X3y-6QKO>h1PcCEjg82 z>qFDMH8p$jr~NAHOk~Fgw@#1JjH1HYq#ZV1(-Cci>nK+q(xfPduMHaz;2XNTf4ojf zqpdyBo90@xAN80qeRnY)x8~IS)$&UJ$a1e5J3A7m_eX)tnM>Z!x9;Z~7x)*);U2pt zNSu`Z?L1A+hTr8Y2Hq|~`m1yKPmV6eu+TOWEUr~8usEl2o6a@1R1>m7h)C=&Pqw}q z?~T!hV&xuKm=8JhyqMLg&ekr=-FNt-J| z7p4oHIgMIRgnR&02Dc6sG2Hm*T;kyS%;s;5-k*DK>)(|WyQdrfxkZBz#On9F&~T;T zby$9xb-?gF?iUFe0%1c0iT%HSei^$KXi$%};CtQTs-lj&k=f_~zcdNS(dnvADG7dk zKzP+boMoWJ0L!nf+4&tFExY4l%PSB|v`HqzSv1P~tek}6hg791sSJ zw~94cRUZBNRmj!iBsQtHXO6wvMC0kfi22B%P8n-R%_&#xSN&Kc42+MSXZ@uc)`+Inp&Jouxi=ZS0LG>cxu}-A7U1a?tqRjAbbWG9OtL=S-a%R@+MpJ7im48J}wzG3~XGo+D=HdE{$ch=$gPO)#Wv zW5eaSA6cNmyUJq3ak#srr}1ku&ofNv)PHKqQ231x$;X@`0=Wg}9TqJmHMQTK1)cnS zk-Qd!)+2@*FUu{X*O{k-?YL^r`7g#Eud=MpD_IEWBdF_iJoj8K+(*9_1`BiTt{Q9T z3q>wpxhl~(c~|}?|IuAlrym6~wT0Q5+TVSi=&JlO++p6{_}VN{SM;-bZdk`WDom>4 zQ-rV2+6tNLezG0^Dhu%qJr(c3_xYnZAref_*g}VubnEKZMc0SA?+_|fe?aO{nbp7B z|9*U^ICM4GxF*~yi_pPi)p{(Yb7{diZ|c8g}lApR>wMStSM_!lLu2ixx% zij>V`b6Q%~=I3_}A2}@Po)p2@2lx#ItgLG2vEQ8c2^}6BJZc%si4F~Y%#wW^8tL8; zI^34!MiMPTelcOKo8X=v)=9J4BBOF#8*gjBjfd|}jT~1HIY#=qV7OC{{Nn!q4QDUn zW&@>y;KQt(ea}zxr>(yp2L~`|r?}7?kwt}tSomZL3JPCBLy4)VMC?}-OVq18FV6Gx zISv}I0sDUmWzIM4O|@V8LoFZ>-L*)JbXXrrQDidih*IicYH4ZVe%&6y_hx3HBf8^} zLAk~q5f3*YpR-NDIz_KP<<2Bb0b395ltc$28uj=sy=*UP_{*0sVjoE$ zTBxP2saff9b{xrV>~S<7-q_eEa&fv7N(BcJjE$k?@JH%7#u{>vRaRAHWqKZM8>PG) zF16GsP!+UW`jhlLc!bS;bILm}&stIOTUnW-ot@q5*9*kY2oMPQhYVe{Sl4bBJ8jLx zdmOiLMMp*Pzg=k8tAD4YB*M$f%fr*hMS1&nRCu^?1rH00Oj_^R-k{En8#fr_VwQT- zg8w&mn~sHzu{mcO^gI586ai`Y1Si>hxj!HMSS#a+DHv~0XW@|I2vSlazP zW?&@LZjs!&#jcuP%OwO_06F*TzD+NLS!;74^WWF3ZOw(KLvBH2^G~jhU)era)DC9r zk+=N)@tnUc>SKD@$`Jtrk&uxQbU(H;Gs{GNfB)fw*+ixD!#yJ|H95J@M(SDpt%h8q zDdFro!ZuU2sj|^-?(St)<56F}5K>WDtKB3ci-?FYi6jktcIC>Ihl2OKZa;V(A?a8o z|IIWrqiDuz;Ctn%b^Yz5Ez`0qSi18Y8ym}nE2Ip#L4>y3b1g92OG``R6^>o;A~kOp zJ9id3ig={5SwI{Zv6($TJ8^JChjADwFnBIK{kBWUcr+@cX|`qFb~RfnCG*!WL|;&d z5yM2sdC|z4(Hp5G_oKg6TGKxWFg67lKJg9YXbct^cbO078ohq~nVkE##Ulnw?eicUGV!MsqrK(yfOF6IRy!>T`-H(t{w^JVkZ_C3- zn!HJeAI+1rcU60K6K3Rub-pjw zsXpATOhV!_H_a>4lly55fNlWL^G%%#Mtz8CACk3`nZxW!_OGrdm`hU!n{AtuM^M8w z&ExyDe$C_|KYKEdZcjAo?|g`>cCy4zc=XsAOB|=A zy0kw;K2 z%74ee!1yFSdvzLwQpji+shFRb;b(lxGbl%j{g>@vcgFB^+|qKTO?v%MYkZJUR8hG{{{E3Q9QI> z41e;;`&rkoh$*C;Rc3p<|7|=AM-I!-SY`W+B+Lr>6J?)I$|kl76=9AnA40O`i&nT6pa0Nlk_T0 zjwafbzV!Zggw41rl~`ftmrU1W2ECkyx;MhM$Yw?=XHm3^lbIeC-w?tcDHfMu`K=%c z!)K$Sh%%d=AZ>+4goJoffy2xZ#oZ!rbG4{$dCPj7%pc1MT+u2Eb2^Twdi6lD4Xg+A zB=NT7YABk9k?L*}dWyUr6Y=Y80k3x*Vl=(`9TL&g?^ilklKes&{V45760WRd>=*17 z6I^L4>V{@@8{NrgC#{2}jh>E9tHxv8kV{Nle1Ew&pl*<4<-V|3)m#?Y9IHU;K+K>S zRfLQ`{coMx>kGZH4Krksih%><2>ZZLc0&)3^IC5VcI`?sQqteETU=aR{B}zawa|jH zu=c`4;_pt+3e`156C!(yW$0gJ_2bt&@v|ZF7n4b5KutD{l9QLOaX)cTS66p&;g{_# z#drZKx04@ax%z{ z*`;_F7G@L)5hO~$(F&&7Tm(|M*9xDc?&@G3Z*+%j6ptxHS%`Mgk1Wl&B889ULe)QI z%ng+Ggc?{%_k}N-Te(@pKBSPA`rJgmBd;orfBk~-@!jV`+u|2db0kKCD3rC2(dCPG z@8pw4;K_yE2{yPUHbAuAv1b&%F!Hx-H}B1HHsyTQH%;cpcbiPOa_GthbTT@ttSUaN ztku{%Ru^`18IjX9&C1ZV%x4*%s~!*f;XQXW{k*@BHXm{uPx_w|hf$6DV!)f;%T6vv znM?CLU~c2pd-Uy2F!#cpQc|)VIr!1w(>!b4!@~{6YnF-C9l>(feY~$>n2TXWyjO zy`6vVcoF`U_`Ze8g9@TNNiD5&?+6~a4E&$Z+f-T}zqA$nY*ak|JiNSoZG~p^)3+Eh zy&o4J?UfUS1?oA19?hvsCm&RQnM~j0Q3>ICv29afkIMT=UBegjGA+z{?pN9Nx0ceZ z=DeB*EfXfO^UFo<>`l0R;c%(0A}aimw@h;LSTCNiFuc`1YO!d4taxNNKsy@OzQ826 zfHV(G3U#hz+iBWXlKKj_$Z6#GZ$o=N>JTQyu%q>yVaI7ysgz8e{x_b zT4^^g7nnp*#m*bDv2Hj?csjbKggT@CqRv_@SOhgZ?84+1vOY4!vWImJ*fN*po$ zd=3{?Kric@K1ke}+c0XCJlB9Dy048M#^;Qcs>mcC5Bkqg!MATWkrEJ@4Gav-E6A%9 z?o#6fm9XA8wEvE2yUNl?jOTl@)9`D6C@%Rs#}5(d*88(3r3@tE6$yU7&YZuBKiWa7 zn>zPnC`N6PgarL~>VJmyyGL8L^?+uV1nXdN%V>Z|eZWV7WMYq$(Y0qnwoT=R(^WX6 zU-hFbo*P)oOHFOnfpt*!n6K_&z4q%int*B@G1ftvh0kK3 zFT4XcPw-K-{7rL3CH``b=%k&?*ABJkvzj$tpsV>Sp}TBVMXMP<@GgU^ZDikg5xCf| zNT@Kqgn8cmjW69TjuhAT zo#u_%C)2LADLP@R-5iT&u(XIZ!bE#edEQ|XvM2v2RE4>yw#$LUSDq@g_|&+m2hZ2j zQ&>mteA#Y-)>M25uj9tG4_2?=q<3^XFP|M3J&I1Ls>3Al97C_^{FYF;nCU6EupRuK zXf(dPSl;!+P)xg`62n_(oyVW$7KDqlds-}Zc2cS|hR%?LFm7C?)>?WJSB_#h~TmtuE7Xn!wA1B)ltG`cuU2=P~<560X33a zr?Q{S9NYd(_bpc&Q*3*yiPTNiYCKj_n596A&$-(zYomdQZJunwwp_g*81KH)LlC~O z@r>)}_72-YV}%+~&CxU>PA15vo~wXkL`C)U^iWiWb=Dc4wIr8}w#PowFFmUN7qy zTsa@7V|}g6X!J?UbN7qm2?|w~JN#P7SUa>to`Xb3Q76i}OoHq*MrAY%;*>@F2@%pQ zUO+mtHmX&|e=+-jNwzV3?_l3atV*Y7s8;CE%>ypla-*?@WN5g^_!f)my(8lWkpk69 z-CsUCi(P{bst8@_@U4s1Tn3!eiZ=f2oeysDi76{P)?6zZB?auL&4y`WM!jpUqnr!$ z+m&^U-(lrdIi_8xUbOJ%CSl@Ld#WJctGUK+Om;Xtp!UlTTKHW)bN}o^uy9`6q36K0 zmA`IAqj!8adONdQbX)%lc0WbZ0SITW+I{H@MCOqNpI#m2>f4yg%E|(RCM--$7~#s3 zzZIy_WkB#BK7PE4hxfH@zM!B0&^^7M-Ez--Lm)9w9&$dL1ns;u#@3hG{irMGzy6L_ zBqb&$zcej+-2n`5?+2%Vq%Kz^3j;$_DJ=s-nq(-wQa`rWNJ7^L9f7B0kK66Zvip-| zzPpkB#g!@h1F0iJx5T=?l5#uGJXus?HXyeg37`2ri$neGPcYovahE1a%$1keAOF4| zN0cjid}*mPE_Hdfmdvufb6L)WR&}58Iu~gSwO@q&^&n?YJW*!5xO;e%ITd^Jp;Ql4 z3s?jo$w%{ATTNEGLy^+d)D-TY#xJ5{VG*PvV7O5619W<_l9dM;_c;#vBMVhi)8+m3 z(Sx<&`ogtu4_@I=1LR-t&l-$+Xijj4Z_2KX^b*p4rIYTA6B?U$QHg`mWT} z!rEZehN{{d(D3_m3AdZOlb!?PEzzsTTIIHkO3hNEL}>cHh<3!0)xJ z(Ma(H+0KRGC#Gua=ccPisMnve3sghPM^tUz&9wRbx*+0pjZM5eeYK5C%+s!D49Rky z6rJ2JP%d!6O(A`>ZCp9R(rfIISL5lGAM~T;*_%Vm3Z-j5n{Xzh_dn+|^RC+3FKbjL z)zJIV_~nnBC~oesBpHzl$*cZ+K^C0obW;z9dL;Vd#`DwY86}HViawpULcg+GW+X+K zbFMyo0~z7!Ew<#eG>v1eV<0Z~X=uKF{n}?{4_HWFKN0vc)O-Omy?ja3Rv5}4f0t9= zZ(e_4qRJKcmB$!sQ$qtGGF3kQyzVMHAri%=b$oU(X>5GZqI2!vy#U6~pAE$e_S<}| zop3)Gud7405oBi{aSIBbc2a6KWAyRsC54plvc6t-*ZWiCR>M~8$UVY5R$jceEr>Fz zOhnyKw`e|n>ORf7!500XI(%i!F7D4@#cWd$y~bMup*EA0oCU$Zx%T82U0EGc$aW)@ zTVXL|4+vblE84K!7Y;_ETzT4c9&4>yq;^niV;w+m z^jNQ>SmnoVq~lRFWyAOT9Z~H)HNOd^?h$wfZcL6Vy7gyw-NM={8NJ;&+q*3xdag6` zTS7NCBr0koS(4a1&s*=GM@B{l2on(1s;fO~1TIVTP_QPt9G_~(jR{tbQq393!>exbrN3iD>>SG?t+Quw-7%kb zNk-K?-KqlAmYR6=gK&-7MA+Q(Y8_j*^y%phK}n8R4k`o7Z{z+1C>I-b1Z8Z>TytQx z;`iSejU%MNaT|zmME1DxQ$HKCD->ZZ+;dXGzsE=B7j^|-?V$)>ai|D;0 zmhUEF8fpRd*~7_Idq0n7ES$S21w&qrn0+qp7eHn4Am8sVxJYI>-Vtv+_^d1S%G`!; zN@4yW!$~l%#gGdO3ZbFuIS@E_x?p+x0WEhG71BT?b1gn4D>c5Te|2<9l zxkh0Ah=gj{SYtT5%ShHteW1_9SMDa)vzuJWSSKaI__Mfk#k(5^ADxl@^{v^}3EMPU zzm>fUu{Yw&93cozo_ngNK0sE+Ip^{5wnT)}n(@rUb0Kj!7w*80INTn1hmBog8eb43 zeskONE2*^_lLETGni8|6YMfk-MpZ>FRm6nkNRxj)T8hwRPv@yrlhRyCpy3VM89fbcLGJtz@G6V zDzX0LvcC+-t@quF2m~ zaB!w({YdzzI9YG!zEBs&^Sgphx}y=AG$9SYf0tTMdh9NB!=13Sbw=~%xu5L2AMfgs zr9Sn=0^QE@;_LtzbQR_IJ9{4ZCvGqiH5=&%=G7=pfOMh-d&@}>?%V{so&Ij-Tqj={US@BGdPjX zkA2pa*Wg-X5WlYi&v%oe?-KS7A0+L47yJEQq!rPZq?A&-=4mm+lz21X<*(~}Bh+se zdfF~tT^LZ(5b^fMZddo3h&x4LDp%2dwPn1LAL01;#uaaOn0ayg(7g9VhmI*#Q8*NW z*6V@Y7L278uDHQ}qpho#EeuW%w{D72LjHrCcK`Y3I}gniVJ5HN;d}DpW_*{3+aX7M zm*@G>A_V-0W_{@-%*rrY2J@|9Aatycmci~lv938IB_(}rO0fls&gFoGGK4#ltM{X{ zZ12hC*4n;(%esD@n3x#*`dt~Ez@Q+|^S(>(Ujs3Tfq=;WlakJ-aGuC#ZTBCjH+)Mq zv$nqJFQ32|_4OSd`bj2xM@VU$=+?85UDoV^Z>Wc9RT`TOPmNS&8gIN(8^>4&)}R%n z9Lq}-m6#vSVo#YU-WKr8BE`2muVh=9P~F?^0xn`~g?0qYtEc|^$5Dk>t#8CVAw0}3ZVYPGcqGWDJ6a&L zPQtda<^E~*CZp@fzPLONCrKPJrm(q29WmqFcy;fDs)mClr`Q(o18qx{p^58#;}eVo z@lU#mkT~)^f0$R!3cpdYEo zXIpMB6MkcRzUcvG&xWtv%ttiMf$G0A5qJh_o&UxdbT(*C;8EaJbD1%Pjrwa z)B^}83yX?at=Tq4N~ALsJEIRbfIm5176~ADuxeKh9g}L9nXQ1-5^#+|`NSIy;q@^?F_U3ZV*Ka3 zH~%LYytLj{>G^#GDT@0;;@yq*LbX*+<)VQ`Q+$Q2e>8tU|4zrd%YA){{>U37B>k1n zZ+ZRbLR-f2Z#lWVZ^Wl|DNveD(5IE~y72@alVBIE^{JU{2Emzd2phtSc{iHV5;l)J-kX9AN56R3t_ zWn~p|KQ4|=!rZ*4-5S<9+$LqS%wojzgZnNb-^T5V1L#noO5^z>kDgIP z96hpkiRnH*=;kHF~oEG?0#rtkECwm}AiBFakKAz}rmsBG*{ zRhhTZ1K+sKD=eSVG!^p5X2o|7F50DQ#BeyvR!#o$)+%YFnyRyf--3Go$%%#(L=L2= zXqL|E3qFs;oZ}{_t57^ND+b0?SjZJC=Ljhf3OPn?W^XDt(}r2A^o-vuTMCuir`I!n zAPEeqO1S&-FyeQWzG{BM=3m?1KOq*MqV6dhE&cfpD^*5L?lsv0ltN&;-QhB94z(VT z49x~%94ZzbL-~3yGrn~#9xV4R&IXHU7aF#NZjh~=zRdg^=U_Zig+1Q$ca2%emH!UH ziD~PK-@&sD>@v&IfzfyK4&#gQo_7feH&1uEPL7UPRr9ARHmX+O?Sblzfu2uyRvNPuK{SXP5;RV!C z92+;rY14R>aioX9pUI+M2t=PdNXEdbLDDF(94(!jGmJ`o{^|BZt1-U7XESkAaZDH6 z`{jLwriF5o;w)D8p4`#_^D*Crm?;Mt$i{b72QeyI>A}5GECF=X)K2*rWyB9^wh5uv^6W zVoArp3bR$4byrKMz&P^69$tQM6E9W{TmT$o*}e}!3wQbuiuuUoPeS9zTkz0${p!^# zP;VYv4CRkp#|KL#KNM6}`m=DUy}iBZLo*;P0C2V(DK5BqDYSnHHP(HZ!NbY9wY%I4 z9172$hKVT?RPw)pmmj_jH&y@cS`&!yz^DM9{iM4KWBz<*j&!CcMVeiwdJK4adV0E_ zpWn&BMg;@QrRM%vQrEh2>o;)pqN1WS*=PW`)tj4}Xc$-)qoo}}zt9i}6%KsS7m81x z9@XB4^;lfV>o#5IZyfKgoT2#0e86I*FGD?NfX>w|`HhZ`uWy=syvO0@G!*HMPmgv0 z6Fat4qahMLH*-hPkGJ60#N2s9XQVgaUNyXy$r>$_`pXwvK7xaqo12@HGo)(~e*Q(L z;Sg6_tiBHPS;u)kEFmEw<5e1{5spwRWE z$qL83^mG%b>b%S-elz>KEu0;MHMZfxP|STG-k6w}LFC-2#l^cH*{hq|+D?GT1B6}v z>W+bUqNUKz@m!Gv%je=}`j8UEb$DF8O2K3Dr%U8QQ(b*!W244?RXN;ZSQ4E(Qig)p zs=cFQ9I^tiljN5f()-W>U?0%kJ`%>kHhvCzmw~>%a;_#hAt8rutrx7@aEsD%%+ziZ zRn&TK+V$hl=!oHT@zqf0p@Rv{}`xZzpR#ZX228xB`6#J4eQw*-=LjX)X)D@L!fB`Ahd-19qy z=nlIav?bKA#oxY+UZ`x-5e4?=0W%oro24z(@+2)aaVlYlw|sJ6so$F5R!n95F&Fm ze{QQzLKlXYI&2R8|3M@GBnsOQ2)d!M@y?MOvKe9*jBAQDGX#q3wzgML-@e&_QhOZV zvaTZx~dV_>)h$N*}A;d$)!t2mQH8!XJtx$O@d zFE1|xFOC)QthVfRyWG7{a-IRp11Y<rH zD>8vTD2+o7bwNOO`UVD;;m3!Ez-IjkxtzBROVqXc9T14x`4zdVPT@8lS2_Q4FzWB? z>gc$3?OKUUz`J(~^Yg?1I7&3xE>Gg(;sQFOj_dlvRhm!YZ^7>0W(Q+cS6^>#!+}t` zfz$5C0gms235=pK1ekDlXDi1gIsFL5?-9Ol>@#?WiwOQDiGJTNM$nlHs1-lI%fa7q z(2_UCe(pfIkmVB*^Q#QSfrG4nw}X_ZyF++_WLX6&JqYHIFYCdE!17T_S{kecMv-wq zP9P|ldB`Bb-Zx?)TO0HXzId!9(+~yT%@U5+!+k&;_>3!Z^UcAPf1Ef#M*eGMf@R~O z3Vmpct?l_;EZMC7k&^B&QYj#1t&RQUrZ#N;a=9i7+3*MmgdP9J*pmvq@iNa)yh&Zz z)ARCRx8W&Hj&jz{PB$_3kDkzjh8JCYN00J!YJ~qQJ%Icp*gqHr1V*{sp>&#%aBnmP z=5xR_DwS%r6cT|KD+outyn{V>_c=M=fSlm>rMbB|;5wDEQVk@q>vshuWPAUm4FpPn~!4E_&ZVpn_UAwafd?}K}`$O zPD=|W5gu7E*65xc??DO?S5;L7de1r!^U>AZOo)RC$>J3DI@o{G`^}&&XRYo&P@1$4 zp%Y90JwY7Tu&z?d(winH`$6iG6ySpBs$JtVZQ%SbiJ)3u7VJO4MrUppcJ@5!a5l@y zYAwc_rKY_L^Wi!UqN?y}|65y;dB}gTt+ZeXLYIn_)!#y+HV8HjC;OHMnBde>AOU}d zb=98o#zd9l+K`^JkXly%=et73pLiz@*UKiyh%PfJpoSsHp!*w>)}udv*ZE(?zII#j zlBOXPFGX*V&PVr*Bf`T6(_bWw;N!wRc?^f8@;u!#&#MyeEuObu0Ed+v6c{0>{>1_1 zH^J;PF`1as(k2fZTc?9Vf2LAzntWbk0$g^?o0wX;SpNA1KKSMC$5~8LN=jKAXP8cy zqCCx?U*qB~E98(aFD_QGZ|-HQ_~_O1gpW^aY(1* z#1cL)Njzwg0~tv#+r*Qj=LhJ|*y zT?9yT6d1tHuCS2T|w=uPB+Le4RyCwl2e+QAj1rGRcw-4kEw7p-yei7Vy z2(Sk*-y=~#GB%xW&_90oQ0{hASTA;qUE2ZxxaB)&8=H!m#e4+$GFarC4_0ulATKX? zZAu^oyRBnm!8`#SylkI>NxXCfO$Si1@Zw*+de!rAIslXgY%HwKc#+Afr*MuTxGF#7 zG(<5VzB@A?*+GnRb#?~4UUN9}5f(7ecOpE0tIuHPtCb6jJpyGiulm^RXnP*AWlM82 z&h_ioy{XsAr(wYO>m;prA+E#YFD@jssqV+*{{S{C2>n$0oB%UD4@XK54d>B_@VWD%Fbpyxf}+Y1@#UZOTvZy*G{m|jVjSrxQt z`w?n;zsDX zU-znMoEYEc7QFcfg~!nS7vb#6|8+Bp}VPw^X==>R8uF*ZQ`F%)>cWhJx!;HJg@T6UeXq3 zb_efcqsb21-l?_x=dIyI)7wp*jKjB&&4iuVVtBT>2E`TSS$~Uo$>*x*G-Yq1gY~$mk*KKb8bGOwOPf{iQ z>cz4(zkj6Y_&{exfXj#7Rg0*_P>sqX-%8x9BcJ|R!x+}8Zsn4i!?vI{pz-(DkQXyF z7u1S635qUSy_4&<(?;+lMBf7m^$GF(oecB&Ct-oysfMZOd-n97ZKC?Y=7dtMliO&6;p2BOQTQ;S%~TRSi-wrOqvg0hswlQ!IHbD%60i|DQ3OMQUkpp{m&_)NAKCpC zoOciiwx{Sjw7y0x6q&7fbod6@p|j(Hbf=AdS(GW~Uo$LVt? zOXEweV0MYbp}mP{z{hIyJ3UCh3Kaz6^R(FOE{ep>>U*DtG!?!jvoY(pd+@LijG7n5 z%fEjzwfqO}j*T{-pIWh2=k}c^5?*N-aAWxYlQ!`GwE;a*HD~}$!5=KTR33+VpqN39 zkNbQDu{Mo|pCEN~bOg>8S?IUCJUTW+e1uo%zn(Yo;dLxuYKYbM?mb~_`0)r~PXPG@ zT6e6d0SGWa&@TG~c3ZH_u%8-0B|o@O8BFaUPE(~U0FM;_<9^YwrqUIZk;w7V{lULC z5qGa(6=Qauz&-#$!`yWC1eR~9B}K5xe7p-w8xZqS6tpJyKSB3(S%RGc){6b@ZJ-q9 zL;2HC+5ur%3g-w~$|3GClYVqP_^aidW6<;&K$&dbpySe?>B)=pGF2As3Wpr+ym;Vq zO;nzJ+wQRl1diL~_X1e7=;7C2(m@bBk{F?m_5!LNXH&k{gT!ZnzR=4??EEC+soz&cQ}qn*VT5f$t1?(ULZYDAy4gl?@f zFokz}kwV?VRAg9x_=bv&=#=3(UEP+$rppb{Rlx)1W$GF+R4 z1dePk)RXx^r>}PhSuIQ|EF`2GfOf2aP@ z!Vt^>pvBiU&7Cj)>2^1dEKY&8Aan$X?6h;EmRlbuLAS=ed$nAYgoFyJs!KLHFiDp_ z7qDp?^4!M8C*$xqbqeUuwoc<4%LorwadL8!l4=EvTw%Yu-;9liAeq9$k0S-s*MRo5 z-rnAI)ba80!s4PvD!7NB7l6_#IX~Y9_@9pZUO&(f@QFZ_eO=KPRR*CqYtj^|O#oUw z7uq8M!HRUhKoe~IQafeZ4cdT?=h;IM5uLPNI(qsM*7cs0Htad&Bpa0J%esPG+Q-kIUz4Rq#Xd6a z@k=!w6Tx&MT9U%6z3hA0T8OqTwHWT{^+wo`Ko{Q_Ok8m>Pl@_?qS#gWCiGf8Kv91k zU|e8H%ftx|?{_jF1lj&At}s6X6#l<;*rzk7qQ-x`fsIB9f*9~^dYK3tKmrGA>h}mQ zC8l6)5dd^K%7fa12zgvuj&z30&Jy#1Y|tP#fb(*pq@b*j3#EYNA9u(&^&6nZBS?7# zvG|=_sE-&lzZlTqL8D_S0{#Flsx0N4k!tsf=d@80@+jIeeEaAWBx^W|W`%<#L`D4q z)vW$PmQj%JKzzJB72G5}eJZd*2zmVWADU)?!|B4{N=iyX>w_{=7^vUi*MYnashba& zhet3N)I)a)llU2^b4j3S+fW*#0p5Z%!C6 z6(;X_KRw$5swx-5SMVZ9{8GbvY(BsOU#y|lu( zr7nZjLcNuni_0WR*kO(ABPP}q4Pb`7CfEh62lG}iD^PI^7CvTt_;3&YhDy2gBFP*= z)rX$(LlpG+0;w*u7`BDT+tBc=jVyu`?1CuVz-K)`^}l`lHmL0i1xhQB@iDLoE+abZ zDyS8)+Lzlc>*rWRO32Du_9O?|7k>kC43ECPJ}8c;pCAx%Y?l}E)Yf(zqFj)8lF?<~ z4OGr97a+l1!St6IEdDeh%~q_iV<1-e`ClpDR9;E`)HE9@lX{!#K4R!8y6^E5ws3%6tB?|lSm$<*s;jHH zBC|6~V8+1fwtccu(*?m6BAJ_qKLru2gCZGl{J|6pLnsB4!e!ouG8&3q#{={YZwzdY zll3ws%SyN)Z~(!1i`ris85tQGJ`)!oIK79KKr@E)JHE%mV+VWO;CGN(zV1_)Dj@AJ z=3tTI_dGu}b8$O3IN&A27lFnh=x=h|UmHG{aFtK$Rvp13LSB9WOH`__kB{)_rf8M+ zMJscjW~CFSu<*p_Xa%58Sc0%v!LgZPHVg9t1{CmG*&&hWZG}+Ny#$#c#^6v3-raz8 z1N#!9INJpyB911`0|$GG3-ZXNkRBf&4^=Sm=Yj@oX!)^uaR-99S!8K4qqIg)7_$l% zHZ~N{E-OESc{(9jSpeYJtJxlsA2N0v-Pfpv9tkSu_>Zk3wDbUu7(A~k zh#8Kn109B3!==jzuW~FP$^XJbYk|)aH#cqMpQ9nV(k{OStwS;2|j{_beBw>+}BsZ7uO< diff --git a/man/figures/README-unnamed-chunk-25-1.png b/man/figures/README-unnamed-chunk-25-1.png index a235deb701386b5dbc5ae982c404fc22cfd71dd7..b44e682d60269e7acee77e201fc35cab6b5f9215 100644 GIT binary patch literal 12513 zcmaia2{e__`|fuPIT;U`GLwXa5He;SGL$Jo4k?){B|Jz!v*7^Frz2Cj}`#$gUyzh>@WuQev$wmo55RHzux)B7C z+<+h$3Qhu^eA(622LGIWtZnfGf@nL5e_%%nE1Y38gqQi?+~cGT3C^m zb&x1^*Ky>aF6COkTr~FewfEZB>w4LY5%L8LZySV78Ytz3j0}vJUK;ZUfB4k`6ZZa) zt34G;2s>wVJ?0Z__X3_u_1Q#3T)b3z$;$HV$sgNG)l%PM-lxsqZ_B-Jr(ZFQli99oFbxR1;VafDTcn*W;cvBgE`{IwrA>lo6Rpd()L~bo0Ge z##=XMuaLwb_@e&w$xO5yQ*vO^GBY_@SFo8!ukGU=g)?%z+sjg`ju&N;Klu!vmS}GE!2B1G6m0 z0odd#1&;Tcz5B{K!2jz9vLOo%vu9-8FmasGL0qw#8+(U8OYT?~0mmC1eg%`3m$wvQ zu6M-?=zRZvN55H#4q+|^N~QlW;SH01&*@=+1%&P z_dcv~bxY9Zx3}oFP=}y_f65DoaepOOZQcmv6 zM#=Geg#ibN^KUiCpw$8t#jjfDVcEFLjFirJg%qr5iD{>}oF(vi>Ie268Uca zed|)sv}Y*73#?Z`um@&V^3%kWlY_(R3DwkNS*}+DeSJ?Wg&}C}B@cypl{q6>&e5~> z^e@w%z#9_38<+wg;-vozWu&Eng*vmgRoxOzsSzo$67?xQ{R(|1)iHg`KQMDlOjTPV zjZuR>)y zQV8;OuI%BTJl=v(ig!$3Ou;Uxw)BX{+~e{Nz_3Jc>dt#^6xY*=#}UX>%!BDUFl!1E z@dcx|i%je-;xzLX+=VmxvgDqAsV;pi+j2aVj4N8X{(5)ex9I2SUotOF6!g!Ape9P0 zcK={=5=D0~&X%ycQJvIuPmV%k{n|XEB72FnxJ5T4a&mJXH|^=y8BVj{?s`3hXLAv| z#<{Ib0UJtuV38~MN7>N0&UHiKm6*fzHrd5e1oD#tUur>7v6FDpKW*onTY~Z0lM<{D zs*p?){p;N)19Dbg{*1n4-HWB}XQ4^X=QQFv338sW7;x})t^)%DKE)~!WL}6oW1erM zBk+dPMLb?RRF(Jic;mp+GP4C2lm|yj-$Qx;f8+FM$e6LKy3|);eB|NAUQ2OtRIXQ@ z1sEa&BEEbfl%FB8Upk}L-Zu-gpA11<;ENKolAK!~2r`_}xjhAc=Ui$4m`KB@EAN&K ztu3>>!A^gfu6|%K_J{+5%r2(FKzKBL^Hj<%Ow2uZ2AU*Sp%U*Dr|z8Fh0|&#Pn(N` zV}T|25Fen+ro!9@HOlf&rYWf^-GfdJR*vViDh%{%f8YA{@qjyMx3HqUKkK+Xc)!qR z?8(4Q_qN`wpxFrJ!@n%;JzTRJdyS2a-H9A=gx@Etoda!~4A1sExleY-xR2(X+Yc{3 z+kbJgmmP7uE+)UTm);<8?deG;-K*^Domol;-*4_HABsPuhM|IhAvGckf5WJX%eDCE zRkf>3jGm4?A|xacWC;!f{dY(CUYpup%Vff~iBrF)i?&uLTNAa9eT!4}Csr%@|rIHp#c(5!^K-L0l2EzPAYa< zoSOndS&}dzT^RPWK+G$$R?|U{KKUiIiRqFDN+;n*ev%{%q=Xyf=Jl82?}FH4P^~;> zhHk8o^P{OdD@95$isGu;0&jRjAEgfwj!2*zH%MaoK7BjjG8azb3q=Z2{O4VNNxCB= z7lhU;tyPc-&+4IyirFZ`)Ngw|SV=FiNS^*u4ukg1ZjhAj+@E7f%g*-kSb?BGK^|B^ zv6B?rQ|FZso;LR(V zinnyH>1VusyV%nY9NNT~s!9bFmHXpbEJ8wAd0@LENJ&!ioZ~euJ8RRkywjd(t{+-k zGyPlL@ZPvDAa8|Mntl?sYPeNoc9u8aD6+NDtmJweZbqxlwb`ts_8_g|eza46Utd+L zi7=CD&)>iHuL{E!r8~t73Jb@|JMuU%Q?j%*>DQ)Z<6QAg<;~VFwaS(%arYCyPbYtI zqDOLIdaJDj8Ha2_39>acHKe4Z3+_(wk&$Ord*Y5D5l_Od3@#_%R6x+NU5XmHc&`QaTT$piKz; z=$LxU&+zFj;GBwt1L%n}*M9!@c`1K@AjIGI)28B~&X||r*SXiw6A!MUa4)$f@3Y{H z`Qb1Dodg!QkoX59R1d&tkvwFnEdAUPtv0X0`MUF>nmb4XqtzEIy_Pdx|)t@@y<+TwgjVv2?r+)^M25pYZ^z7msT1Na*;^5&!` zC{hKZ68Iafd+@h(vD4LfQwSn^yF&Wad6teCqDV(32<4`RdU{WUS&a_Nk4GRgS)#jy zlcHj4L9%P=#lRj~B-^r%Q;X|5<{No5BOnydh6l{0i24botJ}oFN=7Hzj>RD1v*DeGpD9z}fH!lP|pI(7BCim0?G7aS8@)nx# zVZbnElG4izk)b^BMPW_|@_O-#RPQ$9z!}zo4KN^}!-I-JG~)O=n$FcpcpTW#SYxom zV}xPoK5o~)jzY8C=1iw7Erb$PK|KY&@Yj!v_|ZirTJfye*6ZO}Q+`Suv=;zsd8YFKtNK#AUKcB znN))8_}hpe`ZxlS23!BZLdK>^M*pTW&}_1CAT1R*Hd(`=8-u&o&@byTgEEgfw1hM+ zf$b$6vLRhwgVlcQ_ORk-Pyqnt_11<|FZsbMFip=x5FRydcVG}g3e0TtR@uIKq_lit z%YW?DIt{D62f9TMEI6<4dRG?tw`Lg>rbu@UJ#u>=_P`<(VQOl*Y;yZ&KKsA)?yU3z z9U<4zm#%m!87aLth}>&gY-jSNIA}K%l&@d65M(s_pfbF5ZBuAu`o@xfk<0$1f2%0G z!zp830$a_fv34`N8KZ~$>!*Y~`IBjvUf`I%yWw%27&pHtaVj6-fUv0Fj_I;n5bN;Z zFf|>XV9fs^9%C=j_)$n>_$=?#DdgS446b_D6$i_Cv+mH~@cYKRA}>dz7vzwDnC$T~%8;BQrbO!I1)xyQy~Q{-r*9 z3-9LFrhqBN5s(H#5Q=vF0jjEM-i@W2a?MwPk+QF^uaS6Kk9Wn;Qu3YSeL4{iTCKd>K*NDY zB4|C_M-l8Rm?pf}UIM5)l);(>YR`i@P)*>?x2KtbWPsdU$|eV7`|~BLB9SD6!n4GT z=k;=cm@QQhsyVOmVWnaGI#uS>^^&BJSLg}J*TPx4G%q; zIkL&q13|I?*1YkIE(Q@|zzU)F_k@552%@XJCCC`54uYB(X1iJ0Br#W(2n*1K(Dz0{ zn;;&B1`J^{3s*O3icEBGGuF*Xg5;idLLvewit7sX16fe|W&r%USqPSQo6$oC3@x`O zf<7ES;tPGuk)kK?jg%CuhAfrJ9CcfFOq2{lV-QGDkSLQM2u1xN2E5Wt29%fhuZb%a zOgjl=2-<&F0OZui9G6%DA~Lu+oB<9>annYOiN2RKDq;i~52+Y%4%t+G?qq^& z=(V1}!d8n!M9?R$L$Fo3%5qi@bU9jgGEk?cJvUo}l)1V-$J8fd)LX%T8f{ zK%6R_7ybLwMgU*@4G?gpY3?L?!&~T>NhFaFoZ11-{T^z*ssBtNP%KV+7tk*FI+4rT zL>?2V9y00u5JJ_iYoV&#bkY9Ecx`@0N}>uL>gI+q$0VVXJBX-rZ9@x1UQMA12YmOZ z6BF(`DOCDgnM4mKrISFW^0@gm?M;CE8txZ|n9;FNLs<$4S3_rzq zfb=LJX=0kxTI@91;Vq?~mssAi^H^2^Q3{{A1`a~#v+U=hJ#H}#SE%I0ipc? zMwtmS0geikgb4PJU)Jo=8s^a}i{zh07tDG7Xa0_IA*S!MA%pSX&czW*{iJDdQpQCl zSXT=%{RIAP18)Q!))Px}1;ZN(*gg0y^157^NhAI=%qwcEv~&`fm8@+$!`1n2R}4R} zxQDm9>f+g>Ib8}_B$F~Di;KTh$3V_s#Hm#fB->)+LgBWzbYI9Emly|BX)@(|HBKBc zg9w`PYr9am!hxYDvvt)!A5I^s4z?w3CV{`or`l$|8^@Gdrw^ys@R$mx%J$?K{z!kY z#2)27ktZ1S{^zeZdIH8G%;YMM3j33}8>=t?RLE2SqR-h&X$S#Zk8qtv$q&faNz}Dc z3+9i+B8-}Tue8y{!IK}1)GZw;pBoZL(v4rZqzss0pc1_DU0jZXU6r|f$_|j(^kk`6 z*|^T7uMp&nf}U^}6<7sj4cc}pTqO8?xcD?}-ih@k(YB>9I|=13rvH1J9m z+KA36ae+h<$ef8R^%DOZ9b!D1k;7)r_SzennqoYD6QfC{g$o%+*!^>F?Wu0QQ5@ma zBe(q&(Im>@Svvd-smWZRnt(uNp*I4g*oeIMBOPpp2|x!i11fQofgI|R^co2&1nC7; z*MPO}E^?EZD|@xWdDnd3o}$H#3 zNTshR=KmljqyRJyrYW>k!euUz_R-byHsh&d!we~aZjK{tnxg1q2oUt>RUv6wUUu05!3t!_4Nx?5pOO_#)8hksc2^bUXCR!^K|G2pesV6;--m}SL{Rii_aQB%!wgD>@bEL71rUz@0=7KR zmnMct1hLZ+L~JevMr)+$bxZXTYgYi&#;4~Yg5SLa{(34872%{mer+bgr!)D0nf9N+ z`7Xd!CDPtzWPl1C1g)&Q0p2tep@v|WNc##VCdi&5+3j(f%An=v^nk;b5@b^oNFn6) zabi*Gpphb3n_o3&@atDliUUR_HmqY4jj+{n5*%)(`nPpQ1V5WD-M!7I`m%h%<#L^1 zWO4Bo_S+^;=fj%{stOAnjdU}l?eNxHuF6SU{|pJ|fiH`yUGtwX5e2VBJ#sS+k_XxGZqAyRkx<%;l}{5`;%rA~USp zy+mAT82hHPA3u~UYAm0B=gy!p@aq=gGBBWAgR461zb+E`6N%#|^55$s|SzYYiH znrkSz`Tfq<{Pe1SyK%Q3HPU4KxG|sW!%P`wSEUWN$O!}Mg~x;ZzbpsN87BW$D2gFg z^T5eAbK5apAd2t6kSZFKUN&W@*aFt3Z|SBSjP1e+H zS2?BHN*59O{Q2{uA|bs+DyR}p@^yhSETnuPm4*H^;)nBb^V<9pSFcW;Izb4u@qB7( zDlP3iPU3Hi0L9~PklK!Ok!lVPoJ7tRf~ZNp%8;pmnX^(;k7vk@D|qU_0t4i%ATWz=3BJsIxwZ)n&ML4V&7&LhyM6t!)xXQhA@sE@ z?Ae$ccMMn}aPe#|Xg_V1g!=v*o)-&BGVT6b!ZU>wsJ7`wNR6&kAJj98i<7Y+N@39B zh7K-3^6|Y4Li}A~F2ztmd^|ls&3Ep8m(k+kL8js1;gxgL z(B>6)a@OYP^NN+yXG2~O%%0_qBQ#i3K{qPEds6xYKP5)WM(daE)HF2os=E0JL=V_Z z2Ud+$nA+M5FD{n;uO}?%p&Pdo@0I~=0Cd@@kuEf3D(F%UXwbcd3GkB(=pmkrJ_7@T z(Yhs~Q?wFtK=}q+EkgE-?eB&kwmPaS_jI_pId9kr#Z8NH3t5i1bp=4KZrH5dqN9e@ zadmcfZftCX+cpr{=&O&*&qwOYivR8Js0&#)7CF^^@pwy+bsp!8zR@XePL=F>PSwlW zePlA1W~A%=i8H2JFkheDc1246O{-JtOb3lV&dRMbpUtw2vU$sLcuSp+H;S*BSI_h( zs&CL1UsvGBfdQ*$IUjCoVTL~LlJAnz2f*Sgmiw`|SYoSx-Q!3W4gXdhv>kqeAM}9pZf_OVxf%ns=^*)fceOv?5P!Jsg1^_f z^Lw|a&b1IX56s_Yt?WF1ko^Lr`)U!4hj?hA(00jl$#dAXt`s#PYqzlvr=Y^GQ)J>q z1eN>gGnD$)Odn;b6UNv6bf)|3s=|rO9>fHstW@gud?CDg;_%b`PkEJWYNE z+X_v4KU?`~ktZC(Gna~gI<5J(EDh{mUh_;tFhqA575ymC&oJLCFe*ZkgZu(y<${+? zK2cZX&gCqOjOQ#gBLhkju&9ZIUVdIO!aVF9x9>&Zhiw;rndX8bhe#y}^gIHh;^`C@zf1v< zW!)k2`#6I5nVbv2o}|lnewUL#@0wc}kS=5tZkzKj|{i@e`&!?Fgi21c!C|l}43K}}P2-O@a7SU60 zs`ups(NgKk4jWQY7-%POt_U(m*WT@0x(mc`$2nMcfm*lF=l;=3+ZQ5OhyJ&xI=_5X z9W^CT={D&Xv@lebZ*+Di6n29L%uA+%e1lP=prNIGSTlkvG_*{f_Pzqt(o7`K!AvaZ zCi~g`%;X1C>U|#3Z*5G!~^u%@yRp@S?4%o-UYKBx5ibSG+gTOw%Xr6d)z~jvrO=2Wlfi z0}r-~iv8FB>eM^KAoFWGq#|swO_plP(HKIr_fmR#y4?G#otMa<@O2OiY2hG`4cij>?fD-SkIG{Q--NSjs+OQz{*u{r!I)h;fs23o}a znPX#g6Oc4g`uA7t^H@J>%7?3fvIjh)Gq)6!@JaH3Uw0BbblvWB$R1mW?~7aW!7Mv>lYY01it%z}MNb&U-aoh?PutBvK!^vm_Cq z%teMgS>Ey>RP8Mut|anDBKTxR&xXmyIgi2*?y|FgnOf~2>6lveWS1^_PWZFti_hM= zV^;;bD{QgH#gK&nvGK9R-4EKiNB>GH?zIK%S+Dq~EcE6$-c{hjjLZ}OeW7ui(Ymb= zm*Hi7Db#C~=bZR|>YHATr0LFDWOc=g2E6{sJaFJD#U{dcD(*cc`j`L$Sy>9Cks#wQ zntr!o5~wmY111nNlmqua60?@b%w1x++56~Bi(bO}C44<75dykH z^hRHHGS-ivyih%|*!$+v)h15Z$jw{tv1nZ7plz=9 zG0(`9_W{@qdb}(|9RXt9iW0PY!k1H4RuzH?u`-}$bRQFUTG63}Hsyy&z8-9(pp9|` zxnv*nBB0FDWwINBj7@9Z>>%ung_G|2O*6$Tf~vFUC3K~N z;cLJQE!`R~vc+=AdoM1I)QsD3(?KCQ!$4+%t_!>pbvB}tf|lb~^#klQHf6$>Kx1k; zRt|?kDu!VNf>Ew`c;)1jtlP#+A9zcgn(*_E4WM?EO?J?rX)A4|Q>`xi6XNqb-9j7% z9Tx`&heF`~=H-eOKxJ($lJOd_8{%93{2KX2@ej@~n4bY67Ie+IxVV&pj}IfyT>^dV z^RF;@-yR7vQbu%Ei(FzjYmq!AdJYNz)0>H=fXcutAIjDg-F#XO*>}bN78hOejlM~h zS&6cTgBAhNr)go6aISVgA$G+jX1{R-`4)>>SHk8Fcc`5hWC*Dx^VIn%!G1f?c1Sd}qrl(kUPyQ0F!# zCnfb6G+TedP}!Sah=^Q4P~#?}K&S!{6~`%0%ca2j3ZTC7@u+hJQ?v%P6&Y%K>m!9( z#V~GO>Uc0b{E<{s@X4`Jk=OCzURBjqi)5;>j={lOpeNHT1+6xXlc&1kK{_U36-fdh zo2J)j)#kl43eG~zssRz*wZ0dilx@h*up3PQrT?==fyOn)1H3k{4L?o*NxkStf2O>H zgF|%JA8>_0>|TqYj*-9{dX1|Lk&}NVA(0==pvZ;;f!e{pSt+4{I731F!-)YcBC#Z0 z(6`?5KN_ti_G91l+SiN#d9$_y4dR@Up!Ma2_!v36=OUfa_Yho0kiLFh2(H>_m6ef^ zk)HlXR`g9TAiCfd01~crW1=HnV3IV1=dWiYkVL943mm)bJpBFlch?Ao2AN-GH^NlG zMTJTC3#gzM5NUS&13yA{EW3=GiRn|&dk24j zMu2N3U$F!=rYiHdnVFey-|~m9Dh$lv6Zv%*0Z?7k0j~4ykrZ?ERN{pjNFFqL=htc% zfE4!d+n_1D)dXti<(A2SlR1K_^C+n60EN#S4HTD`T&8Zmc##yUf)~vrtC|D4_1J08 zn>N)VCHE@sl>7wSE5cl1)u;-$H701~ebeS=pp8(=dF^XG;7oxs?GzKQvU~bW?#|5wejTIxXIU+hK{ZDHQZJEe*ST5_kJOE&l10z@d4ErE z4G|%m<2v+KQ3h@ruMME85^&yyCO6jbS|ID2%1esx3MYYbTjM9qTUYL)-&`E&IJESA z5I5gVK{iJLYASqiRVg-WTN2IFjA3>2La3C1G-U{S!##r$U+3B>{;|Gfcwy1$cW(0a zIOotb9(b;Cog{NYo6w>j1gqii)3`* zy3NP#4TXh|wHpsr5N5tLj_I*n<9v0lHFtWqvN+`L=!|oz-gLH1eHYz?%Iw(wZje=V z$3k32BH`$@(daG}(sp_=^RIt_=nlOL{vlPaD8_?hJ6w}0j$odA?dsJ}$Nk7r?#QOq zl^0=t6a6VIR)qoAFSnFEyOjIXy23>Ga!S=)_OmcMW>?UqA3aR6s9~O<$~VDDNz3^i zopvSl=fl_1D7bnqGPsBx_$;Q%dG!o!CCk^k97xhBh`;Tv^x+z9-swoXoaXyhF>p4H z^ToUuPLo4dc>_(FK}Ej(Z)R$0hg&W&uIm>r(6Ua!Yo*mS$R1zkTstbPd^IO|3k?2J z_j?7UAfpoa#2AMQs64(WO?}_re{@N>DP${m^ia{kPZQ9JXwFg#!|2w}`>voSL5o}T zz!eDQQ*|P3%cW>>afHerE{iEgp|09OuIWXKrru_CxAD0kkkp!=lU(@d}4{nWO|5jqem(X(9zH&fx0$}Eq*&U z%mK+;N102!eO6>r?aGdsD=;%ZNA~MWF1&Jjce)bX2pR=<*OHCrd2mvg?ryiH`GWC9 z+K|6x_2Z+>KJI{`G$U5i_V)JX=jQ<>0L?Zp^77~Z`?i_C4`sZO6RV~y$8z5?kG7XJ zU6^XaSJINx4mGhI3ir}jA>Oik_u?@nJt$-rZ3QAZ*RVFn>kBp~{`p3J1JA}cCSTC4 zD}TH%#|UQBQ79Ubgos{?k%d`|veQl9^0zzcO_Fgq&~?N4S6ERus~eS&8H_Pzns zL+J^yuf}1Z$(r2jrWlEfzrQ~~>%}#I*r41?=S>NFJU5tQ7`%^LTpOuz0J&ktO>t5z z-)LTbVy|C~PVq0W{R)`Zsg^BL{TD%-KjduwJAI(h2_C9FC&w!%K^qwpEhonZfN2E0 zFxvlo&M@GRzzxzIpp9eSqg6NneRpz-QZzG7;!J=>0gh+;{)q&>(tfa#6&kb)_J%b z$OI8&{40&&sFZvDLJW}#yOS?Kt?GDVWFRP6vB7Kp`~6pn+p+Eeon!v**!}5|Av^)c z8`;5sA}@Jaw@)Wqy0sr|b1gEGOnyz11UC-34<{)`aP|^=OYXt=u>=S$FP_9m43~$W zq5t-(<9|Xbgs|MaGE*L{nO8sVzaZysbA>3sV-=J6=et;J7S+?B!Sir&c;dui--Loc zIL|z-_LHNP_MO(1BXInCjRS#hePw}jYTO;vv{2U1Jf<|5|Ap*RMT!f!Uy zrvNwaimwaYX`XnXd{`fRP@mz}1Zp*IBh}Mu7;YOAG*+x#L0o+G?;At6UzNORdTn4u z%0Y*_U%DQ1?5tzOPKMl%h5~oS>MM%|0+*jq71|zTwC`oKKHDkZRx2A+LY>?~y=zz~ zZw}h=3HJF$r@Z@#ZanzpXmRaee5VbVr+jj_QPHyg{_DM$I5B(cDeVD3m2Ypj2QFCd1!O7SV?=_T4aRb1D+gyGJf}Ls z9I^wG2@R4C{gv6o<30$ZVqsoB0v;3kdL?k>*oRd&!+UlbBT19w*0vYTHnyn{a594gy-R|2TqFO%o#Q@i{z(E zqu1gH$A1lv|E4))`TZ*@GcoQ9 zqTO58xF++!#|@xIbOzPA4{>TfmG1{Y`Jl^C;oz=!kW4u<9-KA+pUtH zK)VAzOx+3MC1~|IUBD!efq|Rfw3sviCW8ym3Io8Kf`WpSG7V(LI58f7E+iT-I%ux$%R zQLvWIrRc{H=aXS;pKHhWLHYuTry_94nQG!z#jx^Pq+v{49Doe~F;Zu&6t;ie2Rb98 zFKD-uTgl_k=Pbo%zfxN-Wd}&4V2Mzdn;4b53s#!g8tmzrfas78K3v1pyN$8YM##7V zf&g-Ifurc}3+$iQz&Sn!sy$Nu5AZnv*Oyt;h>l-G3>L&XINFLmwX)wzs8>jhhbU41 zz3CJ>PC0vvAx}~@vjw7ePd=w8C@4t2_nLH0Mm7vSNk?qdZ&d_LUj~jU_MHlaL{Qwg z6V^G^mm%ZxzG(Q~vnxrunTpT0ziDwVX}^GiBEVgw<4M{6G)V`*5r&Ft;=wb}dxC5_ jgw+49SNs1fyE+Q~D&Mce7O;Q?*#y$jFi zG@J-L`L?I34E`Z^R5o}CK^NKx|G_X0|CmD%2c)7Pr|psPchWkR#mZM^t)PFYuD{_U z|3n*#C4?UB>z0m3H*e;~slHJ)nv;#>ee5Zxbyv-iGSQivlT55kRdZXf zb^V(7D-l@6UTe}CHy7T7wOGp1-D=^_=fnLbkAaG*%*oWr%v9<5L(fkiZXItqSh^p6 zez=S6Z_`vIhalO3H4{c~$O<;NFa*K5NSGjqgqDaBT!b8U4uW0K@(FKVm7q5lB z%jTaQ!5@!{_Mcbdr89B_w*?UAovzb-ERGnxlZ zLUBAnoSu@BlAS$W_wxD!A*6E7BPJFW7It=b!#J=u zO8r2vStDE8eqyIDQ$o)RhH;XYmv4VcBYziyj!K${O7sOZG&EjJ)_=OWQBjza!-;XS zw6gNn1(s5x!%muF#&lgHqjO>N*|TTGO(JYD7~J~P%CU69(yRyE%{+OS81@D67m4wq z5mc0vJ-xlN0#_ik!}bHTalK2SHs9YLpB^O5xtW;q(6eA#^c5gz`cDLebv^!B_wwDl zcXdW(z3OpY?{j&?BjC`Cp)U=p;9)ici5Y&R)b>ZwBOb7#Yatf|jlEqX(=XNKXNVXz zdfEGARHbWSGvB%@Q5S-m9a`B@I2Pu(W*nc(>bT2ylYT#Uog~7I$Z{Q>_8@@zZ zMVjOmpqKpZhK4fy<&esCsk$<}xW@f7oBNge?-Q=khDEL3jPC+M`IOP-7ic%JG9F4N z9*s-M?{dl*4c>cWVXz$2jYl4JiuRhYxe;AQgtDqGscsh4To8`Nk;sjC(6C_EC8yuy z|IjSdrdJGWf6DB@m)xBx={Z#WSDCA7eMEPtu>Wqt9{(4?uQ6lS15LB?N#vSMNBD@= zXCJBR9V~n*g$(grYU*`m6NP81RE^u+cLOf(_~(0}bKMtfY<^TtHLV=NYiE|^!eOr* z`nJVHHBb27ob@*+maK*K*%B^9Xr>O4K*oKN?kZ9B2L)JGYxSf#bCIxa;LVM+ebBSO za}pO(L9s@HdVGl$joc90KS->ZOXW`|sqnSzeu?N06%_-8=U@;ju=NruQI$JU)wQC< zT!gnexJ0+uRjgS&x_i!<5KK zAHoSQ(;(xz%&pRUEk8*1Kl6P6LD}F7onjq>BndxkB~Q4WYIL6%1q9*gTA|`$8`f37 zoBKYEMuHR7lTjVuAnM>C>mFa2Z!n%GRpq@0Jkt+R4c$`5iuOjw%%Fg%F}PaFbI=S~ z&iM+hyp6*9Y|cf4Wb9-E!%s(lKs2oej;FaSoF5Ibxo!U3$mvyYy*v ztnGBS=N9$JuxVvEMR4oUk9{(H0Rja#(ddp$A!M_Gp}5=WcaA3~>ncgAJ* zelbeyo}|@^O8K6)QL{_>X}@+=B7w5#j53Q}1*dsMX4q}<(A2qdlgN2Dp%Y3~nVN!@e8+++}X z0eKN+m)lyFh2#o?2gLSTI$ffKnhkT#3#(({oK*tu-uHn{vJ{7EGl;vDIfo z5wIt;rSCyhg0bZ;(Bf5zb0qA?53g|jB`%oUO~^oBXp0~^lAL7ko`ubn7-H~Oa2hdk z-~Qjub!?R5;L!Q4bf~oaZE=G64t+}n5nJmYqLPVt1Sg;M-LyB?xeCxiR z9uMQ-hjnG$PArzUZNIr1W1J}4*6I=2Po~WZFg$tuHxh@h02hBuZ{gwLfm8e+*dr+= zBZDg_GAb&O?;=w9TD%$QhvKKf$Q+B~+dAAq@3Gc9s$wingBp@-j3hbMR|T4@#!GT} z5{9%zy4b21uhWueEleD3*?jtO?^=FQ`ZZ3ji+QmmDK*a) z$vIQilyr0^oW9%uD)r}Rz89GJ4t47Z$oJIXm#eg4z$trpNuhyTuc(E~=W|R26Fv zPV6CR7X%$J5S7I1bJx;>g^1x58c!2Z!ct&M5{YKJiE4pv8Q8T4w47g05c(9q&BCKY)UE|S20&qw?mP4hyLV7crc`Ehu1)*`gcg)TyFTDc z{N>3;_=p=EEo4017gL>x(_wOb!MA|4%~^bX`bbTowx znm7E{=FKgtI-?gaUi9Gs?r6RC4~*gUW~iEA@-51D1dI%aWdC_xEThi*$^P?Ivgr$A zI_0CcQhPS?$1e9qeXOugN90;R>CP-ltM-wXA03zPuHwm4XLe$-S`W#$ph0eR$Yb9p zC|#k+S}4fR4+#y`D{K*tblu_|pOZaSEwnqB@oEr+w?0YVxHVC&qeG>d{TU0(l#3xe;HcUaW z%3Q5kw2E&Kv{6ciD+$g&H>j?Lx3a0meRVRzD(RzdizRS}A#z38z5#sKWiFDa3Mzr& z?zahLxHdB>%{kS=<$9DP8}<0Cn$EDkK*#1QNwWcaLS@qFXKhB_COop6Jbe8>cxQro zibihKRn;1;!AXmBuKU^AO7uX2fcR!enIx?9d4SQD$Vq3r8#BIC1v+@dK^z&S4s>u^ znTxhcpufNWOu8NU`@hP*I}3XbR; zhfd26A!Zdd5Ck#PR{)ruNn*~KI46=y*Hs&CYbFwSE016XaJme?tiS_+vBDaWz@n5e5>9|O%#81$ zcM0dDn#~QOmEI+)wi8U8NJtshk+ehZf~G+ZEr}9*p70*U7Sln9%e~SfKEtg`5Hxbb z1I7@*#*{~IMFWGxcu?TCJnXZ|6rS)}W=a6+h!{|Et9~^9`ugH47-WYa>LC^Y)rJWp z5rja&g{eU>CYaK8Jpw{Q6lx%TP_@C;!M2VJG!W`45gkaV^<~V_P&^lT%`IZc?h%S8 zGAbuV;fe|4(4{4p%Rp)sG_S}(VWzz1KxC_&r?u@h>BMs8T1CwyKtlb6SP; zc^{vYdJ&xD5h-so5_^0l=qt`CYr%=I)g%HnHRCCrs&)mq{>Tksm?e|ab0tS%0vb3w zM}1kSP%~v4D)2D?Af*8`sA$|+HEaIk*Fmx7A}Wp&x1eS((yPt-ceu@^DxQn-b&CM& zK>30fXZ6YL?ndGuNWTU}qR-Qx7;+w0sv%IFGGtRG$ z(c>#KGm^6J>J4{2pWFYW_BSo-4)WC#-ey2nq^ zURSj!{o-Lb=eE}|BkA+YobQbULrZGFK6zTR;(dfVq}o1f!Bd*)G;$}!ej@W;K=9DP z1qmr7UgN?}27u2pIN+?8q-N_^>aDO90{od8H9wQKhqzRpmYb8Uzs~*mbHL3Q`C6cR zIdNH^!`PE2{0hcNo!N}t_E}6E*A2hgZy{7&=2a%;{NYuN?N7&k$3}fKfQ9D<2>?j+ zn4T0il3<+{z!9{3eTp~VT1&O<&PnlOqDrNUc`kWP#|$tf_^fB+)q+){(TgNzzUry@ zmq18)(H%V>$5p9UC9~AgrlTJ%52sOdS`Ud}cV-#=NVAa19KQPV9Z&fC;jwr-F+%|c zQn}{^eMt^=m6%x8K0-RWlo^@Nlb6d=#V#daHQ~l1BU$U9ksEKNv z_{r%VGhg5&bl#~3%}Y;e2uhMgdq(2K3GP{O0WQ31_QVV55w3&| z%Vnz4B#+3`;_a>yCRjomumt2!V3fcooadqiA?P_BQI9t$P-(+ZNL~niTMoUCpi?)|M7d|`DCdY(N^EU@)#F%{Hg)=MyG zgakHEA=!_4dJ`~6vWEziA59E~1~~U$3R(2JWWO#sd5wo;8UCJO8{n3noR>v!%kM@Y z;*`1IoP^BuksLP97@n&fN8p>D$4?Uj90?!{2yuC2XPfm1Q&ulJ%Al}Ak5wB4Ngxi$ zhZU7D)cEHWxF*I)`#*lZ=885*nyY_dO3KtiNX0vQ_nHqDt_dr}z1J7e1pwsiQv~WH zU^o>9{h&uf_-r|rpjelC#^s}c0s+neHEp`0Q}cOMX!{TAJNsG*VNq=V9`nJ1;CzUO zq+s|J!9Z}}AZU{@8V6jT5UIIIQdR+GJd2cZ<%GjGUT$dtPcTk4pVA26VlT~~xX0DF zyNX_My*}0iAQTqN4FLfU5Hrx_`*)fT94V!)!jU4W3V^#R>05=3gpPvXovM~^B!~l8 zs+kYSG@;k>Mt9LDo)F_^OdAQff?H*y9zhLu%364k7k9Q(vOjT&Oelv)0LOc+!u@?u zLcm%RIz0yhmajNTC1-lCpnyPa8J>V9r01p~`~sn-NbasHi{QNrLAt-DA&~U5y-{7} zT1j)`QBe@0O?XV#PLoz0`$R0)=EnvV zm9Z7|jqcn8G5fDh8STtzNs916W@`19c~k&Q1mbGjr&S8DAU>pv**~!Wkp<3qkf_DX zp2h+HyDZ9MH=(QJ+O*n&%B6A0ycPsH=ZcGd3@+{|Ysjy&f+Xs>AKa)3zgLA6l zasz_5cRBzq^gNt&dkWzBABYb9GbMbv$Jz~xx~WY%qp(>Q3Als ziUFibWMm`)IY3Sf>G#CI^6~eU4%3?%;w|bP@fbDwTq4kWmyei05~L*=lZc9rwn+=Q z2uLi#v&C08lDo`*t?vPf@yw)x*@=Mzs>C71SpRl_cl-MLKP)Z4pymQt$jYcQpvVF^ z-qM|enmL+@a- z?_BpFS@28(yFQGl+6Yfqz#|qFJ(ZLKG9lz+4DZ)OP%3*!Mr$w;9#Puftoho3EiO94 z@g^I_=vl$}B!DOtHNSdzL5nW|+gZ~7Q|p;zgZ+fbC~%ZZ({m&p12xaU_O8Y~52>N! z9(P#C&8@$W=<^=&sHv%;{J?jH;JdBnAEIJn`PNVBjLsr~!yZ3C6pODu@y2(7P`R{Z zedY=wO+-DS>Z-h6DErH-tcoCL9wappQ9fH7HGlpb9?=KMPH*U;D?g_U65Gaez=M&m z5WninMn3_rAgzfAlrC8d76v=@vCT}EFJB2tP~|49x_EnoW)w^Ks?X z-RO7LKRR|5c#RthZ9aW-%D~s-r&uFov7!bP)i?x_vhDf!OdQpC`+L*sXA=oS`B4>m zPmBLC2eKlipUW9dZNp{0b zGIPBk=hwQ80Vft!YXYnvk1(k_GE2_}y$JkX2D8JsQ-<2L$ECXCZ1Qg6&zkPSEAs6o z+>9CJJ<^`~UlzYr87J!_o-mX+5@kb!V!^1yC1@1fF$u!gg9{9O52j!QJhsw~#k~uh z?+4-OgIC|ERogv|ec#Tk8m9mcGx1~!Q}D=g_yL!&0R`KRowg=J%{!j+7$^J2cTY-_ zl(~NRl{dxmB$IQldq`$#nEGxH3wU9dTsndE^lI}3yVj=<5vT#pt-)=(Q(;PZo#Fo} z1Q*%OK^oYdSN4zi5?k$OpaB^KDyQ`XYo5FX3bbA!SjP(@P{Wxp(%Kbjha&>kx1a&) zBU%)b{4~un-{9}xTnzd!^ng4%IMzBXC6O3H_6x!CtuJGom;wiAmRt^o@*bGz!Jq+S zKXPHQ0OC6bE}&!a9Hi4^fc=S}0Y&g!9qV{f@%Y@ibGd_y?GcQG^!Ya8-%aFLF!obl zJl))?3H2dx^_o4NX5o;=K+t0_H(+CDKSP=?))hfAT@t@QR1)Zs)%2&RIK2I7sqSVy z1B5PHQ$$xT#X6m@{2&H87ChgUumxv3@cYo9YROBOJ+h|jU2O}sTcyk(geo|W9AfPE z`hZ+uU|^lm%J;&@)%IsQhwfhiXs(U4LU6qDS*ZPl_!~Gh8wgRau!U#NwvpGYb>x(t^Ye^$_x^xERFEF?n@tVsjxT#%4U zHlh>9W$b^vT~w3>C~*7}2)fsH2t8Z)gg{Luse*(!A$Irf-P^b4TyFp>eZ3I8@W%q#&NOA_+!D*|fUZ_5G*aUIwkDhEl^Cr7Lf0ru~?&)517v z!Sgm@qftflHsC5G+*bfw%_wNJMv$@VhB#2l6o0CkB{-3f4+}*IOjg#D1yxk!%n}N1 zejO<_yr_8BZ8-%eezvXU)GjF4<~>(2aa){nh_a>=FLkU&hWISuu(tEQXuuCT*e+Uy zDg3I(m!)TANxz(rB*eCosKvi4Iy!(KpBfoh00Eh*P277&AkPKFB9mldXh2Yi7{o~5 zUw?|ruLWgDd5;K38h>`1jTD4P0+K`dj7N<}+j$jaY7hPtgC3idgv8+w+j4;BTtTKP z^}GZOdzBxwra%V_EBe<;<}lSd?QGqEWLQVXz%w?lQ{@8es@Ldey9vMJ?K3pT0-=XJ zSWw})GvN{CUvcZq4qr4!x1V96JqaqY0dg~fHggoNRN9V$s9P7oD0HT)@F$VT_X$6$ zL7(qV<8{?S3xkMs0K3NRs;@@fveV^K$Lgo&TU0iD{HbUR;7fhk2fZpyO0RdUfa4Ie z59&1=9D8&pvYnJEq;e>vyOOcy*rZ(Bq?`_^t#hmhtJi>o#%BOW$*010dc{jDERx{2X)woUgvijZVXK9w#;+K?hkuMB_VxNnC`$1qhXk##jD*<#Q$kzY_CB|{lAQO}% zs(J_{$Qb6w*rPB721Z1fg6@wB6)KkGe*+dG21CwSslUuf%5$ERD^=~qkz@7Cg+4tH zzJ9ew+?jNVU+BugdtG_cJU*ZAV$7(hNiWq{fX$|C;|OwDR zmW=D41OoUFm@_~R<6Yg3&mF17y|7%fuWJdQKu+Ue$`B1ao z7jofI*UDH`G{Moz@Mlg7vZ7yCI)oLC(h6tOf5a1B<$Ji3ntCZxnFKmryVg90P$1Dq zQ&LmML`G)Zb1l;5BiIMTX+jD}ZbrqMv|%1q?)urR5^nFYOEpto#YTdJxP!h=X!i{q zp9f8=-Q{t*7|gT>E{cG-yJ2X*1q1ZH{|T+W27No&Ef2eNXWD18HJE~6v%bB7&`TDd zM9_hU5Dy5m03a)FH4~{Kf*QPcqobp0lnl*Wq$VmcDSxawNK7FZjjMK; z_G_cMqg_0#XX0t$<@Ey}4!vdfq(hO&BLW>zsF@_g7XV*lqFE(CEPL_t9GY#Dqq%6f zD3?e7n3KfZVCsWaKZtdzc|-i=Ujp8+LIV$`NSKlq$m0PLHhfXX%@EPB-ob3um$80& z-~k~nG=QjM-C%Mb9jwMhJ6_{3opi%c(B#YBhwNiDtY|qu5qb^p3VLUMK#&*k5s&^n zpJu!Bcfu-dzPP;6YiWqvr5$=(?8S;2wn;<;aK1K6>@t7RxIf?0((<@KqhaG4e|&sA zA(GQWL66JtYiaXcRMf19ws;+uTMH}?fJyNGhU1+H&}Rk}Yo)$g(ws6^E|026sy2N) zUIfOm1{R-lzMHAB>rpV^4aN?p8-3IAdwY9z_%0fccF$E=r!x8k2IM^)2UunVjdM_r%1i_ay4eKvQvie0+1E-?Y}zY;(R>&)7AQ18$-N zhg!f#k986Wb|mu{eu9DEm^ z3v7~_ii*&Zc|Z&`;f>J*V0Kv$-QqlMCzjp|`d;11LZ)9loP2yF*6d zYDjeWGgPe2SBAIzFrM|7CV)FrqX4@EOc=C=fd_?!g@Nlmhyx|1qGqJhJMn!=C}LX> z(Dgm$BI4&-{(w3Jj3}_MxEQ;endNBn_4fCV;*R*(#qj=OdlnzmP0rG2zx=Qm$K^sG6rQU{dcAhG@<2h-rU1_*|4W ztg}kMWN`Bb4Ar|9dfr!#UU5Y88TD;-{^V}(x^6M3|MinT{oan_Qi=PnPo$)o0C?*@ z6=#-(`ZApO&PC83yVml{Gb{6>c{&FLte(u@cpwH8wxX9=+1M>%0P^-ae^9Uw=^5zF)KVjRhNZ2R=XzhF}yBLHYvK-$(#gdpTsVHc1I? zonc2$@@irFCNJQc@~!`@YL}0W57%EVr9hFqM;DhHS2%Jo{kG6FbIsOx(OBFeY7vla{rN;4TL0xG^m+~~I1T1#?d36*+K zw)K0gPIaRX@x)}}7m4u@=`wwFvfDWkp2}2$JPz1kKIhUS@YhKNa_yt3R zD|Z>bic$25qw#3hFlR9-K?5p`JS~HUNN$-G zop6JyQh{#Z1auZ<|Fkb4d52vyqco<(!QjTQ_Tvz1znz&DACaz|D)+;krHL0WDc{X$ z*kksWTLQ0+3wY1je|C>Ctxr(r8f#;&abWK;PZRs4bub=CR(^@ivft#E$cAmrWKtMr zybWJtw;veeTk@YKr6Eq@+V^T1?=_TKoS$a%+L{$LTSivuY}@uJh&{J%-7?V|yja3G zY$;kL`3?Y!-U}lo1?^c+kHw;KmqV?0T(N)-jA%nSm5E-!f{TB*TTb>3wO8h~Pb*wD zaMP{UoQNB(5Vrj?@Fj|JZwdeInrTw$A!OI2K4Gvl={oVt zOZTDeDIJL!087lPpC79xXV;@@hy9g7<#lp^KiplNMv(>~MqL-?=f}*?R~VJ*wkf>f z=Vgf4_wn1l`eb^@mG$a%y{AkeMMcaR@?Qok4PWeI8nsO8GU=)_hd$n_d0)_1vQ+Wm zn>D)qo?mOKme=pjH||Y`lik^^LV$6!Nn<)?QWi;OOn^3Go~FzDs8xv4$w_>kmXEI=)!CyrT!%GD0&G4xi=Kw`5Y+h32-IArZ>8)MuTOW1q1|odU}?}D%lhG3A4`gD!jNuK)SlK;tq{{_~2?~DF`{~22X$NKXarkIzIBYu$zJwRSGLbF-ZVQk)pI`8%B$ir{1ph`GRIrk z7|D%J>_ZvfVI4iG^{;d$dL%GlrJJA1eW~;g+KL!qZa|+PS=dcC8Yj(tUTr)KW;9uB z(cmNj5qRaxrp8YCCcfzePe(`iR_^Jd|L%kcpke-zPw zr<+bqPq$64U%Lis(XHcEfA;GEZ`I2i5B}`!?LCW;>e&2(uMa|GVWQXvl7xI_DV8HB z7zHH{7T=w22%Y}2ml~jIfLG`X>d1p3@On2>?5j-m4AE zW_*bU^LLt->{Xx{_7v6g1odAx|6gYn|8;}FwY{}anI2=Bi1rsv$2%9M8u?Uc=X1`j zT_j-&`j+WFwZG9V)O57bJ-y%OzEX>eCS&(mdzpRsv)<5q)qDDIxZLkk;2cbrZ2P&~ z1N0OihX9u4KRgIzKbpys^7h+x_uqX*#x~aI`?)5#G|@T@Xcy#D^5=(;6q=1GXnggk zZ`E$<%l`Dq-|4Y7=enc&{#*A!W#D=*^Q7~>^pHMk`D++m(|&qWYOm$v!tbw$$)$YeTA#H6HrK}ldCk_xo4V>o@la5%r)xZ41X1Oy@b@hXe` zxO6b@d5MY1V>Xy^YBOt>{(LaC&kQk`CNyneQi%gEuL360Z~j)c!O!mt(z|uLO{d3E zq5j9C{s2R-d}=Jz`9TI}JC9%hN*KK^y&lFreFRSFe0se5p`4mUe2uWgb(#IHhyDlH zhd#gPymyuX_mMCJ207Wq9cMyij%H*0w%$nqQ36nHR(?8cdOTe2GsnMdt4R+g1{;t6 zIK6&0Gd4DMr*WNX)Ro4(U&X5bX8N=M z{rP1)H*6;us!#fC_AW5soH04Qq&gD|d>iQ#5XEA_Ff{zo|W)2QjaD4S1Sivyfu_0GO$3JV|&6zAwU zIi5Z}29!?r!S@0<=cuXw@zIf_#NmB-YG!7`LY6lu({{l3d!28t_Dk*l1p9e`7^M>T z!{M|J{P|bd^_9lMm2%&|wqX9(>-2E?^mqJ2LH}_=EUXd&=x@E9(H)G?YTYbeU1?bL zbpWo|-E`Cq!2Rit!>L>H6us;tFc*{~A|vDfyORc~T&V2@q|FA*q~B-$mL26WI08YW zAb6jKUC%->egt#Kp8-b#XlSgc|5_mXPqztsnS;TYlV3t7xlc+#>6Q*0Y|itfC-oMf zjX{rUX+;ft)XLZh$b>22#+g#yI|VYwOM%qVwMQ1zQd_Y+;efLDEq2w(ni=L!3oGne_r z_#MAZ#^!;tvlEE#`suqnY1N-)F@3rzbGn(6lj9?Ox(>!1x0bNGKVSA6yH6_e`u-^_ z*w{Y;*L%QwQE`2LA=|1vJ1y->P(>xP|6z^)XNzt?)K+}^q~Of?|~e7yx-&E8fpZG{+mm0BcfUEZmhUB0hUV+ zac^jbkf!}M;EN1HYh%fTF{ud)ynAjbm9Iqj{@y4;hJ zmOi=Tzj+6+Z!;9)!Egj6U@h*xv;_0bnfI8<5ib9Zx@RE4fR*h33Yvya$#PUi0`Z;1 R>VQ{(R1`H7%8;ml{{yH;F4O=3 From 8eb9f3e244cd52bba8c5fb0ff5cf3167626a8313 Mon Sep 17 00:00:00 2001 From: Puzzled-Face Date: Mon, 17 Jun 2024 07:56:16 +0000 Subject: [PATCH 05/10] Fix typos in README --- NEWS.md | 7 +-- README.Rmd | 2 + README.md | 58 +++++++++++----------- man/figures/README-createQtlPlot-1.png | Bin 14704 -> 14541 bytes man/figures/README-unnamed-chunk-13-1.png | Bin 13774 -> 7890 bytes man/figures/README-unnamed-chunk-14-1.png | Bin 18874 -> 18932 bytes 6 files changed, 33 insertions(+), 34 deletions(-) diff --git a/NEWS.md b/NEWS.md index cd8898d..1da999e 100644 --- a/NEWS.md +++ b/NEWS.md @@ -9,8 +9,5 @@ # rbqmR 0.0.0.9000 * Added a `NEWS.md` file to track changes to the package. - -# Pending next version - -* Replace `logger` with `futile.logger`. -* Improve test coverage. \ No newline at end of file +* Replaced `logger` with `futile.logger`. +* Improved test coverage. \ No newline at end of file diff --git a/README.Rmd b/README.Rmd index 3d9b25f..87eb17b 100644 --- a/README.Rmd +++ b/README.Rmd @@ -72,9 +72,11 @@ fitted ... and use the quantiles of the posterior distribution of the probability of an event to define the QTLs for this metric. This can be done in isolation (when the trial acts as its own control) or with reference to historical data obtained from similar previous studies. ### Examples of QTL evaluation rules + > When using a Bayesian Hierarchical Model, the probabilities associated with credible intervals are generally lower than those associated with similar frequentist models. This is because BHMs permit more sources of variation. Here, the BHM permits variation between the response rates at different sites, even when considering the overall event rate for the study. The corresponding frequentist analysis assumes that all sites share common event rate, thus assuming there is no inter-site variation. #### Comparison to constant value(s) + The `evaluatePointEstimateQTL` allows the comparison of an arbitrary scalar summary statistic (which defaults to the mean) derived from the estimate of the posterior distribution, with an arbitrary number of lower and upper limits. For example, the code below defines a QTL based on the mean of the posterior distribution of the probability of an event. Call this probability $\hat{p}$. The warning limits are 0.5 and 0.8. The action limits are 0.4 and 0.9. diff --git a/README.md b/README.md index a622177..31fb6d9 100644 --- a/README.md +++ b/README.md @@ -213,37 +213,37 @@ We fit the Bayesian Hierarchical Model described by Berry et al … fitted <- berrySummary %>% fitBayesBinomialModel(n = Subjects, r = Events) #> Loading required namespace: rjags -#> INFO [2024-06-14 06:39:27] Status of model fitting: OK +#> INFO [2024-06-17 07:55:30] Status of model fitting: OK fitted #> $tab #> # A tibble: 20,000 × 4 #> p a b q #> -#> 1 0.925 4.01 1.45 95 -#> 2 0.812 3.87 1.47 75 -#> 3 0.848 3.75 2.81 83 -#> 4 0.601 5.41 3.09 31 -#> 5 0.457 6.93 2.32 11 -#> 6 0.517 7.42 3.53 18 -#> 7 0.666 8.52 3.45 43 -#> 8 0.565 8.86 3.36 25 -#> 9 0.837 8.51 2.20 81 -#> 10 0.650 4.17 2.67 40 +#> 1 0.814 6.46 2.41 76 +#> 2 0.854 7.28 2.79 84 +#> 3 0.753 6.34 3.09 62 +#> 4 0.691 8.96 3.68 49 +#> 5 0.690 9.58 3.74 48 +#> 6 0.706 8.13 2.52 52 +#> 7 0.583 8.45 3.63 27 +#> 8 0.624 6.44 3.67 34 +#> 9 0.664 3.95 3.65 43 +#> 10 0.608 6.91 3.48 31 #> # ℹ 19,990 more rows #> #> $results #> #> JAGS model summary statistics from 20000 samples (chains = 2; adapt+burnin = 5000): #> -#> Lower95 Median Upper95 Mean SD Mode MCerr MC%ofSD SSeff -#> p[10] 0.37138 0.69905 0.999 0.68206 0.1723 -- 0.0013275 0.8 16845 -#> a 2.2354 5.8891 9.9845 5.9047 2.2792 -- 0.055052 2.4 1714 -#> b 0.6419 2.6299 5.1874 2.7811 1.2619 -- 0.031599 2.5 1595 +#> Lower95 Median Upper95 Mean SD Mode MCerr MC%ofSD SSeff +#> p[10] 0.36562 0.6991 0.99996 0.68282 0.17257 -- 0.0013713 0.8 15837 +#> a 2.2683 5.9563 9.9997 5.9373 2.2751 -- 0.056178 2.5 1640 +#> b 0.62627 2.6183 5.1708 2.7753 1.2508 -- 0.031487 2.5 1578 #> #> AC.10 psrf -#> p[10] 0.0032465 1.0001 -#> a 0.19347 1.0001 -#> b 0.21223 1.0001 +#> p[10] 0.0094542 1 +#> a 0.21013 1.0011 +#> b 0.22843 1.0003 #> #> Total time taken: 3.9 seconds #> @@ -293,7 +293,7 @@ berrySummary %>% #> [1] "OK" #> #> $qtl -#> [1] 0.6820645 +#> [1] 0.6828212 #> #> $data #> # A tibble: 9 × 5 @@ -353,7 +353,7 @@ berrySummary %>% #> [1] "OK" #> #> $qtl -#> [1] 0.6990512 +#> [1] 0.6991032 #> #> $data #> # A tibble: 9 × 5 @@ -386,7 +386,7 @@ berrySummary %>% #> #> $qtl #> 10% -#> 0.4505905 +#> 0.4495861 #> #> $data #> # A tibble: 9 × 5 @@ -428,7 +428,7 @@ qtlProbInRange #> [1] "action" #> #> $qtl -#> [1] 0.4636 +#> [1] 0.46465 #> #> $data #> # A tibble: 9 × 5 @@ -485,7 +485,7 @@ berrySummary %>% } ) #> $qtl -#> [1] 0.6820645 +#> [1] 0.6828212 #> #> $status #> [1] "Breach" @@ -536,17 +536,17 @@ The `quantiles` element of the return value contains the mappings from quantile of the posterior to observed values of the metric. For example, the first row of `rvSiteMetrics$quantiles` shows that the lower action limit is the 5th centile of the posterior, which corresponds to an event -probability of 0.372. +probability of 0.366. ``` r rvSiteMetrics$quantiles #> # A tibble: 4 × 4 #> Threshold Status Quantile p #> -#> 1 Lower action 0.05 0.372 -#> 2 Lower warn 0.2 0.538 -#> 3 Upper warn 0.8 0.837 -#> 4 Upper action 0.95 0.932 +#> 1 Lower action 0.05 0.366 +#> 2 Lower warn 0.2 0.543 +#> 3 Upper warn 0.8 0.838 +#> 4 Upper action 0.95 0.933 ``` As before, the `data` element of the list contains a copy of the site @@ -988,7 +988,7 @@ Fitting the model is straightforward. ``` r poissonFit <- cavalrySummary %>% fitBayesPoissonModel(Deaths, TotalTime) -#> INFO [2024-06-14 06:39:38] Status of model fitting: OK +#> INFO [2024-06-17 07:55:41] Status of model fitting: OK poissonFit$tab %>% createQtlPlot( metric = lambda, diff --git a/man/figures/README-createQtlPlot-1.png b/man/figures/README-createQtlPlot-1.png index 457b3607bad8c655b06afaf242d34ba63199050a..61c5d7569b3d26b1cede39fb44ea8fb9ac3f4ed1 100644 GIT binary patch literal 14541 zcma*O2RPOL`#*k+qR1#Adlkt_ip-phP(+TEV`oHG_AV=gC_5v<+unq%l+iI0$2uh0 zD|_?1kI(1#`G3FH|NH;{e&@Qnx}0-f&w1aE`@SEK`-D7HRXlf=;Vc4yIHz<^P6L4; zyn{dx_>mIAJKuMd@4_=nuxmmx?;(g_JHM0dAGfxUk!gKZ9#He7KY5=f(Xu! z=2_ofq<|{!RJYaHpYCnHzqY$6+~BnO*!$|dk~+sXG?(Ct#~3R%rj;RlK!wF%ZGYEP zh%K7Hm0V~u)zoSPHL`3m2|>=>|KF#N|x0CzX1vrF)7xS+fbxavwBg!WXPsGPmBXe z%KmkOGg~94qq|#XZ#F|UyKj_##b~Yt>zw>VH};7Youk~9TRuYc?-LU}{x0kj$FIH{ zjJc*AVJMr?+vALzS!ecrr1^8fxd^LL8_LNWhq0|1nXvB>`16Vnx3lXd%@D4)A@b2G zkq;vfhZ*gx-DJ zaG{{?rnVyjG5h?#?D0GyIRe3VhTt>;5gULYLLgL-|F0w2@BaEBcYa`CV0D{IDLPZz zx64Ctm}$24vWOR zE0K+C?OVQpEE_6czTGPd{naE79ZntL5ds8atD2AqG5cC8um5R<$OE_z+p1c9 zfv~L<*;ckjgkP3&W@&xB0dI_%u4=o_WSHp|1E!QElAE492>Ib5k6CYuh~+i7=$>9n zkuk6J&ZiYMP2|Lc8OyKs%bS}VnAqji-)ZGl2!y)!IX|hsHSzx3Y5%BuTuc;D%*|Mcb-EllN(4*Zm-b)`E4&&8N5`kR{*cff`SBnpPw$+343CH*&^)1 zs++z*T&MXBEpL&ax}02IrRa2?7OHx^0xcez*Xr+Hve`4u*o(ba%^q3W@~C_1cOk7} z;+PU4u8it86K)r}j}dj*-I()kwGdAR{47d_6cWQR#uksLS8w> zoeWdjg2J`GWhZV)Zc@aOJZVC5aV$+t_q$+`c%%%|u~X=dt;x{cW}Wa=7Ri zPaLNF+DkN;U0V167JDP%^+l4M5(g(fv(9LBSI1$j66K zRaG_k?B-x?y)ay1-D&>TMgA{-f$?hC&51Yc0Qlm}6{b`B3@DCr@BU|s* z(!L$Csl>zyk`TUlTxEOl?5W|Y4GH{oIhwru{QQ?xQhN$B`Q1_)+*VC^XcCi?`Dw$- zF>}^%`$7*gdgI}Z;nTrEL6+Db3QVo&PxkEeTwHi4+0@=O*yp2pP_t$l$MsE;_ zZW)=ykFPX1FKE>nWTRD60g3$1(8wnwBgQmICi`(|d=sn06Itg}K~5Bn8}R z&CH$eOcJHD-fC}eUw)rg^?+FRlhfRJOsS~d*w=R<$-xLBKT~y-v$?r>;nxSMs^B`q zQ%;G^6YwpKy#Bd+%>OwooTFIVFXb*x1EI3+oK0d1(-X8uzT(4Vk&~lPF;phF zGuoP{isfG%5Dj%JZG$8G8OLj$$1={OIaa^Fe?|MUAs=m@NP$)!^YgNn^p?$ny;aeQ zs(%ze+$@x$4J#-rl3=1p?RG8aw@hqtcrQ=%+L*qq)Sqgt*m}sD@bwej;AZNuZxM!a z_;7mIb{zM!|Nj_F_38{#laf@fy?D#57Ju`>yVgl_`j(mXQ-lPMZtV!UsNR^`a3(I% z$?ty(@pX08L3XgAXhAleXL!jaOqEZGw0&khOGKKTD_M1AFB;{0nZ%FcA-Jg`ZdhodzPvHQkS#Y|+oFSWkAq!^|>5?9wAU*k&^C4!!IXq{V^gPbN3}Y{-gk@wJvI2unypmJ( zy_hU%lO;tTIO8v7jhvr0QOwND6|;zCfj{CsES53+G(3G4|MZp6-`~G0bDeK0 z5PTjU5dnannR$6QaDxWS_46}hW8(*8m(QPpHy9!&VQ6(;aG&$=FbV$Q=goAOY`8uep=}j?RbZxVBj2i8=fZ;0YbFiFIMGL%@gk zg%j?#`{-S$+P;|DO&6}9t*u>9`xU(np0iPFURGUFf;XAUc@n09KYu>*VLp*cNE6fF zX?Sd4&^15t;spWhg)FkwKTPNmEMpHs^~mVx>()tHv}0d7Tpo>lllidDM zlb7h}?`3MZU0G}c;P=kee0gKi(Xa5y@Sf_2ho8_!#k1OR^o)#oFr{*!3;O_m zMu~Q_A4@L#Ued#Xh-RUV#zsHPlyY`oIavt{9GdUY=;-@v4xbL@S@^{)#6LsgR#fRHr#z?yb?oc~zHMDVE5h zf&ycYasRt8;i(6GT3T9=>|mzS(PWFZW@d7+Q(n?)wN#iv3j!_VtK8hI*WpoIN?7NJ zvZrRs(Pp@-lQi{B^nhvA2z`*lAoITpi^k`jcbRX$Wcw?rwra%4$_kM)Hl3%*=*^^9Ev{=_ zvcM$5pUQ-3H_K+;_^NHY4T;}fU3kTK(R&RZazwqtOnq_NBZ4Tq@kt>Aj?uIvo^7#j zlJF-aE|QY^JT$|&>S0E(A}L!dE30I=bjVeZzwVqSA-NsV?6&8R_n=ZprFmoEt(-`X z7ewcY*`w~6mFd3D9;XAlx0tJ`FE7_DKWEafY<-D^MT;i$Ay1FM#}TkG4=wRzgZ!cJ zt1OL3NftF8n(tGNaQjXf!%k0-x8>5k3vE@`O2lK3OLGdw@J}`_5 z1P3_KsC&PfijJVP(uu_l4yK{+RW*K~G?EHgen>{Wl4u*g>zDdK&Xsi4EqKf{3*s1 zVK4TYStN>-YusulWzudx^e1uJaj2F-56=zN*4?Ewr?C2u3 z2g{m5Mw#kq+krtA@4=J&-vdg!@1$q7hOU zDh`a}hlgT5)VaCmk@*ryfFS8SKMH@pGJ}k1sD_eUw{EpF@yG&_H`LlWd8P`z&UfdQ zF=8YMN2Vh-w=MHv!?BBebf^lzP9-9Pk}en&)b+K3?GzB!x(IeCu&am_uBsDCth z2bgv2y}-3>v#kKS^>}C?zbdzWA#gsjb>GX@5TK$8V_t@NAiC_+MDdahl0~0oc{x7< zr<-VO-<%U0RpU>_ziCZPO~Ns#kr3jzLerRf965o+OFghk_TYZsmMuu z$+0?L!uOmL1kkgm{SR;Bchi$Ozv)q}-%@5+TqMV#UZ7PVVK^HFXi%dGXvrOABy_Kq zYSyJh=k?64G}HGN5Ret3xnO1YxJBy^Rv&fPrhxgfGQm;7qLO z2nS5_sjeuUhX;t^0r|gwg_#ujXiar*#bJ5{KHh~RLK9O8HaiU3RNmwIAyfAXe`_y- z<0f`~uexRQ{)1fr_a??)SYtEB-Ye?fSM##Xc6oZ3=Gw1`Cqk!M9RNP#Fq_Tgc%Uux z3yy2z3z0*{LaKhh_Dv-qPfswsC->q`X9FcA687Pk#&GU0GH6Mb}bM= zlqQ(03d9aR!=Rd_2A-y`9Qol+?VBx#j}NuLQ~P-Z8XDzbr!(uDUMB;UYVyXIX81Iu z0+c?21y}3GK1pz4e+E2S8l>U0Vc#Hol>AIS9ojlc-u!3XeK@e38WxZR&-FLExm~(% zQ8jY+!$Z67uut8bZv&`MD8}%X6OyfPfytu3?HyNpO#|n(P>#^_+}v`q+Z-yQ^{W@k zt$}@;ajd>$ly03($sJ&sn6*$-ofPu~ihZS6pi{vAWS?7t|K;T7S_SXl+ixq)&z*PZ zN@y~&cXzMW*ki@)>qY3Bv7vb8^=9?+OvR7y?u*`q7~|f0MbSYI-@z{*YiPX{l%NCS~B zwRPO7mI~mW?@Am)$5-sONgWYHn9>p*zSQn*gA?n{0CtDY+Ql@H)vxQ-HK8LGiT4_M|NUW` zd0By$wWDLS3p+xhTEB2C9zVK~G#dLTN0X0s-J`DDnqW|#jcWFVfgA*iUEze+P{$p- zEWAj5+B5Cs%fcuWe3>Jv@z>p1J-BF+ligfV$<#>9dT{?f1P>!YsUG|qh2HXEAf~vv z4bD0JC_MF_w;u^7nCZHBdA)~K?EiZvtHjRfy}iAE6KZ6QN3RX!777c2C=%+d^W0u^ z*>7tjT|y!#xTr`2HW&kuFCfY1T09hHmy70lR0ubIIp9^g+rb0%54lgvhCTx0(q77^ zbiP%0bNix-h!3!XG-n~rld$Ez7p-ai(-P%;KY$92bx#p>Eelt8Ya9nMIc44DT-aI<-tbNf8ON#yVI^>iaU*21Vnzr$dgCyLn?FOUQyPneT( zuK&WE%<>M|xB#))v_UxQs32&9=Oo+IA&HAnQGW+vCG6Wt>W-jjov_z&QeYKCoYb-%yuU&3f))nwEYswTn-EBL3^GQY4e;`QsD zL!aRa1XI}f3guHQKNfE?VrS9Vnd#~Gs@$}PFIj#$0mBG?LY$<4IB8DDX!Ub9n@b*% zQzu4F0)zp0+MhpWkmjMu{C4^NwP;}8U1qufm2OE(tJc!`xm<7I(96VoOR>t?jPQ)ENja=^@0~L1*|WikT8#LT*7e?gp7# zOsBb8viQXiIZG^I4?DzK+p5RuCo8J$?ChMHn(FQCotQ9&^LNr@qXORupc)QbggmD> zOt0XUsHmurkkHMW@~~pn_5DMiDZTA&{EA(MSwv){q{4U8(8C8umhyn^*ZWExPg!N{0Nb1+;YIP zqqe$NuG-qiN8`unXX|V60LE3Y3s`7WRFoVCFdvBTIi1JhE9epgk*u+{JSL_Gt-^gT6`Dbk6j2SdybRD z8%`roAw~(xe#|iNEBW9-JuaYa7TWYcOKsheL$)=als`{& zWvRTR$FE;Aq7RxBLt`Hd(Ol%i=()aBA^5i?>DuGRWWd4EWq(AubeVDM{oP5o7a%W&gGjUmC}Go&vY*S+H2XUVCTk1Q=E zQYc7UVuG6|Vo>T-0e25AZYQe-8Gkk?!puo3yKl1xNaj=b1d@8^_CMtp5Kzcam)ty6 zOj3j$slc1gtYW~M-Cg&H$*%XeK_u}jY+3(|U66;=A?*GY2sGd~)@4I@D_%PAIUX2@ z#n<~oK)QKn13xP$NO|s@aq<&Ce-O*4r_Db+gc?f~Mio?;`OrMk_)Z-`!bSRWWC^g~ zVP#ECO+|(C)}n6y<|%u7pN0mFoPTnaYu~uu@snlE!7e~rz{$x8v=5l2792VKFf==4H2~q;Od|=MWxA<12!+Vd$Ie z)IQN41c8Ck~^9g!JJ5Ye)-P4ZLpTFlucF&akk)6 zsFQQ?1_Ub5S^xx^l_VAuHgzvHDY;ksrfOp5k_X(Hqh=K-(Dcvoy#U|Mgh6)$vJ2Kd zFulDmuWlp4P)_C!(w|2Ha5c-LXHNTPWMn|;hCb*YKN@l^0;@hN#$#$SzFbXu*H2dP zvA(`0Y7>xkztEgeQ@>%iu3}SUiT78USOjDRxaW-I1gE90rFKKM{3u)1d4%IJVgPcY zrxl5gi%)nTynxMcDgF5Jf3}Mj0n`8R|rj2M~1(3|KB*IuqOsX~`@^Ou@8z z-2yEux|c9rx)rcg?^`Dm5)*-wykqBBi+joDbW)gjeE;(0B_9Uw@*f!y&%TuApIB79 zm8oenz37TdEl?Xh7%yqV6G77n1J@gADZ&sI7PjifG&xN$+&Qy;uDI%-BD)ZTf8pQA zrXEruWzG{hC)JO&>qeSHcv#g*pce$wektdWV6gS$fRfKg$`wm7` zW~?r3dR%#XCJ_0OE#A?-GKLQmM9gk%An}pQ6jPE5VPI$7-%^*uh8muM$>%T z^2SmZIsL;46SbF)UM7htT;Ri0T3vTg#J#^&HDt4p`2$kH2yyEQhGwB^{jNECrss44 zZ-NU_tMRPwf|K}#kgs@P%j&h9tyx~*jcB;aJHJ`utY{U7c~Uj9B(@dxQyPwU@>4Lg z)wZZlg&tZ*hcvjEPSC)nue-8(ZP)7|>GI>;PV+v^iV*=G=l{Umr0;NqR*2@;mu!;Icfz$Qc5=X><|@(;4KDu{RVGAeoaU>w_PbIWe@lX2CEAiCyf zp`i-FFQL~7bKn=A*MEe~>?*Rj6EE-)IZ>u|YZqak=q?`=QX3f&bega4Z7xWjbjIMk zxG5nP*Nq7!d=NeY85dWmkprO7YF-AaP0bset*aQ5rU&(PXHlmLs2KtSPeryq-(7ps zAwt=c43H{JNN&W)Zf0e5^=Z<50{B^7BJm!|vJ?vzj8|9Xb=;fyvc(%9)_Es4mkH zoJPyhe1oYA501Z-9J}moSdqt(6rWA)jvM~RDsiCQLge~c>Ka0JxxRAIF}G&*pA{vk9D(eF)39dUZ#;g5Gn@E1s+%0znhVDbYf0UOMqI zXfP-z!*lae3HSG6tRGF-OZw2RUqZS*t<)3r-OP(LtVV)}bK`U$UD&s-MG9^j%P@_c z^78UOHlL->lai;1fly+lO^kSE!PoPC>8FtgF@1b~uO%Npe~j{FQ!j{JA7H0W5#uX{ zde3-6f4uN!Z)_9^P3L;s4h=5FoigIFq^GY-v!t!KNv05N4JdmT6YV4YUYv148$N#g zSXcMVoM_iK(_Ws_mk9ANG-~Ub(L4LKUc8uc_E{j(*vhKC&%;!hMwv@UgD7o$*Q?&V z?82m&ec_9Yk$T+C>1t7@wU2mJiW<=~0~Ej?4-%IEgn!0El(Vz*O|a;lAxuWdL(5PX zc|;FC6eo?Y9Qss7_F@54lP=m1Yo(dPk)dO>em+ZjFc_bf{ZhO4*Y0W_+(v%%U+ zh^lc(05J<}x*LzYx<-!XmA99S?2^^Ko<9B8i4NgJ4No9Z{ZQSsn<4kY`=ajgxx~)6 z56crEJ~vAfD3Ge7`rldPURL_yjH^+xx(9OF0;RmVoVq5;dEE7BVr2>bMSbPQq>rzd zBs=NLbe^S@q5CM*mp58@n_8DvB>zzS*h$PvaL!LuL7|kQx4e@I7itRas_w+G0n25+ zx29T}FGSAS9_{{1Kor^NW3AdQ2(6{!P|A;JT8B@m&f3TZ1!=+~x_5ZZ~_KSD5pVhd~P0 ze)Z2OS))r^OCPFMZ07w%q`TLzu;g8ND#Ad~QeuaA&eZClZ*iKH^*x>iXW6|s$oD5K zv$HI_du68vXKPB|V(dz95f7n55-ZupK0zzr;^v`5<(9G%o$(5<($%}p1lRVP(6`Jv zvD8d!c}9vfT@fOm1p2Y{sQYq&B;U8*KvIymfxt@Y3~KKPiBP25C|>c}UO3*CIhs;C z>Ne~XAojRGm|t`=sS`>M%oImQ=cA~5BB2T71dYP>mGh6lU?D{eM6$PZtG1rzh_WK@ zLm;eW{Wg=K&!>12p}3W9;j`OQ55oe~`;N51#;VI+jvRA@vGsE1O} zo(FOilps(q*@#eu+&8h8L~NWV)}hp(c>?zS>>2-eT)hx|m|Pb~5c+NecOqeNG-&9e z>X@H@dauFZ7DKqg^)FNi4_d-}MJl9YwLS>R%Hzr8fxjK{Z=FF%!Te;(nLmJXVcN7i zw|5v)@(6b;l?8DJM5%n>Zef0)q^YsErVHGkq52F(Ab^oJN3~?2K_a{x5!k*e$7YZB zHUx7ZqAUg40!mAvSz+?aXy$~D*z4?Qf;3k4#{7>bBmhIN^9j(&I}zL&NBZf4hNhI= z2M27N)F4EEF1Xvs3pRM0SVz0h85$TYgcE?JVQ>ACIq|}tUK@=-kozMR^uiTPy}i95 zw=2>o^Q_Bm;q;MNb_Q2EM=*evQwP`u)G#P&-5I(7dXN`GH+&{ZN}!NhxB%^rn!Lc? zDP&Mj*(%nJ^-Z!j95V@2BM>a72^4~JbD=2@qzm2{y#m^wg=8<^{Pj3A^+~l$1ZO=( zh;Wi1)(Peb)qr-y%{_?uP@V9E8Vff&=r>MY3ibFr_EsQ{4Eq>?APGiTlgX?@ug|w3~6S z0ySK4hu9yO;-Rj=B^P}?0)&$W<>|o)in=A=G2aRTOCGx zOZhPC+2NzYM?+65{z}p!?rayE`OVeX>Z@K2HPKhE(BtR)2MPse+`X$2lZ!5%jkc`z zLyH8U7tj$mnM**aXJ0{#FoHDEXv8(?wQb!}7tChcC(^mow$;fkOQnA+31?b$>KUAw zxrEi%i~V+_2*mI|8QDALWx9F&m3^~E4fLE>UROOE_cGDdq9Tr%WP15)+TGySsqDt} z&ki#oGww;x^r(pSRS6IqA0kf2C+IQb&^_(wzw_} z^e?yJLD{N8kCBnFb^L9XmB*}9@9Z+&{doaaBl@MC+MD4mmY+@fFQw3^PB^DLs@bM{ zxjrLxEal{KH^FCN9Pn5K-(BiyH_^WRxpmGy-VuN~c8cB8YP?EnJ%tsb)f;}7w2%Ir zOzgM5lqgC%`uzF*Q*Jh!~04|h5S9P-0s`Uj}BCDL~mN-Mxfn=EN_~&23Bv7A)=-RDi*M|M3xSDNz@3fy3u#x{$ulWB> zA2rC-h~kfjagU<7Ai6-QQlO=RbykYT7XotXHWhl%L!RzYH}1Og{58Wl=qqBXg4eeyt> zpv6I7lBGy1uT>C9BR?5Dv6GbkB|bI@Y9Yd2ccquW-wg1UH|w41R|}Q z{p2XObfbpk@I@Q3@v$+dk+{6NTT0b(Cqm^ds9&zE1r*_G>Ld&e&!LqIVZ?EuOaYzh zX6C_Ti;Ih?heN3VhOMl=2d1q1;Np2`L)<>6y}f7EpQ?t#r8ol*=n#1D-~sf=Kkv1C zXBg(g+(CgN`KYo0q=Jopm&HVBiPtl{orPrL}e4gchpd;!4>wAdZZrHUunzkc+ zfr#+B;Jxs8yapP1{k!8`W&_mj168Idv)7xDa7mrUcT?MUvjS@{vfW=NLr7BPssi26 zl)gL7&<>K$<1;~K=(hTeF1*P14<~C*|5HF35aW0QYdpWy2e117Yuc)ht2=2E(9WB> z_cQx-(PW#b%9Xdfe}iSDH{TNO3@H6tz-1Xy0k>u#nwHJo)pU% zx*g#;ml^l^8b8yn`R?KP@u8Z}+FK~on&QM=zK9l(T~F<{lldqqE?!ezUA>a$=}Syu zyAtcQSkgLnxa`X4+u*vAvT8Ze(sH_4s9{5;0mPW>?CezUt)YiJKZkNXzmA1BSWCcm zFa(d+t{Lur{}x7PT0-y7IWF0-W!=ys)N!L*a{ZSIv&2M_%c;tW3XpAIH-PG>S5Wz% z=^%7KQEVJvOYtK*H}`0v;b`HJn$(kn3yMA@PKyC{dVWxLE}iLsdR5 zXf@xxKDhq1Fu{5^V0?m%f!tfiKMz95%r19|+iz$NP8O)qUc~LxR^Ev4Dr5S1xnZ}{ z4pae~?u;PL1|s~q@i+cn-GOfQ)onQT$kuId=atCDrX^f-X!^l`-Qhq_PY>(S1ZzZO zB%`6ezWyl7tIMP>ow;+fZC6^xE0P`lBu%mL?+#lR)h(b`hT&Hd2Nbh|XU5ABo`0eg zL4J(GD;~$+wd>dJ%528+Ce?256`(Sy42 z{W>q{qJ_PN!;uE5twGawPpdxvKeoV_3c7JLbVn~!3Nh_I>z}w#pK!wgit!n>;|;aT zN_+Jy`}L7N8yPKgYjfGDM;#W@H>9NM7V>I+s3VLbPbM^UpNd&>1u7dq#S{8zjN#E* zUQvB6&-W=zoXpW`B!tSR{f|e-6#uuYi5_)ybfg}%r!Ic#4dfh`14DT2AlkcQ5v;Zo zuM9sg;ycrQO!WW#cv_g7vmER+yPWF@7K))ktZ($GVV_pW?D)%kIu3(wt)jZE;Z`_LTxgYp*k9C=(Q>j4H4Dd-pgRE;|J5C{!M9}=3%Xqsr#cdS=re# zhjVHTYu~R;IS$P^NgwS@)@~7$^6eAJ{3Ys^-e2?_TTcP;0{Y%BpAQ*7=p2Vd2htf( z$*;oC9E|9vk0NDku*pw({cMqly|JyQ!P}k_fpoyA_RSs4_#Rmx+xGUvTOF{4=>4s# z2KZ6P_o>oVT@-3^b%(BDM;`f#jWl()!{T+3ARnI)d0Bb69O-To>p@eu&sG`bGWhw@ z_Cn3kP`8hZyZg}2OkDj&CUj9uu8gpbn_>~(q}z@7KH(Ji=>*@MU|+Yt3-}{AnoB*J zXS=U=Ls)$44_h%QN&rAlHS+nLq-M z-IidAxcki46Fuxv2d5cH_VVusO7B@1Y9W|>o#zNQ zeu!HrYB(yB*)Jn+elO!I9f#@c?q;;pdHmQD0M>TwvwH_K+_p6cfrf|k+P+iTK2ssw zDO3SypK6=FLIS?C+9x7Xrp6pZ4vBiVsqYsfTi1`a8;;+m9{h#wf==opjcN*93m#6-p$k)GA)xL2x4gj zf+&cL7{2-ZM_Cd6JME;X?}|WBcM$#&bvyp^1cBg0D9PP>;FYm5<^78LJ5pf(Y$~(L zs_%&LFml+?-M7Hk@~NN(CDTACMcu}$+ha79Bs=kxBjUl?g6n){UKUkx+m0@}rU7aZSFQ`U3hzJpMk*f`XXp5yaMIdGr$pjGyCvFlZ1VS_p zyO?|(jdI65492}lNGn*{V67>Sw$M*P&(FLab2NV2L!q%AJU?$dGpmOTI~(0HYSQ*Uf1BJOHE1f+S+?8)7hf3 zTvV84`(!H2ECD_5B|hCF!xU$sAIFWY%Slx&sHli>KW8O(CDEdB_&O3tPadkt`*Tu? zvv}B+lh%6mriuUda7@5fUcJK<%6aZSVKDt9st&SHnd?Xu+&lBRdYu{rcIBnsbP*cA zPeoBT5r{3(zw4tTrbHlEPZNT9>|MTZ=ho&uIW)H3=-XAg3Pb$Yz z@rQ7!4N-PDtp@#wIwob#O|VU~)MvoS^eGO#Gbme_ywRzvTdT0;a6v!mG*_)b*>F>S zGd2NjA+M!6^o}nQ>#Y=*@f&B|+2vShSu4KdcllI{n`)3VD|W-{`3KXBB_fm^g0Dy! z+g}eULP za*s2_I_+WE!^qAbpFe;8_3PLA`uf;diVk(pj22kPB5854gT1}Iqocs+`wym~!cIq@ z%sy3@p2D8k^l6@T^0Kyub#HHPM@2=cUUr@ToM3Iol9#&N7E-l?*@8 zPqNV0qCYrJvM96Tx<`9>^rTWsl$la^KIKZPs&bqgOicvix7iiN632bJMb-KQjOj)` zBt#J^Q>Dk3jIQRZu;Y>;>)*`fC702D6%ogc-1gCM&sq<8{$VCwL(=$og2~wMYB=`%DGNYV@7(D+ukR8g%X0Hu% zQP$OriAs`tmA95h$_#rd)x!`cg6gUr`Hyz@o<8Gfa9h&mW58uBqG*^G$iP0VIrNjT z3kzgi{&;^l#Ii+=F}~-VlMT)teU%1fT_{#j1Pn9&R*!G`y|=4EA{iGAwbob_`+N2< zN}M#|0pXdMnPQ%+Pmo19vt}c;8PEOsW3hXN^$xlvx+C*#fzM$ANromS+3D#MyHQzE zfzvDRinfD9l>7vmOtCtn{Y6gF|^~ z>09k02W7%l@4wJ^3~L-H489JQBcv~!jx;bRKH0y!yIWJ9e`$G6@W6*@mF6)S9CYuy z`g##Du_hiW8fxn5^8CX*4*_bhEF` zch954J$3fn`XxU}jN$a}B;|bb|Nc!%c6K(u6P)XF&dT!qsSB|^`6|gbQ@?a|k>U(| zRA}%yB#7(PRaF~ZC~hD!2+W6A0XF`%c~!&v_Zf=Z z=2c8M13i?}tc)O2Mr!K4@aVdGK}2oehjH7fsj0+LGg~>-EZxqNwRWSbLm8Qw7D$x} z*w;4Z)B zO#fcNc$1zwwY#&El$6A8{C-Ta$@ycKXNaY}pYoObt+wRo(}K}+URgBZ9Z{vzf|Tg$ z^G0N{)qE;(KPQ8Oe41A$qck97esA=jpzI(c4HoaO;s5#SZ_I?K>(cnXxtT2{Ce!Sl zY{jDsAzsbX504G-0aJpnG7eJJfIiE*=w=2d!ufq{23AL=H$U!S4`do7f{l9`odtaS)h(kD?dP0Gk` zG$ZQZ>>TUP^{*dPzJKp00>-M4>1+H>!YeB~C8cNHrPDmt{W_8Yp1_mXYbhcu3@F9w zZ(m?fN=n*3yZ+-xuB-2c8zFpWD3(1;2j`CuYjTX6A8GX3$j#-2FG?wv)B!+5v&@*l zE+*>CFJ8P@YUdnhDmaG0wAR%vEK+Z<5eDc^&&))QF?MxzQR4G zn3+FFps65AJ(D)|_TH;B!_QC>?nfvuefjdmT%MJMWz$R0-8WA(x(U1^U;C3~4a|U@ zFoU2e=e*Wd4mOdrOXs7y%&QU;&rOa_^1&r9J^o}vB(n1bi<*d}WI6BWogHDE42lGX zK8iOe6BZMTJR@Sj#Y9=4T~u3pdq_xs^eYt%yN*PaV;Wtp!n+2Y^W?j_yWNqPu`yGm zq6op+JT;ZqrkawI{2}ypykNQhW83G{sZ(%D1`=HE0)KzO$HzCOlTY@%4VB~|EG&Hg z3ewQrauA4mjrx%W1K)vjY=o_v@u15U(qV%8`+gwKIEi7e1gE zELDdN15JGGo38KLL`6rVjQC%zPjHejNmuC5Tln~(+Gr>VNEmuaZ8UJZ6<_Z-)jSdA z?k%1*I5;>ph15@)s6;scYgn`iGn;Jo^^~QFiH^>lFcYJqp`m#GTD?%8@rNmyV9>Pu z6$mw%0-J<2d1=`%crc0Wb#!!;+7aCZ<0yN0qxUm2un(U|3FB`OKR8%eTpI_7E3GtY;?xV_ znvL1+$;IoiLA$?6=H%TIUcNl7t6N`Jr^on15SGDS-PF`nTN}EOdsmH>!xuODuchAJ0npbdMV zTg!)T45m*hSR#PPuuv56??N0Zmp60$VoHHG#0$3b951_Z+xw@bh9j;>Jy5$CVqNU> z`(|GO|F0yAOh4?SU+yw5ii=BI1d1Nmy1L#vA2n{}sjKVmP$Qc*3P3{Bbl2-Y*)0%O z0=tzR-3E3`+wC03eP`Fjv(~_UwW~0}g%vxwkK0C#;^w`x+_`?PPBlSj+W4_IWV~;? zFVUCFNh?F5^>lk`DDI~)<=juP81%~JkQccd6K+!HvOTbyMVEP(JDKV{bf;f64DJcG zuNA@Bpi<44Zr!@2|H#(VG|2tBllWi9&g#bkOzVyQK)^XT2un$|K1c*qVVz=oQ@FLg zy@wBA4ao%0dtlqGCdA9(%np{z!u|*InHIlu}&hCLbI_( z;ZT(xWlg?YxHRW$MedQ&QRhp`K;D8@Z@?bd$T|J4OwSPWEH|!LTV1W@e|wfNn%w31 z#%4QMN-ow+wD6ef|Ab z4Noq_nj$IQDT}l3?)kxP{nzD*$;pf>sIagwK{I8>IZ+2MuLe!tp6V~CBx>**CqZ4^ zM-LyGSEXRqtl;*Cfq_!}oBxV1obdEhh6V=X108rgzLerwl55ixP)G2=Ff-spI$$gr z#SgAp)OS$MpW0;B`I=qE1AQrbom(Kxov!X z)7`lUr#&N1K|x_?`Hqk@a}7AKc0=9=dx#tb3dT-M*=AP#y;Q@)ycZ;Dg5!)f%H>W@rL8ud*v#&qkC62EFRDu)dD(-R-RBo&zXthP(#cR2%Z~d!G3C{+pbH5!^N@&4VlXVP>NBLxnbJ{K@FXvakZ1XvtyIG|PN# zGh`?85~{q|c5dn<0MGcifuQJH-iTaYwW1YnKD6!ruVu^v>~#qXCN5t`Swqs#7pZ%i zYu=?%wnd=8hTT6=g*F7@quS8;!>>g`CG$B6>;BuoUvxh?wOA2V3h_eQJ)qL;e^iq*^YuhZmjRSwo< zjPst@iiSivHJ2jq{s&p@BFM=@WuCcneE}=Fo5qK}cJ11R*JNXO&cKC$Rw-Jtt>0|D z;AVXgxqtxGnX|cQQ`}X%ns}8VQbJ6Y36RDWvW@B9!P!|etnu?upqJW77W13lBcYYg z98XGzYtwg1dV6gp`Yl=*SBNlCTGr?jE`h^qLgJl%pM-~I*1G5c81VLjz8p9o&-nN_ zD!w)>JY1|MT*xi@$xR#mhmJe)a^SSAy1L29$$5kS_@n9D&b&8vvSxsZDX=8Ak69Hi z8t0?sEvtN!yMcc%K|7G=?3xeHpn^n7S@q@p1}%U$_=?eEjm>iOC! z6?E#?QdQ4~Rn^ybqh8k$pe3TSvlAHyti6FS}Xm#d{DdOqOI)%YU_OWE`c)vOz?GZ+MmAm)vxshtCTlyXVphw%Z9i zgdhcEum8eJ-TLO-h1eGpE32V@PuD|7*WJ@oBv$dwCf7TeHOf!V)@Y=g2x+cejvikZ z%)$U>!5H=vc;UN5Gp31&3D{a$M`_%ctcx4|uU#2}hE&EIK-o-m{Sp~ue#`p^u_H%m z9Z@*;VtE3&nJZS8{=Y0_$;4-h=-)Y?7gEGJ;)dm!SUdfni6-nF~K zeUDpfTzBe8uf6Ovhm$~+H%+Zxe(3JfJ07R7e6{;jiiJK^mf~%-At5zvR@AV2Chd<& z+{(Wa!C$D=$$hn_{e70;I3Z3NAZ>SW5q%8pO--*ik@mj%+X1Z`0DSWFKN4x*?3Bxqwt z1klyoO5*(!$6ub@{9yX=-VncG5-i*``O_vlK`Bx*`7KNG>=xx5y%Kz7VIPvG0T(7Qay=z(x`eL|5@cXJ?~-iN z;DCV-JXW}O@G_T)j0ELwY65<4x3aowzRYXN8>vC77rl+aHJIY#Y z7-s|l-UMI$jd4O8FwM}NogId2<~LKHAj!7MO$B+$WF8rl5{A*_Po^LtX1ghLX6thF z9NkN~|NI_uv42K!8(tX@^>9BnydF`10ywiy1R7K^iUS3Lk+_+kA+m95bye)|eC3KB zjAJkw`PzU7oczhx&PQEj;WX24znU>6L=&z>? z=_Mtq7tT4W8l7glnyShWDGxat<5vQL6~K8v(segCf9}qOIHhtqzQ6`9kAw=Hf=S=` zwGAos{=fij*mO|z{O*Cjq{(Oo0l0;_zkZFISdk1o6359PqT^IAgK+7oN<%P+=YEpe z==sZ+FAJ{RbZY>#XS!eX0C4s!M5OZ;OkM5mGD7E9)(E_)?Z)#DZ@87dKTUGyQVW86 zzrkb8n34rdERkewFG29~lhn9kfm9^$HL5H00-KLvK|*1SB%l;J)PmL`R3`;3w8|78}>Ipr?I-hb%G zbU$C)#)*saO2mbTT=e|6Jlzh#jHZn%`4PE){3J(04|!1K0{r}-@?LvX&f5GqLHSa} zl6%vXeMwp416}+5jr^b6bTSZHOTzg!4%~-?PCRQnjj8yC3!%;KABBnNCmGgbU6Z8f zUh*+q16PobGW=WfFvGl=b42|VE#L6Hh2&3mbzFCAnqrUXZX_B>z;IsMX_?U4)=@4j zETrmaaGnd}BvWYp4wT7=A4{rtEyA7o93cwBjM)mrHM zr>U#SJcdG>wuF&rB*JIE-DeI0ha1)|61sEeWx(c)bsV=+T*9X(dWZBc!3u1>{-k>YCud4jyo6{F!6~CcYCO<4eq~bBxA8Gd8 z6=&}sE_swWQ9?U&?>Xlmd;m7G4;jt?VQ`J^B}uKLm_r0` zWu#Q*crpwdmLvaBoS+CsN^Nyb5N1{HWXoGgnkbH0!A>h?f{8Qodeyo7; zd#`0969n?|`KZ;kH8f;Cuj2u?{F2LYuqhC&d1!J@eHRIVytR`5=UZ4cruN;tC;AMe zQ$f=|T^d38U0p5LaUdY7p8_E2)Kq3ligds1qW-@oAWg=VWYODCK*bLq?v2zU1RrB) z7ZM2k0U<*M#Hef(2T0NNBynI4M8q7;0g$S>y5VuJp~eFl!ri;S2=Xy;TS_otlzSC_ zQ@Y4pQDNaO6a!)h1W?l8=mx@Kn;opI3XS+pTKt&L79hrQ2O$?+I%I}Z9)O5%Xl%TS z!$o$Q!yYZtgNyXv8tS<>rp~{+oi0K(^weAzGSGV(hDJu*Aw~^Oz`hY|A#)8*qLV$8 zW|$VwwOhw?f&UbbPqwo^M+8qp+Ew#?`Qt~D`%%PRibCh9Y%%=w3q;J`pQywZ|VS;CPGjAj`PAo)rloV&ww$Zt;O|I+$z@OxKk+ zA80t-?dov2|Lgd$3G-*`xD!PlbR2@+qt52~;<|-S(C!etny7pcSIMXHS2}rJ0793j zXGl(0U@)bY@@=&mzLJ;d$-jyvY;pOpt(wvDGa)q{-Q6l4vjo%ybagIoSvmHd8`5#V z?Wae-P;GhLK311xs=73O?a*EKQph*lHuYW$EE=UXE5S4IC!jUZ-BT(VtrX{0JP)-8 z8O2(I+ViVQ8dq-9==a

T=Ei2Opvt;n&M(04xBF|PIDPgTvb-PmzBOGa`iiP8V;i-7#<9w{Ne z%6R7gTaz|qW5XG2P&5cV4;aAa%W#H>RN{%NYYkXUqsvJ+o(xTHx}s5>udgp0C6uUq zLix~8KeD#wJs$;*+;)TbnY5JDL~8KR#kMy*n#xvIRwwVJq@;kn5EKtndMO9s>3X1j z`y|}k4oPahc4|h($4|0BLogy2-m*&1Z@jq(fna7J^a4CV_H@8` ziLjzR_w}g@r$a?Dw_;ZR1!6{P)(IpVx1I(7ltuPh1AAxZs)~vViFjS&EzX1J1!`tS zIAdgcb?MTQ%{^KGhc6HT$}cI!@kX$@5Y8WIZeydQm0&koZuZ_gD2Y5&X3sARQX*Q| zjZhJU5;IG|{y05N68 z$CfSmE6pA&=lT7KDq({zE|h5(eJn=34Ie%{E5mCK7k14@_PKyaLX>or4=xTId4HJ>kR>wb{@F9 zfL86FT3m2OMo9OzTQKc7DjW4L@%fR~zr<&@YR@8oF3awzx4o;Idv(9}a&mIQv+8|$ zK3A)rXWvW)o~Hl#G4Yp?nJenP13#!!5i69-z1T^F*pE?+7B$~j{^{ycpXMy}!j4&| zz`)jv0jw-|n(p_#M-?Z+b_05pBBVNGR*tn~cx`4i>=^@pH-`okR;ur{yn9FYC|#4oprMsIqFQ$?@aGlfAtknOTjk_DuRVp7d~XttIO z3HBHu<&}yAsLbUBm?VF`{%0=6SDa_Rq(s&_?eh5_Rkt?*CwpYoq?Z9VFDDQsVO!N4(RNG5F2!YB=`eUruo-Yb|TWuYuWt**RO+w zI5-IEHlpo=oEAOFGbJk@a5AWp2uVn=#dO~o6PFIBAPrXK59Vrna~3)qnmpISWVk4W zX$JOWa$Xk~uViEBh)CHW$P-Fbni+x1RoxlByTsCKpb#mIHt%qROeVJk%)13g09S%s6AZmI_QuMq_x)=e|bqE^e zmoFI<{ir78KE#up|fpS62=ei;J?m)+*w@Y^|42YQpfjgfn%yB&6`&#ZZ*fo z#y)%YtR{a{>agN?dw*p@t%B-JhrPv36Q7Mve4Xd9nC1atgrI!DWyipS3F7NYaU$oV zvb^sEZVy+q9QHa2SAj09H#NTBp4 zATJBs1`jtPLmw*9sMT}iXYE<)=oL%{91_0v_V$WQd&&Ou-eYx=P?e0H$z=?ht8Kj{ z5#9Etta$j>;h}iz@vl8=H`AF5t6Rj2mp_;~*%$g}E)Dugr!$3BRaaL-Ns#jkRa8v9 zQ-NfVjy7l}?lcY(PxS&zZ-P{I#HtMAZXv7iWU=tIHd|P!qW17adW_> z)MZ@L3oR-lA5B4~(ot7?y)(p=X_k*4U(8hB-K@DNx=y@kmZRCD;aF!T4^Jmn8?v;r zg8gUwvGMF#WW$e>18A=-M~%S8BuqkAv-|sddpj4utv9;nXufd2gJ{d*R+E?gf3g^5kY}XQ%wu zC?ZJRNi|4InX1FuDZ+Y4$Q|j36(8!&FD|yw?`!5673%F0X(_M)bcKwR@AWE<1qv5x zthg`lRMFM!$T#{W1nMZ}aXQJueL=DShbpk?R*!kYM0)A1L`QdKL^)2)q@dU)gjP+L zYKk+YZndyHl8_aDzvhN4Oc-B-+M%omx2|rCy~lD{A@64!JCAxVtD0R_XnV`2;*Zd_ z)gO5#z;@P@wHr#cq}Xs_LglYc?dFslYqt{gF1T6@+t$WH*%9O+^}-=%7wpTy4~kFT zzpVW}$zPA2zxxJLhS9h(FSMWJ<)x~`F~fe`b{1;E$IeqY3wxRi%7vKq z6w?1H5e~4=yX-CWriX^MN--KWLXQ)Ho}CfBuU3AP-TM23WAh%>NT~E^`)xtdlw95= zx4Y@R)JhbxXV0?z7P%rycIoZqM`|@{HE3BHIJgcFVu0kWt~z8}Eo|gG;0wFqP4ot8 zVlz!Z|A1M6_S#rjv2%&;^q0Alh)l47k3zjh{PoSvkhvf1eYeBE^g1NZr9j+eB`)>U zQik?E;q=~l7qhwEN{p1`d7AKwnGi07C^2yk(2itm?Gu!lI69Y zAkQP(u5h;bgqGt%Ww^5Y86!Jictc_2rJ^Xk%&rW==_-j{vW{-89^d$Ay}8?G+_tfL zh)hl-(=$dy1~t)0CS^yDWeqfC0ww#D3B%r`B@ZosXO;E<5hN@feOmgtF88#z;O9LWr5TROO#yR1M)XSJBE9@#D$W^HIiC;TJ(Ue2ip6NN;kr zu~s~|3T=g0mqrp#PoT6^IVPltEfSIx9pa1qr4;|dxw*Z86_e2EbP zAwfnoGRT{ssC+5AAM0{QKPkT47ec+8;ICbiE-pqwo2VWS6lNVAEA;r1lrJGibyk-? zX!0gdhRTe-HbfwVN%RydW8MMxg#glM^icQqhp9wvn+tT%a1(H>`;!6DCQEDjR8!eP zA1YxUgx)oD_42@7#;t<`e84d`ik=w3N~HEAJ*7auWEiwr5Evd@tu+A2SG4gWnM^y5 zZDn)MPqJe7yyYx0LX?X{Pi5?sUNzsS?QOAodik7$u1{=Q^zp`PirT+@nvK_VSuKeW z8B_-Smo;^Dwdm!wejYnXl}|d$Qb?E`)KkQ$wqN~Zc zoL#!-T~0rzJrmOMrl;GB^$`(5G=DPXJTQ_+PFhXj!#``v%YUp_ZADMhtI$+8%MK+&NQx73EJ`8oul4VMFl za!4yM16sC-DknhS?y&}0m2XMYl*2t*^XHr)%Wvpj>mm@%1!Y8aRaJn{HcX`X--LQk znN-Jr`kVbaHyXut&v`a^zr+T=@1C3W&cX_8h{yOoBSOriAZnUYpcF1#O|4wyFPCqV zhFQak_7Npa&uK2R?z!PWNiZ6pfa818w#Vt6~cC42wWu}FD& zant_K4uR!WIvLd=XtP!jm@PcU1xCqVpj!Q>>4RzWoOLwEpEk`4gIr>9Hfh7Q+l#v)@23e**s6K=HO6l$&DKe1=kS>QTB33y9#6_B zf2Fp+O(G&Mfqg@1NXQY>g8!zYal6{5LlD}1#n~O7a8Z7$=2MDub=2;Aa+9D~L0eoC z(eDGOq2I}a8Y_8dhM2QQtpODYaW8VAq@rbiYe)kFE$Gl?+l%}y`$S)u@*+KXt=sjo zp@=AqdatcFZ@!4*v>(n8v%jdKZl6Gec+(9M*T3s$|DO%q|7*YZ+qps=E#2GM{UX)W zLqc}7e{5G75vZ1M)yQNZh6F?Tmo6D5x)pwXNrf5T~B-wQj^z$QW3OwHOemOD6f2K z&}VeH511BBUHOninwNfmQ9JP*nfttu08+D_skNZDM({{i><#p!izNmkrGsRJiBi zV?-mrlDdlmQ%)eHV?cX@Hv-shU3AqMJ1avWqtI`Q>3pDjPCnNCoP_d_P!=}RmuPrU zb?9xv-Cg3hL$x{cHVSYLLWoVBix_Ubjh*rF@!8in-qL_h*6e`&B^v)lSsM3D@%7<6 zDdIwxt*%2LAsdMme))QQ>Z+=KTX`H%pbU8(6L>fWy5kPZ^j@FmQMeURn2 zZRJ&FtA6xYoWT3_c9Wxd6Ujddt@|adps9>)rsFWjcnoHzu6{%Ocwp1scE_fJvg6Op zDJjw0xAS>FSK!Ahnh$@YyIXv=6lNYoPp71+F5uS!j}H&u=kf;r2@m{Jq~ZTL;OGR{ z`q2@vBSNzI;mvBf({k3~qDNOBhEKs!>EQC!33!D-3csW=(f_#LF&7x!ZtF3ANAw(x ztziu&L<$dC2i?n$b1_o>OU+Z^j%n z$M`QluI7{4*PckjU(S&EVp#*p`_3HXA4dG1%OwhdB~EVKyUX;r_Dk$8s@U7@q&ty3EPC+XxB@?h+Xlgy2bJefT@Mb$N5|Xu1EW6mQ`fo+onjY=T)VuqNY)%K5Mj zf~oY2Z@$87Ebpxh)>*cmCSo8XS&b1b;*FRxV#oh$6pzObuO{~UE!-j)L80V!5!6a( zWkAw7e5v7g;csovvl)l1cf>e&4o>}8j0&9jdv-kE<0_hW#{a5oRmU$SS|!FumPNSQ zAm4y)#N}=v9{@!E$2w5u$0LsTk(rqpj>8WeucD&9Yw+{&O|HF|-|%8zxktj|w$&x& zB=#8Vm=yo?Q?g0G-UnyKDr~(1;Xp{nwsE7L9v)wp-dX6wW{w8ToC;_Q2rx6dre9d?Y+%5_1g7sFk8UxaIgW!F`?gPWwyW|sa!Th8=m*6!gq z4g5EJ;L#ulUh8J+H+TQQz+=Y14Mq^jplg`mi@m*S2UOzygiUbtMjJv`dng5?vDfTL znVyO1ow`Tx7SSBX@t-^__nqj21(DXh$5K0wrSL;iYGhF8@mWZ<0(+6k84#P^h%PEB zQjiK5D<<-xgSeI5{%!Zn0@+{QkCp-zwJaQZah4*B^KUuXKQQ8gSFidbd zcu~KeYgjvIS@S*G!v?OO3Uu=F`U7GNbf2~ErMG@^p5&3*Q;I(&P~flpSm4bpEo2dIKjl2?~2moa_*AF*7REmI5JoE7n-Y@!NwTF(WhqNiVyww7+oO<_NFqum5oL*zP)7RHGFfcGSHa>Og)alcw zO-xM4Wb)awXV0BGXKHF{W@ct#VR8Qac}q)6D=RB&YwL>_FWTDLUb=M2&d$!>-rm8% z!O_u?LZLW0IXOE!ySTWxy1Kf#xw*T$UqeA+JUl!+Jw3g=ynK9oe0_cW{rv+10s;dA zgM))ZLPA1ALlKk*&%(mOZlc7e-MV!vA|fIZCGkaMQpRnRq|B(OsOaeEyH8%-LwWi- zCMG5}Huk}T2l4Uo4<9~ENJx16`0&A?&BLWF zj53tgv5#%zpV}wNQ96EBpma`FqI6CDjnX~+8HGMmh0-%yjnX?;gVOh_7Nvjw3(CMk z9m?S1SCpZpZz#jd^(Z4N-%&6*@9F93?d|RB>+A3D9~c-I92^`P8X6uR9vK-K9UcAg;|GJm7#kZK zA0MBXnE3hg=j7z%)YR1U^z_Wk%*u#8iLb24Fd$U;i>QoXpCQW@s6OUF4%wchFw?)AwF|m*BD2 z$>^j+22T1w(Qd=C>fG0|mM1!#`OU8Lzd10tDnpOIN>99cAu(@it3BT5UdC!_fa66c zCB?bL-;ym&4Ig6%TKpU{R0j$r2;maNA(c>6DHb6aLoo3rAQ8?1Vz>+-RPnJ;&qfh< zNKTwK7}v(&VEN|GphMD%i#r1|GuPKiqxF)Bw$nIMcJ83gDt2xnZqUSG*9#_q7NX-gD5preK+-HsCZhVO%;3nUV6&4X$55y#Y9_2muK--0e-z>H>^W$yD_-G zXKke-m)OENT*ExVYT;E=BYUyq3J z$cJn$bY#8JT<@+HWSV}_Qazi<3@0)zAv0lIK`R>unie~&+g>;QWZyn)6pW6rc2KV< zKBT0orlwk6^gxy(%Z22!ONV}(IhYdkdVPeUKc}ujdg^d#XtR9am*GwKVSB+31y<%Z z=ni&~n^qT#cZ7a6EW4zA+^pf<*`dpIJrfmr_2}Tst}N@DF7CEh1Ax5^e0zYc@;1Jm z$8ddN;FA?$pQ&3Uh`S1j2FwL-aG64ChN=pC*LY>?v7{V~EKXiSGhLWwc-BrL;iWtm z@)v9N?ux0&sQoZu23MonGiVRKrXvo`!S1?pB-4vt{=Prai7uFEP7SSeQQ9}bUlP}o zC%-F!w|l8J^DW%_;p|U)?~lo#N^+R`QZ4^fZlX@_XfOKjLf~}sTlXg=x*5)HQ_26tJXNzto zh?E2M_yv^&V4m@lPmqm#Az-fntF8t&AMrVa)v1-pnx4eNofz-wkE?7vqSFXjV(7td ze-M`m7`IlfA5KnSNZvnKzUGpE{XTg8bG=ZzJXS}jZr6G)6L?Fcj{dEgcCDj@AC{K+ zi+da*O@aCid26?}7EzdT!64oNB7FxvUN%8xHu_26QQgxSKWqmU$;C*!SMDTpirQep z7Y2@1#pHpn!bttys_HIvA8$5d53k_7B8b}u`0JRpV%l1iVakab+jIhw3nu)3ZC=g2 zKMTon1r#J1PO(x7!ke2U?3k{u&{L!qj2rI?6)#*b9@D>_iJgm(>naRLnmM;7)JRLz z_AnmaFa9=9kFK@y$IPT zs@Mbrzhp`%44oDdg`Uee{%(u}UmFmku)EEZtP|OzflA=8A~n;?BxZt@kQeP%j)(U% zC2(siq$^V6{fc}r;P64J=fsFlIrKc7cH_maKjUurDuI*=Jtt3@prLLF ziW7twvr&dO+qOXXm!Q^DL~vM+di=MP-UfzZdp>EC1tjy+endF_#u85X@9omZk{)7= z*kWUsSZHC=s?X8ctkOaAH!8t%Lq9KG9MZr-vBOSMJ%!s;XlI<4ogryhqm`4 z6+q|3cF%qSNG6gm4}A;4_T+J`VUPyq?CBjU4h{v+$ureBcnn*l>XEsF6o|K?JXBOcC>D8y7rH1*W|8G-C#b1*xAFuegB?W@*Wq zCA{e`@u7zX+zw=iCwT#`X|DntZs%=ArbIY4X$QPlHnAx+YEpNN{o0VHXSUuMep-vh z*IO^SqQyIb!&#AB+g&l9@8y1S6ykLZCGZ~)*~`M`R)bn#q`ra$gg2m8Y5-#gj6%N*h_;=q0Uv-fq`??+oVTdVSSD`p3z^^I(1x(0Mv349FnTa+M(C42U zj1RB!jIGXK0j(Ugub(XDQZ>*y)~NpiBF93*`7cz&sM*=ek~p{=pAfgh3@cOBKVUl;>ReBhVRz=nR81`2RJDwcg9!YU_Hm7?E|=q2l|B zOy)|>g12h!n@CllGqpS7-Gmjol(oFt#UlY3fos8gQ(fZF?9{WZ>ZMflz7R~sgK z4VeB#v8EjdmRV`s{Y+nvA~f>()jq2`2GW8%SF$eHf~Z z$gM|B2qIq++-ncXQqv~`O(8NDxLPZfy|s&tm|`9nD+?weDm`#Q1!lr#Y>D&;1yQT&f_=wO-qHjg%;llTCvX@`Ofiqb? z{0=8tk1I4_q-8RcS1W{oZfd95QGLIIkzvpyo5hsCgX>m+=w@mDyzEv~Brbf+TK2Rf zpw40}&-f5q9wV*JVgQenu^KRr>0ZI;gz#U%L)3gs^ego!3K^FBN7)@C`ygM-ikNgIdCx1n956Z4J&Zk6nR=fwZqys93VfqLFMd@@ZliNM4fd2;V*+^1JQ8N zP2G^q5Is}Rhh&?4!&2R$bg@4JqkOzs`5XbHpLXMyf29@UY!6cs7dVfD_I)rutM6TT zBXiWsze72`W-|pet2>&Xm{XX6h;FZQ;zA769|9e=CLW(T1+=Ptm0zViDKXQ4iCTDj z7_{@lCzb`{g+z%9XZrVXA!V4T5aUyez%sq(Hbiv?tseVw=Ao~S-F zHT)-9K|e7TAxUB_-^;zZ0BYE!XC3H3NQm~Fx|xI}IlyiIJk|Mpy>!CfRXC;wH4{C`4kigYH*a65PLURRboHt|3aYl z_TU~D?AgBC5J>=j*Yv3alG)kPVqk!w2vQDy8n2D0!<73Gj#bXZ|D-zNK6HkA)b*Rrgd027q zPv!{@&s$WeeKanT@Z=<#cxL|Gc1}hEJ?BdV1~I6`OM)-?Y0>9h9DU%0E^k1JK|Jqo z9Dk6@N#LlrNg^Ohm=upLmFYz0y@57+Kr0jFW2wyt4HDgD3X0ngpP2I)eb0ctU9{pt zl%SLkjv{aJxD4D;ClmprJMsEgtiQXSUGjytV)k^9Y zi28({f-H1G&HdaEL}ZQoauNqmf|;nrnTI8y$QX?+k{R;0$)oPLYYFg%g%<_EE696# z*-xx}97DX`U<)!ZWQ8AU(@*P}saKgp`fdPSu51mv!D{0%ELqRsau$|!17_Q^^5HLW zB<>okx)3;nwG`|uXj6rB{a08)I=)DfM{Kx`g&MrMh{nJ^Dt26YSf=PH(78DMM<7c5 z#I=asR{8`iJ%+c@0!$WW6eyldsbiyR+A((pR<(lceRub)L+PJ@PWL$K31Qf(N;Y7> z3NqIJICvLG2kjv&7hFo91fH{x2Y3aT;KqcT7wN-zf5_C=&-xBPhdct=a?$;WV^1jDz= zgWXr0pCukh<1F?4(fcO!nT*A=gyePg;?T3sl}+vITcXNx*V=pOfmP{Fp;9FI53tMH zIXM2;JG>hGiC?ZbreYZlThGjK3H9a`<#cKEoh^(ARwVgjWP9O@4yQX0fd+5NO zx0ORV!z^U$ukTl%73>AC?MrB~K3JwEZoYLsueJ7$= zY>}R8hj8#-*zoxlGqXexAtqKU1kzRb>bKx za8b?;pLyPTVjWX-py(cr2`NDCKmGCGL2tDXHU3Iw=4yED8j~sK$Hm9{=7-tIy)0%R z9Lsm+6TyII0Mz1s)^Q+*5YB0@5f^GM_Eeo8nreZ#?raAl& zT9HX>VAbJ1jHTHkTZQm8*oXUu)n@triso&0XJjJ!p>z8e$h5T`B~obk>FJbX?X?8V8K9Bqvv1{VkHY;^LY* zNGo30Kl9!g}o)tR* z?WY)>TUj42VyMarxf`ta6Fpcd-!5#?KdVzm5(@r4|LhzrWA~;fu*&r`5XDVjpB(?f zTO~t%`$FyJfi9%p#Wyr^qjWyQgOw0tq56wmnwMuRy1h9@D$)X;>VT})@urUjw>tEX zVn}YPd^}OMaAx-RLeGsUHsEycjps(33CuW^cE~KW4H#S*le^V_orR(<9sXog3Qf3l zfy36A9uWbZkMY`AQjAPb*HK)85HBV#Nen~EW4T?5O?bjnK3^;s3gS9-r%zM>hTwF* zLEW8$AVZm1CteE9RL;7>;x!-&obLN2O2RB}j@}AR0|s6W<$a)sjpYSS8Xd$}LE?z# zL!C>vm3VJaFF~FZRlkc-|3T;yb>fKfae5>7pKk_f&;T~RY6@u4a*ohzCn@cty zGDC4IyIB{*RRth#r2}h^m>O{~`#cx7!+8w(dhKwu?7($aWY^oF{S5^e>Z#bHCJG~5 z;Icv3lC{<%R&9MjF|oFhf=VVe?aJuTRVn-Xn?+1OVfopi{yyZsgRaRv-x3Z`(;ism zt%y~7_Cej^XBXQ)>S}+o6{K~C4{a(~R!BC9z1(E-rV~a$2Ff$h4&;7SwYb5?w6*Y2v`ssfHV_5;^tpcb|U;+WmVB zk?rP}^v;1AVhHqTkNoe;%LNkPGT{Sqqg5#rMm$pggWCAcC%0j7P& zbsZnz1 zWW{0k$eO%6CpwTq4xiNe{4Sxo89mKmK)xP0Ab0eoZ&cD<)cE<`WUW%Ay{xmz8GXm` zsG(f835ugnl^h{|KB`rW6DZU~Blmr~#;fFy72F;hQL2^%=qwhp*1PhGqukzvn-e0o zM)po`9x%h~3X0UKGrplJrKN>O6jg*cZ%kJiYE-x7+__g)CygaVK4vGcOQ+tGZ@$mP ztikzQ?DltUC9U#ZbYoHH8$bnIjxq#~yk4y>EEQPfBG;KCr5pq;x<;)&{=8-Vyl-&) z3zk$o!28mVnLO`tO|I;yvT4L9`~7D9;#U1sTQ`9A4zl9DPrKK4CZ-HJ>zYt5OQbY> z?JMF${FxJ?@*7NIA~xmcm#kv?MRy6OUAR~CL9vdnG7}KzkT1BbgGy@3mAmgqonzK_ z9^?fh=nrPmIw_tQ?lIcc)K@-1F?niU0mWm59LdRkJyn|Wm7hx%3>a4iPQzOjVo?bp z*TT9}#u?@V$B(qWlP)tG*!A%c$j}4?pnwMu32i-t8a}i!`xt`&BHDxomstS@M!V7= z3hf;Kze>+QK>S*64M9M>o@%&Od7DyR=tVVv+s z8>tDGmrM$p8BpBWd)q84r5YU6PcMH%9|am>bjlLvTzsmNvLIX-@lWGi0-F-F6|RX?R8=uPEvj1^(4wNYhoGb>oyHYdkrPNY_>q%>YLRXsLNYH&f%Ud;q&8Z>i$ z)_jN$n_fMwhZ+#-_ZMk z&Qx0ZPADDN8}RRXH6JAS%J~`YZ8_d9>y|b)frDpr*Y2{QONH#1sW@g{)6HMhh0`{9 z!_7l27hbC#i&e^D9462Qqs-lZ)2#-hMVU%IFkF0mW`a)^h6anbmM%&KT>WpUrLH+u zdSKuFf7Y^mt!k@y%VDtM+-CJ)M`ci6etvn9fZQkf2=7@9XOO-&aR=ER?U$MiIs4B# z2Cru-m&eUbq?*dhxELl=lRbe>3cszMT+^v+2WNtoe$2s@(Q&J%;w>6kZe(0Iu*2qO zet&OMqeM|gFH^yV3UiCDfs=R3e-1tvNY&?n`NTEXExKJ2jVkApAFhU+4>U`onxrs9 zE6r1fLfq1q>ii~b|Cytb^Ww$3M{NTezG5BVOz_f=QCRVszYQa8oBnenr)S68=*4F0 zBS{JEo3!KF+bP=VLi{D)8B>2e@NQ$m#8hgccU_qDI#%qy?r}68|Ns9+0M3pT=s3D{ z1Zg{M3(S5onAR1;A~br^x?HkE7N*;wbsXzU zQxy!C5K=TPIrh_pT;&Y36u&XhIJPrjL5&dKjC@n!wB&s`_*niw25-yWDc{NQB=j#a zEiKGl$6edH&!@I{DpX~?y17yL$dTf?GWF<-Yj2wgDiurKY^JtxQ-HdWG%?s0I;)+& zmc+H5=B1Oq7BhFkao|4fsaqk-#E)i1ZxZ*$qR4ARn9WlZv~O~He~*2xeldK&QQeED z_eo3gjvmE|b)xe0_QT&fwxNu!RE+aqUwr_Xmu9O~=`pI_GFVAnsZ(4z0=tJFJ{a;% zeTUI}8d4Vcfi|C5CWZq1v>maH!E_~^sX^69{8F=R;aysP*1yY{?(m4}Ox$)~t9YnA zxGLKh>=DqvrkFMOP!7>3Uey!Z=p5gd!#nk7cc^+W({pCmIqh|?m8^<&m*)H< zes*)g+Xp%rvIwpB;;-d5DZ#@h|5N{SFgFk3!Lk4Q-2Q#Mu&;c$^g4Yz3IZsGCr<0; I>s-3|KWl6^Jpcdz literal 13774 zcmbVzc{J4j_y5ZhLP%ngYzbM$q(YKqLXn6hWX+P0E!nb_Erd{(WKZ%IvLz;lBxz#o zvL{)`*!T5!r}y{s{r&Mfzwhsy-<;FY@tW6jxy$3;`?y#5HSJ3W7`Yh{1UaB_Syc}~ zsFe|fDv*I1e)D}@^D_L{?{eAbK7z2+Q~pskI={6>5Pn2MRYl+H6?yRPQ;8l^#od2~ z)(U)5($f4Y^Zkm7tT61M2s^{=L+7Q#4TUb7(LS@`*iVDyx4tAG5uqwrtf``0D`m*@ zL-63E;H5*ZJaPDBTuaRZ;?bdWgFH83^x&s;&CBC#{? z`o#NSHaY}Rc4jVPg44;d(xMP#lAW3vLEQIK!IP?Bga$!Ov4K=bAUatd|4#IKd%IrZ z)-{e0w%cd8aRV%pB@(0xuTV=>-7_i8W%+U5!n`=^<-$)RgDsU-L*Yt~eOwn9q zu@GNq95=jj^t-E+#It9d693 zb+I+)2H_%u_u8PRj;}^hx;TQMTp2J3(t6^5yq-WUNFtHV0zopa{2yPRT5j?^q47_b z{ou?+Hd-~^s$ObS1!8_YH%WgDuM%NxBpl4}SQ+>1KD%16Sy8FP75MLTL({N*IV$w- z8SZLD$*zP;31c3(g0#!R@lCd+Q#KKvWeQ^0ClUma8h6dWVhIQ7OKMsxSEr4sq1 zbD1Cxf7Y6zJK4?^{piFi_|mqu-+yl2)OD3ly>LO&q1;$8T`G~#Y`e5Om%o?oBBvlD zBlAmqFk?*jf#IQv=b*UOgGLD*Q_FRAD%EDP+)-vlvb-@k6Le(5XUtQ6h83S`Ly6g$ znVH#HZ7nS=ZSCo?$IQH-@IcGjrS09_-MYFuZNikBH;vV4+21nQZ#!I69=Ji$N_0#N z)8l8Ch1kPYgAcBD@1&DcEcOOGx{bRF;7@=p0|q) zIXO9R7yq1|o^DQ&&4tgKH_H$6-K;_G%8AAW1~MsEb32-CPdC$^b6U{jpTE5GNIQ4w zYt+&6e?R5Moq@h=B<}8y^V36NspJy%_5yzpx8QCz!?EO_C z(FA?9Fd3WqtjoUIZ)>%^y}jI_$5H0iT7R&jav)W0#xtQjLkak{TjhX#dEDbLOH^sE zW4Wt@?OV8vPZneRw!X~Vc?_d=y-F=l`B_zip*~|Zq^501Q+sqp{aK4NpZi2 zQGr3CxIJq>*NjJgS6@Z$Bo9mD&XI8!xy@2@Ia#=0t3EohqM}0lh33osbks{+eu@#E znT|63hjbK*%P61aFNbva>*-#Zi7+5YwL?X}=j?!yv2ov9qu%01w8=*{max2-%=g9x zItmNHP1eT7#_}?e^vv9__O)k(v6>yS^KjF_6TaS-mUW~RmKG~RgZ!1v71Fo&bzvZ; z8a+O=|3k@J9~!tgIjJAj{!;BZc((qj`f+K;XP~c)0Pd)-o160W7%MBQLx&DkqjcUL zE|)rZMCKd#Ppe1>c4W|VxS7Et)N+8AmF%W{r`*_i;A7_M2^sDKePgv0cbp8<7ke<# zlKSZ+_tBWP!m)!O*#}yUU>mWPL398<7b9;fz1b5->`}x!BVZOAC z3}?8iT~GVr(q0N2r8IjijW>e@;dm@iAeLpyQnD5K#fB0bjBSN#H1?tAc%pArINcCC z+&6}Rar;<3e7Hp}(3Ie0q6;c>XnWdZUFAW3SwHg8Z%d}I{w=6Da5b*US}^vBdUpMD zvwyOgaSuqGvtex^;EYi@9a9Ab1qq&L9+r;69Fb1u(tdJ<)8OZyJ`o_ajGWuWAFHa2 z?`uazMYR>?gu!z|30dbM$BO0Zz6Rq5i zhYuf?IUJFssIhx?c6P5~IJ$9^B`nB8()}r%KPJZc-n|zDo4)d=Y#>_q6Y0dc+1XI6 zKsxafj`QXC#KfS}+Tx-#o%`|u5Nu0PuVdl6cN~(%c4stkoZp%0>R*W8v^Fv`GRib1 zyrsC_IgL1XFqY>t>91b##9D@>_Bwuu`5! zps}Qm1gCf+0YV@X6Vu@KblW1&y$MUn+LKgYOWyT5uKH9D&eZfeelMBvz~Oos)K+{3 z$K2Wqe{c7ZJrW_@sOsu-G}xE7!)CN9^Ii&7w}RHc)obtS<+*!#p%|OftUg>^srusN zDVM5!K+{()?BeULMUxs|qf}v6U*GM4qbh`K!C-}%CTz8TAri=$HZeDdyNQXh{Pne- zmim$1nX2mQ<|PHPap)0H5AUNaQO~)dtBkzN1Cx&a{%JP7QBeo_LYPm3ZWSJbzQ?jG z-Q3!(<^33bik?nszJLFIrAeWoM0=r)9a!YAckO?J&>3#>3ORoSBO^1u;v*{~vwZ%k zM=j;KR_BJjLrdPsE$d282olBx-MhPrWNhdm*j!sA;`boV^R(mJ6w3$4zmYvIWw)sc zW|F8DXqW&ba`}TLq@7QLYtrbwMa(1qfCmH@bTCu{u6>3Xx^Ax1>McfSK)d`Dc94_ z?=m(umF)jLk>pAfjbaY%?d^qFCicRvM_M2J$VFP01Mb4|y!Ou@A+oW%6b}n-a2CvF zM|A5c~^2~KA3iN zbQp@|T$=HCD8bp^-%nb3+?kDlWQWVEs{TR0xGj?cFaLOxo4a2iT=lVsKo!IXB-Ap= zT6!b3x_faD0Ns`OiQ@q&mU{~)UV9=K{(gbGrAnk!!@aKJMr=HsE=(rqobpo zk^8tT|2{-NsCnC5b(tbg3HoM%!QGy$n+%x1w({a)*Yo+1&)lvN z75n=2E5z3BZcZ|GnURVPlf}ZqqL}f0t80JxI(*4Z zlaE?JHSRT9=ts5>sx8b8 z;*2iJ@iLV4lS}bemNaQqtWoN}HcAs+74PN0ElLn!51*Nvqo<~VOfh53n^oYCr6;}4 zeoTVRRpIN2rPoU(#0e$-xgUjtCn>4_^h%XKiAzmamt#lKw%<|a7z_Q1%yTw32(Pqr zW`;@rojH2oV;>p}C2T`2B@FV%Zz+DYJw2U2mYkkW9CJ(78vor8$!wgq#)jox-QV6k zER47~LDJ{xW_|lMHIv@~>G-BIXU~Ql@h7r?u>OFUq?4J$>XTfp<{L&`^SdINa#|SR z$q!l;LnEV;NsXUJFl6Ij?sP$xwzhAsi9V-B=R;gw&Lje1rTPy>Ji7Aj-C{Am>?Km1%V4jS2IRoVSyU zUfS@@(`P)r?GcL5ps*2HfJA)kPL7UGJtSRtOG`@&48-G`TG7@S0CJ(%1Y-?P9uW~1 zeyjADZen!B$4_y%rG*9kS-!UE0LIb2+*mM{Aq1N=f2{}b1vjWDCzoOR?H70q^ImL74hLYip+rKHwU9=ZDIo(~b@B!} zQJgapp1FUyeM(IiQ`&j()f!SIL|FX#RlP}mcE#sz54GRz(q6gf`t9XQuv}FcsI%*R zOiWA%ns(FP*Y{Je<86g%aP15w&}2Y>5(lG^1ZQ8lviZi2KW;EO5_6cES@{lw0EtAp zD~w_ZgB5qamdyP8X{eaar55WUxlEDFxLv!M!ur{lS#6>MLaEvv=wL-!RA8D#yBVbJ zkCYLruM`pNi(jSwn`%SJW>y4Wl7=riaWL-F>SJQAcj37sld_#Xb{p#wf?I0z2*umguP}_|S zV%2mR1ftZlp#~QsloW2g+^5nyw_^rHy(<3tiT#hCHQVBbwe!26?sD?{)MmH5l>J&% zGrz0dBW1-n)iTLGr=67RN>JsVO=!Gb45cN@jF(S=F)#L8{ccPyEs9VglOo9-oGrl$MOK%9(iIhjas<>|3O#3L3{=X^yR7>GLB ztKO5oki+?=JxuIxz&vdvkyof~6^rBsBz2&Y>hEU?!K!B$JKso6HIQT#5PG4Rx*lh? z_kJJh7~qM+;iWHMXnD6EZ>b4FX}q+dK*qj>ESI^=xB$`wE|#$3-&{PSE^-4-p2G2& zrVMAnr0a4-zkmO(8G697TU1V0jtBih^EeI*(zb9p!5-dKa*{VDdx=e(gC*>+S`)<) zGHJkrGNxC2z@O=Y{^B_%1MshLw9Wc;J};=9?x29Rjm?Q>S{x4z^F`<94-X!+K!QZU z(4Rk@R0zHvf)&7ivx`;(oiV?%Ev>}i2(GU>re2#eG0Uekk9*)QEy++0@SY6|xWM`x zk!Kxwip{)MZ1~(J*+XE50!I>IVPSxuzP={-Lv||Zu%wzUV+b`FyLlj;Es#o(;WGrq z?)>0OzaeGNo?uuN6oi9)8y^>jU*3mdF!%$9W6T<278Alb}X)KmFFVAJU{sU<(tFHFDEEhd$$39_sEZRSfJ5)~@}7QMw16VV97$^ym1wSf|@cLbAlee{}`waQ4VY-8yc^CpQkaLLTcUR zYQGQLFao3Ua{upHuI0z_CmKbUDJt14=ye3iSzw+Jq$c+z*j%#KWT8bV<4?plJ)dbT zIoW!ir!ngDa~@Dd&2MkT_$JyQ6|HKj>TK<%Q_Iy)))}alyLNZ|_2z#qGWmRWlzFI- zmdX0Q<0e`pSTv%&S&>0t&^cJpl#4j|$$#uZ8PmC3D|+*UF~~3R0iW&8Oy7Q9x;fJ2 zlRf8bJSxf8PqeF0c%;l9d-+M09aJ{&rf16J*Nr^;U~UP!`nXSo!bT z%e}2t>1meeV}70k-Es;F19#8eY4nA9RdVL3kVg9_{Rauhi|KDE+J3pkThU)2s)ZSsSBSx8odBRgi7`)Af%(>1IDaU=VO@|MZZ6H>w^~V`#FL zHgh(-L_mv2K>REleADE38}-#u#-V1+N`lj%hi?cSSpgxA!u&McK6M~p{`|kVxM?9YPc8L62w_#o~T z7}Sq(EyoYf0l#+9_aJ!QWSF&dvgJjm3NS(pmYFVScn<8LcH?YHGd44@GCN~WE*hw( z$Na76*CG&FE&$KtnL#^0FTKpy=oEYl~e zl%4d&UVKQ2z9y=QV?&w3t?bKL#_nO@#UeKB;>M@O(W#YJ8c6ECpt{UY2Pjv00d-M? zAg>wSbm)V>W~al3We=wvkAAF@0rus~WeH}N_HE3q+4hhp-hvH6tujBQ@HpK&IJmOm zD{p*mU+66i>Rk`%uTvUB)?p`=(k#Or1;tQb2;!T#DZ2B_G#Ehfj5>p^6yB~Nm}#EB zw0CA{!>y8sj4cB`vei&H9ynCUc*~fm)&ngthI#s`y01;2*utfZ^*C(q+!0}8Soc-z zD~DmY>eBN}nwX+rF-l_rqJ%c+16IU`FX zI?$>|!3&##5*3Y*K7alSjx8|$FK~vw`THKk#aPW8VG$8X?8wH5HV}3IovnZUw5+(M z#;LRy9zt+!)ez+n<6x{WR-i;>8i3+4Hwx2cQG17x&RCQq&ZZKoW3(#G`g|kx5Eaa6gf%J+ZVA z60+}|@qV9!j3GiA+>gyvp-k8)?@%Y-U}k(n7tJ~A>A zZtZnu#6>QhNUEmX%tafbW0(C(d(IWx(qs=wBu1Erg;4TtP2}a(RCD3rd4=IIcIh~w zy#6WM;~e2xZ%H?P(L!P%s2q{Sh6P%XjE&CkAvIa+9g7_pnO{^eFSu!xK)!R2J5ET0 zjrLweucOS7(7T_S5F&XGsI*VV=gUxw)C51YKw@m~-!C=DH?4HDX)R=;;tj7K zals8HYlV6UOh6IsMLXp#|3b5wNPJjr2BzyS&cnhLskT$t_7tI!%lE0S`S1Z4%ijxf zU~6YGJb0%)-F!gB$(Q5Y*Je#|gZ?9*_rZI1_4ehPzBTUhR{;;f!Cp0e{~jS4akI$m zSna7DWCGR@dl8|X&Ov#GhGJ`J1DLbv%}0!Z^kCgVbr~I*l<;vK;DJmgdnxcThJfj0 zoQiMaV5WP}7x@H`01C{pF`GofSy@?N@B-7Gs0udQmi8RVUZw^ljPL5Yp%Dk7dYqGB zY3NExNLRcLh7yHpFCOFN9e1m2Xi&oqYQu|WmPRt{;nt-_gIBd7Nsu$j@A_Ij)BiMCf4**xVH|L(=$Ps>r6d8rXt%bu#@sfbSlmoy131tK_zI^77Fd~I88%W3SI=gypCmm3e5<8@n;Hfj!sxi=YbXVj`CYucF5{kE z0;F0G)EB#vr;j%K^yFl=MJKFCNwItGa=96RNY=oc-~*Klepm+<^#|g2(}y1d!+cG7 z`Pu9?IVB|>92>$2>4+SUc5X*7TVMIB{cu#Abh1{lp^1sfmv0wQM!=HG|9!0%!+bpA z_xL#2(U+&ynD3qRpO>YdL&69TO3TYn5Eg&`79?X4(W6I?igPehg2W$pz@#@OXg*$E zXlg+604l%srX}@FB>iVL3(Pc!n$fLW_i=;&auOND+r=(Cxsenwcv@vG-D_VC-GJH> z39uo$&rp42x4rGMhcLg7npxc#VyF=Ng4Y1qqoZ)2#WkoTiVf-Z1mS+i@7=rC>?lM0 z@dE;%Mc|}O2*~kip}V}P*b7cBu2T*iwWp>TEjN7AJOontYb{jsSp9)6rLZQPfsaOk zQ$hCx>WGIRK?i}4QDHFp7s3J~)Uz9IyFTNC7*{7M#u=HcMaSw-<&Ifrg&1J*=Ud6A z4vvvFHR-T(C7?E1rFwS@Pn zB&Da%)mL5068&H-xua+)9Fa9Hg0F=lX`T#-((XZMERzs4PD6WF4}o5_gdx}GU8(*H zKt>5V{{=wS(hoMCXqEOpw=u#Kd*4ft+$!yEy81WUUdPj$Q_7PwGn4uHVwEONKrSf7 zuYTyiciyVUnbN{5?S;gn!QK+})xNZs>~XKc_vxS$me6q`w|`L6Y#~^{h|Tg};h=3Gf!eyBm)dZ*3q z`2<8pE!?w1Aa#9kS-?<;rPG7bi2Uyrp8^At1*LGPyZp??+s3A0%3b^F)waTY$~v8Q zbD(X7L_bl1hd=xJetYjy`e_QZUiz_@!M(AW(7qgnEw_PQfu34&GBg??P_*(T62{!+ z>EBZV#YJt72JrQCqU@IfiX(1>oHKIjN2 z4Y}xSQ>I!MU|9aEJisu6L_&o$2m}H;(ZRzb0RrnqNG0V`Td4jn`V7dbSfQ!!FU09+ zx=CqT2y)n+G7HdR9|#zX4Z&K%DeEpB3$23;UNIf-GV*xPDHk?*1~^nAk*Im1FND8V zc@K!G?rsBUONG^g!chKB75%oQ2R?tPVZgM?8YKYP3Jt=Ei3#8!Fk+AEEELm4f?Fj4 zbvA(|X<6EaW(y^T8zbs!7!(I>rg1?#<*9rEAllUO_O?QTG2Ns{I`NKl@>`vzM+i-| zy-W%a8*mlQNH8voviA~48ED@Q(_IXFgoY$^Zs-CuN&gK`PqQpAKkd#K7jQOkvsq+Z z0c3-oHQd=ya$jJCGCyF`AO)=^b!1X5$jK$8qyU&vuAvK@5ox8J4B~&(0>cH+;=d*e z>>TA5?T|z3i*bmoss%nu;~Ctn@>&q2oZl3K(&q^IO(}<3;{l-uHmOn23axjlxc=#Y zho-nPL#$99qywd_X%mOl+U7X&6^JCCyQ)SBxa|Xaz<6Yd+ViRX?L-4FP8XyiwRc=2 z&MPg~v|(fA_JWrR+mX;d~Dz?Rp*<*e?VPGhcWLwUuvnb>HH`PR7{OxuTww zCTpNm>qq2P;|x|jpQ^4t z_DmLMKyi>)V82<#TzFHoOpWrP3#x+xw(3CWI6^lFK?~ZCJ}WQ-kz>k)@HD!b0N6B; z+phy~XPjW){~$;6ud^X?RFpafTK#*b$7?NIa`f`R6~n{B|2Fp!xnyv6`BZ&MQi{na z>74=2?F@HnQc?!2>dwwU3-GhoQvp85|9xUfTpS8<7bmA^@EsS%=uuVOcU|^=LsHbt zblREMK6=ij4bS0yH-JdWpn1wt)Z=i5duy2DmvwQ?wqW?AwXGtv>Iju3q{;$=+V&6F zYjn+c6i5}PnUj#1crN;)57i{oi@IgI;}-mESQ%N_o}M17;-uL({YaoPf9qb|a#H)z z$wO+c-rkk^Vvwg_)z)rD(<8jSZ5EsK6VIoQ(W0&y6c|ANOhls{B=^;ohwO&@dPV(6 zSw2-bc=_JUVR`#NZtOQon{;P*FS&V~)o=3RWhumzv}fUC@`&nKl)BY}2jx(ejxIo3 zU|^ZL6_;JN%o~%d^iVZW1%EOk4!D=_U>Hj9->HIG3)6#$-7h=L&W|5j0jqG;8nHxz zgM$MUCA={ZuoWDW`H|mdHT>x zJ4|b7Px&xr|DjS3CQh7A)(XMaO}Vf7n1k0QNf4m@oTvYtw4%7XKI$hIPG#Zp7hV87 zlwN4s*w}j?S)2YM35tpK$hrH z!vrvS$dE1!9;9YI0|fF-0|Wc=zRu3h<>fQzPl$RlbX~m^fM4x7j}26*U}0s2HV}*( zz`(@_(7}l`$TFliFo8j;=CA#=Eu>+5>lVSbH1@K!t81I}=P6o*xgG;u1wXIJLy|17 zuIK1MvBjyj009F+w#PXH15Nk&Z=DZ5K~txnTmzb0!BsUR&%;bry$H*~w8!bKHP zA!V?`I|c!u&m0^Gw~H-~Ng)}t&ynN7m*YC2HQP&1T#Cq=^pqAzn|R=tDnM|9mT;(L z9~szPk7_g45G*VOB+OHr&;Uek>TC%%Hb&iZ&#}R5ltwoUAk4kl&EEH1l9K?V zG1QL&L(5Y&|7C0)lsx~*1k5QnelW-k5&NF3U2)Qp&|<@am(ClglxEl@3wz|Cer1>y zfmOnIm}<7JDi^{mNBeV9k0S?~64J@OiaHGYX{kZ-)A9^uS7;EqW7Lk2hMI_SEN=KJ zrYG9;j<{%Dy{eYoW)^do4r%42cGRC&C<-;GG%?_47;*VBx&Wp7NC=W~o#DMek9|2~ z$Y+Sw<;Ebl(S;vBegGf$E(wN5!jPld3PhkIwS=$dcNr!eprz)LGW#P}$SS^!Aj|aB zj!*%?C>1L!>y;e#ddwr`Uyz@bNHpF))t5ts*fCSd2tg(YLs=sunW7O;*Zcb`vWF)% zLr)F5VdQB9DGNh7WU-esuU*d311VZdt3l66BGmN=f?;H{@M&1u9vK;_tD_<=p%Y1; zLzrSO)5epjYbTWhr=I#WJ@E1}6y<<}gW@&U-gsKov09=ASC;u z?sKTR^Se3+V4YyLpt@fkxW=zvK`lL`v&r-QREU@8nOHwT4ZWQU<;GX9N+j5jJ#gH{ zyfHAmVR;yh1fIqQt^{X^LaDlt=2Jc7RBhPnYKbS4l@`r6H^v&pkfG`_#JC~|$Vg=furdnm-P`g{5JLtsc zmnq6vkC7n2eZuPD0#N2tiorvrct8yX>KSW$gS?&_Kz+o$wk?I$?4}r{3)1XV0VuiU z=kj15(kjdFp4H^$u@Fw;l09DrP|wB%+PSCM!+G|-=(2D4=mC?M>Y}v_0>GiJ?3VZ6 zTZzmji9zLVb`vUim^W~d>wE_?N*X?fShOT^ZYJ$S{1*Q$*hP`pvm6&-z)9KcpXEO=iED@2_-+4 zpy4v^y}L^igH(eL!yRRhhdChJp6%hm5-KF)k{w-=kVZt-x3$>W<29GqXwxQaj1+yc zdmRm=UPseW$@8!<8`2}FlYR%@Lkg#t_j8= zBjyxwzi2EYaX+>e+Rer}BsQ5lSF4+W~f(cc;Sw^L9_c_55Rg zhR4_PyQ)r(^H>`}QQ$X}7fP!#xhQ-2pnz)XcoI-9LJZg+g6X^WgET*UQ~!`jmZ8yl zVVQ)v#cRdX=d_XJwy~3NDW-MtErY`bCPPg!Dz`)DBBi|x87)Q&gPM5|@HOulyFInK_f>` zq~>)G@i2lsm4jZx|9#3<;C~uJ{dXwWebY@$fd~Yk(`shnc*ByfEQ}(VD#d#oo`5-s z6&w;Jq!G*pNJAmW4f2`m6&xRh)b&Kho9jM@;0#8NKALbnb1d^penJ@A;`>C%GK1>a zC_Ito-|HS5ujlhEkzj&})`%tW(9P5XrgMb6=b9&s5>~e8Ri(83qeo%v)+WBG)27}{ ztW3fE?$1Sl!bA7~I2+8jn9iP0)nGwZIV_lE9#NiFK;uvI5+7Safvfh4Id=ue&FA? zHi6beke3&^1VNs0GF&|{ow2o~w6_F=*pJgh-|6e=@-ps=Uv8eq?`tVsirwz6s9D)0 z6>&v2R903dn){#QU_8aV^j*9NI?(w_^RY3$f4Bk`xK4InkdWuwJH&cc+rPkFF3$PW z!q?&L=HY?8`hcy90Md$&>!JfGWq5o1y3U1_UvmA5XSZHE#0mK=#;1RJKmr8WTruBU zsTlGhb^d4XAJ)?8>t95G&jk?Y+gsqnul6}iuLaCb_!k-%0Mo=U4jWxp+w&p=fJ5GaDhnea40=8XK znpX$z6a98b=1MDFEzXZhNxnjfiHY!N0q8e)+7{#Qe(zqCC2FPDzoP%%U)S?bFFr<_ z8nYMvpFIIocs+vZ=0QyPH;v^s&Mwmj%+sfD{I~;Cwn0)W1-(5POs7(sVPyENxsI0B zAGgZu=HzWoIb6%7#i`tMMW5U54h~oR-eOXcf6TWV%$M;q znQa^E>0WO^Z(|ad^x|Gq^!RXhW1=hI_n*0#nzLKnw7^ivzjQ5usbERlf47p_MKppPhHdo$08lvfI{YN{K_Cyi14GSYuln_r6?=iZ>U( zb1u#qzvH36ySCvwt>n76c4_#f-vMd~_VCwwCs#;8K|z;=+@|wWhpF%MY+R1WT0f6p zI$vx!6SF%R^XAQ)PUpg+BEG24z#%5RDLVS!>S=Kk8ulR-9F=wA**PQ<5U>o&;IAz- z#R0zp^Hv3--zn1MTYtoN4Uey>8L}_e_Fb`besrm8;}?FZPO(P`coe%_M^VVCK7^wi24P zNmP{GO45Wsu5jOf9h^Q8{r|$r+E4SJnPzDGVLOw2@`PKZPqj9QjMQtU?31Kgo(=P# z4D+8`^Pk(D^Qty0kl8Jc@tfJ0NZ;!+-?<^?OpgNo7slLB(W5nM5AliJLn+O|Z-Nmo z{YfmX*V`EXq-xniAo#sO8Y~wS)$x-qFcPac_Gm z_A+3q?|MC7%>z<*kaNJ#LMnB(H*wS!W*~6@xv+rsu(g2GoRQTl-M7+rmvfgkJ~i8d zpzHZ|=OIC_S*YZwG|hWF`Op?(l(17Xw^fs9<}*b>fzgHaF+yT?+obc}s&lEt)^vUmj3PP* zZ1pqO5A3amk*mzZ7%iT$1;%=o{TkUZ^IL&b3ZnV$nE7r9o12%H9R@Yzw>IePN4f>v zn!Z@x+zX+T?BTu}1ZXlPX}zHs(ezqRcQ-1ucVIv$*mrL&V2`V2K7@Xafceozgh`MP zDPPNn4{z;E+^kuA0m0wjZ+VpkM~71RNKYZrmwrb|?T#w#js^|yg{QBF2kcG+>^7xu zH^~lpjlwNuod(uP_+1BGj*FSCZA56LxVU8a@BE3^`N!Oa$1`DvS8}zkWQKxPMSGh? z0UL<{l~q-n6lYP-Uiisc^zNPe&$G3ZsS)?Zg_wZtoJ6xYp((!I5k7y|D$NpA)C1Gh zki_e3dqW(!+^=Mu2vdSeOFvEv$4`y&?X62~f0j~M8@OKt+Arpt{p1j+8>GU6q$+I9 zz{D77Zf|#P*n1*1eWy3w1~m@VPO_G*jg8vQBYm-z!9mlNEszJve6MQrfnxfdp`%|G#-sw0M?ZoaS~aeMx@EybvIBN!=XRaWa6`2u zRkQvZ{&)na@HC(4JgfimhR`+|0D}?U|L>G)YLEWs+R~k5-o9PH6+}Z#TeT2t@%VoM D@b*Jz diff --git a/man/figures/README-unnamed-chunk-14-1.png b/man/figures/README-unnamed-chunk-14-1.png index 6fde2ebc3746421414b3412e1674fe898bc04be6..4eb4862ed667c7b98e96e104e279e4b25b2fab6e 100644 GIT binary patch literal 18932 zcmdtKby!tjyDq#0B_yRoK~O@v1f&H-8U>`gQ$)H!5d=g~x5%R&2_>bw>pcA4 zeeJWqv%mdb=kK#FUE-R|F~=NpJaOO8{j7i&^3Snulifxj5Li-@;))0ak_ZBE!y63= zKIuG`mV|%M-$<(4ArROEiyJe;hUM+lJ?6RgwJk1 z-9)NhXQ}4ruNN+lG_K5TU|~CU6>{B=KIt}H+DmkZJnHQ>6%s3Al7ZR$@EaSx0sju8 z;*lT_Z}9%7_xdd4%tYxli&b0%T1XpyfcWC#B5hb!mf?;2EG#T?_eA#wW%1QqTwIj= z5hBO#b+WWdIU^F^ir^PSkV-ztd_*7`q$KtJ-Fr_dx!@bjF2z`m&SX<#mRynk;Q>Sg z{ta|YGT%Xq55&D_UkjA7746XHXC-ExyxD&k4xykRm?`i`hAFi}=`L5?bfj$4novo< zqLTV;*4lshhK@6qd80u+{@`e_JBAbGeTs#PqT=AYTNoxiv1J}-j+lKv&6Q&`YHTXx z4vTRg>JTLe4YX6;XuxlIgwDjsxE7`$loi`R;x|!hJ{14NuKe|MEWAQPe}5WHvHf_- z+rh}3mG*9Xin1p4okS2SB9ZH}f*z&k@t-)Gx~u`SY!+!*S!ITZ=_&{OpqBa8V1Ad~ z?>{yDTc45!ziaMt%t3$skXw`uv2FDBT(I!(Uo+A6l0G3#hnG4!IwB(8E`0az-xn61 zEtbp}N)Ymx6u3t~urNPAzunN_|kns++bM!NDYE#sC0WLXwQD4y%7bHY%gv3U3 zielD7yZ{#s>M!Auks3sV#KdjQ&CwaAaNBx~?^-c2S3AXDj!gZ@eU~w2=X$=56uffQ z6>FQ&ti$p*7^#1q%K|B^Yq7Gja>+bTg)yp&IjE+l2Kz3rUZSI|t;_!3mxd@P4lSHT zb8VR>1TvjJ&J|+5r6^1pHq`{X3l0qzA#k0Xj?%GHT+D}WF3ryyuKf6tkYMeR5Snf- zEG*n*_4LN;OCHNl{uz?A8J)vrs+{HMMkLr*D?DwzY?v8GNXcmy-!UFk*vyVvlucJV zc^z--YiPuF81cF8n~95y&zE9M3F(hPUe=PD*-n{pmf6uV>+%-lNQ{1L$2alRdFimk{n2L*)MEdq>NQ5Mp zQWEi${2w~)Z+682Px~0Of}b{?>UgNDR-}K%MriOpWHTcP|e=B|BQ@Cp(K5BW;!-%@&^$l&toKPih~BTMj1?U^ zCg>JD1!>u>Au!@o7%_6Ti|a8n-^)E}gtKhVK3-~0j^(wxp}2!jMV6(!x~h?s}bB*sUN%)w`Uln}!gUCuY;VbY z)-|ZJhwx%INYm)M>%7FYU0+0=PM&&AG_GhyMs>|;_UY^ux8q+CH2t-&($D;{*&7>a z)4t+T>()ejZN#n)DFnQrcRRC=sFKh(7su*P2OJW58;TVI zT3DTb1ixxe7>KkVVaWdeotLWdD_&=YT$ty!4-=n;uo>=9U2SD(LFTk( z8-8Evt~^%`H+*po*gk%ycvYZoNW%RIH&wf|-MIH|cIL-}?cZq`Nmbum~_pFiu5P$19}z4<2p zlB44aV_#;SAbzUyV&=XVoiVG9WBKvf)?-E$wWNMrQ7)TWDKA3gFlJ`nR8XTe3oe2=md_LXeLce@$g@ai(MCsHAi z>10>t@?dShC$6~666?;L+-iRIn7`e!9jdx6<<@HxSz%}1H{JFP?YcKd zmwS4EuN}zKoaC9g@7u1D&!kzBKIs?Tn{c99z%8I>wgc9yfut129j+oH=&I~+hm|qN zd?@{o-1hD+6Z%)htSO04{UMaP;qh9|XXUSZ?~bt>I#*VvtK{9L6rgw85)6xq%6i3U zr-Dx*csfRVNztxm|J(Z!ef#(~f3sPk5DGzoUlmb#T2g9<1s*%wzZaMO_f-v}SbS4` z>#ttFGWs4E_;G-q*RB=T$eY_NHd=N`>Q9j&*vyomw){08KPx<)9>N3mD@tGL*~H+_RZtJ6tvX_)(9~aabX~z25z#pzJn= zTwNU&4vB`qLpEWOqW|;4y?5g1>DuxEhDXZ$PCRgU59A@cwI4`oZD6B1Rbv127M|$&v0I$ ziMxH;F4;)w6`i5}A=T*0Q-#|0WUO8*$?daZjtur)HW#;&&CQm!&v#9j{Isd2%*f2~NKIQkSJ5lFKmm@!jWG+sVnZ7(xxDdX4DP(+`3Ua}dvHTT(Y=_}C zBxaJ9OON?d^+(5N9B3l=orC@4tf3XBxL)cWt)f=6U|6Xmd`4Cn6)(Saj^?uS?(IvS zCtYphDKmW-5`l>K zz4`Cnhnb$wjaNmuTzRY^ji~C9Ry&k*D~3>1Ud&UD67J*EhS%UZsYGF_+|4IPDbFYpCLGOgy;Q7F)wRFij$D`pI0P>{9uw z!3Qq?Kq5R(*G8M#ZTa3Gn|k#qf~y@=Mm+U@0@!k2MSgO?XO<*^iK=FYeKQ@MMB~Vn z!L0I^EoFDRu-PKNg9G16lGfY&ERlPg@WkZwXZlIky zS@d(fw%WKn_WcuvY$oo}s^&wzr5%a{VH@p~*!M0Y3>V`?qcpF7`n_a`fVIqtviQZl zcKZ-#iQkD}C|zB(zb7#-fv2xZoZXVh`e0Xfv@7Sh{m$C$k-ObVo)&+{`Z#1(4qhXp zsHyf}%~KjjT-{f;V@ne132cd+u)tn2?&=nMr5-(dWe}6Mq&HLb>U=S3lqRj(QC%4C zQVn%4r(l;=r?k76L%ryL92xD- zbR_({RwZ|+zbFT4u~cL=+`Kj6H<=UF(UoIBsH*zwg=R%L)<{pDBBMZ}HKT%{F}Xz) z3rda$dx3F@+%J`E0R@Zo*(3&*{LJ55Hov4ty!b0?6tRlNxrZ5&vWwiD*2;3P*e*u$ zLqe=GU-^x*i;JtxTs-ZzAulpd6GQD>n$6#>-cbJ_`q)fTQD|l9nUQ-Wu0i&$3bR;} zkU);;npa!BG!l}PFm9aJY&NQ0#7oXkDJc=yzw2kSUk!8`QgmzN8J7#8mdKhM>2dF` zn_t+x>}gzIHYLxlc1u&C@4SIpQeA!VzEW41AJtAzZv&O{EE;}Wr6_Pjp|yVU;IJI4 ztn;POljs!&%47U|^+X?iCUG+gjaIdf{RVnW;^aS2|DC1&dprL3M~#Gi0DWzZ7a0Ny z^bNHf%V)>b`E(P3kn8IukKyFxeE#{ax|&*aTpT$$Ilt4UR+)y!@%EpFhKAMv90Vd+ z!?CwvsV8o%#I!Frmq{o|0d1nfCP^_%tJLfzbIwB=8fLXZz0q9tUlley>a|1D>%&<} zc1ztc?1rta!Q>7Ry0@_ri0$L`hlRerz8^4%2f3^h5BByniws%<@aZhF``EhE<>KIk z5{I?X;o)Il-N<)=T+^z^itn3%SfR@2X)oE#ivxK9uWfr0fY zWO6~*{muwRuhSK}Ju7MH&ZZ9-ZICV~T>!-N_D1a4i-?GLde$8bHZ+JN$R8~yd7+@9 zCJA}Cwue$hKI2Q+++P`5T1ig6Pf3~Nx{m2>h>l4>h2kS}A8+C$oy%*Hc8HZG%|B2k ztgK4l{nPIGG9om;AMJEi)s7L;v3z{qr-gfEQ-%6JebMo2YHNcf40BZS-rCvG$wtG6 zezB`L$_xPu1+4GIsUI;jm+3G>NW-D+%d@Q@aq2Y1C+^2@x>D!n=AxrX_V#ntONf}% zUi95VdULmEK=R{LCZg&eZ}@#SdRRZn%P0(K=*sCAANU0s$I3l%39Ai{`&Ds(j~>S) zwz1hdK6c(Km3+v+#FV>?eS`P22Ed$Q3kRyMk&NeRqN7U- zUSD;85nCvDHcou~S}=Kh5dM*znJp7lL80#&o)=wJ?*cR8>FN3B&!4lSt&q>3H-|F% zios_k;N|S@>=fBgwfFXxSK>KeoF3@Zy2fBU|3soc9rvYe{t?0Lu3YJ~?6zJ6FHu+V z(p4PY4>KiC{f&t(CM6r^Kc1sL~5P{~h@F5zX#o<5xwQhIQNLd#qYNLStgGhE_Z; z4#wmY_@2B`Ks2;I2|j#3^{y>9-k7c1BeZ8k982LLKe|;{B(trptzqk@iFz+DNy+xh zi?a&Yov>^GhPdwG{qPy=Wk!X z-h^#=uaXh*Vq!JEhHs=kci^WN4YBPVqXV(ly3MfFWab(k$^auISsxzJ(4tW7^G~v8BSzf;oNJ z@*D?#@&;cF-`{wH!XJf;PDM&enw6D>jDi^|`EX}vhv1p|rqvT17OHn;vH5-*=)05* zQG&fhy~{7EZ62?xx7a0&*VUC9`f#UDkWQe=tl5dJ>HXrqFm^7je9}ZCPJYPRL#_O4y3EmXMu#um?<`~1p+&kZQ zw{$4v@NiUX)|4vTE~jbc(DQGf9Ux*+`AzlKM)Nca^&0auD_oB@nekqo-zxINzwKQT zK)K;uNwGOXos@2E`IBU>Os4X0!Lt| zLtc%WRLk1iT~4f4i?vUR?PF)IXNGrOf0LbE7^_FhNlN~3*-IZV!$e0XfB7BY!>xan-{Z6Y+n*u^5BZbCd>f_L`f#-L z<~oBQXHS)Q0!d!w!58CEBl<^A2#x7^tsf06pBF4B6X-MYU08k{jhI%`E<%rlgK1vQ z&5C+V0-A3b0!LH@D8JR#rme3kt~ttF#p@(iW*9_#C8x6L;ET9BEO_Q+=uJ z{0x2u_ZzA6mZ4Mat8$TaYe)gSI^{PeaVRdkj>gY#WL#S63%*v8JPi=9D*1J2%=p(a89!iB3r>vjeUJDM7Pt5GQ zY~f&hsjHSusj#-kL^Ft*#Q6GERoq&vfXvsDUmRUyQ;J%o3Ry~w+`HSF&vvcWUJ>x< zMj2U`bnkYSOyPgKx!N3vv(VW03VVs9r$>&E^5cnKZvk&KR%Kf@MR)AOwf7UsKO41- z9%XInC8l&87s1kghZ~Wd@Q?}EoKeljC{QaSFuI^1)1HlU5@vEbg-@8XkihhW zu!Za~Vam)W#%dzV+Am*+@DJ2c(UtX=DWVm#1e`Xfw(74EglRx#R5n@?GGJ5`hB!e(*wo2Q!U;lx2#|Lm39@`Rb#>%dfbi=pGMT@Vs(dSmEP8 z=*%?kW4IDi*^1ROV&>|<0#$rBMQ0@`bYDM8S-gk-YGsAg=k5KC!F&TkpP+u8uXOem z8fkg`)q}jW?jd!h?b)hy3JR<|Khh`c;qdOjRb!fa8C6TOS`Il`psSG9A~V#>e7mCMI>UFT1x?m zU2)P`g&-IxJaf)PHnB9gy<+f*;OsY^XR7w=>CWzO26NUpzs8{S zUvjA(hR-^6nyQhHDrP>m!=$YZV~lU=bkwvTmbUMP_0X?b;VF{^NN;gB)8`#m7@Dir znm$Y_xbGz_XdGTjXO%`5dys!2JBP@r4U2FSFII_5GxmAcc{PO;A{5@xVzJeYYS;2y zJir>qWHJx+SuVCocKZ8DgWUL4>?Nwwn$AY6gDshA`_hy5_g`RtUmQg(sab8bDsd`( zPQqM#s_Y^PlcgyYioSpWDiU)?Sj{6}z@ke}RT&T#6~LktUuLV=vEdZiu~plrnq?g@ zxG#!SbvDZ0RDq#78*?!;#AgU|`VC+l1*0;jS2!j|GX&Z@Tf4ldoEv1Fh77d`@dfgZ zl1cu;!Yk3P!NEbBx)a(bPbSQ`gbs$4SnG~c<9^N8p;XMU;i2-5;`8I7mOjKL4fqDI z#jx$O$JNCVd0kfa?%o~^UVs)0D=RB;P>X7T&c;k_H76NI$)2^my!`92d}zeCa*UlM5nJW4BodkF7M6H&Bad#CU6#F5VJHx-K>O|N}P!ZDrj0& z_8k-YH@qKfpI$LmlhSRkvu;(Y6Ya7*lNpK9F&%b_A0U!(o=c7iFHHQlL9#pNQY<3< zx7TUy&*0f?oq#_rbV&ngSHfK=;24TG zKQ}t9y&n9|X?#Rh8usFuzWyJ8V1R~mVDb9mpA5aFq!SkQnk+SkQek6bqfPxq`N`YU z1b(N~)KqtOcY@n3VE_2|_~=yn`uZ6PNjk+w9hty^b#*-o?n(8UGXXq_;Bn#w(^X6-hk4W?b^VSnuEd_m@6jID zM^xfbl_8I6v;I~L(X0pUc6<0W?fK${ZKhCN;pmH`HR6lkP_lQbGdoUvcdM)Tn?!IG zOl%V(_r_#IZ0vRQPxNDl5gEIIxUKDu4>BqM-#y^Ym^I5k;c|GMAH$A@U#8@J<83_g z#BK>!ltt?Yn^}KyFgXv!lef*Akv%$I7YDC$RJ4D*p<-gP0^G}&kS}dkR%C~6+Y|fP zre+6)$_T=@Z)g~u0*gke8Khp3Zj)R(?Kk_;NXn%48mdGFT^?C7aVnIwa#*j{W8Ly9 zL?N85jVhHXt<-#ANk97Cij5#KciZdzvBaZ_>kx2pqAT~Ve>U16!^3j3o= zLyquWLWPd1{6~GqbpmH-`lPnM)Gg)-0b~D53jmvlJ7;yzlg^!Zl4d-8>U-Bv+Qu97 zt61DX+$M{XN3*7C5?vgN0{SEJ`T~J-FMX+e&1|kT@1Eao$(b4(qf@lw?ET)cAcdTr zi*c}XwpFiN=l+D5xkq4gFhuy01Z*-iG+8AFG9sub16D`HB+=s{!^gu@i%b9`Y!1Nh zq2t7%5Kyaew$-k0KpOQ=uFpsClo9vsbjB}GIK-nDYu9&VCHay#3o2nr1B z#!^$;HGT1-zt)ZS3+fxbl&go@lh|S0nt%7WW*>ZVG*{?)$0XB*7gfac07F~MtVn1c z^pC|D+lGf>wBPpovV8GAzE50sJLDnK<%u9h^YELn3ZC0BfA+ENw}LJCL$)?aDJk<` z<$1=#K*U_X!o$M>^MkoK9n~i$L_fBKomYZJwYS_S?7aQ^^F4k@=t(Ilb-Q9@L6+h}5Y6Mv91kK6v@6PLoG$^UD6nDdx5H68iK_p$8A|>3lop zFqHbbGhjSMRUeZSvEW~$`PL#{Xt`b>fK|y+cjk;Uu|L>xqcxVqaNxw1i}^K=|JKZV zT2ZDuBZ6M9YI{^o2p&i z;r7}@PGTdWZ&;Ox5oPmFK=@#<%=d&@j-<3ZqNNoTl6>{Atd-rP^wPP~D5{Z1vQGsF zL)tjWg0IyRZxwS!-a{2>??fqG*5%I!VxX8RjHH5vKUqu`yHxo|HOnJm;NS?`EqzK# z($&-Z4Jfq!;_#P{$0-w-XkWz@H9O+XeV@19B2T<=4F-)??LyWzJ${ByJFM(|$Xchc zU%~8Jj;gJ*(BVrF)=ZTi4=Hvipt6m!7_ku)6znt z()B!91Qw>!pe1l&VIe;L?q1A9Zvy{Xk+Hw8H64yM5F9&mEkNO<(p#(!XMy_yf@8>x z3w%h9$1}tm0tpXQH>bFoHI2Onb^&wm9~&41y4g|zhFCPdkuOD^DyW__6o{{EUihby zU2KdHgp8lhnP8p9&l*uZK5|_~cQK$`vn}klG~e=kv~^$;cIZRvQk&Z*kvN{iWc!2} zhp3!8Lx0F{y6^p}fctTO6=$V5H7TFH8I;u0Wn=I_1X8>X)Q;=^Uv{H*Tt9t{GKK}wR3X@ zGP4J<tsU>)UqJ!!x^I#9`Qq8JPO{?vp`?Xi{Oca)|y@@2Mbj z2z?y>w*XB>9<_x_(6opO*>DyG0tC1=N3^7yaTD?vhorX3?{uz}2y)F45(*MT4QPPjOde zX4!6|C)hY@_P&5m!xd4V;_1rXwzLRWw)Xo#oqiTdmD4?+uX%jdLTWdGr z|6n-v$fzyLT5pvOoI@A*X*@luu8T7~Jxz-pD>Z;8il#8A0r{Q!E^4zH?S2Se8HF4g z)u+#oYCCYW<$iaVn6k}+aT^bQmjcNe>|w~5E`PtrF)%dbv6->*W=qZSsl>CCW0QoC5t&5S zKqknl>Mbv>(p&A{f~AQMw4ZhvEMqcpa@sAlfBEp?1BkSWii&{Ve3diek3)%#+5Bq+ zk?dNWZy8@ufs(P`_xd&=yI<^#h|CxV>Jvy7 zUe9yqf7lT0bj2*Px-Uz1*oJgI)g4*XC4ZcsPNo>R5k&KlVL7E>X3&l{I%X%mv7> zq-w+|j6!$c&MnDT`F{P~dQ8$N%4CA}h&YI*sR|Qe*(*Z*B~$+W)HZ1(Zmk+qWEcA+ zlQ;fIbOVb{jr00AI}qS6ze#-X_xJbn(*eE}UU2_GtaVWIc&GI9ZM(~BPAbVtD!vn8 zY3s7*%YAItlNN1qMrprK}(7bq*jz%V7bTSatT*lPb@PQ}9|5;o$<1{+{eEf{t))vdmIN1xWX_w6x{k z1j_~bCxHxO0rKZ6LyCOD3U3bW4O@{B{a=;6P#n(=H-Oth{~#*bUgNT7U|_J+moy7L zt~EG#@3_K7u}lYpa7J<%hfLy4PJPjW8NH{rkQIg8Lt2R(8sJ!SNY~C4(GZy-tN79K z8721N%Jc-jxJCu8$##^ZIzEay&e@7#sizes?|bj zSU({~ZXaK|ZQJlJCc4}%0jSBPU3xZc_YGzsG?k8{kF{R8h$OXA> zt}VT;|D2=wKpe>=VS0j3yI}Dpf$n`aGR*WU_cZm$DR{&EJK;ly!mwiFcpbiG zf!NJex~5s>BVvufVGHD+!zp4ljpDC`n(*}+*xy|UD;{m#5v9+Ita49W+Kahk7|Tb` zpRJ(BY1*4>OhgeTwPO5tRO!uzv>f67`yGoH2s77k70X^7qMA4c&euxbdy7sbPW|}itu<8fXaRvZK0X9O6pc#p5jn1; z@k|8)+daN98yPt-93}>aP7ZAq6%+YhE;&xj2NBZ0$}F9riqjfUK=XSCbJ~@(>LB%# zL@KK(jiSKuEksW+mBsC=?Y^2)eqUUrBc1d=5AKy2$EFkBZu#~+L_qNBbVNr@jRY6B zf16p=>$&DZ1;EYIvokC<@t3JWCJ~n#Wv#YhcYoDeP5rR#iegoemNp<+0{;W#{XKq1tDiiU88V}R zgpB1@6M*cTvy?lR_xv$QcL$zR=4q5=|G`2QxmX|#{<$^d^@P){skVEJa)HZ%x4(G% zmhV{d^80FswIzcV_sUIxEPK1Vu1hhd0s;cC|Le{+s}lv?`0kHS63^Cq>1HWwME$6) zHZ?Nhs?kSeCe^m29UXWHKDaWp?U2?@f#}c=dMpJ7e&H#hv-OgXA3p+u0FaF*+M6WI`bE+c zcoc~MEJQZ@gxpS2>Ky-~t7yBGf|CLnj@(cDPI)BD*}4l@Tt`5?;o;&#`wJam5Rq8E zNRrXrRx&NVGZ{d)BcBKFgT%(823Vk$kjwej(Bm{!be5fVa9vguo5 zp za+0T3G&fqwD3w2~{c?^?TP+yfuVwa6p=N5wZND5$3d{4B64cZEG` z_K=Ygh|J)Go8|gHQA9shR8$O@Swa0xQc`j(U%ThS^~vqMf^1pJ|9_!C9#r#)vcj+i zjf&TT9;f^2B__4oO&Gy=P&98ayoU1!t0Msc0YHDGq@;kmotT&i#wUV+wgI(psQ+!i zqCza(Tk7Gr|N8(mbs8{qza=Yt#R(*UW)v9D34 zCQ)&+pC^k4%Pz?{=4x#6b$8(gtQqV%FTyNHYUpqiVRUw z%EKBGJr31bSqrk1G9n`*J)s_Ua&jVkc{~pV!n=dq2m}{u3#OfDS~<(f$;+Z|+!T=F zlaTNNI7srktSl`Z9vXtAA_04%IN_!V7g>e%ugItc0 zJ$(tv0%~e%$e9JQfZ3867P>#krAcNx)oUKS4T2Sv_GnA zmuIu{HIvOXQeHqfY*$oNQ~Uep&kig-4k<^o*4)O%MI$PuWZEE@z+(XuejJVh&5GA> z1t?nrtr6a}7`Y3)5qFI>0%1n`PP}QB?-nuVr_j{zHEpZOIwL=9=Of`+Ta08w3YR3{ z@)qz8IOC(kL(jb)9-!Etm=8Ym5!nV;jVCH9CPq$Cl5lghKv!6_J%-cNs#AUR@ZBTm zqe%EQ%i5Qn)F*Ui1skYOVDFQ3+Uj`GJYX%5awv$lQ+k~jnGK{q3nGe_4@#;YI)(Y zfQ_}aLOOE<8kKZfv5zLOd005#PWA%}udJahV+P8S5bDvWz@T!5cu23iFV?k0VYTl* zd20lw0rh4ptM#c$yAg{6h&IT`$mDcFQ2DZ$c!C_qW24iTC|FWleC#enWdzk}>9j$C zazZd6{9-$l$k5O?=f}3ETfbaEKESAw>wGw2nm`FnBqG-957|^zRTJb*wNuB|EbHG# zg@^CMwuW8=Yzl$nv?!gqSDT+>;^NK#W~Qg5m06Cl@bOJnS;D0oAm2o{1qlG7YCaRo zrR9rUpk82iL2y%t@lW8P%E3!gvQVe9cpZ4r))2}ofP2R$C-)#8{ox1i zpg;?yQ*v&rXg2+K|LI+zvJb)!ZmaPZN*B$|;!uIl)8r9thvyC?4mWs$wKP~1SQ_8Z zi4xPCk=598a8uZ0?ye2|z85kdq2vu#AtNPa>)?Qeg|z`REAs)w7bGO4?x7nuZh(=E z%D}_Sd_fNv35|>#1$zO~V4_&^+rV8x*I|Kacqqxq$sk=3k-Le6Pxa{qeeRH*-V(-d zBp>hmuAu}1F*N;~NIq(^BkZz>Ok{raPq=TFx=DqF>$kVJFV2pjI(@V3eWFa0cV@5c;JK~Ll_K28O$Ng_VRbXm5 zXfG^=Gk^Tx1=WmaekDVtR$|=Qm}Ni69^@#ofJugX1+E8IwDt47YJ-;BUDUd|vq8kH z8Yb*ePl%L$cBhGvnb|u23olyAh=s$`8xnJf=N8A3cbPvW*z83zYXZjx?z03CSZHV{ z+^WrVRavCdmy_dTBV*&3jFOTP4|n(6C|5T(&2;nF{2^o5(g;gOyng^VvBduufIl7q z<2?f@64ZQUX@>^BJ%2z=-M#p)t`ZO-wRd(_x$Mz)6$4|#akK;@Wuo$<=PG5$L(W_c z&JWH2mOu(EASC2yZ!afH=)bp>n6Q9kMqWXI80{t`F<0v)eb8EzHevxlYokH%2Ev;z zFk#@Y7w|@q!;=QL0wD%6k<<4$LLdK;W$cmL)chGPe1n5|7vtN27>2i-9{0Na90{mo zAOTQRQUYF9KNx2qJ9@iLIM~H90bz^*J%Ga*GT+_X>@GXR+7N*Ot zog+D_knC0H|MY8WY66c6bY-c{>?M#q!T5KJv z9ToxfTZV7LNZC;H)`qkcbUCB%Et!Bn2CMAFfxeYwZbud>pfwv!1b&{MyL)+gnfigE zO)m*bCLuzne}N=RH=jJ`-GfT{a$gc?oOfH%u;4tC5jwWOY_8wt%F5vf*OUVs-D*yT zi>+q~`2g=+{$(EilNq*(ujcH`OSJ$#34~~sjvE^Ag2!~azryKuXf=gEMtCnJx60qW zPO>xP6ChJs+}sqhofGHbsVJzwtb!~O6^FvA`}q1sUR{u?LEjg2a1pWU)Vy7k?)r7U z?|QL1k^{=FHvnS6N*)`8!mpNR3nOcSn#ag!0cMvs`;3v`_N?1hE$oB>^^)|Wrt6eN z2cR8@4}b#AavT7;9jkWLLihFA>p4O`iwg_Kr>82_nE-a5J$u%Ri4H!k4(MI4=>C3 z7jObaQo@lBq(xi`phiq4O~rIQ)gjw@c|$*-<7XK9Z4+BnJVc^^q+WbeaZ`}#2jV_O zi&xKLWb?O%6evfNls$vU5h7iFH(T#9F+O=4nq+k5{p3|T(S;|Jc!xfp(!C`?2t0X% z^NI7ODyvG54$=8{%Xc}%C6ijDqs!8U zJ$67th&LDd{uQVGBI|b(1v&tSZl&YnWW=&w*?Usxf1+ij49n3}@<(QloX5ZRE!R3(4Gli11w}!NMO)6& zLxqf?d%~XX-O=pWHun&*xW@fKS7(gEC$VYGBm}wS7YZu0HcgqyX>Ye_#QpTSttYum zd*dNur>CdWK76RGxzWX14`?9SFb>6=mQLtLAD`PD(c={-8aGEgKlAL+*EcG)u(3Ak@P_{MSO5L<;@LNx}5Z9bMaQR zxw?iZ$O=fPbZimQG$&`(fKjDoWb&elnW{l%39B*yT4IwH7!Z^OtpbA9lck^{eZtM= z?TQ;o-h(d7@XU$sj6~F;>V;$+$rt6x%z*~{hDKeP>(nC7G7ku64>P~8iyp_ptHh9P1iZVN8vFN#@K ztGKbmFh@#CN}0A`P#VGyYiYpHLMj&&62cQB3$o(M<;1hOAXY&6_sEeETbRVk<8fDiqwv}e`GIKnYPAG36cv_nC;wkN0At^mzC{?oCj+1kZz*T8AF3M(0C&Ka|#(q z*L$8u`pr1|)QtEacY$HXQf&H6G^qVwbX@<}erys$azuQ7yfNniN^C09O?RPZkAY1Q zz3+3w8{e4h6Daw-7*5uDq!YOWXGUmRpRYU}k|QT6Mf~tZgMQ7-kzl!Mn+_e{P*J~= zs!ZqR>9ZJDF>qPT$k0*F`(dWJZuhr-d83-cfJd$VQx*An|C`L1*N0kc9VVvVddSIK z(GNXb>jbZF<^mmN4UbsN9m-UHBoA=QKkQee^0_hGt|VJKEVKIPX+h=bix}B5ReIxf zWklvZXio}W5ar0tYkxLAZ2KmRXI5TVjPeE_wdnin*(+g2NLd!(QiVPKkAb|E_9LaK zwXz$a5_#Y z*0`ot73dRX3YPKlsEHKpls+l9$MJEQq0>hi$MN}D0Ep%SU+UYpTwPfS!hiDM5rJTg z{`UXfX!`G(?Eg#iy>}Ac7JOI0=j-nU_*YZDBBw_vY4VeH*e-wkDWRYT?7?-bwKsD- zEKX)}@^9!m?*IaBRRobt_Fo?@Y>^iaYITy5lC~BXX$a=>x)D9t|GE|n74Z3Vu(}m; zF&xHo%>jLvV4~(BB`OjUt#d6wlo?Bq5MK8sgmow@-HJ38KHnB=#*g9~-!bpthWy42rH|Viv78iff1$7|{Rh113`e&Gs>}k+HFp07n5=RalOF z#@!uK5WXki{DO%HbOt|GHR`V}&mfltdjJS?(#crxv1JaZ>xif*kP0n)3lZX2X7ke* zy4W8ANTEpZ*kyMC8V+jVER^^90CHGswwrK-&kG@+`3H^nCJI^#&1O&j1tSA75f@Ov zqU{+;o@79Cyq@|YarOqGfvF|x8@U2Dhm4ASzM50;?%g}6WGbLR$~g(iCy&+mHV}^5 zb?y`Co{o-(K>k3+ISm9Qu>Jtyzu@kUYTBURdo$P1+}M~-zCd+Wgl_gXI%P)<=NA{| zv9!Kw@`+HbP69r9&weESrLywE;-Ycl;qER214DLs9;C=vWL$rL;s|q*U_N;MIiB56 zqHKgoAw&6BrYtSS?c37w@^z3}*Lz-2xIMp-j2G|I7}nI&)5DQ{-MZhS2ww>B?j6#e zJ&l4^}~K1A$M2wQL~|7I2b$W4ih%O(qKXQlMzBP&Nn~ z@G;Rb6A1tlUIEzy*R$u-c6YDo87wR;9Li8wURYqmEP?7Y(5x!eU-0SV-A`9CpfTmw zuei4P6?;BWw4ZEDUD6M~!d?a*V%5G1aNfv_89+o3zyO|&(3F{(37yAYqcX6_y6!tI5sa#<2dA*b$Myv#{tkQ#3k%bA zStRrk!6hY~fINRMQWuc8g7AesboD?COqb7q2X9J}9x3sw+*)RcE1wdH>!#mVBr`G$ zA|_{OaNvhtfMFlR8^YcO1R42HHV9J|WmO=*le>q3@Q2O9RSvR~>yDzs^@&kcp&QBh zZ_w{t=X$lc064?IdH$F8uyFwenE()(=VHc112!>=5h^;>t&2#=3@oAHmg6f*=^^VAxGhMAV9?XzuxZ`wSu9c zkOeI?9DNev;@{KL^L6VzVfV?A5hHjp04;o=fApw`RO9ICa_fr8M)eNbP3SYh!NQ7= zP6Iocg=VJ8bKu&blR`*H==KK#P|Gake1^abqzWk0+(0}56$k*KN{Wiz2iHg%$a`R- zpqTG@zS9<24njlV4Ca@Xi0@^%Q1e7F*|aRaYq> zD43AGGV67f@C?3r0e1@deWc-V=F6qEx4@swKx%Vc-2D0#`jYPK4PL9A=-`YVe1c~^ zNy1maN`q;Gz~2N+^yFT&2}Fm-3X%`M!fHRHqpLsP?SiRefb{>d#qf0$AS5Kj#nsEl zCn7S*vP%39@ztXBBM|t*3u*>;?%a_-Lm(2FAeJ#dg@hZ}dn}aqF6D4HAbvaq2Jkb5 zAh^Ho57b}UO_<9xronFjQw7CiVjX9Fp!pwLC#9Qz8=(IpdA;r7ybpeU*9}G2yRhD? zzVaQ7je6lL6!ZBVXQ)-roS`AOVfAUCdJE~EAn4`m)ItYBRpgyn zK|#R-*9&kfTn5b_p`cQ;*UL{9+&ZNiin|MW=pfg|{QMqVIy@?>{&+4(HD43Ns1{W5I3J95I6i# zZo)Th$I_DU530SSmJh^78(%lVb@KSi2H=@o~quCmc&0D**~-iycHkrdlwb87tl{3>eRh)PvVI z5PmYEH<1vC=zv?u2m~`KDjEWzi;Yc)KvYoW6(eONh$h*)pdbR8W>Ie4%vHDMB#tM$ zhj4Ima&kdImqC&<(9Rtir9@ydM>B*=Mo6bN8rZuqA|wrl>`}4)<4RPl2!y?qqygOY z^QQ&`qJf(7AGfypKDm73`)eaDX*KzkS2<#ByT@Ij$g!Moyc=VLdQuY^?|-g`JkBeAJ2|m#370?%zi;%u_#Ge402g&(o_9SZ#YS&vvgVlk{ z90j41A67Sw3C;EvJB!V`L&L%p0GFNbt4zkW{sP;u(vfnQb^Q54yD`Ow7$Iuf{%kjr(_HN^c%u-Z zS#%{>5EDZv`uo=hoNVT{_V#;dXq<9)kdYUcmf{F3Ib-|N72?v~ym@nRe!fml`1D0D zryR=c-ib3#UE{NbCFLx~xWVQ1z?-idZtNgpo|NDOiY8%x5KFTRmsC|(H`7y9RxYv` zW$)jIhhFMV-1^;s$Wr^x?&GV)MI*L6KjfSk!->DB;lxvYS34cgFvr=RF_4BeQ#Cd& z&N@~-dr&!ZpyqdL>r%sOq%=z&p7Oc5G3E*+UWw2kA%{fNBQE<_AB&A0h=bUI$Ww?P zVb5FZObZAK#*>LQ&Gp=ZXE5Ka2#=3{=^pg= z*kV_er(!B~>2O~;nr&YqHt(A^%pWHzou22ayRP&t^rk$ww6v5+*;(#QLArzCEW3u- z{!1r4%rs%fCOCA*L zSqaH0es%-lW~FO>2N9~+La6cg?*=_HSLdl?Wxl&-*B4I*x}}!eux_6kh=q~b<=wZp zlcirW|KT7U`nyQL)*wa4vLJo|xt z=MK_=Og@3#=$w#8iR;=>0v48SvAL6qvaF0re|o#OSJowM9Q#|$xhMADO$M`CEgQY} zE#yURPzKO5MKWvu#UozD!=5`Fv;KDOrEInPTDai ziy-1 zuB6l^7suHxtY7C*YSsHt6eT`k6K>Szdo|vZM@AVC`G>q7wK3_LY#g^lJDO%0 zuZzbN-S=qhO=;t@-hXokM|9vGK~-mh93Ebwp5C{8=Vxvew%Z2nYHzPDSdLB)=5T1~ zBBi;#t0);|DTt)Z&31jSYLAZ{+GAHW^ulYdd`5@$g+~Jsa(9_2x$$rWO@zzu)(jSI zL>}f|jTb#B(s|DCE3nXaPN zs#X`af3UV9^-+S4LuG$ZV=7nMJutxSaHIWfjYahRVlx4HQc?mEazz+%>Q`<#9ut(K zIdOU0JllZ`tDBos@vd{f`tP8HkYf`*HE#Ix+d%x`PhlzWr$;my z^%N_Zq`U@b7~IYq^dsfn+146cWiP22G_Vi1MAAZFKTHr)=-py{b`!}04ULQ+J814| zCr~{6H9h@9WTdSQqGuKvWMkhgjW}azPFh19f`TF_ybSht3%w@J4Lms~a?4^T zmrC0E;XE$EAL1xjq`Wgkc+@Y-K7NVI_PKb)&pEr*{g^Q)hKG>uLfF`n9WAvVD+rrZ zV0kp3VkvQxBtlfg+=P{kPt*4KaWlbKZ%RmKoRi%Yr}I`G1@9-zX+0hvfur4p`eAxT z&eJnt?}nabfJL0xS!&suJUn5)C40>icd&6j=qaFJ`Rs+btZN!S_3Ipb;_g0SJ=}5C zTW+hR)^oHjb=6NK#^X%K5M5onkG=Kt_U1yn?cO5R8xbCl5?hG-6`H4G)-^b^Zsy%> zdOlw*N0s@#+{78g#ecr29@tyL5k-sVcVf|Bq^0V4{MbLyr|)RlFsn&Unmr(Je1YS2 z3py&=_i$DZ&*<|l-`HsVMG7ItxF;$_W+7mWmF^r@zE?QjhhIAfZwp^8W8s-zDje>% ztK&HN`kjKzdJi+fO2-_aQ+%HdeLy} z%@D%oBJ`b&n%h^p$T#eh|0AF~%obv940fJPl0v! z$$`u30N0&l+rN^=dy5Ap-WDdT_zw{SuYZ!KC=ZHJkn80S(x)6$Qt6Ro+!)$9qG=#JtXRc*)JAEvi2 zXPZ7pGBC-s@z@Ta6B%jE5n+kM1kG~nBOz;|Z$8kfPq^Caj-sZ%I!jzQE2-eIeXs9T zDJCOuD};&DinQIgXvYp~eDnD2PXX)YsTVuV1W|Z46dkTx zZE5nQIp4o>$q2gUnSQWYlpUK}_?i=@@F)CH6kgVonDUqXN1HDbQl0t2>b#j4mJ__o zYIcQD21z^86^ccZuJ7r-qTH{jW|nqTA7h^VBxZj8t-g!qhWyNiCDH{E~rEKoZt=DwN7D7*5Bei%)jh|nE;(wzKrBQ15B zY}MDT#aRXg$F#d!pL-O47V_5r)l9S|UU19~A-p)xSzSImNZ};jW9&~0QM;WcN0J?a z8J?m1S2#Foc15*L;8;!Ns|<4TNbOns93A&XqBTW+mjRviU`wX# zm)hmZ3+~F#5`|Qyq{QFiGv(-Ho|b=+W*Ef0oBJ$xHZ!hkK2( z8Yc~L70B+$?+P)K3@u2FDMeFW7h>klkpCZ;>;EP}{_pMkpC|lrxykVO@o1rOD`Y1q zl*9S@=7cqbs0hTj?iP}-92^{h_bK!=HDlu9NJvQd&AUibmEDiGXTN`c(E95R0-?x6 zVs7BH)U`2`tD~-tAKgwJus&X{z#Pq@TTu|D_WASY#qLC5r^Swq@p2NTsTEtt)q%{> zVsnK=A@BY)x!5+A+i(>(FK%p2BcnP0+xIMDxjT_>-OAA{oP*SpYta1vlj)Y|YD4n) zYHjHDJ$$drlO<|uYT>K%z5XrW3^?Vuv16*Ms|Vdb%clbgkezv1YCZhd(S4~a{;lY2 z44bihf`Db^J|u4m2?>UVhPJl0SXfv@L_`W$PvCS*?#Vr_=qF-@hgI9)?K3e=Yl+ z?d=N^6Q^<3(fqu3_Hija$irwcRlQU+MdhO&V?;&7GiWTV90Xtrle6ePBww2q(xgfK zM!@t`#rV4*5-zR~g_k$wfu%?WsnE zZgAvQ{Z-x52cOy(o&{oXvCuz$tW{?7)zV|J734&v^Gqma*0-^I{8V{S{bJ3YCzHefwuPe&6|1Z3Q9wWdEN$wK9~ITr zfp6c!Oy)(MDra)?@Cd z9Bod@y={7jUcBD(&}vE7!SOs?Cn6)8%v4E-C8MFHK3E@B$yFb=*1UcD_Cb}mUu$@3GS7<#_dGv`e|2?4 zemk_~*4d`}!s|dA zP1ku(`(9m)jEulz^V0AlJRc8#F?t!V@NSng0Mk*yaNp?Hs}~x7dMAfh&Z^uLLg(9d zskNSb#do)U!7;5-D;Q6R?e{fA=6%4Yj~_n{3=GtHp9P5}2L#*-O73tiTfNUr>F*ui zo#Zm@vfTdW^0SG;y}7!T`JWdF6wCX9TR+s8uF6asP>2#Y@pVK~Ac7-O`KWez_{hiSRtD=SC}M=1Jw{d`^WOPfvH6RPh7D8cRORQCReS&AW6t z-R3UhLyzZ5sMv&@x47#JV5Yoh-x6eDkl5|jpnt!yi-SX+juFT#hm#p$n>!y7VTs~C z(eb?4cNlGMZ8%3rY z^xL7ewR2tb_!(}Jk?2g4i*NF1`OM{Z7O_#%snV&R4GBdh{gcnX_&F*>0@A~`M`rL_aw2gv3>peHEpz` zqXSY7F>&!hUtp{erG?=Qus~Lv#5$!`gLyBiT{gx_Z70VJSiR17S`Ua-RwiGVnx|<; z(d9R1*!r3zaIMP7D2T7!laG^eeo`Nu5JY1mp6;vGSG60L&A{Ero|>NgDl9bS9@<-T zIIg(L$mzpr*U)aZ4C6S{nRP7pUTct=v|Us}keMpcB6jCRJ}!ZNv97qotQ!2kqgdA6 zVvn-H<}U|4)gwM!)Yme)pJOdB>6S_ z5~*rkoqa!iH40sWJYn2K%`crk95ymHSAK<)c6C+LZEGg7^-FRc(( zuA6%9kwb54+D_6s_X4t-ct-hL zTYjsy?T`I^w--YqH`PWe?$AWHcgOP|wNm&}(bD3G^0}<@TJ(HB-IVB#E}cEWC}Ny- zf2$(!)jeu%`{YuIG^xHa;E`3=QJ9gGxQT9eUX(tzC|#W|?(>14MpJ=X6ym&IPN>6z z5m?;W19@8ywEMD>@#<)&g@c-M2_L?XDx+0RHLrEw^(oO=3sQ5l^}3?NnC>@xS9?s2$(O2$Vq|oJgHcL?Dx(h`f zhAxqbpkB}~T3+7@TU8+J4^}zuu?AoIlE=Y!3qx@RQfBx8Uu~U?$*ScjESVSYIm>Vg zPP;1c!xu9Y%~<7}-RuI1Ci1E}+6I?@%sx4@?$$7B^ty`?|HAX-k8&Ayf9_DpzS})c zik@5+U`n4mH#JU&Rx-l>VTd89bcB%!bx!TlX|KjZS%4?FmV>MVj{=LjL@35GEH7f= zJGrXd9j9i^Cxc`i;Uy()jW#<+sgq+m7jGKA9Hpd2-6<|vZL}$MEz#g*DmYes;sp!P zTrLo!qe;<0KB*b3-^ZAAe5n*s;NDCx>I*-bo~Y$68ibZOuvWiSbWWutt=#o-j(qcV zn-RmzGV+ZUxd^HkgL=|in7z;jqpd9Rjs!uvs=2LQ-a8x{cSCz*5V7% z_M)O9ySfvaCr?HVSOxYvI9O`;KL-Xr_YQm;&f8G8&W_z`+(+_ zDJtpmfW~~TE{+m?RMZxhmV(6|W~yclS^=~l%+{!OUQwn%|2lHaO-oB#Zae8QS@r74 zlPAs1&49gLj+IDBOJ{jQwZp={C5!?-3MfgI9y@c*LPA2^8t%m0%#?LIEhM#`N0&RT z6yguDD8*8GWxukUUY?(zqM{xU<0CYCP00pKHo3CM6}?#UJY!fb_?XtVBgPretm(U} z!!j=XrBie2j*se!rl$LfLKVuinol%-yqHI$)`-wB&cWZg2$bT>AO7KM?mit2H2wO` z%p2BpJh(47^|Lu6bo+$_9-w+|{V_snopG#$K_5&8g>V$yBVcCKDeH)+MWKXh=V*~> zH1mtBtpY^DXPS$v$myVY_oHx^@rS71Vad&HGIp$O)d#)!GQ2-$h;Xk^pO5!0QQK3A z;7)&8>mAH(t?#^&stH*3Ak8Peu$Tf&3#qIhrLzGbP|7A-dGjODQtGHyZJ^Zs^zehxtM^!T{MvVSq& zb&BnUe7)z9t+R7UVq&5!4GE`351>#K%Guf3bcIB{8n>PISdU7ynZ%XSc4Nyr=64Ra zrYZ38Y4C%`%U)L7P1jYm*gSeImD)Ekq1*m>Vq!u)S9?&E0Z7nTAi656s5}oPl|o@74uNz7a_1-ZGYzp^)^(?=*{L$o*rF|=WRMD% z0TP6=U;!h)=b?@0Z%7qRkGAS9`_lj^j7${$A+f6|v>MEUwG9Xi?2ci3meQ+=n#&EF zFi)#^v6E+-Dgcd`^F5~H?%zLfa!YG#+?HiOSB*0%V*P^>vD$s6dtzi!1@9dDIj!k5 z(l2%Nw`sFA>;g&e| z5b3Ud+iJ~Gr!jpJFm1#8TrpGsThcaTceV}}N#)V)ZoA*pC-1n3xx$?9`>ImsQ|E+7 z-3m^04_q6SBjjz&Xrnu`zMJIsbB3T|${UTE=i}JTx@m*#TqROwrh9{U=hQYIZkbU$ ze*8FByOceQm=O2+6Y=@8va&KZKK|m$$x$&5hk4hxCr&h!CQ~);ckYu<0E+`y6dN1c z>dBW(%l5QeLn+VitDJm6$FzI&nvBmmBPum&%L3W&^pVvW@o-A9(2;BBn-?wPI=o)@ z6Q)^}s)rxv{ZfoIp{rXbKZ#q>lCoU}RMoQVc-e||!m)7whoI2HwxGpPS57z^ZoIF5 z+S^=nC&6lLQMbBh`zPt*8;e+?0lDUu97n`lPlix)7{z-Wvj*`$t}?#tvfK2&^7%NH z!DN6cUhNv?GX9eoeYHA~KA-XP!CCmDPr>|*_^xi_=l)y=@wv$ub{Zsj!@1}xQM)5l-lhup%) z!gBa0dGP)FcOVaZ&o;^hJr8xOoF7LAy9Ocg;wnr<({9P2uw}8os%+&tsyA%gsysNK z(DX^JpTEW78gsQgzqpe2&iOR=_PGyiy>d3|MvwbNF>bSL^v?O3LcM zOU4xJTjz-x7jbEKal0ooGNOeTBmbJ}u)l*-RKbH%gv#; zp8)H(ShvRYa+I0h$dmC`MMZ^Dio^z#G&wn)uP!fkc6LgabPxqBK@5XS2|WboYLzk1 zdLRCbbetS3s=}7|Do+=ySfZqnQ^7j^y`nR`#3;ftN5nEKx1G;|3&q@f2E~i9m4G^6 zc~>4MC4phfnz?t0oaM}k{j7WBT~5+OMpqeWaS&#*`?g@WE9>*+cDhab$tJg{S_>%# zpW>yCM{LBesMR%CW_O^b&LhYqnZ!N!&dAr?nLMMv-a^QTZ|9I?&ID=I9~qq-2HsgzA%sYNG# zFQy3hpqAxUBL`hj+OO9F(~WJ}!Odg@Dx|OZUf#)ONlD$XC_f}k(my%SG>m(avlxB~ zX~VORv4o{>BW-CMj-w`@tp*(~n<)O+Ws*h{U#i?RjG9ET%ukTGkXV3odYpsst@_HG z#5ybSQ!t87l_60mpPI%NwJ67U*BAHhXFXkAKJyZfNYA}AzK;*pdTf5-w2nqhRyd@L zIaccGZTyjX`m{ko_`*c(xQl&(il@eTh@5la>Ur)lZ>Byc<&Zd zvYbq6yn6PgSF-d}1G`n8xvSLj-Ts+^zJ$a~yO;F!=QOk1;M#s|ENM&@ZT4cdzuvHv zD#+P7QXr*OnCf=q^bmcYwEVE!^}Q)-;1cuNMf~aE;%*$n37e5yqwS5tO@XpaE*g|A4JOJ~jMNE;-M8V*#SZtb}OZ zr~6Of?;Q#+OcIi6({}v+Cc}d}Z%+KZ4O#UAmA?6Ek?!JeOjTaS_LyxNw<-ThDlE(9 zW_BU!D8D9bxXn6ZV9TVXr2&x?otyy-Dsb57ZtVSvk~tD3&y2F$9varSiDdy-BeD!C;|l z^X;{%nHdI!P)$JrD-RD3H@6D}Bk9!L?b#*~5w~h$gsMWHrQF5KZ!TMmS>0=2W<=qX z&UpTE9ViTIX{FIdA8m}&Mz<3%>uR291Cepi*+O((1=yKy?R@s()<22>Kdmgp;HTDN z2js=gOO<^gNs?&%pu$o3FEjEw7jsWMVhQXf8i zNc6ot0o1q3#aR7qNmOn*M|L(Tk=Ha8Pdu81aG`FM4dc9|wzjTr zjn~O8n{kWt>cC?LhG5fC$mO6=@Pt>ofFug>gz`bTm{=t&$#rX*LqTG41s z`tbXA#^A5t1BP7B;`Q&|Kqw@i-b(AW=pdsuWhbJ%HJa@(^Veip?=^Kmm$!+<57hOU zTH58*WSRhhu8btajKQ%sH&aBTLCR0#fg64j!G@BP`iz!~i;FavC}LOJ+uIKUSkay- zsTvw4RgUd0v~RFeC571T_xvUl6xdL16@RsDvbJx5ADCPrkRX!JGqk|aS@c((Edha~ zkwQ0r>EZXqBN*?)NN7A-cPN!W!bWM9q`bT>6g4MPveiRS*K^CK*r~g%%)>~ZC{IfF z^stHKYG#t8=IlJaof1eezqa-J6RD-aJ>yAzi^q!e2WTpR7&{)1D%C#HHZ(MEA6`8b ztbjaqz-o2ZJ+|HSU5KNLBDZQ{1K77xJ7WcNRO_(#es*eh61O8=<1rRO4lPwZt|*#l zN&Ry+O#y_>u0{vHrsb-mg@9ru|-t{<)Gee>Kk-(2C)#I_?M$W~%$ zXVIU)ik3Q9Agc6;{5BSXJW$Ak{b;-UTS;{Qrg8LUOH$KDscCGQDZ7?~Lt%M&dFBsr zGORrq!qM4R<}y2B@%*l37QJ(z{#;mCAP!ml`{xU|dh4Nq`LmymNfxnqGQ$)`sg%05h zvzO=XrAEy`fTlyq_|+Nlohm1O|Nb2&bZP;`7=>xpr{2{W%C5EXhgORzl&<{>5!v6! zF#H&1b`y39UczRdWQ<`R_C8%n2XXZ&Ck?h$#ceFUfd~l!!TYPHz#ccITy^FPO0KD`H8wWR*RQwrXuazvvz@$R zXsawLSy%k%2BI1$b10Ji|5lOXc^A9l$6>y6au}JTWl%=T?GkmF%iCFx!Tl>V{d;7v zJl#qvMY?%YJx7zxVeZ%IeGr6y=Y~))F*ym2&-4Sthx!~M&~R(nP!#~a%G0eZ`tf(` zj;M;VGCrdwtIPVxznz3V(h@>~O8M`F)}*AQc)nNcco1E9!$Uj`j0$-vDQCf7L2%jJ z+=Oy5FzZgTpo>S87KArkb09z~edRE(JDv;1_yC3MnZl8ZfC`U;Re)@70|TLG3ha}q zxj8=#BLd+!1~3Img{PpohMX0i*ArO%nVA_#Z@0!u+u0gH?w)Nx_%1o)=TA|mKj4kz zy3zIPyxf0(qI9gRc{yGNg>ltu0}2qVug`z843>zzM|)c~`v{gZPg8 zP~XmN$46qj^auAa$Y0E?LnJ(30?+o5n9B;bJbVBf=`y>*|6N9lHg2VacD+TUjqMzB2Bm$AZn?#>*OFM z7r92y%gYOO&%eLJp^opQrS-ME{HQCQ{~y=tfGP%Lc<%1*P=}0THx1HcER)HGQQ0qt zl4P*J(Am<;D9s%Lwjb`C`~{4y$(PW^cneFH&Uo3C^GAY59u ze_lXvsN6z*n5l=8>C2y>;NVVb;KD!by>zx&_k}>7X`vHR(DHHRce^UGVYDx)t`bKi^8E6hb)#K^?T%OM?wmsc}1-0iJ zhg9eYN-^eW;RSr$yUqQ9z4jjBBbVIK5fSSng~mX?27H2b8D5D4BUMze(G`W#6)7yy zKZO@IHtR6-2Ny5WCR5Sel|6sQUXK;ii7JVIF$9g*?qtAd*jiV zkl2AyM1TG~x4B7`T&o0Ragc6B82^)!#@B zJvJ8QOjTHBE;(o}5dumK)dl%GjX**;=DY5t;gu(>{kQGO!=4W>tjGsZ2Cxc{E71K| zC8Pn(V8|^AlqXJ$vQM8r6%+dfIk&Nqk;mbBCD80D>A$jY@4h`bvHE8}N2O|}YJ#Ar zOLGvOUCoY!*Y)QdtV=Gqt*wpQX2c*i0j_j@vX|(Uh{(dc`zj#f-djCOr$J3yNhoZ3EJHZf;JMK60gUG3$r2rS0Z) zzKBZppt?6FI3P($$?gO}R7xNm^a_pMx`)@-Uo{64bQTkSKw6hc`i?Ri5gGZ!j0!{4 zB2`&S(GN-t2?;(_p%N`EH#fR2!R_UsEkxpCP01y0uh7+7Lq8`eVf(!-WN7LM5v0s0_+a7?5gN6+H zIB)qxp^L^l6u(+pY)6Y0fML!VF0j9kwtg?A_t_&qPXl!u=Q%>?2%4;Rg&hv=Rz^t` z)*beD$C4Thvg=wYA@;BmqTA+V^@*2Hx_taK6Y=E1KVw@(g5$yJAOJnPiHbsiYb-2w zov~aHv}#?q5{&(!i7Vp+fD@i+FQ*2-8^V{zDJwfBrP_k-yCC-Ty(pjdagua{`wRkN z$OGjI1eo?lt|%6LA;-VJ|1D%QQvw^(WhKxAWe0pF?E&-a&b6{pUZk_-lrTN_1-#fa zxiF4I0e45BL}6xJ#Vp_eu56*#N~)Mpz+mdZ1l9l&Dpl5lD~7NWs{i z#sjj3ObmrGj9hRG^l%4j!~K1IV6DT@Y6aB8EHVi3IB#*e%pGr5Z;6VELaBXWW#x&_ zx!e8wVG!D@WTKgYh;=prhk_W)x~uO%SLY6Nlh> zZHM0PZXpl`ItQqXw6v|$)AeKGa5w`!eOC7;7=R5tHiRjNZ@FXQ;MP_KGFATl3>#4K zQF!kw>FFh?x$EgoK{A%;xmo$IiH3VY`dm!_=g|BJ=tcyL|0agZ-dDjkceS}RYachPS3?^rQHzr?~`D!&g zAD-3o;`9Kh27o{E@qC7a(D7&Sz~-X_1?KffQ1V`TRM2F{56|3c%q+*qTV9=4mPmZDVWp(lX06q^-Y@5Ivt}$>IA*Tw!@G zc?Ycd;hefRmJx@O3yQBY6_f&!RT*V8%P@ow?ETSZ2qg{BQI`rYBTXpsi8XiezMx$3 znd3*ko}goO`HbU0R!{eGQj3BOo9O9<=uPXVA04M#vljO>2OE?NKB7krK1ngjTqe0~ zqRDDW$u{&{6`GT_b?R;y#@;5J6to%Gu{PV^clo!WKKnVl{4m8TKbh=2$Jpow!eRzy z1K;~MN7apIR@zxa+(D>lE(W~tTm&!;ykk=rMD=FpzviPR7ry#EeQAP=gSq^x0f8XK zr7C#$yC*9oNsUC_5;Z-;FO@E({Qeq^lMAd9`aNvTCR695g3)v&#P>fx1zG>sZc45m zPXk=Fbjmfv>TPkQfC60cS-)Ere#90xzerMbVL%@$VH9QvNEjurn^e9b$2LSrli11O{qQ{R}Px zS%JlL+Kq+}Zo|x|p%h%^ETSmsKQzxTc$`HNa8mqRI=fKU{~gUhg`y*djaDHcM|%mJ z2GC5!cGZX(S+Gr6u6lJXQ8(Yq*<<_f9}4!Uf7R5~G&DTzcQ!CE@bRfrdkfJWB2PE8 zgMLvEDr96~VVSOW&9~%ZWXyp$d5DfSgSw3#fJv6vP4M9xnRJuH!h*82IM+hJb`kqy zFE2&m^=}OTNtP4es8L}@Mn-Ben`*g0XusAK#Kpx820^Tz_Sy@v^Z*4i+^O8o0HNTQ z&lQ6mqxo@DzSPh%v@XpQ?Gb)384(&MnaicN^gn9Q{UzGDph=68xz4gcjCviwO-wX% zm)F+fK7BGsV4|ZdxW3fW%w$wb>C~c6rr*e9-bg5wl)MxFD66iix!hwx%8}=m8?OK2;xxBn=G>K6X1R!$5Q; z6LCxH>i&M5)b5Ci ziK^lba#tXr3D%x_*G=007rVV>#D!R}-E8%MQRb$*fY6;3JW#=*W5?k9C5btxJbB(8 z@fPhF%1-i%xoMxP*FvZJF<>VF=JVhc3roJqUuR#xdc3Lp@!s$dH#$K*tM2~Ys^(P%qAs* z*3LE2n@$-rR&pD7%vm<75Q}iASOb+=TgDh7h<3(8k$>q()=s=wXA-4Q@_UDZ+L7c{ z>AZn=Ua_p+?YeT*h)g%@d%mr$NQjwa`_|^(0NhfBjOHZvh5OX0 zf2^2fMleJh#qMjB$iCb80b!B?=14K%W4Ki7Z~N+dh?zgL*bo0N=e~IkuK~gJyS;rJ zkPc*@(AND88tFBghzOsCfaJ06WHIji+{^sVi_f70@U8&W>-PfOL<~OtpPTcK8W2`L z`d1*`_xAES_Nqxo|K2F_&jV!M|I=kRl*%OtxSt>I;9Rl2S{-QBVgS)~Z?brp%HFtL zeLRPGXs<<1=FRpZ$a9mtNpAbKz9!K2Z@*>{&Mz+3Eaw9;$iUwa1ggv{2u7Jgmw}=} zF49w`PYvI(s(i05q1-`@Ed^=K_7in6TKc@+@w^i$kA2eS%~bM-<33d}#AF>mUsD=0$`cGgFGrI|JwgyYz+| zHa0e%9c|GD=+^sO0MaMnu{{U)%B){!qbAJH?+MuZx*Q73BPVg^ec|(`DDF_cb{Cie zft`&I62JGUv%2~aJSuPvR{-QKIAa&uqxalufU#2}kthuTN4^KOgujW!%GN$#y^QUS~tt~iLpi)(7WVeSG5ht`L_;b9F%{4f%pE~`h^jrr5{ zzE7Vb*DS;TjWs-6w@r|#q-NzPgWwVNFpVvVBY@x`E!kAC##Q)x9AY6{v50p^a26`9Vx_V zsi|5_04W*i=vd_l@bRH`u3jCUoSY1dt}jeFs6~X_cTKFUvKEw`rXVlPs_lj33?u<7 zkeC9lb=62J$dq%GS(XZx9RX zir$Lm@xAl{&3ZA^#0S;aCMx$J$&F&v`nj|Rc?wA6UE5Qcv`gGpQlr)LbTj)`V5G|Z zdnQmtmX(+Hfk$!|&{I`ag*;4F$7eo-2X-B|^KuVF0hyFuF)=Y#G!>Z?;JK15iHGms zNI-t~`KEm+=(y`a<_60CE{t0ZYO`o)4ZVc#q~zq(=p&&?#}!_W!Hk9qUv?!5*F$Lt z(jG0nlUsgOu#(rfZuu?B|N0^hDpm_B&8UmHU>2w$Fn{?2bdxZc3~-=N(k#itj;^Z; zKHyQjAoup&L2zP88uUooK;sHzlwqN@* z9uEtuYkn0Z&pFzqZJhidw*n>gwJ>0+c0AMJ##3)-XXM0AO-)sQwsyHBe8pD(;%)2v zwHAPpQI-+E{N=a{B-UxWuqG1EpF`07V^Rcygs*vg3H+{It*z!@Z%~|y{$m0|kdu;P z8@vLE1(-8v(m+yu0PZ4gyzS2)A}*^4P$+_C$>)6MxeAb2v-enPdUCGyT5%xZYU0!^ zu)dbNTV>=KlQBAX;lUN7)hxbX4!Z>u9S(uo-w`Xo7 zcI%hfj6$uD+jc_ony&fiJ`dEPoVUWYTk!IWv|YRU3w7q`Vn*mV(GvX)0uH$a`p7o0eZX)}T-FK2m4MISilpFkrV|vL zw3)@ZZ0-1758z^2ZV=rMUGyy8`Hwv;^2!Oucu!`9gFb$X*yt^b2 zm^jefu`zA*rUY9493LO&6j2%gJ`RIipaQliFeB7dR54SpE!i!49`pxDQmu}c+c`S! zGUV6v!K(N4^k6-bKqF$O;^TwvtsYfc0f7nKQO@wspZl`Z81}}ML017EkX9jMkZRgd zAfEOEWauHJqNbLM<&?@Fjx&P`UV#(=w%{tf@B>UmTV&@z^r5ba_3G9<(T&=#$!IRegg63i2nNOANrdr?F>rk}Vm0*zS-6Wl0nG~9*m z5oGqSHn2_WFAn2ODWluLk-_U~xN=_snf~|h->Zu)UzsRIBEWmmIxGIyN;<>X9t%!j zecTtnnuBu@I-Yq0t~38d^&u1v9!Y#WJ{-5R9&`J5QISP#XGe#ug2H`tbno5xTYhcV zuNZj)s1bS;u4S%3F~M{%?wvr`)2;OYVpNvtQJtr!=bCd>qR*-2NP!`g>fMeeUBOdi z=0BkP3$@K;%dzh6EnvQTtV#iC_rV5-{XRJ{0UXsg_{79ixb4ivatnbT9FQ|~-#uYw z4mBMGr6fcQE@;5O{5fmCIbE->tUNb6Yj_lP^E;};p&T!wdbG~l6R344BZ4f@&FvUe zPnMg(zZV=8poK4%JC#mF|08fDXJ==g?(TBmc(2K=n;e`+_D3 ziXn@|{M*fcVb4?YI1GUFI*wx5y8jBR}AUHVz@cz>wHpD)CfP#VH;)07X qKw_o@GG6BA|4F0uKN~Suu8^KO&# Date: Mon, 17 Jun 2024 08:10:07 +0000 Subject: [PATCH 06/10] [skip style] [skip vbump] Restyle files --- tests/testthat/test-createQtlBubblePlot.R | 81 +++++++++++------------ tests/testthat/test-createQtlPlot.R | 58 ++++++++-------- 2 files changed, 70 insertions(+), 69 deletions(-) diff --git a/tests/testthat/test-createQtlBubblePlot.R b/tests/testthat/test-createQtlBubblePlot.R index 4e1b42c..d2e563b 100644 --- a/tests/testthat/test-createQtlBubblePlot.R +++ b/tests/testthat/test-createQtlBubblePlot.R @@ -1,80 +1,80 @@ test_that("createQtlBubblePlot fails elegantly with bad inputs", { expect_error(createQtlBubblePlot(NULL), "data cannot be NULL") - - d <- tibble::tibble(X=NA, Y=NA, Size=NA, Group=NA) + + d <- tibble::tibble(X = NA, Y = NA, Size = NA, Group = NA) expect_error( - d %>% createQtlBubblePlot(x=BadX), + d %>% createQtlBubblePlot(x = BadX), "BadX is not a column in .+" ) expect_error( - d %>% createQtlBubblePlot(x=X, y=BadY), + d %>% createQtlBubblePlot(x = X, y = BadY), "BadY is not a column in .+" ) expect_error( - d %>% createQtlBubblePlot(x=X, y=Y, size=BadSize), + d %>% createQtlBubblePlot(x = X, y = Y, size = BadSize), "BadSize is not a column in .+" ) expect_error( - d %>% createQtlBubblePlot(x=X, y=Y, size=Size, group=BadGroup), + d %>% createQtlBubblePlot(x = X, y = Y, size = Size, group = BadGroup), "BadGroup is not a column in .+" ) # No stat error when summarise is FALSE expect_error( - d %>% createQtlBubblePlot(x=X, y=Y, size=Size, group=Group, stat="notAFunction"), + d %>% createQtlBubblePlot(x = X, y = Y, size = Size, group = Group, stat = "notAFunction"), NA ) expect_error( - d %>% createQtlBubblePlot(x=X, y=Y, size=Size, group=Group, summarise=TRUE, stat="notAFunction"), + d %>% createQtlBubblePlot(x = X, y = Y, size = Size, group = Group, summarise = TRUE, stat = "notAFunction"), "stat must be a function when summarise is TRUE" ) expect_error( - d %>% createQtlBubblePlot(x=X, y=Y, size=Size, group=Group, summarise=TRUE, summarize=FALSE), + d %>% createQtlBubblePlot(x = X, y = Y, size = Size, group = Group, summarise = TRUE, summarize = FALSE), "summarise and summarize are inconsistent" ) expect_error( - d %>% createQtlBubblePlot(x=X, y=Y, size=Size, group=Group, limits=NA), + d %>% createQtlBubblePlot(x = X, y = Y, size = Size, group = Group, limits = NA), "limits is not a list" ) expect_error( - d %>% createQtlBubblePlot(x=X, y=Y, size=Size, group=Group, limits="notAList"), + d %>% createQtlBubblePlot(x = X, y = Y, size = Size, group = Group, limits = "notAList"), "limits is not a list" ) futile.logger::flog.threshold(futile.logger::FATAL) expect_error( - d %>% createQtlBubblePlot(x=X, y=Y, size=Size, group=Group, limits=list(list(), "notAList")), + d %>% createQtlBubblePlot(x = X, y = Y, size = Size, group = Group, limits = list(list(), "notAList")), "Element 2 of limits is not a list" ) }) test_that("createQtlBubblePlot produces a ggplot object", { set.seed(1) - + referenceLines <- list( - list(label = "QTL (12%)", colour = "red", type = "dashed", y = 0.12, x = 1.4, vjust = -1), - list(label = "Sec Lim (8%)", colour = "goldenrod", type = "dotted", y = 0.08, x = 1.25, vjust = 1.25) - ) - d <- tibble::tibble() %>% - tidyr::expand(Snapshot=1:2, Site=1:10, Group=1:3) %>% - dplyr::mutate(N=floor(stats::runif(nrow(.), 2, 25)), P=runif(nrow(.))) %>% - dplyr::rowwise() %>% - dplyr::mutate(Rate=stats::rbinom(n=1, size=N, prob=P)/N) %>% - dplyr::ungroup() - p <- d %>% createQtlBubblePlot(x=Snapshot, y=Rate, size=N, group=Group, limits=referenceLines) + list(label = "QTL (12%)", colour = "red", type = "dashed", y = 0.12, x = 1.4, vjust = -1), + list(label = "Sec Lim (8%)", colour = "goldenrod", type = "dotted", y = 0.08, x = 1.25, vjust = 1.25) + ) + d <- tibble::tibble() %>% + tidyr::expand(Snapshot = 1:2, Site = 1:10, Group = 1:3) %>% + dplyr::mutate(N = floor(stats::runif(nrow(.), 2, 25)), P = runif(nrow(.))) %>% + dplyr::rowwise() %>% + dplyr::mutate(Rate = stats::rbinom(n = 1, size = N, prob = P) / N) %>% + dplyr::ungroup() + p <- d %>% createQtlBubblePlot(x = Snapshot, y = Rate, size = N, group = Group, limits = referenceLines) expect_s3_class(p, "gg") }) test_that("creatQtlBubblePlot output contains correct elements", { - d <- berrySummary %>% - tibble::add_column(Snapshot="End of Study") %>% - tibble::add_column(Region=c(rep("EU", 4), rep("US", 5))) + d <- berrySummary %>% + tibble::add_column(Snapshot = "End of Study") %>% + tibble::add_column(Region = c(rep("EU", 4), rep("US", 5))) # No limit lines - p <- d %>% - createQtlBubblePlot( - x = Snapshot, - y = ObservedResponse, - group = Region, - size = Subjects - ) + p <- d %>% + createQtlBubblePlot( + x = Snapshot, + y = ObservedResponse, + group = Region, + size = Subjects + ) # data expect_equal(p$data, d) # layers @@ -87,23 +87,23 @@ test_that("creatQtlBubblePlot output contains correct elements", { expect_equal(class(p$facet), c("FacetNull", "Facet", "ggproto", "gg")) # plot_env # labels - expect_equal(p$labels, list("x"="Snapshot", "y"= "ObservedResponse", "colour"="Region", "size"="Subjects", "group"="Snapshot")) + expect_equal(p$labels, list("x" = "Snapshot", "y" = "ObservedResponse", "colour" = "Region", "size" = "Subjects", "group" = "Snapshot")) # guides expect_equal(names(p$guides), "size") expect_equal(p$guides$size, "none") - + # With limit lines referenceLines <- list( - list(label = "QTL (12%)", colour = "red", type = "dashed", y = 0.12, x = 1.4, vjust = -1), - list(label = "Sec Lim (8%)", colour = "goldenrod", type = "dotted", y = 0.08, x = 1.25, vjust = 1.25) + list(label = "QTL (12%)", colour = "red", type = "dashed", y = 0.12, x = 1.4, vjust = -1), + list(label = "Sec Lim (8%)", colour = "goldenrod", type = "dotted", y = 0.08, x = 1.25, vjust = 1.25) ) - p <- d %>% + p <- d %>% createQtlBubblePlot( x = Snapshot, y = ObservedResponse, group = Region, size = Subjects, - limits=referenceLines + limits = referenceLines ) # data expect_equal(p$data, d) @@ -117,9 +117,8 @@ test_that("creatQtlBubblePlot output contains correct elements", { expect_equal(class(p$facet), c("FacetNull", "Facet", "ggproto", "gg")) # plot_env # labels - expect_equal(p$labels, list("x"="Snapshot", "y"= "ObservedResponse", "colour"="Region", "size"="Subjects", "group"="Snapshot", "yintercept"="yintercept")) + expect_equal(p$labels, list("x" = "Snapshot", "y" = "ObservedResponse", "colour" = "Region", "size" = "Subjects", "group" = "Snapshot", "yintercept" = "yintercept")) # guides expect_equal(names(p$guides), "size") expect_equal(p$guides$size, "none") }) - diff --git a/tests/testthat/test-createQtlPlot.R b/tests/testthat/test-createQtlPlot.R index f139306..b4652e9 100644 --- a/tests/testthat/test-createQtlPlot.R +++ b/tests/testthat/test-createQtlPlot.R @@ -1,40 +1,40 @@ test_that("createQtlPlot fails gracefully with bad input", { expect_error(createQtlPlot(NULL)) - expect_error(createQtlPlot(tibble::tibble(good=1), bad)) - expect_error(createQtlPlot(tibble::tibble(good=1), good, siteData=tibble(good=1), siteMetric=bad)) - expect_error(createQtlPlot(tibble::tibble(good=1), good, siteData=tibble(good=1), siteSize=bad)) + expect_error(createQtlPlot(tibble::tibble(good = 1), bad)) + expect_error(createQtlPlot(tibble::tibble(good = 1), good, siteData = tibble(good = 1), siteMetric = bad)) + expect_error(createQtlPlot(tibble::tibble(good = 1), good, siteData = tibble(good = 1), siteSize = bad)) expect_error(createQtlPlot(Sys.Date())) }) test_that("createQtlPlot creates a valid ggplot object", { fitted <- (berrySummary %>% fitBayesBinomialModel(Subjects, Events))$tab - - quantiles <- fitted %>% + + quantiles <- fitted %>% dplyr::summarise( - Q05=quantile(p, probs=0.05, names=FALSE), - Q20=quantile(p, probs=0.20, names=FALSE), - Q80=quantile(p, probs=0.80, names=FALSE), - Q95=quantile(p, probs=0.95, names=FALSE) + Q05 = quantile(p, probs = 0.05, names = FALSE), + Q20 = quantile(p, probs = 0.20, names = FALSE), + Q80 = quantile(p, probs = 0.80, names = FALSE), + Q95 = quantile(p, probs = 0.95, names = FALSE) ) - - p <- fitted %>% + + p <- fitted %>% createQtlPlot( - siteData=berrySummary, - siteMetric=ObservedResponse, - siteSize=Subjects, - observedMetric=fitted %>% dplyr::summarise(Mean=mean(p)) %>% dplyr::pull(Mean), - actionLimits=list( - list("lower"=quantiles$Q95, "upper"=NA, "alpha"=0.6, "colour"="goldenrod1"), - list("lower"=NA, "upper"=quantiles$Q05, "alpha"=0.6, "colour"="goldenrod1") + siteData = berrySummary, + siteMetric = ObservedResponse, + siteSize = Subjects, + observedMetric = fitted %>% dplyr::summarise(Mean = mean(p)) %>% dplyr::pull(Mean), + actionLimits = list( + list("lower" = quantiles$Q95, "upper" = NA, "alpha" = 0.6, "colour" = "goldenrod1"), + list("lower" = NA, "upper" = quantiles$Q05, "alpha" = 0.6, "colour" = "goldenrod1") ), - warningLimits=list( - list("lower"=quantiles$Q80, "upper"=quantiles$Q95, "alpha"=0.2, "colour"="goldenrod1"), - list("lower"=quantiles$Q05, "upper"=quantiles$Q20, "alpha"=0.2, "colour"="goldenrod1") + warningLimits = list( + list("lower" = quantiles$Q80, "upper" = quantiles$Q95, "alpha" = 0.2, "colour" = "goldenrod1"), + list("lower" = quantiles$Q05, "upper" = quantiles$Q20, "alpha" = 0.2, "colour" = "goldenrod1") ), - targetRange=list("lower"=0.6, "upper"=0.75), + targetRange = list("lower" = 0.6, "upper" = 0.75), ) expect_equal(class(p), c("gg", "ggplot")) - + # data expect_equal(p$data, fitted) # layers @@ -49,12 +49,14 @@ test_that("createQtlPlot creates a valid ggplot object", { # plot_env # labels fill <- "fill" - attributes(fill) <- list("fallback"= TRUE) + attributes(fill) <- list("fallback" = TRUE) weight <- "weight" - attributes(weight) <- list("fallback"= TRUE) - expect_equal(p$labels, list("x"="Event rate", "y"="y", "xintercept"="observedMetric", - "ymin"="ymin", "ymax"="Subjects/divisor", - "fill"=fill, "weight"=weight)) + attributes(weight) <- list("fallback" = TRUE) + expect_equal(p$labels, list( + "x" = "Event rate", "y" = "y", "xintercept" = "observedMetric", + "ymin" = "ymin", "ymax" = "Subjects/divisor", + "fill" = fill, "weight" = weight + )) # guides expect_equal(names(p$guides), NULL) }) From 68483bc4c707b05667a8e67c3366c8651363eb87 Mon Sep 17 00:00:00 2001 From: Puzzled-Face Date: Mon, 17 Jun 2024 08:54:12 +0000 Subject: [PATCH 07/10] Fix CI complaints --- README.Rmd | 3 +- README.bib | 2 - README.md | 71 +++++++++++----------- man/figures/README-createQtlPlot-1.png | Bin 14541 -> 14565 bytes man/figures/README-unnamed-chunk-13-1.png | Bin 7890 -> 7990 bytes man/figures/README-unnamed-chunk-14-1.png | Bin 18932 -> 18851 bytes 6 files changed, 37 insertions(+), 39 deletions(-) diff --git a/README.Rmd b/README.Rmd index 87eb17b..963df5a 100644 --- a/README.Rmd +++ b/README.Rmd @@ -446,8 +446,9 @@ getModelString("poisson") ``` ```{r, echo = FALSE} -# cat(stringr::str_replace_all(getModelString("poisson"), "\\n", "
")) +# nolint start cat(getModelString("poisson")) +#nolint end ``` Fitting the model is straightforward. diff --git a/README.bib b/README.bib index bd31170..7aa6301 100644 --- a/README.bib +++ b/README.bib @@ -23,8 +23,6 @@ @Article{KATZ number = {3}, pages = {469-474}, volume = {34}, - doi = {https://doi.org/10.2307/2530610}, - url = {https://www.jstor.org/stable/2530610}, } @Online{Transcelerate2020, diff --git a/README.md b/README.md index 31fb6d9..d29b9bd 100644 --- a/README.md +++ b/README.md @@ -213,39 +213,39 @@ We fit the Bayesian Hierarchical Model described by Berry et al … fitted <- berrySummary %>% fitBayesBinomialModel(n = Subjects, r = Events) #> Loading required namespace: rjags -#> INFO [2024-06-17 07:55:30] Status of model fitting: OK +#> INFO [2024-06-17 08:53:09] Status of model fitting: OK fitted #> $tab -#> # A tibble: 20,000 × 4 +#> # A tibble: 20,836 × 4 #> p a b q #> -#> 1 0.814 6.46 2.41 76 -#> 2 0.854 7.28 2.79 84 -#> 3 0.753 6.34 3.09 62 -#> 4 0.691 8.96 3.68 49 -#> 5 0.690 9.58 3.74 48 -#> 6 0.706 8.13 2.52 52 -#> 7 0.583 8.45 3.63 27 -#> 8 0.624 6.44 3.67 34 -#> 9 0.664 3.95 3.65 43 -#> 10 0.608 6.91 3.48 31 -#> # ℹ 19,990 more rows +#> 1 0.575 3.82 1.66 26 +#> 2 0.605 3.15 1.59 31 +#> 3 0.833 4.62 1.62 80 +#> 4 0.426 1.89 1.58 9 +#> 5 0.978 2.20 1.14 99 +#> 6 0.954 3.85 1.17 98 +#> 7 0.940 2.96 1.13 96 +#> 8 0.943 3.61 1.59 97 +#> 9 0.858 4.52 1.45 85 +#> 10 0.901 4.98 1.26 92 +#> # ℹ 20,826 more rows #> #> $results #> -#> JAGS model summary statistics from 20000 samples (chains = 2; adapt+burnin = 5000): -#> -#> Lower95 Median Upper95 Mean SD Mode MCerr MC%ofSD SSeff -#> p[10] 0.36562 0.6991 0.99996 0.68282 0.17257 -- 0.0013713 0.8 15837 -#> a 2.2683 5.9563 9.9997 5.9373 2.2751 -- 0.056178 2.5 1640 -#> b 0.62627 2.6183 5.1708 2.7753 1.2508 -- 0.031487 2.5 1578 +#> JAGS model summary statistics from 20836 samples (chains = 2; adapt+burnin = 5000): +#> +#> Lower95 Median Upper95 Mean SD Mode MCerr MC%ofSD SSeff +#> p[10] 0.36856 0.69773 1 0.68025 0.17209 -- 0.0013352 0.8 16613 +#> a 2.2047 5.8995 9.9991 5.924 2.2988 -- 0.061009 2.7 1420 +#> b 0.571 2.6364 5.1576 2.7799 1.275 -- 0.032924 2.6 1500 #> #> AC.10 psrf -#> p[10] 0.0094542 1 -#> a 0.21013 1.0011 -#> b 0.22843 1.0003 +#> p[10] 0.0033229 1.0001 +#> a 0.25214 1.0006 +#> b 0.25214 1.0006 #> -#> Total time taken: 3.9 seconds +#> Total time taken: 4.4 seconds #> #> #> $status @@ -293,7 +293,7 @@ berrySummary %>% #> [1] "OK" #> #> $qtl -#> [1] 0.6828212 +#> [1] 0.6801711 #> #> $data #> # A tibble: 9 × 5 @@ -353,7 +353,7 @@ berrySummary %>% #> [1] "OK" #> #> $qtl -#> [1] 0.6991032 +#> [1] 0.697669 #> #> $data #> # A tibble: 9 × 5 @@ -386,7 +386,7 @@ berrySummary %>% #> #> $qtl #> 10% -#> 0.4495861 +#> 0.4487256 #> #> $data #> # A tibble: 9 × 5 @@ -428,7 +428,7 @@ qtlProbInRange #> [1] "action" #> #> $qtl -#> [1] 0.46465 +#> [1] 0.4666923 #> #> $data #> # A tibble: 9 × 5 @@ -446,7 +446,7 @@ qtlProbInRange ``` Again, the QTL is breached, since the probability that the study-level -event rate is in the range \[0.5, 0.75\] is only 0.46. +event rate is in the range \[0.5, 0.75\] is only 0.47. #### Using an arbitrary criterion @@ -485,7 +485,7 @@ berrySummary %>% } ) #> $qtl -#> [1] 0.6828212 +#> [1] 0.6801711 #> #> $status #> [1] "Breach" @@ -536,17 +536,17 @@ The `quantiles` element of the return value contains the mappings from quantile of the posterior to observed values of the metric. For example, the first row of `rvSiteMetrics$quantiles` shows that the lower action limit is the 5th centile of the posterior, which corresponds to an event -probability of 0.366. +probability of 0.369. ``` r rvSiteMetrics$quantiles #> # A tibble: 4 × 4 #> Threshold Status Quantile p #> -#> 1 Lower action 0.05 0.366 -#> 2 Lower warn 0.2 0.543 -#> 3 Upper warn 0.8 0.838 -#> 4 Upper action 0.95 0.933 +#> 1 Lower action 0.05 0.369 +#> 2 Lower warn 0.2 0.537 +#> 3 Upper warn 0.8 0.835 +#> 4 Upper action 0.95 0.930 ``` As before, the `data` element of the list contains a copy of the site @@ -988,7 +988,7 @@ Fitting the model is straightforward. ``` r poissonFit <- cavalrySummary %>% fitBayesPoissonModel(Deaths, TotalTime) -#> INFO [2024-06-17 07:55:41] Status of model fitting: OK +#> INFO [2024-06-17 08:53:20] Status of model fitting: OK poissonFit$tab %>% createQtlPlot( metric = lambda, @@ -1092,7 +1092,6 @@ Pharmaceutical Company.” *PharmaSUG*. Katz D, Azen SP, Baptista J. 1978. “Obtaining Confidence Intervals for the Risk Ratio in Cohort Studies.” *Biometrics* 34 (3): 469–74. -https://doi.org/. diff --git a/man/figures/README-createQtlPlot-1.png b/man/figures/README-createQtlPlot-1.png index 61c5d7569b3d26b1cede39fb44ea8fb9ac3f4ed1..7f83df8c4e1a4294fdebf260bce9ddf4d6588529 100644 GIT binary patch literal 14565 zcmb7r2{hFI_xF&b2$hgsgla66WkR-^P>jgVAp4RvJE8g_gphrW5JHwoma!xxJ87~P z+4t=0Ja_v2*Yo`U&pD5CI-N7`&+=aGecji6-TMi-hfzFvg5?APfjFtGbV~z)AeTcR z$O5Ry;g_%5ca-42<4#I?j}QpjM$$jB7RR^d2m}{G`Ifw-#>M4>-fR^gXOZGq~0dHkq%tb1y z?MMV|P)5AKasf)1*ZH(hWa3C=WLkCZ@?L&^kvGxWr)D6vEVnv6e`$F-vj3rnPQPPX zQPJ|ZKD8U@`6>(<0+Dd?W);jbz>=#TfvA5)Z-PLW+@TUdAVe-uFvIX^avB6eCFI7T zjcT96NLBy(;QWT9Y9Ec+_k?$ZdB(6n*Rvh>wfapz?JXcoFkiT<|{jo7mNFK5kil6WrwJZ~>Ksh&= z_RP9Q7iD_2nrlS!#@+aZ6-Sm;_#+vqDWAP5ur`t!B!=*(dCq3Xr+LrieJ|R)XYKz~ zRP`=j%oDkv`vtvj2hHKE!7>)#AMqd%GtU3lN{*9JA`m(MAdVmq_Z0%j5CIpt|6dDl zeb-k*E*JT>-?rZtXH-m>cZ;*Q9#N)WIF*{oqE977hG52&=&JC=3_SdBPvC8S)rGKQ zYA4scLNh7kohl8Zc{esT1{U32V#$?ZDk3M)>X|*(qAY^(ZBqHaolpxx>HW5;zdtr# zj4ztc&;MGQQmDP03 zvAF2MV#oE~1fuj_e&a8yK!qJ&nbVO>@$p!p_?C&|!Ht6XNr?N)#H5_qw#m3}#q*Ml zY%(UJ?}EhMqe7dOC_K2F+z}BT?u8#+ zD`umi0#ith!{jnCGM+!Hi1M`*7pv~%*>_^9F8vqB8~)L-fCXDcI}!Z+Dkf3j;p&> zwNI4&MBvi~6H%6tA3r=N!X=(I{QU7Fq2G4V{9LyS*phX%!fTOh*UGZ)h<3cJ8cxWW zbwaV72z2-GkdTm=SoK7)aj>)7+ez@1p9L2lgq3%8b}rqo4GFo@i@QhDNOSUJVB@dC z!a^{ogM)*fo}MR9o@7zlK8pf}$Ow0-99~#>m~#9@WCY7}l6P3sRdI1~5s~+`wY48U ze5k1KSRF?zM=KGIT0N7ML}Xx31S;_0o12?o#26j(OsjL9?FH8sWNa%ms9cco#`JfYb5qZ2nrWZh~rYo%d?E80oFd87bQU!$p& znwmNijW$d3841prZD?p{;qZAey<|m5X8_+an$AakQF$jLE&Z^H)wM_T#`Wu7JAWq4uX^om z+UvzB>rk}F2aw5K&hDFqeUalb8C6b(ZO7RWF2#QBNR}w*zclOeQ;D?s=k(&hY%~o0 zgQo|ruU8Bm%w$E*Rr#$=b==8TsA5C0!BX`tZEP-TIKxIKZed;=TX5g29^DWMdH^sQ zNOO%3jHLWFlCipypN@vcwd1#nb^$KxL51VkZR1Qb(it2z*E7=7JB2Q3n<}HH_%(>L zt19YhZx;xK7i`OrX7QxIzdtkReRj%IgE=6pALDbnfm(Pb64)vM_@X+eO_BjBl?B6tKy7;!T$Nc zneli$n0}#|1Z|T@`%StVx75FlRC|c2@?bG)H{o1jz7q&rqQza)JXodN<4;$*Z_=F& zYnq(2=*6vzl3v1--o<}9#6-mUce2)p$f3owl#~~@vzWW(?+Gt?A)Nf?=jX2sF0Xnj zF)6gy*UOp7DZakPg}oaI&|05paWzqe@63t7D!-ZiRUxAq>x!Y}QGA$Q&T~1^aA9#V zKT=+uL77QG*Gw)rKcAYKI^lKJ8fgc`^EBriqEAphyWzLnZ&EfOgspmYCmY;EiO~B9 z!@QqA?~T(R85?tSSj^Aw6}2zXO)^ON=#4i*GAirzNbAL&MPFG~&!HZyo9&7?#nyia z6Mf3{eSSlQ@6jf1F7{4#-qEgiU3&Andp`J4C0;;f15f#iye)q$;Vjxlc~3&yZRY-8 zyagMYEns+5$=0|Rr6I}mB>ic1X$;$UagC6Vkk`|5$ui6Xqq8o?BHu_f+AGU^9x?#sgMsBQM zbmbH8GYUF?A6V;^KUvRjU%sqL#YIzes-uy+h&`0aQXHcTBRYt=$mGPODO!D0|t z*BR@i4<#ksp{9|;xIg>5ySqU_LFc2CWYYPucO}5I>W^=3Zfb{h7}E_VH@CE;Vy1_O zQ}XlSZTh6QVem#{!^5w5TWxXCMNKNqL6yEcrI`XBt#tPQReqv|hKB4eu+|>fJ{@tW zbNZ!#WDILEg_|*?o1>9!1_lO3#T8n8JR3=ehkkWqbu~4Hh1#$Ofuucn6CNJkkpwH5 zb_T}?YkI1_u^0f8ZqzF1|LYPaqdOVl0TUnZ#tT`L4Wy>B_u^bx!QR;%e0+S=)^>em zdIJ;E2=naB%(}+L!ttbCxQExwpm%QA4f2Trf7pM-=Qm#6QJ`l0_rjO?dhRZ;P~ zcb^jjc$MMm(~M!0z1eqxJ^1(}y9$mRf&Jea8W_;~qPy=`=jAwUFBi=V(L#y$X~bu3 zz{vWoynfq%Ieg8QhQvE~cG`4&TpT?9G`x9Rrl6p}p!CPsm|E3KA@dU5oSdA}frp|j z05B3HcaqY`)0F0*3sks)a+OK$TIP>g9KB;~Y%IbInB91?v6BvF;Ha+U1_;^_j5iX7 zgV=5pemtvV^`Z^M{c&HEaE$84RQowMfHSXj%L8nfWI$UO~Kt zuWw4`TP0qFD*7_Ol=X67nY!BAQ37Gwy&6vYk!Knw2S>#1tR~YaS3wd7oxz4?4&!|! zZtpez5}DQa{?^_7l8egD&h8EM6`hqr ztKif#cz`-wT;^X)d~nC6mMs5fAZ#B*9kJp?y$|Rt%{0@o3CHCO`gY6-#c^W zOq1yqj>s6H&*qqfB^833me$>DjYoFz7J7Z6s(mC>(l4}}D?0m^5jL4}W0hjsM-Ml= z@v~hR0|49X?Cf`LBEMb0G_#Cy1nx+ED9WF^!fOAz%IU+V4gDY14(;c8|i&C&

HkuD%_i`bk_E|_Ob*vNXi|NADZYM<)Z{gj;9H6$h_FD!SoXso7A!J}Mu z_EN1H-Y7jedFWlGkRkJp)o(ScJNAm_Qm>bw?Diz`&u_#jNB>^i0TAEa+hY}Db|PMn z(eC$G2}u0thWM$%(n!lxwg808tE;X0$B!SnIQ^!=PZ%)U?#nQ7$K`^?#>T0|{$&SD zZr}2jqk}_|$FN*5gmv#vz{5H_G5-E_0-Lh?0;otC77wNdXC7|s~V6hY;7qsnUYh91UT@u{YjPb$n+jt zS$Xdzd};2YP<%mgvE!phXZRoRgE6`as`f1nSDwj3-BwiN5T$FrA}wv0r+GDzW>(<^ zEleB7$jCU=*S@kMVksrcq#Ql$AmM#Vjbx-4aCFBd&11)ovC|%#)&JQJ(fw}rY0Rex zh}<&@A-B$-4xu0?Be6m9j+Gr>@nm~DyD(SoAb{Q(aiALy9&p>S(?I@a_hc$i;kB!z zefv(vNpg6pmdL_;J5Rh(+BDcHEX5F(vec8X=!AdB$<8jeA^l!XouN_W$dMzEWW_eRn^r)V`Iy%lF9_~!iF_pF8UuM zBTehI!KCqL;E;g5PA^P8Gzwi473FPnIUmJ^eSQkgMMW)cvf5+0*_!zCC)ccgMpFtV zcW7~RWaPrX#@h?8IPv_;6MsC=VPR(eGU*bi@C23#ekf7_Y>8%g#=);HecCJKpBs={ zn3zK7^YM{lrZN3_o5_rskBzov!dXj8nP7?p%qqJS-xd}YrZ;cGMbCw$F4sY^eHT61 zw>NqWZoQL~)6vnf__nvZn;zz}NFhHnKi_!t!4_a|LhqkHe@x@p&z)-sul2r#ViStJ zGw?9Zm7DS@Oe9?w2|;jgZ_i$w74E!QV^rL48-67#gVRp z-Pc7`!HCQRTJV5pmc83^c4}+1G&C=Zj!G8R)fp4qXeLn*j6`A}j}3fb0XSp)c!Nux zzQ#z{`xG5SKNX%-j6~6H>CoaEJF=_bD-ilhba}DQxnZzfUj0>IV4x`H=H3Aen?mG8 zMKmhw9wDcxXM?nW=WGiskWYHSf~Jw;S%WSzi1pn)hNiUbP#{Nnnvkt#3P93W@$S@@ z(&6=G2a5cB?EfL3-5!a+0D~2XkKMI7V7SFxvOk}4kn(NL59*~ry7w1-K*kP~RCz>|h;Zt})wJ#@) z2d78?5Z>Bqg`F_E9QFS;8PeotFO-wGgOR^mM!qRIAgg&HGFPsJP4 zI+~Kg0WQY?K;`HNKRK}}Rxyf%n~1#4x0Oug!%~sKEVFd=^agT$KN??13F(_HA9#qr zE_@!WnErIg=ZA*#%gZf4PNE9_^@f+ZHiLtMNqw`Q-{8Cdk>k2oOt_!NFsmSWl8jPr z6tLeV4bJTiHQ9X^$<%NI!)T#5BsTHS#n4h5ZgSOg(0NN~=F}58uGl+ne}YDCga2`X zY5?FP>Yz^5opM{)v^bo!l$V-$nm}Cl{bYkW8@*6$5gZGDe=dipWw2#3Bb{QL#Z;2p zeExhr;yG+HAT>Re2#rjLlaXIt9l`t5Y6%&arMnyCV(~04zS+2Yy;wKGRDirb!M&gXwDAJ%L+Q^fQ-0 zK(WQ~oj%?h=t>1~3z$XNt@D`zl5DiSIJt_|y@OWsQpF{bsm+u_7TKS9R^s5PJBTB2 zer0-a7dhOOMavg)n&JsSRNyUj28!2;e<#6?g9xbZW;!lleI_aAv5fKgsF^^cTR@ej zH4FMjMzHB!!68{0kAbx!+je}@T)FK@F)9Vni(Tu}XZ3FFXkKSF0yX~m!m8SQRZ+fe zo~EtCVky!t$#S${&K8%HCwx^)3uh=~fMo0q6m12Gs+h2RumJg-r}WYWMj$j(;6%eG zOr9zl1hqo#p^~Y+Z-Kjs5y0fElfJM2Dw^ypBi@Z>h-^7d%OGjxK3tKXrSSV7M3zmG z#X!z6&}F}_)pS_eIXI8IVkI`@rtf5%Rt)KF{^K$59uT0(baiwW{Alyyn5Kwzrlv!S z;8)$a#rD)Lq{@!U9$kwwO(U~ayj0iW*w`54ZlbD>Dh&$@=U$1bUXJhjeyG?3pw_C; z6G+v4JWumdOsmPbzzj`fOJnIn!WPL61~G(<{(dbLwxjHgA}cq3P*Er`k>kHiueo`U{3in& z+GKhuc5ZoDcJ2~mzz0)3I3OVGDd9Ob5W{R_kjkgwSsoxc_{ta;^eZv-G6F^T@MCaL zgW&=jZHy3wcT(4MmO#FN+9&X#LY+KKaR~{$k)zd=3OVXT*BW*>>^b6yH9kB0Ld1l~ zyfpKZvE{Bwmr`Vm(3=goL-0dgU3#mzkm1LG5>^w6aHG%WSCy+?es4TRlM%~+*27{q zc6?C>6PgxOM)Dm{?#`u!++M;qR6h;qfG@;D2p9s|l>*}y{f-FQ?454<%G4q3+bgWcaL zbqE05E15evbovfK zYz-T4Zx#s^vOeeP5x*%1BqOLi)ITSVIf;W&L4Ytfzr}#=#UWD8HHu^kfF*lFT5hbX z>m-?)m6ZkT!aAB)8BF({z)PXuHLycg^dYxwaf9pYklFklZks$&x`uT+-ONEOFPiVS zbpr}si7Uvz(^uYPY6A{Ax8Y5qF6cFLJ#B`jnqd7boPV~)z`(%jj&GpCFHwIy2=o^% zCGY7bgRch_?{3`5j&60$)Z0zLU1P8QI$4^ZugbZkU!=NMcdz{(g9T21Yjca8Rxvq( zuBzyAXm51$!*~DA2Oz8qFxWaYg5WvrmE1uRsotb~ZEn7utsy_n?RqS@v0<&o86%Ml zj25MrrwLJvg@Z%9^Bi~mb>-++O1yI$lCug)fT*Y^Me}#>-qkKR%R~1%*;AS$&+l@g z3IsAQIL^Jqk8^?*hW^PsNF2n)$%e&3$B&PxOLQ2{X| z5RN?g7gw?7Ny@pP3_w&>6jLn=TQL_r2lw_1Ew6GQ(9kjZ1pFIlE9x;IeUQ<;5QmqHW)%zsTIf1Sw)>Fxe!1C@np&tRcVvB1*uoZc)KdQzYZH?Q#t& zkr^~3#{ea^wxO=v2ufgYwm5wfxBcQwZ_@n;j0Ff9s5*_m0Qk`A-~9dd=81cD#nDCN zKlgyK(N~zP7#OB??-kEi<>zNx)`i9VcP%E&KuZg%g;V%4C#gY@H39>VMod6}=#$#K z*gwBvTj)LBHZ^5+I&V7?KV4UWOW-S?rCcNBN&FIRJN-aSMorP`qN;XVM$X>$l83sO zk!?)wBOXTT;6~L~+-+CU>e(70H?~$4K{EMIqC&i8vwT4+PoUf8URC2`pt7^yo zraNL2q+dbCut@1Y&jmsYv1`vln=<=tZ>(BCHTZR6Urp)Sp!(Ui($pOb!T;ne(>!BE z6KWgf;bR0seCzPLexa?6jZ`-t>8|?>lTIl8(ZYwH+=+S-h#Q?gNMF(|(E4!Y>5~io7 z7|>qZzk;3nNP>OP0ya@PumHsvI0txm%f;AG z$6-&r<|RM{OxvP+b$@cAN{}n}vRr`t){o&~sJ8$o;)o1}9UWLaS+h8Cg1p57HB^jnZhLei zRcE-eK%Y?v33&b0cojZnraz1n%n1hB8i|RCCHjSQvil;9CjOKpBxl7xe?#p>Ewf@` ziqp5ZvI+$x z;ZCGv_nJ+Lk6174XpGRY45kvKUD*JM!*p+t7Tgms#CvN+^Y%_6)`ip=t|hkXNf8Y| zvzzKxDsHZ1>ZJ}qsx#aev>!jScfP)!!d$Nw1kp-Ezu!@cFO3kN#T@8v*D#$T_&x0b zg>UZm(Qj@CP(?+1lQ9Pi zgns7Vyzz_XuV73a$mb}jQ_!!e1$hz_n85m*E1l)eFrZ;=q<#=?MOzi6`$F+_BQ3qN z>r+#FU29B2h7e9wmxJHD&DYPUH)8_Qc-{9zCg^+2l$0*pt>f|qA}s3 z6IN30t)=g5lAPVk#M%9SFp8lXMSvBG4*Jiqy$Ro{xF_&_TIO)3%I}+X)EV*@(9w{S zoMsX6fEnbcQRO)X^p$@Tad?jDW_`Hn5v_R%2O5qOid5O_^>~sq+b8Nbao@7OLRqWd zT@&5+qRI3Dl4fI*J99GG)8{6<{|e2cG!l=R-R}ED=^>fAH?Z*K%a>$mN!J@Dgb4mUIDdnYinx~(U?8j zy#YFAWbI8SfjzMftq?^`&lg!JHIYpZf(%grh_1S+=q6&nE9 zm+#?w8#3z=p3+9jxr!6i-pSzH%XWY>s$$009AZ+bT zb%v?unxF<%s4Z24g)1-`v~<0DVLy2B=T{Xu=LID?NEMA`G)zRStUZwfL5LQkWeePnaKOw(@!=+n9$$K`3=y@3ZY)gV~IihaPf`+far_7NwTW5U2EYNuS-^{ zyK*a3L(qhJozG--BM*;5MY8L4M7L3ld@FwKq z3MySBPzMZ_a=&>z<%#@d$Q3_)5SNveT^dbENRaa;TaV~eYke|7T@KKio}NyKF|Ip( z;wbq|z|a898FWcf5tK(e9|C?AsuyZ64_BI9_CI!09N`_;Hu>k8M@(zU-$6l87hw=M z@@;;;hahIVAOc>1^d%iN(>_IS;$#H(+`g?Z-A0KZ8PNO?8m%t*UXX%WRE+@iVFNli zj@#H-Ta(AEkp~Eb%ItRD=^1-s&t0FPoS)y>)zvraXn6eSktYuTRs*;}HP7uENOXoX zx4vCzSo>%?B5N1_E9w+f{Ns-xD1iYK^kas(plD$gr^E}jlBWy%Uw*&ox4i%k!WkuZuX5 z^|6u%$fr1o^txfS`oSHC2QBozLzY`U#mHZzU68mt$VV#R{qd^JyOXT}EifF5o3Z!g z7@pibkT@qvkbR&}Q|q+=fO*OE zVUFQ{W0ch|G_@wZMr$5X&sI6iEtUS&y^^J@fOcQLd|73Rcrs+XzP?FZwS=1r5LCL$ zf6ThMVrXALtdo+;iDBCA!Q>SEf8W*EBaciPOf7uNxFOYW>D0kZqvH zJ&|1~bi7D?U#7!I-T=vfKK``cnXOTzc_0c?MtsDk*tb4lTjc)cQ6wO&3yO^doeonG zOI#nJ-Z=E*$Mf4++z#B*lA&!i8P|&srU^yHdkx2q&}3-Qo2*3W7k+?(e0BAF*0Le( z?!jSL&XWAmfF+3Dp_y+r^2+ge_OPbiw*z4^>0KVDo{1sqe>%OKgV1#0bO_uCMm)}# zbL6qn@`YPWhy-$4ts77Sf~*Y6LKWWkT~W7#Yoc9`vj-te&QrY~g?wWiautqZ?E-Fx z2faLA()XL$h?EE?X$sw~KDQfxn_X_52Ol~TSIJ#5G_ve2>HPI5f-eX$ub-3y)k5>D ziFdNi^=M1ipf3DP_pvq!-#Ap}IL+o+;orRYaI& zJ6>&AbeBZvW4or62~>z~Au5p=buF>v4sn+PL!mA8GVKC41sAAzh6{bD|LWzcv9f%pmCQ=eS1YLL_DA`?}-%ZF&IA7>c5ROb%49#KXF6g@%k@Wr=5n&>Gl zbV&j@G_5D^@o57DA~z5*Uv66R<4a+)Yt@89Ma!cG%d)5L9wB zmA=r(``vFvA@R%y3h^_kb(G)%$HH?E@9$<1AGBcHim+J$R>GU|x1S8dRKj z-!FgcVniV1@ysTnncpDOEz~a5rt`DjA4cIa1wtoK)m$Gb!W!p6E2Ur2VnhU#xEch2 z{paWZ5!Z`jC4RTX-F6V`1Z$I|x)f)Dm+q?e>}*?=?pnM5luI;-8j5?sm$r4t5dn=a zX+$cmLXfLBJac7`)*;T<8rZrE_t0jNzPsJVv3W5 z^uE;E;LWqMsfuHxV}CVAX}^==aR(dIX<1^0v-tAI=6Xxh_xWoV4v351+4_sQYJL{M z{X12GLSp!B#ZjW>+v4Tgv9KK1D50&si^=JGaA)=S^sxP2lbzU(s867NF>&`%*U4>P zj65@4aCjL{swL5%@J;i}#C5ZdzUjQVSGSw9r-@cv9FfxWRE#i)UEg4P2c~`Z%{pW^Yy{; zUQxkB6-x3aYsGg68>|uzHG3n=ek&IZeW?F`+OPk&Zf#836qHWErKY|cU5eF>J4^AJ zl!|Cx>bH%BUbnVMmksZc8jrVEeDl2jet9zVu1pwqhu>nuN|p#cNB z4$Mb~1`@EBVkNs;axc4;%6A`9^m$&XSY)64_*vQ^^9dWPDqk81Wj=|E< z*x{yGtqc5~28Ql-R?`FyFW<~n%Pe6{;kSpoFBCEq>D$T*k!eYBGEh-8EImUN$8~sxy!m+)D z(|;c<-eY1Khr>0W4TNeI1NvaF_<+=fpO)r#xHEl&L(QsSiKC^0_*ymmpiT=j5N&)g zr^D&D{Y#EZ?!mMpZfv)3EK^`^z$*RmN?ru}ewQ1iwg3aIrPup`hj6Z+ts;#nI)86B zm+KcolV|2z;x0ITa@|gHI&mjGmqgOAwZ1z|Ovd};Om)!EN}MY`%wMzc2%i`tcK_Yh zTpMLAt-3$4#nK1sec?pY>E#5{d(N6bh&Cx|1yYDIcZq=l9}Jg%sA6>H2@{WK!Jz_ljCE6iPr@W1{ZI zj#Q4>G2)}6x+2WOBO~_vH5C<1G?Z%pzH=&Qb-(2;KVddnVr%+->z6M|6AjRi@JwA7 z*(QT>r@}06Z_1YEl@Kew+UWnm5sZA+dlcyo!&2+a{+>v{jXz&_daPZ+@A}G%{Wc1g zy}Eo@BB8}u=Ta<~zwIgOPpgZ>-TC67haVz+fAeg0evVS&JzSw9if}~QC2cMf50@il z4^giNs~c7q{jKkt5glVESkp7#>KBS%yY|R2;KB5A04?W!m(-b-@$qrv{U&3Gg`C?@ zIJZ}VWrtDPGHdPE(s$aea&mL&9&dIZdwsp7oH$=xcQ{v2%u%Dk(B!`z?4Kbp*Jgb9 z$A7=YAE@Z!ATH8xJ3!Uh8jZIn_nn?^@o=q?Yn;yRo-W7QW2DN?crN z;JmL)`hMjBMCAYewa)*Dns2Sryn_7d)egR?;cO2=Ze{8sqxIP`3{tm(;t(Uh6#dr~ zi9hKMe~u~+J9rdmA3mY;{W+VPe)ySRM&8^xzyZEefP8gsetxfkb6;M=0QyW5&XWIp z*BwaZ^k%D$cp$r1ChM~@M*44!RLh6%xyZ*0W;~>PbT2PAZE#?~rUu$rb)bXjbub5X z41oXvmIU9#MBdo^AyK!}!DQt5t3gINDW?vi#o=$Y!{1#8!(HkOxT>n%^**&@&!BH` zY;Sa{v%OvVPb6QAGD&{<<^%UA za(Mk-ODFC}61Pc*4CV`8>~uX|dISykhhUx;lz}rq%k!i3z2Wus^<3G5S(vC8@W;aM z@V(J^w~Sm;j{i)s-^|W*Ix&iKCknnsfJXUXh1VoB%(mGDH+!dfi8MWd&?=ABEb)=N z9CDG<>>1PS!)q%>!nNC`GU*lig(N41j&M;H3+5?MS^$PUP!Z6p8g8Mbb&~R#@%ASs zSFDxZCYX@Q#Ohy+f{sErEb$lT;jb>g%`!TN_{_J@2(XHQEaynX?!?of5DTx(kgJ>7L`q z<1A#i8|V&ug%5h~tKA@lo#CzV35k>4b|TM@{6qnem}hJ3^v2h&gQpTd3Gb7m)pd#t zLz+xM$_Zy$SXz=f+@2^aE1MqfwkyVi071kRKVFOh3KF9x(^?w5?>vyBdL)6NvmOD- z4JeTyS}pmk>~73MCH3*L&sdA>;VS1|2`3an7|^P!syD!E)npIWr)7y=Y16VBd1{bC zfn3j4<`VP(y2ZtlZ&;S2p+ex=IOJ#}*-(#7vhH+Kc{^Y2` z)3gCKH;*~LM-F*zlEC<4sQ1ofJe`s8rC7g79X|^vr+d+Fa?}01&CIe^QEjDT+szUz zvivd1bBpq9Bolyon9Rx(y5S0FEUDe;aOBwE+VUrEK`$?1{_*C36%!LvZf-88&qB!_ zqpWQo;s#aY3>kdDx5ECPU+w*mIPkxJ literal 14541 zcma*O2RPOL`#*k+qR1#Adlkt_ip-phP(+TEV`oHG_AV=gC_5v<+unq%l+iI0$2uh0 zD|_?1kI(1#`G3FH|NH;{e&@Qnx}0-f&w1aE`@SEK`-D7HRXlf=;Vc4yIHz<^P6L4; zyn{dx_>mIAJKuMd@4_=nuxmmx?;(g_JHM0dAGfxUk!gKZ9#He7KY5=f(Xu! z=2_ofq<|{!RJYaHpYCnHzqY$6+~BnO*!$|dk~+sXG?(Ct#~3R%rj;RlK!wF%ZGYEP zh%K7Hm0V~u)zoSPHL`3m2|>=>|KF#N|x0CzX1vrF)7xS+fbxavwBg!WXPsGPmBXe z%KmkOGg~94qq|#XZ#F|UyKj_##b~Yt>zw>VH};7Youk~9TRuYc?-LU}{x0kj$FIH{ zjJc*AVJMr?+vALzS!ecrr1^8fxd^LL8_LNWhq0|1nXvB>`16Vnx3lXd%@D4)A@b2G zkq;vfhZ*gx-DJ zaG{{?rnVyjG5h?#?D0GyIRe3VhTt>;5gULYLLgL-|F0w2@BaEBcYa`CV0D{IDLPZz zx64Ctm}$24vWOR zE0K+C?OVQpEE_6czTGPd{naE79ZntL5ds8atD2AqG5cC8um5R<$OE_z+p1c9 zfv~L<*;ckjgkP3&W@&xB0dI_%u4=o_WSHp|1E!QElAE492>Ib5k6CYuh~+i7=$>9n zkuk6J&ZiYMP2|Lc8OyKs%bS}VnAqji-)ZGl2!y)!IX|hsHSzx3Y5%BuTuc;D%*|Mcb-EllN(4*Zm-b)`E4&&8N5`kR{*cff`SBnpPw$+343CH*&^)1 zs++z*T&MXBEpL&ax}02IrRa2?7OHx^0xcez*Xr+Hve`4u*o(ba%^q3W@~C_1cOk7} z;+PU4u8it86K)r}j}dj*-I()kwGdAR{47d_6cWQR#uksLS8w> zoeWdjg2J`GWhZV)Zc@aOJZVC5aV$+t_q$+`c%%%|u~X=dt;x{cW}Wa=7Ri zPaLNF+DkN;U0V167JDP%^+l4M5(g(fv(9LBSI1$j66K zRaG_k?B-x?y)ay1-D&>TMgA{-f$?hC&51Yc0Qlm}6{b`B3@DCr@BU|s* z(!L$Csl>zyk`TUlTxEOl?5W|Y4GH{oIhwru{QQ?xQhN$B`Q1_)+*VC^XcCi?`Dw$- zF>}^%`$7*gdgI}Z;nTrEL6+Db3QVo&PxkEeTwHi4+0@=O*yp2pP_t$l$MsE;_ zZW)=ykFPX1FKE>nWTRD60g3$1(8wnwBgQmICi`(|d=sn06Itg}K~5Bn8}R z&CH$eOcJHD-fC}eUw)rg^?+FRlhfRJOsS~d*w=R<$-xLBKT~y-v$?r>;nxSMs^B`q zQ%;G^6YwpKy#Bd+%>OwooTFIVFXb*x1EI3+oK0d1(-X8uzT(4Vk&~lPF;phF zGuoP{isfG%5Dj%JZG$8G8OLj$$1={OIaa^Fe?|MUAs=m@NP$)!^YgNn^p?$ny;aeQ zs(%ze+$@x$4J#-rl3=1p?RG8aw@hqtcrQ=%+L*qq)Sqgt*m}sD@bwej;AZNuZxM!a z_;7mIb{zM!|Nj_F_38{#laf@fy?D#57Ju`>yVgl_`j(mXQ-lPMZtV!UsNR^`a3(I% z$?ty(@pX08L3XgAXhAleXL!jaOqEZGw0&khOGKKTD_M1AFB;{0nZ%FcA-Jg`ZdhodzPvHQkS#Y|+oFSWkAq!^|>5?9wAU*k&^C4!!IXq{V^gPbN3}Y{-gk@wJvI2unypmJ( zy_hU%lO;tTIO8v7jhvr0QOwND6|;zCfj{CsES53+G(3G4|MZp6-`~G0bDeK0 z5PTjU5dnannR$6QaDxWS_46}hW8(*8m(QPpHy9!&VQ6(;aG&$=FbV$Q=goAOY`8uep=}j?RbZxVBj2i8=fZ;0YbFiFIMGL%@gk zg%j?#`{-S$+P;|DO&6}9t*u>9`xU(np0iPFURGUFf;XAUc@n09KYu>*VLp*cNE6fF zX?Sd4&^15t;spWhg)FkwKTPNmEMpHs^~mVx>()tHv}0d7Tpo>lllidDM zlb7h}?`3MZU0G}c;P=kee0gKi(Xa5y@Sf_2ho8_!#k1OR^o)#oFr{*!3;O_m zMu~Q_A4@L#Ued#Xh-RUV#zsHPlyY`oIavt{9GdUY=;-@v4xbL@S@^{)#6LsgR#fRHr#z?yb?oc~zHMDVE5h zf&ycYasRt8;i(6GT3T9=>|mzS(PWFZW@d7+Q(n?)wN#iv3j!_VtK8hI*WpoIN?7NJ zvZrRs(Pp@-lQi{B^nhvA2z`*lAoITpi^k`jcbRX$Wcw?rwra%4$_kM)Hl3%*=*^^9Ev{=_ zvcM$5pUQ-3H_K+;_^NHY4T;}fU3kTK(R&RZazwqtOnq_NBZ4Tq@kt>Aj?uIvo^7#j zlJF-aE|QY^JT$|&>S0E(A}L!dE30I=bjVeZzwVqSA-NsV?6&8R_n=ZprFmoEt(-`X z7ewcY*`w~6mFd3D9;XAlx0tJ`FE7_DKWEafY<-D^MT;i$Ay1FM#}TkG4=wRzgZ!cJ zt1OL3NftF8n(tGNaQjXf!%k0-x8>5k3vE@`O2lK3OLGdw@J}`_5 z1P3_KsC&PfijJVP(uu_l4yK{+RW*K~G?EHgen>{Wl4u*g>zDdK&Xsi4EqKf{3*s1 zVK4TYStN>-YusulWzudx^e1uJaj2F-56=zN*4?Ewr?C2u3 z2g{m5Mw#kq+krtA@4=J&-vdg!@1$q7hOU zDh`a}hlgT5)VaCmk@*ryfFS8SKMH@pGJ}k1sD_eUw{EpF@yG&_H`LlWd8P`z&UfdQ zF=8YMN2Vh-w=MHv!?BBebf^lzP9-9Pk}en&)b+K3?GzB!x(IeCu&am_uBsDCth z2bgv2y}-3>v#kKS^>}C?zbdzWA#gsjb>GX@5TK$8V_t@NAiC_+MDdahl0~0oc{x7< zr<-VO-<%U0RpU>_ziCZPO~Ns#kr3jzLerRf965o+OFghk_TYZsmMuu z$+0?L!uOmL1kkgm{SR;Bchi$Ozv)q}-%@5+TqMV#UZ7PVVK^HFXi%dGXvrOABy_Kq zYSyJh=k?64G}HGN5Ret3xnO1YxJBy^Rv&fPrhxgfGQm;7qLO z2nS5_sjeuUhX;t^0r|gwg_#ujXiar*#bJ5{KHh~RLK9O8HaiU3RNmwIAyfAXe`_y- z<0f`~uexRQ{)1fr_a??)SYtEB-Ye?fSM##Xc6oZ3=Gw1`Cqk!M9RNP#Fq_Tgc%Uux z3yy2z3z0*{LaKhh_Dv-qPfswsC->q`X9FcA687Pk#&GU0GH6Mb}bM= zlqQ(03d9aR!=Rd_2A-y`9Qol+?VBx#j}NuLQ~P-Z8XDzbr!(uDUMB;UYVyXIX81Iu z0+c?21y}3GK1pz4e+E2S8l>U0Vc#Hol>AIS9ojlc-u!3XeK@e38WxZR&-FLExm~(% zQ8jY+!$Z67uut8bZv&`MD8}%X6OyfPfytu3?HyNpO#|n(P>#^_+}v`q+Z-yQ^{W@k zt$}@;ajd>$ly03($sJ&sn6*$-ofPu~ihZS6pi{vAWS?7t|K;T7S_SXl+ixq)&z*PZ zN@y~&cXzMW*ki@)>qY3Bv7vb8^=9?+OvR7y?u*`q7~|f0MbSYI-@z{*YiPX{l%NCS~B zwRPO7mI~mW?@Am)$5-sONgWYHn9>p*zSQn*gA?n{0CtDY+Ql@H)vxQ-HK8LGiT4_M|NUW` zd0By$wWDLS3p+xhTEB2C9zVK~G#dLTN0X0s-J`DDnqW|#jcWFVfgA*iUEze+P{$p- zEWAj5+B5Cs%fcuWe3>Jv@z>p1J-BF+ligfV$<#>9dT{?f1P>!YsUG|qh2HXEAf~vv z4bD0JC_MF_w;u^7nCZHBdA)~K?EiZvtHjRfy}iAE6KZ6QN3RX!777c2C=%+d^W0u^ z*>7tjT|y!#xTr`2HW&kuFCfY1T09hHmy70lR0ubIIp9^g+rb0%54lgvhCTx0(q77^ zbiP%0bNix-h!3!XG-n~rld$Ez7p-ai(-P%;KY$92bx#p>Eelt8Ya9nMIc44DT-aI<-tbNf8ON#yVI^>iaU*21Vnzr$dgCyLn?FOUQyPneT( zuK&WE%<>M|xB#))v_UxQs32&9=Oo+IA&HAnQGW+vCG6Wt>W-jjov_z&QeYKCoYb-%yuU&3f))nwEYswTn-EBL3^GQY4e;`QsD zL!aRa1XI}f3guHQKNfE?VrS9Vnd#~Gs@$}PFIj#$0mBG?LY$<4IB8DDX!Ub9n@b*% zQzu4F0)zp0+MhpWkmjMu{C4^NwP;}8U1qufm2OE(tJc!`xm<7I(96VoOR>t?jPQ)ENja=^@0~L1*|WikT8#LT*7e?gp7# zOsBb8viQXiIZG^I4?DzK+p5RuCo8J$?ChMHn(FQCotQ9&^LNr@qXORupc)QbggmD> zOt0XUsHmurkkHMW@~~pn_5DMiDZTA&{EA(MSwv){q{4U8(8C8umhyn^*ZWExPg!N{0Nb1+;YIP zqqe$NuG-qiN8`unXX|V60LE3Y3s`7WRFoVCFdvBTIi1JhE9epgk*u+{JSL_Gt-^gT6`Dbk6j2SdybRD z8%`roAw~(xe#|iNEBW9-JuaYa7TWYcOKsheL$)=als`{& zWvRTR$FE;Aq7RxBLt`Hd(Ol%i=()aBA^5i?>DuGRWWd4EWq(AubeVDM{oP5o7a%W&gGjUmC}Go&vY*S+H2XUVCTk1Q=E zQYc7UVuG6|Vo>T-0e25AZYQe-8Gkk?!puo3yKl1xNaj=b1d@8^_CMtp5Kzcam)ty6 zOj3j$slc1gtYW~M-Cg&H$*%XeK_u}jY+3(|U66;=A?*GY2sGd~)@4I@D_%PAIUX2@ z#n<~oK)QKn13xP$NO|s@aq<&Ce-O*4r_Db+gc?f~Mio?;`OrMk_)Z-`!bSRWWC^g~ zVP#ECO+|(C)}n6y<|%u7pN0mFoPTnaYu~uu@snlE!7e~rz{$x8v=5l2792VKFf==4H2~q;Od|=MWxA<12!+Vd$Ie z)IQN41c8Ck~^9g!JJ5Ye)-P4ZLpTFlucF&akk)6 zsFQQ?1_Ub5S^xx^l_VAuHgzvHDY;ksrfOp5k_X(Hqh=K-(Dcvoy#U|Mgh6)$vJ2Kd zFulDmuWlp4P)_C!(w|2Ha5c-LXHNTPWMn|;hCb*YKN@l^0;@hN#$#$SzFbXu*H2dP zvA(`0Y7>xkztEgeQ@>%iu3}SUiT78USOjDRxaW-I1gE90rFKKM{3u)1d4%IJVgPcY zrxl5gi%)nTynxMcDgF5Jf3}Mj0n`8R|rj2M~1(3|KB*IuqOsX~`@^Ou@8z z-2yEux|c9rx)rcg?^`Dm5)*-wykqBBi+joDbW)gjeE;(0B_9Uw@*f!y&%TuApIB79 zm8oenz37TdEl?Xh7%yqV6G77n1J@gADZ&sI7PjifG&xN$+&Qy;uDI%-BD)ZTf8pQA zrXEruWzG{hC)JO&>qeSHcv#g*pce$wektdWV6gS$fRfKg$`wm7` zW~?r3dR%#XCJ_0OE#A?-GKLQmM9gk%An}pQ6jPE5VPI$7-%^*uh8muM$>%T z^2SmZIsL;46SbF)UM7htT;Ri0T3vTg#J#^&HDt4p`2$kH2yyEQhGwB^{jNECrss44 zZ-NU_tMRPwf|K}#kgs@P%j&h9tyx~*jcB;aJHJ`utY{U7c~Uj9B(@dxQyPwU@>4Lg z)wZZlg&tZ*hcvjEPSC)nue-8(ZP)7|>GI>;PV+v^iV*=G=l{Umr0;NqR*2@;mu!;Icfz$Qc5=X><|@(;4KDu{RVGAeoaU>w_PbIWe@lX2CEAiCyf zp`i-FFQL~7bKn=A*MEe~>?*Rj6EE-)IZ>u|YZqak=q?`=QX3f&bega4Z7xWjbjIMk zxG5nP*Nq7!d=NeY85dWmkprO7YF-AaP0bset*aQ5rU&(PXHlmLs2KtSPeryq-(7ps zAwt=c43H{JNN&W)Zf0e5^=Z<50{B^7BJm!|vJ?vzj8|9Xb=;fyvc(%9)_Es4mkH zoJPyhe1oYA501Z-9J}moSdqt(6rWA)jvM~RDsiCQLge~c>Ka0JxxRAIF}G&*pA{vk9D(eF)39dUZ#;g5Gn@E1s+%0znhVDbYf0UOMqI zXfP-z!*lae3HSG6tRGF-OZw2RUqZS*t<)3r-OP(LtVV)}bK`U$UD&s-MG9^j%P@_c z^78UOHlL->lai;1fly+lO^kSE!PoPC>8FtgF@1b~uO%Npe~j{FQ!j{JA7H0W5#uX{ zde3-6f4uN!Z)_9^P3L;s4h=5FoigIFq^GY-v!t!KNv05N4JdmT6YV4YUYv148$N#g zSXcMVoM_iK(_Ws_mk9ANG-~Ub(L4LKUc8uc_E{j(*vhKC&%;!hMwv@UgD7o$*Q?&V z?82m&ec_9Yk$T+C>1t7@wU2mJiW<=~0~Ej?4-%IEgn!0El(Vz*O|a;lAxuWdL(5PX zc|;FC6eo?Y9Qss7_F@54lP=m1Yo(dPk)dO>em+ZjFc_bf{ZhO4*Y0W_+(v%%U+ zh^lc(05J<}x*LzYx<-!XmA99S?2^^Ko<9B8i4NgJ4No9Z{ZQSsn<4kY`=ajgxx~)6 z56crEJ~vAfD3Ge7`rldPURL_yjH^+xx(9OF0;RmVoVq5;dEE7BVr2>bMSbPQq>rzd zBs=NLbe^S@q5CM*mp58@n_8DvB>zzS*h$PvaL!LuL7|kQx4e@I7itRas_w+G0n25+ zx29T}FGSAS9_{{1Kor^NW3AdQ2(6{!P|A;JT8B@m&f3TZ1!=+~x_5ZZ~_KSD5pVhd~P0 ze)Z2OS))r^OCPFMZ07w%q`TLzu;g8ND#Ad~QeuaA&eZClZ*iKH^*x>iXW6|s$oD5K zv$HI_du68vXKPB|V(dz95f7n55-ZupK0zzr;^v`5<(9G%o$(5<($%}p1lRVP(6`Jv zvD8d!c}9vfT@fOm1p2Y{sQYq&B;U8*KvIymfxt@Y3~KKPiBP25C|>c}UO3*CIhs;C z>Ne~XAojRGm|t`=sS`>M%oImQ=cA~5BB2T71dYP>mGh6lU?D{eM6$PZtG1rzh_WK@ zLm;eW{Wg=K&!>12p}3W9;j`OQ55oe~`;N51#;VI+jvRA@vGsE1O} zo(FOilps(q*@#eu+&8h8L~NWV)}hp(c>?zS>>2-eT)hx|m|Pb~5c+NecOqeNG-&9e z>X@H@dauFZ7DKqg^)FNi4_d-}MJl9YwLS>R%Hzr8fxjK{Z=FF%!Te;(nLmJXVcN7i zw|5v)@(6b;l?8DJM5%n>Zef0)q^YsErVHGkq52F(Ab^oJN3~?2K_a{x5!k*e$7YZB zHUx7ZqAUg40!mAvSz+?aXy$~D*z4?Qf;3k4#{7>bBmhIN^9j(&I}zL&NBZf4hNhI= z2M27N)F4EEF1Xvs3pRM0SVz0h85$TYgcE?JVQ>ACIq|}tUK@=-kozMR^uiTPy}i95 zw=2>o^Q_Bm;q;MNb_Q2EM=*evQwP`u)G#P&-5I(7dXN`GH+&{ZN}!NhxB%^rn!Lc? zDP&Mj*(%nJ^-Z!j95V@2BM>a72^4~JbD=2@qzm2{y#m^wg=8<^{Pj3A^+~l$1ZO=( zh;Wi1)(Peb)qr-y%{_?uP@V9E8Vff&=r>MY3ibFr_EsQ{4Eq>?APGiTlgX?@ug|w3~6S z0ySK4hu9yO;-Rj=B^P}?0)&$W<>|o)in=A=G2aRTOCGx zOZhPC+2NzYM?+65{z}p!?rayE`OVeX>Z@K2HPKhE(BtR)2MPse+`X$2lZ!5%jkc`z zLyH8U7tj$mnM**aXJ0{#FoHDEXv8(?wQb!}7tChcC(^mow$;fkOQnA+31?b$>KUAw zxrEi%i~V+_2*mI|8QDALWx9F&m3^~E4fLE>UROOE_cGDdq9Tr%WP15)+TGySsqDt} z&ki#oGww;x^r(pSRS6IqA0kf2C+IQb&^_(wzw_} z^e?yJLD{N8kCBnFb^L9XmB*}9@9Z+&{doaaBl@MC+MD4mmY+@fFQw3^PB^DLs@bM{ zxjrLxEal{KH^FCN9Pn5K-(BiyH_^WRxpmGy-VuN~c8cB8YP?EnJ%tsb)f;}7w2%Ir zOzgM5lqgC%`uzF*Q*Jh!~04|h5S9P-0s`Uj}BCDL~mN-Mxfn=EN_~&23Bv7A)=-RDi*M|M3xSDNz@3fy3u#x{$ulWB> zA2rC-h~kfjagU<7Ai6-QQlO=RbykYT7XotXHWhl%L!RzYH}1Og{58Wl=qqBXg4eeyt> zpv6I7lBGy1uT>C9BR?5Dv6GbkB|bI@Y9Yd2ccquW-wg1UH|w41R|}Q z{p2XObfbpk@I@Q3@v$+dk+{6NTT0b(Cqm^ds9&zE1r*_G>Ld&e&!LqIVZ?EuOaYzh zX6C_Ti;Ih?heN3VhOMl=2d1q1;Np2`L)<>6y}f7EpQ?t#r8ol*=n#1D-~sf=Kkv1C zXBg(g+(CgN`KYo0q=Jopm&HVBiPtl{orPrL}e4gchpd;!4>wAdZZrHUunzkc+ zfr#+B;Jxs8yapP1{k!8`W&_mj168Idv)7xDa7mrUcT?MUvjS@{vfW=NLr7BPssi26 zl)gL7&<>K$<1;~K=(hTeF1*P14<~C*|5HF35aW0QYdpWy2e117Yuc)ht2=2E(9WB> z_cQx-(PW#b%9Xdfe}iSDH{TNO3@H6tz-1Xy0k>u#nwHJo)pU% zx*g#;ml^l^8b8yn`R?KP@u8Z}+FK~on&QM=zK9l(T~F<{lldqqE?!ezUA>a$=}Syu zyAtcQSkgLnxa`X4+u*vAvT8Ze(sH_4s9{5;0mPW>?CezUt)YiJKZkNXzmA1BSWCcm zFa(d+t{Lur{}x7PT0-y7IWF0-W!=ys)N!L*a{ZSIv&2M_%c;tW3XpAIH-PG>S5Wz% z=^%7KQEVJvOYtK*H}`0v;b`HJn$(kn3yMA@PKyC{dVWxLE}iLsdR5 zXf@xxKDhq1Fu{5^V0?m%f!tfiKMz95%r19|+iz$NP8O)qUc~LxR^Ev4Dr5S1xnZ}{ z4pae~?u;PL1|s~q@i+cn-GOfQ)onQT$kuId=atCDrX^f-X!^l`-Qhq_PY>(S1ZzZO zB%`6ezWyl7tIMP>ow;+fZC6^xE0P`lBu%mL?+#lR)h(b`hT&Hd2Nbh|XU5ABo`0eg zL4J(GD;~$+wd>dJ%528+Ce?256`(Sy42 z{W>q{qJ_PN!;uE5twGawPpdxvKeoV_3c7JLbVn~!3Nh_I>z}w#pK!wgit!n>;|;aT zN_+Jy`}L7N8yPKgYjfGDM;#W@H>9NM7V>I+s3VLbPbM^UpNd&>1u7dq#S{8zjN#E* zUQvB6&-W=zoXpW`B!tSR{f|e-6#uuYi5_)ybfg}%r!Ic#4dfh`14DT2AlkcQ5v;Zo zuM9sg;ycrQO!WW#cv_g7vmER+yPWF@7K))ktZ($GVV_pW?D)%kIu3(wt)jZE;Z`_LTxgYp*k9C=(Q>j4H4Dd-pgRE;|J5C{!M9}=3%Xqsr#cdS=re# zhjVHTYu~R;IS$P^NgwS@)@~7$^6eAJ{3Ys^-e2?_TTcP;0{Y%BpAQ*7=p2Vd2htf( z$*;oC9E|9vk0NDku*pw({cMqly|JyQ!P}k_fpoyA_RSs4_#Rmx+xGUvTOF{4=>4s# z2KZ6P_o>oVT@-3^b%(BDM;`f#jWl()!{T+3ARnI)d0Bb69O-To>p@eu&sG`bGWhw@ z_Cn3kP`8hZyZg}2OkDj&CUj9uu8gpbn_>~(q}z@7KH(Ji=>*@MU|+Yt3-}{AnoB*J zXS=U=Ls)$44_h%QN&rAlHS+nLq-M z-IidAxcki46Fuxv2d5cH_VVusO7B@1Y9W|>o#zNQ zeu!HrYB(yB*)Jn+elO!I9f#@c?q;;pdHmQD0M>TwvwH_K+_p6cfrf|k+P+iTK2ssw zDO3SypK6=FLIS?C+9x7Xrp6pZ4vBiVsqYsfTi1`a8;;+m9{h#wf==opjcN*93m#6-p$k)GA)MFl}YnvISk z3P_2d6zL+pg&ul`P*U!}=l|h-?^^F#?}vMTYt71=$&kOaMS&0D$l)BrNgKl9Pi4M59Y)+He(uAOr%zz`(%B$jHRRghHWMSXfwDS=rdw z*xA`RI5@btxc2Yg&&|!v!^6YN%gfKtFCZWwC@3f_EPU|bK~YgrF)=X-2?;4FsUt^@ z$jZtdJ$h6@K|x7LNm*I>^y$+oDk^GfYU=9hXfzsw!Dwh`V6j*o9i8*%&+F>yUb=Ki zUtizAz`)SZ(8$Qh#KgqZ)YQz(%-r1E($ezs<;&LA);2aawzjrc-2Ja!y=rG?ckS9W zdwY9FM@J_oCue787Z(>-S64STH+Oe;4-b!Jd6tn2nY-e3jCOiWB{Z0wUKPo6$~`s~@W=g*(V$HylnB_$^(r=+C3e*HQvEiE0Uv^k@!B@^ab z>znenw=fm$?_er_zpv`}K=_jd^Sv`0rn)N!rlva==0{H+%+KC@nA*Mqn7aN#nEHW_ z4TGOxehn4DG!B1;X(ATGG>?3NX&L?c^=nBbKQ$!{G~<$p*Oozs;tT{BfM z-LnLkp1JQZz4O&DeG4@({fj?f29|!p3@+Eg46W3`46oM15Z4-DM%I79jBYf-jBPf- zjFX#TCbn8&CbwH*rgqxe+S=ROfB*j7(b4he&!5iD&aSSm?(XiMo}S*`-oC!R{{H@f zfq}un!J(m{;o)H-kvK9kGCDdsHa0dsK0YxqF*!LoH8n*dk*24oXJ%$*XJ_Z;=H}<; z7Zw&47Z;b7mX?>7S5{V5S6A28*4Ee8H#RmlH#f;-^48YY_V)J9&d%=cE`>s&QmHf= zjZUWr2}p9nOPs}9*XlL^96$C7RPUAL2!Js4f|iC^K+3}F*fjU^R`qWL_S~xa=p(-|bo8*%-7}|K*j;sRYrc9vu;9N` z<+VvwPOjWd)h{aV^LVz6Y+jtAHm95RY&>&x~V5kM~iMHhpAQHcTHIP6y~$X z=(OtfiUwNh!1m6c$O*f}{1AZO+D2k{xyzuy-T$p$chLBu`!Fc-Wy>{B+!2H5Ci5%Bh>vh9?6NQEE-Ax-D`9q%(m-N zt>KlxO>0d+E6 z+iV}YxRmp8qphwOR3B)#LH~2I{qFRbrs0(zGkr~D*^QTP4B$~5w@2(+0#zYn(Evnr zTefJWMqVH3oiRKDbdBgD#9+gh0F^PWl7=huNJi%a@e|ZL6=d}77G4Z$Qo6IZ zK%dr$z=y3H?#fb<7*QFOS8uEe?xK}u4CR5Y7M=P%m@lLm8P?b|{ITrnArN`usumqP zk@{y*Yz>(A&Y34(rnbQI(MC}7p7B_(VZ~%A<;Nr>QS@10A#SRsr@)FCm7(kF-x--7kR*UvcbEE()BeVcsud|hZuohxUqunBkRo|VdsGk=U?j>n$?D0zPAEA zuxj=GLUqIhXiv7^I)rxtTx4k zanZC=+ANVZWxK@KQ*3?Fo?Bn$7k|}PIM9(e*{$E_l~yaPlDm%!(GU5xHV}(+Y1tq7 z#m^vBNQ7_|sLziHJ4qXPdY^EkTJjQ#?lS@HJLnIEt=`w@_^!4$Tj97I(k*ESYcu`nTJ-M$bZ&WL=FalnsrsqG&SNuZB0)?94gM3~LivPbQi zqEOjrZCoQC1;mS&gzL9Ivw*QhbkNF$I{@;fZh0vit1D3=gPn z2shU8rvNfTu@|G8kg%BwYR`ak$5|Gxev20aCIDU{!?a*>v7w_Mx46<|%NHpCE2U6R zCp0;pIS8@@XWT0z_qxAF)q5J`H{uP%i*vvF>+YGlM-@0eoq|6Iq4a}nPHjSX!SS*k zu>f?07~^fObca&H_F*R2yW1OLRlBY|P>$Lo$>gd%TWZuovTfCrI>u#?sHD6X6VkLD zO3gc#8FQZY{>0vrNqs}_y<+GCp(GRPC>DEyH2TiW-AFYcOV*wv|AyDG+G%T;R%i1KD zj~Uk4-XevP(M^2mCIQp)$UT)>Lg$@3H_urZ0P|F+#E`ycscg&eYF1%wHJf;+06I8+ zuVLVpbWoKoGhP^T*7@Z8l`Gd|U;U9ysQ%|wJHJhUXTpipP~1goXVp|!L zqu1I+5Ud9bi3-9L_vD(js<1;!LbBE8jOrmXq0%|w7U0bw^PvD>M3~#PZkh(rK*p!W zBYQEu(}(*+8nplchEKn;219gKe#4ew-|B}3GDD4johYcU?LM2xOF(3zY1jBPr7yB3WO=x zZnF*GMFMC1*PPJR7mT26GR>qa5{W;Fkx~4~&k4#V(l*Bu9VXe^AJq6W0P#DNwd&pF zIk3XyB7dfu7giXvo2^yDvp`1v)p~=hQSkO~lr}CvFaY?o7{(v&ZrIIi=fF0A8OQannQwT Lgq zUVn_yF?{=jl4~bKfloU@kSbHgY%GIcm0l9G<^~h#bOuk3+&GY7pKEFZiIXTj8$tLm zgp1~j4L3GO3V0aOSi3^8V@L+CFJK_j*{M9y3U`Z`q-)1TK_t{mp_+Nd+r!>rxEvK zcVt}Yt{JRsF&;25E4EO=Yq&~`c4)Vs4}{^^dP3Cx^HAm>=B$MiBZS%9U6SDxK3#za38BxY z#v$yVhuoey_KPkQ>^ zf?knd-ZTIW7IcSYjoTCylaYaya}G`u#7WZ2q78kOFfymy6k&^h&`a*bm=Aw|wL%a( z5(`n`e#}{xeQVfP4daR38)DKEjM1q%<;jn|-UPlu3*CY;N zoOZck_b5#(yUqVcwWoRWP!vmhMcIl1XgE$cNt!YbSb-X4lV8jdr9eX-y@PT5i>)do z&U@lZFeh+)PQNvR&R>=g$9#VO!V2I$R?{lC91}sYvzx#r&>%{$=vfyJ&jJ~7FUvMS z+&LOQ(}^%f7gZMr&vU>r8rNDQ9{v$5yb46`14XsCEr}^+_&L1fPTAm^=?uvBTS_0y zWkcZ%CHHlCQ1*I-9PP+tw58l^ltC(qe>^~X7R|3@g^MXl;%gk)r?o6kewBif+dP1} zncR!ncijHeR^jggsjfrdrPT){a3IS+JjU)2$;Ku0BqH}F+h}HdZ_S5FC*qC8 zeR$U5xo#xp((eO)F|lIC5LT1wy8^iMyvyXjb-x4oIe|F=AW||wyRUNi9S|}0{J{oJ z{1n~c&a#29p-3}WS99LzV|yi#oY~|=;`1U3URUT0e*q%d7hVN`1|P>^ToL!h9z+;Z zRsprEBm;FPNdp!f|r~s9AxEg^o$$6J0bWDJji>xH9fwU%Z1W2 zy@q8(fuhK#Y$f!NzcPk*=?oI%gk-I*=BF1hxiopd<^T;I-%AT8`@WV#vdl5vuN1$0 zH}lrdea9>HJM5XqsJmXwiWBuif>thF!egfhULGxVD;zzz2Cw$2f9PhH*|<{f%hDsU zq4_LB!A#ho#up(_Y1qr7>ND7b!c9AD z*#M+!)a|@tbwbv6z730ncgrvFRXk(*^_pf2&>)U}vxdUW%Clfx_Mt!X0mX); z=-KA?SZ=5|`*#ElxM@d1O8`_prb{OK_`}S1Bz5gfxyg^)IA+xbR)98 zpeQsKouLGLGmBS-Yggf2adhY8B{>DY|NBN+NJ@L8^*Nko*|)c8-HyIh@qEL}v?jvU z{n_5}NcY>x_6koi-!8jXC%NDpn6$&g`a?4B+2reY%Zbe5^KtNmG#?@B$jnOdVAzss z-ve=n)(5ZNuOy<}(2F3I9KijTtk(bj}tP42Qa?j^w9YOz@bT&Fg^7k*B~i_H zm;Au|BVc;I5PK}{^OU?8hVhH*S1I7TLoz;gZ6!h%#U5aH;m-hY*wqGpm8h_r3gDfAlnnQZzHfI_)BFtetc84cQm%-?ip!&7t#Qo`3xZt16 z;NtFeo!q#YohFpgAAC+3<9kKx{P!mwNfrO%Praa6*A_T__7d&M=NaSIYHc>L<5qKC zGh0jB^>Z82e2?59**cD5>n8X@=#nf)xt1VzPeY`+Xd7Mq{-|nTYRQ56likFz6*2an zIYXIG^0lltCJ)rEQ)2yb2juNtG_%k7>jrb09W+i%qP}Cun$FKB%Adq+mwJT`*IEJAi_X!y zd;Fjwll$rC9iF0cf%I|v8&%ol1E462ebSdB!54^V1~owc-FASd#Rcb<)U zi;xlKm{%Qn}SeeAIBQC$kLke8s=jc3rPTWIPAsAC6r;_I9CLUSo?uCUA51@f(^6 z(sy1&V!{`Rsl6p>U%Cok(BEdD4!vOmjXLa}xcQYt;q-+ISRE3wcr3Q#*gg2$3VcKu zo&h2pvd_&3`+!3p`j7|#Yh{pY#`N3;YvVCmW^U`?-zu#8Z335|Z|S?LRw7t`ea;K} z_#i#1=yk<+Gu48BT*yQBPjX#{GqA`#mH{zSho7HJcd3wgo+^Jjl|{MK&7n^fM1G=$ zt#dHSoXcT)afy2P-?{nGfTxV0Cg0CR4>ME#ect?^Q9zW7h=GF z=B8BT>L!k^@sa_k-`Q1zVWMA~P4LxyXfY z9N4NL5;^*}eH0s}c764-u5rzyx$~VXf7>Mt0FkAFOFzxD7hYF+7N_du z{yRQ0kiF4E(m5QJStn)D5gzU8@{n9F6r$Q5^1<>WyVK1l_I%5To8uT5{E@qo*s z6*5zA^eAY4ykY6-&#SDa^kOiBFj^h?Hv&Zm(jC;xKUXQDRXXnY)ERdg(R)37+zAt7 zR}V12A35NOu>o1$aeaNZc2}-kwYE;mce(51v&Ah++QTb$WMp$zXMEr-fVWT?dT=O@>ivSWt^_kX?43=nu(5Npsd_e>;vH-VO2`pEHzrhLg=>jHIWy#As0kTp|c0|0JgoEW)$Oa-+K1bktiYm*_){R!AK4-pO*5j zzkS&ZMiELD{WpHwRW628r|dEexHmJV64iXl^BkX1fyBrBo;&%%UPGfJ zcFO)GG&#>Ss<==24qv4|VLNf!T#T(9O(6KJlxF{J^rd&37>9YjG<>{jNnT~kGIl5* z_jzEYrMzKb_Khlrx8(`rG|sb-i|nqSCd5*Z_3QZUIWPHCNrTGN2>Q!U4xRmA{XoxcYnQgJbZDz?qk}kDUH#W};Y}GF&9QS}a`ufZ#;oPZ67$81$*JeK zZIZNGS`M!4-8VY3!Hz}lm$?sbdZ1bg&)?gy6RmIPKV^EFLFrN|3_ z>;F|$msGk8pRbfP3K2n9+)qc+37Hj?8_v$@)*9K2 zpvyCpuC_LaJMT^$6bm+Bd^AQLe$-kioN=Vh1DW1PUJWAc--!@NL72(Qd;#fo=i1#v z4h*e0tZTHDMX4=eNi@!kd?!4uWVL=2P3?0h%KkW9T2Qs2c@<$Q0!>e_tSG(AJUvMW^iR8oFlx9>T9po24ov>=Zy0ihw9+)E$5S~i ztCr|HWE^R`woY=sl|+~-9%R8xe-#KJ&q>*>7ybG9*ZKQN4B-E-tkW$oXW<=Enb+Wd P2f+nx1FZt=wFmzNgr3@> delta 7352 zcmZ{Jc|4R|*#Eg_F=NRtTNp`1ku5uSC`*f}q_X5uVJykMWVvrOmb8#W6ebbbvLzIr zEGbzg+1FHqEGcA*ym!y@{PFvIe((GJ?>gsN&Rpl3>s<4l3WHAl_#M#3ZP}-{d*$ps zJv}dBKyP|^dHMMG`1<<#`}+q31Ox>I1qTO*goK2Jg@uQQBM5?GxSbvm5pe}WLdMmr zS0f`Mqc9{rib~Fk#*myH6B82~8+-l!lN%TwF<8gmR z@TxlxL*4tl`ks6Y4ZQ^zUVXSz32oc|y07Hza4Cl7{?e9_G7RrV%Q3Wme1@TItO7&( zr{@?tK38IB|5(ZVQiY*otm-|hy1Kd)M}`Q^kKVf9;lhg`A?7Cgt%4rR4hM(IOq?Nk zy-GUX&en3~GGO0h+VVJ?PUT?9vkWXE&I-~Rx|xrI`gb^$C3@{}wKyc5MUdZ9zRkS4 zp&(De=0LZb&`EEhr+Y@1cl9SY^(Q%~hvsU2SgRm(2V2))#Rj z?*m=3v`0#$$p~G#BD@ZYslua_!w}5-7*NP3055$PAlD1BGmgjbZc<#i?QtG$VPQ%g zJ)wK$)fP5KW@o)uDW6+pk{o6TR$P4Xvyvs!ZN(a+3aT2)QpI;iFSw^C+XnOW@4IYg z&|EPe!+Ll1nJ_TJoC*UI2|(urncSeB2#%2uFor{O@u(LBcR_F^piBXZ9pLo`yhhuVX2nn;NqU1U>h7bIDXkKJo+Mw?_JJD8u}L}eTzqg zSA@ODf95(s=kUcj$;8XYCBYd<=C|@gA|fKZjUPk#Kb!yr^iA-aeTX=}Quz9Ocg|D& z)xHK{wwXuo8@?rx;3T$1bT)z~bZN~@|J3I4Z{I6{3Z-}2gkvM^oONp}_Nr^^=xEoJ z-&UY0@Sp`;^2m!><`|?7? zrs&t!pY9ni)*A&jH<5nD-gF7kCwG+}_vYALarbm^3I-SK;ph?0x@ck-zxnF?$V*$Y ztkuOR5bp#@1kZ)7@mN7R=GrPdRs=SeLw8&(w;p1UDZzXz{9W2RW$K+eDBZ!Z z|M8x0C!G6o$F1>Qn3f{0rOF^EjgQx8@Th}zl^!UiFwT9iSCeT)sXY_Ne`~OzyUDcq z^$F8zKxP@=lE|J1Z!V+OB&BZuV#uheIL!7TX0(lwwelm1`yiaF?slq=4Wi^j1A(EH z!3Zv0h71DBG(`0bB`N3=;z8jAg;N(5)HdDAI>~Zw@k^S{I z3&9&PwB>qzL$9vCA1CjCfbb7B5HAaann?yXKfKp~X$Kk|GRbHGm<;;9?o@E=8>GM! zT%2q^%|R=sceG18vNGk;9zDr8EoHp`(TwMPk~>;m>DB8uiepm5 z&f5iN&EG%Ux|JN@SXun7erZU!4jwS{za$)xu-8+LZ8V~ld-88z<@c6>kc7^-jvS71 z2d_Y!o6-vHlYwbRW?mjd#6Ze6X4h&*%jBdI!-vx6Z7l>+#HoHCz2~_L22rX-Oob&5 ze$19wg3O3YKo57h{A!B=Z(31{i0d6w9Fw`9L)3w)8YA1+^5!H5xiI!(4H4eSmdIzQ zlBvc>2rT!<0aay&&*Ufn8t5UNdHIpZAGr^9B2&_!hX{4r5-WHcnAmH0V-ccS&|D$( zFehzn{lf;JzYgs@!V6Rt8OFcl4zA&74yTjX*+GgB^Gl@5FFg53(2ibHJmn6~f-^2| zk)0VKul*3S=8zBlak&mWG!OI@AfT=6v{Shbgkci=k1sg}GwkR6pfx}~vagN^A(Rui z0ZE!2v5N;LwMm@=ZxYcf$RJ?yz_fZ>!>yP-nU;T<|4|&e6d5!t1XQINJ|BPYL~DW3 zqu&EN$smQ7dhX-faQr|a&k7E0CFRa+G6*mN9#Ur;2=F+*T-z&q6Rn_s7(<}=ui$Q& zR03{NfKiGRtRdh6q63#iB%W1RD~oR?RD~HY7tUVOIL)38MBt1Q}eJ>uT979Kpg+Cx8Tz!V&8 zky$bjm?RKvDIQ%OIG<;VU$>MHjm)KqFZNzgfKM!kzK7A4T6REh#aOy z6fVy->+yB-qOlPwNlO4R6NWh_p56wF5>%^J6-?zau(;l5IwgjuzA9;DVlF}MwiVz? zat1K%b;EZJF>HnQbLhkcut7@PT2cO-1lN!fpKadfLVx3pUL9kx%phz<@O4JRUT%he z)YJDMcLM!{_u+Y_j$>RoZ|)lcy4+!+<~Ie3F@&6372ASd-a_LJ5sEJX+0zY2p74Mv z6~>KLX-Wey+TUjS2%^S8V?~cNB^kN7KV=AT4KXo(lkK7)961GZ+ThU39JyaM;`xCw zFgjtQJOyBVVtK%~JbrK1I{Y%J19*lcF105A{GSD*&rm=^NXZD*Y~3N}9U-d%{yadNJG zx3nvJsd3&gr9$1;CXa}}grhiJWzx$OA2jamQR3R8^Q^#hg}X})E?a(M z&vro%?tiV;*hK(8IhcIIY;UwsCiS#2mRCi1LEZ2b7m;SHWi=`Zev+9bS3ikhiFK{6 zBmEKQS6y1!$Vc3@9&wx9y^N#z!sBPHKI2-hiMtKr8R>u{och&Qa|cCTFRMZyOc5FOkfCJe z7}OM5(1N)TMqej-HtkhlWKM-xK~x^#)FhX?A;QUe&gVbQlT09EHMfuuW1~C-;NgX{@$l zH3h^(;s^4t0BSGvL@S170*g;YDdOQ_wybeVCLbi!rLTtv{^HEa*sC!I3G|)oTs4;n z;8+ggFXVin(^#byC%-F8W4Tron56Zb)G`fJj*5Wp+ApMrD6iTA-itQY538@nL=ouY zb_z#b0OK3Z=9oY4`+I1on95(mPq0Ep#jtU36J(ggVz1+%N89;dhuhS2Jy@Dk$`wtPb|*7(ir%z_M$htP zFNyoi9ns!3(_$--;1)8PbeJK)>k(1xx-R~pmf?uM(7K0u`!a*O4~g{O!aEyt+!@dx zhbn|%HDi*trjR9ZtVIybwS0?bctV+ye*}vn;>nshGRQo7QAp{D!A-XdFfD1G+Zc4o z!o-}RvYIwh%+kN2qF~2K6|BR%SRa^EnT2>S=HZ{&OnWsQaX-USmpn zwiSoO%$KTyE+P29PvHbn3Euf*!?HYRH7+Ln@R0>zlQ|F#F+4%1mu&tI$cetEdgMGF z&Gjwicr;OThKF}J8%r1`Y9To*PQl|dtJTGTKSZ@!9UE~bBnt7X*EEyBF_*G04<%0y zS)o*~E1Apmuh?9D|FAek25<9B@hNf!G;+y*bM6PCqRfYk^<+H78UFCkw$Ur^rX>&~ zM19-zU7+1Thek{^EH50Ghbu z2+VXD<LzH{Oaq7yfQ^4o&3@iW$|~kLp<$FF7h$P>@ZSEEEfwRp+iDXtgp-cG zb8v3SKBS7Mjh@3=P#C>%L8a;Lgm~ipLs$oz{qy#@T8s>wuG~6`!(9F){8)$?d)nQ_ zAD-{^1C*Pn&#g7%+XdX@EiLxRWKeZ_`lSJAPV!s`9ve8~t*+18#^t(?(@jKxI zb6%gHv7onSZFx|2DD}CE_|rljGfylHd7s>@n<%1@NPzIrik8%Pk%!GkAkev=*>$Lb-9AO*{AybYYqc>YtzR}$QA zPQ}4)(2>DqTe}T97p+x@U_eKP^vcYYMSI+j25rZJBfIz!z z0Ochzv_ot>_i3Wc0@8<&`cja)+RMq;kF2hP0Y05gS%@MFn<`~TcveAHK1%*e>BYMP z=&G9r2KQgkMH9_SHAef+yQL@X$>6RE_%iquN#AuUJuzifw*ootR@dIOx*?&Vc&Tf! zKcqg>6_KMTJ%`;_PQVG@%ZNJt_X7(Q`y$`sTl!S$^lTdV7@1+&kCy2NAgTtE&2adk zJVE9alk&*Gp%F2 zo-bAfCIt1*e-9mqVRt|WkV|_B@DAAg;RcB$9SXVCY2yJOU=7dKX_}33^3JzD!!jYV zjP6V;Py58hw3|M#ACP%yC&rFF>^!iFE8kOogUN;#qqiP>xqW-EL6nhjK0AAv-n7DI z#r1gkJm|Bma=u=IQSO&W1YO*deZ$%bPdzH} zT|UtYzzuID>HlPAOCZWDx9kk5R~^FHoLu0n75fcj32*U+?C-vF&@An!gXxAau_U-m z6SzT%$TI!=XV-UhLzos+j$PjNP@F=X_TVMkW8BebPioxX1o$|tNFVESYLI3eUbwy; zBw+QTYnnmD_II4R3o&*wjFVer;G8i&=8dQCL+bgr;S|_jF7|qv)ypsnU-JY5E0UFD zAT2~n52v8+>CFcF!`HK1=66M!!n9n(z~g=%U(1kp=yq|e&d#{F*KVCQS`~FPa$h}k zIQSELN=lv6FY)XpcaOADX2tx@*=GS+^D39*D2kUN5|g26jmSD=0C5+jUd7l0biqdp064?n{)P-IgdGdsaFWH&9@2!-FDJ?Qdk2 zl`%nP39s&~zN3LD%D?2e)$jq%=xWaMvp9x^O2Hb(tt2lF+S@Z5{jYQxpAw7zKAnC7 z-sSjoAf(>oD3Bn`cu!5d7O3CFD1D@JWlt~K;vRrRtyTTV^5P)hJf;1eOJ0C~JhrRj zrd-r1c)A<1T_sxG6W-`H)xsf^i`s(xF%EEc?zcK{85^gR?bq&a?ZDNB~#lR$!70%>GpCYFGv^ z^L4Hn0t1}vj|lRZkWddvp+0wv{)$!?0IuzCd4eT@Q1Wb%|NIe*%nCUetqla1`-Hy~ zogu;l0(_ce-`)7hFYh`k*YA*^_@!+e3v}(Rke~XVmAhNS@tMh6}O>H!6WlG<%x*u|qyKrm0oDHb_ zOy4^^gx+#CvAhvbxdk+Kh1C10;dRoV>z?}B%lVJG&Y!jg8C(;@n1_n~)aIpZ#NvqV zOqr|DzoSx-D(i`&s@kYyh{=-;He~RH<*cHz%wS0UA~qw%i&nr@!7t7q8~!W5nD|e0 z?LfzV(HFkvv!`o7%oA*Wz($L7Uizn`fL8^3WiBM@Vr~u5CFgCQR+K!sF+mPhJ!J5zEU}>jyU{T~^$r

G)1{D&(xdi zHGIgwcB8sk9#4t7$3sE(pMW<<+ z!$p9R3pw%cW;~mEl2S+AOe|^Vq*Ghp43%@EL8Qc(qE^eBk?Tr77Hw}1ONfYNoVn5X zT&-EKE*tR9p|1%!%IZ2Ab=$7VogkUIjS7HI*w1N+W;yM~=c9wURN3;g=%%QYTo}BgXqW%jBz1j)=V23$pY98K@8e zM8SA!&?tzJxc6`<;KdkgaE=4uV2r{BF&NGK|0<<};DnWeMzWf`fTMfuy}#UQg`5-( zF;Y$G`Md!#|EXUxdGs&a;Kq4d5twzrC@RO?cT%;vM^9_CcOI%3=k%EyL2^FjIqf#A z`@1Low802_%)Ng7leRUUa-l<*3hO`+#;%~in@C#Ut;2@)pNS+yV+?DSu(#ojsX{*a-a{{*wi({@n1>O5L|V!dIsyDqe_ zsHi4+tKv(gNWX7-ZXgp`nY@Pn{yZ!<6@L7mKxTQfbw4MpE#=y4s(DzJ(^CT>t}4H5 z?_V;i>jK9@7r)HGb+PfwM-oo8v0u(QvuBet(E8Sn_BQGAtUbsEQvbnw2$EzGZ&HOz)6RHj5PBfJu18V zVPq{pvKt%=Tm14FR=X5r&&v4S|8*^YVAIdy(R$il8EL~SOk=~}sfL-NLY41W(|>YM zwl-;LB{w;^Dn`kRle}eOj1}eo|8EK)IC20Zmy6w@hOWQ2etT^;VuS>&0AI%r)yd6;gncrO5Dpy#kyH&F=1__ zZG3a&6eCh!RPeu>D2&KMtc6uGMVj`;dnh*%s&Lya|^!ZVBov96>Z!8#>xF z_U)^ftJaM@yHeUgMl@>|{Wz^0;->*)EqQWu2>E81xsuGYn&E4dxpH&vfXm1&=7WnR z?2}(QScA!YYYXCes2Hb@1n64l_InriQ1>i-#6{PafAIeMl+A-QTaL-PqrdO`%6C9m zy=geN-EaH>RexKS5*#wtGmfUI*vjbTfblw75n7J;6Otc zd|Oz*y3zEgb`){3!=dClb2#VUcvhSI5=N8Jo-4I?3`gf@GuB&=C@bs(!z*ezqjwZh zy^7_7l50H^viSnje~yQ#hp{~*dCVEE`Yz?vuDW*=?F)3A3;VsNo27s<2hV>0`7||b r%=FNI`hPCx%3dPa|9{`zzuWV&HDguY{l8-%fWiF0QIjI0zpnfbNiqcW diff --git a/man/figures/README-unnamed-chunk-14-1.png b/man/figures/README-unnamed-chunk-14-1.png index 4eb4862ed667c7b98e96e104e279e4b25b2fab6e..6291b34211aba6fdda726bea6a4d5017d351984b 100644 GIT binary patch literal 18851 zcmd_SbySu8yC%Lt5Ku~_RS=|G5R_KB8wqKoL8Q9`R9d84P#UB`Is|DD=?3ZUuDN-? zbI$qAI=?e(X07>aW-s4|{qFtjCq8lC*LB_3=Lt}d6UVwmdJBO-U`a}dC?OEY&k+bD zZ**k%q~lmh0{&pUmC&$5Ah3U4|A*9So%I@lc!-b`d7G*GwG<%nKWcuwfn9auM>$g6H^(1n0EXCQ6(Q?==Vzv}BAt4Ymq&ik;a6t+W zB=iu72Fd?wdp?H!#hoE4r(78EkdI8B3Xgz@C_yG;EELuI$B!Qaj_3~34`lUPT3X5; zAR}h?PT1pQ@?YKy`2{;5FuDj?DB$L4DSY6J|K)bD@6A3!K_EIka3Hd;tz&^nS7E#l zF+fAbhIsR(lytVT|J`^|Hz z@p*FMQ)hAX_mUMaFeiTmVJHWTRHR1Xff)~Jp>loR?Vq6^_S{|pdb_%2cRL;*0O3KRh=ewQ77{U6n4r@cQDFPn-8L}7{7>^%6=IrBn z&i^PdAmi3;hU|xY9yMwEHx6d5mMY(zN^!WH0ADeehnpr$9CH}4MyJhcO&zH?|cKZ82N~rWVA_nN?HkwnF zvZ?R_Tr?@e@d*hv2^W@@ST#%A`1l=G2S!Uwcsba-ZH+8s1hxBuEvXM}v&(2{Wbsvd zy64%CZ~CGLNBy+>m5m|85@YiEb!=vtX1*3n1=H^C?pTF&ipy9_3pFciZ=4TOB%`)4 zxmSaq^Su+-jB@p(t6H=r0Qxns}Bkl&p3Tfj*r!O-h4|>*U+W?W;WK_ z+smGil(f;+faqvpTfAb&RJOqAn&0S@GK$Q|+BJVKhEzsO^*sOWAOG-br!DicG3*CC ze4gje9zX7T&Hg~Z{fG5*U60uV?`rjUE)=Ii<<^##k@8x*zeriUiIELWKYvDi{%jhr zQ)=4x9_!we%TkiJw>Q#_o6j;G5OV!T%ND!4-@gg%+!j{f>DMwv$x@?>HnQM-Z##oW zIe?l?>bfDi`$FxH#LG^#CAu=HDr+Lv{6w;Vv043R7p`)2Q5|F0sc#w;lo0nDIU?>%jfo@@;i*B>U> z5-+}gskWI`&q+Ge-iOE>=yTJ%<)3yPhg_OPK8i6!G2kEPs425Ew(0nN;(PSS)+T&= zdsg^l)fAbLjxK8h7x7U{_^!|sQduN_Pa95Ab9U9zwuIi{T$LX<#;Ga{7QB8{sJd2& z)jPf~syu5An$deRWG97%wKL?GT3Zuhe#j-~?e8+2^*S`62z_*$t}8a`OwK@U`FN*h z-BJi$RpDXE)80pPZC_OxV=AT>jrc3Ws7HVFWdul-i)E{jiHBl3L?xKGP1o#b&(lVy zUn#Zao?|rZeG5(YL3*ybV{50~8oI#mnU}<^eAbAjBKCgyXnOJ{mQsOsuG>OX+CnGi z-r^mhx4YU^Xpa`t@ z{TpNA9($?@A0&5>e5^#8-dZQVeQxxr0kMj)Qf#F1;)SP7aQpbUmJ**$+J3*h(d_K$ zRBha1cej6@j2Qakax=sA->K$UY{B~x^0z81Dg1DKU)UcPy0+Z<>5b%vyD?G8(x0hZ zS(*0%jg`Kg7%z>St-)1w$Lp%I-saKPv5nMMnPH|y!>d@Zx(@fZguTAI5_pD9l^d3$MO z`CgUTZjCB$A5Ht=PFfU@_`aJs+gHRS|DNzf@~Y|fxpa&(3CZc~&rXaVb|#HGbG>A2 z18y)E4v<*6P_D)}4LhTwN7Fu{Gca~;_!GggW~YCoUY^?t zp|d{nO{Wu}rr_!xjarAIzZOu{x(Mqhx z`LFg0wA~K9Q>TQHZ)D-fgxpisWR8kabG*aK8D%zcJen|LWUPrtm9A8YMV3d-$?%kg zWoc7;a(^Xo_NNO8NybeqTQYtI&Dyc~1tas{4T*z(A8-UmQAFdeSjQ@Q@rg~>M-)p< z!o*ucle-f-qgkleBQm39$;fJggH3RVSNW;fyiXfOGO$wVX4@lPii$BjjUf(sS7H+K z;sv&;Z$`UduO&tp*}}qNj^M?>{6b4rHIc{u9Y$Pqoco0uz61fpf`ZaGZX8ktF=CLy#Uo%Xp9FaF<3x?fVnKZ=&dT zHpZ6(Oh38zQR;}jKTLAE|J$#Cm6bO0^_1y1%=fhYn8GUuerY0SN7YBGEoYf$H`A5+ z+S_H;hK9!PSWjv38Te)E3t#5H`qh(!<#EQ&{A#r|cviP^_jP{a{fL6C5;V*MGCbnv z{HYq{!45VyYs2!p2gC1Ti4E9rg__693BpK?cK1rEd006jye_I1$UV-=Wl@EPzwZks zz1Y8jRxFj?xmIwSMQ2{O@-Mpu;bYQ+M`Fuo`>DIT^Vapu&pfr>ZYHkXvt|pqM}$M7 z^hfH=cjs2@jrCDKT*I@&b4E44zCL^Rn&n|#EbXe;wQWPg5DE(H6PYib*BwqPlbn3w zb(!rphc(;i`&~J+<7FP(O|;zM{JWPYne%G}8{b*R$~vunKkO77emYf{{e}FA#M{MS zmv{#U=8@`{C<(303+oof0tIu2#ySrgYwMv&{;Oq0%81IY_=VlY1RC;`rfJVd=bx8k z)5F8ZG)lU9(;kQ1%YAD3iCKN-u)u3Y*S*O3+*t@ceQ?)$;`hf=D8wZCtB zM@OAQkO%5iuxbw}PrfjkQO#|uf3%mn)n`tUi|seK$YpQZ7fA3vo{t~z>ZtyFZFq2P zcv$Q1gntpP)eI))mt@29iwB=;(J4gl-1(dNEG}0dngDi;N4;%ch>;}@k#5F}#PxvE z;Bmn(mQUy`+JA8F8Jmw3zAwi)!2BhI;?1DIZJ?49NGv2|zJE$J!13(H4Fp0?2>E}u z&53wqV>#CBz8m1+vs%3syfOaDIJ<_gf=IXY`xkQls^za?dD8QCOSj~b7~(QlYW9}$ z8PUVYW1>8DicL>!6Nc9+54Pm92ctC%V_0%z6Y>}(h6{+Srr&5Q6*~Uqhoy(T)75PWM!f@S-*@dly#ggHie3j%6i)`&r3r|t4_1w| zUkEzC?ThCeqAm^-z$4=}(EjYTh{=ejVT`)e+iB8W{QV0C4lCKyo+^>Ymc*TNH{{dt|(nKjjoUChh^6~E>&;>*W>i+kEz)x3~jaU8??%2=b4 z@2VMN?N*a7nvryjW(>Zl*s88`V^uT%lSnq|pC-ho`$Z%ZFUnoZwkxLdq<62*`%gVI z&l8@e7u1I9%1ns(WvB~%bUd`29LOHZrTY~!$M38c$BBBAaDB>3`^EWBoX@QFr7Vh8 zljiHc8`)p=G~OqCiGN35+rW)&&)J2DMO}?(mt z>fMF!$rS%^z}L!FFQzbV#kE!^+A_ms5CsiI5Cwf0qS z@({s3Yn{5vDUJ{~+TKckp1NfmGaUcNZ$6bM|C0;W=uunjMcIVrX-^Anr5}bL4j#?Q zJFwMXa9#bO?qp(&Sa?wL(FitFCvljD(r$NQ_IEB4VE85$f3 zw`59;x$aTmNoKb#*uwwmeX+_);!UWjk$R~}XDMto@|#QLX@ye$wsU!Ysg=b&^8~J& zxgL)Tj7nt3Uv}`xo3HozcJ#7l|IP}xVl?t{v~|fQH7K&mG7?ZV{D3`Vp>d_}`saIC z7<}@6( z-OBe0m6tlduoA>gNU#EtD9k3;dL zMx-6v*~#ep)lHoof-+G+X>97VoY4ml_wAdbTXTeg2uLr}1uS~~i^pl40mDdx|-R~2tg_g50Q ztfV9)J_ZC7>BOg`)a(Cz&uzEpzSsTqJ#=IYh7#h+aK7NpiE_wRut+1? z6MC(w@8Br^cwfo*jn7`<=4R2J1qlfWx9h&CwYBxvzL764e1n67`@V{ci;2Bd(M?y9 zq{7=P6``bOVk*^Ph>{WyBfDs)P5CH7nXbhBcIJ6!8uTY1!MIFlb{>!m%r|kp=RSsr z2?4etp^%69D<(lE3pB!HKm2oOXt&oP_&P8u-*uB<*kRR}R*OaUSsOZ&XZIRaXPQ49QW5x@B;geG-j0pWY^xF@&Of%`H?eR)@b;~KeWEkGTX&?jDTA*%y z(px?b#^O|*l(a;Wdny5$nI_jHeB?^U<#7FaK>YswyVmXK{f7@u8)FW$P5z5=0Y?AM z&quW|YFze=mwJ-A{e97J$~U{)=61BSwV6vm_95lHF{94Z8GmJwJd-B#)#k5naUYzfwNapB>QO?vK&Z{9*gIx1<~YvpJEVPNDa zCh19j)3o=ihq}3|tLyUO?5+^>;0GLXIdqI$x1{9d3tmSJ<-f8XDQwL6z1yay{?DuI zC#rX5#iN4Xp6P!!mjhYN9VXL1$A3g?C|XbSDKj55?@i`E+MMKdKi-B=fKJiZ*XQZ! zDHni+$O)sS%E-zhWh7JOAJkmAIoEUEs*cy7VUefEj zzuZ@1(km};LPbewaB+IjgMrG$#@T22mjorZy_j4+RU;b{@Cgn?-tW~MdNW<5~ zA%iP?aq3!@6+O`t=PhO=(HdT$rJ~wjA62Fd7ZDd% z#y6@gQMD^BDY2-+aQ?0(k?A;PvszMBP-;+pGPLN@K55`l;Dn7_ zO)DtF{K_-csGp`uQ+DhiNhv#T19z41Y;w7_wifHAu%;#{MKd4z#l_iC0;k2xxm2WQ zWA*WmRb6`m#P>k3dYQ|qx_}oKPJOmHeAz%qc7>_0shV7xG*huSAM@(6zUCdZ!13+d zJ%+SC8&kDsgKE0Wyq0`U=K;0SsFd5SQwjQ|_TVB}m zRuq3DNKBK=9uwU1TMA6#C@d{4g@{^eIr@jY58-`7)>e6)Icw|-7qdu{f}6*(n>2NW z!$P8^DyuHCNh6PGT)l^SZ&`RJmr>vC^0tsByV{qnHd=AL zWwLvEO0q%xLiJ7m?^%LL-~YJ6Yt(f@KtkB&dz2a8R8S@Ok2>+cx^77rHEnW*xd48 zM=fi+w9{ki`~~!~&STv4$xT#Lh;Ly{{>TV9#oZOzORPm_mvhZ8JgF>FoW#W;!S&wL zVoaXxqFleaRYRY$-#~*YJ~}!o`~kbx^}zi3b3|CHw3O89Kz4ts@P}<3PDGCxBVidq z5ao8>;{hVaI>+ufjt?0t&CShcM_Vw6sc2~aJh8f2;v^GfwCLvSJW#TjQ&Zr~ec)=`vB{KQ-Rf&#DU*%lKSpAr08-D9F2tG*Zb zow@K$#rBqD3w^cJOZp$zzw4uVC1sCOr>yNd?n*G&QUUKvy4Xb}Q8Sx@QH!W^sjifc zk0O=aoUG~&H)E*7SM6@g`I8j)My*fI3Byk4uXYu}7l+toCssep#_q!>m?W)CsPFUo z;jOxG`)wD_is9@6R)#Vs6Iy)1)BM+4y9Gpvw>ZrDr35~?B@Dz&GnaLom{olvmp+tp zsGm_G{#s>7Pw)9d*um30yS93_j%#-9vxGz3^%YgdNFB0l9KGu|%u}PUx|13Z#&q&L zIR2fo{%O};>fG1&S>bNk$3E8vg)voCHoHDT&1_xn_pIoW8Xz)R6Yo2fkq+4J8~*Mj zHQBA&EF1N0tF&vE(@Co!G;IKb`ku?Vuf@cZHB~L^dPd1f%eV!C%qm@+yIBP>?hnH} z8SU6u|4itp?fS&xEarXo9sOiey55)N#htbI7M;`8kapZ z+Wp~ZCbV-LCMtFAgidB1nU48Zj~vsM9*fIT(BY+Vg0F_dtn8#Oxzu5gI~!3nCZEdr zTa!3nm+za&8;zE2wd%!AMmUQJ(ozq)g3I9~0&~vo3~{t@_#!b`$*hX6fp0|At-sCe z6ML+BA{&iVqGhNs0F?0Bop1l~1>vC;ajyulVt1lDg7vF=q6(U!5;q?u?58IsCGTF(71%u!~d*D~NV` zQ@#^9@32RBnfK%0m|(tUCo5Tu`Sh1NtKCj!Z{pHXSl~$bx{AejG?abRvTN@;zgIFy z`Rt-ewf{gQK#Hen=Ua$qU3$;T37IyXrq-WZVXW|lwA5i}^b_1u>@;U;an|Yl2c40m zN%Hf&A8D;D)G}%TgFpV%5h>dMqa&>54WQWvU&%eH?6* zQMG4_364^pYMcm*j^U2Y_pB?GmQD~vhqlvvXChq3bh^z{D#o% z9*z5s=HInAkd3E~gf^spqh1_1q6TeJe5neQa?@l<&(Tb@Fa5pwJfmBm5wX5w+hBoH_}H2GSr1Nle2GAt%E@o+>ITvK0o99sqelJZCpy75b>obX_=F=!~)8VL}vUNT2HVZP59c;J9QS z6n_b$*UYIqXZc#EcGs%Nj}|*o2qTw!ER=#Hp7!<^zfJdwP!{b=!xP%Anq)k>5}RLB_VWulJ2B~lUB6F6lckpeZkI~4iLmQLmQpe^!`vi7R5<6qfHG?OiWbM z^(cGcdlTy(S0cMn;DUhM%a=pV0e5R_YT`L94rf1*$FpWmS39vXF?F@Jwhj)Kd0kx& z7wFRZ!7EX~oe6(0}`vI zr+V-_a_RGJa)VDcNY1bP10LrUB-(x-Ui9=dEkQ)WLP8lbacTW49eyuKcw=zY^3->x+_vrrLGYAE=eGIV499wEHTJqP zQ?}opI`@XRA)9%`Vz`6Pw*%xM_1DS9A);e`SH#7=g*OSNYfDOHe^kDDWYIR9YL1$-uw!DS`diccSk+ zjbp%0G$_dt*rS@Q{>{>D*&$mcqy6_~%o+k@2 z#@+EP&COYZt1v#6mrb3Vj*|J^NJDqw5)mTkL+ao8oy&&&gS)!7=WeiRXwn@`2nlHX*^{O+(XX!5cSjkn=SJ@I4Q? z%SD3V%jNO;5jM*;$Mk`Xk~iZ^Z`U%&p&&F$^&!GxKd zOyT2w3>9;53g8JrJ6=yUka(u*Jg&plXO6hQa!WZq?JE1nF>2P{&b%1w4L&!bn94lG zIS>Q)CHE>$-fUozc&(6avQ29A-mSuLzbUO*BfMku>z%sc6oF{{qeTD^8y|(>ST%a|IO$>*?fROfxJb8sgX&|YG@02 zue|gGq#ya2ZoTzJiGw&~b>9Xm32eNTmttk?7jDdzj)cFFvgM=SjwdY8h; z1ux5nb?$N7&YzzUcs|ZC?Oa?jk)d?NQ#UnT1~b9M`8l*2Fz~aVID+>7k`>(RE{Fn< zyl-Gc@}qVn`{72=h^E-c9O>Otwx3R4dzz7kme(HZ<^ILNNZE$QLZyE9@_R8mR` zSTv|nA?OsKI7muLzIgGXva%9r0Yg+rON&45E(kH6XB!pL(M$oLZOO|&O^LIbuB#<| zpBvdYIG!cWGT+T~`lIL7;Qk zo@pdv)j5Yc1k}hK9m|!n=XabzpKR;xt=QKtFzv)1y>n(rAtow{MK0jJHB}4kgV$E^6bwKcZJ@)d-tcm|G^(F zun;AWh~u*;RIj)o9sjf=`Ayt z+hgg}^6Sd>kAx;HZ|1t?)z*(1e^lg9wvo$DkmO5sIQo>6HaSM3iXoJXXSj)4M>$e; zk7A>5@byQP>5sT*G8v{tEH=00|9rCMTzzOk_d9dbY31?;g`cCD71Ix+u9E~j*R}qz zkH|Wl!}=;1X*Y#)A1v*yLzG{LW{m2vm6rpB)AQm$EujfV@O&F4Z)sONS|_z1)XKX* z*D^WPGmI5CDzF=rfr`kfGhjsfZ#veSH*Y`=(<#(LqM!nCvbVP&ryJ2w@~J$&HRdU+ z=efAet~^uc@6TcY8AL*wx}+C2qAfN(vjblJWY?^7Gtu~sw>ML``(4+MfcwZdVFRIzilckqegO~77wXl(IzqdwD&*JDg62#`&XPac4F{N zuVXHroo&^_P#7|Oa=6?#x4+U4`OQp3q#5RPH_nH_`D3(sz+eb}Bt8X5jDjN7q&FE~)c^f^GJaS42E=$PI|9)~ z)oo%%ZW-g0SBdhAP;l(gmP&~=HHuu}mBYZ`ASXS&*<=-nb%4q|Pcac+wA{m3@R^HO zI%c2CG|KuoU73g4qaFmoSt27NDTLq8&(FVp{Tjw;SL|cq{Fmf>&TJ16)@nDrciYGE zvnoUS0}nsP*9c(T2R!>9l>|<~${LeiGLW=kY+pljM3$LjPlJJhLFfZsV-l(6-d^kW z&(vJPkKn6kDM=jHsy|0vtxmzyFnah%Aqdn&a!eaK!tl++ZZq03!FQDrccDYq=AFg~3H+t8a7h7>)1Ak3z{ zrCtEDjQD{wGczEpJfmQ$)Y|lWIdeim$l-?{)Pkq4defWJfvQ{o%AwC8Il5PWJ-fQPg45VZ@IaQ6ey#&SA8yya(CVvFjLH%iD5aQ zOJy!BjFX6dib-Bf1k>WP%zB&q2!MeHcCsc7gg5gSt#+vw#1Bc1d;h*3Ryc z9~-8yqKcecX!;mH^at!zsYzh+Jdm_-Dwhf~-k}R*#U;kNsjTXmt`R-ale>6VFHfXH z>RaSXWyuE-3E~G_*a{@76jxy$HGboHB2DFHChj)GchJ`hRK{*1)E^jBCvnKJGH;fgIdw82@Ccbu!EHj9F97 zZVo|kcm2ZO_1GI%$gFH2>h_bAUQ9Bb@fV|tp2!L8MpD!z2nD-9w}V_N9}>+nPR@Nh zW4>*^FQuAxhs86Kp$q27XFILrN%zqZv2ha25 z{2nW}>YU@R{M`q+hr^_YPx*BegP_j?UdO!M!JF9k)o(N+5EOpIHxdZCo#pKhsXPQ5 z-37b8?GHIETQ2|h|J}>QNASGzo6?Y=x0H)1yM@U)DN=>AOgJQe*&$;lL!d{;BpHO+2*xXK@TGJJ&Z zml?%pXlrZl?e6mN^LJBob8~}6+FQ4Kg z>aP3DTRVnxZ2Fc;T(7vb?MnvXLu3<$A0)K3-*ro6u4bj?+KMd8svf?44Oumah&41M z#E5ti5;Kfgvd0F^CDuc7F?pbcd9jy&-!Hm)c>Q?d;Q-MFl$QVab zCOP~wq5YX>&G#SWKasL@kCB_)GM0RS7j7A}xL0oG7Sw?~6*7Aa)OjF)?9YV>I()Jlk?D!5;O zIO26tW|&YCVJ0jrtoB{YEI=|{DPO&a@(KQ2;fswgQek*)k9xV*A0pnyL3}Q#JI#TL z9TE}}1oTIKT0h>tpbQ5Z_J_U*Y2>fsyf$mt!it99Co!Q$d--5Vr0w(Kh=%y5)}DZ) zp#PhH{rdBS|INe?;2%A0vQG|Qo$}g%2YRjEF zcb>kPV5>Jo{X$rV7o-`mW3K7F1lo1<=g;h~+dhGY0F};K9+l_V; zk^u=6C~o-+W%g^tEFZXbcE*D$ZXN`pIrLw;bj;$Cpo{$z0Rc}inST}2=d*-tV+1te z^=m4M=J9bT1aO)Deh7w4keL>RuBG|cOJuPs3?ZSR0$!Ky?(Q{0sp#0)Z~D^w?I^)d zljWC$GE}Jl6BtCz%J#xry zOG!?0iO<60<9Xm_Z=hj=Z5o?|{WU;5D3&1*Ki=sR2c|(im5CZgC70k+_l1rqA|2-! z*(zMtQ|`ZlNi_3^D3}EX-E`eOJWRUd9iV^!@#S)Np%YNFqr^BghWKle-~xUL>>9H1 zb+L)Rk);L^?TW9sNJD;pz)69)0f)D@hhPHl1BJ^i1%1rQ#-Qv~e|fqF6>Sb+-E4Xd zP`12AkBEUg)&dfjoKFRZ+u*ReM#cqFoo@%C$@yI)V`83~{h`WM8T(-~7saR+*kbU( zaun_ns6A*xKt2@I)sJD!niv^f>~^w3B60ZV`iSN^x@@Axs^%+d&I1|LRQ2@qo2bIXGM^ zFfcTfl$3ZJ*GF>I3jY56Ycg$VgdxKaW&VV;#)|~;W$LU>@;Odr7a#xFq?N^iu^Nfz;}t+(U_FH{(!rl2`S4a@f)?&YZF0;Y{gOq|G8 zrmfU^L%%hcJ6uwMg+Mrne35Yerds0u{*F>)w@2D&!P|Nn)R%+$H;clU*Gl=}ua zNw^)?i7$Gs`2Xc3xn7#UdF^0-ZuE~mB(;AfPkP_gW5H<~hC}_yVnS0>lYqx*&CaiT zHGd`_bFi~>y_txOjU53Dw7vay?fc2~?Cpiw3$_zx?W!k&SM6WacXoDQmXdIqtB4+u zyw`wR0!$8ST;!)uxOeXw)&2{OoYU?eGDFkEIBRzHM!7VCryl zbAy#8P^trr98AW~!_Houb_%Mf8bcHea$3LO``o+BeP3bzRp_iPE)wG538BYvS;cGS ze>dfYB`|LtGSO;;N9z5EA3X2?1@-vY*gh`jT|^D2$Vl2znY{Gx zahuRlkc(n-3}O)qsE&BV6!YNjfjdi0O$Ansg@dy-R<;I8XLk}_r&6{`^inQ0o}|8h z>VZ<3rU!_mkTGjOM~CXq7_{v9$zFHRt=qSU^E3>TlX)Cg;b6J-@(81kEv`a=%?3rE zzS}C@2@p}u=`~Ro3KXFX*J8;te}&lIU#BXBx@>R4(=E`g@I_@~+4KQCfp`G&;JKEa zhHWL^qq%mA-=&)QvgBA0f?%qB*RIAB5(_3SdfkrKNvW$lEgi$6Vf+~C2+>lacbXWP znCyEb?)&{VFXQ38_sGWk5&xOQ{e$47=|!LsBL6=E0`(T<-p-DstSqN|W_tRy7lrlU z@UUE_|A}^bC-5l55M1Up?Pd-BA89vZ&NLwV)-ZBf8k%^S3<$d*T@Gt`9&KvpzZ?hl zKQJ%=0HK7*4P+WSYl!>a=7kXrnq}r?K-Zw5VJV4o+b0UYPauoJ2oGHCe^LwJ8LqQt zuZI`%`Hh>HY%w1`e4wSK#z1)oLbBJvpc>4WLGv;|S#~qYuw2TnrN?w1BFA+Q2@x|4 zBjcA#5x7{%Oo4fqr(1tndo-2XSNIkO^ZxCxeZu_SZhBnn_J4^X41rpWhll5SxGt%v z0!kW;V&)}PxZkoC&!?_&GL9Q#Wncri<=+JFF3zT}9EH^3+o%#d{)MqJ3lMHYf`hx- z+uOUkw2BNwLD~mpXA3M0P}07xX~2os`ZIf>zq-O`Ey~8gcvBCzB_4X;M#>p>S}2KV zfG-`lXI`u|auTxY@Ie;;ht_>zheA!cX0NO@*sFqEeOIn+_i6m}qB6!cM4$wrd@+0>M00^^YbWMooI2q+E7yLU$*93}!x zMm&!Ko*^VGj6ng~;uK^g2wr%1?}9I?ugqc?0PO5d2r>hx1de}?0b0L;4l``U2I2a# z;jbT+l^$0YM-O=HN9w)mIpzQ+(5ao6=oJ+e^=HbbJhh(slP=9{z1P2X&>6!D`E!3T zSM3@mHa`S#U>W6gv)p!}1Jtm5jgnud+NDCNZx2=nq1^DQ$iTm(>H2WGCm8FigSjB9 zu{!nnVcccWt<#F2fM1WOc_M=pcyw^U?4$@48e2O%3wA2F@3Rhhy~f5yh&S+y>+_Xa zsQvpd?g1uSO7TjLi!)P(O(jI^7#-K_#cSVimdptT6CdA1YilO>&%mKja`I09&6~|$ z!K;a{;y94(AZ#w(#6TeQa?ep{@NdEJ8Y|GPSJQE6>F-yjiEwdst=sKjgwzaonx#Nz zZyO2M!^LpFOD$W)^JvnEQSEz;&72tIU&#MZ8)3tQ4j8!ODE9RT(#PJOog5wf0Ali4 z1N>d30feV894BMnAEZeW-TO zS$*3rlrjPWgty&8ADgI|4%D5Zp9_(?)y-~+IZ4l=L`@VCS;KE}f+Ln&vlomDXr(#G zg2KpbjRDB@d_egn*~CH1SkMqw+tb-?BgY1#9~mRqjm|guY9@Ko{M@Y~2^SOb+^UhE zZ8P=O?UW2sR>6XdN3)6iN6sp$tIGJPbXc8u(fLhk{N*|NNYBgQB5*J4y<}YMv059c zrNj;jO7nMbOa*N4+Sv!f8VNzZ}})Li=a6mL>2uC@kM97QL=nt`BOyu>+98+cOElQ z@PtcHMO?3T;C6W8lRdaPhK=OCZ2yEpB(p!;ETh~I>7hZ|Ic>5^3UQ2Fb?avksV_4Q%x=almtmW~Trid-fypjmJ* zKA7S`yp7-f!#(R?q7pvFXJLEv8|#8-Zb`RV@x|o)Oaa$_Hr~=#j6rds+Uv@*l?w}@ zMf=0{h5fm_^dY6+_O5L@Z{3oS$)JIXf(iFCAMJWi?QE5D>uFHC!T`cR9oT3s5zJ~J z^@my!A)bZli!8~-REs!oMn)JS$-Uja_AJVHUD48>0fpDlD4$LMUhKFz!EN{}7>L}T zs+z1UQ&8>~S3qe47b7nho3}YGDF%gWssdg3fFoTm5(9tt=|pGzL(aISUPQ;+x5&!b zDxbYVIRZqK)YVO|;n;PC1RBG_!otN!NI+mUUf#{e4^>nEyZ<^K;k|AE_@Yjkq$YoN zf(e*8h|`s_Ief1#upnKFrMIn(P2QqR6To`yKA1hX_x9ExecIXX==!>4 z>&=@ASms!==!&_6+)T>jMFU>=VbN-Z9~FNr%+EjLjOUTeRvChI$3eb#W5dG2(&xl9 zHRIvU!5^q~f}|)eE}kGmlO%W4!B}u@afV!4^caC4Dq^oJGPCpiTU#82xxvFDNS1YW ze4plrt)vnKj*&hep9S}ACM#PVg)U&2`Cu?l!)#8`ST~_L_iMrTDi~=2N-LA z(_9>?W>!UcIQ^A!Wj4uVI=S9QTcL{%I+`jFK?P^5V8Q+e+D(TSIq!Ac!rgyIJ^4IK zMm!)eaihfNu_oY|{|zfU+b^yGVJ3>O{hQ34rx?fVHJ`}7Bnu(?x{6vD2=;bN#i_;W zyYHHZ5^29CKXpb85`~4;h-dflhzH31gU#%fIuKv8-$s z2w2QZdje1pi8nAXS23d6dkBQ0vOBD?ckz|2?W0|#w%HlHtI)5%v#v`blN2~)h@>X^ zj3g_<(zN;u1;GiiX*B>F&t`$%+*@n4R1eXB@u}fUGOogaC2Lq!-l@n_Ek;aLIv*UtqQUW2vZ zH8nMULN!q&UwUBCJFGlvq80)ELPfD`C*t{))0=K8PcmBSl|9^#+t| zU3(A>ZkmcW+BP;jKvJ#^n0DBP#KvH~jA7AEqcflQVe?2l^c?I)m^XjI9=dKDWhq{l zE}+KveFBejGOtsQd!1@|9|W9Iuu%U4)&VSno&|*Nj~O}k^I9M2j|zg5H7+G;1v+35 z(bm(O0lNzZ1xRGioVWE}zn%y1<+;#7kZ@{dX7&mgI@CacW9Ia){KN6v(8%2%;-c3b z|GnKwGO_}zQ}f?jnK<@mS!rP8IOq@cXg2Vtkhz-FN+YTOhA3G2zK7Pc<%P4V;b z)zsFem|Y9d$kq=h+S6Gb?@o96J%r7pwy12w;fMX6TR&k(CL5Q#e<1=z-7a%TXznb32Zw<(#$T5U=`UFtF~XU zJ=tBjzE3E!#U0+7;eL;Dvo{C|WaohC!Q9J}!~(TLV>1bfHfZ(!{(h48qqS~M&@~;C zZ7`If1GAK};ci{{lI1e5%LqS<^F$~sowjs<3PT2VSXEgFaa{RB4Tk|~5foHoN1`v6 zKdD7#YQUBN{`I(!z(9ryO%M#ACS0Z0h@7fGOh|YL`mP466*Tf%L4BS5ic+o4HIWQV zriD6}I>hT&*0t2Q=pZHxeAnjPi@vrU!Jxyw|7;u5!0?Ja&~(h7Dt}BtmNbq3bs+3* z;*`{4-s1a9Bc>^Lt+{ViWm7WuZI+1tQj_Vl!Zz4+u0__y^_w76XG5h~560BlG8^J6FgOZ7w+Hf@UE4euK1t?Yam}x%5O@y^O zD{G+q0iKHwLYv|CxemNA=3#fpV4gsH_o`K(yx}zi{TtJ zgK|d1q+ST?!uKqv>pbq_;Q^s50o_V7dBdUwLp=@OH$%5#`;0FXe|1l0~SmZ!Q7d|sC|pcKOOl5$xtudecduNp)ZyNhYB zt6B&SO4+3#>*~7i_^0RZ@9#r3y}GiJ(_+YS_`CLE(|@wTxfJT{eF=h;PR?U*iseOx zICyYdffcHuxI#dnD`8fGv=}c#vzG2IFb%Rb90dka{4<+0btYJ1!_--B)^FV4jRbQk zC^Qr@yS0P_dS@}nb8|b+Sfo!zfU(KQbOEA^k}`Vnq7lRdf1z1O;Ve2e#3Uq==-lw^ z5TiM$TZ9G$f$kCy3x@#x#K}-lP=M;s>j|cdxz=ijHRGvgoyGt1q2>1rQh1- z=hzTzM4(|&`u%HBSB?t99;HA^y>U0`-agQLbP51v9C0!h!{22AfW%xuJzgsPv(YGY z#T_BXttl&(Vbdo7j&vbvfmA>rSmm^pTzMU|!M?(E&ue=Iit+UHD{vi8WCh)ie`_U2 zMvC-buMpFKF^2{WDogM^SR?9KoZwUtOT6GQC7`{*)L>`b_>&&w(gc%`?}g$341hz> z65x3!&`#GFYTCzasNTzK&rgJM1!fjZ5vZTSWIg)wS zQ_Al0rwng1W-im51Wy{cYW#(E#w-f*b?fWWHu|4fJt3vWYlkInp=A7|_wS#>l!WPV z?MYd@6!#!ZDmbbStz+6 z84=MDWCs@YLcQjXcicU*Z{yL*CqIz~S1M#5u#|A|@SOI`3vNtSAAzT?K&z4+j6QI& zsc9hcIz84H%ovsx?eWuQN=dU=q$G1MyE)P@;3J{_NWcy(@T^kc1cS4x*1d-z7 zM|2{h7(kNE@Qj`2=B^aM`m_+pzV#saL*@?)3^dSigaiaNrS;(gatgmzSSP#vP*8BX zySsaq9JRsjTe)=;(z7m@l-K^H+1c66O)@;ZYp;{$Ddq0TImqF$ncegq6GVn^zPh?P zGBPqC4Z9$rj+dH2Y%thtwgImYsN~f@e(Y~eUqKXGbf`c68r`gQ$)H!5d=g~x5%R&2_>bw>pcA4 zeeJWqv%mdb=kK#FUE-R|F~=NpJaOO8{j7i&^3Snulifxj5Li-@;))0ak_ZBE!y63= zKIuG`mV|%M-$<(4ArROEiyJe;hUM+lJ?6RgwJk1 z-9)NhXQ}4ruNN+lG_K5TU|~CU6>{B=KIt}H+DmkZJnHQ>6%s3Al7ZR$@EaSx0sju8 z;*lT_Z}9%7_xdd4%tYxli&b0%T1XpyfcWC#B5hb!mf?;2EG#T?_eA#wW%1QqTwIj= z5hBO#b+WWdIU^F^ir^PSkV-ztd_*7`q$KtJ-Fr_dx!@bjF2z`m&SX<#mRynk;Q>Sg z{ta|YGT%Xq55&D_UkjA7746XHXC-ExyxD&k4xykRm?`i`hAFi}=`L5?bfj$4novo< zqLTV;*4lshhK@6qd80u+{@`e_JBAbGeTs#PqT=AYTNoxiv1J}-j+lKv&6Q&`YHTXx z4vTRg>JTLe4YX6;XuxlIgwDjsxE7`$loi`R;x|!hJ{14NuKe|MEWAQPe}5WHvHf_- z+rh}3mG*9Xin1p4okS2SB9ZH}f*z&k@t-)Gx~u`SY!+!*S!ITZ=_&{OpqBa8V1Ad~ z?>{yDTc45!ziaMt%t3$skXw`uv2FDBT(I!(Uo+A6l0G3#hnG4!IwB(8E`0az-xn61 zEtbp}N)Ymx6u3t~urNPAzunN_|kns++bM!NDYE#sC0WLXwQD4y%7bHY%gv3U3 zielD7yZ{#s>M!Auks3sV#KdjQ&CwaAaNBx~?^-c2S3AXDj!gZ@eU~w2=X$=56uffQ z6>FQ&ti$p*7^#1q%K|B^Yq7Gja>+bTg)yp&IjE+l2Kz3rUZSI|t;_!3mxd@P4lSHT zb8VR>1TvjJ&J|+5r6^1pHq`{X3l0qzA#k0Xj?%GHT+D}WF3ryyuKf6tkYMeR5Snf- zEG*n*_4LN;OCHNl{uz?A8J)vrs+{HMMkLr*D?DwzY?v8GNXcmy-!UFk*vyVvlucJV zc^z--YiPuF81cF8n~95y&zE9M3F(hPUe=PD*-n{pmf6uV>+%-lNQ{1L$2alRdFimk{n2L*)MEdq>NQ5Mp zQWEi${2w~)Z+682Px~0Of}b{?>UgNDR-}K%MriOpWHTcP|e=B|BQ@Cp(K5BW;!-%@&^$l&toKPih~BTMj1?U^ zCg>JD1!>u>Au!@o7%_6Ti|a8n-^)E}gtKhVK3-~0j^(wxp}2!jMV6(!x~h?s}bB*sUN%)w`Uln}!gUCuY;VbY z)-|ZJhwx%INYm)M>%7FYU0+0=PM&&AG_GhyMs>|;_UY^ux8q+CH2t-&($D;{*&7>a z)4t+T>()ejZN#n)DFnQrcRRC=sFKh(7su*P2OJW58;TVI zT3DTb1ixxe7>KkVVaWdeotLWdD_&=YT$ty!4-=n;uo>=9U2SD(LFTk( z8-8Evt~^%`H+*po*gk%ycvYZoNW%RIH&wf|-MIH|cIL-}?cZq`Nmbum~_pFiu5P$19}z4<2p zlB44aV_#;SAbzUyV&=XVoiVG9WBKvf)?-E$wWNMrQ7)TWDKA3gFlJ`nR8XTe3oe2=md_LXeLce@$g@ai(MCsHAi z>10>t@?dShC$6~666?;L+-iRIn7`e!9jdx6<<@HxSz%}1H{JFP?YcKd zmwS4EuN}zKoaC9g@7u1D&!kzBKIs?Tn{c99z%8I>wgc9yfut129j+oH=&I~+hm|qN zd?@{o-1hD+6Z%)htSO04{UMaP;qh9|XXUSZ?~bt>I#*VvtK{9L6rgw85)6xq%6i3U zr-Dx*csfRVNztxm|J(Z!ef#(~f3sPk5DGzoUlmb#T2g9<1s*%wzZaMO_f-v}SbS4` z>#ttFGWs4E_;G-q*RB=T$eY_NHd=N`>Q9j&*vyomw){08KPx<)9>N3mD@tGL*~H+_RZtJ6tvX_)(9~aabX~z25z#pzJn= zTwNU&4vB`qLpEWOqW|;4y?5g1>DuxEhDXZ$PCRgU59A@cwI4`oZD6B1Rbv127M|$&v0I$ ziMxH;F4;)w6`i5}A=T*0Q-#|0WUO8*$?daZjtur)HW#;&&CQm!&v#9j{Isd2%*f2~NKIQkSJ5lFKmm@!jWG+sVnZ7(xxDdX4DP(+`3Ua}dvHTT(Y=_}C zBxaJ9OON?d^+(5N9B3l=orC@4tf3XBxL)cWt)f=6U|6Xmd`4Cn6)(Saj^?uS?(IvS zCtYphDKmW-5`l>K zz4`Cnhnb$wjaNmuTzRY^ji~C9Ry&k*D~3>1Ud&UD67J*EhS%UZsYGF_+|4IPDbFYpCLGOgy;Q7F)wRFij$D`pI0P>{9uw z!3Qq?Kq5R(*G8M#ZTa3Gn|k#qf~y@=Mm+U@0@!k2MSgO?XO<*^iK=FYeKQ@MMB~Vn z!L0I^EoFDRu-PKNg9G16lGfY&ERlPg@WkZwXZlIky zS@d(fw%WKn_WcuvY$oo}s^&wzr5%a{VH@p~*!M0Y3>V`?qcpF7`n_a`fVIqtviQZl zcKZ-#iQkD}C|zB(zb7#-fv2xZoZXVh`e0Xfv@7Sh{m$C$k-ObVo)&+{`Z#1(4qhXp zsHyf}%~KjjT-{f;V@ne132cd+u)tn2?&=nMr5-(dWe}6Mq&HLb>U=S3lqRj(QC%4C zQVn%4r(l;=r?k76L%ryL92xD- zbR_({RwZ|+zbFT4u~cL=+`Kj6H<=UF(UoIBsH*zwg=R%L)<{pDBBMZ}HKT%{F}Xz) z3rda$dx3F@+%J`E0R@Zo*(3&*{LJ55Hov4ty!b0?6tRlNxrZ5&vWwiD*2;3P*e*u$ zLqe=GU-^x*i;JtxTs-ZzAulpd6GQD>n$6#>-cbJ_`q)fTQD|l9nUQ-Wu0i&$3bR;} zkU);;npa!BG!l}PFm9aJY&NQ0#7oXkDJc=yzw2kSUk!8`QgmzN8J7#8mdKhM>2dF` zn_t+x>}gzIHYLxlc1u&C@4SIpQeA!VzEW41AJtAzZv&O{EE;}Wr6_Pjp|yVU;IJI4 ztn;POljs!&%47U|^+X?iCUG+gjaIdf{RVnW;^aS2|DC1&dprL3M~#Gi0DWzZ7a0Ny z^bNHf%V)>b`E(P3kn8IukKyFxeE#{ax|&*aTpT$$Ilt4UR+)y!@%EpFhKAMv90Vd+ z!?CwvsV8o%#I!Frmq{o|0d1nfCP^_%tJLfzbIwB=8fLXZz0q9tUlley>a|1D>%&<} zc1ztc?1rta!Q>7Ry0@_ri0$L`hlRerz8^4%2f3^h5BByniws%<@aZhF``EhE<>KIk z5{I?X;o)Il-N<)=T+^z^itn3%SfR@2X)oE#ivxK9uWfr0fY zWO6~*{muwRuhSK}Ju7MH&ZZ9-ZICV~T>!-N_D1a4i-?GLde$8bHZ+JN$R8~yd7+@9 zCJA}Cwue$hKI2Q+++P`5T1ig6Pf3~Nx{m2>h>l4>h2kS}A8+C$oy%*Hc8HZG%|B2k ztgK4l{nPIGG9om;AMJEi)s7L;v3z{qr-gfEQ-%6JebMo2YHNcf40BZS-rCvG$wtG6 zezB`L$_xPu1+4GIsUI;jm+3G>NW-D+%d@Q@aq2Y1C+^2@x>D!n=AxrX_V#ntONf}% zUi95VdULmEK=R{LCZg&eZ}@#SdRRZn%P0(K=*sCAANU0s$I3l%39Ai{`&Ds(j~>S) zwz1hdK6c(Km3+v+#FV>?eS`P22Ed$Q3kRyMk&NeRqN7U- zUSD;85nCvDHcou~S}=Kh5dM*znJp7lL80#&o)=wJ?*cR8>FN3B&!4lSt&q>3H-|F% zios_k;N|S@>=fBgwfFXxSK>KeoF3@Zy2fBU|3soc9rvYe{t?0Lu3YJ~?6zJ6FHu+V z(p4PY4>KiC{f&t(CM6r^Kc1sL~5P{~h@F5zX#o<5xwQhIQNLd#qYNLStgGhE_Z; z4#wmY_@2B`Ks2;I2|j#3^{y>9-k7c1BeZ8k982LLKe|;{B(trptzqk@iFz+DNy+xh zi?a&Yov>^GhPdwG{qPy=Wk!X z-h^#=uaXh*Vq!JEhHs=kci^WN4YBPVqXV(ly3MfFWab(k$^auISsxzJ(4tW7^G~v8BSzf;oNJ z@*D?#@&;cF-`{wH!XJf;PDM&enw6D>jDi^|`EX}vhv1p|rqvT17OHn;vH5-*=)05* zQG&fhy~{7EZ62?xx7a0&*VUC9`f#UDkWQe=tl5dJ>HXrqFm^7je9}ZCPJYPRL#_O4y3EmXMu#um?<`~1p+&kZQ zw{$4v@NiUX)|4vTE~jbc(DQGf9Ux*+`AzlKM)Nca^&0auD_oB@nekqo-zxINzwKQT zK)K;uNwGOXos@2E`IBU>Os4X0!Lt| zLtc%WRLk1iT~4f4i?vUR?PF)IXNGrOf0LbE7^_FhNlN~3*-IZV!$e0XfB7BY!>xan-{Z6Y+n*u^5BZbCd>f_L`f#-L z<~oBQXHS)Q0!d!w!58CEBl<^A2#x7^tsf06pBF4B6X-MYU08k{jhI%`E<%rlgK1vQ z&5C+V0-A3b0!LH@D8JR#rme3kt~ttF#p@(iW*9_#C8x6L;ET9BEO_Q+=uJ z{0x2u_ZzA6mZ4Mat8$TaYe)gSI^{PeaVRdkj>gY#WL#S63%*v8JPi=9D*1J2%=p(a89!iB3r>vjeUJDM7Pt5GQ zY~f&hsjHSusj#-kL^Ft*#Q6GERoq&vfXvsDUmRUyQ;J%o3Ry~w+`HSF&vvcWUJ>x< zMj2U`bnkYSOyPgKx!N3vv(VW03VVs9r$>&E^5cnKZvk&KR%Kf@MR)AOwf7UsKO41- z9%XInC8l&87s1kghZ~Wd@Q?}EoKeljC{QaSFuI^1)1HlU5@vEbg-@8XkihhW zu!Za~Vam)W#%dzV+Am*+@DJ2c(UtX=DWVm#1e`Xfw(74EglRx#R5n@?GGJ5`hB!e(*wo2Q!U;lx2#|Lm39@`Rb#>%dfbi=pGMT@Vs(dSmEP8 z=*%?kW4IDi*^1ROV&>|<0#$rBMQ0@`bYDM8S-gk-YGsAg=k5KC!F&TkpP+u8uXOem z8fkg`)q}jW?jd!h?b)hy3JR<|Khh`c;qdOjRb!fa8C6TOS`Il`psSG9A~V#>e7mCMI>UFT1x?m zU2)P`g&-IxJaf)PHnB9gy<+f*;OsY^XR7w=>CWzO26NUpzs8{S zUvjA(hR-^6nyQhHDrP>m!=$YZV~lU=bkwvTmbUMP_0X?b;VF{^NN;gB)8`#m7@Dir znm$Y_xbGz_XdGTjXO%`5dys!2JBP@r4U2FSFII_5GxmAcc{PO;A{5@xVzJeYYS;2y zJir>qWHJx+SuVCocKZ8DgWUL4>?Nwwn$AY6gDshA`_hy5_g`RtUmQg(sab8bDsd`( zPQqM#s_Y^PlcgyYioSpWDiU)?Sj{6}z@ke}RT&T#6~LktUuLV=vEdZiu~plrnq?g@ zxG#!SbvDZ0RDq#78*?!;#AgU|`VC+l1*0;jS2!j|GX&Z@Tf4ldoEv1Fh77d`@dfgZ zl1cu;!Yk3P!NEbBx)a(bPbSQ`gbs$4SnG~c<9^N8p;XMU;i2-5;`8I7mOjKL4fqDI z#jx$O$JNCVd0kfa?%o~^UVs)0D=RB;P>X7T&c;k_H76NI$)2^my!`92d}zeCa*UlM5nJW4BodkF7M6H&Bad#CU6#F5VJHx-K>O|N}P!ZDrj0& z_8k-YH@qKfpI$LmlhSRkvu;(Y6Ya7*lNpK9F&%b_A0U!(o=c7iFHHQlL9#pNQY<3< zx7TUy&*0f?oq#_rbV&ngSHfK=;24TG zKQ}t9y&n9|X?#Rh8usFuzWyJ8V1R~mVDb9mpA5aFq!SkQnk+SkQek6bqfPxq`N`YU z1b(N~)KqtOcY@n3VE_2|_~=yn`uZ6PNjk+w9hty^b#*-o?n(8UGXXq_;Bn#w(^X6-hk4W?b^VSnuEd_m@6jID zM^xfbl_8I6v;I~L(X0pUc6<0W?fK${ZKhCN;pmH`HR6lkP_lQbGdoUvcdM)Tn?!IG zOl%V(_r_#IZ0vRQPxNDl5gEIIxUKDu4>BqM-#y^Ym^I5k;c|GMAH$A@U#8@J<83_g z#BK>!ltt?Yn^}KyFgXv!lef*Akv%$I7YDC$RJ4D*p<-gP0^G}&kS}dkR%C~6+Y|fP zre+6)$_T=@Z)g~u0*gke8Khp3Zj)R(?Kk_;NXn%48mdGFT^?C7aVnIwa#*j{W8Ly9 zL?N85jVhHXt<-#ANk97Cij5#KciZdzvBaZ_>kx2pqAT~Ve>U16!^3j3o= zLyquWLWPd1{6~GqbpmH-`lPnM)Gg)-0b~D53jmvlJ7;yzlg^!Zl4d-8>U-Bv+Qu97 zt61DX+$M{XN3*7C5?vgN0{SEJ`T~J-FMX+e&1|kT@1Eao$(b4(qf@lw?ET)cAcdTr zi*c}XwpFiN=l+D5xkq4gFhuy01Z*-iG+8AFG9sub16D`HB+=s{!^gu@i%b9`Y!1Nh zq2t7%5Kyaew$-k0KpOQ=uFpsClo9vsbjB}GIK-nDYu9&VCHay#3o2nr1B z#!^$;HGT1-zt)ZS3+fxbl&go@lh|S0nt%7WW*>ZVG*{?)$0XB*7gfac07F~MtVn1c z^pC|D+lGf>wBPpovV8GAzE50sJLDnK<%u9h^YELn3ZC0BfA+ENw}LJCL$)?aDJk<` z<$1=#K*U_X!o$M>^MkoK9n~i$L_fBKomYZJwYS_S?7aQ^^F4k@=t(Ilb-Q9@L6+h}5Y6Mv91kK6v@6PLoG$^UD6nDdx5H68iK_p$8A|>3lop zFqHbbGhjSMRUeZSvEW~$`PL#{Xt`b>fK|y+cjk;Uu|L>xqcxVqaNxw1i}^K=|JKZV zT2ZDuBZ6M9YI{^o2p&i z;r7}@PGTdWZ&;Ox5oPmFK=@#<%=d&@j-<3ZqNNoTl6>{Atd-rP^wPP~D5{Z1vQGsF zL)tjWg0IyRZxwS!-a{2>??fqG*5%I!VxX8RjHH5vKUqu`yHxo|HOnJm;NS?`EqzK# z($&-Z4Jfq!;_#P{$0-w-XkWz@H9O+XeV@19B2T<=4F-)??LyWzJ${ByJFM(|$Xchc zU%~8Jj;gJ*(BVrF)=ZTi4=Hvipt6m!7_ku)6znt z()B!91Qw>!pe1l&VIe;L?q1A9Zvy{Xk+Hw8H64yM5F9&mEkNO<(p#(!XMy_yf@8>x z3w%h9$1}tm0tpXQH>bFoHI2Onb^&wm9~&41y4g|zhFCPdkuOD^DyW__6o{{EUihby zU2KdHgp8lhnP8p9&l*uZK5|_~cQK$`vn}klG~e=kv~^$;cIZRvQk&Z*kvN{iWc!2} zhp3!8Lx0F{y6^p}fctTO6=$V5H7TFH8I;u0Wn=I_1X8>X)Q;=^Uv{H*Tt9t{GKK}wR3X@ zGP4J<tsU>)UqJ!!x^I#9`Qq8JPO{?vp`?Xi{Oca)|y@@2Mbj z2z?y>w*XB>9<_x_(6opO*>DyG0tC1=N3^7yaTD?vhorX3?{uz}2y)F45(*MT4QPPjOde zX4!6|C)hY@_P&5m!xd4V;_1rXwzLRWw)Xo#oqiTdmD4?+uX%jdLTWdGr z|6n-v$fzyLT5pvOoI@A*X*@luu8T7~Jxz-pD>Z;8il#8A0r{Q!E^4zH?S2Se8HF4g z)u+#oYCCYW<$iaVn6k}+aT^bQmjcNe>|w~5E`PtrF)%dbv6->*W=qZSsl>CCW0QoC5t&5S zKqknl>Mbv>(p&A{f~AQMw4ZhvEMqcpa@sAlfBEp?1BkSWii&{Ve3diek3)%#+5Bq+ zk?dNWZy8@ufs(P`_xd&=yI<^#h|CxV>Jvy7 zUe9yqf7lT0bj2*Px-Uz1*oJgI)g4*XC4ZcsPNo>R5k&KlVL7E>X3&l{I%X%mv7> zq-w+|j6!$c&MnDT`F{P~dQ8$N%4CA}h&YI*sR|Qe*(*Z*B~$+W)HZ1(Zmk+qWEcA+ zlQ;fIbOVb{jr00AI}qS6ze#-X_xJbn(*eE}UU2_GtaVWIc&GI9ZM(~BPAbVtD!vn8 zY3s7*%YAItlNN1qMrprK}(7bq*jz%V7bTSatT*lPb@PQ}9|5;o$<1{+{eEf{t))vdmIN1xWX_w6x{k z1j_~bCxHxO0rKZ6LyCOD3U3bW4O@{B{a=;6P#n(=H-Oth{~#*bUgNT7U|_J+moy7L zt~EG#@3_K7u}lYpa7J<%hfLy4PJPjW8NH{rkQIg8Lt2R(8sJ!SNY~C4(GZy-tN79K z8721N%Jc-jxJCu8$##^ZIzEay&e@7#sizes?|bj zSU({~ZXaK|ZQJlJCc4}%0jSBPU3xZc_YGzsG?k8{kF{R8h$OXA> zt}VT;|D2=wKpe>=VS0j3yI}Dpf$n`aGR*WU_cZm$DR{&EJK;ly!mwiFcpbiG zf!NJex~5s>BVvufVGHD+!zp4ljpDC`n(*}+*xy|UD;{m#5v9+Ita49W+Kahk7|Tb` zpRJ(BY1*4>OhgeTwPO5tRO!uzv>f67`yGoH2s77k70X^7qMA4c&euxbdy7sbPW|}itu<8fXaRvZK0X9O6pc#p5jn1; z@k|8)+daN98yPt-93}>aP7ZAq6%+YhE;&xj2NBZ0$}F9riqjfUK=XSCbJ~@(>LB%# zL@KK(jiSKuEksW+mBsC=?Y^2)eqUUrBc1d=5AKy2$EFkBZu#~+L_qNBbVNr@jRY6B zf16p=>$&DZ1;EYIvokC<@t3JWCJ~n#Wv#YhcYoDeP5rR#iegoemNp<+0{;W#{XKq1tDiiU88V}R zgpB1@6M*cTvy?lR_xv$QcL$zR=4q5=|G`2QxmX|#{<$^d^@P){skVEJa)HZ%x4(G% zmhV{d^80FswIzcV_sUIxEPK1Vu1hhd0s;cC|Le{+s}lv?`0kHS63^Cq>1HWwME$6) zHZ?Nhs?kSeCe^m29UXWHKDaWp?U2?@f#}c=dMpJ7e&H#hv-OgXA3p+u0FaF*+M6WI`bE+c zcoc~MEJQZ@gxpS2>Ky-~t7yBGf|CLnj@(cDPI)BD*}4l@Tt`5?;o;&#`wJam5Rq8E zNRrXrRx&NVGZ{d)BcBKFgT%(823Vk$kjwej(Bm{!be5fVa9vguo5 zp za+0T3G&fqwD3w2~{c?^?TP+yfuVwa6p=N5wZND5$3d{4B64cZEG` z_K=Ygh|J)Go8|gHQA9shR8$O@Swa0xQc`j(U%ThS^~vqMf^1pJ|9_!C9#r#)vcj+i zjf&TT9;f^2B__4oO&Gy=P&98ayoU1!t0Msc0YHDGq@;kmotT&i#wUV+wgI(psQ+!i zqCza(Tk7Gr|N8(mbs8{qza=Yt#R(*UW)v9D34 zCQ)&+pC^k4%Pz?{=4x#6b$8(gtQqV%FTyNHYUpqiVRUw z%EKBGJr31bSqrk1G9n`*J)s_Ua&jVkc{~pV!n=dq2m}{u3#OfDS~<(f$;+Z|+!T=F zlaTNNI7srktSl`Z9vXtAA_04%IN_!V7g>e%ugItc0 zJ$(tv0%~e%$e9JQfZ3867P>#krAcNx)oUKS4T2Sv_GnA zmuIu{HIvOXQeHqfY*$oNQ~Uep&kig-4k<^o*4)O%MI$PuWZEE@z+(XuejJVh&5GA> z1t?nrtr6a}7`Y3)5qFI>0%1n`PP}QB?-nuVr_j{zHEpZOIwL=9=Of`+Ta08w3YR3{ z@)qz8IOC(kL(jb)9-!Etm=8Ym5!nV;jVCH9CPq$Cl5lghKv!6_J%-cNs#AUR@ZBTm zqe%EQ%i5Qn)F*Ui1skYOVDFQ3+Uj`GJYX%5awv$lQ+k~jnGK{q3nGe_4@#;YI)(Y zfQ_}aLOOE<8kKZfv5zLOd005#PWA%}udJahV+P8S5bDvWz@T!5cu23iFV?k0VYTl* zd20lw0rh4ptM#c$yAg{6h&IT`$mDcFQ2DZ$c!C_qW24iTC|FWleC#enWdzk}>9j$C zazZd6{9-$l$k5O?=f}3ETfbaEKESAw>wGw2nm`FnBqG-957|^zRTJb*wNuB|EbHG# zg@^CMwuW8=Yzl$nv?!gqSDT+>;^NK#W~Qg5m06Cl@bOJnS;D0oAm2o{1qlG7YCaRo zrR9rUpk82iL2y%t@lW8P%E3!gvQVe9cpZ4r))2}ofP2R$C-)#8{ox1i zpg;?yQ*v&rXg2+K|LI+zvJb)!ZmaPZN*B$|;!uIl)8r9thvyC?4mWs$wKP~1SQ_8Z zi4xPCk=598a8uZ0?ye2|z85kdq2vu#AtNPa>)?Qeg|z`REAs)w7bGO4?x7nuZh(=E z%D}_Sd_fNv35|>#1$zO~V4_&^+rV8x*I|Kacqqxq$sk=3k-Le6Pxa{qeeRH*-V(-d zBp>hmuAu}1F*N;~NIq(^BkZz>Ok{raPq=TFx=DqF>$kVJFV2pjI(@V3eWFa0cV@5c;JK~Ll_K28O$Ng_VRbXm5 zXfG^=Gk^Tx1=WmaekDVtR$|=Qm}Ni69^@#ofJugX1+E8IwDt47YJ-;BUDUd|vq8kH z8Yb*ePl%L$cBhGvnb|u23olyAh=s$`8xnJf=N8A3cbPvW*z83zYXZjx?z03CSZHV{ z+^WrVRavCdmy_dTBV*&3jFOTP4|n(6C|5T(&2;nF{2^o5(g;gOyng^VvBduufIl7q z<2?f@64ZQUX@>^BJ%2z=-M#p)t`ZO-wRd(_x$Mz)6$4|#akK;@Wuo$<=PG5$L(W_c z&JWH2mOu(EASC2yZ!afH=)bp>n6Q9kMqWXI80{t`F<0v)eb8EzHevxlYokH%2Ev;z zFk#@Y7w|@q!;=QL0wD%6k<<4$LLdK;W$cmL)chGPe1n5|7vtN27>2i-9{0Na90{mo zAOTQRQUYF9KNx2qJ9@iLIM~H90bz^*J%Ga*GT+_X>@GXR+7N*Ot zog+D_knC0H|MY8WY66c6bY-c{>?M#q!T5KJv z9ToxfTZV7LNZC;H)`qkcbUCB%Et!Bn2CMAFfxeYwZbud>pfwv!1b&{MyL)+gnfigE zO)m*bCLuzne}N=RH=jJ`-GfT{a$gc?oOfH%u;4tC5jwWOY_8wt%F5vf*OUVs-D*yT zi>+q~`2g=+{$(EilNq*(ujcH`OSJ$#34~~sjvE^Ag2!~azryKuXf=gEMtCnJx60qW zPO>xP6ChJs+}sqhofGHbsVJzwtb!~O6^FvA`}q1sUR{u?LEjg2a1pWU)Vy7k?)r7U z?|QL1k^{=FHvnS6N*)`8!mpNR3nOcSn#ag!0cMvs`;3v`_N?1hE$oB>^^)|Wrt6eN z2cR8@4}b#AavT7;9jkWLLihFA>p4O`iwg_Kr>82_nE-a5J$u%Ri4H!k4(MI4=>C3 z7jObaQo@lBq(xi`phiq4O~rIQ)gjw@c|$*-<7XK9Z4+BnJVc^^q+WbeaZ`}#2jV_O zi&xKLWb?O%6evfNls$vU5h7iFH(T#9F+O=4nq+k5{p3|T(S;|Jc!xfp(!C`?2t0X% z^NI7ODyvG54$=8{%Xc}%C6ijDqs!8U zJ$67th&LDd{uQVGBI|b(1v&tSZl&YnWW=&w*?Usxf1+ij49n3}@<(QloX5ZRE!R3(4Gli11w}!NMO)6& zLxqf?d%~XX-O=pWHun&*xW@fKS7(gEC$VYGBm}wS7YZu0HcgqyX>Ye_#QpTSttYum zd*dNur>CdWK76RGxzWX14`?9SFb>6=mQLtLAD`PD(c={-8aGEgKlAL+*EcG)u(3Ak@P_{MSO5L<;@LNx}5Z9bMaQR zxw?iZ$O=fPbZimQG$&`(fKjDoWb&elnW{l%39B*yT4IwH7!Z^OtpbA9lck^{eZtM= z?TQ;o-h(d7@XU$sj6~F;>V;$+$rt6x%z*~{hDKeP>(nC7G7ku64>P~8iyp_ptHh9P1iZVN8vFN#@K ztGKbmFh@#CN}0A`P#VGyYiYpHLMj&&62cQB3$o(M<;1hOAXY&6_sEeETbRVk<8fDiqwv}e`GIKnYPAG36cv_nC;wkN0At^mzC{?oCj+1kZz*T8AF3M(0C&Ka|#(q z*L$8u`pr1|)QtEacY$HXQf&H6G^qVwbX@<}erys$azuQ7yfNniN^C09O?RPZkAY1Q zz3+3w8{e4h6Daw-7*5uDq!YOWXGUmRpRYU}k|QT6Mf~tZgMQ7-kzl!Mn+_e{P*J~= zs!ZqR>9ZJDF>qPT$k0*F`(dWJZuhr-d83-cfJd$VQx*An|C`L1*N0kc9VVvVddSIK z(GNXb>jbZF<^mmN4UbsN9m-UHBoA=QKkQee^0_hGt|VJKEVKIPX+h=bix}B5ReIxf zWklvZXio}W5ar0tYkxLAZ2KmRXI5TVjPeE_wdnin*(+g2NLd!(QiVPKkAb|E_9LaK zwXz$a5_#Y z*0`ot73dRX3YPKlsEHKpls+l9$MJEQq0>hi$MN}D0Ep%SU+UYpTwPfS!hiDM5rJTg z{`UXfX!`G(?Eg#iy>}Ac7JOI0=j-nU_*YZDBBw_vY4VeH*e-wkDWRYT?7?-bwKsD- zEKX)}@^9!m?*IaBRRobt_Fo?@Y>^iaYITy5lC~BXX$a=>x)D9t|GE|n74Z3Vu(}m; zF&xHo%>jLvV4~(BB`OjUt#d6wlo?Bq5MK8sgmow@-HJ38KHnB=#*g9~-!bpthWy42rH|Viv78iff1$7|{Rh113`e&Gs>}k+HFp07n5=RalOF z#@!uK5WXki{DO%HbOt|GHR`V}&mfltdjJS?(#crxv1JaZ>xif*kP0n)3lZX2X7ke* zy4W8ANTEpZ*kyMC8V+jVER^^90CHGswwrK-&kG@+`3H^nCJI^#&1O&j1tSA75f@Ov zqU{+;o@79Cyq@|YarOqGfvF|x8@U2Dhm4ASzM50;?%g}6WGbLR$~g(iCy&+mHV}^5 zb?y`Co{o-(K>k3+ISm9Qu>Jtyzu@kUYTBURdo$P1+}M~-zCd+Wgl_gXI%P)<=NA{| zv9!Kw@`+HbP69r9&weESrLywE;-Ycl;qER214DLs9;C=vWL$rL;s|q*U_N;MIiB56 zqHKgoAw&6BrYtSS?c37w@^z3}*Lz-2xIMp-j2G|I7}nI&)5DQ{-MZhS2ww>B?j6#e zJ&l4^}~K1A$M2wQL~|7I2b$W4ih%O(qKXQlMzBP&Nn~ z@G;Rb6A1tlUIEzy*R$u-c6YDo87wR;9Li8wURYqmEP?7Y(5x!eU-0SV-A`9CpfTmw zuei4P6?;BWw4ZEDUD6M~!d?a*V%5G1aNfv_89+o3zyO|&(3F{(37yAYqcX6_y6!tI5sa#<2dA*b$Myv#{tkQ#3k%bA zStRrk!6hY~fINRMQWuc8g7AesboD?COqb7q2X9J}9x3sw+*)RcE1wdH>!#mVBr`G$ zA|_{OaNvhtfMFlR8^YcO1R42HHV9J|WmO=*le>q3@Q2O9RSvR~>yDzs^@&kcp&QBh zZ_w{t=X$lc064?IdH$F8uyFwenE()(=VHc112!>=5h^;>t&2#=3@oAHmg6f*=^^VAxGhMAV9?XzuxZ`wSu9c zkOeI?9DNev;@{KL^L6VzVfV?A5hHjp04;o=fApw`RO9ICa_fr8M)eNbP3SYh!NQ7= zP6Iocg=VJ8bKu&blR`*H==KK#P|Gake1^abqzWk0+(0}56$k*KN{Wiz2iHg%$a`R- zpqTG@zS9<24njlV4Ca@Xi0@^%Q1e7F*|aRaYq> zD43AGGV67f@C?3r0e1@deWc-V=F6qEx4@swKx%Vc-2D0#`jYPK4PL9A=-`YVe1c~^ zNy1maN`q;Gz~2N+^yFT&2}Fm-3X%`M!fHRHqpLsP?SiRefb{>d#qf0$AS5Kj#nsEl zCn7S*vP%39@ztXBBM|t*3u*>;?%a_-Lm(2FAeJ#dg@hZ}dn}aqF6D4HAbvaq2Jkb5 zAh^Ho57b}UO_<9xronFjQw7CiVjX9Fp!pwLC#9Qz8=(IpdA;r7ybpeU*9}G2yRhD? zzVaQ7je6lL6!ZBVXQ)-roS`AOVfAUCdJE~EAn4`m)ItYBRpgyn zK|#R-*9&kfTn5b_p`cQ;*UL{9+&ZNiin|MW=pfg|{QMqVIy@?>{&+4(HD4 Date: Fri, 1 Nov 2024 08:33:13 +0000 Subject: [PATCH 08/10] Fix issues highlighted by devtools::check() --- .Rbuildignore | 1 + DESCRIPTION | 4 +- LICENSE | 203 +-------------- LICENSE.md | 21 ++ README.Rmd | 2 +- README.md | 293 ++++++---------------- man/figures/README-createQtlPlot-1.png | Bin 14565 -> 14645 bytes man/figures/README-unnamed-chunk-13-1.png | Bin 7990 -> 13930 bytes man/figures/README-unnamed-chunk-14-1.png | Bin 18851 -> 18881 bytes man/figures/README-unnamed-chunk-25-1.png | Bin 12513 -> 12502 bytes tests/testthat/test-createQtlBubblePlot.R | 6 +- tests/testthat/test-createQtlPlot.R | 2 +- 12 files changed, 107 insertions(+), 425 deletions(-) create mode 100644 LICENSE.md diff --git a/.Rbuildignore b/.Rbuildignore index 5289726..f0642d6 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -11,3 +11,4 @@ ^docs$ ^pkgdown$ ^.lintr$ +^LICENSE\.md$ diff --git a/DESCRIPTION b/DESCRIPTION index f119ca5..42ab14e 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -15,7 +15,7 @@ Language: en-GB License: MIT + file LICENSE Encoding: UTF-8 Roxygen: list(markdown = TRUE) -RoxygenNote: 7.2.3 +RoxygenNote: 7.3.2 Suggests: knitr, readxl, @@ -27,7 +27,6 @@ Imports: dplyr, futile.logger, ggplot2, - lifecycle, magrittr, rlang, runjags, @@ -38,4 +37,3 @@ Imports: Depends: R (>= 2.10) LazyData: true -VignetteBuilder: knitr diff --git a/LICENSE b/LICENSE index 261eeb9..0b1c244 100644 --- a/LICENSE +++ b/LICENSE @@ -1,201 +1,2 @@ - Apache License - Version 2.0, January 2004 - http://www.apache.org/licenses/ - - TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION - - 1. Definitions. - - "License" shall mean the terms and conditions for use, reproduction, - and distribution as defined by Sections 1 through 9 of this document. - - "Licensor" shall mean the copyright owner or entity authorized by - the copyright owner that is granting the License. - - "Legal Entity" shall mean the union of the acting entity and all - other entities that control, are controlled by, or are under common - control with that entity. For the purposes of this definition, - "control" means (i) the power, direct or indirect, to cause the - direction or management of such entity, whether by contract or - otherwise, or (ii) ownership of fifty percent (50%) or more of the - outstanding shares, or (iii) beneficial ownership of such entity. - - "You" (or "Your") shall mean an individual or Legal Entity - exercising permissions granted by this License. - - "Source" form shall mean the preferred form for making modifications, - including but not limited to software source code, documentation - source, and configuration files. - - "Object" form shall mean any form resulting from mechanical - transformation or translation of a Source form, including but - not limited to compiled object code, generated documentation, - and conversions to other media types. - - "Work" shall mean the work of authorship, whether in Source or - Object form, made available under the License, as indicated by a - copyright notice that is included in or attached to the work - (an example is provided in the Appendix below). - - "Derivative Works" shall mean any work, whether in Source or Object - form, that is based on (or derived from) the Work and for which the - editorial revisions, annotations, elaborations, or other modifications - represent, as a whole, an original work of authorship. For the purposes - of this License, Derivative Works shall not include works that remain - separable from, or merely link (or bind by name) to the interfaces of, - the Work and Derivative Works thereof. - - "Contribution" shall mean any work of authorship, including - the original version of the Work and any modifications or additions - to that Work or Derivative Works thereof, that is intentionally - submitted to Licensor for inclusion in the Work by the copyright owner - or by an individual or Legal Entity authorized to submit on behalf of - the copyright owner. For the purposes of this definition, "submitted" - means any form of electronic, verbal, or written communication sent - to the Licensor or its representatives, including but not limited to - communication on electronic mailing lists, source code control systems, - and issue tracking systems that are managed by, or on behalf of, the - Licensor for the purpose of discussing and improving the Work, but - excluding communication that is conspicuously marked or otherwise - designated in writing by the copyright owner as "Not a Contribution." - - "Contributor" shall mean Licensor and any individual or Legal Entity - on behalf of whom a Contribution has been received by Licensor and - subsequently incorporated within the Work. - - 2. Grant of Copyright License. Subject to the terms and conditions of - this License, each Contributor hereby grants to You a perpetual, - worldwide, non-exclusive, no-charge, royalty-free, irrevocable - copyright license to reproduce, prepare Derivative Works of, - publicly display, publicly perform, sublicense, and distribute the - Work and such Derivative Works in Source or Object form. - - 3. Grant of Patent License. Subject to the terms and conditions of - this License, each Contributor hereby grants to You a perpetual, - worldwide, non-exclusive, no-charge, royalty-free, irrevocable - (except as stated in this section) patent license to make, have made, - use, offer to sell, sell, import, and otherwise transfer the Work, - where such license applies only to those patent claims licensable - by such Contributor that are necessarily infringed by their - Contribution(s) alone or by combination of their Contribution(s) - with the Work to which such Contribution(s) was submitted. If You - institute patent litigation against any entity (including a - cross-claim or counterclaim in a lawsuit) alleging that the Work - or a Contribution incorporated within the Work constitutes direct - or contributory patent infringement, then any patent licenses - granted to You under this License for that Work shall terminate - as of the date such litigation is filed. - - 4. Redistribution. You may reproduce and distribute copies of the - Work or Derivative Works thereof in any medium, with or without - modifications, and in Source or Object form, provided that You - meet the following conditions: - - (a) You must give any other recipients of the Work or - Derivative Works a copy of this License; and - - (b) You must cause any modified files to carry prominent notices - stating that You changed the files; and - - (c) You must retain, in the Source form of any Derivative Works - that You distribute, all copyright, patent, trademark, and - attribution notices from the Source form of the Work, - excluding those notices that do not pertain to any part of - the Derivative Works; and - - (d) If the Work includes a "NOTICE" text file as part of its - distribution, then any Derivative Works that You distribute must - include a readable copy of the attribution notices contained - within such NOTICE file, excluding those notices that do not - pertain to any part of the Derivative Works, in at least one - of the following places: within a NOTICE text file distributed - as part of the Derivative Works; within the Source form or - documentation, if provided along with the Derivative Works; or, - within a display generated by the Derivative Works, if and - wherever such third-party notices normally appear. The contents - of the NOTICE file are for informational purposes only and - do not modify the License. You may add Your own attribution - notices within Derivative Works that You distribute, alongside - or as an addendum to the NOTICE text from the Work, provided - that such additional attribution notices cannot be construed - as modifying the License. - - You may add Your own copyright statement to Your modifications and - may provide additional or different license terms and conditions - for use, reproduction, or distribution of Your modifications, or - for any such Derivative Works as a whole, provided Your use, - reproduction, and distribution of the Work otherwise complies with - the conditions stated in this License. - - 5. Submission of Contributions. Unless You explicitly state otherwise, - any Contribution intentionally submitted for inclusion in the Work - by You to the Licensor shall be under the terms and conditions of - this License, without any additional terms or conditions. - Notwithstanding the above, nothing herein shall supersede or modify - the terms of any separate license agreement you may have executed - with Licensor regarding such Contributions. - - 6. Trademarks. This License does not grant permission to use the trade - names, trademarks, service marks, or product names of the Licensor, - except as required for reasonable and customary use in describing the - origin of the Work and reproducing the content of the NOTICE file. - - 7. Disclaimer of Warranty. Unless required by applicable law or - agreed to in writing, Licensor provides the Work (and each - Contributor provides its Contributions) on an "AS IS" BASIS, - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or - implied, including, without limitation, any warranties or conditions - of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A - PARTICULAR PURPOSE. You are solely responsible for determining the - appropriateness of using or redistributing the Work and assume any - risks associated with Your exercise of permissions under this License. - - 8. Limitation of Liability. In no event and under no legal theory, - whether in tort (including negligence), contract, or otherwise, - unless required by applicable law (such as deliberate and grossly - negligent acts) or agreed to in writing, shall any Contributor be - liable to You for damages, including any direct, indirect, special, - incidental, or consequential damages of any character arising as a - result of this License or out of the use or inability to use the - Work (including but not limited to damages for loss of goodwill, - work stoppage, computer failure or malfunction, or any and all - other commercial damages or losses), even if such Contributor - has been advised of the possibility of such damages. - - 9. Accepting Warranty or Additional Liability. While redistributing - the Work or Derivative Works thereof, You may choose to offer, - and charge a fee for, acceptance of support, warranty, indemnity, - or other liability obligations and/or rights consistent with this - License. However, in accepting such obligations, You may act only - on Your own behalf and on Your sole responsibility, not on behalf - of any other Contributor, and only if You agree to indemnify, - defend, and hold each Contributor harmless for any liability - incurred by, or claims asserted against, such Contributor by reason - of your accepting any such warranty or additional liability. - - END OF TERMS AND CONDITIONS - - APPENDIX: How to apply the Apache License to your work. - - To apply the Apache License to your work, attach the following - boilerplate notice, with the fields enclosed by brackets "[]" - replaced with your own identifying information. (Don't include - the brackets!) The text should be enclosed in the appropriate - comment syntax for the file format. We also recommend that a - file or class name and description of purpose be included on the - same "printed page" as the copyright notice for easier - identification within third-party archives. - - Copyright [yyyy] [name of copyright owner] - - Licensed under the Apache License, Version 2.0 (the "License"); - you may not use this file except in compliance with the License. - You may obtain a copy of the License at - - http://www.apache.org/licenses/LICENSE-2.0 - - Unless required by applicable law or agreed to in writing, software - distributed under the License is distributed on an "AS IS" BASIS, - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - See the License for the specific language governing permissions and - limitations under the License. +YEAR: 2024 +COPYRIGHT HOLDER: rbqmR authors diff --git a/LICENSE.md b/LICENSE.md new file mode 100644 index 0000000..e3f659c --- /dev/null +++ b/LICENSE.md @@ -0,0 +1,21 @@ +# MIT License + +Copyright (c) 2024 rbqmR authors + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/README.Rmd b/README.Rmd index 963df5a..cc4fb9a 100644 --- a/README.Rmd +++ b/README.Rmd @@ -31,7 +31,7 @@ devtools::load_all() [![Test Coverage](https://raw.githubusercontent.com/openpharma/rbqmR/_xml_coverage_reports/data/main/badge.svg)](https://github.com/openpharma/rbqmR/blob/_xml_coverage_reports/data/main/coverage.xml) ## Introduction -The purpose of the `rbqmR` package is to provide a repository of r-based tools for the implementation of risk-based quality management. +The purpose of the `rbqmR` package is to provide a repository of r-based tools for the implementation of risk-based quality management. Tools currently exist for diff --git a/README.md b/README.md index d29b9bd..0949b82 100644 --- a/README.md +++ b/README.md @@ -52,152 +52,17 @@ data(berrySummary) berrySummary %>% kable(digits = c(0, 0, 0, 2)) ``` - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
-Site - -Subjects - -Events - -ObservedResponse -
-1 - -20 - -20 - -1.00 -
-2 - -10 - -4 - -0.40 -
-3 - -16 - -11 - -0.69 -
-4 - -19 - -10 - -0.53 -
-5 - -14 - -5 - -0.36 -
-6 - -46 - -36 - -0.78 -
-7 - -10 - -9 - -0.90 -
-8 - -9 - -7 - -0.78 -
-9 - -6 - -4 - -0.67 -
+| Site | Subjects | Events | ObservedResponse | +|-----:|---------:|-------:|-----------------:| +| 1 | 20 | 20 | 1.00 | +| 2 | 10 | 4 | 0.40 | +| 3 | 16 | 11 | 0.69 | +| 4 | 19 | 10 | 0.53 | +| 5 | 14 | 5 | 0.36 | +| 6 | 46 | 36 | 0.78 | +| 7 | 10 | 9 | 0.90 | +| 8 | 9 | 7 | 0.78 | +| 9 | 6 | 4 | 0.67 | The central tenet of the QTL methodology implemented in `rbqmR` is not that a current trial should behave in a similar fashion to a “similar” @@ -213,39 +78,39 @@ We fit the Bayesian Hierarchical Model described by Berry et al … fitted <- berrySummary %>% fitBayesBinomialModel(n = Subjects, r = Events) #> Loading required namespace: rjags -#> INFO [2024-06-17 08:53:09] Status of model fitting: OK +#> INFO [2024-11-01 08:32:36] Status of model fitting: OK fitted #> $tab -#> # A tibble: 20,836 × 4 +#> # A tibble: 20,000 × 4 #> p a b q #> -#> 1 0.575 3.82 1.66 26 -#> 2 0.605 3.15 1.59 31 -#> 3 0.833 4.62 1.62 80 -#> 4 0.426 1.89 1.58 9 -#> 5 0.978 2.20 1.14 99 -#> 6 0.954 3.85 1.17 98 -#> 7 0.940 2.96 1.13 96 -#> 8 0.943 3.61 1.59 97 -#> 9 0.858 4.52 1.45 85 -#> 10 0.901 4.98 1.26 92 -#> # ℹ 20,826 more rows +#> 1 0.736 8.24 3.40 60 +#> 2 0.720 8.29 3.57 56 +#> 3 0.634 9.30 3.74 37 +#> 4 0.842 9.26 1.98 82 +#> 5 0.683 6.62 2.47 48 +#> 6 0.903 9.82 2.55 92 +#> 7 0.472 6.20 2.30 13 +#> 8 0.416 4.00 2.20 8 +#> 9 0.737 3.96 2.25 60 +#> 10 0.510 6.45 2.60 17 +#> # ℹ 19,990 more rows #> #> $results #> -#> JAGS model summary statistics from 20836 samples (chains = 2; adapt+burnin = 5000): +#> JAGS model summary statistics from 20000 samples (chains = 2; adapt+burnin = 5000): #> #> Lower95 Median Upper95 Mean SD Mode MCerr MC%ofSD SSeff -#> p[10] 0.36856 0.69773 1 0.68025 0.17209 -- 0.0013352 0.8 16613 -#> a 2.2047 5.8995 9.9991 5.924 2.2988 -- 0.061009 2.7 1420 -#> b 0.571 2.6364 5.1576 2.7799 1.275 -- 0.032924 2.6 1500 +#> p[10] 0.3664 0.69644 1 0.67959 0.17283 -- 0.0013595 0.8 16161 +#> a 2.135 5.877 9.9968 5.8762 2.3375 -- 0.059716 2.6 1532 +#> b 0.63992 2.6179 5.1916 2.766 1.2587 -- 0.032481 2.6 1502 #> #> AC.10 psrf -#> p[10] 0.0033229 1.0001 -#> a 0.25214 1.0006 -#> b 0.25214 1.0006 +#> p[10] -0.007371 1.0003 +#> a 0.22146 1.0009 +#> b 0.22299 1.0006 #> -#> Total time taken: 4.4 seconds +#> Total time taken: 1.6 seconds #> #> #> $status @@ -293,7 +158,7 @@ berrySummary %>% #> [1] "OK" #> #> $qtl -#> [1] 0.6801711 +#> [1] 0.6795914 #> #> $data #> # A tibble: 9 × 5 @@ -353,7 +218,7 @@ berrySummary %>% #> [1] "OK" #> #> $qtl -#> [1] 0.697669 +#> [1] 0.6964419 #> #> $data #> # A tibble: 9 × 5 @@ -386,7 +251,7 @@ berrySummary %>% #> #> $qtl #> 10% -#> 0.4487256 +#> 0.4450024 #> #> $data #> # A tibble: 9 × 5 @@ -428,7 +293,7 @@ qtlProbInRange #> [1] "action" #> #> $qtl -#> [1] 0.4666923 +#> [1] 0.4675 #> #> $data #> # A tibble: 9 × 5 @@ -485,7 +350,7 @@ berrySummary %>% } ) #> $qtl -#> [1] 0.6801711 +#> [1] 0.6795914 #> #> $status #> [1] "Breach" @@ -536,17 +401,17 @@ The `quantiles` element of the return value contains the mappings from quantile of the posterior to observed values of the metric. For example, the first row of `rvSiteMetrics$quantiles` shows that the lower action limit is the 5th centile of the posterior, which corresponds to an event -probability of 0.369. +probability of 0.366. ``` r rvSiteMetrics$quantiles #> # A tibble: 4 × 4 #> Threshold Status Quantile p #> -#> 1 Lower action 0.05 0.369 -#> 2 Lower warn 0.2 0.537 -#> 3 Upper warn 0.8 0.835 -#> 4 Upper action 0.95 0.930 +#> 1 Lower action 0.05 0.366 +#> 2 Lower warn 0.2 0.536 +#> 3 Upper warn 0.8 0.836 +#> 4 Upper action 0.95 0.931 ``` As before, the `data` element of the list contains a copy of the site @@ -704,7 +569,7 @@ berrySummary %>% ) ) ) -#> Warning: The following aesthetics were dropped during statistical transformation: size +#> Warning: The following aesthetics were dropped during statistical transformation: size. #> ℹ This can happen when ggplot fails to infer the correct grouping structure in #> the data. #> ℹ Did you forget to specify a `group` aesthetic or to convert a numerical @@ -988,7 +853,7 @@ Fitting the model is straightforward. ``` r poissonFit <- cavalrySummary %>% fitBayesPoissonModel(Deaths, TotalTime) -#> INFO [2024-06-17 08:53:20] Status of model fitting: OK +#> INFO [2024-11-01 08:32:40] Status of model fitting: OK poissonFit$tab %>% createQtlPlot( metric = lambda, @@ -1005,9 +870,9 @@ poissonFit$tab %>% ``` r sessionInfo() -#> R version 4.3.1 (2023-06-16) -#> Platform: x86_64-pc-linux-gnu (64-bit) -#> Running under: Ubuntu 22.04.3 LTS +#> R version 4.4.1 (2024-06-14) +#> Platform: x86_64-pc-linux-gnu +#> Running under: Ubuntu 22.04.5 LTS #> #> Matrix products: default #> BLAS: /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3 @@ -1028,45 +893,43 @@ sessionInfo() #> [1] stats graphics grDevices utils datasets methods base #> #> other attached packages: -#> [1] rbqmR_0.0.0.9002 testthat_3.2.0 lubridate_1.9.3 forcats_1.0.0 -#> [5] stringr_1.5.0 dplyr_1.1.3 purrr_1.0.2 readr_2.1.4 -#> [9] tidyr_1.3.0 tibble_3.2.1 ggplot2_3.4.3 tidyverse_2.0.0 -#> [13] kableExtra_1.3.4 magrittr_2.0.3 +#> [1] rbqmR_0.0.0.9002 testthat_3.2.1.1 lubridate_1.9.3 forcats_1.0.0 +#> [5] stringr_1.5.1 dplyr_1.1.4 purrr_1.0.2 readr_2.1.5 +#> [9] tidyr_1.3.1 tibble_3.2.1 ggplot2_3.5.1 tidyverse_2.0.0 +#> [13] kableExtra_1.4.0 magrittr_2.0.3 #> #> loaded via a namespace (and not attached): -#> [1] tidyselect_1.2.0 viridisLite_0.4.2 farver_2.1.1 -#> [4] rjags_4-14 fastmap_1.1.1 promises_1.2.1 -#> [7] digest_0.6.33 timechange_0.2.0 mime_0.12 -#> [10] lifecycle_1.0.3 ellipsis_0.3.2 processx_3.8.2 -#> [13] compiler_4.3.1 rlang_1.1.1 tools_4.3.1 -#> [16] utf8_1.2.3 yaml_2.3.7 knitr_1.44 -#> [19] lambda.r_1.2.4 labeling_0.4.3 prettyunits_1.2.0 -#> [22] htmlwidgets_1.6.2 pkgbuild_1.4.2 xml2_1.3.5 -#> [25] pkgload_1.3.3 miniUI_0.1.1.1 withr_2.5.1 -#> [28] desc_1.4.2 grid_4.3.1 fansi_1.0.5 -#> [31] urlchecker_1.0.1 profvis_0.3.8 toOrdinal_1.3-0.0 -#> [34] xtable_1.8-4 colorspace_2.1-0 scales_1.2.1 -#> [37] cli_3.6.1 rmarkdown_2.25 crayon_1.5.2 -#> [40] generics_0.1.3 remotes_2.4.2.1 rstudioapi_0.15.0 -#> [43] httr_1.4.7 tzdb_0.4.0 sessioninfo_1.2.2 -#> [46] cachem_1.0.8 rvest_1.0.3 parallel_4.3.1 -#> [49] formatR_1.14 vctrs_0.6.3 devtools_2.4.5 -#> [52] webshot_0.5.5 callr_3.7.3 hms_1.1.3 -#> [55] systemfonts_1.0.5 glue_1.6.2 ps_1.7.5 -#> [58] stringi_1.7.12 gtable_0.3.4 futile.logger_1.4.3 -#> [61] later_1.3.1 munsell_0.5.0 pillar_1.9.0 -#> [64] brio_1.1.3 htmltools_0.5.6.1 R6_2.5.1 -#> [67] rprojroot_2.0.3 evaluate_0.22 shiny_1.7.5 -#> [70] lattice_0.21-9 highr_0.10 futile.options_1.0.1 -#> [73] memoise_2.0.1 httpuv_1.6.11 Rcpp_1.0.11 -#> [76] svglite_2.1.1 coda_0.19-4 xfun_0.40 -#> [79] fs_1.6.3 usethis_2.2.2 runjags_2.2.2-1.1 -#> [82] pkgconfig_2.0.3 +#> [1] toOrdinal_1.3-0.0 gtable_0.3.5 xfun_0.48 +#> [4] htmlwidgets_1.6.4 devtools_2.4.5 remotes_2.5.0 +#> [7] lattice_0.22-6 tzdb_0.4.0 vctrs_0.6.5 +#> [10] tools_4.4.1 generics_0.1.3 parallel_4.4.1 +#> [13] fansi_1.0.6 highr_0.11 pkgconfig_2.0.3 +#> [16] desc_1.4.3 lifecycle_1.0.4 farver_2.1.2 +#> [19] compiler_4.4.1 brio_1.1.5 munsell_0.5.1 +#> [22] runjags_2.2.2-4 httpuv_1.6.15 htmltools_0.5.8.1 +#> [25] usethis_3.0.0 yaml_2.3.10 crayon_1.5.3 +#> [28] pillar_1.9.0 later_1.3.2 urlchecker_1.0.1 +#> [31] ellipsis_0.3.2 cachem_1.1.0 sessioninfo_1.2.2 +#> [34] mime_0.12 tidyselect_1.2.1 digest_0.6.37 +#> [37] stringi_1.8.4 labeling_0.4.3 rprojroot_2.0.4 +#> [40] fastmap_1.2.0 grid_4.4.1 colorspace_2.1-1 +#> [43] cli_3.6.3 pkgbuild_1.4.4 utf8_1.2.4 +#> [46] withr_3.0.1 scales_1.3.0 promises_1.3.0 +#> [49] timechange_0.3.0 lambda.r_1.2.4 rmarkdown_2.28 +#> [52] futile.logger_1.4.3 rjags_4-16 hms_1.1.3 +#> [55] coda_0.19-4.1 memoise_2.0.1 shiny_1.9.1 +#> [58] evaluate_1.0.1 knitr_1.48 miniUI_0.1.1.1 +#> [61] viridisLite_0.4.2 futile.options_1.0.1 profvis_0.4.0 +#> [64] rlang_1.1.4 Rcpp_1.0.13 xtable_1.8-4 +#> [67] glue_1.8.0 formatR_1.14 xml2_1.3.6 +#> [70] pkgload_1.4.0 svglite_2.1.3 rstudioapi_0.16.0 +#> [73] R6_2.5.1 systemfonts_1.1.0 fs_1.6.4 ``` # References -

+
diff --git a/man/figures/README-createQtlPlot-1.png b/man/figures/README-createQtlPlot-1.png index 7f83df8c4e1a4294fdebf260bce9ddf4d6588529..400088ed3d009f025b9f9865838df7d1d809c8cd 100644 GIT binary patch literal 14645 zcmb7rc{G*(_wQpUl2Dxx2Pq+h5Hcqe86tBIDr01xGM6cHlDR_&A!BA4N=RlWjv-Sr zbqvWo-+lVt`@4Vq*1dP#v)1R+TAuSf@8`YWd%yN;zxF<%chqm5pkksz5afjNEd?zE zA(cZA5`Rik_{+B~m0R%7F^5|Q&Im%&MEsAW)&89sf}BH?6|QT0yj~o&j^M*%#18Tb z^TulPJyVv3ma%8Yt7};#NiH z=`TH}YZcIcov3(T!EX|wQGZ}EF1hPuIqvDXJYQZjFsnEuCbro%j2X?z+ueOKl{8uiO=UxK%*b$r1O|GYU%DTpA&7s(kBWbhOzHGGFhhth zzqz9}{v@K@)i$kcy-Q>0qwj@A)!c?G#9188pO8QQxUx#zv6OG5(l?}uJuJhAAa-=M z+_&`4Fy1_a%q&OEUw}`mPUrw{ap(f_&{xX!kwSS@A8px7Nu9 zi+&xiP;OW&GNdLtgPVeaV%n)%D_1*TM-z2bEtC7vZK|==u9KFb8QjU)SoIv-yi2ta ze*&S4)~<4-K9;d@9?ay=p@s`TFB)i?85EwyzmM>k61Vg7lcl5lBPBrjtYCKF*$v_o5k<|?AzRMa zODHOWD_g6huiqC2=IV*{8YBMX?38;2+190e%nYm-3=Q$?b#--}ooXRXCqor>c6S#g zrCEQ_f`78;v+TV#&ycNXoQj%; z#;$k$>TGxGgDZDMDa_yv-kcUuyUiJkQXDnvrew&yWA!uRoH(|N#&&plb9ev1dA4hM zb-S~(b7*MDL0szEwa{HNH}D?+jXqcDBvm_GTh--ul;V2x4ks5^sP-wEkfuoo&R7Fu zV_)!i0Za`lQYloMG+WM}M2=a9C$71N7QE7nbonZS%{6E7$4h>FF&jELvJx zly2T^8z57=0bjm1S5seJUS3~cuc6r58saTuQmxH_`F>A4s@83B_}?d)Lz!0U4>BM2 zFK`9ZGPqY)SH)tT_(a{WZjcaMd|&_!JyJHZ(*0>eX^1 zr&LLIe#VcRXU%S(Wo2~}N4K}PQ#Yxqs=nZ-=sF6PwaDv#RB1OlOt*jf^la$(l0@XE zPuF#H^z`(w>a$xP7zAP;jUU9mhe-@TWwtW3QuxZjRIor(2ikmfBKtLd&-5hRrB;L-U zs5vt;qvc}j;PArbGH1%`*K3}2A3l62<%=ym5(TK~&w2Usazi~GVcfyLLCysNASGlD0u&#@>$P^50M^HsqP=A zSdz0xKR)@On-5+>{DuTCFE4XO1A`|kYtz(<)ZU*a5w(WxnG`^*x9#(;0MOzF>342r zX@x3e+$4T!(M=Y<#2P&dFOsVr=5kH?1nh{bN96I7C)e6JKTitI8}faccad4^xzTIo z;_K_{>U!p(T8z`@gi9FwMde4+$7BrRAMYb?IFvWAsX99S^oQGD`$W`mBD-U@FF4vJ z9R@3>*0ESwthxY;0~uL5JzHSjD_)dhf3v5h(vyU`Md_`z%}rtI4|R3e_USIHq~%U^ zZUL=Kfo1Dxz7}e_CqdoHF*(~Hetp|p&AztRs;pGpQAEwF&bUuUL|GGs!7q*+zXzI+)S-O?qXtR;b^4@@7}wfm|Skii}0Tr+AXOeICqRJK3ie6Y8Dhr8?}@#8)D z`AF)lno%{Zn4H~KYOAtKs9ADA`{(kf^!5?H~{uj=KH@iqg)-$&{R~ykvul0QW`V~Us`*&0}9f1)D1zH`yK2m9K zndsq8d(ECIIlHx`r4UoAo2xzMF?Av$d639G#EnE#u-%eJj~=bDum2_*s&GD9>Mvz` zseS#ng=oq}jQS>obt5}UacFe(4Ed*etp9VtR2O>k`)+QcNvbdTbJ_vWC+JdAQV6al z=VQ)cp6?4%J1-8Gdq~w+RaI41-mH0T7tH(taS+f%xx2Y}_zn(q3(_gz)|$f^tdot6 zjV%~CS)*eM-$@c5WNc$&BN-+b<|t+;hgut6*M1XqEX_ouLBnfmR6E|PAPiyn^ zq~nZ?mj`FcgAe3HV#nRz_( zPBkYWG<~_#x*4c~6wW^_T(y`KU;5pjzwYT{ZXV=vd6bC2_Pwq?uC7xv*EkpUQ8IWi5UDmZr+NRTdA;4L(IrTUT(NBd0c3sUF2~@w?&Re`YNLEM zvEp$H-`5!&9K7dyxHwXICG^83*qPko!oqu9X-2_}QLE(C#6-c=vJ05oVvyw4Bos9( zDl2cKzwpV?D2utn4fzj0FaX&H6TS#W^&H*U*zg<$lijR&VSGhYlvBB{tBYn{-WF1M z4~|25cx()EC}U;iLr8g2tmDJOp9j&GfvK&P6%-V7Dj_*0#9Xbv^`XeGPIyGZed%=u zxA-xelcdyd+^;f40-{@qd@D^%e3o46vztG@XJJ_}z2b2y^vlMEsQPDO0-VDzGc%6} zu|+B=GxUWkDJh{8KSd-I5a0ftXI-i)=fe_4^@itvJnKsIZN0phy92KRr1WHpii*1R z)2TO5GMznZEyCo%`QDmR(BD`)zdyo&mxTsR{`?p@Y5E;2FRv6AcDEoOhBplG%8S^YD<0?^6Z+oq@ovG6r6vA(`32&w_u$sPD4En* zWd>6F`;441w-%O{A9{>`Ae!%mt*B&d@99u-^#(q3Q&YM4X%`8#8oHEglO#$+Rtqnr zX8)$SIn+jkX~U=Ej*gD<%LO7XJxbS@KmRvIK*CeyU(wT~= zec)rJBu^f5E6}wucl>FUys^9gHs9(cUwdBOaOHkvX2ZxLC+1eH3uaclOTrlq4w^+~ z=j}c5>SC|RW4kF{CxFEq+)$F}eU^3M#l036tG6-&O-)SzRPJmJwmyG)MbuD=cbV?u zU4!q__#A_f^?a6>M<5VBnf_T?-ZEt=(T|uCr;haCgmX+ShS1e=+}zv*!_&+#EOp8myNp9XVF&U@ZU-5YD!tQ`B!ndz_ z3ng)2oKm_69t_;b5GQ4b|xm5M*shuO&&tZv5yLS$u${ zBw(pZI0_k_9i9z)U<(E zO4zy1qw?XI84He6C0!!?J>)>?X+rMiqF5;~OhdYK8KdfBy5E z*ZoNbjmr%&_wI!&oUig2^Z}dQ+@oTrXSRs3j%N7fn3ii<Zr={cS=H_V=KWG!=P9a*O9={HehmATc><^DZ@HBFAumg|666EhF~{N!l|tTJpa|K zhAU=#bQGw;&d&M%N9BeE74==Gt&=U5=)B|pk|=7z--KgDl=dQpS-ihZ3n^+2Tr(c^ z`*THxCO<#FWmr$!#LYYjd*tWy3MT6q`_{*=4*1c`G+A0;Q>8!Z!bxr3{iPxjs-|OfFs0A z?EH~|SGPDgl)p_ofqBTm=vh#90%6kIn^oNwI_}0meYDQF$hFY zhMI=vW#N(c=VNaDa=NxVHX;fE+n8ZykeZY^=%ECPR&s zmS&P$)s2-5QD1csOK3ks736Rx26BWx4(dv66_&GS9jlGr+K{vZL;ws4YuqIkLybBrS5^iKaF3^XU@P)?;!n>A>FhxRP`^-j=K0K!I2;a9!hqd+f#pPu}jd~6J zOK?8=48qRm&!6K_XjWFG))V5vD{}fWXa+%K8Zr@E_5X#c7Jq@I2iT;B%RjiF3!*+dR%eIK}b@0?qWl2nkOkryR;u zsr4f{W>R$Vs+`IU^3~<%OSpdec2i=%o1kCyC^oHQ=CPt9&}$ynJJer`x~pU)lDq*XIKeh+sNW zFgJ9TxUVm^wzg)8;@tq{Bwo%E*hz;firw?)8)?+cU*;JSFET|sq474DYw#p;RCx1)lIJ)9!SE|L^oykFf)TQFrZzUbimieU zsKj>^Y?Q>jW|*bbHtht+jHUgg&_Z@!x<3x+VUIQVrLy!h%Z5f5VBu-qn_a{M@sB#C zcm=C|GgI@m@6-7RiqD=oyc7V~nE*)@<}&{%OU;WFIYuC-9XZ@8LP-${=M&3M4ZqD{ z{kNLBP?Ay6?!N$gV{=wGaQ&+?eD}=_7h-r%KVe<+ zqWMDR$Y3A)iu^ntsA5L`iEi3D7l9jaC<`4hM3@{8`rJn%CUgp=7-M@s$IR2RB6v_x zcO;4a4#rY)>()yJ%~!560%~mD9;vVpd@c^+%GVdFymZ`U6gI`#8?BNp3_1dQTW4ClYifnDfnPuX%D3xuUv*tMXGH7yLQ#s2 zXnd02-4;zrT$lapv-f6K`_?|S&aOVTwS|*NPiM#FOI%dLJu3fDeyHh!k$qGlWh75N z7YJFNk3O@PdtUwx*V5zBE2tbhLG?wH0A zF9^}}JMRepykpqT-roK;)z3-uxwi`EHF@G55lO}{G1VF;XD==-Q9Wxc>NxIfK9Mxdhhetr$%|Jz>8@tSM{0#05tisy;iL$kkPp{b;RXzc zG7pL>apyRt3dgCuJPV<-@T4Qe3w`rz6&(*}%+Gx#tRD^dq|KvP^P&Q1cv( z9l7fM5wnY@LgmwYtVAHI$^hfIx3IWqog9o4I9CXaDSN(9>KOQOVt3-sZ94L(DM(*+ zQBze8;y>biPM$PHX4=h!);*=6sN*O1&*0{Xxdq8gB}=}BE*1i(qq4lbdG({KMf@{X zhEN6l_{IAC=Kwsh0Etf3QbI!TJ^xCGe1L8!^vs)7;3n0I^783*&nr7e^;M);m+S9m zfh{faw0X9@ea+0sX$1nZK;ZEC_uY=N>gsu?>K-35zIVI9ae%Rj*}D1WLP;?(Cqu~6 z_=;b9NEPNi;!n7Md2apZ3YlQ%%nWCH>Hhvc0DyR4_v~?U(ovT)Cn49;Xrk`se*g1F zuqBGLJ*;(V+uJzaye}vb!qt>!YR!hIL9rt@g_gS9I{%^P>E{_$4Gpp)B40}R<_(dk zUoH|yu7h9!2~i7+h$z7BPIH_Jg{)kJS7vxX3ii$az3wTL1Tft)&!BGtz<$l5 zc8Y@E9{JSd2y8pf%7C z5O&u25Y>|8<~!v#Ad!|J%Ib|`Q`Cg2Gs}UFl6?5eMp=w;wn%m%;U*@dRa(&Bf+MyK z*us@7*Ws`^gXGzbpWp@pa2FbpE>)fW_4RdqJ`1cp0kNERs~xqgEck~fUA7M&-q3ut zvf|hmgp?`J1sd@K=>t{-+JbnBXI(weWf76@*|p;c%LPjLTeWeW764KlK z=JQe=KY`RbNMMbN@b!AcK(u_(J`Ma~YfHRkF=*)=rF{CG;;tq#OHd8PFRS6~#_Ky* zy@{I5asO-N*Pq{k21K$8dnfqoYp81Dxx*Ovjm}{x{jK$hG8&Py>lWd~#Ka&eF7BF2 zHl~wb7Z(?&Q;cz8w}ezD9ydJ=2hx=$t5HLT#I8uOId=@N5dGMpRGTNRdls5eBx|Go zOHG0i0CW#c6yV*DnHkjk?79)z%md&ER^fNJwR5%qVJT4$cX$Sbj8GF*&)m}t9^G-p zrk3c@jgHX4;E794Omz6inyeV0o}oVa*qxcU8izrALVWz^Ne5_tKokz&rVE4$i9bP^ z!RaXM;sOZ7*2!)wKLK8mGR!%;xrZ|guBV7QFcM1YFcX4pH#XmxJ0haCDisaXuggBMEj*bqH*l#EB0|WG@PR>4Z{i~T!MOD~y zgzOD>Sf8tpon2wCl~JANnacV%32-2<>`_!l;H|+*P)(PYmTGaM_)Y2;R<{AfqTB=@XcqwW=qpEFw61!Kru2&x%wP2;^y~ReAMUY1BkuigD3Rt|hiu)< z%|YQX_3%i9eZ-%mBrW=w)IFPGe4||Vw#A3V`p94;Al1#mK~PqfjV9#EJ*q|)Xk$$~ z88isMW<2%E4Y5f{E8E_Bg+}St$u8Fr`o0~VFEn!g*Q4|Bgu8d|qFXTyzS#SWebb13 z_&LgFp27+3G5o*8VR^+!rH79mg=No&uzEh95-)9jE4+KS{rgaWS7=BGS(EL)yvdR@3r_Owxj9~A%ODuw%dr@^)r z)9uVPg>0@DSAP*(jRoF{j~yLPm$#X!H}l=cFNRKR;`bsod&Su@4f*bZLoOH;mV=4E5Bh;y(h;k?0MazoK~3P4`)?CUBeg1r+kbGf`VEkvdK~hj}caNdolYdPT-3 zg5=+}lN6ujHBnUXzb=Mz^|^naJ)s>_?|qFZ`%*OeM&v&)hzK8)fu~wj+K)q{ltIAQ zHiJzNxijFKan=S+F@qqCBg9z%lA{=#$B&`vaDVUsO1c+?M;cqmuYa9(qDK?MVAR^n z%gfn$73yiIl>nfM#o9NB%Q8UM#l*niEE5yRp=gLr+wQ6`t55%SA_}a;(eVmvvUZ#Fj+?Y-CbQ&&l~`KR9B9e(x=WoneLQNm#cZf_7n+N0y$-Et*mvb z+H*axy6GL+nz&6@Zv^c%7Z4S)b8=W{TGt8q0%2BOv?6{zvY=cg3kZdHfvI3(`?PA> z*t;{Z<)bx)u!bm8BmrMkYsB9--PoqB=5yfO;59Wsdy9cIr+L-;PW}B{BJG+xdi(b6 z<_9a^;&^4!%4Y(}=a`I(5~jp&ufryvE`nt)#p#t1udQmPwI)HIZ8=*SsgY+%{;CU$YS9B=0WUFc+-CZBvt!D?lr zgE+jBJ4ff-VK_<5Vu3!3(+LeLi}q2GITB+1V;PdaSv`|_?4jV3); zBO@ke8R7QT5k2pOcp3^a^2MpZ@PIA!TZ%*a`}^h79k&0PN4QbS83{5*^a+0T z!81oH@m^GUsjw$u&1+^r54rq|TAxVg&Z0p3-}K$YLZTP|ij%6UzU5A^aEy7ip}G1G zKj=^@Y65uQEsOf@Y8aMr>!sOGD&8!Bzje<#ZJtYc@|xNh)a|U7p($1OzI#<*8w?Ay zQ0D)kh+U=E9xpjnZ#Y-0aylPAyd0+zl=041v|UIw{9do?{=4IGT;z;uIQ5(laZgBb z^JN7&XW#4QZ!B(bwnG(E;j!zCcAt}}C@#KJgcmUW$Qa)I95qnmRK4(6P(5dLtMbVY z=<}2MHgpq~Z((vShGmQ_iaJNusA#?#S%hY*l7BU(Q0|=R4Cm74YrjCm28Yk!CU_eU zyZ=eQuT;Ao=@%g-nqT-WwzL{_O5wY30l9S_8KW z)5;YQ7H(SIn{H1ia1*0MXcTcGpNI%h90*iZT6%QZ=*tBYWaAX|QQkPJnAS*#x5!^@ zojO;7E}O9X!QPX2>1s65f3cX4u)0lW+T#qx zOqQ0TCWZJWX>pOMpgyD{S>g@PbMXW*`!Seb>YkN!tfE4S`LxJ(&o}x<{AZMb^6H{v zEerL=4TSjutU!a7lgrY&(g#MMmYyN0krQNuCQR}`FG=o6(;jQUteMUfpN=2EZd)A- zivDai{0Z{g+w`;dkwz+3?GM*Y()NDL-qO3Si8@1l6hQVt$zWUL`NlVyfLq_cfA_a( z`yvxkNzYKZv7u^k#=mYMTg$$q<3%9^);GdBh&q%10P;0R7r@ap4~Mr`XOrT&3=rh@ z{N4*RU?({S4@aMnkibT{91#`u;Qa~zrH9lD_xKYeD-_W;-z;kDV6oT&yM03cLC3_z zInT$4%f*MLbEwkr+ipKR_?`bYf9@!ha!#fu)MI3i(+NA!{)LH_=k~5< zW~5CDBx}zAy|OHYl0v&|X+q8jrg11kpC;V+*q+*_tTeco&mYQ;)x=r8Q|Zzv0jNW!2lm z{!!M;xyA~I=OoUcX=i0+z44wJmOIZRtxtjA0b4yAlwB!Uy*`oujNKv+C?Qc`K=eUUq2VHSQ@db*<;@uSWZ+=+ zaiW5)i6F8r^8PTG$E^aQrYBimUIk1bL@G7a-`LItP3^D2h{?;hW;I$|%?#GQ8w~(K5oqt(#|J_`XW5 zrVCZbWRMg@zY54c8@xR^KZ@z+0io_&sHLxnnlsw+lOLy!4px2U3s-IAG6jES`?J}q zf>+n7<_VUay;Xk?5u%ApMPo0zm`ZRgOHaX$|@23N&Sy`E& z$_b%-vf=ROw*EPXr^LV+2tqD^PGT!s+t6UbjmlW-sJ_E}s@n8Z?lcMV{wRr3a0d6b zw@hpsW0TAi>D2V6#pjGZ+kQomoIr$t#^8D5RG@!1y9&L*_ZrosOKsc&l(GB?;V!NS zA{v0$2I2UrO5jg^#>E$cIUPb+npa}+@SDrJPC|68$pD<9Cal$&4akS;zGZG zv#*YUAPK?F0U}#_sZ)aFa`YV>O7R++CThwX&E@b~ctNDfDB;RGenc*0{mcE$uAq8Q zIEwI!n$RbG$)RcAdP)t)*DgdoWo{6BpOLG{gE1g456JR;#`wCgrF>oa2*Q_foJb_O@PnGul|DXHVWb9b%=is~30bnEu( zuHuntY9_HPejq+Bdt}Jm1C|qlQ%bK+%DT7qjXIitIkmnqdMPXeO+(Qn2tz5Ir82>j zKhOlrv%!<%QRW6YtEbvazw#jd#<*UDx8U$DPaJd#vaK`21H;YhS~S#WWEdh2-;9$Z z$dBbf1bUFDW~frL#m*`BVVmP7YHyH?if2lg-9u&FdF9k?q7$Z-GFEj=TgBY0mZmu0 zI{Di>ouR&1aoLrIv1PaFjp=aveP4W6Hnc_vT)qKMW>#7u?eKb8r@YIP=;)={3Ec79 zGy1aMAv|lO6J_U;U3^yy%X337#dwcw`Jg12ZxdH7>9^7gER?*aPh(a@>Ci9j$;@ws z!%=%dy-aqjQ_+B}ZvSr{<_=@93B@Suc|DhMXHgDg{@w0!AjJwn0uOhm2S z;sbQO3W`+l>&#+yA6K!<9}h1YVTlvzAgBNT%y0kquXAbS^jV33e1~J^j#CMVlD219 z_r#zS|IOvS0xG!Y(W#qFl%UmfVxbcZ^RU!S;4OVYB5iBf2CZBv7%D`!mOI_LCXM!{ z>~n>BBT4A&z?GZDpf684e3@DS4LQ3K!;P|)PEW|od&v<4h6u}mj`Qx(#4A`8;$Y9M zSm;@|I&QG2jjv%%G+$|W|2*B))Kq}hQm6fA0$%!X3$?3KA|ftxv+jF6$Rc50kdK72B-lG?7Lax5N6~8yOS-<%+TwrE(du3&XxD_S$ zDh;3C#4@>snRs!3xM-j0X-#eO%A%ju-G{Scy;mZ)`)&*DFODB9j@tW91~EVb_`tsK za69er3BGo$+3|<8-*QikiG5@SH{1T)&3|L5JIi}r%OC%K9*2pq+8J(0#D5J)0(WaL^&#{YvE`AegciDoAd0^ye4p?St%=F8horW}L_KZw^x} zks5wGxR&vf!xSq^%h@Kj1BY_My4htG$-k9M{vi1ETCITs1`AUESR#4Zi!IgMe!7?l1ct_Vt}o)NBdZe=6q>Bx-hx_pzqtk(4I1cQiD=+aJu>&p1_s@+!T%@Bw;)A9UQKr$!EY{%!HD z=uBn(dVvkT5VU^H!9%t6+J@a)l%n+h8g8@Ud&vdAd`r`5ry=NS%6dtqYUR58*VbU* z6viSnzxy3-`W<$T?{y07_rc&~zm*8cw0l3CyL}dIOjbSX{MPmS`nOAKTmI`nt(op> zzVh2n@O$#NjVscmBcR z71Xh}+>e}`{%-m%Z^HC$lVG&$!B)Y&N(qb$!?pT-+Q*L;_BbWf9{O(9j3O(2e)tKpPFIo1!QX_3C5e1Qoel4|kB1J~lT^Q-pc_Rd+bG340%qBBy=_C)?f=uvNY7xM4(|i+-e2Iabz)@`?vJ+lWv%7 z-^vp3nYZ-Yu)M0~b+A1v&Dzb-u+@C8(#{8*^9=dZsVWbtgJuEWmAH!SbDQJHG_6`2D3_&D&xZOS8fC-IZX z1+}N8$YggIpV9knWfj{TJw!B%v>=QXzspJU-C;YJWLrAi71;YM;JunMz6Z|QoM7w; zo_U)VhVk_pc61ElAC?SaH~-bCmV0|&FGMrS!ayF*cC*WjO+-x=km?Y;W{-HBFjRfG z!gdHh;gGh6ZiBc54yhxy+g{W9%-sOfz#jfV5O2d@n7Ut)O1s7Jvh7#;vU|0WrQsp= zi8XKBw};WvEu{+~GHdB3`~4<9;2Sc;lV6>g5#-qfu{Jpz9zJbK4xmn zb~sAxSV0rf{zsK#HyhiNU%<%0=5@=lX?wrA_d2?%sj2UvTqi#V<)nK4ZsSVZ>r1GI z{=4k{yoMf69Q1V1ADlv(O6u#4`RJqPAHy%2IFxr<#Oha^WjCFR8V+`r4-b|>6}A-x zO>~)W>`OLD&Dr@B2jmyaaA<(J!BoHBUaQ|*?%&M}CLdQ19+mGfH>@y2SK!$>sqJ5} zFyGuVZVrRW@N=ZlWXjgVAp4RvJE8g_gphrW5JHwoma!xxJ87~P z+4t=0Ja_v2*Yo`U&pD5CI-N7`&+=aGecji6-TMi-hfzFvg5?APfjFtGbV~z)AeTcR z$O5Ry;g_%5ca-42<4#I?j}QpjM$$jB7RR^d2m}{G`Ifw-#>M4>-fR^gXOZGq~0dHkq%tb1y z?MMV|P)5AKasf)1*ZH(hWa3C=WLkCZ@?L&^kvGxWr)D6vEVnv6e`$F-vj3rnPQPPX zQPJ|ZKD8U@`6>(<0+Dd?W);jbz>=#TfvA5)Z-PLW+@TUdAVe-uFvIX^avB6eCFI7T zjcT96NLBy(;QWT9Y9Ec+_k?$ZdB(6n*Rvh>wfapz?JXcoFkiT<|{jo7mNFK5kil6WrwJZ~>Ksh&= z_RP9Q7iD_2nrlS!#@+aZ6-Sm;_#+vqDWAP5ur`t!B!=*(dCq3Xr+LrieJ|R)XYKz~ zRP`=j%oDkv`vtvj2hHKE!7>)#AMqd%GtU3lN{*9JA`m(MAdVmq_Z0%j5CIpt|6dDl zeb-k*E*JT>-?rZtXH-m>cZ;*Q9#N)WIF*{oqE977hG52&=&JC=3_SdBPvC8S)rGKQ zYA4scLNh7kohl8Zc{esT1{U32V#$?ZDk3M)>X|*(qAY^(ZBqHaolpxx>HW5;zdtr# zj4ztc&;MGQQmDP03 zvAF2MV#oE~1fuj_e&a8yK!qJ&nbVO>@$p!p_?C&|!Ht6XNr?N)#H5_qw#m3}#q*Ml zY%(UJ?}EhMqe7dOC_K2F+z}BT?u8#+ zD`umi0#ith!{jnCGM+!Hi1M`*7pv~%*>_^9F8vqB8~)L-fCXDcI}!Z+Dkf3j;p&> zwNI4&MBvi~6H%6tA3r=N!X=(I{QU7Fq2G4V{9LyS*phX%!fTOh*UGZ)h<3cJ8cxWW zbwaV72z2-GkdTm=SoK7)aj>)7+ez@1p9L2lgq3%8b}rqo4GFo@i@QhDNOSUJVB@dC z!a^{ogM)*fo}MR9o@7zlK8pf}$Ow0-99~#>m~#9@WCY7}l6P3sRdI1~5s~+`wY48U ze5k1KSRF?zM=KGIT0N7ML}Xx31S;_0o12?o#26j(OsjL9?FH8sWNa%ms9cco#`JfYb5qZ2nrWZh~rYo%d?E80oFd87bQU!$p& znwmNijW$d3841prZD?p{;qZAey<|m5X8_+an$AakQF$jLE&Z^H)wM_T#`Wu7JAWq4uX^om z+UvzB>rk}F2aw5K&hDFqeUalb8C6b(ZO7RWF2#QBNR}w*zclOeQ;D?s=k(&hY%~o0 zgQo|ruU8Bm%w$E*Rr#$=b==8TsA5C0!BX`tZEP-TIKxIKZed;=TX5g29^DWMdH^sQ zNOO%3jHLWFlCipypN@vcwd1#nb^$KxL51VkZR1Qb(it2z*E7=7JB2Q3n<}HH_%(>L zt19YhZx;xK7i`OrX7QxIzdtkReRj%IgE=6pALDbnfm(Pb64)vM_@X+eO_BjBl?B6tKy7;!T$Nc zneli$n0}#|1Z|T@`%StVx75FlRC|c2@?bG)H{o1jz7q&rqQza)JXodN<4;$*Z_=F& zYnq(2=*6vzl3v1--o<}9#6-mUce2)p$f3owl#~~@vzWW(?+Gt?A)Nf?=jX2sF0Xnj zF)6gy*UOp7DZakPg}oaI&|05paWzqe@63t7D!-ZiRUxAq>x!Y}QGA$Q&T~1^aA9#V zKT=+uL77QG*Gw)rKcAYKI^lKJ8fgc`^EBriqEAphyWzLnZ&EfOgspmYCmY;EiO~B9 z!@QqA?~T(R85?tSSj^Aw6}2zXO)^ON=#4i*GAirzNbAL&MPFG~&!HZyo9&7?#nyia z6Mf3{eSSlQ@6jf1F7{4#-qEgiU3&Andp`J4C0;;f15f#iye)q$;Vjxlc~3&yZRY-8 zyagMYEns+5$=0|Rr6I}mB>ic1X$;$UagC6Vkk`|5$ui6Xqq8o?BHu_f+AGU^9x?#sgMsBQM zbmbH8GYUF?A6V;^KUvRjU%sqL#YIzes-uy+h&`0aQXHcTBRYt=$mGPODO!D0|t z*BR@i4<#ksp{9|;xIg>5ySqU_LFc2CWYYPucO}5I>W^=3Zfb{h7}E_VH@CE;Vy1_O zQ}XlSZTh6QVem#{!^5w5TWxXCMNKNqL6yEcrI`XBt#tPQReqv|hKB4eu+|>fJ{@tW zbNZ!#WDILEg_|*?o1>9!1_lO3#T8n8JR3=ehkkWqbu~4Hh1#$Ofuucn6CNJkkpwH5 zb_T}?YkI1_u^0f8ZqzF1|LYPaqdOVl0TUnZ#tT`L4Wy>B_u^bx!QR;%e0+S=)^>em zdIJ;E2=naB%(}+L!ttbCxQExwpm%QA4f2Trf7pM-=Qm#6QJ`l0_rjO?dhRZ;P~ zcb^jjc$MMm(~M!0z1eqxJ^1(}y9$mRf&Jea8W_;~qPy=`=jAwUFBi=V(L#y$X~bu3 zz{vWoynfq%Ieg8QhQvE~cG`4&TpT?9G`x9Rrl6p}p!CPsm|E3KA@dU5oSdA}frp|j z05B3HcaqY`)0F0*3sks)a+OK$TIP>g9KB;~Y%IbInB91?v6BvF;Ha+U1_;^_j5iX7 zgV=5pemtvV^`Z^M{c&HEaE$84RQowMfHSXj%L8nfWI$UO~Kt zuWw4`TP0qFD*7_Ol=X67nY!BAQ37Gwy&6vYk!Knw2S>#1tR~YaS3wd7oxz4?4&!|! zZtpez5}DQa{?^_7l8egD&h8EM6`hqr ztKif#cz`-wT;^X)d~nC6mMs5fAZ#B*9kJp?y$|Rt%{0@o3CHCO`gY6-#c^W zOq1yqj>s6H&*qqfB^833me$>DjYoFz7J7Z6s(mC>(l4}}D?0m^5jL4}W0hjsM-Ml= z@v~hR0|49X?Cf`LBEMb0G_#Cy1nx+ED9WF^!fOAz%IU+V4gDY14(;c8|i&C&
HkuD%_i`bk_E|_Ob*vNXi|NADZYM<)Z{gj;9H6$h_FD!SoXso7A!J}Mu z_EN1H-Y7jedFWlGkRkJp)o(ScJNAm_Qm>bw?Diz`&u_#jNB>^i0TAEa+hY}Db|PMn z(eC$G2}u0thWM$%(n!lxwg808tE;X0$B!SnIQ^!=PZ%)U?#nQ7$K`^?#>T0|{$&SD zZr}2jqk}_|$FN*5gmv#vz{5H_G5-E_0-Lh?0;otC77wNdXC7|s~V6hY;7qsnUYh91UT@u{YjPb$n+jt zS$Xdzd};2YP<%mgvE!phXZRoRgE6`as`f1nSDwj3-BwiN5T$FrA}wv0r+GDzW>(<^ zEleB7$jCU=*S@kMVksrcq#Ql$AmM#Vjbx-4aCFBd&11)ovC|%#)&JQJ(fw}rY0Rex zh}<&@A-B$-4xu0?Be6m9j+Gr>@nm~DyD(SoAb{Q(aiALy9&p>S(?I@a_hc$i;kB!z zefv(vNpg6pmdL_;J5Rh(+BDcHEX5F(vec8X=!AdB$<8jeA^l!XouN_W$dMzEWW_eRn^r)V`Iy%lF9_~!iF_pF8UuM zBTehI!KCqL;E;g5PA^P8Gzwi473FPnIUmJ^eSQkgMMW)cvf5+0*_!zCC)ccgMpFtV zcW7~RWaPrX#@h?8IPv_;6MsC=VPR(eGU*bi@C23#ekf7_Y>8%g#=);HecCJKpBs={ zn3zK7^YM{lrZN3_o5_rskBzov!dXj8nP7?p%qqJS-xd}YrZ;cGMbCw$F4sY^eHT61 zw>NqWZoQL~)6vnf__nvZn;zz}NFhHnKi_!t!4_a|LhqkHe@x@p&z)-sul2r#ViStJ zGw?9Zm7DS@Oe9?w2|;jgZ_i$w74E!QV^rL48-67#gVRp z-Pc7`!HCQRTJV5pmc83^c4}+1G&C=Zj!G8R)fp4qXeLn*j6`A}j}3fb0XSp)c!Nux zzQ#z{`xG5SKNX%-j6~6H>CoaEJF=_bD-ilhba}DQxnZzfUj0>IV4x`H=H3Aen?mG8 zMKmhw9wDcxXM?nW=WGiskWYHSf~Jw;S%WSzi1pn)hNiUbP#{Nnnvkt#3P93W@$S@@ z(&6=G2a5cB?EfL3-5!a+0D~2XkKMI7V7SFxvOk}4kn(NL59*~ry7w1-K*kP~RCz>|h;Zt})wJ#@) z2d78?5Z>Bqg`F_E9QFS;8PeotFO-wGgOR^mM!qRIAgg&HGFPsJP4 zI+~Kg0WQY?K;`HNKRK}}Rxyf%n~1#4x0Oug!%~sKEVFd=^agT$KN??13F(_HA9#qr zE_@!WnErIg=ZA*#%gZf4PNE9_^@f+ZHiLtMNqw`Q-{8Cdk>k2oOt_!NFsmSWl8jPr z6tLeV4bJTiHQ9X^$<%NI!)T#5BsTHS#n4h5ZgSOg(0NN~=F}58uGl+ne}YDCga2`X zY5?FP>Yz^5opM{)v^bo!l$V-$nm}Cl{bYkW8@*6$5gZGDe=dipWw2#3Bb{QL#Z;2p zeExhr;yG+HAT>Re2#rjLlaXIt9l`t5Y6%&arMnyCV(~04zS+2Yy;wKGRDirb!M&gXwDAJ%L+Q^fQ-0 zK(WQ~oj%?h=t>1~3z$XNt@D`zl5DiSIJt_|y@OWsQpF{bsm+u_7TKS9R^s5PJBTB2 zer0-a7dhOOMavg)n&JsSRNyUj28!2;e<#6?g9xbZW;!lleI_aAv5fKgsF^^cTR@ej zH4FMjMzHB!!68{0kAbx!+je}@T)FK@F)9Vni(Tu}XZ3FFXkKSF0yX~m!m8SQRZ+fe zo~EtCVky!t$#S${&K8%HCwx^)3uh=~fMo0q6m12Gs+h2RumJg-r}WYWMj$j(;6%eG zOr9zl1hqo#p^~Y+Z-Kjs5y0fElfJM2Dw^ypBi@Z>h-^7d%OGjxK3tKXrSSV7M3zmG z#X!z6&}F}_)pS_eIXI8IVkI`@rtf5%Rt)KF{^K$59uT0(baiwW{Alyyn5Kwzrlv!S z;8)$a#rD)Lq{@!U9$kwwO(U~ayj0iW*w`54ZlbD>Dh&$@=U$1bUXJhjeyG?3pw_C; z6G+v4JWumdOsmPbzzj`fOJnIn!WPL61~G(<{(dbLwxjHgA}cq3P*Er`k>kHiueo`U{3in& z+GKhuc5ZoDcJ2~mzz0)3I3OVGDd9Ob5W{R_kjkgwSsoxc_{ta;^eZv-G6F^T@MCaL zgW&=jZHy3wcT(4MmO#FN+9&X#LY+KKaR~{$k)zd=3OVXT*BW*>>^b6yH9kB0Ld1l~ zyfpKZvE{Bwmr`Vm(3=goL-0dgU3#mzkm1LG5>^w6aHG%WSCy+?es4TRlM%~+*27{q zc6?C>6PgxOM)Dm{?#`u!++M;qR6h;qfG@;D2p9s|l>*}y{f-FQ?454<%G4q3+bgWcaL zbqE05E15evbovfK zYz-T4Zx#s^vOeeP5x*%1BqOLi)ITSVIf;W&L4Ytfzr}#=#UWD8HHu^kfF*lFT5hbX z>m-?)m6ZkT!aAB)8BF({z)PXuHLycg^dYxwaf9pYklFklZks$&x`uT+-ONEOFPiVS zbpr}si7Uvz(^uYPY6A{Ax8Y5qF6cFLJ#B`jnqd7boPV~)z`(%jj&GpCFHwIy2=o^% zCGY7bgRch_?{3`5j&60$)Z0zLU1P8QI$4^ZugbZkU!=NMcdz{(g9T21Yjca8Rxvq( zuBzyAXm51$!*~DA2Oz8qFxWaYg5WvrmE1uRsotb~ZEn7utsy_n?RqS@v0<&o86%Ml zj25MrrwLJvg@Z%9^Bi~mb>-++O1yI$lCug)fT*Y^Me}#>-qkKR%R~1%*;AS$&+l@g z3IsAQIL^Jqk8^?*hW^PsNF2n)$%e&3$B&PxOLQ2{X| z5RN?g7gw?7Ny@pP3_w&>6jLn=TQL_r2lw_1Ew6GQ(9kjZ1pFIlE9x;IeUQ<;5QmqHW)%zsTIf1Sw)>Fxe!1C@np&tRcVvB1*uoZc)KdQzYZH?Q#t& zkr^~3#{ea^wxO=v2ufgYwm5wfxBcQwZ_@n;j0Ff9s5*_m0Qk`A-~9dd=81cD#nDCN zKlgyK(N~zP7#OB??-kEi<>zNx)`i9VcP%E&KuZg%g;V%4C#gY@H39>VMod6}=#$#K z*gwBvTj)LBHZ^5+I&V7?KV4UWOW-S?rCcNBN&FIRJN-aSMorP`qN;XVM$X>$l83sO zk!?)wBOXTT;6~L~+-+CU>e(70H?~$4K{EMIqC&i8vwT4+PoUf8URC2`pt7^yo zraNL2q+dbCut@1Y&jmsYv1`vln=<=tZ>(BCHTZR6Urp)Sp!(Ui($pOb!T;ne(>!BE z6KWgf;bR0seCzPLexa?6jZ`-t>8|?>lTIl8(ZYwH+=+S-h#Q?gNMF(|(E4!Y>5~io7 z7|>qZzk;3nNP>OP0ya@PumHsvI0txm%f;AG z$6-&r<|RM{OxvP+b$@cAN{}n}vRr`t){o&~sJ8$o;)o1}9UWLaS+h8Cg1p57HB^jnZhLei zRcE-eK%Y?v33&b0cojZnraz1n%n1hB8i|RCCHjSQvil;9CjOKpBxl7xe?#p>Ewf@` ziqp5ZvI+$x z;ZCGv_nJ+Lk6174XpGRY45kvKUD*JM!*p+t7Tgms#CvN+^Y%_6)`ip=t|hkXNf8Y| zvzzKxDsHZ1>ZJ}qsx#aev>!jScfP)!!d$Nw1kp-Ezu!@cFO3kN#T@8v*D#$T_&x0b zg>UZm(Qj@CP(?+1lQ9Pi zgns7Vyzz_XuV73a$mb}jQ_!!e1$hz_n85m*E1l)eFrZ;=q<#=?MOzi6`$F+_BQ3qN z>r+#FU29B2h7e9wmxJHD&DYPUH)8_Qc-{9zCg^+2l$0*pt>f|qA}s3 z6IN30t)=g5lAPVk#M%9SFp8lXMSvBG4*Jiqy$Ro{xF_&_TIO)3%I}+X)EV*@(9w{S zoMsX6fEnbcQRO)X^p$@Tad?jDW_`Hn5v_R%2O5qOid5O_^>~sq+b8Nbao@7OLRqWd zT@&5+qRI3Dl4fI*J99GG)8{6<{|e2cG!l=R-R}ED=^>fAH?Z*K%a>$mN!J@Dgb4mUIDdnYinx~(U?8j zy#YFAWbI8SfjzMftq?^`&lg!JHIYpZf(%grh_1S+=q6&nE9 zm+#?w8#3z=p3+9jxr!6i-pSzH%XWY>s$$009AZ+bT zb%v?unxF<%s4Z24g)1-`v~<0DVLy2B=T{Xu=LID?NEMA`G)zRStUZwfL5LQkWeePnaKOw(@!=+n9$$K`3=y@3ZY)gV~IihaPf`+far_7NwTW5U2EYNuS-^{ zyK*a3L(qhJozG--BM*;5MY8L4M7L3ld@FwKq z3MySBPzMZ_a=&>z<%#@d$Q3_)5SNveT^dbENRaa;TaV~eYke|7T@KKio}NyKF|Ip( z;wbq|z|a898FWcf5tK(e9|C?AsuyZ64_BI9_CI!09N`_;Hu>k8M@(zU-$6l87hw=M z@@;;;hahIVAOc>1^d%iN(>_IS;$#H(+`g?Z-A0KZ8PNO?8m%t*UXX%WRE+@iVFNli zj@#H-Ta(AEkp~Eb%ItRD=^1-s&t0FPoS)y>)zvraXn6eSktYuTRs*;}HP7uENOXoX zx4vCzSo>%?B5N1_E9w+f{Ns-xD1iYK^kas(plD$gr^E}jlBWy%Uw*&ox4i%k!WkuZuX5 z^|6u%$fr1o^txfS`oSHC2QBozLzY`U#mHZzU68mt$VV#R{qd^JyOXT}EifF5o3Z!g z7@pibkT@qvkbR&}Q|q+=fO*OE zVUFQ{W0ch|G_@wZMr$5X&sI6iEtUS&y^^J@fOcQLd|73Rcrs+XzP?FZwS=1r5LCL$ zf6ThMVrXALtdo+;iDBCA!Q>SEf8W*EBaciPOf7uNxFOYW>D0kZqvH zJ&|1~bi7D?U#7!I-T=vfKK``cnXOTzc_0c?MtsDk*tb4lTjc)cQ6wO&3yO^doeonG zOI#nJ-Z=E*$Mf4++z#B*lA&!i8P|&srU^yHdkx2q&}3-Qo2*3W7k+?(e0BAF*0Le( z?!jSL&XWAmfF+3Dp_y+r^2+ge_OPbiw*z4^>0KVDo{1sqe>%OKgV1#0bO_uCMm)}# zbL6qn@`YPWhy-$4ts77Sf~*Y6LKWWkT~W7#Yoc9`vj-te&QrY~g?wWiautqZ?E-Fx z2faLA()XL$h?EE?X$sw~KDQfxn_X_52Ol~TSIJ#5G_ve2>HPI5f-eX$ub-3y)k5>D ziFdNi^=M1ipf3DP_pvq!-#Ap}IL+o+;orRYaI& zJ6>&AbeBZvW4or62~>z~Au5p=buF>v4sn+PL!mA8GVKC41sAAzh6{bD|LWzcv9f%pmCQ=eS1YLL_DA`?}-%ZF&IA7>c5ROb%49#KXF6g@%k@Wr=5n&>Gl zbV&j@G_5D^@o57DA~z5*Uv66R<4a+)Yt@89Ma!cG%d)5L9wB zmA=r(``vFvA@R%y3h^_kb(G)%$HH?E@9$<1AGBcHim+J$R>GU|x1S8dRKj z-!FgcVniV1@ysTnncpDOEz~a5rt`DjA4cIa1wtoK)m$Gb!W!p6E2Ur2VnhU#xEch2 z{paWZ5!Z`jC4RTX-F6V`1Z$I|x)f)Dm+q?e>}*?=?pnM5luI;-8j5?sm$r4t5dn=a zX+$cmLXfLBJac7`)*;T<8rZrE_t0jNzPsJVv3W5 z^uE;E;LWqMsfuHxV}CVAX}^==aR(dIX<1^0v-tAI=6Xxh_xWoV4v351+4_sQYJL{M z{X12GLSp!B#ZjW>+v4Tgv9KK1D50&si^=JGaA)=S^sxP2lbzU(s867NF>&`%*U4>P zj65@4aCjL{swL5%@J;i}#C5ZdzUjQVSGSw9r-@cv9FfxWRE#i)UEg4P2c~`Z%{pW^Yy{; zUQxkB6-x3aYsGg68>|uzHG3n=ek&IZeW?F`+OPk&Zf#836qHWErKY|cU5eF>J4^AJ zl!|Cx>bH%BUbnVMmksZc8jrVEeDl2jet9zVu1pwqhu>nuN|p#cNB z4$Mb~1`@EBVkNs;axc4;%6A`9^m$&XSY)64_*vQ^^9dWPDqk81Wj=|E< z*x{yGtqc5~28Ql-R?`FyFW<~n%Pe6{;kSpoFBCEq>D$T*k!eYBGEh-8EImUN$8~sxy!m+)D z(|;c<-eY1Khr>0W4TNeI1NvaF_<+=fpO)r#xHEl&L(QsSiKC^0_*ymmpiT=j5N&)g zr^D&D{Y#EZ?!mMpZfv)3EK^`^z$*RmN?ru}ewQ1iwg3aIrPup`hj6Z+ts;#nI)86B zm+KcolV|2z;x0ITa@|gHI&mjGmqgOAwZ1z|Ovd};Om)!EN}MY`%wMzc2%i`tcK_Yh zTpMLAt-3$4#nK1sec?pY>E#5{d(N6bh&Cx|1yYDIcZq=l9}Jg%sA6>H2@{WK!Jz_ljCE6iPr@W1{ZI zj#Q4>G2)}6x+2WOBO~_vH5C<1G?Z%pzH=&Qb-(2;KVddnVr%+->z6M|6AjRi@JwA7 z*(QT>r@}06Z_1YEl@Kew+UWnm5sZA+dlcyo!&2+a{+>v{jXz&_daPZ+@A}G%{Wc1g zy}Eo@BB8}u=Ta<~zwIgOPpgZ>-TC67haVz+fAeg0evVS&JzSw9if}~QC2cMf50@il z4^giNs~c7q{jKkt5glVESkp7#>KBS%yY|R2;KB5A04?W!m(-b-@$qrv{U&3Gg`C?@ zIJZ}VWrtDPGHdPE(s$aea&mL&9&dIZdwsp7oH$=xcQ{v2%u%Dk(B!`z?4Kbp*Jgb9 z$A7=YAE@Z!ATH8xJ3!Uh8jZIn_nn?^@o=q?Yn;yRo-W7QW2DN?crN z;JmL)`hMjBMCAYewa)*Dns2Sryn_7d)egR?;cO2=Ze{8sqxIP`3{tm(;t(Uh6#dr~ zi9hKMe~u~+J9rdmA3mY;{W+VPe)ySRM&8^xzyZEefP8gsetxfkb6;M=0QyW5&XWIp z*BwaZ^k%D$cp$r1ChM~@M*44!RLh6%xyZ*0W;~>PbT2PAZE#?~rUu$rb)bXjbub5X z41oXvmIU9#MBdo^AyK!}!DQt5t3gINDW?vi#o=$Y!{1#8!(HkOxT>n%^**&@&!BH` zY;Sa{v%OvVPb6QAGD&{<<^%UA za(Mk-ODFC}61Pc*4CV`8>~uX|dISykhhUx;lz}rq%k!i3z2Wus^<3G5S(vC8@W;aM z@V(J^w~Sm;j{i)s-^|W*Ix&iKCknnsfJXUXh1VoB%(mGDH+!dfi8MWd&?=ABEb)=N z9CDG<>>1PS!)q%>!nNC`GU*lig(N41j&M;H3+5?MS^$PUP!Z6p8g8Mbb&~R#@%ASs zSFDxZCYX@Q#Ohy+f{sErEb$lT;jb>g%`!TN_{_J@2(XHQEaynX?!?of5DTx(kgJ>7L`q z<1A#i8|V&ug%5h~tKA@lo#CzV35k>4b|TM@{6qnem}hJ3^v2h&gQpTd3Gb7m)pd#t zLz+xM$_Zy$SXz=f+@2^aE1MqfwkyVi071kRKVFOh3KF9x(^?w5?>vyBdL)6NvmOD- z4JeTyS}pmk>~73MCH3*L&sdA>;VS1|2`3an7|^P!syD!E)npIWr)7y=Y16VBd1{bC zfn3j4<`VP(y2ZtlZ&;S2p+ex=IOJ#}*-(#7vhH+Kc{^Y2` z)3gCKH;*~LM-F*zlEC<4sQ1ofJe`s8rC7g79X|^vr+d+Fa?}01&CIe^QEjDT+szUz zvivd1bBpq9Bolyon9Rx(y5S0FEUDe;aOBwE+VUrEK`$?1{_*C36%!LvZf-88&qB!_ zqpWQo;s#aY3>kdDx5ECPU+w*mIPkxJ diff --git a/man/figures/README-unnamed-chunk-13-1.png b/man/figures/README-unnamed-chunk-13-1.png index 8bca2c3443678a1a9fcd101b7f0492d703ac9e50..a31257851a65ee536457d8d80faf386a29794829 100644 GIT binary patch literal 13930 zcmb7rc{J7i*Y?*?ggD_wGAG<6B$-2oP=*L0Qz}E|c^)bfLbx-}LI|0MV~S9TV~AtO zl#C}+$2`9KxS!|uzW+SyUC&votaZM_XWIMP*S_{Xp?5TtPg5{cAP90=RYg%7L5SrL zgeZ`l7{2+seM<%YoN`n#a6u62R>D7`4u^M-5QGC!RlK3&nX)wI^@eyXfS?pl_%6Hto zm9-!gHG%|QBVHoRGwCTpf*?Gc&G3~fxe$Vw(GpW3NJ7x@*TYc(qe8DdCj7Rf$?oV5 zOgW}l(zq_v*_RJn-RtFU6(Z+U!(#B#7<>h#bxf|cXmZ5Z?&YTKzm#fS=DI(9QskyB zb*xstF|80EJSR&}VO;OIwuaRt7sCHtnwREXP@7FFUpD-nTeZt>{8Yg}!Nf|Qu~O{f zMqL))N3+-Noa!-;4N#=+qZ!)yzwkRL8oW#LNso5gni?7o{3f>iO!t2>2CORwd~X?J zyAb;&V=eP@0bY}wFm|RxCgqv`EaQJz-T&})s?Zzy4yPcLdVkWW6z4DLWDjCv>~N7O z)~!`2p*S7YvTXG1#e)z22m1HxYpbhL=|p5)4crd9SR~eq?w&{}#?47M_QONDI5DbL zTLo*zK5iFbb9a(&^`4|p2mGl!1^ruvY8+!Hgxm9UcH1H(iW^29m{d>ew z`@cSve{*8N;5G94XPjC0u}kjBM{ejb`a`me29y~h7h8-&qtR{Vr8*Y}o>aPB;2?k2 zG3|uDaPQNMqxf(4y_zofRk51kE049W*_rBIQ@`6;kegpn=dfvTTB=hTGrF{?#xuRO zr;vGvkKVjmkTLQZSQUkcdgqLDtx>Vg#T;h;kk+ZK@W$=WHCUW;ZPMXnzYtYk!Au1ro_ozUiFV+1W|VLQ!03 zZzu0?5@4KJd%ET+%|ea&_U%VgK!B~St*2*#{q-IZQYNH=l=G3D-Q_p89&Zn|g_Fpn z3#Jd}8h`g;q3-BP7K=arfNQxf&@P2#oCRn7kXBGY!zNu5e@)Tpw=-Ao)BgNb>41g4 z3wiyu_4T$)?c3YpOJS4WVD@IE-VHL>u2t%|!2&loHhKl-#9LcipK{62-($TJeORzuZc06-L z`|scHN0*jY?KQ;%zkEcRiNmsfH28=WoitDrjGXpNYx3SG=$NhzIBLw|gVFBZ2qbFu zI{U&2&f|^WN-!m(zM5ccmj&8s`o#mL{{DXD%W@}JPr$_Iu8E0>-KD>I^X8E8{Iv1m4m$ zIyPo(V#1(wg@wAmxJ?+=9K+p(!Q8v}*GOfv6TuL;b#*N*ESyFEPE_kFZZoH&qhpJ* z^!7H?)rC8v33t359v+6tuC6+gbS!dkxXl7+XQq(0={qIbMym(RDi|70XPtL z&iah}?CfmSD;2Kj4CCAPhnF_*SKFU@=D4+NY!GK1PqIQdC2Ko-`*BS4$B#E|%-80& z&Nz=X`X!_OETdPrS|t@R#=%Gri$UByJw2}ImjtM%WMzw*3*}7{qMApSc(KT!c zWV&>Bn-mR*M;2mnONlea8wHo`e0TTu>_qQNrV22GpFe*-ZX#KDY}=6~uV64GK>lT} zbx5OI%h@@varBLh9%H)Hq`zAz5*-a;^z5uj561GKR>^@ADNvqKgGKjTx-VcFHuN8?c%B4{mFjrT(}|^C8F&_{pvt7E9qsng=gUE^s1{hJ~(G2FrOnTf}r=;-L)Uai8}SUUe`l>3?YuAD=d>T2)cmZMQ7JAjz*7ofD zS&CpQY~O-s8q6Ks_-3Wy!K_$Qr~%z52{=bcr$ssCW6J;yZ=F3^2cY9TLxI7=CWelIW2;&&9ede2h|R7ZNTGmw+! z=H*@S@w>zU)0E;D6r8iAebIft#i(o8zIvi5Abm`AOp*a8R^#R5E{(ZbMXm<}uC$Ym z;>D&-CMDQou$r-qYAgMtZYirQylC?E)-}|T~$@ZvjuT`BzQdxf-*kpUk zRE=q#-_kJA1{*gwx6YT7o8e*6(Pz~AKm45Wf-~{fDbfQ2E7ey+^-$jdtTZpxmrQMU z{FFP@a$;T!rhES;H*-Xvz*~=qSFb*orF2*ZTb!+aWm!KJ71g_f zuxonVi$M!gr#O>xbuYe|-SqG7l6uPD`CH(69$y$hTUvm6zh|1IN8EWOEzh+0$BFKo zD_5uA}{1XBj^^F*;nwI%#&p zJC#7{$740};%(A8&5Z&~}N&F$Ph{PlODkBej~TT}J?7_|9H|AfQ))%hhFN zWtqW0*Tk3PC&f)l#ONt98Q0cflZ}gw1T2LUJ*B&sJ-f%F)p)ixHz8)j*`0*5i@$GZ z_;vLPe{xHZKEFlvXmxeh!J7GR!Z)=o}NcWEBZONVo-as|;-oEQmqm4w$Zex1Yb_>LP{g}GmL zw1C`zh5CH62Eo}x>xu;h1Q=2erW_O8FZaBCBy3PPP%vaDe_brpx%kFak~O@|NPuz4FvIH^2asbmp66sOk&tH2vjx4bt*vF% z_%swDz!Ap9MlQt$Z}fRzQi6%Ieg6D;f=4#x_JMy?$8(cU4+$$%EYiE3qup!ueGcDS zeByny3iqEKX?TnR9y^DUx3ILVRuzd>=_x+JAFIMm)%w|@yn=G!4ji5R>svV%VJ(xB z861=Gbv`v?%Xj#KOg?2#8j_ir)Eb%GzfY%hCN*S?H(KTQ($WCV4fcf#DEO#|dU9go z7YZj=HunoI7qou_u~HD7Y_19p4sHvx@$_UmPlJx>vY=DC68oh`;4K{>F;f+!qYdzRMN;Zs5tATfy#}sV)Bdqd~8MLAuV;$?NDo-qk#5j4cG4xtR18 zC&?K!X7HV=b=ciVuAK;T+;>fK)x3VZPo$^xNEKzD5S5K!+E~N&$mxR0C;2*M zpc#bj&Is7}l5>hC+dY0997_F2NsC|N$Rd(uckmQZJHCE&$=*BinmlA)kAE7m=NK04 z9{7*wisYM=TncMhRz4`>r+fxc75o4U_EmE4ielAxV9U{(+xn0U^*9M9euIF@6%8X- z*gVzX4$B&|x7__(>^5P7w;N2-)6*yLRH0caXomSa&p1?K{`vBVoU_6vlMuCTd<$+A z-B_KRE=P5PL6QC&A#Giu-uACv~1m+}_^3pPH>Yr6PCUD^Mko!vWt%BcsTAbDRGUE(c z&cAodrDyR$$fpg>z@xgkqgB@bkPs|zH!eON`%A`^t;HZTYu-`Z+no>SOkmlq9P{Fo zN7d;cWZ0X}liqmQF)bw})v!YtB(N+eCkFuM$=^LGpdgfA3Id0#(i6J=XqkiONx9mgK>)pV)!?kns={ zjg_tGFONScLe%+4)&d|w4+c6MbD1rwUx2jk(?^O2#~|QGxbnWJ$g9D`clQLt;=lJU z>0NvSFu~7|ZA|X^my6sT&Fh4@SXFOqY*4XNk`h-?KD7rl3~MuAkv_gsXjlZq>R~BU z?l{t!_}tLPlCWBH~B;#q>qKC zODRtS>D12G$=6|KVX3Gu=r7bOj3cCO94zAoF9j3>-T4UWnL51^?3ShqH*K)|$3H&v z8qZm?4*|A(hVz zUR@QgAV8?jMKzj-5@+B%Dn-;shlhc}D*K^M_fTZlGdhR5cObT}DtMGs9(l;~WnpezL+Z8i^j4Fn_NX4gy!@(%J|>X7U`dx8rwfTjr9 z0ElVsoXEW;&G^ zFw$eLX--7S)a(VE-bg@9SeUQ|UoaZms^ywftt;o6y&xy~*)M1oOrR^UEab=dxJl-n z8pkPO`=-FZVz>uz8x0NDM}kur{b!Kw$B!Sk;WlmoB|ruC3-jh-2wX}+5Fj5<5!|x8 zygW3-ly*S;VpW5z(QOC;juqD3_j=!YHx%PznTYg)YrKz!+(+1&AE0C;gHioiJ0hJI>qe=)IA zJ#1Sv6p-Ef;nzN$d}IMC{V9>i`BaV0GHFrKo3QOXsxfbI-kEm*yYOJrmbrXiM@9^V z6Kyf6q;i+GePx;^FzbX+7#!$GWcbcE^(GB@LnR>(ww1M~id&(e}{o$Dz&rh8kWPd-VqjnZVtAbwnrJ?TJ72F*7c|V^ zl+&dn8f@2OWlQ+J4iw&78xmfpFK4_G-&xuR zTc8=Z@}agi@ynz3jt)N=cEWSO7YYjuFTSy2biN3i?r_fOMnzA_F>Czs?k0Cy(EBd-!jW)jL7q%z<26AfxH zkeh_HaS^VY>VTqD1DV^CN^dAA#&;^A8IYuX|0XQ%u{l2%FsJ**#$AtuK?grhIFNP1 zjFIOi)eQ})w{mVOD_?OWX{L|ra5EO9r+{66?e#XyypxcguE|ZyC}5OfOevQKJXI#W z1W$-gJ!r_LK`uvyDi#~n%A*+qyJ@33D1)CB8~1AzTpZ$7Hu z0jB&<=ZvTH_@`OD)ByREc*jUadF z+fwYOL0n(;l-66?UhFDij9nQ+-zyxjAFm(A zVwKS>NV}`EAXrgdVy()pTBAlUJP*&}2`hQtEy8))oRPP%umBOQ#I%VGbYmFqt;RB8 zBy3W8I%WrB!xz zb~*hE$CXcOEOE~a;B2mSj&>-hd%zi6VMiGm7$7pOt_lH|)IpBwSZkEpPZ&`Tn8Cur zf*gm?l`A)3J4|}D2-{%>75=T235a51_CK04yaKDvC_$yxxmFF0iUh0;|Mnmx;^y>h zS2A_Tb9V_)BIzk4SR$zx;IxQ*^z`(?+I|AC{fl1SP;c$EqKDM*6>NTEql~0v*n<#6 z=aYHq&1_&!){HT5>Kyw=a9Z1Y9Gv z+_yFHbD2@$!ta|Uxz=G>`ZcY$D!)1zH8f77C9W$9GN%vz@opHl6;1A9lVr~)0Fh#U zg~Eg+XR~LThh%EB%G(8!Ipgb-hTkNXgdiNtJvlRIXtn2&tf3UbV$-fc)vSHgPM<$|^*E`e% zt4IC7snG|&@@R=NNJ6vp1>%cRt7k+|W^xgUz>9F3OQXLv?hzpXV<>Gt`Vn6vQl_5L z>S_;w+3L}Vbz-yB&KU|);-wXWBb~_6{<8mr5^$MS5!Mi1S6q$HAQ!T#_LT_$eGckG zqty=6E`ou}9AQ}xnCwi%iHT0yRYFR0{W@!?BA|Bgl@P?Zbq)^+i0BsA&lOXvbf8us z-Kz2M^6;!y2+PHvA?TYdSH0?I9LY{DnK41l9%v;qD{BMP$@(ZW_7dp!sw^wD>6V)_ zW^{B@)6xXuI{}G96`z6Q_t0kE`J6H&#za*$_p*lM`5W%)SAgbF`_|_dm5>M} z3PBns&CE^HG1wQaoXySN8{P+y-48t30QPs>pFk8SS~_eCT5&oi>eZ`?DMxal4?{pG ze*VmAo$~w{$~&@YAb_}n70u1gJ~FUxEk&7`omJABog+x%(roEKKl#rg*H!41(&k)h zjm}wwD$tP(LW_Wbq2W*QWdPe4Zs>17K!Rd{ypm9f{-VbY+;&d4aDai45hQDVhI8!f z;Byt1h>;}o(xJXSZD}@#ji+F-((3)%`QITQ=$xs876!gB!aci+T1G}j@1e{k0~8XR zza8WjP|_YSK`|N9K_)&Lgr|Cxm7H`$C=YVl?slP9si~>ZLBkiut@`lcLjs^_Aw34% zs*v{<$$&tv(JAx_Vju+ho7tRUKOyA#r0J3(vsBd7=JZ^yq{dhfL&Zcz9~nfpnFFA& z?j2Nw69<}vAkU}y!pcCTsIAS%c}uggpFR80m=QLNl!>Ld*9z2nD73n;#H;Z@TY)qi z%~BSEG%f`p=Yy=02G_s01fh(vqoP-xE`2Whw!9b~mL;-=fhr4>{wRW3v$p6t$#$>u@?&pz6zIEGegz;Z9ze$lt><&^P&MvLpoKj24ibRw!uQE%Uz9>3(b#ChNAH=&sI&&QNTA%tKqTY> z-8hZ0;ce#NiF5e6;=O}IC>Zn5o^oe@M~rx~5Wn|<=)p%18 zF7+YE`w-;e_~D^HJUrtJV&&WpM1M(1=J2+96Nd&9OAj_4BygIuS%1Jv1Zs_dZ$)}g zN}~;h8lz&iR$jj_PKI$wqR1Wsu%ISlObg8~; ztr4UP^D8SIcRUesXwU#8rtxu*|Dc6} ziE6yYNdd$=B_agsJoZO0Brq~Sgb1A^8Z;~@h$Dy(_0`q)1mfL{fkjO@ZbRan#m7|*ZI~~Ra^Pp6 zMuAuhrH7odrY4M2%9uUP$>#t8&{lyWH@l#U1mYC}Q^N}i_9nCoL1i_}?uFcK&MO_m zND&N$0FtMHP#3f!Li8z#+*#ybp4D2c{#^E+@7DBvS7WgNsC4f7HtO?3%L1ftn7LL* zDkLy&aSZ8qYv{G&3*+i6D<}xdN;s2aowQ@B-cS8!ArN{Bp{phS5{evj1juyPJnKya zc?M1(R^@3{?lh9SixYiTB09R)w~0U@p}9ix zid+_VKsbl^`7{7QjNca#=@sd9(WFziEUY=vML9h7mwQ}2+C}pYvd$f+?>ERY`WI~H zj!qzm>$9qpLyL<~WYUlOW3Imbb_D4;9`~G){g8N?2SFyCcu5l^c+4#=^J*KCFxv0oR=OgpST}iAM_u-T80Gs~$~N;ZBlq6it4^ zonPA}Mbw{-!V!99e-~fk=`0(5ss?RK(0NeakqoV~W&1zH$n;@exyk=r1yR7tmk)YE z>EuC|q4A?^a6yn}Zm3frgf0aHA#@}lNG!-A|BJ6ROf;0@9=n|WhX*D9b*8M#!p0u2 zai;|PFNx*uEUO*-7tb$Z@V|?*jf?ai8(38PcM2Zf%5mP?w7Y>yve)h=ji51xtk#8k zULke0@B+d0q47bTy+-Ham4=M?Vq92OPjQwiS!W0|WvIRv%+nT#AF~%jm-pWHU&GZM zu0;h%C#s2#y-hjA%pUgMZl8>djK=Ta*Nl#UN&V2eR@YGo{x?xKv{3=JK|Tb%C-0ys zQ<3ZAva@KBkc7l=)x*CiPKd}WWd1Qo!_WyG@NMp4-0R1~GtQOkC`Wo@ z>?zLQ)Ldq%1qIOQyb$#u;YE8$v1rOs95mS?a+f9@6yT{oFR6GCFIE`?));4;cZMy~ z59XC+cU2s|WUjC^ol5z##*4?99_`{vnjn)DG^yVvtbifhiDm2Sr4nd=dbb3Wmu0W%lwJX&(HU6I6T+1cFv(;V=(l;hrb&8#do`vJuN-G1d9v!!yE8t z#HJ*%TBAOJU3Q@6@UrXv7ZLU>;W22fj!oZxyCYc~Kxt=d zOL$B1z>}!@@v8PCBO>u@*Di$pgjUrt`z<_1_UKKC@60EUs0q^UU)!+~SFgI@XS>$c zoT^6;p3?Z5`TM6$i{n2YLhc7mz>eYxX?cNl)0m^oJZ5ZDaHMSFGmZpH6I2k^G+?a0 zzh%QAQ+B^qcK;KvOleco(e`~in|;hca6*>_(2#E>@E=5i|11%oXqmQCys`^^J2Ueb zAKC(K7Ln8b8}|aBOsl4$(YXJobIP%%LDwVdKSOGG2{-M}2u{>Eoo9=3fmLrLH|->| zbTq8@-HvJ+AS}_t?9DCc*+?+;kxp~2_5F$Na3HpH-v8o?9`kQXpRPGNTsb<#H67y8 z4~Elc#5Lk(AW$^!E*6?@w=mY5te76om{v9YE_T}AkzLoB-mUJj*2vAZKH79R+H9c| zOqlq&>kw6S?Qo7lsA(cV2>YnPL@c>;dg8i2op>yrrbUkS&i6c-jrMa6^_wF$5bvhM z?aj@9R{P_sp{KIT!e_a5Zh5?6bU6$Cd2Q~f=WYaULOxF-(R6PF3w^u_nXh*)7awg} z-JcF9Mq;_GU0nM2y=`o6$GoNccZ_Mx+=7CpJ#^FP#KciYz`SRSs>7ZJ9l=;Zz#1L?NU@*|;N!7ajC%$Q)M0S;A76jF}Q0DM!^4{(D_w6Vls2dR7TTuypt>+&0~fI@*T3+hL;dpft+w8*W3p zFwL*S^uJy1a34m5vpg6+&+a<4TRnJNu;Gz^hL!*5Y&-j1RRU%TQNqtC{=X>dDA>5o zb(E049h&~($q~qthDCiNEE)GxJ#O3%TwYa>T~}y2+G{#my#z^WL2AJ2b9UdUU`GEX ztbfGUS!9gRh2q4*7;&>{&ZjYCuy<=~>&gYvW&=o(CRNzCo5}ol^8$7!M`aKCWh2_m zkJ$#n+StyXg*qKL<36MuJ0#R0)36Ek(BTXEv+F`17}7_lAN`uL2LmPk8*lEJc-3ph z%3B(F(E0<`d6zlV;4Z@_TN7xM%8D zX(WIiTMpQX58w>4b#S13<~Y}#S`u)8gEFGd#l+DkNj$23bFxQX@-N5ikJj^K?HXld zWid`a`ub=&f5GYO$>I|+(*8z~)71XsLa#8svsXczn5`zbx1yFvlg!Y5f&$4phwn+k zX>Il07KGzC=$|e*`lWgJOZEs%^}FW5ci46Kp#XF?YaVt@>_-$7lI0jI;|Jp9|Z3QT2FIV&V=4LWt?nhG_u6(Cubg1e3la2uDKPDz%lef3G!@)}c2Yr`a(xLY+eg79P%ocj%BZq4_$f2hf zlAn%ORWEO5hh_N^oVS#HuhhYJ`drh&XcIJGft07DB|TIhszBm;b%eczsK;ZTgBoi7 zjeBi^{?XGl5K9gw=Rk)j+5cJsneYqwOhyw=PDmL`;KwQut}e}DcYM?K200=z0f!(^ zu0LnrpFH0&BfeZ{da(Gh8tktrUWJ=0`ZEB52qe&OjO*Y&WngY6=Wj6Gqya9~V)?(K fQU4F=S~wy~U-$J3Y`+l$pn|9>X($%Un?3tKvnb(S literal 7990 zcmcJUXH-+oxA5mAlmJqs3sRJaB8nh_3L*)ih$6j7Q3R1LAOeC2iGqL>MFl}YnvISk z3P_2d6zL+pg&ul`P*U!}=l|h-?^^F#?}vMTYt71=$&kOaMS&0D$l)BrNgKl9Pi4M59Y)+He(uAOr%zz`(%B$jHRRghHWMSXfwDS=rdw z*xA`RI5@btxc2Yg&&|!v!^6YN%gfKtFCZWwC@3f_EPU|bK~YgrF)=X-2?;4FsUt^@ z$jZtdJ$h6@K|x7LNm*I>^y$+oDk^GfYU=9hXfzsw!Dwh`V6j*o9i8*%&+F>yUb=Ki zUtizAz`)SZ(8$Qh#KgqZ)YQz(%-r1E($ezs<;&LA);2aawzjrc-2Ja!y=rG?ckS9W zdwY9FM@J_oCue787Z(>-S64STH+Oe;4-b!Jd6tn2nY-e3jCOiWB{Z0wUKPo6$~`s~@W=g*(V$HylnB_$^(r=+C3e*HQvEiE0Uv^k@!B@^ab z>znenw=fm$?_er_zpv`}K=_jd^Sv`0rn)N!rlva==0{H+%+KC@nA*Mqn7aN#nEHW_ z4TGOxehn4DG!B1;X(ATGG>?3NX&L?c^=nBbKQ$!{G~<$p*Oozs;tT{BfM z-LnLkp1JQZz4O&DeG4@({fj?f29|!p3@+Eg46W3`46oM15Z4-DM%I79jBYf-jBPf- zjFX#TCbn8&CbwH*rgqxe+S=ROfB*j7(b4he&!5iD&aSSm?(XiMo}S*`-oC!R{{H@f zfq}un!J(m{;o)H-kvK9kGCDdsHa0dsK0YxqF*!LoH8n*dk*24oXJ%$*XJ_Z;=H}<; z7Zw&47Z;b7mX?>7S5{V5S6A28*4Ee8H#RmlH#f;-^48YY_V)J9&d%=cE`>s&QmHf= zjZUWr2}p9nOPs}9*XlL^96$C7RPUAL2!Js4f|iC^K+3}F*fjU^R`qWL_S~xa=p(-|bo8*%-7}|K*j;sRYrc9vu;9N` z<+VvwPOjWd)h{aV^LVz6Y+jtAHm95RY&>&x~V5kM~iMHhpAQHcTHIP6y~$X z=(OtfiUwNh!1m6c$O*f}{1AZO+D2k{xyzuy-T$p$chLBu`!Fc-Wy>{B+!2H5Ci5%Bh>vh9?6NQEE-Ax-D`9q%(m-N zt>KlxO>0d+E6 z+iV}YxRmp8qphwOR3B)#LH~2I{qFRbrs0(zGkr~D*^QTP4B$~5w@2(+0#zYn(Evnr zTefJWMqVH3oiRKDbdBgD#9+gh0F^PWl7=huNJi%a@e|ZL6=d}77G4Z$Qo6IZ zK%dr$z=y3H?#fb<7*QFOS8uEe?xK}u4CR5Y7M=P%m@lLm8P?b|{ITrnArN`usumqP zk@{y*Yz>(A&Y34(rnbQI(MC}7p7B_(VZ~%A<;Nr>QS@10A#SRsr@)FCm7(kF-x--7kR*UvcbEE()BeVcsud|hZuohxUqunBkRo|VdsGk=U?j>n$?D0zPAEA zuxj=GLUqIhXiv7^I)rxtTx4k zanZC=+ANVZWxK@KQ*3?Fo?Bn$7k|}PIM9(e*{$E_l~yaPlDm%!(GU5xHV}(+Y1tq7 z#m^vBNQ7_|sLziHJ4qXPdY^EkTJjQ#?lS@HJLnIEt=`w@_^!4$Tj97I(k*ESYcu`nTJ-M$bZ&WL=FalnsrsqG&SNuZB0)?94gM3~LivPbQi zqEOjrZCoQC1;mS&gzL9Ivw*QhbkNF$I{@;fZh0vit1D3=gPn z2shU8rvNfTu@|G8kg%BwYR`ak$5|Gxev20aCIDU{!?a*>v7w_Mx46<|%NHpCE2U6R zCp0;pIS8@@XWT0z_qxAF)q5J`H{uP%i*vvF>+YGlM-@0eoq|6Iq4a}nPHjSX!SS*k zu>f?07~^fObca&H_F*R2yW1OLRlBY|P>$Lo$>gd%TWZuovTfCrI>u#?sHD6X6VkLD zO3gc#8FQZY{>0vrNqs}_y<+GCp(GRPC>DEyH2TiW-AFYcOV*wv|AyDG+G%T;R%i1KD zj~Uk4-XevP(M^2mCIQp)$UT)>Lg$@3H_urZ0P|F+#E`ycscg&eYF1%wHJf;+06I8+ zuVLVpbWoKoGhP^T*7@Z8l`Gd|U;U9ysQ%|wJHJhUXTpipP~1goXVp|!L zqu1I+5Ud9bi3-9L_vD(js<1;!LbBE8jOrmXq0%|w7U0bw^PvD>M3~#PZkh(rK*p!W zBYQEu(}(*+8nplchEKn;219gKe#4ew-|B}3GDD4johYcU?LM2xOF(3zY1jBPr7yB3WO=x zZnF*GMFMC1*PPJR7mT26GR>qa5{W;Fkx~4~&k4#V(l*Bu9VXe^AJq6W0P#DNwd&pF zIk3XyB7dfu7giXvo2^yDvp`1v)p~=hQSkO~lr}CvFaY?o7{(v&ZrIIi=fF0A8OQannQwT Lgq zUVn_yF?{=jl4~bKfloU@kSbHgY%GIcm0l9G<^~h#bOuk3+&GY7pKEFZiIXTj8$tLm zgp1~j4L3GO3V0aOSi3^8V@L+CFJK_j*{M9y3U`Z`q-)1TK_t{mp_+Nd+r!>rxEvK zcVt}Yt{JRsF&;25E4EO=Yq&~`c4)Vs4}{^^dP3Cx^HAm>=B$MiBZS%9U6SDxK3#za38BxY z#v$yVhuoey_KPkQ>^ zf?knd-ZTIW7IcSYjoTCylaYaya}G`u#7WZ2q78kOFfymy6k&^h&`a*bm=Aw|wL%a( z5(`n`e#}{xeQVfP4daR38)DKEjM1q%<;jn|-UPlu3*CY;N zoOZck_b5#(yUqVcwWoRWP!vmhMcIl1XgE$cNt!YbSb-X4lV8jdr9eX-y@PT5i>)do z&U@lZFeh+)PQNvR&R>=g$9#VO!V2I$R?{lC91}sYvzx#r&>%{$=vfyJ&jJ~7FUvMS z+&LOQ(}^%f7gZMr&vU>r8rNDQ9{v$5yb46`14XsCEr}^+_&L1fPTAm^=?uvBTS_0y zWkcZ%CHHlCQ1*I-9PP+tw58l^ltC(qe>^~X7R|3@g^MXl;%gk)r?o6kewBif+dP1} zncR!ncijHeR^jggsjfrdrPT){a3IS+JjU)2$;Ku0BqH}F+h}HdZ_S5FC*qC8 zeR$U5xo#xp((eO)F|lIC5LT1wy8^iMyvyXjb-x4oIe|F=AW||wyRUNi9S|}0{J{oJ z{1n~c&a#29p-3}WS99LzV|yi#oY~|=;`1U3URUT0e*q%d7hVN`1|P>^ToL!h9z+;Z zRsprEBm;FPNdp!f|r~s9AxEg^o$$6J0bWDJji>xH9fwU%Z1W2 zy@q8(fuhK#Y$f!NzcPk*=?oI%gk-I*=BF1hxiopd<^T;I-%AT8`@WV#vdl5vuN1$0 zH}lrdea9>HJM5XqsJmXwiWBuif>thF!egfhULGxVD;zzz2Cw$2f9PhH*|<{f%hDsU zq4_LB!A#ho#up(_Y1qr7>ND7b!c9AD z*#M+!)a|@tbwbv6z730ncgrvFRXk(*^_pf2&>)U}vxdUW%Clfx_Mt!X0mX); z=-KA?SZ=5|`*#ElxM@d1O8`_prb{OK_`}S1Bz5gfxyg^)IA+xbR)98 zpeQsKouLGLGmBS-Yggf2adhY8B{>DY|NBN+NJ@L8^*Nko*|)c8-HyIh@qEL}v?jvU z{n_5}NcY>x_6koi-!8jXC%NDpn6$&g`a?4B+2reY%Zbe5^KtNmG#?@B$jnOdVAzss z-ve=n)(5ZNuOy<}(2F3I9KijTtk(bj}tP42Qa?j^w9YOz@bT&Fg^7k*B~i_H zm;Au|BVc;I5PK}{^OU?8hVhH*S1I7TLoz;gZ6!h%#U5aH;m-hY*wqGpm8h_r3gDfAlnnQZzHfI_)BFtetc84cQm%-?ip!&7t#Qo`3xZt16 z;NtFeo!q#YohFpgAAC+3<9kKx{P!mwNfrO%Praa6*A_T__7d&M=NaSIYHc>L<5qKC zGh0jB^>Z82e2?59**cD5>n8X@=#nf)xt1VzPeY`+Xd7Mq{-|nTYRQ56likFz6*2an zIYXIG^0lltCJ)rEQ)2yb2juNtG_%k7>jrb09W+i%qP}Cun$FKB%Adq+mwJT`*IEJAi_X!y zd;Fjwll$rC9iF0cf%I|v8&%ol1E462ebSdB!54^V1~owc-FASd#Rcb<)U zi;xlKm{%Qn}SeeAIBQC$kLke8s=jc3rPTWIPAsAC6r;_I9CLUSo?uCUA51@f(^6 z(sy1&V!{`Rsl6p>U%Cok(BEdD4!vOmjXLa}xcQYt;q-+ISRE3wcr3Q#*gg2$3VcKu zo&h2pvd_&3`+!3p`j7|#Yh{pY#`N3;YvVCmW^U`?-zu#8Z335|Z|S?LRw7t`ea;K} z_#i#1=yk<+Gu48BT*yQBPjX#{GqA`#mH{zSho7HJcd3wgo+^Jjl|{MK&7n^fM1G=$ zt#dHSoXcT)afy2P-?{nGfTxV0Cg0CR4>ME#ect?^Q9zW7h=GF z=B8BT>L!k^@sa_k-`Q1zVWMA~P4LxyXfY z9N4NL5;^*}eH0s}c764-u5rzyx$~VXf7>Mt0FkAFOFzxD7hYF+7N_du z{yRQ0kiF4E(m5QJStn)D5gzU8@{n9F6r$Q5^1<>WyVK1l_I%5To8uT5{E@qo*s z6*5zA^eAY4ykY6-&#SDa^kOiBFj^h?Hv&Zm(jC;xKUXQDRXXnY)ERdg(R)37+zAt7 zR}V12A35NOu>o1$aeaNZc2}-kwYE;mce(51v&Ah++QTb$WMp$zXMEr-fVWT?dT=O@>ivSWt^_kX?43=nu(5Npsd_e>;vH-VO2`pEHzrhLg=>jHIWy#As0kTp|c0|0JgoEW)$Oa-+K1bktiYm*_){R!AK4-pO*5j zzkS&ZMiELD{WpHwRW628r|dEexHmJV64iXl^BkX1fyBrBo;&%%UPGfJ zcFO)GG&#>Ss<==24qv4|VLNf!T#T(9O(6KJlxF{J^rd&37>9YjG<>{jNnT~kGIl5* z_jzEYrMzKb_Khlrx8(`rG|sb-i|nqSCd5*Z_3QZUIWPHCNrTGN2>Q!U4xRmA{XoxcYnQgJbZDz?qk}kDUH#W};Y}GF&9QS}a`ufZ#;oPZ67$81$*JeK zZIZNGS`M!4-8VY3!Hz}lm$?sbdZ1bg&)?gy6RmIPKV^EFLFrN|3_ z>;F|$msGk8pRbfP3K2n9+)qc+37Hj?8_v$@)*9K2 zpvyCpuC_LaJMT^$6bm+Bd^AQLe$-kioN=Vh1DW1PUJWAc--!@NL72(Qd;#fo=i1#v z4h*e0tZTHDMX4=eNi@!kd?!4uWVL=2P3?0h%KkW9T2Qs2c@<$Q0!>e_tSG(AJUvMW^iR8oFlx9>T9po24ov>=Zy0ihw9+)E$5S~i ztCr|HWE^R`woY=sl|+~-9%R8xe-#KJ&q>*>7ybG9*ZKQN4B-E-tkW$oXW<=Enb+Wd P2f+nx1FZt=wFmzNgr3@> diff --git a/man/figures/README-unnamed-chunk-14-1.png b/man/figures/README-unnamed-chunk-14-1.png index 6291b34211aba6fdda726bea6a4d5017d351984b..2c80ed67ddf855901a8b341277fb35cf997c1582 100644 GIT binary patch literal 18881 zcmdtKby!tjyEeK+q(neM5flVLkPwiR7U`A_=`QJRMLJYqQ33)2(%mf}D&5iu(p}Q5 z^YDB3-sk%E`QClLf6rMLF1%QC&Nb#3&v@d#?`MW6%1hk9A;Uo+5I3YGMU@Z;G+_kd ziXRpl{N?A7v?Tn(wv*I!L?G~5FaKTXu>E3;K-@=2i9SPw}{6dhS zVdEkYJlOx{J!ESYVVR|r^YR`V;`fdl^?S*p(WGuu^$s-Q$;ru=_e2H1hMB(w7E ze(GVS?=*M7;UIn_HSt33F9aeH&1~u_pYKI|zj?lHN_;$z@5R|2cGLCA8ltJap+I#t zEdftWY?kwf^+#3@g3u9tLp-$pCMG7{N56xHiAY;nleleD1U&!#-I!2TQX(WI{Mhfo zexKhly>i`zikDo^^%}y@w08%4{rqsocRqrfgG}x~jQiE3B15cBoeN1=yV1Asr`{*! zt=hI2^aW~meEqLD4F(Ftu`m#yemI;76vxMtihOtM6;Stnp{uK_sQAu=m!6(pNNA>3 zGJ7zY&$Z{tJwn2{rKP3q=IYmR$;b4=M^DE@X&hWw6?hV}u&G4S`kq`t$Vq1iwxucM z&=7{0Xi>k9iH+5~9UBwFq+QwdL;!|xytl+{sxKFs@Q&;ig<2~&8O?Iy_zxV8#iAn1 zZ%)Lg)xRU8{2pe%Ac}waxVO8zLe{E6tLEh^oj>#Qj>~;io#jbM+V=MLMi?WXw>7AJ z0xU7!Yn-F|N=H19c%E9@8*rL+9^7Z>vohw*R)vGBAL9ciu z(v&MHic*N;&Ydxy0>|r}OXMDh70MmmQ$sZ}^KD=v9GpsMVId(>3JTd49%H2@+EuT- z4~Es>ym=FZcW)fdiA+Q3mkne`;?!oRn(UxsBKXJXktRC#p5I9MBNKcpMw<5NKJz(i z-U;>8vc336AI?yw8x1Rj?q%HAF~13^t5cM6oSd=buGfCBOxNJ%?jDLeszMPwoSIu$ zAk1i4-)t$jv0WYuik<)c9D$%I&I<2f7Z@JiS5a5*xPs^-{=IPvftaPCVg3Kf`x1je zJh_(6&DLsO0>8yT@C=B=f+Ve}fgpEv4y{gWv-jH#NS|{PrBU%~eb%$MxXq6~IG-3C zUX+`%h)9-BZ}*-i+_sTM%-Y}gzrxdgGWnXUQ=Pxd>W?HMkr8I8!wCCWDznhOpR=Iw zSHP(O0q8GF2LS6TFU`e3;F&lnSy`iaaN0XMbdKGd2&7 zqECJVBC*Jyx0!cwZXB%s>feY}cRM~t;(Uk_%pDNDrww2AyToWjv!y+3cT~@|FQqm5 zOGt|U6}zb?lv{fXi4(jHHU`Ct#f@)MqqY8!kklx|H+vo_^0^lN?dHyzeA$mLrYs^(o9i^L4DFh;B#-xFG!`;c+7IJ~_3$$o2POQ}K_w^)YCv*2IF-?`W zudi7Zn1lzvE6@^~Y3OuX-ma#^OpEE zJ076MVb1`wIIR)cCAxwA45{ zX^qcg;&xLIk_tOEE66`&vLfZLUPbe7=CQjk#J01OM3BO3vO3yZt9jlQ@iZm}F~aEkLMFYktZ#ww^2tY|MM6H!ed|>IS2!>i)e7hfkPMFt8-wFw z+siEvj^ws?ck{77DCO{{xPN1Hv3{YX^n0qVcC3sfLwv`?Va7;XMSm8&(W@$ zc?fC7~hSQ`W-@4pH6+?xs~AUrJ>NfTQy^P z4ej^)2dX3bV$=`sH=hJFTr**noS*wS5Z82^wc3g=<8$`HZZ+m8$@U^wpNlAa ziYZ_b9UJ%4Q`Rc$oFsnDT9<+aT4s@87-jDl`r}d)Sc8qcBHmBfzP`E!2JQ7fMDIlS z%CX~`uo8q4-Vfol24ej}^&+A+|73tQ2cfQ=eh-5zYJu_Gx8-#^-TGl5O zO7T5d)w3eGm3V$mDWq@y7q(g=c6Y97eo|7$Y|96m33P1iHglSQ;HD!HA(#B8_nS9Y z>+AV1BFIO4_cta~8Av@3vrs;yZLHR$c`CIH`yXZpXfKBIUhOU3jQ+vuQEt$8Ket-r z;wR&4ZJ>auXS0_YhVbE%8rf}oAEYVAMR8N zN{u(i!FT;`hSp6EhRts9_wVE5W3#DFmg`Xz&Z%tAD@`LFG08T#mu)Yl(oR&4>FAW( zrb?*99HgFhvZ&|i2Zs`#o#dG$I=iw6xV?*&oV++-Y2WKrwsc-edv2QyYW=G;!NFWJQo{`qIA00QZ} zg_(K_(kE>%D6exE5uYAL3_i^K^l34T9zmvz44iffsUJ&1|H(7y%b%PeRjw7ZZ}XeY zQ1m#FQ`{_tA_R3P1k<<5to?Bm-8GG+jlm8BqpyqY*|W&igdBb@wKFU_#~U4`bEtEL zGUE`UBtKKI1q4N`eKUgk*4{@Ke^I;RQiDH|j-5#PaX}9Dvn#*+j{lp+RxlpWAb-TKP=>_tKZS>HTq5iAnkV0LOH^G{P9$nH5ibMn%8!$yn7e$Y+G&Arjx(ad zy-&5w9=&PF@b#U*3G_Y7sNbawAj4a9T+%4{#jD-gQtyWFvMJJvdWJpUhFrZ_o*<_yd%0DhrdCpWwW?7*y zJXDahp;hS{e_=V=TV(lVxb_#DxVTow#eHPIcy9SXqk!synYz2R=g5=}r=6Xl;L7TA zV=p9uVIfy8vc%OkMJ{clccr^vGLS1?N_Tzk`*tWJdDC&CS*^HKY zl1-D?rkHzD1o%Avu3HRd*^HMa#eP{9oz}v_&7mZW^2xla z+TMW%T(;BvaK^?&Rrcr4G&D579y33BG*;`p_WIg&!Q(&CA3l88YC>J?xB^CyBI`mJ zFOv4fA;p-L6v}?fJm2|mH!_vRDy-B?H26)s;s>)8CLVhqZKq{tn`vmoL&Yd6Dk?7i z%}5jvfl%P!J8Tw@yj$b2@N=v2wC73E$B*^;Ew4+AI!4rlSXfx->Ayd@M@$@(nrd6e z!Na4GJ$U|i!q#S@Qowa{a<=77L6{ToRE^^j(;yWUm5-0ljb8~_InBl=h1L5SQY+pK zY2VxE&1)+(j__Tpuu~|Q-vWey>3oy)kw`e2zc5YdUJ@E2qPM4L;adcGM+EuO+M3mq z1g&!O_en{7uO_P_$hk+<^fHyCXb3yYMX4V#GM4Eu#7e`Fhnsa8nSv96`V zoS1YXHM7jR;@JR8z}Qq&{#v~5c}H`il+twV#>iK~z~e!E9-SBjs zC(ns!xe~D0LfZ|wxgl$N*wIszDUuc(71iXnW9Z;eDw2kE{kqjmqxZdo1qb(6uL@1H z@`isdI80;$n84$*{wq7xXLV(z#`AEqy1M$;FO5!WJ-wNuBe%|SNg4(wChJ)|&N~d> z_}SSRbyamGk|XYD?pzboyM}qPy&`@cmm*o~Ig!Yar88Anl|=JFeM7@#8Dxm^TmU1w ziiSo_O^rvvPfA2ISm(NxDHEqfA)VjT+uM6GEAHar63gfh1^Mb&S$5`jf>}z5cjEhw z`I@>qZ8KE{)vGR9EBYEPrs8V#wT0^@_L>>Vi7D>Ya*S+ZoFe*)EKHqR7gh-fzlZHT z?Rm`FmAIs=vr$49-@kv4=XWn1vyKc4)2^^owK=GBUi%AMqP(1=Y|QKIXy^NPNtxq+ z!2wXqKh~*@Nl3^UT=6;E>4?0?$7`pM7!!3pl!De%^X1^`$kLyQB1{B=Yn`UJK)dQ& zdwT>K=PKAuT3Q+=KE-6C_vz+TomHN~;C`t|XXUG@lhwQ;3`|V?d%QzR6huVPDJj$0 z3aMa@g<2JsBl(&&H8t07G1>ho1pP5S$CUl_8%G=n(v6hrxg51KuAeRNkGs?Ut&MZ!r=U7#A8S%67RhU z$L8b5=l7eo6?3GO3tEX0ep$WXArd*Q9?HgVUz~0ou8kJ?qAp-}y|T7mM>1=Z(eXsq z+M0iFZ+1$O*ht=JIu^5XVBD;&AjA^H+9qd;g zg~YdD7jlr5m6c&rA?261rs_s3ZM3t4zGjavgqc&TQjJy*I87yxG0L+hp0sFS7!{4 zx)$iac#wSlnar|L&0T%eZIo4~T|pYX-s5g9huj|rt?mc7%25^JJX>hy#4e3=-`d(l zB_w8Q9J4=_e#4H;NS`EgV1JbBP(<7FAZLMCbexCI50G2KC0r&xKF{`0l6$;P<{!-y zgGz9!x{u#JJ@ESAlO9xeE*;4#`FKM4rB(xfsisid6-0MbGJ7$X%{UlioxO+!SH1a( z2}`d>!IRF;2cJtkvh>#H?`aeiTs&FPI27l-hK{hq;xp4<8!1Q<^1T2k(Boj0mM|oL zq4GhRu=8GQN)ytmhhNK9X^Ljf^~^i@-Uropigur!`&K`mu`eW26U}!lp*m%DYNNO# zdPuMMDZ|!~ihg)gWZHcxnPEYE-&2K7P;3Loa!1MZuVzKoW+Gf@s^!XuZw)Bo`vmJ) zmOluUUU7A@#a~C*MJEgCe$(QRxBHm&X~p)<)!U~d2l^+B(mecjxz> z2fU`|K1RnsyniK73LRm7pU+qLIu4F_IH~={c*X3jK1Eaf^_+=GsDf@B#Gx^!P?iP?XPSIC25z$DlQ^y{*mI)Ktrqot-_7Nt2L- zWZ|qC;@_$voxjag?XWc$xWZcRQvigkYzMOUoyxqJnebs6 z+x#P8*+lp#uzrvv?@tPY0D1S5@z4gDX$>E%w;STpy%F5TDE;KvFD%{M;h8twM+jHm z*lfBoOm(Z$biezvUeUA5={i{ykva5;gxvio({n&}LUq!%>EVxYgXD#kGJadp>qFcO zg6}YA)cNA$EMD0b9tksHI{LJ?Sa%7$IM*Mc8K>x4)WTb&wvv*=+~d&sRz;E*^AMR5 zVfqtQj$GdK&4O8-P|dy9-@R%FXd6HL$~J zT#G4Rj)ZY~V&T8!j3+{alhgT)H3|MH@LQgStDx18YnMpSmbe);S2^0-@L zA|fV*-1a-K>?bnFpkkyK+QV-5eta4o6C;YXGFh|tj_UcxbJB*shJt3-V4IL;#*c(5 zP9%~$0U{{+lwUJiU!%*3Pb5k{Q$J}mbDhv56roS^B~~CbXWx3TA4ScdRuNEyWzxpX zP_f1rfUGDq7h8U`A2qkbSo<=4;U1Q1j`l-;2gJrmmLZ9MQlC&L-F~@dW<_6>lF&o1 zBEj}&6Huvn6EL(xWN#9K6Fd@rLasX=0;MoBk)xt zBX@lI+QfQt99(NoeLwiS>y{`s!vPEJ_MPvpR%XeW=&#_c(4sHDg7YJqvj?WJ>mSgU z=(Y1R6P`%CNDnoLa2rsgMoBO2dll&tGZ&h_?YMm+(f=W|A%m7V;Nk^w(cJQar;|Z~ z^aDijSq2E((=+|%e=@=%Xlwm_i|CB%{^H$ z!2kq2in(S!Yl>i>XVBYshN`w*Tu#?t^@_kZ?#0P(#tI&Y$=Im>X2k3p#xtcZej2|3 zzfI6-bC)@S(%a$Kl<%fnxs+Wg4fM5hOS|-#>;+i!Y_S-Ko5vD6)_?Kx*YV9Y)ztpB z-`1m{rA?5{%1-fE&5YCC-QKoy(OBN5xZC;U)56Ec;hzMnye$%uoeP!~i3X&n6)01V z=zCS>xaQb+OYg2Q*Ey{`@z`H>o$)^0;a1i0@o5yLe&4y^(V)w8ORveN0T`Da^Y34K zY#qV#CUMz}6lljm7WDGv-P^YzoKHZZQag%<@T2QH+L^Diosq{%v+&rNYZnw0bWwM| z>++bY@$a}5IMk^s+f-3%s(@vu+8@z$y{SS%f`ZdI23Leh0`psIyUtC!Q)BwVim-?< z6*8vy1QxkEeUhlRH|bW2KPf%3V!Fs|@|ySQIE{G}45&CfN6o%t%D2QU==;2Vd{$k}V^#&ReSIKP zrW46rX3QcItihyPX+0LpsQ&TZEyS;ZOjOhEggx4p&n|_waoUz*xr+A!r+D&ec%{Zy zq9EDqfE(*J9r3q&qpvB8C^SmAR_UTDE}{=7MX-szwgdwR%D9rYrbb;JQ3Vu-FZLim zD7Q+>3+2h6d`E7qZu**@@?gwlBxy$X#LW2SCkI&KT)(d8_WSKEX03ATF^7}=m621P z&Jb%Me>>HM-gCfAt_@Odc(|a{9J;VT5W(|C zaL|j1KS~YOmZJ?&6k%y} z)msyCbbq)pB2UbUB=~AhfyG}t{+Kpk`3XL&N!8TprptAdXsUa&#t|P?TfV1x7fO{> zC1(%)MIVjMDqU1lwtjo*dhpE$o6`+YjZ6dk3K?kl-KQT247rk0-4_#}274ZaSD;z8 zSk^13UF-CS%6R=(39zs`kp(Bd>!fY_pm!q8+mKU-5-KYR-@1s&?5v5>sFIO)PHIL z)HR3Sxdv`enO9Y+{_L*h*BO6Y72J!RhDDXnm9*=NG%07wSi;T|BL0>^Pa#Gs68v}5 zx7`LMx5FT`wst$S=APMz@$Tnm!y|74c^ntJhV#@12L_nVAA6r}R6$uSCn>3zH~i?) zBQTjhQQ3=9mV9Qr2RsZgLFZq18QG_M5s6FFJbb&Xr6%?x@K z*^L+6W4>PUn7OGW#^jFXFEWv^8+T^D6g6(%YK)%iREb;K2}pS*Af(TsnaHQDDbBc2 zUfn3SHh@aa@AMGqTBuTsNlCho=QGXhRVO%awK0YNmN{@wG&UuSokW+w?cj^SgF_dr zvy=A8FC3XMc7eD)u|s* z=tR^sEniF;HI}`l+b1{@cwm8IXpc*fCX#DcCwb#rTF>|c-#dGMo%DH6FMo)T@CUTQ|(LCQZ3!%J`^6XHU!7P#-^^^NR#mcguP&`jkD+wnSr;xmA&< zWOCiq1}V5iCx&X$&EQ(Qt|8JNS_m#nqf9F4q~v6r`tZuB8+B&+prJ)JH?x^V0Kvvo z!3TNU5mJ(w0%m38q~DZ3nW}GUXvchl?8A(H4S}aQ!>iBUVC)>9K^@U>G#3WS0?qpB z5f1?-iy1|nL%6EYENw1`6pqcpkmkPno z|H1JmWoQcZ`cc!;$SINIvG<5I!&A<#%2LhLj>Mtz`iKLxWP1H_dVQy>;}z4m^VpLX zD|%bE_X0x67|Tw+u7)|S)Lr{|QQtH(y%6Fpkl|Ays~qq>#iNdfr6oS~KF(c~>m8~9 zQb&dD&sV$-djf+xDjrdmgo_hzD@X;6GLz8zf6aIJ$7 zgoK2Y6bdpjEfp2w+qbioascnbqDu8SSpgKL*04Pk{L#mccRLft08=0@HVF!_p~JTU z^+A8Sm_+2=GI4*}9Gv7EOng()EU~a#gIRK(OUbTq8&yzUK2pwd^YkRg4Fn8f6M&u?rH4VD`iwVuX_iA7*FMb{di zyBq3>JI6s%;C7g1Qt*~JrQ&a!IaiEIjR$trW*AH3vW?MrxdpMJUu*47Q2(MsiZRpcK_Z%2uB?0HqdLSEWE(OG?cc* z_6p)C&So^%1xUlh)D(|Wu)esMm7ANJi^~Oqwq?c1a(_lk3#rZxgyqAv(r@nM*(5r& zJ@tavcfm-lHz#WZJodl;{8?IG<2BoSB~z)!?)TTr+#F%Y1wa!7e>#Pfau-@c0)k?2 zatt~T;3Ez}_z351x-{x9#+#ObY!LJLT_1aTmHes0pP#Xe1-2!$baX5l#rlwe{e!67 z?V_@!=SyfA7Y?> z|DMZ6O2d_!;FsQef|7VDQI=aW0S7CHkq`c&)Gr!%YkspcQDKy5FvVq5X(H%yIsJ7S zy^di)rl+Sb9dvLo!0vSp3(|&$h9V+g=~BHMRt9LZ12dI!KGu5A-qn5K|7Y7r*GE^Z zKZ0>FT4+T)!U#Xb5s-z74FXRlfEtqO(goo zJ>$jhysDC>NPjB~u%uE*W^e0xv9Yj35zH+vjsTnS?FM0rlZs}J)6A>f{Br51MfobV zhrWroP1!D(bqGlj)r#GE65K#M7<>%?RBLW-ZlNJEFBOx$BlO--gwWNfTXy<5rq zi~zciM?<~CWpS~~NBF88pV0j1guBi3;VY-=-OCi|A%6o15n|NdVz<>8p`Js_HF~+H zs8>2~ItGtx>en$B{qEN#{p?pfJKV*p7CRE&-iss0v&p-y4`_;856M_XN{|G*^bLV%!Vg-DXgS=)AC!2?8$IC=r$Ka6 zwDR{{a|c6xFG+Kp6cmI>6<|Obnhu3c!7!3VZ}Z(_>FWM`~oyaSEJVx{6Dj(uXZ0$ z_9=Z0k|aGQ-jm21iTEhYRsxoC-Y3hV;eQ#?Q3_;KeUd~b25)uq+2 zaDlHk8cw-hFmoUVyT^ri^-o*$?$Rj4|m@wx9BPvzYp=jy_4K@9!ut792_ zqUa{*?<+K{^c5Zb&dEM^#oF>XC`GQQQ5&GWUe1@bl6vD?_R<%hiI;brS4UU()e2T* zmPMe!XC(^=a)4A01DUA7#(cG+SB@40wu7bAY-#qX*v$sz867e{f+90b5?E}3&Vv%X z>r8L6EL>d==jIG;ZEa)5tm!K~s6qH`uExD?B z6io&QIs@#4lpTE~k42d~nlBCqWYz}pS(=F=GmirfHMTGz4-BJV2hM3duc&dgKciz_!fJ^PC4@RF`}xZRs-8P{?nKS7`bAInulT-*)y~>lz0skv zpv*t1Lr&OClwRpCN{rJE7zX?-{#sl&9tVd}VKu5{q?Ds#HIg3^9BgMzfWQ+~_fbzU zYa+)7r6+hxO5ZbkV`F1GJG)dtZ!9WcQ0qjgpE@qeX0&1S5p0Nkwa2O2l2HwK_t>!C z+?88h0v#c5K<5t^e$2_~33WMhM%O-tT#uWxx+TmG#P9zQBw8YfC=n1~*7@7m zfMBH%@Gv$p**W$S`R;!e69}5;wJpG=x!nbV3PjKHDg08X^8xdJ(Z?yCn@^W6X>-Nf z|HKB7?7=Z4DK5sEem4N+g#eUC+Z!9e>EpqJ7pFh{G-wMCSH*)NMNo%*uqfJ!X zKcH&+uc*MmQ4a15DFP?oE_K8QP~uxhhhDuK+ta6-X^K#ERoKon+EZUeAilgwMjrwG zE=M`LC!TE{pe^edH#m(V1n9Ut^`b`md2u&4HwYLnU%mw5az5Z1jFKDb(_wWz0kBv# zwGjyIQFouhO+E2C+6HU^I1K>*NpM>giB&Z;%$YSCy=oR3e#6xS&-VwVGfP3o4fS)s zWd)wa&iilPJBNp^g`dz)Wp=aK6(7uWi>R&9b?3x zl_y>{>qUmRT&keJg9i@;1yg#L6jBAJsI)6no6EH}AW_%zSfLdXY61hn1ttk~aekRO zA`*jZ@F^%5R7n!z(TMh>40h^ju0@XTLgpSC7M3la4CFM>rWGz5S|u9m@0cf~^m_#k zKSo9M{`nEz`ST}OEHX6}wNW)A4@u2G!&6rL%9=gAP)Qpk-FdfS=iR$^v$M1BA4vG1 z&JO`QfrtoO+~qrRgN8NwM>*`k`uh5-n0T@&{F)50yq{GO2yPjP zPJ4U%$cL|AMOavhdWBG4;1`gDzT|qsJBZs1#b5IIv+-!54!Fbz0h9Ia(FS)XPyW+-At~0B#)A@8ooXkf@PCqL#$x`U-RDA0PBP7 za-fRjKk_&kNl6|kfzA(Y8vOkHNEp@l4<{Y}gBtrs@d4>gB`wCAw9UgrA|fIokcGgd z00n4(!oL1zl+ohiqR)Q6goT9#$WFj>m3VW2XPNCEs|nz7`12i5Q)EnxhAE_Sx0y6p zLCG+_%8py+zPC75W(NCO0GtFBRg24`&QgHp$oO2=Aw{}LKw!7rm)0=@4#VvU+yr=x zdHC`2_Lh679CnM@!O;<<8CCZ4-^N#Gs_mcWsJLv5#}YgNRECI79{0|ZHkX{BAPF}& z9xCI-t^~`9aW+1ZUhWsscsM$+PrSI+L4X<7beKbnuDn@lDK)wKA9wz4f z3;9J_6sT!0+_{mXG7drrKy8Rb#G@!04BK(msC|7=uyeJ|uH)S0LXshVYIWmGz_DA8N$G>k0-4P^H$N{C zK_-TUed9*=j~_V&K5)tZ)*@o@sLAsX#<2k-2S*P;geFqJ;ZN{_1qhJ*Fp8u9t=2+O z+dDBU4iW_@{?+xoIeB>8!2FQA@$vEd`%eDC#a_p|pjmPI7Jf&ozy%BnZ;}WsGhNa7 zkQ?>y3&%@DIXm#Jr~a%)(~_d+*7l;40ofA8uSo6vy?bMV7oa_h4Di%f{pB8P1ahLB zoE*So0g26~XP~AAhMH((j{zn@y#z(tAp5Y+=llfj?5&7F++&@KgCbu}5e@j%xy(^u z;pAWqcHdaFy%Bf=UEOJbvq5(T$$!H)Y`FPPP#`wLXbxcC!nE}6dX%c=C39E|Kwfk* zs362CeHleLK|oOml+OP0i-{giNX!Kt{z(33ppPQ}zFRL-sP*jZthrg(ED#-m&`$+H z1HRyqKImmQey<}t@O2PhWo2Y8Ofz&s&;iRc48{q8 z+s(rxl2T|IP=~!7|4KS{Pmo)>tiK#968Vw!?;6w^_ z>P8^f62}F3z^B~A-sX`)9dZ(q3fNQ=CFXBMe#2w}idSRWo%jt0AC57Fp<0a=$|Z8- zd=rC&wb5ZAl>Ir>#>GX8=*Z~k`K>Lz`E&?7#3Uq7*=gW@PA%p2VIe@e^~Js)z6%(K zxvqEc!Ft|P{~MHoXK(NYzjt=#DW$~4Re>usOZEPb>?m^){T30?{L&J{)+XD=<8KZv z#b3TGgL+|Qv?#Tx$W~TXb{+#8vKrNHY*~8Z6hN~e7D7m@ud1q&eYp4cug}Ht5~LcC zKT;9nkUy1%$!4(J=u*#7@d14Rw`o z!+mAW*)vF+ZWV^&Ap98Zu=_dPXvIn!PQE&oeZ~D=kyTyh2rxI5D}hcE?rXVVDTNuy@Tb{p4$Gsv_?n z$UhK8Lp1BS1-D*vtI*@m|Dya(LF1MJ4eyA*if)6TVkk9nrh(?y(u1SijuCDqggF5X ztNQF1%IbS)`*&TuKa8|DFAjQ`$cSoG^*7UL20Sj(%aw}-m1v$Imf)VQlvUv;$691Z zX1mU#?*(Aln?0XgOMX$xv0s3;D~p94laPFq1i_CtdDZcX(GqK&vuuHzTAp<9a_i?s;sUW=Y%nQt$4y!pQ3g zKXN!bqQmG+yOtMFnavhj(f`(D_W7X)ez*vWbRW7Ru^5)j3t~J;zlUE!9;>&|71XPaTkrCQ7GQZ4guTSWg| z>*)V?|9;u@iumN?*8aBsj9-nO1Qa2kP#P*<+ad!8k#i6_NuZ?2f* z-2K?B!VvpsYsNW5R7p+Ev@XVE3`pa~{Q()sMpe}S6GzR3u`mq+PrU-lQKPF@%@JwS z#!~u9Ict=zPuLzhGKU2OWM&SCM__!yw%abs{9js6>-M3D$Hl^0hL9&NE*?wb?d?53 zKVMJ=(! zMQtDSp#n8-R>uM9CS-ocOR0LL#!~X~JrFzew6s=#fv;nHu2DtS*^Pt$u-f?n=G8u8 z9v**42rg?h$Zk!`jse|%|NcF47wRO)D7mNIj37J#oe~iiws&|4L_v{Anw>SMLt|@9 zKKb+ws^VyJyKXG+xP?=s$ilKq{-^jfcXaJ^e}x^e6d89}*{;AF%SHeDfEGj zR}((zw-l_^zvibVesXaokfH&uqTX?BmW;Twv@kLa1JVY$Xa9G*3!p!^h{NVwVZC4| zWThm*bNrvZ7j7Ame_~6}+-)`zdkA3f)+{#Q%@%h6{lM3c*eh;r><0dxck?Bm4 zJhs|Ufr1JP{vZ@vv&k4>Z4*b(&_2{DkU35G^UjMa%|;?6x4lHtjV{hzJkEKJXqmt2J&>6H^xRG=SY*=-RRp@1fD-S zhC%>$%ruJ|LvEZ9?Je({#Lca8j}dqx3U{|fXJ7nzgFu5POxDl47Ybp zTFoI)lGOXBn_c0ZWDOHxRUIPnI)<7g(fvMHAQpz{Q3SKGOca53ZG#k&A(8n$Xnh+top$+_CcNs zz|o`VA0YeDsso{G!`kN{*;LhA>q=mUJgk510LX`C$L_9!$anZ6F37L-^z?F6c%cJP{6( zO{ZV825>N9xYlKZ*RU;^RtAan_UrQUvYyXzyNiXs{;Uj3Lpd-)Z(8~wo{dk_0n=p+ zn&KwZxvjr20rUfB%G~Zm>UnNdLr+-(MdaoSJF?H58y%O@MyRb1)NN`J5k&N))B0rWQe! zcN@Q%2%hhe7y@M6B?dM0+a?v@AOaXh zqty5Z!0t?C5b|IV$+@h5L4cE)M?;vk+#%&4%FN7EtsOaULY)e&Ei<6`&qA{W)I3T# z<*<>!jEiHkv$Dh`Bu$?eV#8T91`x0mGr)zude(9a?bUhO3-zS+6+R!&QOH zv)h$G>zgb=bcZ1ISrITpY}K{kexyER5%%@bdCxViM&i3Ai@KQ28Gl3C5U|q z=Zr)EY$){Tkpkb=Lze*nQhY^+GEw25Zh(jG8=`U#DWOL$Z?oSYyzw;eBk#LV2Sbg>Yp2f#1V zgym(mFxFU;Z&T*WjQ*pO6CapAI{A;E=o#R6rAxQHzrW8w-sFoCq@ocJIEPVi$f02P z$Xx(560<--+)51(V8Gghh{^yCN;|<`UlN>$xE|`^MNq%hLwWm0Y10wPnoYd zZ8b}Vc`fF5+#W{fw47ogRPXygbDZ7W^Z{`ohiy@!?)V6-m8c~YDih3y`!TEfM)>5U)H&7fU-^^oOB14W~6fGzm!DH zPm=yqMl`;ijPCc-4*O=}n@^uU0T}|2x;q#VSQiP-+c*|I-3AY5sO#?uGd zID{gXjAmli`PtdD=axW&E^0uA1r~#ui)*C2+Xmn&SOB2#!)~(_+RQ^=(#mwh>1U~E zpo}$;I-rC++?;|SD2oM8@HyO?VFBSEtjdwZm2GtU134Z<&=}Csu!S3-$y`97wY62~ zd|!F3EZ9pB1zsF!Aro54A6DXX?&0g}3mE(okU+4VfKtZ8$FJgVvj+wbfR);snj3eX z{DH_+oPU~%I?I+z;-Y>}4|v+~?t*wmf9VbcQ%wfoga|~K@Lm5bEh!}P4nw2a%#1JS zbU@ZR!qd>u&=EyB6P$WOm_6XP3L>`_TI2uKb|wh&idbq;D7h*mCq>r5bm9u{#Fn70O&wSiOGu=is--ozW`IncFO<& literal 18851 zcmd_SbySu8yC%Lt5Ku~_RS=|G5R_KB8wqKoL8Q9`R9d84P#UB`Is|DD=?3ZUuDN-? zbI$qAI=?e(X07>aW-s4|{qFtjCq8lC*LB_3=Lt}d6UVwmdJBO-U`a}dC?OEY&k+bD zZ**k%q~lmh0{&pUmC&$5Ah3U4|A*9So%I@lc!-b`d7G*GwG<%nKWcuwfn9auM>$g6H^(1n0EXCQ6(Q?==Vzv}BAt4Ymq&ik;a6t+W zB=iu72Fd?wdp?H!#hoE4r(78EkdI8B3Xgz@C_yG;EELuI$B!Qaj_3~34`lUPT3X5; zAR}h?PT1pQ@?YKy`2{;5FuDj?DB$L4DSY6J|K)bD@6A3!K_EIka3Hd;tz&^nS7E#l zF+fAbhIsR(lytVT|J`^|Hz z@p*FMQ)hAX_mUMaFeiTmVJHWTRHR1Xff)~Jp>loR?Vq6^_S{|pdb_%2cRL;*0O3KRh=ewQ77{U6n4r@cQDFPn-8L}7{7>^%6=IrBn z&i^PdAmi3;hU|xY9yMwEHx6d5mMY(zN^!WH0ADeehnpr$9CH}4MyJhcO&zH?|cKZ82N~rWVA_nN?HkwnF zvZ?R_Tr?@e@d*hv2^W@@ST#%A`1l=G2S!Uwcsba-ZH+8s1hxBuEvXM}v&(2{Wbsvd zy64%CZ~CGLNBy+>m5m|85@YiEb!=vtX1*3n1=H^C?pTF&ipy9_3pFciZ=4TOB%`)4 zxmSaq^Su+-jB@p(t6H=r0Qxns}Bkl&p3Tfj*r!O-h4|>*U+W?W;WK_ z+smGil(f;+faqvpTfAb&RJOqAn&0S@GK$Q|+BJVKhEzsO^*sOWAOG-br!DicG3*CC ze4gje9zX7T&Hg~Z{fG5*U60uV?`rjUE)=Ii<<^##k@8x*zeriUiIELWKYvDi{%jhr zQ)=4x9_!we%TkiJw>Q#_o6j;G5OV!T%ND!4-@gg%+!j{f>DMwv$x@?>HnQM-Z##oW zIe?l?>bfDi`$FxH#LG^#CAu=HDr+Lv{6w;Vv043R7p`)2Q5|F0sc#w;lo0nDIU?>%jfo@@;i*B>U> z5-+}gskWI`&q+Ge-iOE>=yTJ%<)3yPhg_OPK8i6!G2kEPs425Ew(0nN;(PSS)+T&= zdsg^l)fAbLjxK8h7x7U{_^!|sQduN_Pa95Ab9U9zwuIi{T$LX<#;Ga{7QB8{sJd2& z)jPf~syu5An$deRWG97%wKL?GT3Zuhe#j-~?e8+2^*S`62z_*$t}8a`OwK@U`FN*h z-BJi$RpDXE)80pPZC_OxV=AT>jrc3Ws7HVFWdul-i)E{jiHBl3L?xKGP1o#b&(lVy zUn#Zao?|rZeG5(YL3*ybV{50~8oI#mnU}<^eAbAjBKCgyXnOJ{mQsOsuG>OX+CnGi z-r^mhx4YU^Xpa`t@ z{TpNA9($?@A0&5>e5^#8-dZQVeQxxr0kMj)Qf#F1;)SP7aQpbUmJ**$+J3*h(d_K$ zRBha1cej6@j2Qakax=sA->K$UY{B~x^0z81Dg1DKU)UcPy0+Z<>5b%vyD?G8(x0hZ zS(*0%jg`Kg7%z>St-)1w$Lp%I-saKPv5nMMnPH|y!>d@Zx(@fZguTAI5_pD9l^d3$MO z`CgUTZjCB$A5Ht=PFfU@_`aJs+gHRS|DNzf@~Y|fxpa&(3CZc~&rXaVb|#HGbG>A2 z18y)E4v<*6P_D)}4LhTwN7Fu{Gca~;_!GggW~YCoUY^?t zp|d{nO{Wu}rr_!xjarAIzZOu{x(Mqhx z`LFg0wA~K9Q>TQHZ)D-fgxpisWR8kabG*aK8D%zcJen|LWUPrtm9A8YMV3d-$?%kg zWoc7;a(^Xo_NNO8NybeqTQYtI&Dyc~1tas{4T*z(A8-UmQAFdeSjQ@Q@rg~>M-)p< z!o*ucle-f-qgkleBQm39$;fJggH3RVSNW;fyiXfOGO$wVX4@lPii$BjjUf(sS7H+K z;sv&;Z$`UduO&tp*}}qNj^M?>{6b4rHIc{u9Y$Pqoco0uz61fpf`ZaGZX8ktF=CLy#Uo%Xp9FaF<3x?fVnKZ=&dT zHpZ6(Oh38zQR;}jKTLAE|J$#Cm6bO0^_1y1%=fhYn8GUuerY0SN7YBGEoYf$H`A5+ z+S_H;hK9!PSWjv38Te)E3t#5H`qh(!<#EQ&{A#r|cviP^_jP{a{fL6C5;V*MGCbnv z{HYq{!45VyYs2!p2gC1Ti4E9rg__693BpK?cK1rEd006jye_I1$UV-=Wl@EPzwZks zz1Y8jRxFj?xmIwSMQ2{O@-Mpu;bYQ+M`Fuo`>DIT^Vapu&pfr>ZYHkXvt|pqM}$M7 z^hfH=cjs2@jrCDKT*I@&b4E44zCL^Rn&n|#EbXe;wQWPg5DE(H6PYib*BwqPlbn3w zb(!rphc(;i`&~J+<7FP(O|;zM{JWPYne%G}8{b*R$~vunKkO77emYf{{e}FA#M{MS zmv{#U=8@`{C<(303+oof0tIu2#ySrgYwMv&{;Oq0%81IY_=VlY1RC;`rfJVd=bx8k z)5F8ZG)lU9(;kQ1%YAD3iCKN-u)u3Y*S*O3+*t@ceQ?)$;`hf=D8wZCtB zM@OAQkO%5iuxbw}PrfjkQO#|uf3%mn)n`tUi|seK$YpQZ7fA3vo{t~z>ZtyFZFq2P zcv$Q1gntpP)eI))mt@29iwB=;(J4gl-1(dNEG}0dngDi;N4;%ch>;}@k#5F}#PxvE z;Bmn(mQUy`+JA8F8Jmw3zAwi)!2BhI;?1DIZJ?49NGv2|zJE$J!13(H4Fp0?2>E}u z&53wqV>#CBz8m1+vs%3syfOaDIJ<_gf=IXY`xkQls^za?dD8QCOSj~b7~(QlYW9}$ z8PUVYW1>8DicL>!6Nc9+54Pm92ctC%V_0%z6Y>}(h6{+Srr&5Q6*~Uqhoy(T)75PWM!f@S-*@dly#ggHie3j%6i)`&r3r|t4_1w| zUkEzC?ThCeqAm^-z$4=}(EjYTh{=ejVT`)e+iB8W{QV0C4lCKyo+^>Ymc*TNH{{dt|(nKjjoUChh^6~E>&;>*W>i+kEz)x3~jaU8??%2=b4 z@2VMN?N*a7nvryjW(>Zl*s88`V^uT%lSnq|pC-ho`$Z%ZFUnoZwkxLdq<62*`%gVI z&l8@e7u1I9%1ns(WvB~%bUd`29LOHZrTY~!$M38c$BBBAaDB>3`^EWBoX@QFr7Vh8 zljiHc8`)p=G~OqCiGN35+rW)&&)J2DMO}?(mt z>fMF!$rS%^z}L!FFQzbV#kE!^+A_ms5CsiI5Cwf0qS z@({s3Yn{5vDUJ{~+TKckp1NfmGaUcNZ$6bM|C0;W=uunjMcIVrX-^Anr5}bL4j#?Q zJFwMXa9#bO?qp(&Sa?wL(FitFCvljD(r$NQ_IEB4VE85$f3 zw`59;x$aTmNoKb#*uwwmeX+_);!UWjk$R~}XDMto@|#QLX@ye$wsU!Ysg=b&^8~J& zxgL)Tj7nt3Uv}`xo3HozcJ#7l|IP}xVl?t{v~|fQH7K&mG7?ZV{D3`Vp>d_}`saIC z7<}@6( z-OBe0m6tlduoA>gNU#EtD9k3;dL zMx-6v*~#ep)lHoof-+G+X>97VoY4ml_wAdbTXTeg2uLr}1uS~~i^pl40mDdx|-R~2tg_g50Q ztfV9)J_ZC7>BOg`)a(Cz&uzEpzSsTqJ#=IYh7#h+aK7NpiE_wRut+1? z6MC(w@8Br^cwfo*jn7`<=4R2J1qlfWx9h&CwYBxvzL764e1n67`@V{ci;2Bd(M?y9 zq{7=P6``bOVk*^Ph>{WyBfDs)P5CH7nXbhBcIJ6!8uTY1!MIFlb{>!m%r|kp=RSsr z2?4etp^%69D<(lE3pB!HKm2oOXt&oP_&P8u-*uB<*kRR}R*OaUSsOZ&XZIRaXPQ49QW5x@B;geG-j0pWY^xF@&Of%`H?eR)@b;~KeWEkGTX&?jDTA*%y z(px?b#^O|*l(a;Wdny5$nI_jHeB?^U<#7FaK>YswyVmXK{f7@u8)FW$P5z5=0Y?AM z&quW|YFze=mwJ-A{e97J$~U{)=61BSwV6vm_95lHF{94Z8GmJwJd-B#)#k5naUYzfwNapB>QO?vK&Z{9*gIx1<~YvpJEVPNDa zCh19j)3o=ihq}3|tLyUO?5+^>;0GLXIdqI$x1{9d3tmSJ<-f8XDQwL6z1yay{?DuI zC#rX5#iN4Xp6P!!mjhYN9VXL1$A3g?C|XbSDKj55?@i`E+MMKdKi-B=fKJiZ*XQZ! zDHni+$O)sS%E-zhWh7JOAJkmAIoEUEs*cy7VUefEj zzuZ@1(km};LPbewaB+IjgMrG$#@T22mjorZy_j4+RU;b{@Cgn?-tW~MdNW<5~ zA%iP?aq3!@6+O`t=PhO=(HdT$rJ~wjA62Fd7ZDd% z#y6@gQMD^BDY2-+aQ?0(k?A;PvszMBP-;+pGPLN@K55`l;Dn7_ zO)DtF{K_-csGp`uQ+DhiNhv#T19z41Y;w7_wifHAu%;#{MKd4z#l_iC0;k2xxm2WQ zWA*WmRb6`m#P>k3dYQ|qx_}oKPJOmHeAz%qc7>_0shV7xG*huSAM@(6zUCdZ!13+d zJ%+SC8&kDsgKE0Wyq0`U=K;0SsFd5SQwjQ|_TVB}m zRuq3DNKBK=9uwU1TMA6#C@d{4g@{^eIr@jY58-`7)>e6)Icw|-7qdu{f}6*(n>2NW z!$P8^DyuHCNh6PGT)l^SZ&`RJmr>vC^0tsByV{qnHd=AL zWwLvEO0q%xLiJ7m?^%LL-~YJ6Yt(f@KtkB&dz2a8R8S@Ok2>+cx^77rHEnW*xd48 zM=fi+w9{ki`~~!~&STv4$xT#Lh;Ly{{>TV9#oZOzORPm_mvhZ8JgF>FoW#W;!S&wL zVoaXxqFleaRYRY$-#~*YJ~}!o`~kbx^}zi3b3|CHw3O89Kz4ts@P}<3PDGCxBVidq z5ao8>;{hVaI>+ufjt?0t&CShcM_Vw6sc2~aJh8f2;v^GfwCLvSJW#TjQ&Zr~ec)=`vB{KQ-Rf&#DU*%lKSpAr08-D9F2tG*Zb zow@K$#rBqD3w^cJOZp$zzw4uVC1sCOr>yNd?n*G&QUUKvy4Xb}Q8Sx@QH!W^sjifc zk0O=aoUG~&H)E*7SM6@g`I8j)My*fI3Byk4uXYu}7l+toCssep#_q!>m?W)CsPFUo z;jOxG`)wD_is9@6R)#Vs6Iy)1)BM+4y9Gpvw>ZrDr35~?B@Dz&GnaLom{olvmp+tp zsGm_G{#s>7Pw)9d*um30yS93_j%#-9vxGz3^%YgdNFB0l9KGu|%u}PUx|13Z#&q&L zIR2fo{%O};>fG1&S>bNk$3E8vg)voCHoHDT&1_xn_pIoW8Xz)R6Yo2fkq+4J8~*Mj zHQBA&EF1N0tF&vE(@Co!G;IKb`ku?Vuf@cZHB~L^dPd1f%eV!C%qm@+yIBP>?hnH} z8SU6u|4itp?fS&xEarXo9sOiey55)N#htbI7M;`8kapZ z+Wp~ZCbV-LCMtFAgidB1nU48Zj~vsM9*fIT(BY+Vg0F_dtn8#Oxzu5gI~!3nCZEdr zTa!3nm+za&8;zE2wd%!AMmUQJ(ozq)g3I9~0&~vo3~{t@_#!b`$*hX6fp0|At-sCe z6ML+BA{&iVqGhNs0F?0Bop1l~1>vC;ajyulVt1lDg7vF=q6(U!5;q?u?58IsCGTF(71%u!~d*D~NV` zQ@#^9@32RBnfK%0m|(tUCo5Tu`Sh1NtKCj!Z{pHXSl~$bx{AejG?abRvTN@;zgIFy z`Rt-ewf{gQK#Hen=Ua$qU3$;T37IyXrq-WZVXW|lwA5i}^b_1u>@;U;an|Yl2c40m zN%Hf&A8D;D)G}%TgFpV%5h>dMqa&>54WQWvU&%eH?6* zQMG4_364^pYMcm*j^U2Y_pB?GmQD~vhqlvvXChq3bh^z{D#o% z9*z5s=HInAkd3E~gf^spqh1_1q6TeJe5neQa?@l<&(Tb@Fa5pwJfmBm5wX5w+hBoH_}H2GSr1Nle2GAt%E@o+>ITvK0o99sqelJZCpy75b>obX_=F=!~)8VL}vUNT2HVZP59c;J9QS z6n_b$*UYIqXZc#EcGs%Nj}|*o2qTw!ER=#Hp7!<^zfJdwP!{b=!xP%Anq)k>5}RLB_VWulJ2B~lUB6F6lckpeZkI~4iLmQLmQpe^!`vi7R5<6qfHG?OiWbM z^(cGcdlTy(S0cMn;DUhM%a=pV0e5R_YT`L94rf1*$FpWmS39vXF?F@Jwhj)Kd0kx& z7wFRZ!7EX~oe6(0}`vI zr+V-_a_RGJa)VDcNY1bP10LrUB-(x-Ui9=dEkQ)WLP8lbacTW49eyuKcw=zY^3->x+_vrrLGYAE=eGIV499wEHTJqP zQ?}opI`@XRA)9%`Vz`6Pw*%xM_1DS9A);e`SH#7=g*OSNYfDOHe^kDDWYIR9YL1$-uw!DS`diccSk+ zjbp%0G$_dt*rS@Q{>{>D*&$mcqy6_~%o+k@2 z#@+EP&COYZt1v#6mrb3Vj*|J^NJDqw5)mTkL+ao8oy&&&gS)!7=WeiRXwn@`2nlHX*^{O+(XX!5cSjkn=SJ@I4Q? z%SD3V%jNO;5jM*;$Mk`Xk~iZ^Z`U%&p&&F$^&!GxKd zOyT2w3>9;53g8JrJ6=yUka(u*Jg&plXO6hQa!WZq?JE1nF>2P{&b%1w4L&!bn94lG zIS>Q)CHE>$-fUozc&(6avQ29A-mSuLzbUO*BfMku>z%sc6oF{{qeTD^8y|(>ST%a|IO$>*?fROfxJb8sgX&|YG@02 zue|gGq#ya2ZoTzJiGw&~b>9Xm32eNTmttk?7jDdzj)cFFvgM=SjwdY8h; z1ux5nb?$N7&YzzUcs|ZC?Oa?jk)d?NQ#UnT1~b9M`8l*2Fz~aVID+>7k`>(RE{Fn< zyl-Gc@}qVn`{72=h^E-c9O>Otwx3R4dzz7kme(HZ<^ILNNZE$QLZyE9@_R8mR` zSTv|nA?OsKI7muLzIgGXva%9r0Yg+rON&45E(kH6XB!pL(M$oLZOO|&O^LIbuB#<| zpBvdYIG!cWGT+T~`lIL7;Qk zo@pdv)j5Yc1k}hK9m|!n=XabzpKR;xt=QKtFzv)1y>n(rAtow{MK0jJHB}4kgV$E^6bwKcZJ@)d-tcm|G^(F zun;AWh~u*;RIj)o9sjf=`Ayt z+hgg}^6Sd>kAx;HZ|1t?)z*(1e^lg9wvo$DkmO5sIQo>6HaSM3iXoJXXSj)4M>$e; zk7A>5@byQP>5sT*G8v{tEH=00|9rCMTzzOk_d9dbY31?;g`cCD71Ix+u9E~j*R}qz zkH|Wl!}=;1X*Y#)A1v*yLzG{LW{m2vm6rpB)AQm$EujfV@O&F4Z)sONS|_z1)XKX* z*D^WPGmI5CDzF=rfr`kfGhjsfZ#veSH*Y`=(<#(LqM!nCvbVP&ryJ2w@~J$&HRdU+ z=efAet~^uc@6TcY8AL*wx}+C2qAfN(vjblJWY?^7Gtu~sw>ML``(4+MfcwZdVFRIzilckqegO~77wXl(IzqdwD&*JDg62#`&XPac4F{N zuVXHroo&^_P#7|Oa=6?#x4+U4`OQp3q#5RPH_nH_`D3(sz+eb}Bt8X5jDjN7q&FE~)c^f^GJaS42E=$PI|9)~ z)oo%%ZW-g0SBdhAP;l(gmP&~=HHuu}mBYZ`ASXS&*<=-nb%4q|Pcac+wA{m3@R^HO zI%c2CG|KuoU73g4qaFmoSt27NDTLq8&(FVp{Tjw;SL|cq{Fmf>&TJ16)@nDrciYGE zvnoUS0}nsP*9c(T2R!>9l>|<~${LeiGLW=kY+pljM3$LjPlJJhLFfZsV-l(6-d^kW z&(vJPkKn6kDM=jHsy|0vtxmzyFnah%Aqdn&a!eaK!tl++ZZq03!FQDrccDYq=AFg~3H+t8a7h7>)1Ak3z{ zrCtEDjQD{wGczEpJfmQ$)Y|lWIdeim$l-?{)Pkq4defWJfvQ{o%AwC8Il5PWJ-fQPg45VZ@IaQ6ey#&SA8yya(CVvFjLH%iD5aQ zOJy!BjFX6dib-Bf1k>WP%zB&q2!MeHcCsc7gg5gSt#+vw#1Bc1d;h*3Ryc z9~-8yqKcecX!;mH^at!zsYzh+Jdm_-Dwhf~-k}R*#U;kNsjTXmt`R-ale>6VFHfXH z>RaSXWyuE-3E~G_*a{@76jxy$HGboHB2DFHChj)GchJ`hRK{*1)E^jBCvnKJGH;fgIdw82@Ccbu!EHj9F97 zZVo|kcm2ZO_1GI%$gFH2>h_bAUQ9Bb@fV|tp2!L8MpD!z2nD-9w}V_N9}>+nPR@Nh zW4>*^FQuAxhs86Kp$q27XFILrN%zqZv2ha25 z{2nW}>YU@R{M`q+hr^_YPx*BegP_j?UdO!M!JF9k)o(N+5EOpIHxdZCo#pKhsXPQ5 z-37b8?GHIETQ2|h|J}>QNASGzo6?Y=x0H)1yM@U)DN=>AOgJQe*&$;lL!d{;BpHO+2*xXK@TGJJ&Z zml?%pXlrZl?e6mN^LJBob8~}6+FQ4Kg z>aP3DTRVnxZ2Fc;T(7vb?MnvXLu3<$A0)K3-*ro6u4bj?+KMd8svf?44Oumah&41M z#E5ti5;Kfgvd0F^CDuc7F?pbcd9jy&-!Hm)c>Q?d;Q-MFl$QVab zCOP~wq5YX>&G#SWKasL@kCB_)GM0RS7j7A}xL0oG7Sw?~6*7Aa)OjF)?9YV>I()Jlk?D!5;O zIO26tW|&YCVJ0jrtoB{YEI=|{DPO&a@(KQ2;fswgQek*)k9xV*A0pnyL3}Q#JI#TL z9TE}}1oTIKT0h>tpbQ5Z_J_U*Y2>fsyf$mt!it99Co!Q$d--5Vr0w(Kh=%y5)}DZ) zp#PhH{rdBS|INe?;2%A0vQG|Qo$}g%2YRjEF zcb>kPV5>Jo{X$rV7o-`mW3K7F1lo1<=g;h~+dhGY0F};K9+l_V; zk^u=6C~o-+W%g^tEFZXbcE*D$ZXN`pIrLw;bj;$Cpo{$z0Rc}inST}2=d*-tV+1te z^=m4M=J9bT1aO)Deh7w4keL>RuBG|cOJuPs3?ZSR0$!Ky?(Q{0sp#0)Z~D^w?I^)d zljWC$GE}Jl6BtCz%J#xry zOG!?0iO<60<9Xm_Z=hj=Z5o?|{WU;5D3&1*Ki=sR2c|(im5CZgC70k+_l1rqA|2-! z*(zMtQ|`ZlNi_3^D3}EX-E`eOJWRUd9iV^!@#S)Np%YNFqr^BghWKle-~xUL>>9H1 zb+L)Rk);L^?TW9sNJD;pz)69)0f)D@hhPHl1BJ^i1%1rQ#-Qv~e|fqF6>Sb+-E4Xd zP`12AkBEUg)&dfjoKFRZ+u*ReM#cqFoo@%C$@yI)V`83~{h`WM8T(-~7saR+*kbU( zaun_ns6A*xKt2@I)sJD!niv^f>~^w3B60ZV`iSN^x@@Axs^%+d&I1|LRQ2@qo2bIXGM^ zFfcTfl$3ZJ*GF>I3jY56Ycg$VgdxKaW&VV;#)|~;W$LU>@;Odr7a#xFq?N^iu^Nfz;}t+(U_FH{(!rl2`S4a@f)?&YZF0;Y{gOq|G8 zrmfU^L%%hcJ6uwMg+Mrne35Yerds0u{*F>)w@2D&!P|Nn)R%+$H;clU*Gl=}ua zNw^)?i7$Gs`2Xc3xn7#UdF^0-ZuE~mB(;AfPkP_gW5H<~hC}_yVnS0>lYqx*&CaiT zHGd`_bFi~>y_txOjU53Dw7vay?fc2~?Cpiw3$_zx?W!k&SM6WacXoDQmXdIqtB4+u zyw`wR0!$8ST;!)uxOeXw)&2{OoYU?eGDFkEIBRzHM!7VCryl zbAy#8P^trr98AW~!_Houb_%Mf8bcHea$3LO``o+BeP3bzRp_iPE)wG538BYvS;cGS ze>dfYB`|LtGSO;;N9z5EA3X2?1@-vY*gh`jT|^D2$Vl2znY{Gx zahuRlkc(n-3}O)qsE&BV6!YNjfjdi0O$Ansg@dy-R<;I8XLk}_r&6{`^inQ0o}|8h z>VZ<3rU!_mkTGjOM~CXq7_{v9$zFHRt=qSU^E3>TlX)Cg;b6J-@(81kEv`a=%?3rE zzS}C@2@p}u=`~Ro3KXFX*J8;te}&lIU#BXBx@>R4(=E`g@I_@~+4KQCfp`G&;JKEa zhHWL^qq%mA-=&)QvgBA0f?%qB*RIAB5(_3SdfkrKNvW$lEgi$6Vf+~C2+>lacbXWP znCyEb?)&{VFXQ38_sGWk5&xOQ{e$47=|!LsBL6=E0`(T<-p-DstSqN|W_tRy7lrlU z@UUE_|A}^bC-5l55M1Up?Pd-BA89vZ&NLwV)-ZBf8k%^S3<$d*T@Gt`9&KvpzZ?hl zKQJ%=0HK7*4P+WSYl!>a=7kXrnq}r?K-Zw5VJV4o+b0UYPauoJ2oGHCe^LwJ8LqQt zuZI`%`Hh>HY%w1`e4wSK#z1)oLbBJvpc>4WLGv;|S#~qYuw2TnrN?w1BFA+Q2@x|4 zBjcA#5x7{%Oo4fqr(1tndo-2XSNIkO^ZxCxeZu_SZhBnn_J4^X41rpWhll5SxGt%v z0!kW;V&)}PxZkoC&!?_&GL9Q#Wncri<=+JFF3zT}9EH^3+o%#d{)MqJ3lMHYf`hx- z+uOUkw2BNwLD~mpXA3M0P}07xX~2os`ZIf>zq-O`Ey~8gcvBCzB_4X;M#>p>S}2KV zfG-`lXI`u|auTxY@Ie;;ht_>zheA!cX0NO@*sFqEeOIn+_i6m}qB6!cM4$wrd@+0>M00^^YbWMooI2q+E7yLU$*93}!x zMm&!Ko*^VGj6ng~;uK^g2wr%1?}9I?ugqc?0PO5d2r>hx1de}?0b0L;4l``U2I2a# z;jbT+l^$0YM-O=HN9w)mIpzQ+(5ao6=oJ+e^=HbbJhh(slP=9{z1P2X&>6!D`E!3T zSM3@mHa`S#U>W6gv)p!}1Jtm5jgnud+NDCNZx2=nq1^DQ$iTm(>H2WGCm8FigSjB9 zu{!nnVcccWt<#F2fM1WOc_M=pcyw^U?4$@48e2O%3wA2F@3Rhhy~f5yh&S+y>+_Xa zsQvpd?g1uSO7TjLi!)P(O(jI^7#-K_#cSVimdptT6CdA1YilO>&%mKja`I09&6~|$ z!K;a{;y94(AZ#w(#6TeQa?ep{@NdEJ8Y|GPSJQE6>F-yjiEwdst=sKjgwzaonx#Nz zZyO2M!^LpFOD$W)^JvnEQSEz;&72tIU&#MZ8)3tQ4j8!ODE9RT(#PJOog5wf0Ali4 z1N>d30feV894BMnAEZeW-TO zS$*3rlrjPWgty&8ADgI|4%D5Zp9_(?)y-~+IZ4l=L`@VCS;KE}f+Ln&vlomDXr(#G zg2KpbjRDB@d_egn*~CH1SkMqw+tb-?BgY1#9~mRqjm|guY9@Ko{M@Y~2^SOb+^UhE zZ8P=O?UW2sR>6XdN3)6iN6sp$tIGJPbXc8u(fLhk{N*|NNYBgQB5*J4y<}YMv059c zrNj;jO7nMbOa*N4+Sv!f8VNzZ}})Li=a6mL>2uC@kM97QL=nt`BOyu>+98+cOElQ z@PtcHMO?3T;C6W8lRdaPhK=OCZ2yEpB(p!;ETh~I>7hZ|Ic>5^3UQ2Fb?avksV_4Q%x=almtmW~Trid-fypjmJ* zKA7S`yp7-f!#(R?q7pvFXJLEv8|#8-Zb`RV@x|o)Oaa$_Hr~=#j6rds+Uv@*l?w}@ zMf=0{h5fm_^dY6+_O5L@Z{3oS$)JIXf(iFCAMJWi?QE5D>uFHC!T`cR9oT3s5zJ~J z^@my!A)bZli!8~-REs!oMn)JS$-Uja_AJVHUD48>0fpDlD4$LMUhKFz!EN{}7>L}T zs+z1UQ&8>~S3qe47b7nho3}YGDF%gWssdg3fFoTm5(9tt=|pGzL(aISUPQ;+x5&!b zDxbYVIRZqK)YVO|;n;PC1RBG_!otN!NI+mUUf#{e4^>nEyZ<^K;k|AE_@Yjkq$YoN zf(e*8h|`s_Ief1#upnKFrMIn(P2QqR6To`yKA1hX_x9ExecIXX==!>4 z>&=@ASms!==!&_6+)T>jMFU>=VbN-Z9~FNr%+EjLjOUTeRvChI$3eb#W5dG2(&xl9 zHRIvU!5^q~f}|)eE}kGmlO%W4!B}u@afV!4^caC4Dq^oJGPCpiTU#82xxvFDNS1YW ze4plrt)vnKj*&hep9S}ACM#PVg)U&2`Cu?l!)#8`ST~_L_iMrTDi~=2N-LA z(_9>?W>!UcIQ^A!Wj4uVI=S9QTcL{%I+`jFK?P^5V8Q+e+D(TSIq!Ac!rgyIJ^4IK zMm!)eaihfNu_oY|{|zfU+b^yGVJ3>O{hQ34rx?fVHJ`}7Bnu(?x{6vD2=;bN#i_;W zyYHHZ5^29CKXpb85`~4;h-dflhzH31gU#%fIuKv8-$s z2w2QZdje1pi8nAXS23d6dkBQ0vOBD?ckz|2?W0|#w%HlHtI)5%v#v`blN2~)h@>X^ zj3g_<(zN;u1;GiiX*B>F&t`$%+*@n4R1eXB@u}fUGOogaC2Lq!-l@n_Ek;aLIv*UtqQUW2vZ zH8nMULN!q&UwUBCJFGlvq80)ELPfD`C*t{))0=K8PcmBSl|9^#+t| zU3(A>ZkmcW+BP;jKvJ#^n0DBP#KvH~jA7AEqcflQVe?2l^c?I)m^XjI9=dKDWhq{l zE}+KveFBejGOtsQd!1@|9|W9Iuu%U4)&VSno&|*Nj~O}k^I9M2j|zg5H7+G;1v+35 z(bm(O0lNzZ1xRGioVWE}zn%y1<+;#7kZ@{dX7&mgI@CacW9Ia){KN6v(8%2%;-c3b z|GnKwGO_}zQ}f?jnK<@mS!rP8IOq@cXg2Vtkhz-FN+YTOhA3G2zK7Pc<%P4V;b z)zsFem|Y9d$kq=h+S6Gb?@o96J%r7pwy12w;fMX6TR&k(CL5Q#e<1=z-7a%TXznb32Zw<(#$T5U=`UFtF~XU zJ=tBjzE3E!#U0+7;eL;Dvo{C|WaohC!Q9J}!~(TLV>1bfHfZ(!{(h48qqS~M&@~;C zZ7`If1GAK};ci{{lI1e5%LqS<^F$~sowjs<3PT2VSXEgFaa{RB4Tk|~5foHoN1`v6 zKdD7#YQUBN{`I(!z(9ryO%M#ACS0Z0h@7fGOh|YL`mP466*Tf%L4BS5ic+o4HIWQV zriD6}I>hT&*0t2Q=pZHxeAnjPi@vrU!Jxyw|7;u5!0?Ja&~(h7Dt}BtmNbq3bs+3* z;*`{4-s1a9Bc>^Lt+{ViWm7WuZI+1tQj_Vl!Zz4+u0__y^_w76XG5h~560BlG8^J6FgOZ7w+Hf@UE4euK1t?Yam}x%5O@y^O zD{G+q0iKHwLYv|CxemNA=3#fpV4gsH_o`K(yx}zi{TtJ zgK|d1q+ST?!uKqv>pbq_;Q^s50o_V7dBdUwLp=@OH$%5#`;0FXe|1l0~SmZ!Q7d|sC|pcKOOl5$xtudecduNp)ZyNhYB zt6B&SO4+3#>*~7i_^0RZ@9#r3y}GiJ(_+YS_`CLE(|@wTxfJT{eF=h;PR?U*iseOx zICyYdffcHuxI#dnD`8fGv=}c#vzG2IFb%Rb90dka{4<+0btYJ1!_--B)^FV4jRbQk zC^Qr@yS0P_dS@}nb8|b+Sfo!zfU(KQbOEA^k}`Vnq7lRdf1z1O;Ve2e#3Uq==-lw^ z5TiM$TZ9G$f$kCy3x@#x#K}-lP=M;s>j|cdxz=ijHRGvgoyGt1q2>1rQh1- z=hzTzM4(|&`u%HBSB?t99;HA^y>U0`-agQLbP51v9C0!h!{22AfW%xuJzgsPv(YGY z#T_BXttl&(Vbdo7j&vbvfmA>rSmm^pTzMU|!M?(E&ue=Iit+UHD{vi8WCh)ie`_U2 zMvC-buMpFKF^2{WDogM^SR?9KoZwUtOT6GQC7`{*)L>`b_>&&w(gc%`?}g$341hz> z65x3!&`#GFYTCzasNTzK&rgJM1!fjZ5vZTSWIg)wS zQ_Al0rwng1W-im51Wy{cYW#(E#w-f*b?fWWHu|4fJt3vWYlkInp=A7|_wS#>l!WPV z?MYd@6!#!ZDmbbStz+6 z84=MDWCs@YLcQjXcicU*Z{yL*CqIz~S1M#5u#|A|@SOI`3vNtSAAzT?K&z4+j6QI& zsc9hcIz84H%ovsx?eWuQN=dU=q$G1MyE)P@;3J{_NWcy(@T^kc1cS4x*1d-z7 zM|2{h7(kNE@Qj`2=B^aM`m_+pzV#saL*@?)3^dSigaiaNrS;(gatgmzSSP#vP*8BX zySsaq9JRsjTe)=;(z7m@l-K^H+1c66O)@;ZYp;{$Ddq0TImqF$ncegq6GVn^zPh?P zGBPqC4Z9$rj+dH2Y%thtwgImYsN~f@e(Y~eUqKXGbf`c68rXreP>+WZ$<*mJrGsLKL!O&15$c(vYMY zTbAsNec!#;^n2dpJ)Yxu-{+s#aeTjWFV}r7=lMB5=jS}5Zt7iQqUWZEAc#rpx`qJ+ zQC)^07!E-Nu6)_nz7BpJbG>fn0YS{Il>cBIE^qHckN~8mp>F8=a^bh%Q<144#pQz1 zrlrMNZ`*+wRV%BC#`}*^W=_Q8u$R^9!PEm{GRNFYKJ`~TnS3HWZ_r;v*Lr&#U_QTr&DO+GF|qJVyVZ z&Mv=c%}{kig(@!z%xydNb3OQltG0qZPWF$rPmbUYdF-M-{JDT_jr38_c(vPnthzT}ktniU=-{<7IP=T>lhfXgH$;-ws zjT+OlO0+tY*y%KccOECD?$lP+e^T3SVJU5dFnyCe=l*c1Liv=3TQ!7DMAKOE)J*A+4v4|mBj#fo5a z);(FeDoYecd|TzZ8w0i$2dWB;i(}*BR;9r48^0+C;OU6tt8(7E!oPb{j{9`j^@Q~p z%YADnCnsOu7d{RURQ_~i;Sr|RJ@2m6(nw=Q9;e`&n_}x*TiKUFM!Yah)i8)q=`TlM zY*q4@?jjH_=iGd;w;^ecH%;-H`f|b|9Neehu*YSp1>Io{TNwJ#v*#~y@*D^Ky?giW z7EwXCWO5snk(HH|o<4|o&d3#GXs)+vr8P3Lv$d_W1m{?Cw}>VsvnT7rCH%tSnMlP32QMr2$#BHj7!$eTUl9o zXZ}Iq8WJyuLX9bXU0?Sk(NjaXpMP_p^NbUpqS$NiKD>Yb{+vns#EP$qn!Nna%#UDW znfy-^#PT}g`8nZMTZ_NX`2|^8j;^oEeHEgDe2vTC{ZqtLFi-D=!4vf1#;d#NoG~Tl z_J23^;V(+bGhZ`@%B`-bWm}GmcHWm|i{glBi#rL<^uaH7nD_3wgH{6Gc?e(hjy@b+ zdw21s7T9jR7M61VMhl6PiY_A!gI)%!I}KJ`PI)JQU8j%H_3y0B2tWU9{XtS%FtPJ` zf}wb_@-1+$D7rYfAXm(`%Iu{k99quD(e)>vGl8pf@$%jsn%)U) zGA>Tb9~dbD3p}7gV%gc*gMxx2&n#e~0@d`-YMx<)2#-T~u^axFzW0ZRhw>j-nIqYw z;L}M|(DEw*I@1c%B$2bJ#CHYH1Jx|0QqSfs6aiZr6#5J^7EgAs9p;X3=}IO}ISrK> zivQQGa+s}|@#|hwyR8`31ib>_A~wKL%gm-nEVK)qhn#EEQVkr_STAI_FKegggx>d_Xto*xCCx8GhB}A;$xRoRlk(Qb1Z1VWu!84XSR;O#{4fbPY(-_0iN-+p%jIV_e zn8U~j#10osB~qZSK^O^-?q_u; z$2YaM<5>MgIS>q>2~q2?hUqQ6y(xB6n>giO-~)%Cm}6L+m%0+Ko(NkFBP~R@^@^$_ zBgPB7mX?;5+;y74I?9WeB7&u~5^Qa4eHXwbMX)&Q3a+xo4r`fp;2?Dp z2$*ep{)7^50Jg#uSo*z3wh->&9orw&d4{BosHiCXJitnCd3jDA_}e1KE2LwBRaI3^ z((~jzgR^zRyirWL!eNHuC-6Ckhu++=5fe(1=X`i0Sw9-nTnsr3tTq-7>+0$%=OmH6 zNM0t}DSRD;B=WhS9+L`9dE%7p(2eRlr^9q~bUgj;eAYX!>*44a?Q;S-RaYv2c=5C3 zG|7vvLx%COk07!d->R2-OPkYN{6QMU!P%l1nVCzQ5&wr|{7{*gmxG6&_(4%oC(oI^U2vD{SR>e+Y3#SIKF2qDW) z_d+pJfP#!-Qjfu!)8nb1{)V57Y4hcj%@#laJf`@f@|O-+zC*f*mIcq1p8K+C+Ii@+ zQy2tv8M||lpyGS@4D3rOnLDDTo)y9o&^Rv**)$H#TO_ZMa0r5*q$&~CxTRCj2dFRZ z>&gS%g}8fM5q8v1Dc0gje;j({vCoZlVr-;~6i}!jV!1kC&^JM_Q_@=mgTf@SXv%xc zD{i=`+}UoK^`~OdB5MrkDugV^z;tI>EolM9B^gM^=eV%JbBv44 zQraj>c?BkW+~wcJM+VV(Mu0+x5R6)D$`%4<7w8+zM)a9h7d!BwWS+xq$*Ysdja1#uV?;nw&}=$c$K%qO4_%K z2H#PvKM*nJ>F?xJVq7d4^tGyX%gBmGi9wsGpXtZE;x&$-og?Fdicy$-r`yZv>@yPY z|I0rwzIrD{7+mH2Q&&o^b9T_~d+(%BUtYKsI`h|}Kfv4MX2{xxq~d*kOXAgZ*k%(G zU%`$S`Z_ozc#fgCbAP#26!)*q3q9w?8oQW>kH;RY!X=W2+PpC8tf5<1To^js2EE`6 zB9?(lWcqS%jI%q&B;n15qUKq7M&akzC7hzWCGy1R_fkZ(JhG))+t z!%||EmPT&|A0chbM8g27@KnaUGydQ-P-)1NQXRo!H)3uZz!=#&FA1kL_vcY9PZ7(j zl&IoYl>od+x-`|J;=fk7H?%c+T%F{lT__zPpfKfLJ1}6jbW}hMjR_wzpcEq1*rJxD z?wgxFWA%0Dfci|op}c6n-us4NY(nO86sONOc@h}sG#>T zJyd{F4dD;Cuwl=f6k?D7L+ZCB2>VJAO=mN@|JHpS0qJTYrLNFI%SuNyrjS22$$-MaP0wV5zf$z#+pH@kCLRI<_F6T= z?KJLbB96laleKf`z~}T3C}vaKEp0zeDroE;_yc&S^H5O{#pwtgf$U(cRumOGHjMS( zkSwF{7Y^yAWLjYYhh__9f#k^y=-$2A)^XGldXRcT34(rgD#C2JXjhJOvATtZMZNY) zajld^G_UI7=IW%PbM;NA%*B$mZ)rcM=BD`W{uh1N$rp>9f+EkaKgoSk1=7_A5zxdH zj<)-}Ua~wkd znb$--bnkZ(Zi4_Aq8JAy?=6YFL?yv>?vZ4e8!!08bUegxp9LV6cAjH3cYYonWJ(Q2 zDJ4heUQhT`|4iXVos)%3jIoJ*CaPJVv=U}crOVq5;* zJKjTc17_&!c?MQxKjdOr4Wv>hqAS+{odiL>*a$Cp@t#@ZU|dmA+{F9giy2+z#>Ev& zzj$J6X}||aUa3+Sd71Tfbvr8?@FzZgnUWQ}@9mwkkhh~wQ}V%)>uRClA58eQ3vt5H zx&O&UI^1|WDkNe+IG>6MKXx`R<^Z0045iKrxHX8=A;(L}Da5I2d9TIcS{>1^Ytsffr}9praByL zd0Q6Z$$vNeb8gzpaXYOU6}}Z06v@=9Y7}8RhQ6M26Jbh8bU{WEeW+yh%_hR?dV&a% zxG%XS+KQ6XC4$Jxu=2K=&%5raf&a>%wv^F3hp85v3~Db=mp7eN zd)c=Ar!^-@$~&}$oX3uK8uI2n15PN-Q#saQ4hH=q(7{grkXhGJL8givqZpq3S z2y}pddSf^N8^hP_4J>+eE}EzXGBp~ZzY*ZMC?#Dk_t90IWNma(SZWNHvhW#n)R6A zoM&CHeLudN;_GE=p18F9La}Hu|GLkcA3@%YJF)7iu>OO~UlbWntb9rY2u4KX{9*(U zg@*JX@|R1%U(CGea~S^02>z{4XR6;V{4+_ffUl$FFMydFYY%a?r4P)EMcBqM*FS($ zQfCG1{NI*1j4+iWd9U<<1V=}d5&>>dRy!sS@&VDrLPK#1-zta0UvS#Uo+4IK^eX^5 z4a7c}XmoC_SOdejKw>8%6m|amKbTrteTdtbX4SZw@CL*+snma;z>F|~SP|fgu)eL3 z@y<~EKdglCx`7AVI1Dy$()~h*8w#Xv1Z&Er3ryE;|I4QH41in!LCDk62hRUAhf~ZS zit@$sBCHUh4_r0WHLuCZAjDh7MQsXRU-ujCyOcW6+K?GiYpjlH|>@Y~5VI6sRU$z#^$K={b z)w}y3sskQm!;=$Q?%L`q@-a(1S_pwAUNyzZD>9y?7Zmv($W1Saw~FBw%iQ|%=+PtV zit7lo+;Dq2ZA8>v$>a?)AZQVo?TU)ptt+zbnA%NIw2icb?;lkntR(h{p`w6wP=t+5 zRez1ysSHB8d+kdREs0hj4k6($e6$jhh*P3x&ivbY%`E0}3uO3bp#BvXMW5e>AO=50 z0y>Aa)DL9CW+}bLK!o`G`dIJ8z1a*At-oY)#)}t(PfZZCCO~L-=<50n#n=Tz4HOGi z7g;t|uTd?9ND?>tfsL9P?EFA1!llDUvbfMOGKuve*mU?lc_Z4II4=p5Ib zRhuq-7D$x=Hf^${mQ2aTAo?eHEa>fu)F}v5@&=bPjgNyTWvm!XCFi zH!y5lntpNb{y6Tc!{K)FIOHE4>5oN}Z*XyQr)Or$>n2hh9aE{p^3=d_$Q#IxM_DP( z0Bq?)%d>u0Xht)&VkOI`D&=&|@#;o>Cm-6+DhD{4oy>c0BRpSu+vC6a`9FC0v$cz) zICx!Y$Ap_!0)-U3>9vPDMKBNHjf^m@GkpvaL^e$s?4=cNptDt$;CWl99GoLFrCujV zDVVfI>j~m*a_O|^*t}TLo){C3@J1)+dTeZc>D~yn_KX_FyVcgO1m~x3t|05ux|L<| zdxDKe>iv3TmFH9`nLhLxaq6#2^Y6gA!Tg4&K}xWI+Y2AnPIa|^|6UoHiJXaHv5UHC zDoTK>KeM@zrt?ogU}`nZJxlVsSJCgknP+}dP=q_S@+vwSjfm=)AmYznXA=}*iz+t} zr(BU6Iu;IBw;w=|AIU2|4QusaKt#62IQQq$s$UmjI~QEG1YQbb-K@oUbj#2C$fW7e z&L6p9NI(?+HTO`9@S;#&;f&oi@uAPU9 zKL)Kcv(RuYT3a-GD(jXqM}j0-p$yJde@ucqc2(-rDA3si;S|f}^gRtMu}QMuC>J>5 zlI05;K%(KMP+ESJ*#$^oxq%Ivo)7X%8HDq5y#i^=rY?$MeO=YYRUGH7=`D~1&Q<)= zG0y;K2+(CZzkj2}?(Xj9_Ri+rNc9CA`7h!c)g@?nY;>oDT%nlyt_ zJfpu_N&~%8-KOKZSQZYE-y4d1EmV`@;^XxJwoz^|sT{|Gniz*QCnF2X7O3{9_!$@( zQBbHP^$e8+pk0E=i~V4pxniI^QjkO$4~qdWRhT~YInjttnF6yQIaV`pN>Rr9cdG{a zrJJT>d;k9A$8ZKyCmJX))&t}_70?DNo;?a0yS)$8QaGH8)BM9jpaU#5ti??zH9UYp zrt)8bR_-Xq!KQh5Ps{(Ah*rSne6QTXZ=X>LkP(VjmL6F#s$T27?+$7;iHV7(HK(A! zYt!`sMn>n;7)QDNhsVZVS#jC*WStHJ)xcPv3lMa!?K}n2*9kR4?;Y3$C+7#M>PkUv zjK|IsM&R^C7I|VixcuY$-#heWsRn50eeVf5^dMIHrcy)YDp|1h_HVE0rjJuoQ}1mq z^vNy6DvqE4WPyQ+W2dl1Mb=1veXW8%#owNZ&O-Id;eAmZnf@QVbK<0tM^#~wX`PBIku%c5OlJ-OHAV**-3M@x4IpBRXCMc z?Itda*L!WnRif+72IN{BpB%@*k4#J$JAFxFZW3Vr-B!KB-`-20pNs@LrpGwfJhS3@ zV9F7Tx%Q(h#gU7a0)5vL-Vf$ag96RL!2#Ht*sHHCxNPnXDO?-}f{k>g#0`!%uftD| zzf=M+L|G16|3^nGB-cqcSL*;>NPy_Bg0!UMMvm#foW8j6_Q~~u(h0YnVXHt`SgX~q zd%gA8ZJRNY+4vFmMd4T6zFB9r=^VpQ-%Z^s7iY6KUa1w*3mQr!?>oLiR9x01eszX zV;rEI$M;)$^th%Qu+$3E`F9^i#8ZjDuy7U~@90vli`2|>|GJVg6|}brlCck?!Fzw& zVkoz>+64)`9WAUHM+qWx!0dSWvrm>l5NjZ%7XXP=165yhm&WisX&8=^8TQLwPAqTs z(N3xWV(5cQGblqps2(gXYf`3=4k2h(GZ3UQh}@%%jg8-dYu$66yI`uXU%#&DJ_Xf1 zy@CUteqAK=CqI<{2mJzo5Kwgmg|o7zUGb~l&}Bt81Sp1O>4?@hTh2afX=%xDX-bRL zQ}LK)%uDjogub!Y@d23xZn_-SIu2F>U}fri-VK+A6 z9$Gjge75MPqX=7zatch8xLS&-kBEr)nt9RZ&!;G#(ICa=*MS&!Q;dT-5-51GX-_qT z8i;UclNJ2{ymk6-pcEn19NmpS5Q?2qMa9}%uqbvp|11>0x(K&ynt&)=Ps9W zK>J0-u<5#ouX_Q%`8%!m=(W9^vaGD^*15V;lj5HSg`VRd!vQ=#9IjbOe^B~dB+4Wl z8neVOq412r_`n-2w}qaAKt8v$q^O%{)4#pF{p+1M9W5k24-{1$jjBW{6PS``Lk`+fD_)J@NTU;w^4;^7HbgA;;L`4yT zxnh+&3MVw5+W=anc?+;yiIX64P?|!pav@O5stSQC0CVJZtBi{Q)L=+Vt>qFoNM1yM zweFxu1=2$mB&Cd?Bbupq&%gn)yn<7A1$z*vmfbVM8BD}4Tz!2DlrDZcR+u&f?#K#; z>BjQMv;l1ns43y-RU=FpA7soF^7b41eKT7=`Ax&V_h5eSjL93j^YbM(W@{E@V$r!` z-KVj@tdw|dXGCb!L7m-=cTc>-Ejr0UqJCk1A>edvdSOf>O@~{5 z=-U`KOlsq+flzWC-Z?%#zUt`wi{yBX%)O(Q;Regj$OhAbK$#m2B_3yTnOff(7vD&g zS?XxikXgfnE}?V#iDp$cYMk1IrDP}1)m_k@QJQ~8R%eYNl4T}Q3!ln^cga?9CCEIr z@o~KPm6Mqt`NekN9LxNG$KmRflTb_6NKH^ch-hEs@zn3qylM@8uFrye*1mna#=`sg z)5QFompNX=w@39{ATe&@2YJJ&=^om74-DSHG1W*#OV{kWy*&9NiL2x&Rk!bDdO8rR zu9aK-pg;O*mPP5DvZZ_QtIvAW`anUQH9gW{v&QCj()U^`l%fgv3($W@g)L&!M};>@ z_%6dujJGk~Y^Z?*qV;e}<8gJ?>0g%-W+kh(&n2%U1yObTv_${#%CwO8k#=g995S2# z?KL>;pQ86*i3f>%Nc73O>B7ZNN=uP zAnrdJ4DvyGJF^ya4q!1dWPin=aD67^a3({+`45J9yS@2fsF{g{WohWc5`~CS-n@!q zVq}z~dk8|P4QO$rtg>8!+;ceJv$^EvW9e=c)Y`K#xHP1mc1||>!GGuBN6+%7h za<(*RDV%Rjx2NnOWyF4aJ{MfzFZtOQ+_4Z+3hSP)pmR1k(Yu4=d9uCO8)D!Wru&uMgXz& z$k_d!+9c=0jV}w{Cq$wv*b9A^jFcBX(DNM(L z3|wjBv<%w#xwq6D0!|*7bJBM}uK~?p=mB2IAl=|P?im(=_f2~-3X zmHo&3`(uEHHSg6o^Tb|dYOQe{M~iXnuBJBc10Hg)VRVQXVW2k)eY?4*GXFVDH}!}%6|Qzx_%0JRM8KiD8$+MRv< z!1s1cHOtsV1PT$C0^1B|-UKP96tpY1x7)l=Y<_tuBzSQop7#P8 zvD3m5OvoxK8XO%x>UIhCsIV5x3wt&lH|>t`0b()$9l1PDPft)`_n7(mZd_OLml|$q zjGGHS3@|i;i3cGFWRDLL#bsq>JCZ~Avb(iHh>!gHE&M85!yXjKief)w;X6*Fm2gL) zI^-yL^HuG~ZD7vsV}wUQgjtNcxVZiKnwtCUx13lWMXBNCv6jc(OfI!kDFCoeCw8W^ zm3Q!O6X;GVfN@o~hSys850@X&A$>Oo>?lulXDA*`p1EY!n&CJAW+p%o_$-zO@~GyW zjAktakPiSS1?kF~#qBcErTuXhV&(pve#ov*@Qlx5)81kve{hY>gYMzrnW``mO8+e-g&n zT;V@j0neN!7H^j=0;t*^BsF=H-+ef2v)pgvacKZP>LW+@v}@x}jC3VkUFp$!!KL3- zc0JZ@5{>mB-IP!444gV=S?fCfkz#qwjc1`|LYX`q@b_R~O~(X*flD`S|FJyyX{oyY z?TQoQ0SJ6*JDvJSWzSiFTP)#d%bhPKe>Zl$NEpx^rP~KKDP(&kK4ia|WDzj={F$q-)!a-;Dew2-w$JS?Bw|z=5 z1flVnjwlOKMM+t?&QpeB`X_h6>U9u)z`{uT`6&(@E#F&p#IAV;Yl$@m& WFHfV#YK*KQ@S~-vr%{T=hW;<#HyL99 literal 12513 zcmaia2{e__`|fuPIT;U`GLwXa5He;SGL$Jo4k?){B|Jz!v*7^Frz2Cj}`#$gUyzh>@WuQev$wmo55RHzux)B7C z+<+h$3Qhu^eA(622LGIWtZnfGf@nL5e_%%nE1Y38gqQi?+~cGT3C^m zb&x1^*Ky>aF6COkTr~FewfEZB>w4LY5%L8LZySV78Ytz3j0}vJUK;ZUfB4k`6ZZa) zt34G;2s>wVJ?0Z__X3_u_1Q#3T)b3z$;$HV$sgNG)l%PM-lxsqZ_B-Jr(ZFQli99oFbxR1;VafDTcn*W;cvBgE`{IwrA>lo6Rpd()L~bo0Ge z##=XMuaLwb_@e&w$xO5yQ*vO^GBY_@SFo8!ukGU=g)?%z+sjg`ju&N;Klu!vmS}GE!2B1G6m0 z0odd#1&;Tcz5B{K!2jz9vLOo%vu9-8FmasGL0qw#8+(U8OYT?~0mmC1eg%`3m$wvQ zu6M-?=zRZvN55H#4q+|^N~QlW;SH01&*@=+1%&P z_dcv~bxY9Zx3}oFP=}y_f65DoaepOOZQcmv6 zM#=Geg#ibN^KUiCpw$8t#jjfDVcEFLjFirJg%qr5iD{>}oF(vi>Ie268Uca zed|)sv}Y*73#?Z`um@&V^3%kWlY_(R3DwkNS*}+DeSJ?Wg&}C}B@cypl{q6>&e5~> z^e@w%z#9_38<+wg;-vozWu&Eng*vmgRoxOzsSzo$67?xQ{R(|1)iHg`KQMDlOjTPV zjZuR>)y zQV8;OuI%BTJl=v(ig!$3Ou;Uxw)BX{+~e{Nz_3Jc>dt#^6xY*=#}UX>%!BDUFl!1E z@dcx|i%je-;xzLX+=VmxvgDqAsV;pi+j2aVj4N8X{(5)ex9I2SUotOF6!g!Ape9P0 zcK={=5=D0~&X%ycQJvIuPmV%k{n|XEB72FnxJ5T4a&mJXH|^=y8BVj{?s`3hXLAv| z#<{Ib0UJtuV38~MN7>N0&UHiKm6*fzHrd5e1oD#tUur>7v6FDpKW*onTY~Z0lM<{D zs*p?){p;N)19Dbg{*1n4-HWB}XQ4^X=QQFv338sW7;x})t^)%DKE)~!WL}6oW1erM zBk+dPMLb?RRF(Jic;mp+GP4C2lm|yj-$Qx;f8+FM$e6LKy3|);eB|NAUQ2OtRIXQ@ z1sEa&BEEbfl%FB8Upk}L-Zu-gpA11<;ENKolAK!~2r`_}xjhAc=Ui$4m`KB@EAN&K ztu3>>!A^gfu6|%K_J{+5%r2(FKzKBL^Hj<%Ow2uZ2AU*Sp%U*Dr|z8Fh0|&#Pn(N` zV}T|25Fen+ro!9@HOlf&rYWf^-GfdJR*vViDh%{%f8YA{@qjyMx3HqUKkK+Xc)!qR z?8(4Q_qN`wpxFrJ!@n%;JzTRJdyS2a-H9A=gx@Etoda!~4A1sExleY-xR2(X+Yc{3 z+kbJgmmP7uE+)UTm);<8?deG;-K*^Domol;-*4_HABsPuhM|IhAvGckf5WJX%eDCE zRkf>3jGm4?A|xacWC;!f{dY(CUYpup%Vff~iBrF)i?&uLTNAa9eT!4}Csr%@|rIHp#c(5!^K-L0l2EzPAYa< zoSOndS&}dzT^RPWK+G$$R?|U{KKUiIiRqFDN+;n*ev%{%q=Xyf=Jl82?}FH4P^~;> zhHk8o^P{OdD@95$isGu;0&jRjAEgfwj!2*zH%MaoK7BjjG8azb3q=Z2{O4VNNxCB= z7lhU;tyPc-&+4IyirFZ`)Ngw|SV=FiNS^*u4ukg1ZjhAj+@E7f%g*-kSb?BGK^|B^ zv6B?rQ|FZso;LR(V zinnyH>1VusyV%nY9NNT~s!9bFmHXpbEJ8wAd0@LENJ&!ioZ~euJ8RRkywjd(t{+-k zGyPlL@ZPvDAa8|Mntl?sYPeNoc9u8aD6+NDtmJweZbqxlwb`ts_8_g|eza46Utd+L zi7=CD&)>iHuL{E!r8~t73Jb@|JMuU%Q?j%*>DQ)Z<6QAg<;~VFwaS(%arYCyPbYtI zqDOLIdaJDj8Ha2_39>acHKe4Z3+_(wk&$Ord*Y5D5l_Od3@#_%R6x+NU5XmHc&`QaTT$piKz; z=$LxU&+zFj;GBwt1L%n}*M9!@c`1K@AjIGI)28B~&X||r*SXiw6A!MUa4)$f@3Y{H z`Qb1Dodg!QkoX59R1d&tkvwFnEdAUPtv0X0`MUF>nmb4XqtzEIy_Pdx|)t@@y<+TwgjVv2?r+)^M25pYZ^z7msT1Na*;^5&!` zC{hKZ68Iafd+@h(vD4LfQwSn^yF&Wad6teCqDV(32<4`RdU{WUS&a_Nk4GRgS)#jy zlcHj4L9%P=#lRj~B-^r%Q;X|5<{No5BOnydh6l{0i24botJ}oFN=7Hzj>RD1v*DeGpD9z}fH!lP|pI(7BCim0?G7aS8@)nx# zVZbnElG4izk)b^BMPW_|@_O-#RPQ$9z!}zo4KN^}!-I-JG~)O=n$FcpcpTW#SYxom zV}xPoK5o~)jzY8C=1iw7Erb$PK|KY&@Yj!v_|ZirTJfye*6ZO}Q+`Suv=;zsd8YFKtNK#AUKcB znN))8_}hpe`ZxlS23!BZLdK>^M*pTW&}_1CAT1R*Hd(`=8-u&o&@byTgEEgfw1hM+ zf$b$6vLRhwgVlcQ_ORk-Pyqnt_11<|FZsbMFip=x5FRydcVG}g3e0TtR@uIKq_lit z%YW?DIt{D62f9TMEI6<4dRG?tw`Lg>rbu@UJ#u>=_P`<(VQOl*Y;yZ&KKsA)?yU3z z9U<4zm#%m!87aLth}>&gY-jSNIA}K%l&@d65M(s_pfbF5ZBuAu`o@xfk<0$1f2%0G z!zp830$a_fv34`N8KZ~$>!*Y~`IBjvUf`I%yWw%27&pHtaVj6-fUv0Fj_I;n5bN;Z zFf|>XV9fs^9%C=j_)$n>_$=?#DdgS446b_D6$i_Cv+mH~@cYKRA}>dz7vzwDnC$T~%8;BQrbO!I1)xyQy~Q{-r*9 z3-9LFrhqBN5s(H#5Q=vF0jjEM-i@W2a?MwPk+QF^uaS6Kk9Wn;Qu3YSeL4{iTCKd>K*NDY zB4|C_M-l8Rm?pf}UIM5)l);(>YR`i@P)*>?x2KtbWPsdU$|eV7`|~BLB9SD6!n4GT z=k;=cm@QQhsyVOmVWnaGI#uS>^^&BJSLg}J*TPx4G%q; zIkL&q13|I?*1YkIE(Q@|zzU)F_k@552%@XJCCC`54uYB(X1iJ0Br#W(2n*1K(Dz0{ zn;;&B1`J^{3s*O3icEBGGuF*Xg5;idLLvewit7sX16fe|W&r%USqPSQo6$oC3@x`O zf<7ES;tPGuk)kK?jg%CuhAfrJ9CcfFOq2{lV-QGDkSLQM2u1xN2E5Wt29%fhuZb%a zOgjl=2-<&F0OZui9G6%DA~Lu+oB<9>annYOiN2RKDq;i~52+Y%4%t+G?qq^& z=(V1}!d8n!M9?R$L$Fo3%5qi@bU9jgGEk?cJvUo}l)1V-$J8fd)LX%T8f{ zK%6R_7ybLwMgU*@4G?gpY3?L?!&~T>NhFaFoZ11-{T^z*ssBtNP%KV+7tk*FI+4rT zL>?2V9y00u5JJ_iYoV&#bkY9Ecx`@0N}>uL>gI+q$0VVXJBX-rZ9@x1UQMA12YmOZ z6BF(`DOCDgnM4mKrISFW^0@gm?M;CE8txZ|n9;FNLs<$4S3_rzq zfb=LJX=0kxTI@91;Vq?~mssAi^H^2^Q3{{A1`a~#v+U=hJ#H}#SE%I0ipc? zMwtmS0geikgb4PJU)Jo=8s^a}i{zh07tDG7Xa0_IA*S!MA%pSX&czW*{iJDdQpQCl zSXT=%{RIAP18)Q!))Px}1;ZN(*gg0y^157^NhAI=%qwcEv~&`fm8@+$!`1n2R}4R} zxQDm9>f+g>Ib8}_B$F~Di;KTh$3V_s#Hm#fB->)+LgBWzbYI9Emly|BX)@(|HBKBc zg9w`PYr9am!hxYDvvt)!A5I^s4z?w3CV{`or`l$|8^@Gdrw^ys@R$mx%J$?K{z!kY z#2)27ktZ1S{^zeZdIH8G%;YMM3j33}8>=t?RLE2SqR-h&X$S#Zk8qtv$q&faNz}Dc z3+9i+B8-}Tue8y{!IK}1)GZw;pBoZL(v4rZqzss0pc1_DU0jZXU6r|f$_|j(^kk`6 z*|^T7uMp&nf}U^}6<7sj4cc}pTqO8?xcD?}-ih@k(YB>9I|=13rvH1J9m z+KA36ae+h<$ef8R^%DOZ9b!D1k;7)r_SzennqoYD6QfC{g$o%+*!^>F?Wu0QQ5@ma zBe(q&(Im>@Svvd-smWZRnt(uNp*I4g*oeIMBOPpp2|x!i11fQofgI|R^co2&1nC7; z*MPO}E^?EZD|@xWdDnd3o}$H#3 zNTshR=KmljqyRJyrYW>k!euUz_R-byHsh&d!we~aZjK{tnxg1q2oUt>RUv6wUUu05!3t!_4Nx?5pOO_#)8hksc2^bUXCR!^K|G2pesV6;--m}SL{Rii_aQB%!wgD>@bEL71rUz@0=7KR zmnMct1hLZ+L~JevMr)+$bxZXTYgYi&#;4~Yg5SLa{(34872%{mer+bgr!)D0nf9N+ z`7Xd!CDPtzWPl1C1g)&Q0p2tep@v|WNc##VCdi&5+3j(f%An=v^nk;b5@b^oNFn6) zabi*Gpphb3n_o3&@atDliUUR_HmqY4jj+{n5*%)(`nPpQ1V5WD-M!7I`m%h%<#L^1 zWO4Bo_S+^;=fj%{stOAnjdU}l?eNxHuF6SU{|pJ|fiH`yUGtwX5e2VBJ#sS+k_XxGZqAyRkx<%;l}{5`;%rA~USp zy+mAT82hHPA3u~UYAm0B=gy!p@aq=gGBBWAgR461zb+E`6N%#|^55$s|SzYYiH znrkSz`Tfq<{Pe1SyK%Q3HPU4KxG|sW!%P`wSEUWN$O!}Mg~x;ZzbpsN87BW$D2gFg z^T5eAbK5apAd2t6kSZFKUN&W@*aFt3Z|SBSjP1e+H zS2?BHN*59O{Q2{uA|bs+DyR}p@^yhSETnuPm4*H^;)nBb^V<9pSFcW;Izb4u@qB7( zDlP3iPU3Hi0L9~PklK!Ok!lVPoJ7tRf~ZNp%8;pmnX^(;k7vk@D|qU_0t4i%ATWz=3BJsIxwZ)n&ML4V&7&LhyM6t!)xXQhA@sE@ z?Ae$ccMMn}aPe#|Xg_V1g!=v*o)-&BGVT6b!ZU>wsJ7`wNR6&kAJj98i<7Y+N@39B zh7K-3^6|Y4Li}A~F2ztmd^|ls&3Ep8m(k+kL8js1;gxgL z(B>6)a@OYP^NN+yXG2~O%%0_qBQ#i3K{qPEds6xYKP5)WM(daE)HF2os=E0JL=V_Z z2Ud+$nA+M5FD{n;uO}?%p&Pdo@0I~=0Cd@@kuEf3D(F%UXwbcd3GkB(=pmkrJ_7@T z(Yhs~Q?wFtK=}q+EkgE-?eB&kwmPaS_jI_pId9kr#Z8NH3t5i1bp=4KZrH5dqN9e@ zadmcfZftCX+cpr{=&O&*&qwOYivR8Js0&#)7CF^^@pwy+bsp!8zR@XePL=F>PSwlW zePlA1W~A%=i8H2JFkheDc1246O{-JtOb3lV&dRMbpUtw2vU$sLcuSp+H;S*BSI_h( zs&CL1UsvGBfdQ*$IUjCoVTL~LlJAnz2f*Sgmiw`|SYoSx-Q!3W4gXdhv>kqeAM}9pZf_OVxf%ns=^*)fceOv?5P!Jsg1^_f z^Lw|a&b1IX56s_Yt?WF1ko^Lr`)U!4hj?hA(00jl$#dAXt`s#PYqzlvr=Y^GQ)J>q z1eN>gGnD$)Odn;b6UNv6bf)|3s=|rO9>fHstW@gud?CDg;_%b`PkEJWYNE z+X_v4KU?`~ktZC(Gna~gI<5J(EDh{mUh_;tFhqA575ymC&oJLCFe*ZkgZu(y<${+? zK2cZX&gCqOjOQ#gBLhkju&9ZIUVdIO!aVF9x9>&Zhiw;rndX8bhe#y}^gIHh;^`C@zf1v< zW!)k2`#6I5nVbv2o}|lnewUL#@0wc}kS=5tZkzKj|{i@e`&!?Fgi21c!C|l}43K}}P2-O@a7SU60 zs`ups(NgKk4jWQY7-%POt_U(m*WT@0x(mc`$2nMcfm*lF=l;=3+ZQ5OhyJ&xI=_5X z9W^CT={D&Xv@lebZ*+Di6n29L%uA+%e1lP=prNIGSTlkvG_*{f_Pzqt(o7`K!AvaZ zCi~g`%;X1C>U|#3Z*5G!~^u%@yRp@S?4%o-UYKBx5ibSG+gTOw%Xr6d)z~jvrO=2Wlfi z0}r-~iv8FB>eM^KAoFWGq#|swO_plP(HKIr_fmR#y4?G#otMa<@O2OiY2hG`4cij>?fD-SkIG{Q--NSjs+OQz{*u{r!I)h;fs23o}a znPX#g6Oc4g`uA7t^H@J>%7?3fvIjh)Gq)6!@JaH3Uw0BbblvWB$R1mW?~7aW!7Mv>lYY01it%z}MNb&U-aoh?PutBvK!^vm_Cq z%teMgS>Ey>RP8Mut|anDBKTxR&xXmyIgi2*?y|FgnOf~2>6lveWS1^_PWZFti_hM= zV^;;bD{QgH#gK&nvGK9R-4EKiNB>GH?zIK%S+Dq~EcE6$-c{hjjLZ}OeW7ui(Ymb= zm*Hi7Db#C~=bZR|>YHATr0LFDWOc=g2E6{sJaFJD#U{dcD(*cc`j`L$Sy>9Cks#wQ zntr!o5~wmY111nNlmqua60?@b%w1x++56~Bi(bO}C44<75dykH z^hRHHGS-ivyih%|*!$+v)h15Z$jw{tv1nZ7plz=9 zG0(`9_W{@qdb}(|9RXt9iW0PY!k1H4RuzH?u`-}$bRQFUTG63}Hsyy&z8-9(pp9|` zxnv*nBB0FDWwINBj7@9Z>>%ung_G|2O*6$Tf~vFUC3K~N z;cLJQE!`R~vc+=AdoM1I)QsD3(?KCQ!$4+%t_!>pbvB}tf|lb~^#klQHf6$>Kx1k; zRt|?kDu!VNf>Ew`c;)1jtlP#+A9zcgn(*_E4WM?EO?J?rX)A4|Q>`xi6XNqb-9j7% z9Tx`&heF`~=H-eOKxJ($lJOd_8{%93{2KX2@ej@~n4bY67Ie+IxVV&pj}IfyT>^dV z^RF;@-yR7vQbu%Ei(FzjYmq!AdJYNz)0>H=fXcutAIjDg-F#XO*>}bN78hOejlM~h zS&6cTgBAhNr)go6aISVgA$G+jX1{R-`4)>>SHk8Fcc`5hWC*Dx^VIn%!G1f?c1Sd}qrl(kUPyQ0F!# zCnfb6G+TedP}!Sah=^Q4P~#?}K&S!{6~`%0%ca2j3ZTC7@u+hJQ?v%P6&Y%K>m!9( z#V~GO>Uc0b{E<{s@X4`Jk=OCzURBjqi)5;>j={lOpeNHT1+6xXlc&1kK{_U36-fdh zo2J)j)#kl43eG~zssRz*wZ0dilx@h*up3PQrT?==fyOn)1H3k{4L?o*NxkStf2O>H zgF|%JA8>_0>|TqYj*-9{dX1|Lk&}NVA(0==pvZ;;f!e{pSt+4{I731F!-)YcBC#Z0 z(6`?5KN_ti_G91l+SiN#d9$_y4dR@Up!Ma2_!v36=OUfa_Yho0kiLFh2(H>_m6ef^ zk)HlXR`g9TAiCfd01~crW1=HnV3IV1=dWiYkVL943mm)bJpBFlch?Ao2AN-GH^NlG zMTJTC3#gzM5NUS&13yA{EW3=GiRn|&dk24j zMu2N3U$F!=rYiHdnVFey-|~m9Dh$lv6Zv%*0Z?7k0j~4ykrZ?ERN{pjNFFqL=htc% zfE4!d+n_1D)dXti<(A2SlR1K_^C+n60EN#S4HTD`T&8Zmc##yUf)~vrtC|D4_1J08 zn>N)VCHE@sl>7wSE5cl1)u;-$H701~ebeS=pp8(=dF^XG;7oxs?GzKQvU~bW?#|5wejTIxXIU+hK{ZDHQZJEe*ST5_kJOE&l10z@d4ErE z4G|%m<2v+KQ3h@ruMME85^&yyCO6jbS|ID2%1esx3MYYbTjM9qTUYL)-&`E&IJESA z5I5gVK{iJLYASqiRVg-WTN2IFjA3>2La3C1G-U{S!##r$U+3B>{;|Gfcwy1$cW(0a zIOotb9(b;Cog{NYo6w>j1gqii)3`* zy3NP#4TXh|wHpsr5N5tLj_I*n<9v0lHFtWqvN+`L=!|oz-gLH1eHYz?%Iw(wZje=V z$3k32BH`$@(daG}(sp_=^RIt_=nlOL{vlPaD8_?hJ6w}0j$odA?dsJ}$Nk7r?#QOq zl^0=t6a6VIR)qoAFSnFEyOjIXy23>Ga!S=)_OmcMW>?UqA3aR6s9~O<$~VDDNz3^i zopvSl=fl_1D7bnqGPsBx_$;Q%dG!o!CCk^k97xhBh`;Tv^x+z9-swoXoaXyhF>p4H z^ToUuPLo4dc>_(FK}Ej(Z)R$0hg&W&uIm>r(6Ua!Yo*mS$R1zkTstbPd^IO|3k?2J z_j?7UAfpoa#2AMQs64(WO?}_re{@N>DP${m^ia{kPZQ9JXwFg#!|2w}`>voSL5o}T zz!eDQQ*|P3%cW>>afHerE{iEgp|09OuIWXKrru_CxAD0kkkp!=lU(@d}4{nWO|5jqem(X(9zH&fx0$}Eq*&U z%mK+;N102!eO6>r?aGdsD=;%ZNA~MWF1&Jjce)bX2pR=<*OHCrd2mvg?ryiH`GWC9 z+K|6x_2Z+>KJI{`G$U5i_V)JX=jQ<>0L?Zp^77~Z`?i_C4`sZO6RV~y$8z5?kG7XJ zU6^XaSJINx4mGhI3ir}jA>Oik_u?@nJt$-rZ3QAZ*RVFn>kBp~{`p3J1JA}cCSTC4 zD}TH%#|UQBQ79Ubgos{?k%d`|veQl9^0zzcO_Fgq&~?N4S6ERus~eS&8H_Pzns zL+J^yuf}1Z$(r2jrWlEfzrQ~~>%}#I*r41?=S>NFJU5tQ7`%^LTpOuz0J&ktO>t5z z-)LTbVy|C~PVq0W{R)`Zsg^BL{TD%-KjduwJAI(h2_C9FC&w!%K^qwpEhonZfN2E0 zFxvlo&M@GRzzxzIpp9eSqg6NneRpz-QZzG7;!J=>0gh+;{)q&>(tfa#6&kb)_J%b z$OI8&{40&&sFZvDLJW}#yOS?Kt?GDVWFRP6vB7Kp`~6pn+p+Eeon!v**!}5|Av^)c z8`;5sA}@Jaw@)Wqy0sr|b1gEGOnyz11UC-34<{)`aP|^=OYXt=u>=S$FP_9m43~$W zq5t-(<9|Xbgs|MaGE*L{nO8sVzaZysbA>3sV-=J6=et;J7S+?B!Sir&c;dui--Loc zIL|z-_LHNP_MO(1BXInCjRS#hePw}jYTO;vv{2U1Jf<|5|Ap*RMT!f!Uy zrvNwaimwaYX`XnXd{`fRP@mz}1Zp*IBh}Mu7;YOAG*+x#L0o+G?;At6UzNORdTn4u z%0Y*_U%DQ1?5tzOPKMl%h5~oS>MM%|0+*jq71|zTwC`oKKHDkZRx2A+LY>?~y=zz~ zZw}h=3HJF$r@Z@#ZanzpXmRaee5VbVr+jj_QPHyg{_DM$I5B(cDeVD3m2Ypj2QFCd1!O7SV?=_T4aRb1D+gyGJf}Ls z9I^wG2@R4C{gv6o<30$ZVqsoB0v;3kdL?k>*oRd&!+UlbBT19w*0vYTHnyn{a594gy-R|2TqFO%o#Q@i{z(E zqu1gH$A1lv|E4))`TZ*@GcoQ9 zqTO58xF++!#|@xIbOzPA4{>TfmG1{Y`Jl^C;oz=!kW4u<9-KA+pUtH zK)VAzOx+3MC1~|IUBD!efq|Rfw3sviCW8ym3Io8Kf`WpSG7V(LI58f7E+iT-I%ux$%R zQLvWIrRc{H=aXS;pKHhWLHYuTry_94nQG!z#jx^Pq+v{49Doe~F;Zu&6t;ie2Rb98 zFKD-uTgl_k=Pbo%zfxN-Wd}&4V2Mzdn;4b53s#!g8tmzrfas78K3v1pyN$8YM##7V zf&g-Ifurc}3+$iQz&Sn!sy$Nu5AZnv*Oyt;h>l-G3>L&XINFLmwX)wzs8>jhhbU41 zz3CJ>PC0vvAx}~@vjw7ePd=w8C@4t2_nLH0Mm7vSNk?qdZ&d_LUj~jU_MHlaL{Qwg z6V^G^mm%ZxzG(Q~vnxrunTpT0ziDwVX}^GiBEVgw<4M{6G)V`*5r&Ft;=wb}dxC5_ jgw+49SNs1fyE+Q~D&Mce7O;Q?*#y$jFi Date: Fri, 1 Nov 2024 08:38:15 +0000 Subject: [PATCH 09/10] Implement rhub --- .github/workflows/rhub.yaml | 95 +++++++++++++++++++++++++++++++++++++ 1 file changed, 95 insertions(+) create mode 100644 .github/workflows/rhub.yaml diff --git a/.github/workflows/rhub.yaml b/.github/workflows/rhub.yaml new file mode 100644 index 0000000..74ec7b0 --- /dev/null +++ b/.github/workflows/rhub.yaml @@ -0,0 +1,95 @@ +# R-hub's generic GitHub Actions workflow file. It's canonical location is at +# https://github.com/r-hub/actions/blob/v1/workflows/rhub.yaml +# You can update this file to a newer version using the rhub2 package: +# +# rhub::rhub_setup() +# +# It is unlikely that you need to modify this file manually. + +name: R-hub +run-name: "${{ github.event.inputs.id }}: ${{ github.event.inputs.name || format('Manually run by {0}', github.triggering_actor) }}" + +on: + workflow_dispatch: + inputs: + config: + description: 'A comma separated list of R-hub platforms to use.' + type: string + default: 'linux,windows,macos' + name: + description: 'Run name. You can leave this empty now.' + type: string + id: + description: 'Unique ID. You can leave this empty now.' + type: string + +jobs: + + setup: + runs-on: ubuntu-latest + outputs: + containers: ${{ steps.rhub-setup.outputs.containers }} + platforms: ${{ steps.rhub-setup.outputs.platforms }} + + steps: + # NO NEED TO CHECKOUT HERE + - uses: r-hub/actions/setup@v1 + with: + config: ${{ github.event.inputs.config }} + id: rhub-setup + + linux-containers: + needs: setup + if: ${{ needs.setup.outputs.containers != '[]' }} + runs-on: ubuntu-latest + name: ${{ matrix.config.label }} + strategy: + fail-fast: false + matrix: + config: ${{ fromJson(needs.setup.outputs.containers) }} + container: + image: ${{ matrix.config.container }} + + steps: + - uses: r-hub/actions/checkout@v1 + - uses: r-hub/actions/platform-info@v1 + with: + token: ${{ secrets.RHUB_TOKEN }} + job-config: ${{ matrix.config.job-config }} + - uses: r-hub/actions/setup-deps@v1 + with: + token: ${{ secrets.RHUB_TOKEN }} + job-config: ${{ matrix.config.job-config }} + - uses: r-hub/actions/run-check@v1 + with: + token: ${{ secrets.RHUB_TOKEN }} + job-config: ${{ matrix.config.job-config }} + + other-platforms: + needs: setup + if: ${{ needs.setup.outputs.platforms != '[]' }} + runs-on: ${{ matrix.config.os }} + name: ${{ matrix.config.label }} + strategy: + fail-fast: false + matrix: + config: ${{ fromJson(needs.setup.outputs.platforms) }} + + steps: + - uses: r-hub/actions/checkout@v1 + - uses: r-hub/actions/setup-r@v1 + with: + job-config: ${{ matrix.config.job-config }} + token: ${{ secrets.RHUB_TOKEN }} + - uses: r-hub/actions/platform-info@v1 + with: + token: ${{ secrets.RHUB_TOKEN }} + job-config: ${{ matrix.config.job-config }} + - uses: r-hub/actions/setup-deps@v1 + with: + job-config: ${{ matrix.config.job-config }} + token: ${{ secrets.RHUB_TOKEN }} + - uses: r-hub/actions/run-check@v1 + with: + job-config: ${{ matrix.config.job-config }} + token: ${{ secrets.RHUB_TOKEN }} From 46469c8958d6311d9c8a1e3a46693f7ea85f741c Mon Sep 17 00:00:00 2001 From: github-actions <41898282+github-actions[bot]@users.noreply.github.com> Date: Fri, 1 Nov 2024 09:19:49 +0000 Subject: [PATCH 10/10] [skip style] [skip vbump] Restyle files --- README.Rmd | 2 +- tests/testthat/test-createQtlBubblePlot.R | 1 - 2 files changed, 1 insertion(+), 2 deletions(-) diff --git a/README.Rmd b/README.Rmd index 24be069..d6cfa1e 100644 --- a/README.Rmd +++ b/README.Rmd @@ -448,7 +448,7 @@ getModelString("poisson") ```{r, echo = FALSE} # nolint start cat(getModelString("poisson")) -#nolint end +# nolint end ``` Fitting the model is straightforward. diff --git a/tests/testthat/test-createQtlBubblePlot.R b/tests/testthat/test-createQtlBubblePlot.R index c5fb9b6..1bb71fb 100644 --- a/tests/testthat/test-createQtlBubblePlot.R +++ b/tests/testthat/test-createQtlBubblePlot.R @@ -119,5 +119,4 @@ test_that("creatQtlBubblePlot output contains correct elements", { expect_equal(p$labels, list("x" = "Snapshot", "y" = "ObservedResponse", "colour" = "Region", "size" = "Subjects", "group" = "Snapshot", "yintercept" = "yintercept")) # guides expect_equal(names(p$guides), c("guides", "super")) - })